diff --git a/iris/realtabformer/1/0/synth.csv b/iris/realtabformer/1/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..eb5423118531905c0f904c828fdcfcdef2e62f01
--- /dev/null
+++ b/iris/realtabformer/1/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,2.3,3.0,1.0,Iris-versicolor
+1,5.1,3.7,1.6,0.4,Iris-setosa
+2,6.3,2.5,4.0,1.5,Iris-versicolor
+3,5.6,2.5,4.0,1.3,Iris-versicolor
+4,5.3,3.0,4.9,1.5,Iris-versicolor
+5,5.9,3.2,1.6,0.2,Iris-setosa
+6,5.1,3.1,1.6,0.4,Iris-setosa
+7,5.6,2.7,5.1,2.3,Iris-virginica
+8,5.0,2.2,3.0,1.0,Iris-versicolor
+9,5.7,2.8,4.9,2.3,Iris-virginica
+10,5.0,3.2,3.5,1.2,Iris-versicolor
+11,6.1,3.4,5.7,2.4,Iris-virginica
+12,6.7,3.1,5.6,2.1,Iris-virginica
+13,5.1,2.5,4.0,1.5,Iris-versicolor
+14,4.9,3.1,1.5,0.1,Iris-setosa
+15,4.8,3.4,1.6,0.2,Iris-setosa
+16,6.4,2.8,4.6,1.3,Iris-versicolor
+17,5.6,2.6,4.4,1.3,Iris-versicolor
+18,7.6,2.8,5.1,2.0,Iris-virginica
+19,5.6,3.4,1.7,0.2,Iris-setosa
+20,6.0,3.3,4.6,1.8,Iris-versicolor
+21,5.6,3.0,4.4,1.3,Iris-versicolor
+22,4.9,3.1,1.4,0.1,Iris-setosa
+23,4.6,3.4,1.4,0.2,Iris-setosa
+24,5.0,3.2,1.4,0.2,Iris-setosa
+25,5.0,3.2,1.2,0.2,Iris-setosa
+26,6.2,2.9,4.7,1.3,Iris-versicolor
+27,4.6,3.0,1.4,0.2,Iris-setosa
+28,5.6,3.7,4.2,1.2,Iris-versicolor
+29,5.7,2.9,4.2,2.3,Iris-versicolor
+30,5.0,3.5,1.5,0.2,Iris-setosa
+31,5.4,2.7,5.5,1.5,Iris-virginica
+32,5.0,3.0,1.4,0.2,Iris-setosa
+33,5.3,2.8,5.1,1.9,Iris-virginica
+34,6.3,2.3,4.0,1.8,Iris-virginica
+35,6.4,2.9,5.3,1.8,Iris-virginica
+36,6.4,2.9,5.3,1.1,Iris-virginica
+37,5.0,3.2,1.4,0.2,Iris-setosa
+38,5.8,2.6,4.1,1.3,Iris-versicolor
+39,5.6,3.3,1.5,0.4,Iris-setosa
+40,4.6,3.1,1.0,0.2,Iris-setosa
+41,5.9,3.3,4.4,1.2,Iris-virginica
+42,4.7,3.4,1.4,0.2,Iris-setosa
+43,4.4,3.1,1.4,0.2,Iris-setosa
+44,4.6,3.4,1.4,0.2,Iris-setosa
+45,5.8,2.7,4.9,1.9,Iris-versicolor
+46,5.0,3.3,1.3,0.2,Iris-setosa
+47,5.4,3.9,1.7,0.2,Iris-setosa
+48,4.6,3.0,1.3,0.3,Iris-setosa
+49,6.7,3.9,5.7,2.4,Iris-virginica
+50,6.3,3.3,5.6,2.4,Iris-virginica
+51,5.4,2.9,4.3,1.3,Iris-versicolor
+52,5.0,3.3,1.4,0.2,Iris-setosa
+53,6.7,3.1,5.5,2.4,Iris-virginica
+54,6.5,2.8,5.1,2.3,Iris-virginica
+55,7.6,3.0,4.0,1.5,Iris-virginica
+56,5.4,3.0,4.5,1.4,Iris-versicolor
+57,5.5,2.5,4.0,1.3,Iris-versicolor
+58,5.7,3.0,4.5,2.3,Iris-versicolor
+59,6.1,2.3,4.0,1.3,Iris-versicolor
+60,4.4,3.4,1.5,0.2,Iris-setosa
+61,5.1,3.7,1.6,0.4,Iris-setosa
+62,4.8,3.1,1.5,0.2,Iris-setosa
+63,6.7,3.0,5.5,2.1,Iris-virginica
+64,5.6,2.3,4.0,1.3,Iris-versicolor
+65,7.3,3.2,6.7,2.1,Iris-virginica
+66,7.9,2.2,5.1,1.9,Iris-virginica
+67,5.4,3.5,1.4,0.2,Iris-setosa
+68,6.4,3.2,5.0,1.9,Iris-virginica
+69,5.6,3.0,4.1,1.5,Iris-versicolor
+70,5.0,3.2,1.5,0.2,Iris-setosa
+71,4.9,3.1,1.3,0.1,Iris-setosa
+72,5.7,2.6,4.0,1.3,Iris-versicolor
+73,6.7,3.1,5.6,2.4,Iris-virginica
+74,5.7,4.0,1.7,0.2,Iris-setosa
+75,6.9,3.0,5.6,1.8,Iris-virginica
+76,6.7,3.1,5.5,2.4,Iris-virginica
+77,5.8,2.7,5.1,1.8,Iris-virginica
+78,5.0,3.2,1.4,0.3,Iris-setosa
+79,5.4,3.0,5.5,1.2,Iris-virginica
+80,5.6,3.0,4.0,1.4,Iris-versicolor
+81,5.7,2.8,4.7,1.3,Iris-versicolor
+82,6.4,3.2,5.3,2.3,Iris-virginica
+83,6.3,2.6,4.9,1.5,Iris-versicolor
+84,7.2,3.8,6.0,2.3,Iris-virginica
+85,5.0,3.5,1.5,0.2,Iris-setosa
+86,6.6,3.1,4.4,1.4,Iris-versicolor
+87,5.4,3.5,4.5,1.3,Iris-versicolor
+88,4.6,3.4,1.5,0.2,Iris-setosa
+89,4.6,3.0,1.5,0.1,Iris-setosa
+90,5.9,3.0,4.5,1.8,Iris-virginica
+91,7.9,3.4,6.7,2.5,Iris-virginica
+92,5.0,3.2,1.5,0.1,Iris-setosa
+93,7.7,3.8,6.7,2.5,Iris-virginica
+94,5.5,4.8,1.5,0.2,Iris-setosa
+95,5.5,2.7,5.0,1.9,Iris-virginica
+96,5.4,3.9,1.7,0.2,Iris-setosa
+97,5.7,2.8,5.1,1.3,Iris-virginica
+98,4.6,3.2,1.7,0.3,Iris-setosa
+99,5.8,2.6,4.0,1.3,Iris-versicolor
+100,5.6,3.0,4.5,1.5,Iris-versicolor
+101,6.0,3.2,4.3,1.5,Iris-versicolor
+102,6.3,3.0,5.1,1.8,Iris-virginica
+103,5.6,3.7,4.5,1.8,Iris-versicolor
+104,6.1,3.1,5.6,2.4,Iris-virginica
+105,5.7,3.5,1.0,0.2,Iris-setosa
+106,4.4,3.2,1.3,0.2,Iris-setosa
+107,6.7,2.8,5.6,2.4,Iris-virginica
+108,6.0,3.2,4.3,1.5,Iris-versicolor
+109,6.1,3.0,4.9,1.5,Iris-versicolor
+110,5.0,3.5,1.4,0.2,Iris-setosa
+111,7.6,3.8,6.9,2.3,Iris-virginica
+112,4.9,3.2,1.5,0.2,Iris-setosa
+113,4.8,3.4,1.1,0.2,Iris-setosa
+114,6.3,2.9,5.6,1.8,Iris-virginica
+115,6.7,3.1,5.6,2.1,Iris-virginica
+116,7.7,3.1,5.5,2.1,Iris-virginica
+117,5.5,3.4,4.5,1.2,Iris-versicolor
+118,5.4,3.9,1.3,0.4,Iris-setosa
+119,5.1,3.5,1.0,0.2,Iris-setosa
diff --git a/iris/realtabformer/1/0/test.csv b/iris/realtabformer/1/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/0/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/0/train.csv b/iris/realtabformer/1/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/0/val.csv b/iris/realtabformer/1/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/0/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/1/rtf_config.json b/iris/realtabformer/1/1/rtf_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fec35c900fab7672b026c5663822b9bdc113640a
--- /dev/null
+++ b/iris/realtabformer/1/1/rtf_config.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:301817ae8735ff120699945f14e98701d2ce287cab825c55a7438680fa656f8e
+size 14590
diff --git a/iris/realtabformer/1/1/rtf_model.pt b/iris/realtabformer/1/1/rtf_model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6506be07c232fdcde6ddb1187af6e4ae7a45f113
--- /dev/null
+++ b/iris/realtabformer/1/1/rtf_model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5df41bacdaf04ab991705a33f9535ec2ccbe78a59abb170151b95e6c3b0fdb00
+size 218948177
diff --git a/iris/realtabformer/1/1/synth.csv b/iris/realtabformer/1/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6aa0542cadf530673bde0e3e0c2f2ad93cb61e08
--- /dev/null
+++ b/iris/realtabformer/1/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,2.5,3.1,1.0,Iris-versicolor
+1,5.1,3.0,1.6,0.4,Iris-setosa
+2,5.4,2.2,5.1,2.3,Iris-virginica
+3,5.2,3.3,4.4,1.2,Iris-versicolor
+4,6.7,3.3,5.7,2.0,Iris-virginica
+5,5.0,3.2,4.5,1.0,Iris-versicolor
+6,5.1,3.0,4.6,1.3,Iris-versicolor
+7,6.2,2.7,5.1,1.8,Iris-virginica
+8,6.3,3.0,5.0,2.1,Iris-virginica
+9,5.0,3.5,1.0,0.6,Iris-setosa
+10,5.8,2.6,4.6,1.5,Iris-versicolor
+11,5.1,3.5,1.0,0.2,Iris-setosa
+12,6.3,3.4,5.6,2.5,Iris-virginica
+13,7.3,2.8,6.1,1.9,Iris-virginica
+14,7.6,3.4,5.7,2.1,Iris-virginica
+15,6.3,2.5,5.1,2.3,Iris-virginica
+16,5.7,3.8,4.7,2.2,Iris-versicolor
+17,4.8,3.4,1.3,0.2,Iris-setosa
+18,5.7,3.4,1.7,0.2,Iris-setosa
+19,5.5,3.4,1.5,0.2,Iris-setosa
+20,5.4,2.9,4.4,1.2,Iris-versicolor
+21,5.8,3.4,1.6,0.2,Iris-setosa
+22,5.7,3.0,4.2,1.2,Iris-versicolor
+23,6.4,2.8,5.3,2.3,Iris-virginica
+24,6.3,2.9,4.3,1.3,Iris-versicolor
+25,5.7,3.0,4.2,1.4,Iris-versicolor
+26,6.5,2.6,4.0,1.3,Iris-versicolor
+27,7.3,2.8,6.1,1.9,Iris-virginica
+28,7.7,2.8,6.1,2.0,Iris-virginica
+29,5.4,3.5,1.3,0.2,Iris-setosa
+30,5.8,2.7,5.0,1.9,Iris-virginica
+31,4.6,3.4,1.3,0.2,Iris-setosa
+32,6.7,3.3,5.7,2.3,Iris-virginica
+33,6.2,2.8,4.6,1.8,Iris-virginica
+34,5.8,2.6,4.0,1.0,Iris-versicolor
+35,6.1,3.0,4.9,1.4,Iris-versicolor
+36,7.2,2.8,4.6,1.5,Iris-virginica
+37,5.5,2.7,4.5,1.2,Iris-versicolor
+38,4.9,3.0,1.6,0.2,Iris-setosa
+39,5.5,3.5,4.4,1.2,Iris-versicolor
+40,6.4,2.9,5.3,1.9,Iris-virginica
+41,6.5,2.9,4.7,1.5,Iris-versicolor
+42,5.0,2.9,4.3,1.3,Iris-versicolor
+43,6.7,2.9,4.9,1.5,Iris-versicolor
+44,4.4,2.8,1.3,0.3,Iris-setosa
+45,5.5,2.7,4.0,1.3,Iris-versicolor
+46,6.3,2.7,4.9,1.8,Iris-virginica
+47,4.6,2.9,4.3,1.0,Iris-virginica
+48,6.5,2.4,5.3,1.8,Iris-virginica
+49,4.3,3.4,1.3,0.2,Iris-setosa
+50,5.4,3.4,1.5,0.2,Iris-setosa
+51,5.0,3.3,1.7,0.2,Iris-setosa
+52,5.3,2.5,5.0,1.8,Iris-virginica
+53,5.3,2.4,3.1,1.0,Iris-versicolor
+54,7.2,2.8,6.6,2.4,Iris-virginica
+55,5.3,3.7,1.5,0.2,Iris-setosa
+56,5.5,2.5,5.0,2.0,Iris-virginica
+57,6.5,2.6,5.6,1.5,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
+61,5.0,3.3,1.5,0.2,Iris-setosa
+62,6.3,2.6,4.9,1.8,Iris-virginica
+63,5.9,2.4,3.7,1.7,Iris-versicolor
+64,4.9,3.1,1.5,0.1,Iris-setosa
+65,6.4,2.8,4.3,1.3,Iris-versicolor
+66,6.4,3.2,5.3,2.3,Iris-virginica
+67,5.1,3.7,1.9,0.4,Iris-setosa
+68,5.0,2.5,3.0,1.0,Iris-versicolor
+69,5.6,3.4,1.5,0.2,Iris-setosa
+70,5.6,2.8,4.1,2.3,Iris-virginica
+71,5.0,2.5,3.1,1.0,Iris-versicolor
+72,6.0,3.2,5.1,1.8,Iris-virginica
+73,5.8,2.7,5.1,1.9,Iris-virginica
+74,6.4,2.9,4.3,1.3,Iris-virginica
+75,6.4,3.2,5.3,1.8,Iris-virginica
+76,5.3,2.9,4.6,1.5,Iris-versicolor
+77,5.0,3.2,1.2,0.2,Iris-setosa
+78,5.1,3.0,1.6,0.4,Iris-setosa
+79,6.1,3.2,5.7,2.1,Iris-virginica
+80,5.4,2.8,4.1,1.5,Iris-versicolor
+81,7.6,3.6,5.1,2.4,Iris-virginica
+82,6.3,2.9,5.3,1.8,Iris-virginica
+83,7.2,3.0,5.8,1.8,Iris-virginica
+84,5.3,2.5,3.0,1.0,Iris-versicolor
+85,5.0,3.5,1.4,0.2,Iris-setosa
+86,5.1,3.5,1.4,0.2,Iris-setosa
+87,5.0,3.3,1.4,0.3,Iris-setosa
+88,5.6,2.7,4.1,1.3,Iris-versicolor
+89,5.0,3.2,1.4,0.2,Iris-setosa
+90,6.1,2.9,4.0,1.3,Iris-versicolor
+91,6.6,3.0,4.6,1.4,Iris-versicolor
+92,5.9,3.3,4.7,1.5,Iris-versicolor
+93,5.2,2.7,4.5,1.5,Iris-versicolor
+94,5.6,2.5,4.4,1.3,Iris-versicolor
+95,6.3,3.0,5.1,2.3,Iris-virginica
+96,5.1,2.4,3.9,1.4,Iris-versicolor
+97,6.7,2.5,5.0,2.3,Iris-virginica
+98,6.3,3.5,5.0,2.5,Iris-virginica
+99,4.9,2.5,1.3,0.3,Iris-setosa
+100,6.1,2.5,4.9,1.3,Iris-versicolor
+101,5.5,2.9,4.2,1.3,Iris-versicolor
+102,6.4,2.9,4.3,1.3,Iris-versicolor
+103,6.4,2.9,4.3,1.5,Iris-versicolor
+104,5.0,2.3,3.3,1.0,Iris-versicolor
+105,5.4,2.4,3.3,1.0,Iris-versicolor
+106,5.4,2.4,3.3,1.0,Iris-versicolor
+107,6.6,2.3,5.3,2.3,Iris-virginica
+108,5.9,3.0,5.5,1.8,Iris-virginica
+109,5.0,3.5,1.4,0.2,Iris-setosa
+110,5.6,3.0,4.5,1.5,Iris-versicolor
+111,5.0,3.2,1.3,0.2,Iris-setosa
+112,6.5,2.9,5.0,1.5,Iris-virginica
+113,5.1,2.5,3.0,1.4,Iris-versicolor
+114,6.3,2.9,4.3,1.3,Iris-versicolor
+115,6.4,2.9,5.3,1.9,Iris-virginica
+116,7.7,3.8,6.1,2.3,Iris-virginica
+117,5.4,3.4,1.4,0.2,Iris-setosa
+118,5.4,3.2,1.7,0.5,Iris-setosa
+119,6.3,2.7,4.9,1.3,Iris-versicolor
diff --git a/iris/realtabformer/1/1/test.csv b/iris/realtabformer/1/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/1/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/1/train.csv b/iris/realtabformer/1/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/1/val.csv b/iris/realtabformer/1/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/1/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/10/synth.csv b/iris/realtabformer/1/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a5d9a1c23eea1915a12fc02e66b1f9df2b731e70
--- /dev/null
+++ b/iris/realtabformer/1/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,2.5,4.0,1.3,Iris-versicolor
+1,5.8,2.7,5.1,1.9,Iris-virginica
+2,5.0,3.5,1.4,0.2,Iris-setosa
+3,6.0,3.2,4.5,1.8,Iris-versicolor
+4,6.4,3.2,5.9,2.1,Iris-virginica
+5,5.5,2.3,4.0,1.3,Iris-versicolor
+6,5.9,3.0,4.1,1.7,Iris-versicolor
+7,5.0,3.4,1.6,0.2,Iris-setosa
+8,5.7,2.6,4.0,1.3,Iris-versicolor
+9,5.0,2.7,5.1,1.9,Iris-virginica
+10,5.8,3.3,5.0,2.0,Iris-virginica
+11,4.4,3.2,1.3,0.2,Iris-setosa
+12,6.5,2.2,5.6,1.8,Iris-virginica
+13,5.7,3.4,3.7,0.2,Iris-setosa
+14,4.8,2.4,3.1,1.0,Iris-versicolor
+15,5.6,2.9,4.5,1.0,Iris-versicolor
+16,5.0,2.5,3.9,1.0,Iris-versicolor
+17,6.4,2.9,4.3,1.3,Iris-versicolor
+18,5.6,3.9,1.5,0.4,Iris-setosa
+19,4.6,3.4,1.6,0.2,Iris-setosa
+20,7.7,2.8,5.1,2.1,Iris-virginica
+21,5.6,3.7,1.5,0.4,Iris-setosa
+22,5.0,2.5,3.3,1.0,Iris-versicolor
+23,6.3,2.7,4.1,1.5,Iris-virginica
+24,5.9,2.5,5.1,2.1,Iris-virginica
+25,6.2,2.8,4.9,1.3,Iris-versicolor
+26,7.3,2.9,6.0,1.9,Iris-virginica
+27,5.7,3.0,4.2,1.4,Iris-versicolor
+28,5.8,3.7,5.1,2.1,Iris-virginica
+29,5.8,3.6,4.0,1.2,Iris-versicolor
+30,4.9,3.1,1.5,0.1,Iris-setosa
+31,5.9,2.6,4.9,1.4,Iris-versicolor
+32,5.1,3.5,1.7,0.4,Iris-setosa
+33,4.7,3.2,1.9,0.2,Iris-setosa
+34,7.6,2.8,5.6,2.1,Iris-virginica
+35,6.2,2.7,4.9,1.8,Iris-virginica
+36,6.0,2.9,4.7,1.0,Iris-versicolor
+37,4.9,3.1,1.3,0.1,Iris-setosa
+38,6.4,2.9,4.3,1.3,Iris-versicolor
+39,5.9,2.3,4.3,1.3,Iris-versicolor
+40,7.6,3.0,5.6,2.3,Iris-virginica
+41,5.7,3.0,5.4,2.4,Iris-virginica
+42,6.7,3.0,5.0,1.8,Iris-virginica
+43,5.6,2.6,4.2,1.3,Iris-versicolor
+44,5.7,3.0,4.2,1.3,Iris-versicolor
+45,5.5,2.5,5.0,1.8,Iris-virginica
+46,6.3,2.5,5.0,1.8,Iris-virginica
+47,4.9,3.1,1.5,0.1,Iris-setosa
+48,6.3,2.9,4.6,1.5,Iris-versicolor
+49,5.8,2.7,5.1,1.4,Iris-virginica
+50,4.8,3.4,1.6,0.2,Iris-setosa
+51,5.1,3.8,1.6,0.4,Iris-setosa
+52,5.6,3.4,1.6,0.2,Iris-setosa
+53,4.9,3.1,1.5,0.1,Iris-setosa
+54,5.0,3.3,1.4,0.2,Iris-setosa
+55,5.9,3.0,4.1,1.5,Iris-versicolor
+56,5.2,3.6,1.4,0.2,Iris-setosa
+57,4.9,3.1,1.5,0.1,Iris-setosa
+58,5.1,3.5,1.9,0.2,Iris-setosa
+59,5.0,2.5,4.0,1.3,Iris-versicolor
+60,4.6,2.4,3.3,1.0,Iris-versicolor
+61,6.3,2.8,4.1,1.5,Iris-virginica
+62,5.2,3.4,4.4,1.3,Iris-versicolor
+63,6.3,3.5,5.9,2.5,Iris-virginica
+64,6.5,3.0,5.2,1.8,Iris-virginica
+65,4.4,2.4,3.3,1.0,Iris-versicolor
+66,5.0,2.2,4.3,1.0,Iris-versicolor
+67,6.3,2.0,5.1,1.8,Iris-virginica
+68,5.5,2.8,4.0,1.3,Iris-versicolor
+69,7.3,3.3,5.0,2.1,Iris-virginica
+70,4.9,3.1,1.5,0.1,Iris-setosa
+71,5.8,2.7,5.1,1.9,Iris-virginica
+72,5.1,3.4,1.5,0.5,Iris-setosa
+73,5.4,3.0,4.5,1.5,Iris-versicolor
+74,5.5,2.0,4.1,1.3,Iris-versicolor
+75,4.9,3.4,1.4,0.2,Iris-setosa
+76,4.6,3.0,1.2,0.2,Iris-setosa
+77,5.5,2.3,3.4,1.1,Iris-versicolor
+78,5.3,2.5,3.9,1.0,Iris-versicolor
+79,5.5,3.0,4.2,1.2,Iris-versicolor
+80,5.5,2.6,4.2,1.3,Iris-versicolor
+81,6.6,2.9,4.3,1.3,Iris-versicolor
+82,6.0,2.2,4.0,1.7,Iris-versicolor
+83,5.8,2.7,5.1,1.4,Iris-virginica
+84,5.4,2.9,4.3,1.5,Iris-versicolor
+85,5.4,3.3,1.6,0.2,Iris-setosa
+86,5.5,2.5,4.0,1.3,Iris-versicolor
+87,7.7,3.3,6.7,1.2,Iris-virginica
+88,5.0,3.2,1.2,0.2,Iris-setosa
+89,5.5,4.2,1.2,0.2,Iris-setosa
+90,5.7,2.9,4.6,1.3,Iris-versicolor
+91,6.5,2.8,4.7,1.3,Iris-versicolor
+92,4.4,3.2,1.3,0.2,Iris-setosa
+93,5.5,2.7,4.2,1.3,Iris-versicolor
+94,4.4,3.2,1.3,0.2,Iris-setosa
+95,7.7,3.0,5.1,2.0,Iris-virginica
+96,6.0,3.0,4.2,1.0,Iris-versicolor
+97,5.7,3.0,4.7,1.4,Iris-versicolor
+98,5.0,3.5,1.4,0.2,Iris-setosa
+99,4.9,3.1,4.5,1.7,Iris-virginica
+100,6.3,2.9,5.6,1.8,Iris-virginica
+101,6.3,2.9,4.7,1.8,Iris-virginica
+102,6.3,2.9,4.6,1.5,Iris-versicolor
+103,4.9,3.1,1.5,0.1,Iris-setosa
+104,4.6,3.1,1.6,0.2,Iris-setosa
+105,4.6,3.4,1.4,0.2,Iris-setosa
+106,6.2,2.7,5.1,2.3,Iris-virginica
+107,5.2,2.5,3.0,1.3,Iris-versicolor
+108,6.1,3.1,4.5,1.4,Iris-versicolor
+109,4.4,3.4,1.5,0.2,Iris-setosa
+110,6.5,3.2,5.0,2.5,Iris-virginica
+111,5.0,4.4,1.7,0.2,Iris-setosa
+112,5.6,2.5,4.0,1.3,Iris-virginica
+113,7.4,2.9,5.3,1.3,Iris-virginica
+114,5.5,2.4,3.4,2.2,Iris-versicolor
+115,4.6,3.3,1.4,0.3,Iris-setosa
+116,5.0,3.3,1.4,0.2,Iris-setosa
+117,6.7,2.8,5.1,2.3,Iris-virginica
+118,5.9,3.2,4.5,1.8,Iris-versicolor
+119,5.1,3.0,1.4,0.2,Iris-setosa
diff --git a/iris/realtabformer/1/10/test.csv b/iris/realtabformer/1/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/10/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/10/train.csv b/iris/realtabformer/1/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/10/val.csv b/iris/realtabformer/1/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/10/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/11/synth.csv b/iris/realtabformer/1/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..41aa5d4ff0d22f5660699a713bd5b2412783e18e
--- /dev/null
+++ b/iris/realtabformer/1/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.2,3.0,5.1,2.2,Iris-virginica
+1,7.1,3.2,6.7,2.5,Iris-virginica
+2,5.0,2.3,3.3,1.0,Iris-versicolor
+3,5.8,2.5,5.1,2.1,Iris-virginica
+4,4.8,2.4,3.9,1.0,Iris-versicolor
+5,4.0,2.2,1.3,0.2,Iris-setosa
+6,7.2,2.8,6.3,2.3,Iris-virginica
+7,5.1,3.4,1.6,0.2,Iris-setosa
+8,6.0,3.2,5.3,2.3,Iris-virginica
+9,5.0,3.0,1.6,0.6,Iris-setosa
+10,6.3,2.9,4.6,1.5,Iris-virginica
+11,5.5,3.0,4.4,1.2,Iris-versicolor
+12,5.4,3.4,1.5,0.2,Iris-setosa
+13,5.9,2.7,5.1,1.8,Iris-virginica
+14,5.2,3.4,1.4,0.2,Iris-setosa
+15,4.9,3.1,1.4,0.1,Iris-setosa
+16,6.4,3.2,4.3,1.5,Iris-versicolor
+17,4.3,3.1,1.4,0.2,Iris-setosa
+18,6.8,2.7,4.9,1.5,Iris-virginica
+19,6.7,2.9,4.7,1.3,Iris-versicolor
+20,5.8,2.7,5.1,2.4,Iris-virginica
+21,4.9,3.1,1.4,0.1,Iris-setosa
+22,6.3,2.6,5.6,1.8,Iris-virginica
+23,5.6,3.4,4.5,1.2,Iris-versicolor
+24,5.7,2.9,4.7,1.5,Iris-versicolor
+25,6.1,2.8,4.0,1.5,Iris-versicolor
+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
+29,7.2,3.0,5.1,1.6,Iris-virginica
+30,5.5,3.0,4.5,1.5,Iris-versicolor
+31,5.0,2.2,3.3,1.0,Iris-versicolor
+32,6.0,3.2,4.6,1.8,Iris-virginica
+33,6.0,3.2,4.0,1.3,Iris-versicolor
+34,7.7,2.8,6.0,2.0,Iris-virginica
+35,5.5,2.5,4.0,1.3,Iris-versicolor
+36,6.7,2.9,4.7,1.5,Iris-versicolor
+37,5.2,3.4,1.5,0.2,Iris-setosa
+38,6.4,3.0,4.3,1.5,Iris-versicolor
+39,5.4,3.2,1.3,0.3,Iris-setosa
+40,6.0,3.3,4.6,1.4,Iris-versicolor
+41,5.0,3.0,1.7,0.2,Iris-setosa
+42,5.6,3.8,1.6,0.2,Iris-setosa
+43,5.1,2.6,5.1,2.3,Iris-virginica
+44,5.8,2.4,3.2,1.1,Iris-versicolor
+45,5.0,3.2,1.4,0.2,Iris-setosa
+46,5.1,3.5,1.4,0.6,Iris-setosa
+47,6.3,2.5,4.0,1.3,Iris-versicolor
+48,5.5,2.4,3.7,1.1,Iris-versicolor
+49,6.0,3.2,5.3,2.0,Iris-virginica
+50,5.4,3.5,1.9,0.5,Iris-setosa
+51,4.6,3.4,1.6,0.2,Iris-setosa
+52,4.3,2.4,3.3,1.0,Iris-setosa
+53,4.9,3.1,1.5,0.1,Iris-setosa
+54,7.7,3.3,6.0,2.3,Iris-virginica
+55,5.6,2.9,4.0,1.3,Iris-versicolor
+56,5.1,3.7,1.6,0.2,Iris-setosa
+57,5.1,3.0,4.9,1.4,Iris-versicolor
+58,6.1,3.2,4.6,1.4,Iris-versicolor
+59,6.3,2.9,5.3,1.9,Iris-virginica
+60,5.5,2.5,4.0,1.3,Iris-versicolor
+61,5.7,2.0,4.9,1.4,Iris-versicolor
+62,6.0,3.2,5.0,1.8,Iris-virginica
+63,6.8,2.7,5.0,1.8,Iris-virginica
+64,5.4,3.7,1.5,0.2,Iris-setosa
+65,4.9,3.1,1.4,0.2,Iris-setosa
+66,4.8,3.4,1.4,0.2,Iris-setosa
+67,6.1,3.0,4.5,1.5,Iris-versicolor
+68,7.3,3.2,6.0,1.8,Iris-virginica
+69,5.1,3.9,1.4,0.2,Iris-setosa
+70,5.4,3.0,1.9,0.4,Iris-setosa
+71,5.1,3.5,1.4,0.3,Iris-setosa
+72,5.7,2.5,5.0,2.5,Iris-virginica
+73,4.9,3.1,1.4,0.2,Iris-setosa
+74,5.7,4.4,3.5,1.2,Iris-versicolor
+75,5.5,2.0,4.6,1.5,Iris-versicolor
+76,6.3,2.5,4.0,1.5,Iris-versicolor
+77,4.6,2.4,3.4,1.1,Iris-versicolor
+78,5.8,2.5,5.0,2.2,Iris-virginica
+79,5.4,2.7,4.5,1.4,Iris-versicolor
+80,5.1,3.6,1.6,0.2,Iris-setosa
+81,7.7,3.8,6.7,2.2,Iris-virginica
+82,6.3,2.9,5.6,1.8,Iris-virginica
+83,6.0,3.2,4.0,1.0,Iris-versicolor
+84,6.1,2.8,4.9,1.4,Iris-versicolor
+85,4.6,3.1,1.4,0.2,Iris-setosa
+86,5.6,3.8,1.9,0.3,Iris-setosa
+87,5.5,3.4,1.8,0.2,Iris-setosa
+88,5.5,4.5,1.6,0.2,Iris-setosa
+89,5.2,3.4,1.6,0.2,Iris-setosa
+90,6.0,3.2,5.3,1.8,Iris-virginica
+91,5.1,3.3,1.6,0.2,Iris-setosa
+92,5.1,3.5,1.4,0.2,Iris-setosa
+93,6.1,2.8,4.9,1.5,Iris-versicolor
+94,7.7,3.0,5.2,2.2,Iris-virginica
+95,6.3,2.5,4.0,1.5,Iris-versicolor
+96,4.6,3.1,1.4,0.2,Iris-setosa
+97,6.3,2.7,4.9,1.8,Iris-virginica
+98,6.0,3.2,4.4,1.3,Iris-versicolor
+99,5.1,2.5,3.9,1.0,Iris-versicolor
+100,5.1,3.5,1.4,0.2,Iris-setosa
+101,5.7,3.0,5.6,2.4,Iris-virginica
+102,4.6,3.0,1.9,0.3,Iris-setosa
+103,5.0,3.2,1.5,0.6,Iris-setosa
+104,5.8,2.7,5.2,2.2,Iris-virginica
+105,6.4,2.9,4.3,1.3,Iris-versicolor
+106,5.9,2.5,4.0,1.5,Iris-versicolor
+107,6.8,3.4,5.9,1.1,Iris-virginica
+108,5.4,3.5,1.4,0.2,Iris-setosa
+109,5.8,3.4,5.6,2.1,Iris-virginica
+110,4.6,3.9,1.4,0.2,Iris-setosa
+111,4.9,3.1,1.6,0.1,Iris-setosa
+112,6.3,2.5,4.9,1.3,Iris-versicolor
+113,5.0,2.9,4.0,1.0,Iris-versicolor
+114,5.9,3.4,3.5,1.1,Iris-versicolor
+115,5.7,3.9,1.7,0.4,Iris-setosa
+116,5.7,3.5,1.4,0.2,Iris-setosa
+117,5.8,2.7,5.1,2.1,Iris-virginica
+118,5.7,3.8,1.7,0.2,Iris-setosa
+119,4.9,3.1,1.4,0.2,Iris-setosa
diff --git a/iris/realtabformer/1/11/test.csv b/iris/realtabformer/1/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/11/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/11/train.csv b/iris/realtabformer/1/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/11/val.csv b/iris/realtabformer/1/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/11/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/12/synth.csv b/iris/realtabformer/1/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..504541bddd4795a6a194d1f0cd803dc288cb6055
--- /dev/null
+++ b/iris/realtabformer/1/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3,2.5,5.9,1.8,Iris-virginica
+1,7.7,3.2,5.7,2.6,Iris-virginica
+2,5.4,2.9,4.4,1.3,Iris-versicolor
+3,5.4,3.5,1.4,0.2,Iris-setosa
+4,5.7,2.8,4.2,1.2,Iris-versicolor
+5,5.4,3.5,4.4,1.2,Iris-versicolor
+6,7.7,2.8,5.1,2.4,Iris-virginica
+7,6.1,3.3,5.7,2.4,Iris-virginica
+8,4.9,2.9,4.3,1.7,Iris-virginica
+9,6.8,2.3,4.0,1.3,Iris-versicolor
+10,6.1,3.0,4.6,1.8,Iris-virginica
+11,5.1,3.7,1.6,0.4,Iris-setosa
+12,7.7,3.0,4.2,1.3,Iris-virginica
+13,5.8,2.9,4.0,1.3,Iris-versicolor
+14,5.0,3.4,1.7,0.2,Iris-setosa
+15,5.6,4.5,1.4,0.3,Iris-setosa
+16,6.3,2.5,5.0,2.5,Iris-virginica
+17,5.6,3.7,4.9,1.4,Iris-versicolor
+18,5.0,3.4,4.6,1.6,Iris-versicolor
+19,6.3,2.2,4.0,1.3,Iris-versicolor
+20,5.0,2.7,3.2,1.0,Iris-versicolor
+21,6.7,3.0,5.6,2.1,Iris-virginica
+22,5.0,2.5,4.0,1.3,Iris-versicolor
+23,4.6,3.1,1.5,0.1,Iris-setosa
+24,5.0,3.5,1.7,0.1,Iris-setosa
+25,5.5,2.7,4.5,1.4,Iris-versicolor
+26,6.3,2.9,4.3,1.3,Iris-virginica
+27,5.1,3.4,1.4,0.4,Iris-setosa
+28,5.0,3.3,1.6,0.2,Iris-setosa
+29,5.3,2.7,3.1,1.9,Iris-versicolor
+30,5.1,3.5,1.0,0.3,Iris-setosa
+31,6.4,2.8,4.9,1.4,Iris-versicolor
+32,6.6,2.9,4.6,1.8,Iris-virginica
+33,6.8,2.7,5.1,1.9,Iris-virginica
+34,5.1,3.5,1.4,0.2,Iris-setosa
+35,5.4,2.7,3.1,1.0,Iris-versicolor
+36,7.2,3.0,5.8,2.1,Iris-virginica
+37,5.4,2.8,5.1,2.4,Iris-virginica
+38,4.3,3.0,1.5,0.2,Iris-setosa
+39,6.2,3.4,5.6,2.4,Iris-virginica
+40,5.4,3.4,1.4,0.2,Iris-setosa
+41,5.1,2.4,3.6,1.4,Iris-versicolor
+42,6.1,2.9,5.7,1.8,Iris-virginica
+43,5.6,3.5,1.0,0.2,Iris-setosa
+44,6.7,2.9,4.7,1.7,Iris-versicolor
+45,6.3,3.0,4.6,1.5,Iris-versicolor
+46,6.4,3.2,5.3,2.3,Iris-virginica
