diff --git a/iris/realtabformer/df/0/synth.csv b/iris/realtabformer/df/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..24cbe6e4c76e7e50cafac767f5c94102accfb549
--- /dev/null
+++ b/iris/realtabformer/df/0/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.4,3.8,1.4,0.2,Iris-setosa
+1,5.4,2.7,4.5,1.5,Iris-versicolor
+2,5.6,4.7,4.2,1.4,Iris-versicolor
+3,5.4,3.0,4.5,1.5,Iris-versicolor
+4,6.8,2.5,5.8,1.9,Iris-virginica
+5,5.7,2.7,5.1,1.3,Iris-virginica
+6,6.4,3.2,5.8,2.2,Iris-virginica
+7,6.4,3.1,4.5,1.4,Iris-versicolor
+8,5.7,3.6,4.5,1.6,Iris-versicolor
+9,4.6,2.3,4.3,1.3,Iris-versicolor
+10,7.7,3.6,6.7,1.2,Iris-virginica
+11,4.6,3.0,4.5,1.3,Iris-versicolor
+12,5.5,2.5,4.0,1.3,Iris-versicolor
+13,4.9,3.5,1.3,0.2,Iris-setosa
+14,4.7,3.1,1.5,0.2,Iris-setosa
+15,4.7,3.1,1.5,0.2,Iris-setosa
+16,5.4,2.7,3.5,1.5,Iris-versicolor
+17,5.6,3.0,4.5,1.5,Iris-versicolor
+18,5.0,3.5,3.5,1.1,Iris-versicolor
+19,5.0,3.2,1.5,0.6,Iris-setosa
+20,5.8,3.0,4.5,1.7,Iris-versicolor
+21,6.9,3.1,5.5,2.1,Iris-virginica
+22,5.1,3.8,1.7,0.2,Iris-setosa
+23,5.7,3.5,1.4,0.2,Iris-setosa
+24,5.4,3.5,1.3,0.2,Iris-setosa
+25,5.4,2.9,4.5,1.3,Iris-versicolor
+26,6.1,3.4,4.7,1.5,Iris-versicolor
+27,6.7,3.1,4.5,1.8,Iris-virginica
+28,5.8,3.8,4.1,1.5,Iris-versicolor
+29,6.3,2.2,4.6,1.3,Iris-versicolor
+30,5.0,3.5,1.5,0.6,Iris-setosa
+31,6.2,2.9,4.5,1.6,Iris-versicolor
+32,5.0,3.5,1.3,0.2,Iris-setosa
+33,4.8,3.0,1.4,0.2,Iris-setosa
+34,4.6,3.2,1.4,0.2,Iris-setosa
+35,6.3,2.7,4.9,1.8,Iris-versicolor
+36,7.7,3.0,6.1,2.3,Iris-virginica
+37,6.0,3.2,4.3,1.5,Iris-versicolor
+38,7.7,2.8,6.7,2.0,Iris-virginica
+39,5.5,4.5,1.4,0.2,Iris-setosa
+40,6.7,2.6,5.6,1.8,Iris-virginica
+41,6.7,3.9,5.5,2.6,Iris-virginica
+42,6.3,3.4,5.6,2.4,Iris-virginica
+43,5.7,4.9,4.3,1.3,Iris-versicolor
+44,4.8,3.0,1.4,0.2,Iris-setosa
+45,6.0,3.2,4.3,1.5,Iris-versicolor
+46,6.1,2.3,4.4,1.3,Iris-versicolor
+47,6.6,3.0,4.2,1.2,Iris-versicolor
+48,4.9,3.1,1.4,0.1,Iris-setosa
+49,4.7,3.0,1.6,0.2,Iris-setosa
+50,6.1,3.8,4.7,1.4,Iris-versicolor
+51,6.4,3.3,4.5,1.8,Iris-virginica
+52,6.8,3.0,5.6,2.2,Iris-virginica
+53,4.7,2.2,4.4,1.3,Iris-versicolor
+54,6.4,2.9,4.5,1.3,Iris-versicolor
+55,5.8,3.5,4.9,1.5,Iris-versicolor
+56,4.6,3.4,1.4,0.2,Iris-setosa
+57,6.1,3.8,4.6,1.4,Iris-versicolor
+58,5.4,2.5,5.5,1.6,Iris-virginica
+59,7.9,2.8,6.1,2.0,Iris-virginica
+60,6.1,2.8,4.7,1.3,Iris-versicolor