+47,6.7,3.3,5.7,2.5,Iris-virginica
+48,4.9,3.3,1.4,0.2,Iris-setosa
+49,6.3,2.9,5.3,1.8,Iris-virginica
+50,6.2,2.5,4.3,1.3,Iris-versicolor
+51,5.4,3.0,4.5,1.9,Iris-versicolor
+52,6.3,2.9,4.3,1.5,Iris-virginica
+53,5.6,4.4,1.7,0.3,Iris-setosa
+54,6.4,2.8,4.9,1.4,Iris-versicolor
+55,5.0,3.5,1.4,0.3,Iris-setosa
+56,6.4,3.0,4.5,1.5,Iris-versicolor
+57,6.0,3.3,4.6,1.3,Iris-versicolor
+58,5.5,2.3,4.2,1.3,Iris-versicolor
+59,5.5,3.2,4.6,1.2,Iris-versicolor
+60,5.0,3.2,1.4,0.2,Iris-setosa
+61,5.5,2.8,4.1,1.3,Iris-versicolor
+62,4.8,3.4,1.0,0.2,Iris-setosa
+63,5.3,2.7,5.1,1.8,Iris-virginica
+64,5.5,2.4,3.2,1.0,Iris-versicolor
+65,6.4,3.2,4.3,1.5,Iris-versicolor
+66,6.5,2.8,5.0,2.0,Iris-virginica
+67,4.9,3.0,1.4,0.2,Iris-setosa
+68,6.7,3.3,5.7,2.4,Iris-virginica
+69,6.4,2.4,5.3,1.9,Iris-virginica
+70,7.3,2.8,6.1,2.5,Iris-virginica
+71,7.7,3.0,5.1,2.3,Iris-virginica
+72,6.7,3.1,5.5,2.1,Iris-virginica
+73,4.9,3.1,1.5,0.1,Iris-setosa
+74,4.5,2.4,3.4,1.2,Iris-versicolor
+75,5.1,3.5,1.4,0.4,Iris-setosa
+76,5.4,3.3,1.3,0.2,Iris-setosa
+77,5.0,3.4,1.4,0.2,Iris-setosa
+78,5.8,2.7,4.9,1.2,Iris-versicolor
+79,5.0,3.2,1.4,0.2,Iris-setosa
+80,6.7,2.8,4.7,1.3,Iris-versicolor
+81,4.9,3.1,1.5,0.1,Iris-setosa
+82,7.7,2.8,6.1,1.9,Iris-virginica
+83,6.7,2.9,5.7,2.3,Iris-virginica
+84,6.3,3.4,5.6,2.5,Iris-virginica
+85,6.0,3.2,5.6,2.0,Iris-virginica
+86,5.4,2.4,3.3,1.0,Iris-versicolor
+87,6.3,2.9,4.6,1.8,Iris-virginica
+88,6.3,2.9,5.6,1.8,Iris-virginica
+89,6.3,2.9,5.3,1.8,Iris-virginica
+90,4.7,3.1,1.5,0.1,Iris-setosa
+91,5.1,2.9,4.7,1.3,Iris-versicolor
+92,5.7,2.6,4.2,1.0,Iris-versicolor
+93,6.3,2.2,5.0,1.8,Iris-virginica
+94,7.6,3.0,4.1,1.3,Iris-virginica
+95,5.7,2.8,3.1,2.0,Iris-versicolor
+96,5.7,2.8,4.9,2.2,Iris-virginica
+97,6.1,2.6,5.0,1.8,Iris-virginica
+98,6.3,3.4,5.6,2.4,Iris-virginica
+99,6.4,3.1,5.5,1.8,Iris-virginica
+100,6.3,2.9,4.9,1.5,Iris-versicolor
+101,5.0,3.2,1.4,0.2,Iris-setosa
+102,4.6,3.1,1.4,0.2,Iris-setosa
+103,5.4,3.5,1.4,0.2,Iris-setosa
+104,5.5,2.4,3.5,1.0,Iris-versicolor
+105,5.1,2.8,4.9,1.5,Iris-versicolor
+106,6.1,3.0,5.6,2.4,Iris-virginica
+107,6.3,3.9,5.6,2.4,Iris-virginica
+108,6.0,3.2,4.3,1.3,Iris-versicolor
+109,5.5,2.4,3.4,1.1,Iris-versicolor
+110,6.4,3.1,5.5,2.1,Iris-virginica
+111,5.3,3.5,4.0,1.5,Iris-versicolor
+112,5.8,2.7,5.9,2.1,Iris-virginica
+113,6.3,2.9,5.6,1.8,Iris-virginica
+114,5.8,2.5,4.1,1.9,Iris-versicolor
+115,5.4,3.5,1.4,0.2,Iris-setosa
+116,6.1,2.5,4.0,1.3,Iris-versicolor
+117,6.3,2.4,5.6,2.5,Iris-virginica
+118,6.7,2.8,5.7,2.4,Iris-virginica
+119,5.9,2.9,4.7,1.7,Iris-versicolor
diff --git a/iris/realtabformer/1/12/test.csv b/iris/realtabformer/1/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/12/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/12/train.csv b/iris/realtabformer/1/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/12/val.csv b/iris/realtabformer/1/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/12/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/13/synth.csv b/iris/realtabformer/1/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5480ca9d3e97135fd7995a65f82baced42e3988f
--- /dev/null
+++ b/iris/realtabformer/1/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6,3.7,4.5,1.4,Iris-versicolor
+1,6.0,3.2,5.7,1.8,Iris-virginica
+2,4.6,2.4,3.3,1.0,Iris-versicolor
+3,4.6,3.2,1.0,0.2,Iris-setosa
+4,5.5,2.7,3.5,1.0,Iris-versicolor
+5,5.0,3.0,1.7,0.2,Iris-setosa
+6,5.6,3.2,1.4,0.2,Iris-setosa
+7,6.3,2.5,4.0,1.3,Iris-virginica
+8,5.7,3.2,4.7,1.2,Iris-versicolor
+9,5.4,3.4,1.4,0.3,Iris-setosa
+10,6.3,3.0,5.6,2.5,Iris-virginica
+11,6.5,3.0,5.5,1.8,Iris-virginica
+12,4.4,3.2,1.4,0.2,Iris-setosa
+13,5.0,2.7,5.2,1.0,Iris-virginica
+14,5.8,2.8,4.1,1.0,Iris-versicolor
+15,6.7,3.2,5.7,2.4,Iris-virginica
+16,6.3,2.3,5.4,2.1,Iris-virginica
+17,4.6,3.0,1.4,0.2,Iris-setosa
+18,5.4,3.4,1.7,0.2,Iris-setosa
+19,5.4,3.4,1.5,0.2,Iris-setosa
+20,5.7,2.3,3.7,1.0,Iris-versicolor
+21,5.9,3.0,5.5,1.8,Iris-virginica
+22,5.4,3.0,4.2,1.2,Iris-versicolor
+23,5.8,2.7,5.1,2.0,Iris-virginica
+24,4.3,3.4,1.5,0.2,Iris-setosa
+25,5.0,3.5,1.6,0.2,Iris-setosa
+26,4.8,3.4,1.3,0.2,Iris-setosa
+27,6.6,3.0,4.8,1.5,Iris-versicolor
+28,4.8,3.4,1.1,0.2,Iris-setosa
+29,6.5,2.8,4.6,1.3,Iris-versicolor
+30,6.3,2.9,4.3,1.0,Iris-versicolor
+31,7.2,3.2,6.7,2.5,Iris-virginica
+32,6.3,2.5,5.9,1.9,Iris-virginica
+33,5.1,3.5,1.9,0.4,Iris-setosa
+34,4.6,3.2,1.3,0.2,Iris-setosa
+35,4.9,3.1,1.5,0.1,Iris-setosa
+36,5.1,3.5,1.0,0.4,Iris-setosa
+37,6.0,2.2,4.0,1.0,Iris-virginica
+38,5.8,3.4,1.6,0.2,Iris-setosa
+39,4.4,3.0,1.3,0.2,Iris-setosa
+40,6.3,2.5,4.0,1.5,Iris-versicolor
+41,5.0,2.6,3.0,1.0,Iris-versicolor
+42,6.1,3.2,4.7,1.3,Iris-versicolor
+43,5.8,2.6,4.0,1.3,Iris-versicolor
+44,5.8,3.4,1.6,0.2,Iris-setosa
+45,7.7,3.8,6.1,2.3,Iris-virginica
+46,6.4,2.7,4.9,1.5,Iris-versicolor
+47,6.3,2.7,5.1,1.9,Iris-virginica
+48,4.6,2.2,4.4,1.3,Iris-versicolor
+49,4.6,3.4,1.4,0.2,Iris-setosa
+50,5.4,2.8,4.9,2.5,Iris-versicolor
+51,5.2,3.7,4.5,1.2,Iris-versicolor
+52,6.3,2.9,5.6,1.8,Iris-virginica
+53,5.7,2.8,5.9,2.0,Iris-virginica
+54,6.8,3.0,5.6,2.1,Iris-virginica
+55,5.1,2.7,3.9,1.4,Iris-versicolor
+56,5.9,4.0,5.5,1.7,Iris-virginica
+57,4.6,3.4,1.4,0.2,Iris-setosa
+58,6.0,2.2,4.0,1.5,Iris-versicolor
+59,5.1,3.5,1.4,0.3,Iris-setosa
+60,4.4,3.2,1.3,0.2,Iris-setosa
+61,7.6,3.8,6.9,2.1,Iris-virginica
+62,5.7,4.7,1.5,0.4,Iris-setosa
+63,5.1,3.7,1.5,0.4,Iris-setosa
+64,6.5,3.2,5.6,2.5,Iris-virginica
+65,5.2,3.7,1.5,0.2,Iris-setosa
+66,4.9,3.1,1.9,0.1,Iris-setosa
+67,5.0,3.3,1.3,0.2,Iris-setosa
+68,5.1,3.0,4.6,1.4,Iris-versicolor
+69,5.5,2.5,4.0,1.0,Iris-versicolor
+70,6.4,2.8,4.3,1.3,Iris-versicolor
+71,6.3,3.6,5.6,2.4,Iris-virginica
+72,4.6,3.1,1.4,0.2,Iris-setosa
+73,5.1,3.5,1.4,0.2,Iris-setosa
+74,4.4,3.2,1.4,0.2,Iris-setosa
+75,5.6,3.0,4.2,1.0,Iris-versicolor
+76,4.9,3.1,1.6,0.1,Iris-setosa
+77,6.5,2.2,4.3,1.3,Iris-versicolor
+78,5.8,2.5,4.0,1.3,Iris-versicolor
+79,7.6,3.0,6.8,2.3,Iris-virginica
+80,6.3,2.7,4.0,1.5,Iris-versicolor
+81,6.5,2.8,4.6,1.5,Iris-versicolor
+82,6.3,2.3,5.3,1.8,Iris-virginica
+83,5.5,3.0,5.4,1.8,Iris-virginica
+84,5.7,3.4,1.4,0.2,Iris-setosa
+85,4.8,2.4,3.1,1.0,Iris-versicolor
+86,6.7,2.8,4.7,1.5,Iris-versicolor
+87,4.6,3.0,1.4,0.2,Iris-setosa
+88,5.0,3.0,1.7,0.2,Iris-setosa
+89,7.0,3.2,6.0,2.2,Iris-virginica
+90,5.0,2.5,3.5,1.0,Iris-versicolor
+91,5.0,3.4,1.4,0.2,Iris-setosa
+92,5.8,3.4,1.9,0.2,Iris-setosa
+93,5.4,3.7,1.5,0.2,Iris-setosa
+94,5.4,3.5,1.4,0.3,Iris-setosa
+95,6.3,2.9,5.7,2.5,Iris-virginica
+96,6.3,2.5,4.1,1.3,Iris-virginica
+97,6.3,2.3,5.0,1.8,Iris-virginica
+98,5.1,3.4,1.7,0.2,Iris-setosa
+99,5.8,3.0,1.1,0.4,Iris-setosa
+100,6.7,3.0,5.0,2.4,Iris-virginica
+101,5.6,2.5,4.2,1.3,Iris-versicolor
+102,6.3,2.5,5.0,1.9,Iris-virginica
+103,5.7,2.5,4.0,1.3,Iris-versicolor
+104,5.8,2.7,5.1,1.9,Iris-virginica
+105,6.3,2.8,4.6,1.5,Iris-versicolor
+106,6.2,3.2,5.5,2.8,Iris-virginica
+107,5.4,3.5,4.3,1.3,Iris-versicolor
+108,7.6,3.2,6.0,2.3,Iris-virginica
+109,5.8,3.4,5.9,2.1,Iris-virginica
+110,6.3,2.7,4.9,1.8,Iris-versicolor
+111,7.7,2.8,6.1,2.5,Iris-virginica
+112,5.5,2.7,5.1,1.4,Iris-virginica
+113,4.4,3.1,1.9,0.2,Iris-setosa
+114,4.4,3.2,1.3,0.2,Iris-setosa
+115,5.3,2.5,4.0,1.2,Iris-versicolor
+116,4.4,2.5,1.3,0.2,Iris-setosa
+117,5.0,2.3,1.0,0.2,Iris-setosa
+118,4.6,3.0,1.5,0.2,Iris-setosa
+119,5.5,2.5,4.2,1.3,Iris-versicolor
diff --git a/iris/realtabformer/1/13/test.csv b/iris/realtabformer/1/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/13/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/13/train.csv b/iris/realtabformer/1/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/13/val.csv b/iris/realtabformer/1/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/13/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/14/synth.csv b/iris/realtabformer/1/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3a58bb46b0e4c3e9094a26c9c94d0b97acd29464
--- /dev/null
+++ b/iris/realtabformer/1/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.7,1.4,0.4,Iris-setosa
+1,6.6,2.9,5.3,1.9,Iris-virginica
+2,4.9,2.5,1.4,0.3,Iris-setosa
+3,4.9,3.1,1.4,0.1,Iris-setosa
+4,5.1,3.0,1.6,0.4,Iris-setosa
+5,4.4,2.9,3.3,1.0,Iris-versicolor
+6,7.6,3.0,4.6,1.4,Iris-versicolor
+7,5.1,3.5,1.9,0.4,Iris-setosa
+8,4.6,3.1,1.3,0.2,Iris-setosa
+9,4.4,3.4,1.4,0.2,Iris-setosa
+10,6.5,2.3,5.3,2.3,Iris-virginica
+11,5.4,3.6,1.5,0.2,Iris-setosa
+12,4.6,2.4,3.3,1.0,Iris-virginica
+13,5.5,2.5,4.7,1.2,Iris-versicolor
+14,5.9,3.1,1.9,0.1,Iris-setosa
+15,6.5,2.3,4.0,1.3,Iris-versicolor
+16,5.7,2.7,5.1,2.3,Iris-virginica
+17,4.9,3.1,1.5,0.1,Iris-setosa
+18,6.3,3.1,5.6,2.1,Iris-virginica
+19,6.0,2.2,4.0,1.3,Iris-versicolor
+20,5.0,2.5,3.0,1.0,Iris-versicolor
+21,4.9,2.9,3.3,1.0,Iris-virginica
+22,6.7,2.8,4.6,1.3,Iris-versicolor
+23,5.5,4.2,1.4,0.2,Iris-setosa
+24,7.7,3.2,6.0,2.5,Iris-virginica
+25,5.7,2.8,4.7,1.5,Iris-versicolor
+26,6.3,2.2,5.0,1.9,Iris-virginica
+27,6.3,2.3,5.0,1.9,Iris-virginica
+28,7.2,3.2,5.3,2.0,Iris-virginica
+29,6.0,3.2,4.0,1.0,Iris-versicolor
+30,5.8,2.7,4.1,1.4,Iris-versicolor
+31,5.8,3.4,3.8,1.2,Iris-virginica
+32,5.0,2.5,4.0,1.0,Iris-versicolor
+33,5.0,3.5,1.4,0.2,Iris-setosa
+34,4.8,2.4,3.1,1.0,Iris-versicolor
+35,5.0,3.9,1.4,0.2,Iris-setosa
+36,5.4,2.5,4.3,1.3,Iris-versicolor
+37,4.4,3.2,1.3,0.3,Iris-setosa
+38,5.4,2.9,3.3,1.1,Iris-versicolor
+39,6.0,3.0,4.5,1.8,Iris-versicolor
+40,5.2,2.2,3.0,1.5,Iris-versicolor
+41,6.5,2.3,4.0,1.3,Iris-versicolor
+42,7.3,2.7,4.1,1.5,Iris-virginica
+43,5.5,2.4,3.8,1.0,Iris-versicolor
+44,4.9,3.4,1.4,0.2,Iris-setosa
+45,4.6,3.0,1.5,0.1,Iris-setosa
+46,6.3,2.5,5.0,1.9,Iris-virginica
+47,6.0,3.2,4.3,1.3,Iris-versicolor
+48,6.3,2.7,5.3,2.3,Iris-virginica
+49,4.9,3.1,1.5,0.7,Iris-setosa
+50,5.6,3.0,4.1,1.3,Iris-versicolor
+51,5.7,3.0,5.1,2.4,Iris-virginica
+52,6.5,2.5,5.0,1.8,Iris-virginica
+53,5.6,2.8,4.1,2.3,Iris-versicolor
+54,4.9,3.0,1.4,0.2,Iris-setosa
+55,5.9,3.1,4.5,1.5,Iris-versicolor
+56,5.7,2.7,5.1,2.4,Iris-virginica
+57,5.3,3.7,1.1,0.4,Iris-setosa
+58,5.0,2.3,4.0,1.5,Iris-versicolor
+59,6.1,3.0,5.4,2.4,Iris-virginica
+60,6.7,2.8,5.0,2.5,Iris-virginica
+61,6.3,2.2,5.0,1.5,Iris-virginica
+62,7.6,3.0,5.6,2.5,Iris-virginica
+63,5.4,2.5,5.3,1.0,Iris-virginica
+64,6.7,3.2,5.7,2.5,Iris-virginica
+65,4.6,3.1,1.5,0.1,Iris-setosa
+66,5.7,2.9,3.2,1.0,Iris-versicolor
+67,7.2,3.0,5.6,2.5,Iris-virginica
+68,7.2,3.2,5.0,2.2,Iris-virginica
+69,5.8,3.4,5.6,2.1,Iris-virginica
+70,5.8,2.3,5.0,1.0,Iris-virginica
+71,5.8,2.6,5.1,1.4,Iris-virginica
+72,6.4,3.2,4.4,1.5,Iris-versicolor
+73,6.1,3.1,4.6,1.4,Iris-versicolor
+74,6.0,2.2,5.0,1.6,Iris-virginica
+75,4.4,3.0,1.3,0.2,Iris-setosa
+76,5.7,3.6,4.4,2.3,Iris-versicolor
+77,4.9,3.1,1.5,0.1,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
+81,6.1,3.1,4.6,1.5,Iris-versicolor
+82,4.7,3.1,1.4,0.2,Iris-setosa
+83,7.3,2.9,5.1,1.8,Iris-virginica
+84,6.7,2.8,5.7,2.3,Iris-virginica
+85,5.0,2.6,3.6,1.0,Iris-versicolor
+86,4.7,3.5,1.4,0.2,Iris-setosa
+87,5.1,3.5,1.5,0.4,Iris-setosa
+88,5.1,3.4,1.6,0.4,Iris-setosa
+89,6.7,3.1,5.5,2.1,Iris-virginica
+90,5.5,4.4,1.4,0.2,Iris-setosa
+91,4.9,3.4,1.4,0.2,Iris-setosa
+92,7.7,3.8,6.7,2.0,Iris-virginica
+93,6.4,3.1,5.5,2.1,Iris-virginica
+94,5.1,3.7,1.2,0.4,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,6.1,2.9,5.2,1.3,Iris-virginica
+97,4.6,2.4,3.3,1.0,Iris-versicolor
+98,5.0,3.4,1.4,0.2,Iris-setosa
+99,5.0,3.5,1.4,0.2,Iris-setosa
+100,6.5,2.8,5.6,1.9,Iris-virginica
+101,4.4,3.2,1.4,0.2,Iris-setosa
+102,5.7,3.0,4.5,1.4,Iris-versicolor
+103,5.5,3.2,1.4,0.2,Iris-setosa
+104,6.1,3.5,1.6,0.5,Iris-setosa
+105,6.3,2.7,5.1,2.5,Iris-virginica
+106,6.3,2.7,5.2,1.8,Iris-virginica
+107,4.9,2.6,4.5,1.2,Iris-versicolor
+108,6.5,2.3,5.0,1.3,Iris-virginica
+109,4.6,3.4,1.4,0.2,Iris-setosa
+110,5.5,2.3,3.0,1.0,Iris-versicolor
+111,4.3,2.5,3.9,1.0,Iris-virginica
+112,5.1,3.5,1.4,0.3,Iris-setosa
+113,5.5,3.4,4.4,1.3,Iris-versicolor
+114,4.6,3.4,1.4,0.2,Iris-setosa
+115,7.1,3.8,6.6,2.1,Iris-virginica
+116,6.3,2.8,4.9,1.2,Iris-versicolor
+117,5.0,3.2,1.7,0.0,Iris-setosa
+118,6.1,3.0,4.4,1.3,Iris-versicolor
+119,5.7,3.4,1.5,0.2,Iris-setosa
diff --git a/iris/realtabformer/1/14/test.csv b/iris/realtabformer/1/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/14/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/14/train.csv b/iris/realtabformer/1/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/14/val.csv b/iris/realtabformer/1/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/14/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/15/synth.csv b/iris/realtabformer/1/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e58af6833d712188e320db701007cdb7b016b007
--- /dev/null
+++ b/iris/realtabformer/1/15/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
+1,5.0,2.4,3.7,1.0,Iris-versicolor
+2,4.4,3.9,1.3,0.3,Iris-setosa
+3,6.9,3.0,4.2,1.2,Iris-versicolor
+4,6.7,2.8,4.9,1.4,Iris-versicolor
+5,5.1,3.7,1.9,0.4,Iris-setosa
+6,5.0,2.5,3.0,1.0,Iris-versicolor
+7,5.8,2.5,4.9,1.5,Iris-versicolor
+8,4.8,3.4,1.5,0.2,Iris-setosa
+9,5.0,3.4,1.6,0.2,Iris-setosa
+10,6.1,2.8,4.9,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,6.4,3.2,4.7,1.7,Iris-versicolor
+13,6.3,2.5,5.6,1.8,Iris-virginica
+14,5.0,3.2,1.4,0.2,Iris-setosa
+15,5.6,2.9,4.2,1.3,Iris-versicolor
+16,5.7,2.4,3.0,1.0,Iris-versicolor
+17,6.0,2.2,4.0,1.8,Iris-versicolor
+18,6.3,2.7,5.9,2.5,Iris-virginica
+19,5.1,3.7,1.9,0.2,Iris-setosa
+20,6.2,3.4,5.6,2.1,Iris-virginica
+21,5.1,3.4,1.4,0.4,Iris-setosa
+22,5.0,2.7,3.2,1.0,Iris-versicolor
+23,6.7,3.0,5.2,2.4,Iris-virginica
+24,5.3,2.7,5.1,1.9,Iris-virginica
+25,5.2,2.7,3.9,1.1,Iris-versicolor
+26,4.4,3.2,1.3,0.3,Iris-setosa
+27,5.5,2.4,3.7,1.1,Iris-versicolor
+28,7.7,3.8,6.1,2.3,Iris-virginica
+29,5.1,3.5,1.6,0.2,Iris-setosa
+30,5.8,2.7,5.1,1.8,Iris-virginica
+31,4.9,3.0,1.3,0.3,Iris-setosa
+32,5.0,3.0,4.2,1.6,Iris-versicolor
+33,7.6,3.8,6.1,2.3,Iris-virginica
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,6.0,3.2,4.2,1.3,Iris-versicolor
+36,5.1,3.5,1.6,0.6,Iris-setosa
+37,5.8,2.7,5.1,1.9,Iris-virginica
+38,6.3,3.2,4.9,1.8,Iris-virginica
+39,5.8,4.4,1.5,0.2,Iris-setosa
+40,4.8,3.4,1.3,0.2,Iris-setosa
+41,4.9,3.1,1.5,0.1,Iris-setosa
+42,5.5,2.7,4.0,1.3,Iris-versicolor
+43,6.5,2.5,5.7,1.8,Iris-virginica
+44,7.2,3.0,5.8,1.8,Iris-virginica
+45,5.8,3.0,4.1,1.3,Iris-versicolor
+46,5.1,3.7,1.9,0.4,Iris-setosa
+47,6.1,2.9,5.6,1.4,Iris-virginica
+48,5.1,2.6,4.0,1.3,Iris-versicolor
+49,5.7,2.8,5.6,2.4,Iris-virginica
+50,5.4,3.7,1.5,0.2,Iris-setosa
+51,6.6,2.9,5.7,2.1,Iris-virginica
+52,6.0,2.9,4.7,1.5,Iris-versicolor
+53,7.4,2.8,5.3,2.8,Iris-virginica
+54,6.3,2.9,5.3,1.8,Iris-virginica
+55,6.4,2.8,5.0,2.9,Iris-virginica
+56,5.5,2.4,3.7,1.0,Iris-versicolor
+57,7.2,3.2,6.0,2.3,Iris-virginica
+58,6.3,2.9,4.3,1.5,Iris-versicolor
+59,5.1,3.3,1.6,0.4,Iris-setosa
+60,6.4,3.0,5.3,2.3,Iris-virginica
+61,4.9,2.5,4.0,1.7,Iris-virginica
+62,5.4,3.4,1.5,0.2,Iris-setosa
+63,5.0,3.4,1.4,0.2,Iris-setosa
+64,5.4,2.5,5.5,1.0,Iris-virginica
+65,4.5,3.2,1.4,0.2,Iris-setosa
+66,5.1,3.5,1.9,0.4,Iris-setosa
+67,4.9,3.1,1.4,0.1,Iris-setosa
+68,5.5,2.6,4.2,1.4,Iris-versicolor
+69,6.3,3.1,5.6,2.1,Iris-virginica
+70,4.9,3.1,1.5,0.1,Iris-setosa
+71,6.1,3.0,4.5,1.3,Iris-versicolor
+72,5.1,3.5,1.5,0.4,Iris-setosa
+73,5.0,3.5,1.4,0.2,Iris-setosa
+74,4.6,3.3,1.5,0.2,Iris-setosa
+75,5.1,2.7,3.2,1.4,Iris-versicolor
+76,4.4,3.0,1.6,0.2,Iris-setosa
+77,5.1,3.5,1.7,0.4,Iris-setosa
+78,5.0,3.5,1.4,0.2,Iris-setosa
+79,5.0,2.7,3.2,1.2,Iris-versicolor
+80,6.3,2.4,4.3,1.8,Iris-virginica
+81,5.6,3.0,4.5,1.4,Iris-versicolor
+82,4.9,3.0,1.4,0.2,Iris-setosa
+83,5.8,2.6,5.1,1.3,Iris-virginica
+84,5.7,3.4,1.4,0.2,Iris-setosa
+85,5.4,3.7,1.5,0.2,Iris-setosa
+86,7.2,3.2,6.7,2.5,Iris-virginica
+87,6.4,2.9,4.3,1.8,Iris-virginica
+88,6.4,3.9,5.6,1.8,Iris-virginica
+89,6.0,2.3,4.7,1.3,Iris-versicolor
+90,5.8,2.7,4.1,1.3,Iris-versicolor
+91,4.9,3.0,1.4,0.2,Iris-setosa
+92,5.0,3.2,1.4,0.2,Iris-setosa
+93,5.1,3.5,1.0,0.4,Iris-setosa
+94,4.9,3.0,4.5,1.8,Iris-virginica
+95,7.7,3.2,4.7,1.3,Iris-virginica
+96,7.6,3.0,6.8,2.1,Iris-virginica
+97,7.4,3.3,6.4,2.2,Iris-virginica
+98,6.3,3.0,5.6,2.5,Iris-virginica
+99,4.0,3.3,1.3,0.2,Iris-setosa
+100,5.8,3.7,5.5,1.2,Iris-virginica
+101,5.1,2.4,3.9,1.4,Iris-versicolor
+102,7.7,3.8,6.7,2.3,Iris-virginica
+103,6.4,3.2,4.3,1.3,Iris-versicolor
+104,6.4,2.9,5.3,1.8,Iris-virginica
+105,7.2,3.0,5.6,2.5,Iris-virginica
+106,4.9,3.1,1.5,0.1,Iris-setosa
+107,5.1,3.7,1.9,0.4,Iris-setosa
+108,6.7,3.1,5.6,2.4,Iris-virginica
+109,6.3,2.7,5.1,1.8,Iris-virginica
+110,7.2,2.8,5.1,1.6,Iris-virginica
+111,6.5,2.8,4.7,1.3,Iris-versicolor
+112,6.4,3.1,4.5,1.8,Iris-versicolor
+113,4.4,3.4,1.4,0.2,Iris-setosa
+114,6.4,3.3,4.7,1.8,Iris-virginica
+115,6.7,3.8,5.7,2.4,Iris-virginica
+116,4.7,3.2,1.4,0.2,Iris-setosa
+117,5.5,2.3,3.3,1.0,Iris-versicolor
+118,5.1,3.7,1.0,0.4,Iris-setosa
+119,6.0,3.2,4.7,1.0,Iris-versicolor
diff --git a/iris/realtabformer/1/15/test.csv b/iris/realtabformer/1/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/15/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/15/train.csv b/iris/realtabformer/1/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/15/val.csv b/iris/realtabformer/1/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/15/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/16/synth.csv b/iris/realtabformer/1/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..eb030a9601f5b2ae200f2baaec9d00acab359fce
--- /dev/null
+++ b/iris/realtabformer/1/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.6,3.2,1.4,0.2,Iris-setosa
+1,5.9,3.0,5.5,1.8,Iris-virginica
+2,5.0,3.0,1.5,0.2,Iris-setosa
+3,5.5,2.9,4.4,1.3,Iris-versicolor
+4,4.3,2.5,4.0,1.5,Iris-versicolor
+5,5.5,2.7,4.2,1.0,Iris-versicolor
+6,6.4,3.0,5.5,2.1,Iris-virginica
+7,6.3,2.7,5.6,1.8,Iris-virginica
+8,5.1,3.5,1.4,0.4,Iris-setosa
+9,5.7,3.5,3.3,1.0,Iris-versicolor
+10,5.0,2.7,3.2,1.2,Iris-versicolor
+11,6.0,3.2,5.4,2.2,Iris-virginica
+12,7.0,2.5,4.9,1.8,Iris-virginica
+13,6.1,3.0,5.4,1.4,Iris-virginica
+14,5.6,3.9,1.4,0.2,Iris-setosa
+15,5.4,3.4,1.4,0.2,Iris-setosa
+16,6.3,2.7,5.1,1.8,Iris-virginica
+17,5.4,2.4,3.5,1.0,Iris-versicolor
+18,6.6,3.0,5.1,2.3,Iris-virginica
+19,6.1,2.8,4.6,1.4,Iris-versicolor
+20,6.1,3.0,5.6,2.5,Iris-virginica
+21,5.0,3.6,1.4,0.2,Iris-setosa
+22,5.2,2.9,4.2,1.3,Iris-versicolor
+23,6.4,3.2,4.4,1.8,Iris-versicolor
+24,5.8,4.4,1.1,0.4,Iris-setosa
+25,6.0,3.2,5.4,2.2,Iris-virginica
+26,7.7,2.8,5.1,2.4,Iris-virginica
+27,5.0,2.0,4.5,1.8,Iris-versicolor
+28,6.3,2.9,5.6,2.4,Iris-virginica
+29,4.4,3.0,1.3,0.2,Iris-setosa
+30,5.7,2.9,5.2,1.2,Iris-virginica
+31,6.0,3.1,5.6,2.1,Iris-virginica
+32,5.8,3.0,5.6,2.2,Iris-virginica
+33,4.6,3.4,1.4,0.2,Iris-setosa
+34,7.2,3.2,6.0,2.1,Iris-virginica
+35,5.2,3.3,1.4,0.2,Iris-setosa
+36,5.1,3.4,1.4,0.3,Iris-setosa
+37,6.7,2.5,4.7,1.3,Iris-virginica
+38,6.4,2.9,5.3,1.3,Iris-virginica
+39,5.8,2.7,4.1,1.0,Iris-versicolor
+40,4.4,3.5,1.3,0.2,Iris-setosa
+41,4.9,2.4,3.3,1.7,Iris-versicolor
+42,6.2,2.8,4.0,1.8,Iris-virginica
+43,4.4,3.4,1.4,0.2,Iris-setosa
+44,5.5,2.5,3.3,1.0,Iris-versicolor
+45,6.3,2.7,4.2,1.3,Iris-versicolor
+46,6.9,3.2,5.4,2.1,Iris-virginica
+47,5.4,3.1,1.6,0.2,Iris-setosa
+48,6.0,3.2,5.0,2.7,Iris-virginica
+49,6.3,2.7,5.6,1.8,Iris-virginica
+50,5.2,3.4,1.4,0.2,Iris-setosa
+51,5.0,3.3,1.4,0.2,Iris-setosa
+52,4.9,3.1,1.4,0.2,Iris-setosa
+53,4.8,2.0,5.1,1.2,Iris-virginica
+54,6.7,3.1,5.5,2.1,Iris-virginica
+55,5.4,2.5,4.0,1.9,Iris-versicolor
+56,5.5,3.5,4.0,1.5,Iris-versicolor
+57,7.2,3.4,6.6,2.6,Iris-virginica
+58,4.6,3.4,1.5,0.2,Iris-setosa
+59,6.0,2.9,4.3,1.3,Iris-versicolor
+60,4.4,2.8,4.3,1.3,Iris-virginica
+61,5.5,3.2,4.4,1.3,Iris-versicolor
+62,5.7,3.7,4.2,1.2,Iris-versicolor
+63,6.0,2.2,4.0,1.5,Iris-versicolor
+64,5.4,3.7,1.6,0.2,Iris-setosa
+65,5.8,2.7,5.1,1.6,Iris-virginica
+66,6.3,2.9,5.3,1.9,Iris-virginica
+67,6.3,3.1,5.6,2.1,Iris-virginica
+68,5.0,3.2,1.3,0.2,Iris-setosa
+69,5.9,3.0,4.5,1.2,Iris-versicolor
+70,6.2,2.4,4.4,1.3,Iris-versicolor
+71,5.9,2.7,3.1,1.1,Iris-versicolor
+72,6.3,2.3,4.0,1.5,Iris-versicolor
+73,5.7,3.2,5.7,2.2,Iris-virginica
+74,4.4,3.1,1.3,0.2,Iris-setosa
+75,7.2,3.5,5.8,2.9,Iris-virginica
+76,6.7,2.9,4.4,1.3,Iris-versicolor
+77,6.0,3.0,5.4,1.2,Iris-virginica
+78,6.1,2.5,4.0,1.3,Iris-versicolor
+79,6.3,2.8,5.1,1.8,Iris-virginica
+80,5.4,3.0,1.5,0.2,Iris-setosa
+81,5.6,2.7,4.4,1.2,Iris-virginica
+82,7.7,3.8,6.7,2.5,Iris-virginica
+83,7.7,3.8,6.7,2.3,Iris-virginica
+84,5.8,3.7,5.1,2.1,Iris-virginica
+85,5.1,3.5,1.6,0.4,Iris-setosa
+86,4.9,3.2,4.4,1.2,Iris-versicolor
+87,5.5,3.0,4.5,1.2,Iris-versicolor
+88,6.1,2.8,5.6,2.1,Iris-virginica
+89,5.6,2.8,4.1,2.3,Iris-versicolor
+90,6.3,3.3,5.6,2.1,Iris-virginica
+91,5.4,3.4,1.3,0.2,Iris-setosa
+92,5.2,3.5,1.0,0.3,Iris-setosa
+93,5.3,3.5,1.9,0.2,Iris-setosa
+94,5.1,2.8,1.7,0.3,Iris-setosa
+95,5.7,3.4,1.7,0.2,Iris-setosa
+96,4.3,2.4,3.3,1.2,Iris-versicolor
+97,5.1,3.3,1.4,0.4,Iris-setosa
+98,5.1,4.5,1.4,0.2,Iris-setosa
+99,4.3,3.0,1.9,0.4,Iris-setosa
+100,4.4,3.4,1.3,0.2,Iris-setosa
+101,6.3,2.7,5.9,1.8,Iris-virginica
+102,6.3,2.9,4.0,1.5,Iris-versicolor
+103,5.7,3.4,5.7,2.0,Iris-virginica
+104,5.0,3.4,1.4,0.2,Iris-setosa
+105,6.1,2.6,4.6,1.3,Iris-versicolor
+106,6.0,2.2,4.0,1.3,Iris-versicolor
+107,5.0,2.2,5.1,1.0,Iris-versicolor
+108,4.6,3.1,1.5,0.1,Iris-setosa
+109,6.9,3.1,5.5,1.8,Iris-virginica
+110,5.5,2.7,3.9,1.0,Iris-versicolor
+111,5.4,3.2,1.5,0.2,Iris-setosa
+112,5.5,3.4,1.4,0.2,Iris-setosa
+113,6.1,3.3,4.7,1.3,Iris-versicolor
+114,6.3,3.2,5.0,2.5,Iris-virginica
+115,5.5,2.8,4.1,1.5,Iris-versicolor
+116,6.7,2.9,4.7,1.3,Iris-versicolor
+117,4.6,3.4,1.4,0.2,Iris-setosa
+118,5.5,2.7,4.1,1.5,Iris-versicolor
+119,5.0,3.0,4.2,1.2,Iris-versicolor
diff --git a/iris/realtabformer/1/16/test.csv b/iris/realtabformer/1/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/16/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/16/train.csv b/iris/realtabformer/1/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/16/val.csv b/iris/realtabformer/1/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/16/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/17/synth.csv b/iris/realtabformer/1/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c9e2d596c8ece30c48e39bb570116c45e769a642
--- /dev/null
+++ b/iris/realtabformer/1/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3,2.9,4.6,1.5,Iris-virginica
+1,6.3,2.9,4.9,1.8,Iris-virginica
+2,6.2,2.9,4.3,1.3,Iris-versicolor
+3,6.3,2.9,5.6,1.8,Iris-virginica
+4,6.3,2.9,5.3,1.8,Iris-virginica
+5,5.7,2.3,3.7,2.0,Iris-versicolor
+6,5.2,3.5,1.8,0.2,Iris-setosa
+7,7.2,3.0,6.1,2.1,Iris-virginica
+8,5.7,2.4,5.6,2.4,Iris-virginica
+9,5.2,2.7,4.5,1.5,Iris-versicolor
+10,4.9,3.1,1.5,0.1,Iris-setosa
+11,5.4,2.9,4.3,1.3,Iris-versicolor
+12,5.0,2.5,3.0,1.0,Iris-versicolor
+13,6.9,3.2,5.0,1.8,Iris-virginica
+14,6.3,2.7,5.9,1.8,Iris-virginica
+15,6.1,2.8,4.9,1.4,Iris-versicolor
+16,7.0,3.2,6.7,2.0,Iris-virginica
+17,7.7,2.8,6.1,2.0,Iris-virginica
+18,5.6,2.8,4.1,2.3,Iris-virginica
+19,7.3,2.5,5.0,1.5,Iris-virginica
+20,5.0,3.5,1.4,0.2,Iris-setosa
+21,5.5,2.5,4.0,1.3,Iris-versicolor
+22,5.1,3.0,1.6,0.3,Iris-setosa
+23,5.9,2.9,4.3,1.3,Iris-versicolor
+24,7.2,3.0,5.1,1.8,Iris-virginica
+25,5.7,3.1,1.6,0.1,Iris-setosa
+26,4.7,3.0,1.4,0.2,Iris-setosa
+27,5.1,3.5,1.4,0.4,Iris-setosa
+28,5.0,3.0,1.4,0.2,Iris-setosa
+29,4.1,3.3,1.6,0.2,Iris-setosa
+30,5.1,3.5,1.4,0.4,Iris-setosa
+31,6.7,3.1,5.7,2.1,Iris-virginica
+32,5.1,3.4,1.5,0.4,Iris-setosa
+33,4.9,3.1,1.5,0.1,Iris-setosa
+34,5.0,3.7,1.5,0.2,Iris-setosa
+35,5.5,2.3,3.7,1.0,Iris-versicolor
+36,5.4,3.5,1.7,0.2,Iris-setosa
+37,6.4,2.9,4.3,1.3,Iris-versicolor
+38,6.4,2.9,4.3,1.3,Iris-versicolor
+39,4.9,3.4,5.5,1.8,Iris-virginica
+40,6.5,3.1,5.6,2.5,Iris-virginica
+41,6.7,2.8,5.7,2.5,Iris-virginica
+42,5.6,3.0,4.4,1.2,Iris-versicolor
+43,6.4,2.9,4.3,1.3,Iris-versicolor
+44,5.4,3.7,1.5,0.4,Iris-setosa
+45,5.8,2.7,5.1,1.9,Iris-virginica
+46,6.3,2.9,4.4,1.3,Iris-versicolor
+47,7.2,3.4,6.6,2.1,Iris-virginica
+48,4.3,3.4,1.3,0.2,Iris-setosa
+49,5.6,2.8,4.6,2.3,Iris-versicolor
+50,5.6,2.8,4.6,2.5,Iris-virginica
+51,6.1,2.8,4.0,1.5,Iris-versicolor
+52,7.0,3.3,6.7,2.2,Iris-virginica
+53,7.4,2.9,5.3,1.8,Iris-virginica
+54,5.8,2.7,3.1,1.9,Iris-versicolor
+55,5.4,2.5,5.0,1.9,Iris-virginica
+56,5.0,3.0,1.4,0.2,Iris-setosa
+57,5.5,3.4,1.7,0.4,Iris-setosa
+58,6.3,2.4,5.6,1.5,Iris-virginica
+59,6.0,3.2,4.3,1.3,Iris-versicolor
+60,6.5,2.2,4.7,1.5,Iris-versicolor
+61,6.3,2.5,5.0,1.9,Iris-virginica
+62,5.6,3.0,4.2,1.3,Iris-versicolor
+63,5.9,3.1,5.5,1.1,Iris-virginica
+64,7.6,3.0,4.0,1.3,Iris-versicolor
+65,4.4,3.1,1.4,0.2,Iris-setosa
+66,7.6,2.6,6.0,1.4,Iris-virginica
+67,6.3,2.8,4.9,1.5,Iris-versicolor
+68,5.1,4.4,1.4,0.2,Iris-setosa
+69,6.0,2.5,4.0,1.5,Iris-versicolor
+70,5.1,2.7,3.1,1.4,Iris-versicolor
+71,7.6,2.9,4.7,1.8,Iris-virginica
+72,6.7,2.8,4.7,2.4,Iris-virginica
+73,6.0,3.1,5.5,2.1,Iris-virginica
+74,4.6,3.3,1.3,0.3,Iris-setosa
+75,6.3,2.9,4.7,1.5,Iris-versicolor
+76,5.1,3.0,1.7,0.1,Iris-setosa
+77,6.1,2.8,5.9,2.4,Iris-virginica
+78,5.2,3.4,3.3,1.0,Iris-versicolor
+79,6.4,2.2,4.3,1.3,Iris-versicolor
+80,7.7,3.1,5.4,2.2,Iris-virginica
+81,5.7,3.0,5.2,2.0,Iris-virginica
+82,7.1,3.7,6.9,1.8,Iris-virginica
+83,5.0,2.6,3.0,1.0,Iris-versicolor
+84,6.3,3.9,5.6,2.5,Iris-virginica
+85,6.4,2.7,4.3,1.3,Iris-versicolor
+86,6.4,2.9,5.3,1.9,Iris-virginica
+87,5.1,3.4,1.5,0.2,Iris-setosa
+88,5.9,3.1,1.5,0.1,Iris-setosa
+89,6.1,3.0,4.6,1.4,Iris-virginica
+90,7.7,3.8,6.1,2.3,Iris-virginica
+91,5.6,3.0,4.5,1.4,Iris-versicolor
+92,5.1,3.7,1.6,0.2,Iris-setosa
+93,5.8,2.4,3.9,1.0,Iris-versicolor
+94,4.6,3.4,1.4,0.2,Iris-setosa
+95,5.6,3.0,4.2,1.3,Iris-versicolor
+96,4.4,3.3,1.3,0.2,Iris-setosa
+97,6.4,2.2,4.3,1.3,Iris-versicolor
+98,5.0,3.5,1.6,0.2,Iris-setosa
+99,5.4,3.4,1.4,0.2,Iris-setosa
+100,6.4,2.7,4.9,1.5,Iris-versicolor
+101,6.6,3.0,4.4,1.3,Iris-virginica
+102,6.0,3.2,5.4,2.2,Iris-virginica
+103,5.0,2.7,5.1,1.2,Iris-virginica
+104,6.4,3.0,5.5,2.5,Iris-virginica
+105,5.1,3.7,1.2,0.4,Iris-setosa
+106,5.1,3.5,1.9,0.2,Iris-setosa
+107,4.9,3.1,1.5,0.1,Iris-setosa
+108,5.7,3.4,1.7,0.4,Iris-setosa
+109,6.3,2.8,4.6,1.8,Iris-versicolor
+110,5.1,3.5,4.0,1.5,Iris-versicolor
+111,6.4,3.0,4.5,1.8,Iris-virginica
+112,4.4,3.1,1.4,0.2,Iris-setosa
+113,6.0,3.2,4.7,1.5,Iris-versicolor
+114,5.8,2.7,5.1,2.0,Iris-virginica
+115,5.6,3.5,1.4,0.3,Iris-setosa
+116,5.0,3.5,1.4,0.6,Iris-setosa
+117,6.0,3.2,5.4,2.1,Iris-virginica
+118,5.8,3.0,5.1,1.4,Iris-virginica
+119,4.9,2.5,4.3,1.3,Iris-virginica
diff --git a/iris/realtabformer/1/17/test.csv b/iris/realtabformer/1/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/17/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/17/train.csv b/iris/realtabformer/1/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/17/val.csv b/iris/realtabformer/1/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/17/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/18/synth.csv b/iris/realtabformer/1/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..036d8266c769ac5dc1d408f064b06883195bdf34
--- /dev/null
+++ b/iris/realtabformer/1/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.8,3.4,1.5,0.2,Iris-setosa
+1,5.7,2.6,4.2,1.3,Iris-versicolor
+2,4.8,2.4,3.3,1.0,Iris-versicolor
+3,6.3,3.3,5.5,2.1,Iris-virginica
+4,6.3,2.8,5.6,2.1,Iris-virginica
+5,5.2,3.3,1.6,0.5,Iris-setosa
+6,5.9,2.5,4.0,1.5,Iris-versicolor
+7,5.7,2.5,3.0,1.0,Iris-versicolor
+8,7.2,3.2,5.7,2.5,Iris-virginica
+9,5.9,3.4,4.4,1.2,Iris-virginica
+10,6.7,3.1,5.5,2.1,Iris-virginica
+11,6.2,3.4,5.6,2.4,Iris-virginica
+12,4.9,3.1,1.5,0.1,Iris-setosa
+13,5.9,3.0,4.9,1.2,Iris-versicolor
+14,5.6,3.0,4.2,1.3,Iris-versicolor
+15,6.3,2.7,5.1,1.9,Iris-virginica
+16,7.2,3.3,6.7,2.5,Iris-virginica
+17,4.4,3.4,1.4,0.2,Iris-setosa
+18,5.1,3.0,4.5,1.5,Iris-versicolor
+19,5.1,3.7,1.5,0.4,Iris-setosa
+20,5.5,2.5,4.0,1.3,Iris-versicolor
+21,6.1,2.8,4.6,1.4,Iris-versicolor
+22,5.4,3.4,1.5,0.4,Iris-setosa
+23,7.2,3.1,5.6,2.1,Iris-virginica
+24,6.7,3.3,5.6,2.4,Iris-virginica
+25,6.3,2.7,5.1,1.8,Iris-virginica
+26,5.7,3.8,5.6,2.4,Iris-virginica
+27,4.8,3.4,1.1,0.2,Iris-setosa
+28,5.6,3.0,4.2,1.3,Iris-versicolor
+29,5.4,2.9,4.3,1.3,Iris-versicolor
+30,5.1,3.4,1.5,0.2,Iris-setosa
+31,4.9,3.1,1.5,0.1,Iris-setosa
+32,6.2,3.4,5.4,2.3,Iris-virginica
+33,4.9,3.2,1.4,0.2,Iris-setosa
+34,6.3,2.9,4.6,1.8,Iris-versicolor
+35,5.3,2.9,5.1,1.3,Iris-virginica
+36,5.8,3.4,4.6,1.2,Iris-versicolor
+37,5.1,2.0,4.9,1.5,Iris-versicolor
+38,5.7,3.0,4.6,1.8,Iris-versicolor
+39,5.5,3.0,4.5,1.4,Iris-versicolor
+40,5.8,3.7,1.5,0.2,Iris-setosa
+41,4.9,3.0,1.3,0.2,Iris-setosa
+42,6.3,2.8,5.1,1.9,Iris-virginica
+43,6.1,3.0,5.6,2.4,Iris-virginica
+44,4.3,3.4,1.4,0.2,Iris-setosa
+45,5.9,3.1,1.5,0.1,Iris-setosa
+46,6.3,3.4,5.9,2.1,Iris-virginica
+47,6.3,3.4,5.6,2.1,Iris-virginica
+48,4.9,2.5,3.3,1.7,Iris-virginica
+49,6.3,2.9,4.3,1.9,Iris-versicolor
+50,6.8,2.9,5.2,2.1,Iris-virginica
+51,5.8,2.7,5.1,2.1,Iris-virginica
+52,5.0,3.2,1.3,0.2,Iris-setosa
+53,6.5,2.9,5.7,1.8,Iris-virginica
+54,5.0,3.7,1.5,0.2,Iris-setosa
+55,6.3,2.7,5.9,1.8,Iris-virginica
+56,5.0,3.2,1.3,0.2,Iris-setosa
+57,5.8,2.7,5.0,1.3,Iris-virginica
+58,5.7,2.9,4.5,1.0,Iris-versicolor
+59,6.7,3.1,5.5,2.4,Iris-virginica
+60,4.6,3.0,1.3,0.3,Iris-setosa
+61,5.8,2.6,5.0,1.2,Iris-virginica
+62,5.5,3.5,1.0,0.3,Iris-setosa
+63,5.1,2.5,4.0,1.3,Iris-versicolor
+64,5.7,2.7,5.0,2.3,Iris-virginica
+65,4.3,2.5,4.3,1.3,Iris-versicolor
+66,6.5,2.9,4.2,1.8,Iris-virginica
+67,5.8,2.7,5.1,2.1,Iris-virginica
+68,6.3,3.0,5.5,2.1,Iris-virginica
+69,6.7,3.1,5.5,2.1,Iris-virginica
+70,6.4,3.3,4.3,1.3,Iris-versicolor
+71,6.6,3.1,5.5,2.1,Iris-virginica
+72,4.4,3.4,1.4,0.2,Iris-setosa
+73,6.7,2.9,4.6,1.3,Iris-virginica
+74,5.5,3.4,1.4,0.2,Iris-setosa
+75,7.2,3.0,5.8,2.5,Iris-virginica
+76,7.3,3.9,6.6,2.1,Iris-virginica
+77,4.9,3.1,1.4,0.1,Iris-setosa
+78,4.9,3.1,1.5,0.1,Iris-setosa
+79,6.7,3.1,5.6,2.1,Iris-virginica
+80,6.4,3.3,5.3,2.5,Iris-virginica
+81,6.3,2.5,4.9,1.5,Iris-virginica
+82,5.6,3.7,1.5,0.4,Iris-setosa
+83,5.1,3.9,1.4,0.3,Iris-setosa
+84,4.9,3.4,1.4,0.2,Iris-setosa
+85,6.4,3.2,5.3,2.4,Iris-virginica
+86,4.9,3.1,1.5,0.1,Iris-setosa
+87,5.0,3.5,1.6,0.2,Iris-setosa
+88,6.4,3.2,5.3,2.3,Iris-virginica
+89,6.3,2.9,4.6,1.4,Iris-virginica
+90,5.4,2.9,4.3,1.2,Iris-versicolor
+91,5.0,3.7,1.5,0.2,Iris-setosa
+92,6.1,3.5,5.0,2.4,Iris-virginica
+93,5.1,3.5,1.6,0.2,Iris-setosa
+94,4.5,3.4,1.4,0.2,Iris-setosa
+95,6.5,2.6,4.4,1.3,Iris-versicolor
+96,6.1,3.1,5.7,2.1,Iris-virginica
+97,5.5,2.6,4.0,1.7,Iris-versicolor
+98,6.7,3.3,5.7,2.4,Iris-virginica
+99,7.2,3.2,6.4,2.2,Iris-virginica
+100,5.1,2.5,4.0,1.3,Iris-versicolor
+101,7.2,3.9,5.7,2.1,Iris-virginica
+102,5.0,2.7,3.1,1.0,Iris-versicolor
+103,6.3,2.5,5.0,1.9,Iris-virginica
+104,6.3,3.4,5.5,1.8,Iris-virginica
+105,6.3,3.0,5.0,2.5,Iris-virginica
+106,6.3,3.1,5.6,2.1,Iris-virginica
+107,4.6,3.4,1.3,0.3,Iris-setosa
+108,5.7,3.4,4.6,1.2,Iris-versicolor
+109,5.6,3.0,4.5,1.5,Iris-versicolor
+110,6.2,2.7,5.9,1.5,Iris-virginica
+111,5.1,3.5,1.5,0.4,Iris-setosa
+112,6.7,2.9,5.3,1.3,Iris-virginica
+113,5.5,3.2,1.4,0.3,Iris-setosa
+114,5.0,3.0,1.3,0.3,Iris-setosa
+115,4.9,3.2,1.3,0.2,Iris-setosa
+116,5.1,3.0,5.6,2.4,Iris-virginica
+117,5.0,3.3,1.5,0.2,Iris-setosa
+118,6.3,2.4,4.9,1.8,Iris-versicolor
+119,6.1,2.9,4.3,1.3,Iris-versicolor
diff --git a/iris/realtabformer/1/18/test.csv b/iris/realtabformer/1/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/18/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/18/train.csv b/iris/realtabformer/1/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/18/val.csv b/iris/realtabformer/1/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/18/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/19/synth.csv b/iris/realtabformer/1/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5511354047b9e5979a86638965fe7e99c6809af6
--- /dev/null
+++ b/iris/realtabformer/1/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.2,3.4,1.7,0.1,Iris-setosa
+1,6.1,3.4,5.4,2.4,Iris-virginica
+2,5.8,2.7,5.0,1.0,Iris-virginica
+3,5.8,2.7,5.1,2.4,Iris-virginica
+4,5.4,2.7,3.5,1.4,Iris-versicolor
+5,4.9,3.1,1.5,0.1,Iris-setosa
+6,6.4,3.2,4.5,1.5,Iris-versicolor
+7,6.3,2.3,4.6,1.5,Iris-versicolor
+8,6.3,2.8,5.1,1.8,Iris-virginica
+9,5.5,2.5,5.0,1.9,Iris-virginica
+10,7.7,3.8,6.7,2.3,Iris-virginica
+11,6.1,2.8,4.0,1.3,Iris-versicolor
+12,5.1,2.9,4.6,1.4,Iris-versicolor
+13,5.0,3.0,1.4,0.2,Iris-setosa
+14,6.0,2.2,4.0,1.5,Iris-versicolor
+15,6.4,2.9,4.3,1.3,Iris-versicolor
+16,4.9,3.0,1.7,0.1,Iris-setosa
+17,6.3,2.9,4.6,1.4,Iris-versicolor
+18,5.2,3.4,1.4,0.2,Iris-setosa
+19,5.0,3.5,1.6,0.2,Iris-setosa
+20,5.0,2.7,3.6,1.6,Iris-versicolor
+21,7.2,3.8,6.6,2.5,Iris-virginica
+22,5.7,2.8,4.1,2.3,Iris-versicolor
+23,5.3,2.7,3.5,1.8,Iris-virginica
+24,4.9,3.1,1.5,0.1,Iris-setosa
+25,7.6,2.8,5.1,2.3,Iris-virginica
+26,5.1,3.0,1.0,0.2,Iris-setosa
+27,5.3,2.7,3.1,1.1,Iris-versicolor
+28,4.9,3.2,1.4,0.2,Iris-setosa
+29,6.1,3.2,4.0,1.5,Iris-versicolor
+30,5.4,3.5,1.9,0.2,Iris-setosa
+31,5.0,3.2,1.2,0.2,Iris-setosa
+32,6.4,3.1,5.5,2.1,Iris-virginica
+33,5.7,2.8,4.8,1.4,Iris-versicolor
+34,5.0,2.3,3.3,1.0,Iris-versicolor
+35,6.0,3.2,5.0,2.0,Iris-virginica
+36,5.8,2.7,4.1,1.5,Iris-versicolor
+37,4.7,3.2,1.3,0.2,Iris-setosa
+38,5.6,2.8,4.7,2.3,Iris-virginica
+39,5.1,3.3,1.4,0.2,Iris-setosa
+40,6.3,2.9,5.3,1.8,Iris-virginica
+41,5.1,3.5,1.6,0.4,Iris-setosa
+42,5.9,3.4,3.5,1.1,Iris-versicolor
+43,5.0,3.2,1.4,0.2,Iris-setosa
+44,5.5,2.3,4.1,1.3,Iris-versicolor
+45,6.4,2.9,4.3,1.3,Iris-versicolor
+46,5.6,2.7,4.2,1.3,Iris-versicolor
+47,4.3,3.0,1.9,0.2,Iris-setosa
+48,4.5,3.4,1.3,0.3,Iris-setosa
+49,6.1,2.8,4.6,1.3,Iris-versicolor
+50,7.2,3.2,5.7,2.2,Iris-virginica
+51,5.7,4.7,1.2,0.2,Iris-setosa
+52,6.7,3.3,5.7,2.4,Iris-virginica
+53,7.0,3.2,5.7,2.0,Iris-virginica
+54,5.6,2.9,5.6,2.3,Iris-virginica
+55,4.5,3.0,1.3,0.2,Iris-setosa
+56,5.4,3.0,4.1,1.5,Iris-versicolor
+57,4.8,3.4,1.4,0.2,Iris-setosa
+58,5.0,3.2,1.7,0.2,Iris-setosa
+59,7.0,3.2,6.0,1.9,Iris-virginica
+60,5.0,2.5,4.0,1.3,Iris-versicolor
+61,5.9,3.4,5.5,2.1,Iris-virginica
+62,6.1,2.9,5.6,2.3,Iris-virginica
+63,6.7,2.9,5.7,2.3,Iris-virginica
+64,6.1,2.9,4.7,1.3,Iris-versicolor
+65,5.1,3.7,1.4,0.2,Iris-setosa
+66,5.0,3.5,1.4,0.2,Iris-setosa
+67,4.6,3.2,1.5,0.2,Iris-setosa
+68,4.6,2.4,3.3,1.0,Iris-versicolor
+69,7.3,2.2,5.1,1.9,Iris-virginica
+70,5.0,2.5,3.7,1.0,Iris-versicolor
+71,5.1,3.7,1.5,0.4,Iris-setosa
+72,5.8,3.0,4.1,1.7,Iris-virginica
+73,6.3,3.0,4.9,1.8,Iris-virginica
+74,5.7,4.8,1.9,0.4,Iris-setosa
+75,6.3,2.7,5.1,1.9,Iris-virginica
+76,4.8,3.4,1.6,0.2,Iris-setosa
+77,4.9,2.5,5.9,2.1,Iris-virginica
+78,6.8,2.8,5.6,2.4,Iris-virginica
+79,5.0,3.7,1.5,0.2,Iris-setosa
+80,5.9,3.0,4.5,1.5,Iris-versicolor
+81,6.0,3.2,4.6,1.5,Iris-versicolor
+82,5.3,2.3,3.0,1.0,Iris-versicolor
+83,6.3,2.4,5.6,1.8,Iris-virginica
+84,6.3,2.7,5.9,1.9,Iris-virginica
+85,5.5,3.3,1.3,0.3,Iris-setosa
+86,5.6,3.4,4.5,1.5,Iris-versicolor
+87,5.4,2.5,4.0,1.5,Iris-versicolor
+88,5.1,2.5,4.0,1.4,Iris-versicolor
+89,4.4,2.9,1.3,0.3,Iris-setosa
+90,7.2,3.2,6.8,1.8,Iris-virginica
+91,4.6,3.2,1.4,0.3,Iris-setosa
+92,5.9,3.4,1.4,0.2,Iris-setosa
+93,5.7,2.5,4.0,1.3,Iris-versicolor
+94,7.7,2.8,6.7,2.0,Iris-virginica
+95,6.3,3.4,5.6,2.5,Iris-virginica
+96,5.9,3.7,1.2,0.3,Iris-setosa
+97,5.1,3.5,1.0,0.2,Iris-setosa
+98,4.4,3.2,1.3,0.2,Iris-setosa
+99,6.3,4.9,5.6,1.8,Iris-virginica
+100,6.4,2.9,4.3,1.3,Iris-versicolor
+101,5.0,3.5,1.4,0.2,Iris-setosa
+102,5.1,3.4,1.7,0.2,Iris-setosa
+103,4.9,2.5,3.3,1.0,Iris-virginica
+104,6.5,3.0,5.2,1.8,Iris-virginica
+105,5.1,2.7,3.9,1.4,Iris-versicolor
+106,4.9,3.1,1.5,0.1,Iris-setosa
+107,4.6,2.4,4.4,1.2,Iris-virginica
+108,6.1,3.0,5.9,2.1,Iris-virginica
+109,6.3,2.9,4.7,1.4,Iris-virginica
+110,6.3,2.3,5.9,1.8,Iris-virginica
+111,6.3,3.2,5.2,2.2,Iris-virginica
+112,5.1,3.7,1.4,0.4,Iris-setosa
+113,5.1,2.6,4.9,1.3,Iris-versicolor
+114,6.3,3.3,5.6,2.5,Iris-virginica
+115,6.5,3.0,5.4,2.3,Iris-virginica
+116,7.6,2.9,6.3,2.3,Iris-virginica
+117,5.7,3.0,5.5,2.5,Iris-virginica
+118,4.9,3.4,1.4,0.2,Iris-setosa
+119,6.0,3.2,4.0,1.5,Iris-versicolor
diff --git a/iris/realtabformer/1/19/test.csv b/iris/realtabformer/1/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/19/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/19/train.csv b/iris/realtabformer/1/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/19/val.csv b/iris/realtabformer/1/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/19/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/2/synth.csv b/iris/realtabformer/1/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ffb4ac0d77cd446ccf309b7134081d9a1a450df9
--- /dev/null
+++ b/iris/realtabformer/1/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.2,2.7,4.9,1.8,Iris-versicolor
+1,5.7,2.8,4.7,1.5,Iris-versicolor
+2,5.0,3.0,5.2,1.6,Iris-virginica
+3,5.4,2.7,3.5,1.0,Iris-versicolor
+4,5.0,3.2,1.4,0.2,Iris-setosa
+5,4.6,3.2,1.3,0.3,Iris-setosa
+6,5.6,3.6,4.5,1.4,Iris-versicolor
+7,6.9,3.1,5.5,2.1,Iris-virginica
+8,6.3,3.4,5.6,2.1,Iris-virginica
+9,5.8,3.7,1.1,0.3,Iris-virginica
+10,6.3,2.9,5.6,1.8,Iris-virginica
+11,6.7,3.0,5.6,2.5,Iris-virginica
+12,6.4,2.6,4.3,1.3,Iris-versicolor
+13,5.2,2.7,5.0,1.2,Iris-virginica
+14,5.5,2.5,4.0,1.3,Iris-versicolor
+15,4.5,3.4,1.3,0.4,Iris-setosa
+16,6.1,2.8,4.0,1.3,Iris-versicolor
+17,5.5,3.3,1.0,0.2,Iris-setosa
+18,5.9,3.0,4.1,1.5,Iris-versicolor
+19,5.1,3.7,1.5,0.4,Iris-setosa
+20,5.1,3.5,1.4,0.2,Iris-setosa
+21,6.3,2.8,4.0,1.5,Iris-versicolor
+22,5.5,2.6,3.0,1.0,Iris-versicolor
+23,5.0,3.4,1.4,0.2,Iris-setosa
+24,4.6,3.6,1.4,0.2,Iris-setosa
+25,5.0,3.2,5.5,0.2,Iris-setosa
+26,4.8,3.4,1.5,0.2,Iris-setosa
+27,6.0,3.2,4.6,1.5,Iris-versicolor
+28,5.8,2.7,4.1,1.3,Iris-versicolor
+29,6.7,3.1,5.5,2.1,Iris-virginica
+30,5.5,2.3,3.0,1.0,Iris-versicolor
+31,6.3,3.0,5.6,1.8,Iris-virginica
+32,6.4,3.2,4.8,1.5,Iris-versicolor
+33,6.3,3.4,4.9,1.4,Iris-versicolor
+34,6.4,2.9,4.3,1.3,Iris-versicolor
+35,4.4,3.4,1.6,0.2,Iris-setosa
+36,6.8,2.8,5.1,2.3,Iris-virginica
+37,5.2,2.7,3.9,1.0,Iris-versicolor
+38,4.9,3.1,1.5,0.2,Iris-setosa
+39,5.1,3.5,1.0,0.3,Iris-setosa
+40,7.3,2.9,6.1,1.8,Iris-virginica
+41,7.2,3.4,6.7,2.1,Iris-virginica
+42,6.3,2.9,4.3,1.8,Iris-versicolor
+43,6.7,2.2,5.7,2.0,Iris-virginica
+44,4.4,3.4,1.3,0.2,Iris-setosa
+45,5.1,3.5,1.4,0.2,Iris-setosa
+46,5.4,2.0,5.0,1.8,Iris-virginica
+47,4.6,3.2,1.9,0.2,Iris-setosa
+48,7.3,3.8,6.6,2.1,Iris-virginica
+49,6.3,2.8,5.0,1.8,Iris-virginica
+50,6.4,2.9,4.3,1.3,Iris-versicolor
+51,6.3,2.5,4.0,1.0,Iris-versicolor
+52,5.2,2.7,3.9,1.1,Iris-versicolor
+53,5.9,3.1,1.5,0.1,Iris-setosa
+54,7.7,3.8,6.7,2.2,Iris-virginica
+55,5.0,3.3,1.4,0.2,Iris-setosa
+56,5.0,2.4,3.3,1.0,Iris-versicolor
+57,6.2,3.4,5.7,2.3,Iris-virginica
+58,4.3,3.2,1.7,0.2,Iris-setosa
+59,4.8,2.4,3.5,1.1,Iris-versicolor
+60,4.1,3.5,1.4,0.2,Iris-setosa
+61,6.3,2.9,5.6,1.8,Iris-virginica
+62,5.1,3.5,1.4,0.2,Iris-setosa
+63,5.5,3.0,4.5,1.5,Iris-versicolor
+64,6.4,3.3,4.3,1.3,Iris-versicolor
+65,5.7,2.8,5.0,2.0,Iris-virginica
+66,5.7,2.5,4.0,1.3,Iris-versicolor
+67,5.5,2.8,4.0,1.0,Iris-versicolor
+68,5.0,3.5,1.4,0.2,Iris-setosa
+69,6.7,2.8,5.7,2.4,Iris-virginica
+70,6.0,2.2,4.7,1.5,Iris-versicolor
+71,5.1,3.7,1.5,0.4,Iris-setosa
+72,7.3,3.8,6.6,2.2,Iris-virginica
+73,7.2,3.0,5.4,2.2,Iris-virginica
+74,5.9,3.4,4.7,1.5,Iris-versicolor
+75,6.2,3.4,5.9,2.5,Iris-virginica
+76,5.7,2.8,4.9,1.3,Iris-virginica
+77,4.9,3.1,1.4,0.1,Iris-setosa
+78,5.0,3.4,1.5,0.2,Iris-setosa
+79,5.1,3.0,5.2,1.2,Iris-setosa
+80,6.4,3.2,4.7,1.8,Iris-versicolor
+81,6.6,2.9,4.0,1.3,Iris-versicolor
+82,5.1,3.2,1.7,0.2,Iris-setosa
+83,5.4,2.7,3.5,1.4,Iris-versicolor
+84,6.3,2.4,5.6,1.8,Iris-virginica
+85,5.4,3.5,1.4,0.2,Iris-setosa
+86,6.7,2.5,5.2,1.3,Iris-virginica
+87,7.7,3.8,6.7,2.3,Iris-virginica
+88,6.4,3.2,5.3,2.9,Iris-virginica
+89,5.9,3.3,1.4,0.2,Iris-setosa
+90,5.0,3.2,1.7,0.2,Iris-setosa
+91,6.5,2.8,4.0,1.7,Iris-virginica
+92,5.6,3.7,4.5,1.2,Iris-versicolor
+93,5.7,2.7,4.2,1.3,Iris-versicolor
+94,5.0,2.5,3.0,1.6,Iris-versicolor
+95,6.3,2.8,4.0,1.8,Iris-virginica
+96,6.3,2.7,5.6,1.8,Iris-virginica
+97,6.3,2.9,5.3,1.8,Iris-virginica
+98,6.1,3.0,4.3,1.3,Iris-versicolor
+99,6.5,2.8,4.0,1.3,Iris-virginica
+100,7.2,3.2,4.6,2.5,Iris-virginica
+101,7.7,3.3,6.7,2.5,Iris-virginica
+102,6.3,2.5,4.0,1.3,Iris-versicolor
+103,6.3,2.5,4.0,1.5,Iris-versicolor
+104,4.6,3.4,1.4,0.2,Iris-setosa
+105,4.8,3.4,1.6,0.2,Iris-setosa
+106,6.3,2.5,5.1,1.0,Iris-virginica
+107,6.2,3.0,5.5,2.1,Iris-virginica
+108,6.1,3.1,5.6,2.4,Iris-virginica
+109,4.4,3.0,1.3,0.2,Iris-setosa
+110,5.0,2.7,3.9,1.0,Iris-versicolor
+111,5.9,3.0,4.5,1.7,Iris-versicolor
+112,5.6,3.0,4.5,1.5,Iris-versicolor
+113,6.3,2.9,5.0,1.8,Iris-virginica
+114,6.5,2.3,4.0,1.3,Iris-versicolor
+115,5.7,2.8,3.7,1.0,Iris-versicolor
+116,4.9,2.4,3.3,1.0,Iris-virginica
+117,5.1,3.0,5.5,1.4,Iris-virginica
+118,6.0,3.2,5.4,2.2,Iris-virginica
+119,7.7,3.0,5.1,2.8,Iris-virginica
diff --git a/iris/realtabformer/1/2/test.csv b/iris/realtabformer/1/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/2/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/2/train.csv b/iris/realtabformer/1/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/2/val.csv b/iris/realtabformer/1/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/2/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/20/synth.csv b/iris/realtabformer/1/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ebb884a8edf4924085d991c5e0192e9ed7dd0ed8
--- /dev/null
+++ b/iris/realtabformer/1/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3,2.9,4.3,1.3,Iris-virginica
+1,5.1,3.4,1.6,0.2,Iris-setosa
+2,5.7,2.8,4.9,2.5,Iris-virginica
+3,5.0,3.3,1.6,0.2,Iris-setosa
+4,7.8,2.8,5.1,2.9,Iris-virginica
+5,6.2,3.2,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.2,Iris-setosa
+7,6.5,2.8,5.6,2.5,Iris-virginica
+8,4.6,2.4,3.3,1.0,Iris-versicolor
+9,5.0,3.2,1.4,0.2,Iris-setosa
+10,5.9,3.0,5.2,1.8,Iris-virginica
+11,5.7,3.0,5.2,2.2,Iris-virginica
+12,5.7,2.8,5.6,2.2,Iris-virginica
+13,5.6,3.3,1.4,0.2,Iris-setosa
+14,4.7,3.4,1.3,0.3,Iris-setosa
+15,5.8,3.3,1.7,0.2,Iris-setosa
+16,4.5,2.4,3.3,1.0,Iris-versicolor
+17,6.0,2.0,5.3,1.6,Iris-virginica
+18,5.9,3.4,4.9,1.5,Iris-versicolor
+19,4.6,3.4,1.3,0.3,Iris-setosa
+20,5.6,3.6,1.4,0.2,Iris-setosa
+21,5.5,2.7,5.1,1.7,Iris-virginica
+22,6.3,2.9,5.3,1.8,Iris-virginica
+23,5.0,3.0,1.4,0.2,Iris-setosa
+24,4.9,3.6,1.4,0.2,Iris-setosa
+25,5.5,3.4,1.7,0.2,Iris-setosa
+26,5.7,2.8,4.7,2.2,Iris-versicolor
+27,5.7,3.8,4.5,1.4,Iris-versicolor
+28,5.5,2.4,3.6,1.0,Iris-versicolor
+29,5.0,3.7,1.5,0.2,Iris-setosa
+30,5.1,3.0,4.2,1.2,Iris-versicolor
+31,5.4,3.7,1.5,0.4,Iris-setosa
+32,6.0,3.2,4.4,2.3,Iris-versicolor
+33,4.8,3.4,1.3,0.2,Iris-setosa
+34,6.3,2.9,4.3,1.3,Iris-virginica
+35,5.9,2.5,5.0,1.9,Iris-virginica
+36,6.1,2.5,5.0,1.5,Iris-virginica
+37,6.1,3.0,5.6,1.4,Iris-virginica
+38,6.7,2.9,4.7,1.4,Iris-versicolor
+39,6.3,2.7,5.1,2.5,Iris-virginica
+40,4.4,3.4,1.3,0.3,Iris-setosa
+41,5.4,3.5,4.4,1.2,Iris-versicolor
+42,5.7,3.3,1.7,0.2,Iris-setosa
+43,5.0,2.5,4.0,1.3,Iris-versicolor
+44,5.0,3.2,1.4,0.2,Iris-setosa
+45,5.1,2.7,3.9,1.4,Iris-versicolor
+46,5.7,2.9,4.7,1.5,Iris-versicolor
+47,4.9,3.1,1.4,0.2,Iris-setosa
+48,5.1,3.5,1.0,0.2,Iris-setosa
+49,7.0,3.2,6.7,1.8,Iris-virginica
+50,7.3,2.5,6.0,1.9,Iris-virginica
+51,5.6,2.8,4.0,1.3,Iris-versicolor
+52,6.0,3.2,4.3,1.3,Iris-versicolor
+53,6.4,3.2,4.3,1.3,Iris-versicolor
+54,5.7,2.9,4.6,1.4,Iris-versicolor