+61,7.2,3.0,6.1,2.0,Iris-virginica
+62,5.7,2.5,4.2,1.3,Iris-versicolor
+63,7.4,3.2,6.1,2.0,Iris-virginica
+64,6.8,3.0,4.1,1.8,Iris-versicolor
+65,4.4,3.4,1.5,0.2,Iris-setosa
+66,5.5,2.5,3.9,1.1,Iris-versicolor
+67,6.0,3.3,4.6,1.6,Iris-versicolor
+68,6.4,3.2,5.5,2.5,Iris-virginica
+69,4.7,3.0,1.7,0.2,Iris-setosa
+70,5.1,3.5,4.8,1.2,Iris-versicolor
+71,6.4,3.2,4.5,1.5,Iris-versicolor
+72,4.9,3.1,1.3,0.2,Iris-setosa
+73,4.6,3.0,1.4,0.2,Iris-setosa
+74,4.6,3.1,1.0,0.2,Iris-setosa
+75,5.8,2.6,4.9,1.3,Iris-versicolor
+76,6.7,3.1,4.5,1.5,Iris-versicolor
+77,6.2,3.1,4.5,1.5,Iris-versicolor
+78,6.4,3.0,4.5,1.8,Iris-versicolor
+79,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.8,2.7,5.1,1.9,Iris-virginica
+81,4.8,3.0,1.9,0.2,Iris-setosa
+82,4.6,3.0,1.3,0.2,Iris-setosa
+83,5.3,2.7,3.9,1.5,Iris-versicolor
+84,5.6,3.0,4.0,1.4,Iris-versicolor
+85,6.9,3.1,4.5,1.5,Iris-versicolor
+86,5.0,3.5,1.4,0.2,Iris-setosa
+87,6.5,2.8,5.1,2.3,Iris-virginica
+88,5.1,3.5,1.4,0.4,Iris-setosa
+89,5.4,3.0,4.5,1.5,Iris-versicolor
+90,4.9,3.1,1.4,0.2,Iris-setosa
+91,5.1,3.5,1.0,0.2,Iris-setosa
+92,4.9,3.1,1.5,0.1,Iris-setosa
+93,6.5,3.0,5.8,2.2,Iris-virginica
+94,6.6,3.1,4.5,1.5,Iris-versicolor
+95,6.7,3.1,5.5,2.5,Iris-virginica
+96,4.8,3.4,1.4,0.2,Iris-setosa
+97,5.7,3.5,1.2,0.2,Iris-setosa
+98,4.8,2.6,1.6,0.2,Iris-setosa
+99,5.4,3.9,1.7,0.2,Iris-setosa
+100,6.2,3.1,4.5,1.5,Iris-versicolor
+101,6.7,2.8,4.7,1.5,Iris-versicolor
+102,5.7,3.6,1.5,0.2,Iris-setosa
+103,4.8,3.1,1.5,0.2,Iris-setosa
+104,7.3,2.8,6.1,1.9,Iris-virginica
+105,4.6,3.0,1.5,0.2,Iris-setosa
+106,5.8,2.6,4.4,1.3,Iris-versicolor
+107,6.7,3.1,4.5,1.5,Iris-versicolor
+108,5.4,3.7,1.9,0.3,Iris-setosa
+109,5.4,2.5,4.5,1.5,Iris-versicolor
+110,6.7,3.0,4.5,1.8,Iris-versicolor
+111,4.8,3.4,1.6,0.2,Iris-setosa
+112,4.6,3.0,1.4,0.2,Iris-setosa
+113,6.1,2.8,4.9,1.5,Iris-versicolor
+114,5.1,3.3,1.7,0.5,Iris-setosa
+115,4.6,2.4,4.6,1.3,Iris-versicolor
+116,5.1,3.8,1.5,0.2,Iris-setosa
+117,4.4,3.0,1.3,0.2,Iris-setosa
+118,4.3,3.0,1.4,0.2,Iris-setosa
+119,5.6,2.7,3.9,1.3,Iris-versicolor
+120,5.4,3.2,1.3,0.2,Iris-setosa
+121,6.4,2.8,4.6,1.3,Iris-versicolor
+122,6.4,3.0,5.2,2.5,Iris-virginica
+123,6.4,2.8,4.6,1.2,Iris-versicolor
+124,5.0,3.5,3.6,1.2,Iris-versicolor
+125,6.4,3.0,4.3,1.5,Iris-versicolor
+126,5.8,4.8,4.9,1.2,Iris-versicolor
+127,6.4,3.1,5.5,2.1,Iris-virginica
+128,6.3,2.6,4.9,1.5,Iris-versicolor