+55,5.7,2.4,3.0,1.0,Iris-versicolor
+56,6.9,3.1,4.6,1.8,Iris-virginica
+57,7.7,3.8,6.7,2.2,Iris-virginica
+58,5.0,3.3,1.7,0.2,Iris-setosa
+59,6.3,2.7,4.0,1.5,Iris-versicolor
+60,6.7,3.1,5.5,2.4,Iris-virginica
+61,6.4,3.1,5.5,1.8,Iris-virginica
+62,6.7,2.8,5.1,2.9,Iris-virginica
+63,7.1,3.8,6.6,2.1,Iris-virginica
+64,5.8,2.7,5.1,1.2,Iris-virginica
+65,5.5,2.5,4.0,1.0,Iris-versicolor
+66,6.5,2.9,4.6,1.3,Iris-versicolor
+67,6.7,3.0,5.5,2.4,Iris-virginica
+68,6.3,2.9,4.6,1.8,Iris-virginica
+69,6.3,2.9,5.2,2.0,Iris-virginica
+70,5.9,3.4,3.2,1.5,Iris-versicolor
+71,5.5,2.2,4.4,1.3,Iris-versicolor
+72,4.6,2.9,3.3,1.0,Iris-versicolor
+73,6.3,2.9,4.9,1.5,Iris-versicolor
+74,5.6,3.0,4.5,1.0,Iris-versicolor
+75,4.4,3.0,1.4,0.2,Iris-setosa
+76,6.3,2.5,5.1,1.9,Iris-virginica
+77,7.6,3.0,6.1,2.5,Iris-virginica
+78,5.1,3.5,1.4,0.2,Iris-setosa
+79,5.5,2.4,4.5,1.5,Iris-versicolor
+80,6.4,3.1,5.5,2.1,Iris-virginica
+81,5.4,3.7,1.5,0.2,Iris-setosa
+82,5.4,2.7,5.1,1.9,Iris-virginica
+83,7.3,3.0,5.1,2.1,Iris-virginica
+84,6.1,3.0,5.5,2.1,Iris-virginica
+85,5.4,2.5,1.0,0.2,Iris-setosa
+86,5.1,3.6,1.6,0.4,Iris-setosa
+87,7.2,2.8,6.1,1.9,Iris-virginica
+88,5.1,3.5,1.1,0.4,Iris-setosa
+89,5.7,3.4,1.7,0.2,Iris-setosa
+90,5.6,3.0,4.1,1.3,Iris-versicolor
+91,5.4,3.7,1.5,0.5,Iris-setosa
+92,7.4,3.0,6.9,1.9,Iris-virginica
+93,5.0,3.4,1.7,0.2,Iris-setosa
+94,6.1,2.3,4.7,1.4,Iris-versicolor
+95,5.7,2.7,3.2,1.0,Iris-versicolor
+96,6.7,2.9,4.2,1.3,Iris-versicolor
+97,6.4,3.2,4.3,1.3,Iris-virginica
+98,5.7,3.3,1.4,0.2,Iris-setosa
+99,4.6,3.2,1.3,0.2,Iris-setosa
+100,5.1,3.5,1.4,0.3,Iris-setosa
+101,6.4,2.5,5.0,1.9,Iris-virginica
+102,5.1,3.0,4.5,1.2,Iris-versicolor
+103,6.7,3.1,5.5,2.4,Iris-virginica
+104,5.8,2.9,4.9,1.8,Iris-versicolor
+105,5.0,3.2,1.2,0.2,Iris-setosa
+106,6.3,3.0,5.8,1.5,Iris-virginica
+107,4.4,3.2,1.3,0.2,Iris-setosa
+108,5.7,2.8,5.1,2.0,Iris-virginica
+109,5.0,2.9,3.3,1.0,Iris-versicolor
+110,5.1,3.5,1.4,0.2,Iris-setosa
+111,5.2,3.2,1.7,0.2,Iris-setosa
+112,5.6,2.2,4.0,1.5,Iris-versicolor
+113,4.1,3.2,1.4,0.2,Iris-setosa
+114,7.2,2.8,6.1,2.3,Iris-virginica
+115,6.6,2.8,4.9,1.8,Iris-virginica
+116,4.9,3.1,1.5,0.1,Iris-setosa
+117,6.1,2.8,4.7,1.3,Iris-versicolor
+118,7.4,3.2,6.7,2.5,Iris-virginica
+119,5.6,2.7,5.1,1.9,Iris-virginica
diff --git a/iris/realtabformer/1/20/test.csv b/iris/realtabformer/1/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/20/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/20/train.csv b/iris/realtabformer/1/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/20/val.csv b/iris/realtabformer/1/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/20/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/21/synth.csv b/iris/realtabformer/1/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95d9e0404d02099380e6ffeaf5fa50cf203cef05
--- /dev/null
+++ b/iris/realtabformer/1/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,2.8,1.9,0.4,Iris-setosa
+1,5.1,2.5,4.0,1.5,Iris-virginica
+2,5.8,2.5,3.0,1.2,Iris-versicolor
+3,5.0,2.7,3.9,1.0,Iris-versicolor
+4,4.7,2.3,4.7,1.5,Iris-versicolor
+5,5.1,3.4,1.6,0.4,Iris-setosa
+6,6.0,2.2,5.2,1.8,Iris-virginica
+7,6.3,2.4,5.9,1.8,Iris-virginica
+8,4.4,3.2,1.3,0.2,Iris-setosa
+9,6.4,3.0,5.5,1.8,Iris-virginica
+10,5.1,2.7,5.9,1.4,Iris-virginica
+11,7.5,2.8,6.1,2.5,Iris-virginica
+12,6.0,2.2,4.0,1.0,Iris-versicolor
+13,5.6,2.5,4.0,1.3,Iris-versicolor
+14,5.7,3.5,1.4,0.2,Iris-setosa
+15,6.3,2.5,5.9,1.9,Iris-virginica
+16,6.0,2.6,5.6,1.6,Iris-virginica
+17,4.3,3.1,1.6,0.5,Iris-setosa
+18,5.1,2.5,3.0,1.4,Iris-versicolor
+19,5.1,3.7,1.4,0.2,Iris-setosa
+20,6.3,3.0,5.6,2.1,Iris-virginica
+21,4.7,3.3,1.3,0.2,Iris-setosa
+22,7.7,2.8,6.7,2.0,Iris-virginica
+23,6.3,2.9,5.6,1.8,Iris-virginica
+24,7.9,3.0,5.1,2.1,Iris-virginica
+25,5.4,2.9,4.3,1.3,Iris-versicolor
+26,6.5,2.9,4.3,1.3,Iris-versicolor
+27,5.0,3.2,1.4,0.2,Iris-setosa
+28,5.5,2.8,4.1,1.3,Iris-versicolor
+29,5.0,3.2,1.2,0.2,Iris-setosa
+30,6.3,3.0,4.1,1.5,Iris-versicolor
+31,7.2,3.6,6.1,1.8,Iris-virginica
+32,7.7,3.8,6.7,2.2,Iris-virginica
+33,4.7,3.4,1.7,0.2,Iris-setosa
+34,5.1,4.4,1.5,0.2,Iris-setosa
+35,5.7,2.8,4.1,2.5,Iris-versicolor
+36,6.0,2.8,4.0,1.8,Iris-virginica
+37,6.4,2.9,4.3,1.3,Iris-versicolor
+38,5.5,2.1,4.5,1.5,Iris-versicolor
+39,5.6,3.0,4.5,1.4,Iris-versicolor
+40,4.4,2.9,1.4,0.2,Iris-setosa
+41,5.1,3.5,1.6,0.1,Iris-setosa
+42,5.3,2.5,3.0,1.1,Iris-versicolor
+43,7.2,3.4,6.7,2.1,Iris-virginica
+44,5.0,3.0,4.2,1.2,Iris-versicolor
+45,5.6,2.5,4.0,1.4,Iris-virginica
+46,5.2,3.4,1.4,0.2,Iris-setosa
+47,6.7,3.3,5.7,2.4,Iris-virginica
+48,5.0,3.0,1.4,0.2,Iris-setosa
+49,6.3,2.9,4.4,1.3,Iris-versicolor
+50,5.5,2.6,4.0,1.3,Iris-versicolor
+51,5.8,2.7,4.9,1.8,Iris-versicolor
+52,4.4,3.1,1.5,0.1,Iris-setosa
+53,5.4,3.4,1.4,0.2,Iris-setosa
+54,7.4,3.8,6.7,2.5,Iris-virginica
+55,5.5,2.7,4.1,1.3,Iris-versicolor
+56,5.7,2.9,4.4,1.3,Iris-versicolor
+57,6.7,3.1,4.7,2.5,Iris-virginica
+58,7.6,3.0,5.1,2.1,Iris-virginica
+59,4.6,3.0,1.5,0.2,Iris-setosa
+60,5.0,2.5,3.0,1.0,Iris-versicolor
+61,5.0,3.3,1.4,0.2,Iris-setosa
+62,6.4,3.2,4.5,1.5,Iris-versicolor
+63,5.0,3.4,1.4,0.2,Iris-setosa
+64,6.5,2.5,5.0,1.9,Iris-virginica
+65,5.6,2.6,4.0,1.3,Iris-versicolor
+66,5.9,3.0,4.1,1.8,Iris-versicolor
+67,5.9,3.0,4.1,1.8,Iris-virginica
+68,5.8,2.7,5.1,2.6,Iris-virginica
+69,6.3,2.9,4.7,1.8,Iris-virginica
+70,5.0,2.6,4.4,1.0,Iris-versicolor
+71,5.6,3.4,1.7,0.3,Iris-setosa
+72,6.0,3.2,5.4,2.0,Iris-virginica
+73,6.1,3.0,5.6,1.8,Iris-virginica
+74,5.4,2.7,3.0,1.0,Iris-versicolor
+75,5.8,2.7,4.1,1.9,Iris-versicolor
+76,6.4,3.2,4.7,1.5,Iris-versicolor
+77,5.1,3.3,1.4,0.4,Iris-setosa
+78,7.3,2.4,6.1,1.9,Iris-virginica
+79,5.1,2.8,4.9,1.4,Iris-versicolor
+80,6.5,2.8,4.7,1.3,Iris-versicolor
+81,5.0,3.2,1.2,0.2,Iris-setosa
+82,5.0,2.3,3.3,1.0,Iris-versicolor
+83,5.9,2.7,4.1,1.3,Iris-versicolor
+84,5.0,3.4,1.4,0.2,Iris-setosa
+85,6.3,3.2,5.1,2.3,Iris-virginica
+86,6.7,3.3,5.0,2.3,Iris-virginica
+87,5.8,2.7,5.1,1.4,Iris-virginica
+88,6.5,2.3,4.7,1.3,Iris-versicolor
+89,5.7,2.8,4.7,2.5,Iris-versicolor
+90,6.5,2.4,4.3,1.3,Iris-versicolor
+91,4.6,3.0,1.4,0.2,Iris-setosa
+92,6.3,2.9,5.6,1.8,Iris-virginica
+93,6.9,3.0,5.7,2.1,Iris-virginica
+94,5.0,2.5,3.0,1.0,Iris-versicolor
+95,5.8,2.7,4.1,1.2,Iris-versicolor
+96,5.0,3.4,1.5,0.2,Iris-setosa
+97,4.9,3.1,1.5,0.1,Iris-setosa
+98,4.6,3.0,1.4,0.2,Iris-setosa
+99,5.2,2.5,4.4,1.3,Iris-versicolor
+100,6.0,2.2,4.3,1.3,Iris-virginica
+101,4.6,3.0,1.9,0.2,Iris-setosa
+102,5.7,2.5,4.0,1.3,Iris-versicolor
+103,6.7,3.1,5.5,2.4,Iris-virginica
+104,5.1,2.8,4.5,1.3,Iris-versicolor
+105,5.4,2.9,4.3,1.2,Iris-versicolor
+106,6.1,3.2,4.7,1.5,Iris-versicolor
+107,5.1,2.9,5.7,1.0,Iris-versicolor
+108,5.5,3.2,1.4,0.2,Iris-setosa
+109,4.9,3.4,1.4,0.2,Iris-setosa
+110,7.6,3.0,5.1,2.1,Iris-virginica
+111,5.1,2.3,1.4,0.3,Iris-setosa
+112,5.4,3.2,4.0,1.2,Iris-versicolor
+113,6.3,3.1,5.6,2.1,Iris-virginica
+114,5.1,3.5,1.6,0.4,Iris-setosa
+115,4.8,3.4,1.6,0.2,Iris-setosa
+116,4.8,3.4,1.6,0.2,Iris-setosa
+117,5.0,3.4,1.5,0.2,Iris-setosa
+118,5.9,3.0,4.5,1.7,Iris-versicolor
+119,6.3,2.9,5.1,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/21/test.csv b/iris/realtabformer/1/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/21/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/21/train.csv b/iris/realtabformer/1/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/21/val.csv b/iris/realtabformer/1/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/21/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/22/synth.csv b/iris/realtabformer/1/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..88edc18ddb2f7d3370e6ae25cecc62811db72f83
--- /dev/null
+++ b/iris/realtabformer/1/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.2,3.0,6.1,1.8,Iris-virginica
+1,6.3,2.8,4.1,1.3,Iris-versicolor
+2,5.5,2.7,3.9,1.0,Iris-versicolor
+3,5.7,3.2,5.7,2.2,Iris-virginica
+4,6.3,2.9,4.7,1.8,Iris-virginica
+5,4.4,3.4,1.4,0.2,Iris-setosa
+6,5.5,2.5,4.0,1.3,Iris-versicolor
+7,5.8,3.7,1.5,0.4,Iris-setosa
+8,6.7,3.2,5.7,2.4,Iris-virginica
+9,6.1,2.9,4.6,1.5,Iris-versicolor
+10,5.4,3.0,4.6,1.5,Iris-versicolor
+11,5.0,3.4,1.4,0.2,Iris-setosa
+12,5.5,2.4,3.6,1.1,Iris-versicolor
+13,5.7,4.1,1.5,0.2,Iris-setosa
+14,6.4,2.9,5.3,1.8,Iris-virginica
+15,5.0,3.5,1.4,0.2,Iris-setosa
+16,5.0,3.4,1.5,0.2,Iris-setosa
+17,4.8,2.4,3.1,1.0,Iris-versicolor
+18,7.6,2.8,6.1,2.4,Iris-virginica
+19,6.0,3.2,5.3,1.8,Iris-virginica
+20,5.1,3.3,1.7,0.2,Iris-setosa
+21,5.4,3.9,1.7,0.2,Iris-setosa
+22,7.2,3.2,4.4,1.2,Iris-versicolor
+23,5.0,3.5,1.4,0.2,Iris-setosa
+24,6.3,2.9,4.3,1.8,Iris-versicolor
+25,4.4,2.9,1.3,0.2,Iris-setosa
+26,4.6,3.4,1.4,0.3,Iris-setosa
+27,5.0,3.5,1.0,0.2,Iris-setosa
+28,6.4,3.0,5.5,2.5,Iris-virginica
+29,6.4,3.2,4.3,1.5,Iris-versicolor
+30,5.0,2.5,3.3,0.0,Iris-setosa
+31,6.7,2.9,4.7,1.8,Iris-virginica
+32,6.7,2.8,4.1,2.3,Iris-virginica
+33,4.9,3.1,1.5,0.1,Iris-setosa
+34,6.7,2.6,4.5,1.5,Iris-versicolor
+35,6.3,2.9,5.7,1.8,Iris-virginica
+36,5.0,3.2,1.5,0.2,Iris-setosa
+37,6.5,2.9,5.6,1.4,Iris-virginica
+38,7.7,3.8,6.7,2.0,Iris-virginica
+39,6.5,2.6,4.0,1.3,Iris-versicolor
+40,7.7,3.8,6.7,2.1,Iris-virginica
+41,6.0,3.2,4.0,1.5,Iris-versicolor
+42,6.0,2.5,5.7,1.9,Iris-virginica
+43,5.1,2.7,5.9,1.4,Iris-virginica
+44,4.9,3.4,1.4,0.2,Iris-setosa
+45,7.6,3.0,5.6,2.1,Iris-virginica
+46,5.7,2.5,5.0,2.0,Iris-virginica
+47,6.3,2.9,5.3,1.8,Iris-virginica
+48,6.1,2.8,4.0,1.3,Iris-versicolor
+49,5.5,2.6,4.0,1.3,Iris-versicolor
+50,5.1,2.5,4.0,1.3,Iris-versicolor
+51,5.4,3.8,1.4,0.2,Iris-setosa
+52,5.8,3.0,4.5,1.8,Iris-versicolor
+53,5.1,3.5,1.7,0.2,Iris-setosa
+54,5.0,2.7,3.2,1.0,Iris-versicolor
+55,6.3,3.0,4.1,1.5,Iris-versicolor
+56,5.9,3.5,4.5,1.7,Iris-versicolor
+57,5.9,2.7,5.1,1.8,Iris-virginica
+58,4.8,3.0,1.4,0.2,Iris-setosa
+59,6.3,3.0,4.1,1.5,Iris-versicolor
+60,7.7,3.8,6.7,2.5,Iris-virginica
+61,6.1,3.0,5.9,2.1,Iris-virginica
+62,4.9,3.1,1.5,0.4,Iris-setosa
+63,6.4,2.9,5.3,1.8,Iris-virginica
+64,5.1,3.0,5.1,1.4,Iris-virginica
+65,4.9,3.0,1.3,0.2,Iris-setosa
+66,4.4,3.2,1.3,0.2,Iris-setosa
+67,5.6,3.0,4.2,1.3,Iris-versicolor
+68,6.7,3.0,5.7,2.4,Iris-virginica
+69,6.0,3.2,4.4,1.0,Iris-versicolor
+70,6.0,2.2,5.1,1.9,Iris-virginica
+71,6.4,3.2,4.3,1.3,Iris-versicolor
+72,5.7,2.7,4.2,1.3,Iris-versicolor
+73,6.1,2.8,5.7,2.5,Iris-virginica
+74,6.7,3.0,5.7,2.4,Iris-virginica
+75,4.4,3.1,1.4,0.2,Iris-setosa
+76,5.7,2.3,5.7,2.0,Iris-virginica
+77,7.6,3.0,5.1,2.1,Iris-virginica
+78,5.6,3.0,4.9,1.7,Iris-versicolor
+79,6.4,3.2,5.3,2.3,Iris-virginica
+80,6.3,3.2,4.5,1.8,Iris-virginica
+81,5.9,3.0,4.5,1.5,Iris-versicolor
+82,5.5,2.6,4.1,1.3,Iris-versicolor
+83,5.7,2.9,5.9,2.4,Iris-virginica
+84,5.2,3.7,1.6,0.4,Iris-setosa
+85,5.5,2.7,5.5,1.8,Iris-virginica
+86,5.7,2.8,4.1,1.5,Iris-versicolor
+87,4.4,3.2,1.5,0.2,Iris-setosa
+88,7.6,3.2,6.0,2.3,Iris-virginica
+89,5.9,3.4,1.6,0.6,Iris-setosa
+90,5.4,3.1,1.5,0.1,Iris-setosa
+91,5.7,3.0,4.2,1.2,Iris-versicolor
+92,5.3,3.5,1.6,0.8,Iris-setosa
+93,4.6,2.9,4.3,1.3,Iris-versicolor
+94,4.6,3.4,1.4,0.2,Iris-setosa
+95,5.5,2.5,5.0,1.8,Iris-virginica
+96,5.7,2.8,4.2,2.3,Iris-versicolor
+97,4.9,2.7,5.5,1.7,Iris-virginica
+98,5.5,2.4,3.5,1.0,Iris-versicolor
+99,6.4,3.2,5.3,2.3,Iris-virginica
+100,7.3,2.8,5.1,2.1,Iris-virginica
+101,5.5,3.3,1.0,0.3,Iris-setosa
+102,6.4,2.9,5.6,1.8,Iris-virginica
+103,5.7,2.8,4.1,1.5,Iris-versicolor
+104,5.8,2.7,5.1,1.9,Iris-virginica
+105,5.1,3.5,1.0,0.3,Iris-setosa
+106,6.2,3.4,4.7,1.5,Iris-versicolor
+107,6.2,2.9,5.3,1.9,Iris-virginica
+108,5.4,3.2,4.5,1.5,Iris-versicolor
+109,5.6,3.0,5.1,2.5,Iris-virginica
+110,6.1,3.2,4.7,1.4,Iris-virginica
+111,5.5,2.7,3.9,1.1,Iris-versicolor
+112,4.8,2.9,1.3,0.3,Iris-setosa
+113,5.8,2.7,3.9,1.1,Iris-versicolor
+114,6.3,3.2,5.3,2.3,Iris-virginica
+115,7.2,2.8,6.1,2.3,Iris-virginica
+116,6.7,3.1,5.5,2.4,Iris-virginica
+117,5.1,3.5,1.6,0.4,Iris-setosa
+118,6.4,3.3,5.7,2.5,Iris-virginica
+119,5.8,2.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/1/22/test.csv b/iris/realtabformer/1/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/22/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/22/train.csv b/iris/realtabformer/1/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/22/val.csv b/iris/realtabformer/1/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/22/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/23/synth.csv b/iris/realtabformer/1/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1e9597c857647df34a838a970385df27cdb035a9
--- /dev/null
+++ b/iris/realtabformer/1/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.0,2.2,5.0,1.5,Iris-virginica
+1,4.9,3.2,1.7,0.2,Iris-setosa
+2,4.6,3.4,1.4,0.3,Iris-setosa
+3,5.0,2.0,5.1,1.8,Iris-virginica
+4,4.6,3.0,1.4,0.2,Iris-setosa
+5,5.8,3.0,4.1,1.2,Iris-versicolor
+6,6.9,2.8,4.1,1.5,Iris-versicolor
+7,7.8,2.8,6.1,1.9,Iris-virginica
+8,4.9,3.4,1.3,0.2,Iris-setosa
+9,5.9,3.5,4.0,1.5,Iris-versicolor
+10,4.9,3.0,1.5,0.1,Iris-setosa
+11,4.6,2.3,4.3,1.3,Iris-versicolor
+12,4.8,2.6,3.3,1.0,Iris-virginica
+13,6.3,2.5,5.6,1.8,Iris-virginica
+14,5.7,2.8,5.1,2.0,Iris-virginica
+15,5.1,3.5,1.6,0.3,Iris-setosa
+16,5.1,3.0,4.2,1.2,Iris-versicolor
+17,6.3,2.8,5.6,1.8,Iris-virginica
+18,5.5,2.8,4.0,1.4,Iris-versicolor
+19,4.5,3.2,1.3,0.2,Iris-setosa
+20,6.3,2.8,5.5,2.1,Iris-virginica
+21,6.2,2.9,4.3,1.3,Iris-versicolor
+22,5.1,3.6,1.4,0.4,Iris-setosa
+23,6.2,2.4,5.7,1.8,Iris-virginica
+24,6.3,2.4,5.4,1.8,Iris-virginica
+25,5.8,2.8,4.1,1.3,Iris-versicolor
+26,6.3,2.9,4.9,1.8,Iris-virginica
+27,5.7,3.8,4.7,1.5,Iris-versicolor
+28,4.9,3.2,1.0,0.5,Iris-setosa
+29,5.4,2.7,1.1,0.4,Iris-setosa
+30,4.9,3.0,1.5,0.1,Iris-setosa
+31,6.2,3.1,5.5,2.1,Iris-virginica
+32,5.1,2.8,3.6,1.0,Iris-versicolor
+33,6.3,2.9,5.6,1.9,Iris-virginica
+34,5.4,3.4,1.4,0.2,Iris-setosa
+35,5.5,2.3,3.0,1.0,Iris-versicolor
+36,5.0,3.6,1.4,0.2,Iris-setosa
+37,5.5,2.7,4.1,1.3,Iris-versicolor
+38,5.6,2.7,3.9,0.4,Iris-setosa
+39,6.7,3.1,5.4,2.1,Iris-virginica
+40,6.4,2.2,5.3,1.9,Iris-virginica
+41,5.0,2.3,3.0,1.0,Iris-versicolor
+42,5.0,2.3,3.3,1.0,Iris-versicolor
+43,4.9,3.4,1.3,0.2,Iris-setosa
+44,5.5,2.5,3.0,1.1,Iris-versicolor
+45,5.7,3.0,4.5,1.5,Iris-versicolor
+46,5.8,2.6,5.0,1.2,Iris-virginica
+47,5.7,3.7,5.9,2.4,Iris-virginica
+48,6.3,2.7,5.1,1.9,Iris-virginica
+49,6.7,3.1,4.5,1.4,Iris-versicolor
+50,6.1,3.4,1.6,0.4,Iris-setosa
+51,4.4,3.1,1.3,0.2,Iris-setosa
+52,4.6,3.0,1.4,0.2,Iris-setosa
+53,5.0,3.2,1.4,0.2,Iris-setosa
+54,5.1,3.5,1.6,0.4,Iris-setosa
+55,5.4,2.5,4.0,1.3,Iris-versicolor
+56,5.5,2.5,4.0,1.3,Iris-versicolor
+57,4.3,3.4,1.6,0.2,Iris-setosa
+58,5.0,3.4,1.3,0.2,Iris-setosa
+59,5.0,2.5,4.0,1.3,Iris-versicolor
+60,5.2,3.4,3.6,1.1,Iris-versicolor
+61,5.4,2.9,4.3,1.3,Iris-versicolor
+62,4.9,3.1,1.4,0.2,Iris-setosa
+63,6.3,2.5,5.0,1.9,Iris-virginica
+64,5.6,4.8,4.7,1.3,Iris-versicolor
+65,6.3,4.3,4.9,1.8,Iris-versicolor
+66,5.4,3.4,1.4,0.2,Iris-setosa
+67,6.0,2.2,4.4,1.3,Iris-versicolor
+68,5.5,2.6,4.9,1.5,Iris-versicolor
+69,5.8,3.0,5.1,1.9,Iris-virginica
+70,6.1,2.5,4.0,1.3,Iris-versicolor
+71,6.8,3.9,4.7,1.8,Iris-virginica
+72,6.4,2.9,5.3,2.3,Iris-virginica
+73,6.4,3.2,4.3,1.3,Iris-versicolor
+74,5.7,4.7,5.2,1.2,Iris-virginica
+75,5.0,2.2,4.0,1.3,Iris-versicolor
+76,4.6,3.0,1.4,0.2,Iris-setosa
+77,5.5,2.5,5.0,1.9,Iris-virginica
+78,5.7,3.4,5.7,2.2,Iris-virginica
+79,5.1,3.5,1.4,0.3,Iris-setosa
+80,6.4,2.9,4.3,1.5,Iris-versicolor
+81,5.6,2.8,4.1,2.3,Iris-versicolor
+82,6.3,2.9,5.3,1.8,Iris-virginica
+83,6.1,3.0,5.6,2.5,Iris-virginica
+84,6.4,3.0,5.5,1.9,Iris-virginica
+85,4.9,2.9,4.3,1.7,Iris-virginica
+86,6.1,3.0,5.5,1.1,Iris-virginica
+87,5.6,3.0,1.2,0.3,Iris-setosa
+88,7.0,3.2,6.7,2.2,Iris-virginica
+89,6.1,3.1,5.6,2.1,Iris-virginica
+90,5.0,3.2,1.5,0.2,Iris-setosa
+91,5.1,3.5,1.0,0.5,Iris-setosa
+92,5.0,3.2,1.4,0.2,Iris-setosa
+93,5.5,2.7,5.1,1.8,Iris-virginica
+94,4.6,3.4,1.4,0.2,Iris-setosa
+95,5.5,2.5,4.0,1.3,Iris-versicolor
+96,7.7,3.5,6.0,2.3,Iris-virginica
+97,5.8,2.5,4.9,1.4,Iris-versicolor
+98,5.1,2.7,4.5,1.4,Iris-versicolor
+99,5.5,2.5,4.0,1.3,Iris-versicolor
+100,4.4,3.4,1.3,0.2,Iris-setosa
+101,7.9,3.1,6.6,2.1,Iris-virginica
+102,6.2,3.1,5.6,2.1,Iris-virginica
+103,5.0,3.5,1.9,0.2,Iris-setosa
+104,5.8,3.4,1.6,0.2,Iris-setosa
+105,6.7,3.0,5.0,2.3,Iris-virginica
+106,6.3,2.9,4.6,1.8,Iris-virginica
+107,7.2,3.2,6.6,2.0,Iris-virginica
+108,6.7,3.1,5.6,2.4,Iris-virginica
+109,5.9,3.0,4.4,1.3,Iris-versicolor
+110,4.8,2.4,3.0,1.0,Iris-versicolor
+111,4.4,3.4,1.4,0.2,Iris-setosa
+112,5.2,2.5,5.0,2.3,Iris-virginica
+113,6.1,3.1,5.6,2.1,Iris-virginica
+114,5.6,3.4,3.5,1.0,Iris-versicolor
+115,5.8,2.8,4.1,1.3,Iris-versicolor
+116,6.4,3.0,4.5,1.8,Iris-virginica
+117,5.0,3.4,1.5,0.2,Iris-setosa
+118,4.9,3.1,1.9,0.1,Iris-setosa
+119,5.0,2.7,3.9,1.0,Iris-versicolor
diff --git a/iris/realtabformer/1/23/test.csv b/iris/realtabformer/1/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/23/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/23/train.csv b/iris/realtabformer/1/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/23/val.csv b/iris/realtabformer/1/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/23/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/24/synth.csv b/iris/realtabformer/1/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..15c468749c133f2559a194789a1a069ce657f4a3
--- /dev/null
+++ b/iris/realtabformer/1/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,3.4,1.2,0.2,Iris-setosa
+1,6.0,3.0,5.6,1.5,Iris-versicolor
+2,4.9,3.2,4.4,1.5,Iris-virginica
+3,5.4,3.7,1.5,0.2,Iris-setosa
+4,6.0,3.2,5.2,2.0,Iris-virginica
+5,5.1,3.7,1.5,0.4,Iris-setosa
+6,6.3,3.0,5.9,2.5,Iris-virginica
+7,4.6,2.3,3.3,1.0,Iris-versicolor
+8,5.0,3.5,1.5,0.6,Iris-setosa
+9,6.3,2.5,5.9,1.8,Iris-virginica
+10,6.3,2.7,5.5,1.8,Iris-virginica
+11,6.3,3.3,5.1,2.4,Iris-virginica
+12,4.8,2.3,1.0,0.2,Iris-setosa
+13,5.5,2.7,4.5,1.5,Iris-versicolor
+14,6.3,3.4,5.6,2.1,Iris-virginica
+15,5.6,3.0,5.5,2.1,Iris-virginica
+16,5.4,3.7,1.5,0.4,Iris-setosa
+17,5.4,3.7,1.6,0.4,Iris-setosa
+18,5.5,4.2,1.4,0.2,Iris-setosa
+19,5.7,2.5,4.0,1.3,Iris-versicolor
+20,6.7,3.1,5.7,2.3,Iris-virginica
+21,5.0,3.3,1.4,0.2,Iris-setosa
+22,5.7,3.3,1.7,0.2,Iris-setosa
+23,5.8,2.7,5.2,1.4,Iris-virginica
+24,4.9,3.4,1.3,0.2,Iris-setosa
+25,6.3,2.8,5.6,2.4,Iris-virginica
+26,7.2,3.9,6.3,2.3,Iris-virginica
+27,5.1,2.5,3.0,1.1,Iris-versicolor
+28,5.0,2.2,4.0,1.2,Iris-versicolor
+29,6.3,2.9,4.6,1.8,Iris-virginica
+30,4.9,3.3,1.5,0.2,Iris-setosa
+31,6.2,3.2,5.7,2.5,Iris-virginica
+32,5.7,3.0,1.4,0.2,Iris-setosa
+33,5.0,3.0,1.4,0.2,Iris-setosa
+34,6.3,2.9,4.9,1.5,Iris-versicolor
+35,5.0,2.5,5.0,1.0,Iris-virginica
+36,6.3,2.9,5.3,1.8,Iris-virginica
+37,5.4,3.3,1.9,0.2,Iris-setosa
+38,5.7,3.0,4.2,1.2,Iris-versicolor
+39,5.8,3.5,1.9,0.4,Iris-setosa
+40,5.1,3.2,1.6,0.1,Iris-setosa
+41,4.6,3.2,1.3,0.2,Iris-setosa
+42,5.0,3.3,1.5,0.2,Iris-setosa
+43,5.6,3.8,4.7,1.3,Iris-versicolor
+44,6.9,2.2,5.0,1.7,Iris-virginica
+45,5.0,2.5,4.0,1.0,Iris-versicolor
+46,6.3,2.6,4.2,1.3,Iris-virginica
+47,5.8,3.6,1.6,0.1,Iris-setosa
+48,4.8,2.4,3.6,1.0,Iris-versicolor
+49,5.8,2.7,4.2,1.2,Iris-versicolor
+50,5.5,2.7,3.0,1.0,Iris-versicolor
+51,5.7,2.7,5.2,2.2,Iris-virginica
+52,5.8,3.4,1.9,0.2,Iris-setosa
+53,4.9,3.1,1.4,0.2,Iris-setosa
+54,6.3,2.8,4.9,1.8,Iris-virginica
+55,7.7,3.0,5.1,2.1,Iris-virginica
+56,5.7,2.8,3.0,1.0,Iris-versicolor
+57,6.9,2.9,5.7,1.9,Iris-virginica
+58,5.8,2.7,5.2,2.4,Iris-virginica
+59,5.8,2.7,5.1,1.9,Iris-virginica
+60,6.3,2.5,4.0,1.3,Iris-versicolor
+61,4.8,3.4,1.6,0.2,Iris-setosa
+62,4.8,3.4,1.6,0.1,Iris-setosa
+63,6.3,2.3,5.0,1.8,Iris-virginica
+64,5.7,3.0,4.2,1.3,Iris-versicolor
+65,6.7,3.0,5.0,2.3,Iris-virginica
+66,7.6,2.9,4.7,1.3,Iris-versicolor
+67,5.0,2.8,3.1,1.0,Iris-versicolor
+68,6.3,2.7,5.9,1.8,Iris-virginica
+69,5.4,3.5,1.5,0.4,Iris-setosa
+70,6.4,3.3,5.7,2.5,Iris-virginica
+71,5.4,3.6,1.4,0.2,Iris-setosa
+72,6.3,2.9,4.6,1.9,Iris-versicolor
+73,6.4,3.1,5.5,2.0,Iris-virginica
+74,5.0,3.7,1.5,0.2,Iris-setosa
+75,4.4,3.2,4.3,1.2,Iris-versicolor
+76,4.9,3.1,1.5,0.1,Iris-setosa
+77,4.9,3.1,1.4,0.1,Iris-setosa
+78,4.9,2.4,3.9,1.0,Iris-versicolor
+79,5.1,3.5,1.4,0.2,Iris-setosa
+80,6.4,3.1,5.5,1.4,Iris-virginica
+81,7.0,3.2,4.3,1.3,Iris-versicolor
+82,5.5,2.7,4.2,1.3,Iris-versicolor
+83,5.4,2.4,3.5,1.1,Iris-versicolor
+84,4.8,3.4,1.6,0.2,Iris-setosa
+85,6.4,3.0,5.5,2.5,Iris-virginica
+86,5.0,3.3,1.3,0.2,Iris-setosa
+87,5.5,2.5,4.0,1.3,Iris-versicolor
+88,6.8,2.8,5.1,2.0,Iris-virginica
+89,4.9,3.1,1.5,0.1,Iris-setosa
+90,5.7,2.8,4.0,2.0,Iris-versicolor
+91,4.8,3.4,1.6,0.2,Iris-setosa
+92,6.3,2.5,5.0,2.0,Iris-virginica
+93,4.9,3.1,1.5,0.1,Iris-setosa
+94,4.9,3.4,1.4,0.2,Iris-setosa
+95,4.9,3.5,1.7,0.1,Iris-virginica
+96,7.3,2.8,6.6,2.1,Iris-virginica
+97,6.3,2.7,5.1,1.9,Iris-virginica
+98,5.5,2.4,3.0,1.0,Iris-versicolor
+99,6.5,2.3,4.0,1.0,Iris-versicolor
+100,5.0,3.4,3.5,0.1,Iris-setosa
+101,4.9,3.4,1.3,0.2,Iris-setosa
+102,5.5,2.3,4.0,1.3,Iris-versicolor
+103,6.1,3.0,5.6,2.4,Iris-virginica
+104,5.5,2.8,4.0,1.3,Iris-versicolor
+105,4.7,3.0,1.7,0.2,Iris-setosa
+106,5.9,2.0,5.1,1.9,Iris-virginica
+107,5.5,2.5,4.0,1.8,Iris-versicolor
+108,5.5,2.5,4.0,1.0,Iris-versicolor
+109,7.3,3.0,5.1,2.1,Iris-virginica
+110,4.5,2.5,4.0,1.7,Iris-virginica
+111,5.9,3.5,1.4,0.2,Iris-setosa
+112,5.0,3.0,1.6,0.2,Iris-setosa
+113,5.5,2.6,4.0,1.5,Iris-versicolor
+114,4.9,2.5,3.3,1.0,Iris-virginica
+115,5.5,2.7,4.9,1.8,Iris-versicolor
+116,6.0,3.2,4.4,1.5,Iris-versicolor
+117,6.3,2.9,4.3,1.3,Iris-versicolor
+118,5.8,3.0,1.2,0.2,Iris-setosa
+119,5.5,2.3,4.5,1.5,Iris-versicolor
diff --git a/iris/realtabformer/1/24/test.csv b/iris/realtabformer/1/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/24/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/24/train.csv b/iris/realtabformer/1/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/24/val.csv b/iris/realtabformer/1/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/24/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/25/synth.csv b/iris/realtabformer/1/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f45d2904c8fda607ba6f443033fa5a735c1889f7
--- /dev/null
+++ b/iris/realtabformer/1/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,2.9,4.2,1.2,Iris-versicolor
+1,6.0,3.2,4.0,1.3,Iris-versicolor
+2,5.0,2.9,4.3,1.0,Iris-versicolor
+3,6.4,3.1,5.3,2.4,Iris-virginica
+4,6.3,3.4,5.6,2.4,Iris-virginica
+5,6.0,3.2,4.7,1.8,Iris-versicolor
+6,5.0,2.4,3.8,1.0,Iris-versicolor
+7,6.3,3.1,5.5,2.1,Iris-virginica
+8,6.0,2.5,4.6,1.5,Iris-versicolor
+9,6.3,2.5,5.9,1.8,Iris-virginica
+10,5.6,3.0,5.1,2.1,Iris-virginica
+11,6.1,2.9,4.6,1.4,Iris-versicolor
+12,5.6,3.0,4.2,1.3,Iris-versicolor
+13,4.6,3.1,1.5,0.1,Iris-setosa
+14,4.5,3.2,1.4,0.2,Iris-setosa
+15,5.0,2.5,3.0,1.2,Iris-versicolor
+16,6.3,2.5,5.6,1.8,Iris-virginica
+17,5.5,2.8,4.1,1.3,Iris-versicolor
+18,5.6,2.7,4.2,1.3,Iris-versicolor
+19,6.3,3.3,5.6,2.1,Iris-virginica
+20,5.4,2.7,5.1,1.9,Iris-virginica
+21,4.9,3.0,1.5,0.1,Iris-setosa
+22,6.3,2.5,5.3,1.8,Iris-virginica
+23,5.4,3.9,1.2,0.2,Iris-setosa
+24,6.7,3.2,5.7,2.5,Iris-virginica
+25,7.2,2.8,6.9,2.0,Iris-virginica
+26,4.9,3.1,1.4,0.1,Iris-setosa
+27,5.9,3.4,3.5,1.1,Iris-versicolor
+28,5.7,3.3,4.7,1.3,Iris-versicolor
+29,4.7,2.4,3.6,1.1,Iris-versicolor
+30,6.5,2.3,5.1,2.4,Iris-virginica
+31,6.7,2.3,5.0,2.0,Iris-virginica
+32,7.7,3.3,6.7,2.2,Iris-virginica
+33,7.6,3.0,4.1,1.3,Iris-virginica
+34,6.2,2.7,5.9,1.8,Iris-virginica
+35,5.8,2.7,5.1,1.9,Iris-virginica
+36,6.3,2.9,5.6,1.8,Iris-virginica
+37,6.5,2.8,5.1,1.9,Iris-virginica
+38,5.9,3.8,4.9,1.5,Iris-versicolor
+39,4.9,3.1,1.4,0.1,Iris-setosa
+40,5.6,2.7,4.9,1.5,Iris-versicolor
+41,6.0,3.2,4.7,1.5,Iris-versicolor
+42,6.6,2.9,4.3,1.3,Iris-virginica
+43,4.6,3.9,1.3,0.3,Iris-setosa
+44,6.7,2.8,4.7,1.3,Iris-virginica
+45,6.1,3.0,4.6,1.5,Iris-versicolor
+46,5.0,3.2,1.4,0.2,Iris-setosa
+47,5.8,2.4,3.9,1.2,Iris-versicolor
+48,6.3,2.5,4.0,1.8,Iris-virginica
+49,6.7,2.8,5.7,2.4,Iris-virginica
+50,4.6,3.4,1.4,0.2,Iris-setosa
+51,5.0,3.2,1.4,0.2,Iris-setosa
+52,6.5,2.6,4.0,1.3,Iris-versicolor
+53,6.1,3.0,5.9,1.8,Iris-virginica
+54,5.9,2.5,4.0,1.5,Iris-versicolor
+55,4.6,3.0,1.5,0.2,Iris-setosa
+56,6.3,3.0,4.1,1.5,Iris-virginica
+57,5.1,3.4,1.5,0.4,Iris-setosa
+58,5.6,3.0,5.1,2.3,Iris-virginica
+59,4.4,3.1,1.3,0.2,Iris-setosa
+60,5.1,3.5,1.4,0.2,Iris-setosa
+61,6.3,2.4,5.4,1.4,Iris-virginica
+62,5.4,3.4,1.3,0.2,Iris-setosa
+63,5.4,3.2,1.7,0.2,Iris-setosa
+64,5.0,3.4,1.6,0.2,Iris-setosa
+65,5.0,3.0,4.5,1.4,Iris-versicolor
+66,7.4,3.0,5.3,1.9,Iris-virginica
+67,6.3,2.7,4.5,1.8,Iris-virginica
+68,5.0,3.4,1.6,0.2,Iris-setosa
+69,5.0,3.2,1.6,0.2,Iris-setosa
+70,6.7,2.8,4.7,1.5,Iris-versicolor
+71,5.0,3.9,1.4,0.2,Iris-setosa
+72,7.2,3.0,5.0,1.5,Iris-virginica
+73,4.9,3.1,1.4,0.1,Iris-setosa
+74,5.0,2.5,4.0,1.2,Iris-versicolor
+75,4.4,3.0,1.3,0.2,Iris-setosa
+76,5.5,2.6,4.4,1.3,Iris-versicolor
+77,4.6,3.2,1.4,0.2,Iris-setosa
+78,5.7,2.8,4.1,2.3,Iris-versicolor
+79,6.5,2.8,5.0,2.3,Iris-virginica
+80,4.8,3.4,1.5,0.2,Iris-setosa
+81,5.0,3.2,1.5,0.2,Iris-setosa
+82,4.9,3.1,1.5,0.1,Iris-setosa
+83,6.3,3.4,5.7,2.3,Iris-virginica
+84,6.4,2.9,5.3,1.9,Iris-virginica
+85,6.9,3.1,4.4,1.5,Iris-virginica
+86,5.4,2.2,4.0,1.2,Iris-versicolor
+87,5.1,3.5,4.0,1.3,Iris-versicolor
+88,5.0,3.2,1.4,0.2,Iris-setosa
+89,6.3,2.8,5.1,2.5,Iris-virginica
+90,4.9,3.4,1.3,0.1,Iris-setosa
+91,5.5,2.8,4.7,1.3,Iris-versicolor
+92,5.5,2.3,4.0,1.5,Iris-versicolor
+93,6.1,3.3,4.0,1.3,Iris-versicolor
+94,5.1,3.5,1.4,0.3,Iris-setosa
+95,4.9,3.0,1.5,0.7,Iris-setosa
+96,6.3,2.8,5.4,1.8,Iris-virginica
+97,5.1,3.4,1.4,0.2,Iris-setosa
+98,6.0,3.2,5.3,2.0,Iris-virginica
+99,4.9,3.1,1.5,0.1,Iris-setosa
+100,5.1,3.8,1.6,0.4,Iris-setosa
+101,5.6,3.0,4.1,1.3,Iris-versicolor
+102,6.3,2.5,5.6,1.9,Iris-virginica
+103,4.6,3.4,1.4,0.2,Iris-setosa
+104,4.8,3.0,1.3,0.2,Iris-setosa
+105,4.5,2.3,4.3,1.3,Iris-versicolor
+106,5.8,3.0,1.5,0.2,Iris-setosa
+107,7.6,3.0,6.0,2.3,Iris-virginica
+108,5.7,2.8,4.2,2.3,Iris-virginica
+109,6.7,3.2,5.7,2.4,Iris-virginica
+110,5.4,3.9,1.3,0.2,Iris-setosa
+111,6.6,2.9,4.7,1.3,Iris-versicolor
+112,4.7,3.2,1.4,0.2,Iris-setosa
+113,4.4,3.2,1.3,0.2,Iris-setosa
+114,4.9,3.1,1.4,0.2,Iris-setosa
+115,5.0,3.0,4.5,1.8,Iris-versicolor
+116,4.9,3.1,1.4,0.1,Iris-setosa
+117,5.1,3.4,1.5,0.4,Iris-setosa
+118,5.1,4.5,1.7,0.2,Iris-setosa
+119,6.4,3.2,5.3,2.3,Iris-virginica
diff --git a/iris/realtabformer/1/25/test.csv b/iris/realtabformer/1/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/25/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/25/train.csv b/iris/realtabformer/1/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/25/val.csv b/iris/realtabformer/1/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/25/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/26/synth.csv b/iris/realtabformer/1/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..db0573f64be09be7c97d705526ddf97ecf224417
--- /dev/null
+++ b/iris/realtabformer/1/26/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-virginica
+1,5.0,3.2,1.5,0.2,Iris-setosa
+2,6.2,2.9,4.3,1.3,Iris-versicolor
+3,5.5,2.7,4.5,1.0,Iris-versicolor
+4,5.5,2.7,5.2,1.2,Iris-virginica
+5,4.9,3.4,1.6,0.1,Iris-setosa
+6,5.2,3.4,1.4,0.2,Iris-setosa
+7,6.3,2.3,5.0,1.8,Iris-virginica
+8,6.5,2.2,4.0,1.3,Iris-versicolor
+9,7.2,3.2,6.4,1.8,Iris-virginica
+10,6.4,2.8,4.0,1.3,Iris-versicolor
+11,5.1,2.5,4.0,1.5,Iris-versicolor
+12,5.1,3.7,1.5,0.4,Iris-setosa
+13,5.1,2.7,3.9,1.1,Iris-versicolor
+14,5.1,2.8,3.6,2.4,Iris-versicolor
+15,6.1,3.8,5.6,2.4,Iris-virginica
+16,5.3,3.5,1.7,0.5,Iris-setosa
+17,4.9,3.4,1.3,0.3,Iris-setosa
+18,5.4,2.9,4.1,1.5,Iris-versicolor
+19,5.9,2.9,4.6,1.0,Iris-versicolor
+20,4.8,3.4,1.4,0.2,Iris-setosa
+21,5.1,3.0,1.2,0.2,Iris-setosa
+22,6.5,2.8,5.7,2.0,Iris-virginica
+23,6.7,2.9,4.3,1.8,Iris-versicolor
+24,6.7,2.8,4.7,1.5,Iris-versicolor
+25,4.9,3.1,4.5,1.7,Iris-virginica
+26,4.9,3.1,1.4,0.2,Iris-setosa
+27,5.9,3.0,5.5,2.1,Iris-virginica
+28,5.0,3.2,1.5,0.2,Iris-setosa
+29,5.8,2.4,3.1,1.0,Iris-versicolor
+30,5.8,3.7,1.2,0.2,Iris-setosa
+31,5.7,2.8,3.5,1.0,Iris-versicolor
+32,5.0,3.0,4.1,1.3,Iris-versicolor
+33,7.7,2.9,6.7,2.0,Iris-virginica
+34,5.7,3.0,4.5,1.6,Iris-versicolor
+35,6.5,2.3,4.7,1.5,Iris-versicolor
+36,4.3,3.4,1.3,0.3,Iris-setosa
+37,5.4,3.9,1.4,0.2,Iris-setosa
+38,6.0,2.5,4.0,1.0,Iris-versicolor
+39,5.0,3.0,1.5,0.2,Iris-setosa
+40,7.2,3.0,5.8,2.1,Iris-virginica
+41,4.9,3.9,1.4,0.2,Iris-setosa
+42,5.4,3.2,4.3,1.3,Iris-versicolor
+43,6.7,2.7,5.9,1.4,Iris-virginica
+44,6.3,2.9,5.6,1.8,Iris-virginica
+45,6.0,3.0,5.5,2.5,Iris-virginica
+46,6.4,3.2,5.7,1.8,Iris-virginica
+47,5.1,3.4,1.4,0.2,Iris-setosa
+48,6.3,2.9,5.6,1.8,Iris-virginica
+49,5.0,3.2,1.0,0.2,Iris-setosa
+50,5.4,3.5,1.4,0.2,Iris-setosa
+51,5.7,2.8,3.1,2.0,Iris-versicolor
+52,7.7,2.8,6.6,2.0,Iris-virginica
+53,6.7,2.9,5.0,1.5,Iris-virginica
+54,5.0,2.6,4.5,1.2,Iris-versicolor
+55,4.8,3.4,1.5,0.2,Iris-setosa
+56,5.8,2.4,3.9,1.0,Iris-versicolor
+57,5.0,3.0,1.4,0.2,Iris-setosa
+58,6.1,2.3,5.0,1.3,Iris-virginica
+59,6.1,3.2,5.7,2.3,Iris-virginica
+60,5.1,3.5,1.0,0.3,Iris-setosa
+61,5.1,3.0,4.0,1.5,Iris-versicolor
+62,5.7,2.7,4.1,1.5,Iris-versicolor
+63,6.3,3.4,5.6,2.1,Iris-virginica
+64,5.7,3.2,4.7,1.3,Iris-versicolor
+65,4.9,3.1,1.4,0.1,Iris-setosa
+66,5.0,3.2,1.0,0.2,Iris-setosa
+67,4.6,3.0,1.1,0.3,Iris-setosa
+68,5.9,3.0,5.1,1.8,Iris-virginica
+69,5.6,2.9,4.4,1.3,Iris-versicolor
+70,5.5,2.9,4.6,1.0,Iris-versicolor
+71,5.2,2.7,4.9,1.5,Iris-versicolor
+72,5.7,3.0,5.2,2.2,Iris-virginica
+73,5.0,3.5,1.4,0.2,Iris-setosa
+74,5.7,2.8,3.6,1.4,Iris-versicolor
+75,4.4,3.2,1.3,0.2,Iris-setosa
+76,5.0,2.6,4.1,1.5,Iris-versicolor
+77,5.0,2.5,5.0,1.0,Iris-virginica
+78,6.7,3.1,5.5,2.4,Iris-virginica
+79,5.1,3.5,1.7,0.4,Iris-setosa
+80,7.3,2.8,6.9,1.9,Iris-virginica
+81,5.1,3.0,1.4,0.2,Iris-setosa
+82,5.0,2.5,3.3,1.0,Iris-versicolor
+83,5.5,2.0,4.2,1.0,Iris-versicolor
+84,5.7,3.8,1.7,0.2,Iris-setosa
+85,5.2,3.7,4.5,1.5,Iris-versicolor
+86,6.3,2.4,5.0,1.8,Iris-virginica
+87,6.4,3.1,5.6,2.1,Iris-virginica
+88,5.7,3.3,1.7,0.2,Iris-setosa
+89,5.1,3.7,1.5,0.2,Iris-setosa
+90,6.3,2.8,4.9,1.5,Iris-versicolor
+91,6.3,2.9,5.6,1.8,Iris-virginica
+92,7.6,3.0,5.1,2.5,Iris-virginica
+93,4.8,3.4,1.7,0.6,Iris-setosa
+94,5.1,3.5,1.4,0.3,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,6.3,2.7,5.5,1.8,Iris-virginica
+97,6.3,2.9,5.3,1.0,Iris-virginica
+98,5.1,3.5,1.4,0.3,Iris-setosa
+99,4.3,2.5,1.0,0.2,Iris-setosa
+100,5.6,2.9,4.4,1.3,Iris-versicolor
+101,4.6,3.4,1.4,0.2,Iris-setosa
+102,4.1,3.4,1.6,0.2,Iris-setosa
+103,5.4,2.9,4.5,1.5,Iris-versicolor
+104,6.3,2.5,5.0,1.9,Iris-virginica
+105,5.0,3.2,1.0,0.2,Iris-setosa
+106,4.4,3.2,1.3,0.2,Iris-setosa
+107,6.7,2.8,4.9,1.8,Iris-virginica
+108,5.0,3.2,1.6,0.6,Iris-setosa
+109,5.8,2.7,5.1,2.0,Iris-virginica
+110,4.6,3.1,1.5,0.2,Iris-setosa
+111,5.2,3.0,5.2,1.2,Iris-virginica
+112,4.4,3.2,1.3,0.2,Iris-setosa
+113,4.6,3.4,1.4,0.2,Iris-setosa
+114,6.5,3.0,5.6,1.8,Iris-virginica
+115,4.7,2.6,5.0,1.0,Iris-virginica
+116,5.8,3.4,5.2,2.2,Iris-virginica
+117,5.6,2.7,4.9,1.3,Iris-versicolor
+118,6.2,3.2,4.7,1.5,Iris-versicolor
+119,6.3,2.5,4.9,1.8,Iris-virginica
diff --git a/iris/realtabformer/1/26/test.csv b/iris/realtabformer/1/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/26/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/26/train.csv b/iris/realtabformer/1/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/26/val.csv b/iris/realtabformer/1/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/26/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/27/synth.csv b/iris/realtabformer/1/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..df20f537146364fdd92e496875cc78eb8e8085bb
--- /dev/null
+++ b/iris/realtabformer/1/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.2,2.9,4.3,1.3,Iris-versicolor
+1,4.4,3.2,1.3,0.2,Iris-setosa
+2,7.7,3.0,5.1,2.2,Iris-virginica
+3,5.0,3.2,1.4,0.2,Iris-setosa
+4,5.0,3.4,1.6,0.2,Iris-setosa
+5,5.0,2.3,3.3,1.0,Iris-versicolor
+6,7.7,2.8,6.1,2.3,Iris-virginica
+7,5.5,2.7,5.0,2.4,Iris-virginica
+8,4.9,3.1,1.5,0.1,Iris-setosa
+9,5.9,3.9,1.7,0.4,Iris-setosa
+10,5.0,3.0,4.3,1.0,Iris-versicolor
+11,7.2,3.9,6.7,2.2,Iris-virginica
+12,7.7,3.0,5.7,2.1,Iris-virginica
+13,5.1,2.9,4.0,1.4,Iris-versicolor
+14,5.1,3.5,1.4,0.3,Iris-setosa
+15,6.1,2.9,4.7,1.3,Iris-versicolor
+16,5.0,3.3,1.4,0.2,Iris-setosa
+17,5.0,2.0,4.7,1.0,Iris-versicolor
+18,6.2,2.7,5.9,1.9,Iris-virginica
+19,4.1,3.6,1.4,0.2,Iris-setosa
+20,5.8,2.7,5.1,2.1,Iris-virginica
+21,6.1,3.8,4.3,1.3,Iris-versicolor
+22,6.5,2.9,4.7,1.3,Iris-versicolor
+23,7.3,3.0,5.1,2.8,Iris-virginica
+24,5.7,3.3,1.5,0.3,Iris-setosa
+25,6.8,2.9,4.7,1.8,Iris-virginica
+26,6.4,3.6,5.3,1.2,Iris-virginica
+27,5.0,3.5,1.0,0.2,Iris-setosa
+28,7.7,3.0,5.5,2.1,Iris-virginica
+29,6.7,2.3,5.7,2.4,Iris-virginica
+30,5.0,3.5,1.0,0.2,Iris-setosa
+31,6.1,2.5,4.9,1.4,Iris-versicolor
+32,5.9,3.0,5.6,1.8,Iris-virginica
+33,7.7,3.8,6.7,2.0,Iris-virginica
+34,6.4,2.9,4.3,1.3,Iris-versicolor
+35,5.2,2.4,3.3,1.0,Iris-versicolor
+36,5.1,3.7,1.5,0.1,Iris-setosa
+37,6.3,3.4,5.3,2.6,Iris-virginica
+38,6.0,3.2,5.7,2.0,Iris-virginica
+39,6.4,3.2,5.3,2.3,Iris-virginica
+40,5.5,2.5,4.0,1.3,Iris-versicolor
+41,5.7,2.8,4.2,2.2,Iris-virginica
+42,5.7,2.8,4.5,1.2,Iris-versicolor
+43,5.0,2.5,4.0,1.3,Iris-versicolor
+44,4.9,2.5,4.0,1.0,Iris-virginica
+45,4.6,3.1,1.4,0.2,Iris-setosa
+46,5.8,2.4,3.1,1.1,Iris-versicolor
+47,6.3,3.4,5.6,2.1,Iris-virginica
+48,4.8,3.4,1.4,0.2,Iris-setosa
+49,5.1,3.8,1.6,0.2,Iris-setosa
+50,6.3,2.9,4.0,1.3,Iris-versicolor
+51,5.1,3.5,1.9,0.2,Iris-setosa
+52,4.9,3.2,1.0,0.2,Iris-setosa
+53,6.1,2.9,5.0,1.5,Iris-virginica
+54,5.0,3.2,4.4,1.3,Iris-versicolor
+55,6.7,2.9,4.7,1.5,Iris-versicolor
+56,7.7,3.0,5.1,2.4,Iris-virginica
+57,5.1,3.4,1.4,0.2,Iris-setosa
+58,5.4,2.6,4.4,1.5,Iris-versicolor
+59,6.9,2.9,4.4,1.1,Iris-versicolor
+60,4.8,3.4,1.4,0.2,Iris-setosa
+61,5.0,2.7,3.7,1.0,Iris-versicolor
+62,5.1,3.5,1.7,0.4,Iris-setosa
+63,5.5,2.3,4.4,1.3,Iris-versicolor
+64,5.0,3.2,1.2,0.2,Iris-setosa
+65,4.9,2.5,4.0,1.7,Iris-virginica
+66,4.3,3.1,1.4,0.1,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
+70,6.3,2.9,4.6,1.4,Iris-versicolor
+71,6.4,2.9,5.3,1.8,Iris-virginica
+72,5.6,3.4,4.5,1.5,Iris-versicolor
+73,6.1,2.9,4.9,1.4,Iris-versicolor
+74,6.7,3.1,5.5,2.1,Iris-virginica
+75,6.1,3.0,5.7,1.8,Iris-virginica
+76,6.3,3.0,4.6,1.5,Iris-versicolor
+77,6.3,2.5,4.9,1.8,Iris-versicolor
+78,5.8,2.7,5.2,2.2,Iris-virginica
+79,6.1,3.0,5.5,1.8,Iris-virginica
+80,7.7,3.0,5.0,2.1,Iris-virginica
+81,6.3,2.5,5.5,1.8,Iris-virginica
+82,5.4,2.5,4.3,1.4,Iris-virginica
+83,7.7,3.8,6.7,2.2,Iris-virginica
+84,5.1,2.8,3.6,1.4,Iris-versicolor
+85,6.2,3.1,5.6,2.1,Iris-virginica
+86,4.9,3.1,1.5,0.1,Iris-setosa
+87,6.3,2.9,4.2,1.3,Iris-versicolor
+88,6.3,2.7,5.1,1.9,Iris-virginica
+89,5.5,2.5,5.0,1.8,Iris-virginica
+90,4.6,3.4,1.3,0.2,Iris-setosa
+91,6.3,2.2,5.0,1.8,Iris-virginica
+92,5.6,2.7,4.9,1.4,Iris-versicolor
+93,6.3,2.6,4.6,1.5,Iris-versicolor
+94,7.2,3.2,6.4,2.1,Iris-virginica
+95,5.8,3.4,1.1,0.2,Iris-setosa
+96,5.6,3.7,1.2,0.4,Iris-setosa
+97,5.0,3.5,1.4,0.2,Iris-setosa
+98,4.4,3.2,1.3,0.2,Iris-setosa
+99,6.7,3.1,5.5,2.1,Iris-virginica
+100,5.0,2.3,3.3,1.0,Iris-versicolor
+101,5.5,2.4,3.2,1.0,Iris-versicolor
+102,7.3,2.8,6.1,2.5,Iris-virginica
+103,6.3,2.7,5.6,1.8,Iris-virginica
+104,5.8,2.7,5.1,1.9,Iris-virginica
+105,5.4,2.7,4.5,1.4,Iris-versicolor
+106,4.9,3.2,1.4,0.2,Iris-setosa
+107,6.2,2.9,4.3,1.3,Iris-versicolor
+108,6.7,3.1,5.6,2.1,Iris-virginica
+109,5.4,2.3,4.3,1.5,Iris-versicolor
+110,5.4,3.3,1.5,0.2,Iris-setosa
+111,5.7,3.2,4.2,1.2,Iris-versicolor
+112,5.1,3.5,1.4,0.3,Iris-setosa
+113,5.1,2.5,4.9,1.4,Iris-versicolor
+114,7.6,3.0,6.9,2.3,Iris-virginica
+115,6.2,2.5,4.9,1.3,Iris-versicolor
+116,6.1,3.0,4.6,1.4,Iris-versicolor
+117,7.4,3.0,6.5,1.8,Iris-virginica
+118,5.3,2.7,4.9,1.2,Iris-versicolor
+119,4.8,3.0,1.1,0.2,Iris-setosa
diff --git a/iris/realtabformer/1/27/test.csv b/iris/realtabformer/1/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/27/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/27/train.csv b/iris/realtabformer/1/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/27/val.csv b/iris/realtabformer/1/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/27/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/28/synth.csv b/iris/realtabformer/1/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7a76b8c8c72c30de3951372dc54fb636bb92d0f9
--- /dev/null
+++ b/iris/realtabformer/1/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,2.4,3.5,1.5,Iris-versicolor
+1,6.7,3.1,4.6,2.4,Iris-versicolor
+2,6.0,3.2,5.7,2.5,Iris-virginica
+3,6.6,2.8,4.0,2.3,Iris-virginica
+4,4.6,3.4,1.4,0.2,Iris-setosa
+5,6.4,2.9,4.3,1.5,Iris-versicolor
+6,7.1,3.8,6.6,2.2,Iris-virginica
+7,5.0,3.2,1.4,0.2,Iris-setosa
+8,5.0,3.5,1.4,0.2,Iris-setosa
+9,7.7,3.0,5.0,2.1,Iris-virginica
+10,5.5,2.9,3.2,1.0,Iris-versicolor
+11,6.7,3.0,5.7,2.4,Iris-virginica
+12,5.5,4.5,1.4,0.2,Iris-setosa
+13,4.2,3.4,1.4,0.2,Iris-setosa
+14,7.3,2.9,6.3,1.8,Iris-virginica
+15,5.7,3.4,3.5,1.0,Iris-versicolor
+16,4.4,3.1,1.5,0.2,Iris-setosa
+17,5.6,2.4,3.4,1.0,Iris-versicolor
+18,7.6,3.0,4.1,1.3,Iris-virginica
+19,6.6,2.9,4.7,1.4,Iris-versicolor
+20,6.7,3.1,5.5,2.4,Iris-virginica
+21,5.9,3.8,4.7,1.5,Iris-versicolor
+22,5.9,2.5,4.7,1.5,Iris-versicolor
+23,4.9,3.2,1.5,0.1,Iris-setosa
+24,6.4,2.9,4.3,1.8,Iris-virginica
+25,5.5,2.7,5.1,1.4,Iris-virginica
+26,5.7,3.5,1.0,0.3,Iris-setosa
+27,5.5,4.6,1.4,0.2,Iris-setosa
+28,5.0,3.0,1.2,0.2,Iris-setosa
+29,5.1,3.3,1.4,0.2,Iris-setosa
+30,6.0,3.0,5.5,1.8,Iris-virginica
+31,6.4,3.2,4.3,1.0,Iris-versicolor
+32,5.8,2.7,5.1,1.4,Iris-virginica
+33,5.0,2.5,4.0,1.0,Iris-versicolor
+34,6.8,3.0,5.1,1.8,Iris-virginica
+35,5.7,2.8,4.2,1.3,Iris-versicolor
+36,5.1,2.6,3.0,1.4,Iris-versicolor
+37,6.3,2.3,5.7,1.7,Iris-virginica
+38,6.3,2.5,4.0,1.4,Iris-versicolor
+39,6.4,3.2,4.3,1.3,Iris-versicolor
+40,5.1,3.3,1.3,0.4,Iris-setosa
+41,6.7,3.4,5.4,2.1,Iris-virginica
+42,5.2,3.7,1.6,0.2,Iris-setosa
+43,6.1,3.8,4.6,1.4,Iris-versicolor
+44,5.8,3.6,1.6,0.2,Iris-setosa
+45,6.4,2.8,4.9,1.3,Iris-versicolor
+46,5.7,3.3,1.7,0.2,Iris-setosa
+47,6.3,2.9,5.6,1.8,Iris-virginica
+48,7.6,2.8,4.0,1.3,Iris-virginica
+49,5.1,2.5,3.0,1.4,Iris-versicolor
+50,6.4,2.9,4.3,1.8,Iris-versicolor
+51,7.7,3.3,6.7,2.5,Iris-virginica
+52,6.3,2.9,4.6,1.8,Iris-virginica
+53,4.6,3.4,1.4,0.2,Iris-setosa
+54,5.6,2.8,4.0,2.3,Iris-versicolor
+55,5.4,2.7,4.5,1.5,Iris-versicolor
+56,6.4,2.2,4.3,1.3,Iris-versicolor
+57,5.0,3.2,1.4,0.2,Iris-setosa
+58,6.0,2.4,4.4,1.4,Iris-versicolor
+59,5.8,2.7,4.1,1.5,Iris-versicolor
+60,5.6,2.5,4.9,1.5,Iris-versicolor
+61,5.1,3.2,1.4,0.2,Iris-setosa
+62,7.2,3.0,4.9,1.8,Iris-virginica
+63,5.8,3.4,1.4,0.2,Iris-setosa
+64,5.1,2.5,4.0,1.3,Iris-versicolor
+65,4.9,3.1,1.4,0.2,Iris-setosa
+66,7.7,3.0,5.1,2.1,Iris-virginica
+67,6.4,2.9,4.3,1.3,Iris-versicolor
+68,5.7,4.4,1.2,0.2,Iris-setosa
+69,5.4,3.7,1.6,0.2,Iris-setosa
+70,5.1,3.5,1.6,0.4,Iris-setosa
+71,5.4,3.5,1.4,0.2,Iris-setosa
+72,5.1,3.3,1.6,0.2,Iris-setosa
+73,6.1,2.9,4.6,1.4,Iris-versicolor
+74,6.2,3.4,5.6,2.3,Iris-virginica
+75,5.6,3.0,4.1,1.5,Iris-versicolor
+76,6.7,3.1,5.3,2.4,Iris-virginica
+77,5.0,3.4,1.5,0.2,Iris-setosa
+78,5.5,2.3,4.0,1.3,Iris-versicolor
+79,5.1,3.2,1.7,0.2,Iris-setosa
+80,5.6,2.8,4.0,2.3,Iris-versicolor
+81,6.3,2.9,4.3,1.8,Iris-virginica
+82,5.4,3.7,1.5,0.2,Iris-setosa
+83,7.2,3.9,6.0,2.1,Iris-virginica
+84,6.6,2.9,4.2,1.3,Iris-versicolor
+85,6.4,2.8,5.3,2.3,Iris-virginica
+86,4.6,3.0,1.3,0.3,Iris-setosa
+87,4.8,2.6,3.0,1.0,Iris-versicolor
+88,6.0,3.0,5.5,1.8,Iris-virginica
+89,4.9,3.1,1.5,0.1,Iris-setosa
+90,7.7,3.0,5.7,1.8,Iris-virginica
+91,6.6,3.1,5.6,2.4,Iris-virginica
+92,5.0,2.7,3.9,1.0,Iris-versicolor
+93,6.1,3.1,5.6,2.4,Iris-virginica
+94,6.7,2.8,5.7,2.0,Iris-virginica
+95,5.1,2.5,5.0,1.9,Iris-virginica
+96,5.5,2.8,4.1,1.9,Iris-versicolor
+97,6.3,2.9,4.9,1.8,Iris-virginica
+98,5.0,3.2,1.2,0.2,Iris-setosa
+99,5.4,3.4,1.5,0.3,Iris-setosa
+100,5.0,3.5,1.4,0.2,Iris-setosa
+101,6.3,2.7,5.1,1.5,Iris-virginica
+102,6.8,2.7,5.1,1.9,Iris-virginica
+103,4.4,3.0,1.3,0.2,Iris-setosa
+104,5.7,3.3,1.7,0.4,Iris-setosa
+105,5.0,3.3,1.6,0.2,Iris-setosa
+106,5.3,2.7,3.2,1.0,Iris-versicolor
+107,6.3,2.7,5.9,1.8,Iris-virginica
+108,6.5,2.9,5.4,1.9,Iris-virginica
+109,6.2,2.7,5.1,1.9,Iris-virginica
+110,5.7,2.8,4.9,1.5,Iris-versicolor
+111,6.4,2.2,4.3,1.3,Iris-versicolor
+112,5.7,2.8,4.9,1.3,Iris-versicolor
+113,5.8,2.4,3.9,1.0,Iris-versicolor
+114,7.6,3.1,5.6,2.1,Iris-virginica
+115,5.0,3.5,1.5,0.2,Iris-setosa
+116,4.4,3.1,1.5,0.2,Iris-setosa
+117,5.1,3.4,1.7,0.2,Iris-setosa
+118,6.1,2.9,4.7,1.3,Iris-versicolor
+119,7.6,3.0,5.1,2.5,Iris-virginica
diff --git a/iris/realtabformer/1/28/test.csv b/iris/realtabformer/1/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/28/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/28/train.csv b/iris/realtabformer/1/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/28/val.csv b/iris/realtabformer/1/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/28/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/29/synth.csv b/iris/realtabformer/1/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2860a32e1326eba6833a103a7a3e9cf354cb78df
--- /dev/null
+++ b/iris/realtabformer/1/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.7,1.2,0.2,Iris-setosa
+1,6.3,2.9,4.6,1.5,Iris-versicolor
+2,5.4,3.0,5.5,1.5,Iris-virginica
+3,5.5,3.0,5.2,1.2,Iris-setosa
+4,5.0,3.2,1.4,0.2,Iris-setosa
+5,6.4,2.9,5.3,1.8,Iris-virginica
+6,5.5,2.7,5.5,1.1,Iris-virginica
+7,6.0,3.0,4.5,1.7,Iris-versicolor
+8,5.8,2.7,5.1,2.4,Iris-virginica
+9,5.6,3.0,4.2,1.3,Iris-versicolor
+10,6.0,2.2,4.0,1.3,Iris-versicolor
+11,6.3,2.8,5.6,1.8,Iris-virginica
+12,4.8,3.4,3.6,0.2,Iris-setosa
+13,5.4,3.0,1.6,0.2,Iris-setosa
+14,7.3,2.9,5.0,1.8,Iris-virginica
+15,4.4,3.0,1.3,0.2,Iris-setosa
+16,4.6,3.0,4.5,1.8,Iris-virginica
+17,5.4,3.7,1.5,0.2,Iris-setosa
+18,5.8,2.7,4.9,1.4,Iris-versicolor
+19,5.0,3.5,1.6,0.2,Iris-setosa
+20,5.0,3.2,1.7,0.2,Iris-setosa
+21,5.5,2.5,4.0,1.3,Iris-versicolor
+22,5.1,3.5,1.4,0.2,Iris-setosa
+23,4.6,3.1,1.5,0.1,Iris-setosa
+24,5.5,2.6,3.3,1.0,Iris-versicolor
+25,5.9,2.5,4.0,1.0,Iris-versicolor
+26,5.4,2.8,4.3,1.0,Iris-versicolor
+27,6.2,3.2,5.7,2.5,Iris-virginica
+28,6.3,3.3,5.6,2.5,Iris-virginica
+29,5.8,2.6,5.1,1.0,Iris-virginica
+30,4.9,3.1,1.4,0.2,Iris-setosa
+31,6.4,3.1,4.6,1.8,Iris-virginica
+32,6.3,2.9,4.3,1.3,Iris-versicolor
+33,5.7,2.9,4.3,1.3,Iris-versicolor
+34,5.8,2.7,5.1,2.4,Iris-virginica
+35,7.2,3.4,6.8,2.2,Iris-virginica
+36,5.6,2.7,3.2,1.0,Iris-versicolor
+37,7.6,3.0,4.6,1.8,Iris-virginica
+38,6.4,3.2,4.3,1.5,Iris-versicolor
+39,6.0,3.2,5.0,1.8,Iris-virginica
+40,5.4,2.3,4.3,1.3,Iris-versicolor
+41,5.0,3.2,1.0,0.2,Iris-setosa
+42,5.0,3.5,1.0,0.0,Iris-setosa
+43,6.3,2.5,5.0,1.5,Iris-virginica
+44,6.7,2.8,5.1,2.3,Iris-virginica
+45,5.7,2.8,4.1,2.4,Iris-versicolor
+46,5.7,3.0,4.2,1.2,Iris-versicolor
+47,4.9,3.1,1.5,0.1,Iris-setosa
+48,5.9,3.4,3.5,1.0,Iris-versicolor
+49,6.3,3.0,5.6,2.3,Iris-virginica
+50,4.9,3.1,1.5,0.1,Iris-setosa
+51,5.7,2.9,4.2,1.0,Iris-versicolor
+52,6.3,2.5,5.0,1.8,Iris-virginica
+53,4.9,3.2,1.4,0.2,Iris-setosa
+54,6.7,2.8,5.6,2.4,Iris-virginica
+55,6.8,3.0,5.6,2.4,Iris-virginica
+56,6.3,2.7,5.5,1.8,Iris-virginica
+57,6.0,3.2,4.3,1.3,Iris-versicolor
+58,4.6,3.2,1.3,0.3,Iris-setosa
+59,5.7,3.4,1.2,0.2,Iris-setosa
+60,5.1,3.5,1.6,0.3,Iris-setosa
+61,5.2,2.4,3.0,1.8,Iris-versicolor