+129,5.1,3.4,1.5,0.4,Iris-setosa
+130,6.2,2.8,4.1,1.3,Iris-versicolor
+131,5.0,3.3,1.5,0.2,Iris-setosa
+132,7.7,3.0,6.1,2.3,Iris-virginica
+133,6.1,3.0,4.4,1.4,Iris-versicolor
+134,5.4,2.7,4.9,1.3,Iris-versicolor
+135,4.9,3.1,1.5,0.2,Iris-setosa
+136,6.3,2.5,4.3,1.8,Iris-versicolor
+137,5.0,3.3,1.3,0.2,Iris-setosa
+138,5.6,3.4,1.7,0.2,Iris-setosa
+139,4.4,3.1,4.5,1.8,Iris-versicolor
+140,5.7,2.6,4.0,1.3,Iris-versicolor
+141,6.4,3.0,5.5,2.1,Iris-virginica
+142,6.4,3.2,4.3,1.2,Iris-versicolor
+143,4.5,2.5,1.3,0.2,Iris-setosa
+144,6.4,2.8,4.5,1.5,Iris-versicolor
+145,6.7,3.4,4.5,1.3,Iris-versicolor
+146,4.6,3.0,1.4,0.2,Iris-setosa
+147,4.8,3.0,1.6,0.2,Iris-setosa
+148,6.0,3.3,4.5,1.6,Iris-versicolor
+149,6.7,3.2,4.7,2.3,Iris-versicolor
diff --git a/iris/realtabformer/df/0/train.csv b/iris/realtabformer/df/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/0/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/1/synth.csv b/iris/realtabformer/df/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cb5d53eb74fb09f9c3a410f03ef2f8e6861f1812
--- /dev/null
+++ b/iris/realtabformer/df/1/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.4,3.2,4.6,1.5,Iris-versicolor
+1,4.6,3.4,1.3,0.2,Iris-setosa
+2,7.7,3.8,6.7,2.0,Iris-virginica
+3,4.8,3.0,1.4,0.2,Iris-setosa
+4,4.4,3.1,1.5,0.4,Iris-setosa
+5,6.7,2.5,4.5,1.5,Iris-versicolor
+6,5.7,2.4,3.2,1.1,Iris-versicolor
+7,5.8,2.7,3.1,1.9,Iris-versicolor
+8,5.8,3.0,4.9,1.6,Iris-versicolor
+9,7.7,3.8,6.0,2.0,Iris-virginica
+10,6.3,2.7,5.9,2.9,Iris-virginica
+11,4.6,2.9,4.5,1.3,Iris-virginica
+12,6.2,2.8,4.0,1.5,Iris-versicolor
+13,6.4,3.0,4.5,1.5,Iris-versicolor
+14,7.7,2.5,6.9,2.3,Iris-virginica
+15,4.6,2.9,4.3,1.3,Iris-versicolor
+16,6.1,3.0,4.4,1.2,Iris-versicolor
+17,6.1,2.5,4.9,1.5,Iris-versicolor
+18,5.8,4.0,4.6,1.5,Iris-versicolor
+19,6.3,2.3,4.0,1.5,Iris-versicolor
+20,5.0,3.5,1.3,0.2,Iris-setosa
+21,5.2,3.5,1.4,0.4,Iris-setosa
+22,6.3,3.5,5.0,2.1,Iris-virginica
+23,5.4,3.4,4.5,1.5,Iris-versicolor
+24,4.8,3.0,1.4,0.2,Iris-setosa
+25,5.4,2.5,4.5,1.3,Iris-versicolor
+26,7.2,3.0,6.1,2.3,Iris-virginica
+27,6.0,3.4,4.6,1.6,Iris-versicolor
+28,6.9,3.1,5.5,2.1,Iris-virginica
+29,6.4,2.7,5.5,2.1,Iris-virginica
+30,4.8,3.0,1.6,0.2,Iris-setosa
+31,6.5,2.6,4.7,1.3,Iris-versicolor
+32,4.5,3.0,1.4,0.2,Iris-setosa
+33,6.1,2.8,4.6,1.4,Iris-versicolor
+34,6.7,2.8,4.7,1.4,Iris-versicolor