+62,6.7,3.1,5.6,2.1,Iris-virginica
+63,5.3,2.7,3.9,1.1,Iris-versicolor
+64,5.0,3.4,1.5,0.2,Iris-setosa
+65,5.1,3.5,1.2,0.2,Iris-setosa
+66,4.6,3.0,1.6,0.2,Iris-setosa
+67,6.3,2.9,4.3,1.3,Iris-versicolor
+68,6.7,3.1,5.4,2.1,Iris-virginica
+69,6.6,3.0,4.9,1.5,Iris-versicolor
+70,5.4,3.9,1.5,0.2,Iris-setosa
+71,5.5,2.3,4.0,1.3,Iris-versicolor
+72,6.3,2.8,5.4,1.8,Iris-virginica
+73,5.3,3.8,1.6,0.2,Iris-setosa
+74,5.0,3.3,1.4,0.2,Iris-setosa
+75,5.5,2.7,5.1,1.9,Iris-virginica
+76,5.0,3.2,1.4,0.2,Iris-setosa
+77,5.1,3.5,1.4,0.2,Iris-setosa
+78,5.1,4.7,1.5,0.4,Iris-setosa
+79,5.8,2.7,5.1,2.4,Iris-virginica
+80,7.5,2.8,6.7,2.0,Iris-virginica
+81,4.6,3.1,1.5,0.2,Iris-setosa
+82,4.9,3.2,1.5,0.2,Iris-virginica
+83,6.3,2.9,4.3,1.3,Iris-versicolor
+84,4.4,3.3,1.3,0.2,Iris-setosa
+85,5.0,2.5,4.4,1.2,Iris-versicolor
+86,6.5,2.5,5.0,1.5,Iris-virginica
+87,5.9,2.8,4.2,1.0,Iris-versicolor
+88,7.4,2.5,4.1,1.9,Iris-versicolor
+89,6.3,2.9,4.3,1.3,Iris-versicolor
+90,4.9,3.3,1.3,0.3,Iris-setosa
+91,4.6,3.0,1.4,0.2,Iris-setosa
+92,5.0,3.2,4.2,1.5,Iris-versicolor
+93,4.9,3.1,1.5,0.1,Iris-setosa
+94,6.6,2.3,4.0,1.3,Iris-versicolor
+95,5.0,3.0,1.4,0.3,Iris-setosa
+96,5.0,3.2,1.4,0.2,Iris-setosa
+97,6.4,3.0,5.5,1.8,Iris-virginica
+98,6.1,2.8,4.6,1.3,Iris-versicolor
+99,5.1,2.8,4.1,1.3,Iris-versicolor
+100,6.0,2.2,4.0,1.8,Iris-virginica
+101,7.8,3.2,5.0,2.1,Iris-virginica
+102,5.5,3.0,1.2,0.2,Iris-setosa
+103,5.4,2.9,5.4,1.2,Iris-virginica
+104,6.5,2.3,5.0,2.0,Iris-virginica
+105,6.9,2.6,4.3,1.3,Iris-versicolor
+106,6.5,3.0,5.5,2.1,Iris-virginica
+107,5.8,2.7,5.1,2.3,Iris-virginica
+108,5.0,3.2,4.0,1.3,Iris-versicolor
+109,5.0,3.2,1.7,0.2,Iris-setosa
+110,5.4,3.7,1.3,0.2,Iris-setosa
+111,5.7,3.9,1.7,0.4,Iris-setosa
+112,5.7,2.5,3.3,1.0,Iris-versicolor
+113,4.7,3.2,1.3,0.2,Iris-setosa
+114,6.3,2.7,5.0,1.8,Iris-virginica
+115,4.4,3.0,1.3,0.2,Iris-setosa
+116,7.0,2.6,6.0,1.8,Iris-virginica
+117,6.3,2.8,4.6,1.5,Iris-versicolor
+118,5.5,3.3,1.4,0.2,Iris-setosa
+119,5.8,4.0,5.1,1.1,Iris-virginica
diff --git a/iris/realtabformer/1/29/test.csv b/iris/realtabformer/1/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/29/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/29/train.csv b/iris/realtabformer/1/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/29/val.csv b/iris/realtabformer/1/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/29/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/3/synth.csv b/iris/realtabformer/1/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..21fdf5655abdba49758b9b78a9fc496728323b76
--- /dev/null
+++ b/iris/realtabformer/1/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.9,2.9,4.2,1.0,Iris-versicolor
+1,6.3,2.9,5.0,1.5,Iris-virginica
+2,5.5,2.7,5.5,2.0,Iris-virginica
+3,5.7,3.5,1.5,0.1,Iris-setosa
+4,5.6,3.0,4.5,1.3,Iris-versicolor
+5,4.6,3.0,1.5,0.2,Iris-setosa
+6,5.9,3.0,4.2,1.7,Iris-versicolor
+7,5.0,3.7,1.5,0.2,Iris-setosa
+8,6.7,2.3,5.6,2.4,Iris-virginica
+9,6.3,2.8,5.6,2.5,Iris-virginica
+10,5.8,2.7,5.1,2.1,Iris-virginica
+11,5.1,3.0,1.2,0.2,Iris-setosa
+12,6.1,3.1,5.6,2.1,Iris-virginica
+13,6.0,2.9,4.6,1.3,Iris-versicolor
+14,4.9,3.2,1.4,0.2,Iris-setosa
+15,6.7,3.0,5.2,2.3,Iris-virginica
+16,5.0,3.9,1.4,0.2,Iris-setosa
+17,4.4,3.2,1.3,0.2,Iris-setosa
+18,6.3,2.8,5.1,1.9,Iris-virginica
+19,7.2,3.2,5.0,2.1,Iris-virginica
+20,5.6,2.9,4.0,1.3,Iris-versicolor
+21,4.9,3.1,1.3,0.1,Iris-setosa
+22,6.3,2.9,4.6,1.3,Iris-versicolor
+23,6.5,2.8,4.6,1.5,Iris-versicolor
+24,6.5,2.6,5.6,1.8,Iris-virginica
+25,5.2,3.4,4.9,1.5,Iris-versicolor
+26,4.9,3.1,1.5,0.1,Iris-setosa
+27,6.1,3.3,5.7,2.0,Iris-virginica
+28,7.2,3.2,4.7,2.3,Iris-virginica
+29,5.6,2.8,4.6,1.5,Iris-versicolor
+30,5.0,3.0,4.5,1.2,Iris-versicolor
+31,4.9,3.2,1.3,0.3,Iris-setosa
+32,6.4,3.2,5.3,2.3,Iris-virginica
+33,5.0,3.2,1.5,0.6,Iris-setosa
+34,5.0,3.5,1.4,0.2,Iris-setosa
+35,6.3,3.4,5.6,2.1,Iris-virginica
+36,6.4,2.7,5.3,1.8,Iris-virginica
+37,5.1,3.8,1.2,0.2,Iris-setosa
+38,4.3,2.4,3.3,1.0,Iris-versicolor
+39,6.3,2.5,5.9,1.8,Iris-virginica
+40,7.7,3.0,4.7,1.4,Iris-virginica
+41,4.3,3.9,1.7,0.2,Iris-setosa
+42,5.0,3.4,1.5,0.2,Iris-setosa
+43,6.4,3.2,4.3,1.3,Iris-versicolor
+44,4.9,3.1,1.5,0.1,Iris-setosa
+45,5.2,3.4,1.4,0.2,Iris-setosa
+46,6.3,2.9,5.3,1.8,Iris-virginica
+47,4.9,3.1,1.4,0.1,Iris-setosa
+48,4.8,3.0,1.5,0.6,Iris-setosa
+49,5.0,3.5,1.6,0.2,Iris-setosa
+50,5.2,2.6,3.1,1.0,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,4.9,3.2,1.3,0.2,Iris-setosa
+53,5.8,3.4,1.7,0.2,Iris-setosa
+54,5.7,3.7,5.1,2.5,Iris-virginica
+55,5.0,3.5,1.0,0.5,Iris-setosa
+56,5.3,2.5,4.1,1.3,Iris-versicolor
+57,6.3,2.9,4.3,1.3,Iris-versicolor
+58,4.6,3.4,1.6,0.2,Iris-setosa
+59,5.8,2.4,3.0,1.0,Iris-versicolor
+60,5.0,3.2,1.4,0.2,Iris-setosa
+61,5.9,3.4,1.7,0.2,Iris-setosa
+62,4.6,3.1,1.5,0.4,Iris-setosa
+63,5.1,3.5,1.6,0.2,Iris-setosa
+64,5.1,3.5,1.4,0.2,Iris-setosa
+65,5.4,3.0,4.5,1.2,Iris-versicolor
+66,6.3,2.2,4.0,1.5,Iris-virginica
+67,4.8,3.2,1.5,0.2,Iris-setosa
+68,4.4,3.2,1.3,0.2,Iris-setosa
+69,5.1,3.5,1.3,0.3,Iris-setosa
+70,5.4,3.5,1.5,0.2,Iris-setosa
+71,6.8,3.4,5.6,2.1,Iris-virginica
+72,5.4,2.4,3.7,1.0,Iris-versicolor
+73,7.6,3.8,6.6,2.0,Iris-virginica
+74,5.1,3.5,1.4,0.3,Iris-setosa
+75,4.6,2.9,1.4,0.3,Iris-setosa
+76,4.4,3.2,1.3,0.2,Iris-setosa
+77,5.4,2.9,4.2,1.3,Iris-versicolor
+78,6.0,3.2,4.0,1.8,Iris-virginica
+79,5.5,2.6,4.2,1.3,Iris-versicolor
+80,5.5,3.2,4.4,1.2,Iris-versicolor
+81,5.7,2.8,4.1,2.0,Iris-virginica
+82,5.8,2.3,3.0,1.0,Iris-versicolor
+83,5.9,3.3,4.0,1.5,Iris-versicolor
+84,6.3,2.9,4.3,1.3,Iris-versicolor
+85,6.7,2.8,4.6,1.4,Iris-versicolor
+86,5.1,3.5,1.9,0.2,Iris-setosa
+87,7.3,3.8,6.6,2.1,Iris-virginica
+88,7.7,3.8,6.6,2.4,Iris-virginica
+89,6.9,2.9,5.3,2.3,Iris-virginica
+90,7.7,3.0,5.6,2.2,Iris-virginica
+91,4.9,3.4,1.6,0.2,Iris-setosa
+92,5.6,2.6,4.2,1.3,Iris-versicolor
+93,6.1,2.3,4.7,1.3,Iris-versicolor
+94,4.9,3.1,1.5,0.1,Iris-setosa
+95,4.6,3.2,1.3,0.3,Iris-setosa
+96,5.7,3.2,1.7,0.5,Iris-setosa
+97,5.1,3.0,1.0,0.4,Iris-setosa
+98,5.9,3.8,4.5,1.5,Iris-versicolor
+99,5.8,3.0,4.1,1.5,Iris-versicolor
+100,5.6,3.0,4.2,1.5,Iris-versicolor
+101,6.6,2.9,4.0,1.3,Iris-versicolor
+102,5.4,2.9,4.3,1.3,Iris-versicolor
+103,5.1,3.5,1.5,0.2,Iris-setosa
+104,5.5,2.7,5.1,1.3,Iris-virginica
+105,6.5,2.2,4.0,1.0,Iris-versicolor
+106,5.7,2.5,4.0,1.5,Iris-versicolor
+107,6.4,2.9,5.3,1.3,Iris-virginica
+108,5.1,3.4,1.4,0.2,Iris-setosa
+109,4.4,3.5,1.3,0.2,Iris-setosa
+110,6.4,3.2,5.3,1.8,Iris-virginica
+111,6.7,3.0,5.7,2.2,Iris-virginica
+112,4.8,3.4,1.4,0.2,Iris-setosa
+113,6.7,2.8,4.7,2.5,Iris-versicolor
+114,5.9,3.0,4.2,1.0,Iris-versicolor
+115,7.4,3.2,6.3,2.2,Iris-virginica
+116,5.0,3.3,1.4,0.2,Iris-setosa
+117,6.4,2.7,4.9,1.4,Iris-versicolor
+118,6.3,2.9,4.3,1.3,Iris-versicolor
+119,7.6,2.9,5.6,1.9,Iris-virginica
diff --git a/iris/realtabformer/1/3/test.csv b/iris/realtabformer/1/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/3/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/3/train.csv b/iris/realtabformer/1/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/3/val.csv b/iris/realtabformer/1/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/3/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/4/synth.csv b/iris/realtabformer/1/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..508bdeabfe30c061679de4fbb265b33aa1ef3850
--- /dev/null
+++ b/iris/realtabformer/1/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.3,2.5,3.0,1.0,Iris-virginica
+1,5.6,3.4,1.5,0.2,Iris-setosa
+2,5.7,2.7,5.9,2.4,Iris-virginica
+3,5.1,3.4,1.5,0.2,Iris-setosa
+4,6.3,2.9,4.0,1.3,Iris-versicolor
+5,5.0,3.4,1.4,0.2,Iris-setosa
+6,6.1,3.7,1.6,0.4,Iris-setosa
+7,5.7,3.5,1.2,0.2,Iris-setosa
+8,5.6,3.0,4.1,1.3,Iris-versicolor
+9,6.5,3.1,5.4,2.1,Iris-virginica
+10,5.1,3.0,1.5,0.4,Iris-setosa
+11,6.3,3.0,5.5,2.1,Iris-virginica
+12,5.7,2.5,4.9,1.5,Iris-versicolor
+13,5.6,3.4,1.4,0.2,Iris-setosa
+14,6.1,2.9,4.3,1.3,Iris-versicolor
+15,5.4,3.0,1.5,0.4,Iris-setosa
+16,7.7,2.8,6.1,2.3,Iris-virginica
+17,5.0,3.2,1.4,0.2,Iris-setosa
+18,6.4,2.9,5.3,1.9,Iris-virginica
+19,6.2,2.8,4.0,1.3,Iris-virginica
+20,6.2,3.2,5.3,2.3,Iris-virginica
+21,5.7,3.5,1.2,0.2,Iris-setosa
+22,5.4,2.6,5.3,2.0,Iris-virginica
+23,6.7,3.4,5.7,2.1,Iris-virginica
+24,5.8,3.4,1.6,0.2,Iris-setosa
+25,4.4,3.9,1.3,0.2,Iris-setosa
+26,5.1,3.5,1.7,0.2,Iris-setosa
+27,7.1,3.0,6.6,1.5,Iris-virginica
+28,4.1,3.1,1.5,0.1,Iris-setosa
+29,5.1,3.5,1.6,0.4,Iris-setosa
+30,6.1,3.1,5.7,2.1,Iris-virginica
+31,6.4,3.1,5.5,2.0,Iris-virginica
+32,5.1,3.4,1.5,0.1,Iris-setosa
+33,4.6,3.4,1.4,0.2,Iris-setosa
+34,6.4,3.2,4.7,1.5,Iris-versicolor
+35,5.9,3.0,4.5,1.5,Iris-versicolor
+36,5.1,3.1,1.4,0.4,Iris-setosa
+37,7.2,3.0,5.6,2.1,Iris-virginica
+38,5.5,2.7,5.1,1.9,Iris-virginica
+39,7.2,3.0,6.1,2.5,Iris-virginica
+40,7.2,3.0,4.6,1.6,Iris-virginica
+41,5.1,2.8,4.9,1.4,Iris-versicolor
+42,6.1,3.0,5.6,1.4,Iris-virginica
+43,4.4,3.1,1.5,0.1,Iris-setosa
+44,6.3,3.0,5.5,1.8,Iris-virginica
+45,5.8,2.7,5.1,2.4,Iris-virginica
+46,4.9,3.1,1.4,0.1,Iris-setosa
+47,6.0,3.0,4.5,1.5,Iris-versicolor
+48,5.7,4.7,4.5,1.2,Iris-versicolor
+49,6.5,2.3,4.0,1.5,Iris-versicolor
+50,5.1,3.7,1.9,0.4,Iris-setosa
+51,5.6,3.0,4.1,1.3,Iris-versicolor
+52,5.0,3.2,1.4,0.2,Iris-setosa
+53,5.5,4.2,1.4,0.2,Iris-setosa
+54,7.2,3.8,6.7,2.5,Iris-virginica
+55,6.2,2.9,5.6,1.5,Iris-virginica
+56,6.7,3.0,5.7,2.4,Iris-virginica
+57,5.9,3.4,1.5,0.2,Iris-setosa
+58,7.2,3.0,5.1,2.5,Iris-virginica
+59,5.5,2.3,4.0,1.3,Iris-versicolor
+60,6.3,2.9,5.3,1.8,Iris-virginica
+61,7.7,2.8,6.1,2.1,Iris-virginica
+62,5.0,2.5,4.0,1.2,Iris-versicolor
+63,5.2,2.9,3.4,1.1,Iris-versicolor
+64,5.0,3.4,1.5,0.2,Iris-setosa
+65,4.4,2.9,4.3,1.3,Iris-versicolor
+66,4.9,3.1,1.5,0.1,Iris-setosa
+67,4.3,2.6,3.3,1.0,Iris-versicolor
+68,5.9,4.1,1.9,0.1,Iris-setosa
+69,7.6,3.8,6.1,2.5,Iris-virginica
+70,6.1,3.2,4.7,1.7,Iris-versicolor
+71,7.0,3.2,5.0,1.8,Iris-virginica
+72,7.2,3.2,6.5,2.2,Iris-virginica
+73,4.6,3.4,1.4,0.2,Iris-setosa
+74,4.4,3.2,1.3,0.2,Iris-setosa
+75,5.1,3.0,4.2,1.5,Iris-versicolor
+76,5.1,3.0,4.4,1.3,Iris-versicolor
+77,4.6,3.6,1.3,0.3,Iris-setosa
+78,7.7,2.8,6.1,2.1,Iris-virginica
+79,6.3,2.7,4.9,1.5,Iris-versicolor
+80,6.3,2.8,4.6,1.5,Iris-versicolor
+81,7.6,3.0,6.1,2.3,Iris-virginica
+82,7.2,2.6,6.0,1.9,Iris-virginica
+83,6.0,3.2,4.7,1.8,Iris-versicolor
+84,5.1,3.0,4.6,1.4,Iris-versicolor
+85,4.8,3.4,1.4,0.2,Iris-setosa
+86,4.9,3.1,1.4,0.2,Iris-setosa
+87,7.2,3.2,6.0,2.3,Iris-virginica
+88,6.9,3.1,5.6,2.1,Iris-virginica
+89,6.5,2.2,4.0,1.3,Iris-versicolor
+90,5.4,3.4,1.6,0.2,Iris-setosa
+91,5.7,2.5,3.0,1.0,Iris-versicolor
+92,7.4,3.2,6.7,2.2,Iris-virginica
+93,5.1,3.4,1.6,0.2,Iris-setosa
+94,6.8,3.0,5.6,2.1,Iris-virginica
+95,7.2,3.2,4.4,1.5,Iris-versicolor
+96,7.7,3.2,6.7,2.4,Iris-virginica
+97,5.2,3.0,4.5,1.0,Iris-versicolor
+98,5.0,3.3,1.6,0.2,Iris-setosa
+99,6.4,2.8,4.3,1.3,Iris-versicolor
+100,6.3,2.4,4.0,1.5,Iris-versicolor
+101,4.9,3.1,1.5,0.1,Iris-setosa
+102,5.9,3.0,4.1,1.5,Iris-versicolor
+103,5.0,2.2,4.0,1.2,Iris-versicolor
+104,6.1,3.0,5.5,2.1,Iris-virginica
+105,5.6,3.0,4.2,1.3,Iris-versicolor
+106,7.4,3.4,6.3,2.3,Iris-virginica
+107,4.9,2.5,5.3,1.9,Iris-virginica
+108,5.1,3.5,1.4,0.2,Iris-setosa
+109,5.9,3.6,4.4,1.5,Iris-versicolor
+110,5.8,3.3,1.7,0.2,Iris-setosa
+111,7.7,3.0,5.1,2.1,Iris-virginica
+112,5.0,3.5,1.2,0.2,Iris-setosa
+113,7.1,3.0,6.6,2.1,Iris-virginica
+114,5.8,2.9,4.2,1.2,Iris-versicolor
+115,7.4,3.2,6.3,2.3,Iris-virginica
+116,6.0,3.2,5.0,1.6,Iris-virginica
+117,7.9,2.8,6.1,2.4,Iris-virginica
+118,5.7,3.1,1.5,0.2,Iris-setosa
+119,4.8,3.4,1.6,0.2,Iris-setosa
diff --git a/iris/realtabformer/1/4/test.csv b/iris/realtabformer/1/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/4/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/4/train.csv b/iris/realtabformer/1/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/4/val.csv b/iris/realtabformer/1/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/4/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/5/synth.csv b/iris/realtabformer/1/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5b233883bfeb6496a4df9629e3ebaa6e35e6a89f
--- /dev/null
+++ b/iris/realtabformer/1/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,2.7,3.5,1.0,Iris-versicolor
+1,5.8,2.7,5.1,2.4,Iris-virginica
+2,5.0,3.4,1.5,0.2,Iris-setosa
+3,7.6,3.6,6.6,2.5,Iris-virginica
+4,4.9,3.1,1.4,0.1,Iris-setosa
+5,6.3,2.9,4.6,1.8,Iris-versicolor
+6,7.6,3.0,5.7,2.3,Iris-virginica
+7,4.4,3.4,1.4,0.2,Iris-setosa
+8,5.9,3.0,5.5,1.8,Iris-virginica
+9,4.3,3.2,1.4,0.2,Iris-setosa
+10,6.3,2.9,4.3,1.3,Iris-versicolor
+11,5.0,2.3,3.3,1.0,Iris-versicolor
+12,7.6,2.9,4.7,1.3,Iris-virginica
+13,7.4,3.0,6.6,1.6,Iris-virginica
+14,6.0,3.2,4.0,1.3,Iris-versicolor
+15,6.3,2.9,5.6,1.8,Iris-virginica
+16,4.3,3.4,1.4,0.2,Iris-setosa
+17,4.4,3.1,1.5,0.2,Iris-setosa
+18,4.9,3.1,1.4,0.1,Iris-setosa
+19,6.5,3.2,5.4,2.3,Iris-virginica
+20,5.9,3.4,4.4,1.2,Iris-versicolor
+21,5.9,3.1,4.5,1.8,Iris-versicolor
+22,6.5,2.8,5.7,2.4,Iris-virginica
+23,5.8,2.4,5.1,1.9,Iris-virginica
+24,5.1,3.2,1.4,0.2,Iris-setosa
+25,6.2,3.6,5.7,2.5,Iris-virginica
+26,6.0,2.3,4.0,1.5,Iris-versicolor
+27,4.4,3.2,1.3,0.2,Iris-setosa
+28,5.4,2.9,1.3,0.3,Iris-setosa
+29,6.5,2.6,5.6,1.8,Iris-virginica
+30,6.7,3.1,5.6,2.4,Iris-virginica
+31,6.3,2.5,4.9,1.4,Iris-virginica
+32,5.9,2.5,5.0,1.9,Iris-virginica
+33,7.7,3.2,6.7,2.2,Iris-virginica
+34,6.3,2.9,4.9,1.8,Iris-virginica
+35,7.2,3.0,5.7,1.8,Iris-virginica
+36,6.0,3.2,5.0,0.5,Iris-virginica
+37,5.8,2.4,4.0,1.0,Iris-versicolor
+38,5.1,3.3,1.4,0.2,Iris-setosa
+39,4.9,3.3,1.3,0.7,Iris-setosa
+40,5.9,3.0,4.5,1.8,Iris-virginica
+41,6.4,3.4,5.5,1.8,Iris-virginica
+42,4.9,3.1,1.6,0.2,Iris-setosa
+43,6.6,3.0,4.4,1.3,Iris-versicolor
+44,6.4,3.2,5.4,2.2,Iris-virginica
+45,6.0,3.2,5.5,1.8,Iris-virginica
+46,5.4,3.0,4.5,1.4,Iris-versicolor
+47,4.6,3.4,1.4,0.2,Iris-setosa
+48,6.3,3.0,5.6,2.5,Iris-virginica
+49,5.7,3.0,4.2,1.3,Iris-versicolor
+50,6.5,3.0,5.2,2.1,Iris-virginica
+51,6.3,2.4,5.6,1.8,Iris-virginica
+52,5.1,2.7,3.9,1.1,Iris-versicolor
+53,6.3,2.9,5.6,1.8,Iris-virginica
+54,6.4,2.9,5.3,1.8,Iris-virginica
+55,6.3,2.4,5.3,1.5,Iris-virginica
+56,5.6,2.9,4.2,1.3,Iris-versicolor
+57,6.2,3.2,4.4,1.3,Iris-versicolor
+58,4.3,3.4,1.3,0.2,Iris-setosa
+59,5.0,3.2,4.0,1.0,Iris-versicolor
+60,6.4,2.7,4.9,1.5,Iris-versicolor
+61,7.2,2.3,4.0,1.5,Iris-virginica
+62,4.4,3.2,1.4,0.2,Iris-setosa
+63,6.3,2.2,4.0,1.3,Iris-versicolor
+64,5.9,3.0,4.4,1.5,Iris-versicolor
+65,4.4,3.2,1.3,0.2,Iris-setosa
+66,6.7,3.1,5.6,2.4,Iris-virginica
+67,5.6,3.0,4.5,1.5,Iris-versicolor
+68,5.4,2.9,4.3,1.3,Iris-versicolor
+69,6.3,2.5,4.0,1.7,Iris-virginica
+70,6.4,3.2,4.3,1.5,Iris-versicolor
+71,6.1,3.1,4.9,1.5,Iris-versicolor
+72,5.0,3.2,1.4,0.2,Iris-setosa
+73,6.9,3.0,5.4,2.1,Iris-virginica
+74,6.0,3.2,4.0,1.5,Iris-versicolor
+75,5.0,3.2,1.0,0.2,Iris-setosa
+76,5.7,3.4,1.4,0.2,Iris-setosa
+77,5.8,2.7,5.1,1.9,Iris-virginica
+78,5.8,2.4,5.9,2.0,Iris-virginica
+79,7.3,2.9,5.7,2.0,Iris-virginica
+80,4.9,3.0,1.2,0.2,Iris-setosa
+81,4.4,3.2,1.3,0.2,Iris-setosa
+82,5.1,2.7,4.9,1.4,Iris-versicolor
+83,5.1,3.5,1.0,0.4,Iris-setosa
+84,5.8,2.7,4.1,1.4,Iris-versicolor
+85,6.1,2.7,5.0,1.8,Iris-virginica
+86,4.8,3.0,1.0,0.2,Iris-setosa
+87,6.3,2.9,5.3,1.8,Iris-virginica
+88,6.7,2.9,5.7,2.5,Iris-virginica
+89,4.6,3.0,1.4,0.2,Iris-setosa
+90,6.3,2.9,5.6,1.8,Iris-virginica
+91,5.2,3.4,1.4,0.2,Iris-setosa
+92,4.6,3.0,4.1,1.3,Iris-versicolor
+93,6.3,2.3,4.7,1.3,Iris-versicolor
+94,5.9,3.0,4.9,1.5,Iris-versicolor
+95,4.4,3.2,1.3,0.2,Iris-setosa
+96,4.9,3.4,1.3,0.3,Iris-setosa
+97,6.0,3.2,4.3,1.3,Iris-versicolor
+98,5.0,3.5,1.4,0.2,Iris-setosa
+99,5.5,2.3,4.3,1.3,Iris-versicolor
+100,4.8,2.4,3.9,1.0,Iris-versicolor
+101,5.6,3.0,4.6,1.5,Iris-versicolor
+102,7.4,3.0,5.5,2.1,Iris-virginica
+103,6.3,2.7,4.9,1.8,Iris-virginica
+104,6.3,2.5,5.6,1.8,Iris-virginica
+105,4.3,2.9,1.4,0.2,Iris-setosa
+106,6.8,2.9,4.3,1.3,Iris-versicolor
+107,6.7,3.1,5.4,2.1,Iris-virginica
+108,4.9,2.5,4.0,1.7,Iris-virginica
+109,5.0,2.5,3.0,1.0,Iris-versicolor
+110,5.0,3.2,1.5,0.2,Iris-setosa
+111,5.6,2.8,4.1,2.3,Iris-virginica
+112,5.6,2.7,5.1,2.3,Iris-virginica
+113,4.9,3.1,1.5,0.1,Iris-setosa
+114,4.9,3.1,1.5,0.1,Iris-setosa
+115,5.9,3.0,4.9,1.7,Iris-versicolor
+116,7.7,3.0,5.0,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,6.4,3.1,5.3,2.4,Iris-virginica
+119,5.1,3.8,4.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/1/5/test.csv b/iris/realtabformer/1/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/5/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/5/train.csv b/iris/realtabformer/1/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/5/val.csv b/iris/realtabformer/1/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/5/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/6/synth.csv b/iris/realtabformer/1/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..baffd03be26e582b0512913eed42222a2aa86f17
--- /dev/null
+++ b/iris/realtabformer/1/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.9,3.0,1.5,0.1,Iris-setosa
+1,5.5,2.5,4.0,1.5,Iris-versicolor
+2,5.1,3.7,1.5,0.4,Iris-setosa
+3,4.9,2.5,3.3,1.7,Iris-versicolor
+4,6.3,2.5,5.9,1.8,Iris-virginica
+5,5.6,3.7,1.9,0.2,Iris-setosa
+6,6.3,2.8,5.6,2.1,Iris-virginica
+7,6.5,2.8,5.6,2.5,Iris-virginica
+8,5.2,3.5,1.4,0.2,Iris-setosa
+9,5.5,2.9,4.2,1.3,Iris-versicolor
+10,6.1,3.0,4.6,1.4,Iris-versicolor
+11,6.5,2.9,4.7,1.8,Iris-versicolor
+12,6.8,2.8,5.1,2.4,Iris-virginica
+13,4.5,3.4,1.4,0.2,Iris-setosa
+14,5.8,3.2,5.2,2.0,Iris-virginica
+15,5.8,3.7,4.1,1.4,Iris-versicolor
+16,5.5,2.6,4.0,1.5,Iris-versicolor
+17,6.1,3.1,4.6,1.4,Iris-versicolor
+18,6.8,3.1,4.9,1.5,Iris-versicolor
+19,6.3,3.0,5.6,1.8,Iris-virginica
+20,4.6,3.4,1.4,0.2,Iris-setosa
+21,5.2,2.6,3.3,1.0,Iris-versicolor
+22,6.4,3.9,4.3,1.3,Iris-versicolor
+23,7.6,3.0,4.9,1.8,Iris-virginica
+24,7.0,3.2,6.0,1.8,Iris-virginica
+25,5.1,3.0,4.9,1.5,Iris-versicolor
+26,6.1,2.2,4.0,1.3,Iris-versicolor
+27,6.3,2.7,5.9,1.9,Iris-virginica
+28,5.2,3.7,1.5,0.2,Iris-setosa
+29,5.0,2.5,3.0,1.0,Iris-versicolor
+30,6.1,3.2,4.5,1.4,Iris-versicolor
+31,4.9,3.1,1.5,0.1,Iris-setosa
+32,5.0,3.5,1.3,0.3,Iris-setosa
+33,5.0,3.2,1.2,0.2,Iris-setosa
+34,5.0,3.5,1.4,0.2,Iris-setosa
+35,4.8,3.0,1.4,0.2,Iris-setosa
+36,5.4,3.0,1.6,0.4,Iris-setosa
+37,5.8,2.7,3.1,1.1,Iris-versicolor
+38,4.9,3.1,1.4,0.2,Iris-setosa
+39,6.1,3.5,5.6,2.4,Iris-virginica
+40,5.0,3.2,1.7,0.2,Iris-setosa
+41,6.5,2.9,4.0,1.3,Iris-versicolor
+42,6.0,3.2,5.6,2.4,Iris-virginica
+43,5.6,2.7,3.9,1.0,Iris-versicolor
+44,4.9,3.1,1.4,0.2,Iris-setosa
+45,5.1,3.5,1.4,0.4,Iris-setosa
+46,5.7,2.5,4.7,1.3,Iris-versicolor
+47,6.3,3.0,4.9,1.8,Iris-versicolor
+48,4.4,3.2,1.3,0.2,Iris-setosa
+49,7.2,3.2,6.6,2.4,Iris-virginica
+50,4.6,2.3,3.3,1.0,Iris-virginica
+51,4.6,3.1,1.9,0.1,Iris-setosa
+52,4.9,3.1,1.5,0.1,Iris-setosa
+53,5.4,3.4,1.4,0.4,Iris-setosa
+54,5.0,3.3,1.4,0.2,Iris-setosa
+55,5.2,3.4,4.4,1.2,Iris-versicolor
+56,5.0,3.5,1.3,0.6,Iris-setosa
+57,5.2,3.4,1.4,0.2,Iris-setosa
+58,5.7,2.9,3.5,1.4,Iris-versicolor
+59,4.6,3.2,1.4,0.2,Iris-setosa
+60,5.9,3.3,3.7,1.1,Iris-versicolor
+61,6.3,2.5,5.1,1.9,Iris-virginica
+62,5.5,2.5,5.0,1.2,Iris-virginica
+63,5.0,3.3,1.4,0.2,Iris-setosa
+64,5.4,3.4,1.7,0.4,Iris-setosa
+65,5.0,3.0,4.6,1.6,Iris-versicolor
+66,5.7,2.8,3.9,1.0,Iris-versicolor
+67,5.5,2.7,3.1,1.4,Iris-versicolor
+68,5.8,2.7,3.5,1.1,Iris-versicolor
+69,5.4,3.5,1.3,0.4,Iris-setosa
+70,4.9,2.6,4.0,1.3,Iris-versicolor
+71,6.8,2.7,5.1,1.9,Iris-virginica
+72,5.0,2.5,4.0,1.0,Iris-versicolor
+73,4.6,3.4,1.4,0.2,Iris-setosa
+74,6.1,3.0,4.6,1.5,Iris-versicolor
+75,6.5,2.5,5.0,1.9,Iris-virginica
+76,5.0,2.6,4.2,1.2,Iris-versicolor
+77,7.4,3.0,4.3,1.2,Iris-versicolor
+78,5.0,3.4,1.6,0.2,Iris-setosa
+79,5.8,2.8,4.1,1.3,Iris-versicolor
+80,5.1,3.4,1.7,0.4,Iris-setosa
+81,6.2,2.8,4.0,1.3,Iris-versicolor
+82,6.1,3.4,5.4,2.4,Iris-virginica
+83,5.5,2.9,4.2,1.5,Iris-versicolor
+84,5.7,3.0,4.2,1.3,Iris-versicolor
+85,6.9,3.1,5.9,2.1,Iris-virginica
+86,5.2,2.7,4.1,1.9,Iris-versicolor
+87,6.4,3.2,5.3,2.3,Iris-virginica
+88,5.8,2.7,5.6,2.2,Iris-virginica
+89,6.1,3.0,5.6,1.4,Iris-virginica
+90,6.1,3.0,4.9,1.4,Iris-versicolor
+91,4.9,2.2,4.3,1.7,Iris-versicolor
+92,5.1,2.5,4.0,1.3,Iris-versicolor
+93,5.0,3.5,1.4,0.2,Iris-setosa
+94,5.1,2.5,3.0,1.1,Iris-versicolor
+95,4.8,2.9,1.6,0.2,Iris-virginica
+96,6.5,2.8,4.0,1.3,Iris-virginica
+97,4.9,3.1,1.4,0.1,Iris-setosa
+98,5.4,3.4,1.4,0.3,Iris-setosa
+99,7.4,2.8,6.7,1.8,Iris-virginica
+100,6.7,3.1,5.6,2.4,Iris-virginica
+101,5.0,3.2,1.3,0.2,Iris-setosa
+102,5.1,2.7,3.2,1.4,Iris-versicolor
+103,7.3,3.0,5.9,2.1,Iris-virginica
+104,5.3,3.4,1.5,0.4,Iris-setosa
+105,6.3,2.0,4.0,1.5,Iris-versicolor
+106,6.5,2.2,4.0,1.3,Iris-versicolor
+107,5.9,3.0,4.5,1.8,Iris-versicolor
+108,5.0,3.3,1.3,0.3,Iris-setosa
+109,6.4,3.0,5.6,1.4,Iris-virginica
+110,7.2,3.1,5.5,2.1,Iris-virginica
+111,7.3,3.3,5.6,2.1,Iris-virginica
+112,4.4,3.2,1.3,0.2,Iris-setosa
+113,5.0,3.3,1.3,0.4,Iris-setosa
+114,6.2,3.6,4.3,1.3,Iris-versicolor
+115,6.7,3.1,5.5,2.1,Iris-virginica
+116,5.0,3.2,1.2,0.2,Iris-setosa
+117,6.7,2.8,5.0,2.3,Iris-virginica
+118,5.9,3.4,4.5,1.5,Iris-versicolor
+119,4.9,3.1,1.4,0.2,Iris-setosa
diff --git a/iris/realtabformer/1/6/test.csv b/iris/realtabformer/1/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/6/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/6/train.csv b/iris/realtabformer/1/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/6/val.csv b/iris/realtabformer/1/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/6/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/7/synth.csv b/iris/realtabformer/1/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ee73ac44d49ec5ce1289ee20a2caa4ba92fc8f11
--- /dev/null
+++ b/iris/realtabformer/1/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,3.5,1.4,0.2,Iris-setosa
+1,6.3,2.9,5.6,2.5,Iris-virginica
+2,5.0,2.3,3.7,1.5,Iris-versicolor
+3,5.8,2.6,4.1,1.3,Iris-versicolor
+4,6.6,2.8,4.0,1.3,Iris-virginica
+5,5.0,3.3,1.4,0.2,Iris-setosa
+6,5.5,2.5,5.0,1.9,Iris-virginica
+7,5.1,3.3,1.4,0.4,Iris-setosa
+8,5.9,2.6,5.0,1.9,Iris-virginica
+9,5.1,2.7,3.9,1.4,Iris-versicolor
+10,4.3,3.2,1.6,0.2,Iris-setosa
+11,6.3,2.5,5.0,2.3,Iris-virginica
+12,5.0,2.5,4.0,1.2,Iris-versicolor
+13,5.7,3.2,5.4,2.2,Iris-virginica
+14,6.7,3.1,5.4,2.4,Iris-virginica
+15,5.4,3.2,1.4,0.2,Iris-setosa
+16,5.3,2.7,3.9,1.5,Iris-versicolor
+17,6.3,2.9,4.3,1.3,Iris-versicolor
+18,5.5,2.7,5.5,2.0,Iris-virginica
+19,4.9,3.1,1.4,0.2,Iris-setosa
+20,4.6,3.2,1.3,0.3,Iris-setosa
+21,4.4,3.1,1.3,0.2,Iris-setosa
+22,6.3,2.9,5.6,1.8,Iris-virginica
+23,4.9,3.0,1.5,0.2,Iris-setosa
+24,4.6,3.4,1.4,0.2,Iris-setosa
+25,6.7,3.1,5.7,2.4,Iris-virginica
+26,6.4,2.9,5.7,1.8,Iris-virginica
+27,6.4,3.0,4.5,1.5,Iris-versicolor
+28,6.0,2.9,4.3,1.3,Iris-versicolor
+29,5.5,3.4,1.4,0.2,Iris-setosa
+30,5.5,2.7,3.2,1.2,Iris-versicolor
+31,7.6,3.8,4.6,2.3,Iris-virginica
+32,5.5,2.7,3.0,1.0,Iris-versicolor
+33,6.3,2.7,5.0,1.8,Iris-virginica
+34,6.4,3.0,5.5,2.1,Iris-virginica
+35,6.1,3.2,5.0,2.3,Iris-virginica
+36,6.3,2.4,5.4,2.0,Iris-virginica
+37,6.1,3.2,4.7,1.8,Iris-versicolor
+38,6.3,3.6,5.1,2.1,Iris-virginica
+39,5.6,3.7,1.5,0.4,Iris-setosa
+40,5.5,2.8,4.1,1.3,Iris-versicolor
+41,5.6,3.0,4.2,1.3,Iris-versicolor
+42,5.4,3.4,1.4,0.2,Iris-setosa
+43,6.4,2.8,5.7,1.3,Iris-virginica
+44,6.0,3.2,4.9,1.5,Iris-versicolor
+45,6.7,3.0,5.6,2.4,Iris-virginica
+46,5.0,3.3,1.6,0.2,Iris-setosa
+47,5.4,3.2,1.4,0.4,Iris-setosa
+48,4.9,3.0,1.4,0.1,Iris-setosa
+49,5.8,3.4,1.5,0.2,Iris-setosa
+50,5.1,3.8,1.9,0.4,Iris-setosa
+51,5.1,3.7,1.6,0.4,Iris-setosa
+52,5.5,2.8,4.0,1.0,Iris-versicolor
+53,6.3,2.9,4.9,1.3,Iris-versicolor
+54,4.4,3.2,1.4,0.2,Iris-setosa
+55,5.3,4.4,1.5,0.2,Iris-setosa
+56,6.4,2.9,4.3,1.3,Iris-versicolor
+57,6.7,3.0,5.7,2.4,Iris-virginica
+58,7.7,3.2,5.7,2.1,Iris-virginica
+59,5.0,3.5,1.2,0.2,Iris-setosa
+60,6.6,2.6,4.0,1.3,Iris-versicolor
+61,4.9,3.1,1.6,0.1,Iris-setosa
+62,4.9,2.5,4.3,1.7,Iris-virginica
+63,6.4,2.9,4.3,1.9,Iris-versicolor
+64,6.4,2.9,5.3,1.8,Iris-virginica
+65,5.4,3.0,4.5,1.5,Iris-versicolor
+66,6.3,2.7,4.9,1.8,Iris-virginica
+67,7.2,3.2,5.0,2.2,Iris-virginica
+68,5.7,2.5,4.0,1.5,Iris-versicolor
+69,5.4,3.2,4.1,1.5,Iris-versicolor
+70,5.8,3.7,1.5,0.2,Iris-setosa
+71,5.8,3.0,4.2,1.0,Iris-versicolor
+72,4.4,3.2,1.3,0.3,Iris-setosa
+73,5.5,2.6,4.1,1.8,Iris-versicolor
+74,6.4,3.1,5.5,1.5,Iris-virginica
+75,6.6,2.7,4.9,1.3,Iris-versicolor
+76,6.3,2.9,4.7,1.3,Iris-versicolor
+77,5.3,2.9,3.9,1.4,Iris-versicolor
+78,5.9,2.4,3.5,1.7,Iris-versicolor
+79,4.3,2.9,3.3,1.0,Iris-versicolor
+80,7.1,3.0,5.6,1.4,Iris-virginica
+81,7.6,2.9,6.3,1.9,Iris-virginica
+82,6.3,3.3,5.6,2.5,Iris-virginica
+83,6.4,3.2,4.3,1.5,Iris-versicolor
+84,6.4,3.0,5.5,1.5,Iris-virginica
+85,5.7,2.4,3.9,1.0,Iris-versicolor
+86,4.9,3.0,5.4,2.1,Iris-virginica
+87,5.1,3.5,1.1,0.3,Iris-setosa
+88,6.0,3.2,5.3,2.0,Iris-virginica
+89,5.1,2.7,3.9,1.1,Iris-versicolor
+90,6.3,2.3,5.0,1.8,Iris-virginica
+91,4.9,3.0,1.3,0.2,Iris-setosa
+92,4.6,3.1,1.6,0.2,Iris-setosa
+93,6.0,3.2,5.4,2.2,Iris-virginica
+94,6.2,2.9,5.0,1.3,Iris-virginica
+95,5.9,3.1,5.5,2.1,Iris-virginica
+96,5.8,2.7,1.1,0.4,Iris-setosa
+97,4.9,3.1,1.5,0.1,Iris-setosa
+98,7.2,3.8,6.7,2.4,Iris-virginica
+99,5.0,3.0,4.6,1.0,Iris-versicolor
+100,5.7,4.0,1.2,0.2,Iris-setosa
+101,6.3,2.9,5.0,2.4,Iris-virginica
+102,6.3,2.9,4.2,1.8,Iris-virginica
+103,5.7,3.0,5.2,2.2,Iris-virginica
+104,6.3,2.9,5.3,1.8,Iris-virginica
+105,5.1,3.5,1.4,0.2,Iris-setosa
+106,4.4,3.1,1.4,0.2,Iris-setosa
+107,5.7,3.9,1.7,0.4,Iris-setosa
+108,5.1,3.0,4.2,1.4,Iris-versicolor
+109,5.8,2.6,4.0,1.3,Iris-versicolor
+110,5.4,3.5,1.3,0.2,Iris-setosa
+111,5.6,2.8,4.9,2.3,Iris-virginica
+112,6.3,2.7,5.1,1.9,Iris-virginica
+113,6.7,3.1,5.6,2.4,Iris-virginica
+114,6.3,2.4,5.6,1.8,Iris-virginica
+115,5.0,3.5,1.5,0.2,Iris-setosa
+116,4.6,3.0,1.4,0.2,Iris-setosa
+117,6.3,2.9,5.7,1.8,Iris-virginica
+118,7.3,2.9,6.7,1.8,Iris-virginica
+119,5.0,3.0,1.6,0.2,Iris-setosa
diff --git a/iris/realtabformer/1/7/test.csv b/iris/realtabformer/1/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/7/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/7/train.csv b/iris/realtabformer/1/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/7/val.csv b/iris/realtabformer/1/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/7/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/8/synth.csv b/iris/realtabformer/1/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0aba7354678323ccbc9edcbc1c5ab5bdc499af09
--- /dev/null
+++ b/iris/realtabformer/1/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,3.0,4.5,1.0,Iris-versicolor
+1,6.4,3.2,4.6,1.5,Iris-versicolor
+2,5.4,3.4,1.5,0.2,Iris-setosa
+3,5.7,2.9,4.2,1.3,Iris-versicolor
+4,5.3,2.8,4.9,1.5,Iris-versicolor
+5,5.1,3.3,1.4,0.4,Iris-setosa
+6,5.1,3.0,4.9,1.3,Iris-versicolor
+7,5.0,3.9,1.7,0.2,Iris-setosa
+8,5.1,3.3,1.4,0.2,Iris-setosa
+9,6.4,2.0,5.5,1.8,Iris-virginica
+10,5.3,3.4,1.4,0.2,Iris-setosa
+11,6.4,3.2,5.3,2.3,Iris-virginica
+12,5.0,3.7,1.5,0.2,Iris-setosa
+13,5.8,2.7,5.1,1.1,Iris-virginica
+14,5.8,2.7,4.1,1.4,Iris-versicolor
+15,6.4,2.8,4.3,1.3,Iris-versicolor
+16,6.4,3.2,5.0,2.5,Iris-virginica
+17,4.9,3.0,1.3,0.2,Iris-setosa
+18,6.0,3.2,4.4,1.5,Iris-versicolor
+19,7.4,3.2,5.3,2.3,Iris-virginica
+20,4.6,3.0,1.4,0.2,Iris-setosa
+21,5.3,3.7,1.2,0.2,Iris-setosa
+22,6.0,3.2,4.5,1.5,Iris-versicolor
+23,5.5,2.7,4.9,1.5,Iris-versicolor
+24,6.3,2.9,4.6,1.5,Iris-versicolor
+25,6.3,2.9,4.2,1.8,Iris-versicolor
+26,5.0,3.5,1.4,0.2,Iris-setosa
+27,7.6,3.0,4.6,1.3,Iris-virginica
+28,5.7,2.8,4.0,2.3,Iris-versicolor
+29,5.4,2.7,4.5,1.5,Iris-versicolor
+30,5.4,3.2,1.5,0.1,Iris-setosa
+31,6.1,3.9,4.7,1.4,Iris-versicolor
+32,5.0,3.2,1.2,0.2,Iris-setosa
+33,5.2,3.7,1.5,0.2,Iris-setosa
+34,5.4,3.0,4.5,1.2,Iris-versicolor
+35,6.4,3.3,4.3,1.5,Iris-versicolor
+36,7.1,2.8,4.7,1.9,Iris-versicolor
+37,5.1,2.8,4.9,1.3,Iris-versicolor
+38,5.6,2.5,4.0,1.3,Iris-versicolor
+39,5.8,2.7,4.9,1.0,Iris-versicolor
+40,5.4,3.5,1.3,0.3,Iris-setosa
+41,6.0,2.2,4.0,1.3,Iris-versicolor
+42,6.4,3.2,4.3,1.3,Iris-versicolor
+43,6.1,2.8,4.6,1.5,Iris-virginica
+44,6.4,3.2,5.3,2.5,Iris-virginica
+45,6.3,2.6,4.6,1.5,Iris-versicolor
+46,5.5,2.0,4.1,1.3,Iris-versicolor
+47,4.6,3.4,1.4,0.3,Iris-setosa
+48,6.4,3.4,5.6,2.4,Iris-virginica
+49,6.4,2.9,4.3,1.3,Iris-versicolor
+50,6.4,3.3,5.3,2.2,Iris-virginica
+51,5.2,2.8,4.6,1.6,Iris-versicolor
+52,5.2,3.4,3.4,2.2,Iris-setosa
+53,4.4,3.4,1.5,0.2,Iris-setosa
+54,5.7,2.6,3.0,1.0,Iris-versicolor
+55,4.9,3.1,1.4,0.1,Iris-setosa
+56,6.1,3.2,5.6,2.5,Iris-virginica
+57,5.8,3.4,1.6,0.2,Iris-setosa
+58,6.4,3.2,4.5,1.5,Iris-versicolor
+59,6.3,3.4,5.6,2.1,Iris-virginica
+60,4.9,2.5,3.3,1.0,Iris-versicolor
+61,5.7,3.0,5.5,2.1,Iris-virginica
+62,5.1,3.4,1.7,0.4,Iris-setosa
+63,5.8,2.7,5.1,1.9,Iris-virginica
+64,4.9,3.1,1.4,0.1,Iris-setosa
+65,6.7,3.0,4.0,1.2,Iris-versicolor
+66,5.6,3.4,1.6,0.5,Iris-setosa
+67,5.4,3.7,1.5,0.2,Iris-setosa
+68,4.6,2.5,4.0,1.3,Iris-versicolor
+69,5.5,2.7,4.5,1.4,Iris-versicolor
+70,5.7,3.5,1.7,0.2,Iris-setosa
+71,6.5,2.5,4.0,1.5,Iris-versicolor
+72,5.0,3.0,1.8,0.2,Iris-setosa
+73,5.5,2.5,4.0,1.3,Iris-versicolor
+74,7.3,2.8,6.1,2.4,Iris-virginica
+75,5.8,3.7,1.2,0.2,Iris-setosa
+76,5.1,2.7,4.9,1.5,Iris-versicolor
+77,6.5,3.0,5.4,1.8,Iris-virginica
+78,6.7,3.3,5.7,2.2,Iris-virginica
+79,5.8,2.5,5.1,2.1,Iris-virginica
+80,6.4,3.2,4.4,1.5,Iris-versicolor
+81,4.4,2.9,1.3,0.3,Iris-setosa
+82,5.5,3.0,5.4,1.2,Iris-versicolor
+83,6.7,3.1,5.5,2.1,Iris-virginica
+84,6.4,3.2,4.3,1.5,Iris-virginica
+85,5.4,3.3,1.7,0.2,Iris-setosa
+86,6.7,2.9,5.0,2.4,Iris-virginica
+87,6.1,3.1,5.7,2.1,Iris-virginica
+88,6.0,2.2,4.7,1.5,Iris-versicolor
+89,5.5,2.8,4.0,1.5,Iris-versicolor
+90,5.8,3.0,4.1,1.5,Iris-versicolor
+91,6.0,3.2,5.0,2.5,Iris-virginica
+92,6.5,2.0,5.6,1.8,Iris-virginica
+93,5.7,2.9,4.3,1.3,Iris-versicolor
+94,5.7,2.7,5.1,2.1,Iris-virginica
+95,6.4,2.8,4.3,1.3,Iris-versicolor
+96,5.1,2.7,3.1,1.4,Iris-versicolor
+97,4.4,3.2,1.3,0.2,Iris-setosa
+98,5.8,3.4,1.4,0.2,Iris-setosa
+99,4.4,3.2,1.3,0.2,Iris-setosa
+100,6.1,2.7,4.6,1.4,Iris-versicolor
+101,5.0,3.2,1.2,0.2,Iris-setosa
+102,6.3,2.7,5.6,1.8,Iris-virginica
+103,7.7,2.8,6.1,2.1,Iris-virginica
+104,5.4,2.9,4.3,1.3,Iris-versicolor
+105,6.4,2.5,5.0,1.9,Iris-virginica
+106,6.0,2.2,3.3,1.7,Iris-versicolor
+107,4.9,3.1,1.4,0.2,Iris-setosa
+108,6.3,2.7,5.5,1.8,Iris-virginica
+109,4.6,2.4,3.3,1.0,Iris-versicolor
+110,5.7,3.0,4.2,1.2,Iris-versicolor
+111,6.4,2.2,4.3,1.3,Iris-versicolor
+112,5.6,2.7,4.2,1.3,Iris-versicolor
+113,6.3,2.5,5.1,1.8,Iris-virginica
+114,4.9,2.4,3.4,1.1,Iris-virginica
+115,5.8,2.9,4.9,1.0,Iris-versicolor
+116,6.3,2.9,4.6,1.0,Iris-versicolor
+117,6.3,2.8,4.1,1.5,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/1/8/test.csv b/iris/realtabformer/1/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/8/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/8/train.csv b/iris/realtabformer/1/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/8/val.csv b/iris/realtabformer/1/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/8/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/9/synth.csv b/iris/realtabformer/1/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a03df0f4802cda37f0f3cc29412e4fdea32c64b7
--- /dev/null
+++ b/iris/realtabformer/1/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7,2.8,4.9,1.5,Iris-versicolor
+1,5.5,2.4,3.9,1.0,Iris-versicolor
+2,5.1,3.4,1.4,0.4,Iris-setosa
+3,7.0,3.2,6.7,2.0,Iris-virginica
+4,4.8,3.0,1.3,0.2,Iris-setosa
+5,6.0,3.2,5.0,1.8,Iris-virginica
+6,6.8,2.9,5.7,1.6,Iris-virginica
+7,4.9,3.1,1.5,0.1,Iris-setosa
+8,4.6,3.0,1.4,0.2,Iris-setosa
+9,5.6,3.7,4.2,1.3,Iris-versicolor
+10,5.5,2.5,4.0,1.3,Iris-versicolor
+11,5.0,3.0,4.5,1.0,Iris-versicolor
+12,5.9,3.4,4.5,1.0,Iris-versicolor
+13,6.7,3.0,5.7,2.4,Iris-virginica
+14,6.1,2.5,4.6,1.5,Iris-versicolor
+15,4.6,3.2,1.4,0.2,Iris-setosa
+16,4.6,3.2,1.4,0.2,Iris-setosa
+17,5.7,2.9,3.2,1.0,Iris-versicolor
+18,6.0,3.2,4.4,1.3,Iris-versicolor
+19,5.8,2.7,4.9,1.8,Iris-versicolor
+20,5.5,2.5,5.0,1.8,Iris-virginica
+21,5.4,3.7,1.5,0.2,Iris-setosa
+22,6.2,3.2,5.3,2.3,Iris-virginica
+23,6.7,2.8,5.1,2.3,Iris-virginica
+24,5.4,2.7,3.5,1.0,Iris-versicolor
+25,5.3,2.7,3.9,1.4,Iris-versicolor
+26,5.2,3.4,1.7,0.2,Iris-setosa
+27,6.1,2.8,4.0,1.4,Iris-versicolor
+28,5.6,3.0,4.5,1.5,Iris-versicolor
+29,4.8,3.4,1.1,0.2,Iris-setosa
+30,5.9,3.0,5.4,2.2,Iris-virginica
+31,4.5,3.4,1.6,0.2,Iris-setosa
+32,6.0,2.2,5.0,1.8,Iris-virginica
+33,5.5,2.6,4.4,1.3,Iris-versicolor
+34,4.6,3.4,1.6,0.2,Iris-setosa
+35,4.4,3.4,1.3,0.2,Iris-setosa
+36,7.2,3.0,5.9,1.8,Iris-virginica
+37,5.1,3.5,1.0,0.2,Iris-setosa
+38,5.5,4.4,1.4,0.2,Iris-setosa
+39,5.7,2.8,4.1,1.3,Iris-versicolor
+40,6.1,3.0,5.1,2.3,Iris-virginica
+41,4.9,3.1,1.5,0.1,Iris-setosa
+42,5.8,2.4,5.0,2.0,Iris-virginica
+43,6.4,2.9,5.3,1.9,Iris-virginica
+44,6.3,2.7,5.9,1.9,Iris-virginica
+45,5.7,3.5,5.0,2.2,Iris-virginica
+46,4.9,3.1,1.5,0.1,Iris-setosa
+47,6.3,2.5,5.0,1.9,Iris-virginica
+48,5.0,3.5,1.0,0.2,Iris-setosa
+49,4.9,3.1,1.6,0.1,Iris-setosa
+50,4.4,3.2,1.3,0.2,Iris-setosa
+51,4.6,3.4,1.4,0.2,Iris-setosa
+52,6.1,2.6,4.4,1.3,Iris-versicolor
+53,6.1,3.0,5.2,1.4,Iris-virginica
+54,5.4,2.6,4.3,1.3,Iris-versicolor
+55,7.4,2.8,6.3,2.3,Iris-virginica
+56,5.3,2.9,5.6,1.2,Iris-virginica
+57,5.7,3.7,5.1,2.4,Iris-virginica
+58,5.6,3.1,1.4,0.2,Iris-setosa
+59,5.8,2.4,3.9,1.0,Iris-versicolor
+60,5.8,2.6,4.0,1.4,Iris-versicolor
+61,4.6,3.4,1.4,0.3,Iris-setosa
+62,5.1,3.5,4.4,1.3,Iris-versicolor
+63,6.3,2.8,4.6,1.5,Iris-versicolor
+64,5.8,2.7,5.1,2.2,Iris-virginica
+65,7.2,2.9,6.3,1.8,Iris-virginica
+66,6.3,3.4,5.6,2.4,Iris-virginica
+67,5.6,3.0,4.5,1.5,Iris-versicolor
+68,5.2,3.4,1.4,0.2,Iris-setosa
+69,6.1,3.0,4.6,1.4,Iris-versicolor
+70,4.4,3.2,1.4,0.2,Iris-setosa
+71,5.7,2.9,4.2,1.3,Iris-versicolor
+72,5.1,3.5,1.4,0.2,Iris-setosa
+73,6.4,3.2,4.6,1.5,Iris-versicolor
+74,5.2,2.7,5.1,2.5,Iris-virginica
+75,6.3,2.5,5.1,1.9,Iris-virginica
+76,5.6,3.0,4.6,1.3,Iris-versicolor
+77,6.4,2.8,5.3,1.9,Iris-virginica
+78,7.1,3.8,6.6,2.2,Iris-virginica
+79,4.8,2.7,5.1,1.9,Iris-virginica
+80,5.0,3.2,1.4,0.2,Iris-setosa
+81,5.5,2.2,4.0,1.3,Iris-versicolor
+82,5.2,3.5,1.4,0.2,Iris-setosa
+83,5.0,3.4,1.4,0.2,Iris-setosa
+84,5.1,3.5,1.9,0.4,Iris-setosa
+85,6.5,3.0,5.7,1.8,Iris-virginica
+86,6.4,3.2,5.0,1.6,Iris-virginica
+87,6.0,3.2,5.3,2.5,Iris-virginica
+88,6.1,2.9,4.4,1.3,Iris-versicolor
+89,6.1,2.9,4.6,1.4,Iris-versicolor
+90,6.7,3.1,5.6,2.4,Iris-virginica
+91,5.6,2.7,4.2,2.3,Iris-versicolor
+92,6.3,2.8,5.6,2.1,Iris-virginica
+93,6.3,3.8,5.6,2.4,Iris-virginica
+94,5.0,2.5,3.0,1.0,Iris-versicolor
+95,7.3,2.8,6.1,1.9,Iris-virginica
+96,6.7,2.3,4.7,1.8,Iris-virginica
+97,6.3,2.9,5.9,2.5,Iris-virginica
+98,5.6,3.4,4.4,1.3,Iris-versicolor
+99,6.3,2.9,4.7,1.5,Iris-versicolor
+100,6.1,3.1,4.6,1.4,Iris-virginica
+101,5.1,3.5,1.6,0.4,Iris-setosa
+102,5.7,3.3,1.7,0.4,Iris-setosa
+103,5.7,2.8,5.1,2.4,Iris-virginica
+104,4.6,3.1,1.5,0.1,Iris-setosa
+105,6.2,2.9,5.3,2.3,Iris-virginica
+106,5.6,2.8,4.0,1.0,Iris-versicolor
+107,5.0,3.5,1.5,0.2,Iris-setosa
+108,6.7,2.8,4.9,1.4,Iris-versicolor
+109,5.1,2.4,3.5,1.4,Iris-versicolor
+110,4.6,3.4,1.4,0.2,Iris-setosa
+111,5.8,3.4,4.0,1.5,Iris-versicolor
+112,6.4,2.9,5.3,1.9,Iris-virginica
+113,6.1,2.8,4.0,1.3,Iris-versicolor
+114,5.1,3.5,1.4,0.2,Iris-setosa
+115,5.0,3.3,1.4,0.2,Iris-setosa
+116,6.0,3.4,5.4,2.2,Iris-virginica
+117,5.7,2.8,3.1,1.0,Iris-versicolor
+118,6.7,3.5,5.7,2.4,Iris-virginica
+119,6.1,3.8,4.6,1.3,Iris-versicolor
diff --git a/iris/realtabformer/1/9/test.csv b/iris/realtabformer/1/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/9/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/9/train.csv b/iris/realtabformer/1/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/realtabformer/1/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/1/9/val.csv b/iris/realtabformer/1/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/realtabformer/1/9/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/realtabformer/1/params.json b/iris/realtabformer/1/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..56bb3de3d4e5a1992d6fc810fe22e8ab2fa1018c
--- /dev/null
+++ b/iris/realtabformer/1/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6b005ab77f236809a3217466fd338b7b4f17b31226606c99ed8cd8425172b8af
+size 712
diff --git a/iris/realtabformer/1/realtabformer_eval.ipynb b/iris/realtabformer/1/realtabformer_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..38a9af9450abe331210a531d8d7171486c6efc47
--- /dev/null
+++ b/iris/realtabformer/1/realtabformer_eval.ipynb
@@ -0,0 +1,6248 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "b5398182",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:06:53.813704Z",
+     "iopub.status.busy": "2024-07-21T14:06:53.812873Z",
+     "iopub.status.idle": "2024-07-21T14:07:05.746887Z",
+     "shell.execute_reply": "2024-07-21T14:07:05.745653Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697371780299,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 11.972126,
+     "end_time": "2024-07-21T14:07:05.749627",
+     "exception": false,
+     "start_time": "2024-07-21T14:06:53.777501",
+     "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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\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",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 43%\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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 33%\r",
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\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": "b01663ff",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:05.824295Z",
+     "iopub.status.busy": "2024-07-21T14:07:05.823906Z",
+     "iopub.status.idle": "2024-07-21T14:07:05.832281Z",
+     "shell.execute_reply": "2024-07-21T14:07:05.831304Z"
+    },
+    "papermill": {
+     "duration": 0.04833,
+     "end_time": "2024-07-21T14:07:05.834445",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:05.786115",
+     "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": "e0243dd6",
+   "metadata": {
+    "papermill": {
+     "duration": 0.035233,
+     "end_time": "2024-07-21T14:07:05.903404",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:05.868171",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "f3871b67",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:05.978894Z",
+     "iopub.status.busy": "2024-07-21T14:07:05.978060Z",
+     "iopub.status.idle": "2024-07-21T14:07:05.982792Z",
+     "shell.execute_reply": "2024-07-21T14:07:05.981907Z"
+    },
+    "papermill": {
+     "duration": 0.046567,
+     "end_time": "2024-07-21T14:07:05.984972",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:05.938405",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "plt.rcParams['figure.figsize'] = [3,3]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "5be74e3e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:06.056394Z",
+     "iopub.status.busy": "2024-07-21T14:07:06.055696Z",
+     "iopub.status.idle": "2024-07-21T14:07:06.063708Z",
+     "shell.execute_reply": "2024-07-21T14:07:06.062831Z"
+    },
+    "papermill": {
+     "duration": 0.045985,
+     "end_time": "2024-07-21T14:07:06.065648",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:06.019663",
+     "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": "28a0ed62",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:06.136980Z",
+     "iopub.status.busy": "2024-07-21T14:07:06.136623Z",
+     "iopub.status.idle": "2024-07-21T14:07:06.142564Z",
+     "shell.execute_reply": "2024-07-21T14:07:06.141746Z"
+    },
+    "papermill": {
+     "duration": 0.044195,
+     "end_time": "2024-07-21T14:07:06.144564",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:06.100369",
+     "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 = 1\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/realtabformer/1\"\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": "84b12662",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:06.216051Z",
+     "iopub.status.busy": "2024-07-21T14:07:06.215661Z",
+     "iopub.status.idle": "2024-07-21T14:07:06.220154Z",
+     "shell.execute_reply": "2024-07-21T14:07:06.219218Z"
+    },
+    "papermill": {
+     "duration": 0.042956,
+     "end_time": "2024-07-21T14:07:06.222237",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:06.179281",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "if df_name == \"df\":\n",
+    "    save_embedding = True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "d3534c89",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:06.293721Z",
+     "iopub.status.busy": "2024-07-21T14:07:06.292984Z",
+     "iopub.status.idle": "2024-07-21T14:07:06.299342Z",
+     "shell.execute_reply": "2024-07-21T14:07:06.298417Z"
+    },
+    "papermill": {
+     "duration": 0.045521,
+     "end_time": "2024-07-21T14:07:06.301788",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:06.256267",
+     "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": "b7cf4f8d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:06.376644Z",
+     "iopub.status.busy": "2024-07-21T14:07:06.375970Z",
+     "iopub.status.idle": "2024-07-21T14:07:07.703059Z",
+     "shell.execute_reply": "2024-07-21T14:07:07.701933Z"
+    },
+    "papermill": {
+     "duration": 1.367538,
+     "end_time": "2024-07-21T14:07:07.705438",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:06.337900",
+     "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": "58550a99",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:07.785124Z",
+     "iopub.status.busy": "2024-07-21T14:07:07.784245Z",
+     "iopub.status.idle": "2024-07-21T14:07:08.865785Z",
+     "shell.execute_reply": "2024-07-21T14:07:08.864462Z"
+    },
+    "papermill": {
+     "duration": 1.124848,
+     "end_time": "2024-07-21T14:07:08.868520",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:07.743672",
+     "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": "5078f229",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:08.947387Z",
+     "iopub.status.busy": "2024-07-21T14:07:08.946996Z",
+     "iopub.status.idle": "2024-07-21T14:07:08.957594Z",
+     "shell.execute_reply": "2024-07-21T14:07:08.956687Z"
+    },
+    "papermill": {
+     "duration": 0.053284,
+     "end_time": "2024-07-21T14:07:08.959764",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:08.906480",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/realtabformer/1\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": "c90d8a2c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:09.038746Z",
+     "iopub.status.busy": "2024-07-21T14:07:09.037831Z",
+     "iopub.status.idle": "2024-07-21T14:07:09.433547Z",
+     "shell.execute_reply": "2024-07-21T14:07:09.432684Z"
+    },
+    "executionInfo": {
+     "elapsed": 333,
+     "status": "ok",
+     "timestamp": 1697372585128,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.438236,
+     "end_time": "2024-07-21T14:07:09.436265",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:08.998029",
+     "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": "b895d020",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:09.512746Z",
+     "iopub.status.busy": "2024-07-21T14:07:09.511789Z",
+     "iopub.status.idle": "2024-07-21T14:07:11.304433Z",
+     "shell.execute_reply": "2024-07-21T14:07:11.303322Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697372585711,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.833024,
+     "end_time": "2024-07-21T14:07:11.307115",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:09.474091",
+     "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": "39758b70",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:11.385772Z",
+     "iopub.status.busy": "2024-07-21T14:07:11.385253Z",
+     "iopub.status.idle": "2024-07-21T14:07:11.392930Z",
+     "shell.execute_reply": "2024-07-21T14:07:11.391915Z"
+    },
+    "executionInfo": {
+     "elapsed": 417,
+     "status": "ok",
+     "timestamp": 1697375526563,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.049064,
+     "end_time": "2024-07-21T14:07:11.395104",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:11.346040",
+     "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": "d5c81812",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:11.467413Z",
+     "iopub.status.busy": "2024-07-21T14:07:11.466839Z",
+     "iopub.status.idle": "2024-07-21T14:07:11.471684Z",
+     "shell.execute_reply": "2024-07-21T14:07:11.470812Z"
+    },
+    "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": 0.043348,
+     "end_time": "2024-07-21T14:07:11.473783",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:11.430435",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      ".\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_dir_2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "9cfedc22",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:11.548719Z",
+     "iopub.status.busy": "2024-07-21T14:07:11.547888Z",
+     "iopub.status.idle": "2024-07-21T14:07:11.673914Z",
+     "shell.execute_reply": "2024-07-21T14:07:11.672751Z"
+    },
+    "papermill": {
+     "duration": 0.16696,
+     "end_time": "2024-07-21T14:07:11.676467",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:11.509507",
+     "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": "c1d5c407",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:11.754905Z",
+     "iopub.status.busy": "2024-07-21T14:07:11.754449Z",
+     "iopub.status.idle": "2024-07-21T14:07:16.482377Z",
+     "shell.execute_reply": "2024-07-21T14:07:16.481323Z"
+    },
+    "papermill": {
+     "duration": 4.771007,
+     "end_time": "2024-07-21T14:07:16.484919",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:11.713912",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-21 14:07:13.649459: 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 14:07:13.649535: 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 14:07:13.651124: 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": "80c94314",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:16.562183Z",
+     "iopub.status.busy": "2024-07-21T14:07:16.561000Z",
+     "iopub.status.idle": "2024-07-21T14:07:16.567655Z",
+     "shell.execute_reply": "2024-07-21T14:07:16.566703Z"
+    },
+    "papermill": {
+     "duration": 0.048184,
+     "end_time": "2024-07-21T14:07:16.569818",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:16.521634",
+     "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": "657da4bc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:16.643371Z",
+     "iopub.status.busy": "2024-07-21T14:07:16.642711Z",
+     "iopub.status.idle": "2024-07-21T14:07:19.725742Z",
+     "shell.execute_reply": "2024-07-21T14:07:19.724902Z"
+    },
+    "papermill": {
+     "duration": 3.122156,
+     "end_time": "2024-07-21T14:07:19.728071",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:16.605915",
+     "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": "89c613bb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:19.805963Z",
+     "iopub.status.busy": "2024-07-21T14:07:19.805087Z",
+     "iopub.status.idle": "2024-07-21T14:07:19.811422Z",
+     "shell.execute_reply": "2024-07-21T14:07:19.810577Z"
+    },
+    "papermill": {
+     "duration": 0.048245,
+     "end_time": "2024-07-21T14:07:19.813522",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:19.765277",
+     "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": "32fcb54c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:19.885811Z",
+     "iopub.status.busy": "2024-07-21T14:07:19.885486Z",
+     "iopub.status.idle": "2024-07-21T14:07:20.402964Z",
+     "shell.execute_reply": "2024-07-21T14:07:20.402011Z"
+    },
+    "papermill": {
+     "duration": 0.556611,
+     "end_time": "2024-07-21T14:07:20.405446",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:19.848835",
+     "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": "00ed2a01",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:20.481355Z",
+     "iopub.status.busy": "2024-07-21T14:07:20.481026Z",
+     "iopub.status.idle": "2024-07-21T14:07:20.487378Z",
+     "shell.execute_reply": "2024-07-21T14:07:20.486441Z"
+    },
+    "papermill": {
+     "duration": 0.047782,
+     "end_time": "2024-07-21T14:07:20.489751",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:20.441969",
+     "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": "e197733c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:20.563705Z",
+     "iopub.status.busy": "2024-07-21T14:07:20.563323Z",
+     "iopub.status.idle": "2024-07-21T14:07:20.613937Z",
+     "shell.execute_reply": "2024-07-21T14:07:20.612901Z"
+    },
+    "papermill": {
+     "duration": 0.090572,
+     "end_time": "2024-07-21T14:07:20.616360",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:20.525788",
+     "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": "844c3e8c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:20.693716Z",
+     "iopub.status.busy": "2024-07-21T14:07:20.693349Z",
+     "iopub.status.idle": "2024-07-21T14:07:20.699347Z",
+     "shell.execute_reply": "2024-07-21T14:07:20.698420Z"
+    },
+    "papermill": {
+     "duration": 0.04778,
+     "end_time": "2024-07-21T14:07:20.701382",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:20.653602",
+     "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": "7be043f5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:20.775248Z",
+     "iopub.status.busy": "2024-07-21T14:07:20.774946Z",
+     "iopub.status.idle": "2024-07-21T14:07:20.779148Z",
+     "shell.execute_reply": "2024-07-21T14:07:20.778181Z"
+    },
+    "papermill": {
+     "duration": 0.044089,
+     "end_time": "2024-07-21T14:07:20.781176",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:20.737087",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "17aa29f7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:20.860160Z",
+     "iopub.status.busy": "2024-07-21T14:07:20.859784Z",
+     "iopub.status.idle": "2024-07-21T14:07:20.866310Z",
+     "shell.execute_reply": "2024-07-21T14:07:20.865390Z"
+    },
+    "papermill": {
+     "duration": 0.048182,
+     "end_time": "2024-07-21T14:07:20.868409",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:20.820227",
+     "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": "30812998",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:20.945726Z",
+     "iopub.status.busy": "2024-07-21T14:07:20.944833Z",
+     "iopub.status.idle": "2024-07-21T14:07:21.193098Z",
+     "shell.execute_reply": "2024-07-21T14:07:21.192249Z"
+    },
+    "papermill": {
+     "duration": 0.289772,
+     "end_time": "2024-07-21T14:07:21.195704",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:20.905932",
+     "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": "f78715aa",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:21.271222Z",
+     "iopub.status.busy": "2024-07-21T14:07:21.270898Z",
+     "iopub.status.idle": "2024-07-21T14:07:21.280310Z",
+     "shell.execute_reply": "2024-07-21T14:07:21.279480Z"
+    },
+    "executionInfo": {
+     "elapsed": 2,
+     "status": "ok",
+     "timestamp": 1697375527010,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.04843,
+     "end_time": "2024-07-21T14:07:21.282208",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:21.233778",
+     "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": "ae0120c2",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000,
+     "referenced_widgets": [
+      "c50b731f02a449a9b45103069f4f7f1f",
+      "8b711dcc883b4a5ea5580b6033044568",
+      "941d784de1f94bf382b875d2f4e902d8",
+      "06f1d325461e45d986ca92ed7763c06c",
+      "cf183620ec88415181febd8d639656e5",
+      "a79d746c0992418d9d2b1c8b93f7c52f",
+      "b0ad7760d42c4e8e844f46a4c6fd7d27",
+      "5bbafc9b78434f96b3320f860c6a1666",
+      "ebfb668fada444e28794b30122f0e123",
+      "34cd0bea60554071933074b75a7c6689",
+      "12513cd366e54425843cce520414d0f3",
+      "ef91306c079a4b9796591e1a6e666874",
+      "d25d12efe79e41c99eb5b0bc5d5b278d",
+      "d548ef70fcfc477e92ae9af81f0f8bcc",
+      "f1758d61d6254a16800764c56a5d1ea7",
+      "fa5f3621d3e049b4a890ca7b1b6600e3",
+      "361ecc4d770648d7949bdd3f6bfa6499",
+      "5daab13d10b443e4a1561c12805145f6",
+      "e64aa696fd70473ea134104b15af24c6",
+      "8b778a0c8bf64b3b83cdf3cace237466",
+      "7e54d622953b4b6ca0704ad3665503d2",
+      "57f504d7ffb64e61af63a66ff76903de",
+      "bf63dd54300d4fdd8c04d513f4b07047",
+      "ae49cf470e204098b762407d81722665",
+      "8a8f6cb142924968a6496250ddfce370",
+      "d8c9917906eb453cbc5d16332a9ddb7a",
+      "ab6e5c7cd6a04727905ca923838c0711",
+      "3fdc0e7efc6f4fae9162d007bd8a7754",
+      "c072c1aa9b314f01bfc41e08367a3347",
+      "41a67df594794567870ad2d766d7b8b3",
+      "d226377f400543279429aed766014cb8",
+      "1508878514f9426bae5cb899906897d8",
+      "80f4c00c043446c395f942b8efc85e8f",
+      "eedb89563da64fd69618531c7af28366",
+      "6183322a7f144c429c1a9220fccf3102",
+      "df241bccc5fe49cd9effd698c177b46f",
+      "cbd73a419cfb4457a150f9d09e6dbdce",
+      "873691950555404e8dda87a87491acd8",
+      "f9d79250133c42e2ba024b8b6ce0733a",
+      "384dbbe207524ab6ad39b19fedad9446",
+      "115abcf1bd294be482a6fb8fd193e40f",
+      "08ac24b6bff24736933c3431de441ce9",
+      "8899ac88f69c47a787aa057cdd561828",
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+     ]
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:07:21.354903Z",
+     "iopub.status.busy": "2024-07-21T14:07:21.354566Z",
+     "iopub.status.idle": "2024-07-21T14:09:03.396729Z",
+     "shell.execute_reply": "2024-07-21T14:09:03.395619Z"
+    },
+    "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": 102.08202,
+     "end_time": "2024-07-21T14:09:03.399333",
+     "exception": false,
+     "start_time": "2024-07-21T14:07:21.317313",
+     "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      0.023916\n",
+      "std       0.050740\n",
+      "min      -0.025000\n",
+      "25%      -0.003947\n",
+      "50%       0.017105\n",
+      "75%       0.042105\n",
+      "max       0.253947\n",
+      "dtype: float64\n",
+      "Sensitivity threshold: 0.07184210526315785 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: 0.07184210526315785,                         val_sensitivity: 0.010789473684210524,                             val_sensitivities: [0.022368421052631572, 0.027631578947368417, -0.014473684210526317, 0.022368421052631572, 0.022368421052631572, 0.02763157894736842, 0.0013157894736842094, 0.02763157894736842, 0.017105263157894735, 0.017105263157894735, -0.014473684210526317, 0.0013157894736842094, -0.014473684210526317, 0.022368421052631572, -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: 0.07184210526315785,                         val_sensitivity: 0.034298245614035085,                             val_sensitivities: [0.027631578947368417, 0.04868421052631579, 0.027631578947368417, 0.027631578947368417, 0.0381578947368421, 0.04342105263157895, -0.0039473684210526334, 0.03289473684210526, -0.025, -0.025, 0.05394736842105263, 0.043421052631578944, 0.03289473684210526, 0.12763157894736843, 0.06447368421052632]\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>0.545400</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: 0.07184210526315785,                         val_sensitivity: 0.021315789473684208,                             val_sensitivities: [0.02236842105263158, 0.05394736842105263, 0.01184210526315789, 0.02236842105263158, 0.02236842105263158, 0.02236842105263158, 0.027631578947368417, 0.022368421052631572, 0.006578947368421052, 0.017105263157894735, -0.0039473684210526334, 0.017105263157894735, 0.01184210526315789, 0.017105263157894735, 0.04868421052631578]\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 00:08, 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: 0.07184210526315785,                         val_sensitivity: 0.03640350877192981,                             val_sensitivities: [0.022368421052631572, 0.017105263157894735, -0.0039473684210526334, 0.022368421052631572, 0.017105263157894735, 0.06447368421052631, 0.04868421052631579, 0.022368421052631572, 0.0065789473684210505, 0.04868421052631579, 0.04868421052631578, 0.05394736842105263, 0.01184210526315789, 0.09078947368421052, 0.075]\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: 0.07184210526315785,                         val_sensitivity: 0.008684210526315793,                             val_sensitivities: [0.05921052631578946, 0.04868421052631579, 0.011842105263157892, 0.09605263157894736, 0.07500000000000001, -0.0039473684210526334, -0.0039473684210526334, -0.014473684210526317, -0.025, -0.025, -0.009210526315789475, -0.025, -0.025, -0.014473684210526317, -0.014473684210526317]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='210' max='210' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [210/210 00:08, 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>0.440300</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: 0.07184210526315785,                         val_sensitivity: 0.030830533781261663,                             val_sensitivities: [-0.025, 0.017105263157894735, -0.0039473684210526334, 0.0013157894736842077, 0.022368421052631572, 0.06447368421052631, 0.04868421052631579, 0.02763157894736842, 0.04868421052631579, 0.05921052631578947, 0.03351063829787234, 0.05921052631578947, -0.0039473684210526334, 0.08026315789473684, 0.03289473684210526]\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 00:07, 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: 0.07184210526315785,                         val_sensitivity: 0.062499066815976105,                             val_sensitivities: [0.01184210526315789, 0.08026315789473684, 0.04868421052631579, 0.03289473684210526, 0.043421052631578944, 0.06973684210526315, 0.09078947368421052, 0.011842105263157892, 0.038157894736842106, 0.10131578947368422, 0.09734042553191488, 0.11710526315789474, 0.038829787234042554, 0.12763157894736843, 0.02763157894736842]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='280' max='280' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [280/280 00:07, 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": [
+      "Critic round: 40,                     sensitivity_threshold: 0.07184210526315785,                         val_sensitivity: 0.06455953714072415,                             val_sensitivities: [0.0065789473684210505, 0.0381578947368421, -0.0039473684210526334, 0.006578947368421052, 0.006578947368421052, 0.13289473684210526, 0.11710526315789474, 0.1118421052631579, 0.09605263157894736, 0.10657894736842105, 0.0973404255319149, 0.06973684210526315, 0.0381578947368421, 0.11710526315789474, 0.02763157894736842]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='308' max='308' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [308/308 00:07, 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>0.400900</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: 0.07184210526315785,                         val_sensitivity: 0.027631578947368417,                             val_sensitivities: [0.006578947368421052, 0.017105263157894735, 0.0381578947368421, 0.0381578947368421, 0.027631578947368417, 0.05394736842105263, 0.06447368421052632, 0.027631578947368417, -0.0039473684210526334, 0.017105263157894735, -0.014473684210526317, 0.03289473684210526, 0.032894736842105254, 0.043421052631578944, 0.032894736842105254]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<ml_utility_loss.synthesizers.realtabformer.rtf_trainer.ResumableTrainer at 0x7e0397584ee0>"
+      ]
+     },
+     "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": "7c374a45",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:09:03.483591Z",
+     "iopub.status.busy": "2024-07-21T14:09:03.483221Z",
+     "iopub.status.idle": "2024-07-21T14:09:12.526429Z",
+     "shell.execute_reply": "2024-07-21T14:09:12.525063Z"
+    },
+    "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": 9.088052,
+     "end_time": "2024-07-21T14:09:12.529285",
+     "exception": false,
+     "start_time": "2024-07-21T14:09:03.441233",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Copying artefacts from: best-disc-model\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Copying artefacts from: mean-best-disc-model\n",
+      "Copying artefacts from: not-best-disc-model\n",
+      "Copying artefacts from: last-epoch-model\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/pty.py:89: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  pid, fd = os.forkpty()\n"
+     ]
+    }
+   ],
+   "source": [
+    "import torch\n",
+    "from copy import deepcopy\n",
+    "import json\n",
+    "import locale\n",
+    "locale.getpreferredencoding = lambda: \"UTF-8\"\n",
+    "\n",
+    "rtf_model.experiment_id = str(df_name)\n",
+    "if save_model:\n",
+    "    rtf_model.save(model_dir_2)\n",
+    "!rm -rf {model_dir_2}/{df_name}/not-best-disc-model\n",
+    "!rm -rf {model_dir_2}/{df_name}/last-epoch-model\n",
+    "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": "d6306ea4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:09:12.618043Z",
+     "iopub.status.busy": "2024-07-21T14:09:12.617073Z",
+     "iopub.status.idle": "2024-07-21T14:09:12.624253Z",
+     "shell.execute_reply": "2024-07-21T14:09:12.623361Z"
+    },
+    "papermill": {
+     "duration": 0.055038,
+     "end_time": "2024-07-21T14:09:12.626314",
+     "exception": false,
+     "start_time": "2024-07-21T14:09:12.571276",
+     "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": "2e90cdcd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:09:12.711233Z",
+     "iopub.status.busy": "2024-07-21T14:09:12.710865Z",
+     "iopub.status.idle": "2024-07-21T14:09:36.353976Z",
+     "shell.execute_reply": "2024-07-21T14:09:36.352867Z"
+    },
+    "executionInfo": {
+     "elapsed": 4,
+     "status": "ok",
+     "timestamp": 1697377448897,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 23.688517,
+     "end_time": "2024-07-21T14:09:36.356475",
+     "exception": false,
+     "start_time": "2024-07-21T14:09:12.667958",
+     "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": "42b957a0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:09:36.454284Z",
+     "iopub.status.busy": "2024-07-21T14:09:36.453333Z",
+     "iopub.status.idle": "2024-07-21T14:09:36.460499Z",
+     "shell.execute_reply": "2024-07-21T14:09:36.459649Z"
+    },
+    "papermill": {
+     "duration": 0.056296,
+     "end_time": "2024-07-21T14:09:36.462459",
+     "exception": false,
+     "start_time": "2024-07-21T14:09:36.406163",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./29\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'/kaggle/working/eval/iris/realtabformer/1'"
+      ]
+     },
+     "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": "927ede04",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:09:36.554602Z",
+     "iopub.status.busy": "2024-07-21T14:09:36.553709Z",
+     "iopub.status.idle": "2024-07-21T14:09:36.560189Z",
+     "shell.execute_reply": "2024-07-21T14:09:36.559283Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697377448897,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "nB724X33v4Qd",
+    "papermill": {
+     "duration": 0.055061,
+     "end_time": "2024-07-21T14:09:36.562080",
+     "exception": false,
+     "start_time": "2024-07-21T14:09:36.507019",
+     "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": "93905b00",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:09:36.650607Z",
+     "iopub.status.busy": "2024-07-21T14:09:36.650256Z",
+     "iopub.status.idle": "2024-07-21T14:09:36.656816Z",
+     "shell.execute_reply": "2024-07-21T14:09:36.655912Z"
+    },
+    "papermill": {
+     "duration": 0.053227,
+     "end_time": "2024-07-21T14:09:36.658786",
+     "exception": false,
+     "start_time": "2024-07-21T14:09:36.605559",
+     "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\"))"
+   ]
+  }
+ ],
+ "metadata": {
+  "accelerator": "GPU",
+  "celltoolbar": "Tags",
+  "colab": {
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+   "end_time": "2024-07-21T14:09:39.524282",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/realtabformer/1/realtabformer_eval.ipynb",
+   "output_path": "eval/iris/realtabformer/1/realtabformer_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 1,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/realtabformer/1",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": true,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-21T14:06:52.126290",
+   "version": "2.5.0"
+  },
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