+35,4.6,3.0,1.6,0.2,Iris-setosa
+36,6.6,3.0,4.4,1.3,Iris-versicolor
+37,5.0,3.4,1.4,0.2,Iris-setosa
+38,5.2,3.5,1.7,0.2,Iris-setosa
+39,6.4,3.2,4.3,1.5,Iris-versicolor
+40,6.3,3.4,4.5,1.5,Iris-versicolor
+41,4.3,3.4,1.3,0.2,Iris-setosa
+42,6.7,3.1,4.5,1.5,Iris-versicolor
+43,5.0,2.5,3.0,1.0,Iris-versicolor
+44,5.1,3.5,1.6,0.4,Iris-setosa
+45,5.5,2.9,4.2,1.3,Iris-versicolor
+46,5.4,2.5,3.3,1.3,Iris-versicolor
+47,7.7,2.8,6.6,2.0,Iris-virginica
+48,5.1,3.7,1.4,0.2,Iris-setosa
+49,5.1,3.0,1.5,0.4,Iris-setosa
+50,4.6,2.5,4.5,1.7,Iris-versicolor
+51,5.8,2.6,4.6,1.4,Iris-versicolor
+52,5.8,4.7,5.1,2.9,Iris-virginica
+53,5.5,3.5,1.5,0.3,Iris-setosa
+54,7.7,2.8,6.1,2.0,Iris-virginica
+55,4.6,3.4,1.4,0.2,Iris-setosa
+56,5.7,3.0,4.2,1.2,Iris-versicolor
+57,5.8,3.4,1.9,0.2,Iris-setosa
+58,5.4,3.0,4.5,1.3,Iris-versicolor
+59,6.4,3.8,5.6,2.3,Iris-virginica
+60,6.0,3.3,4.2,1.3,Iris-versicolor
+61,7.0,3.6,6.9,2.0,Iris-virginica
+62,7.8,3.0,4.9,1.5,Iris-virginica
+63,5.1,3.5,1.4,0.2,Iris-setosa
+64,5.6,2.5,4.3,1.3,Iris-versicolor
+65,4.8,3.4,1.5,0.2,Iris-setosa
+66,4.7,3.2,1.4,0.2,Iris-setosa
+67,5.4,2.7,4.2,1.2,Iris-versicolor
+68,4.6,3.1,1.5,0.2,Iris-setosa
+69,6.4,2.8,4.6,1.3,Iris-virginica
+70,5.4,2.8,4.5,1.3,Iris-versicolor
+71,6.4,3.0,5.2,2.2,Iris-virginica
+72,5.0,4.5,3.1,1.0,Iris-versicolor
+73,4.4,2.8,1.3,0.3,Iris-setosa
+74,6.4,2.9,4.6,1.4,Iris-versicolor
+75,4.5,2.3,1.4,0.2,Iris-setosa
+76,6.4,2.8,5.6,2.3,Iris-virginica
+77,6.4,3.2,4.4,1.5,Iris-versicolor
+78,5.8,2.7,1.1,0.3,Iris-setosa
+79,5.7,3.0,4.2,1.4,Iris-versicolor
+80,5.1,3.0,4.2,1.5,Iris-versicolor
+81,4.7,3.4,1.6,0.2,Iris-setosa
+82,6.5,2.7,5.3,2.3,Iris-virginica
+83,7.7,3.3,6.7,2.0,Iris-virginica
+84,6.4,2.8,4.3,1.3,Iris-versicolor
+85,6.0,2.2,4.0,1.5,Iris-versicolor
+86,6.7,2.5,5.8,2.3,Iris-virginica
+87,7.2,2.5,6.6,2.4,Iris-virginica
+88,7.1,3.8,4.9,1.3,Iris-virginica
+89,6.1,3.8,4.7,1.3,Iris-versicolor
+90,6.1,3.0,4.6,1.4,Iris-versicolor
+91,7.3,2.8,6.4,2.0,Iris-virginica
+92,7.4,3.4,5.7,2.2,Iris-virginica
+93,5.7,2.8,4.4,1.0,Iris-versicolor
+94,5.1,3.8,1.4,0.2,Iris-setosa
+95,4.3,3.4,1.4,0.2,Iris-setosa
+96,4.4,3.1,1.6,0.2,Iris-setosa
+97,6.6,3.0,4.2,2.5,Iris-versicolor
+98,5.3,2.8,4.9,1.5,Iris-versicolor
+99,4.6,2.7,4.5,1.0,Iris-virginica
+100,5.0,3.4,1.4,0.2,Iris-setosa
+101,6.2,2.5,4.8,1.6,Iris-versicolor
+102,5.3,3.7,1.4,0.2,Iris-setosa
+103,6.0,3.6,4.4,1.3,Iris-versicolor
+104,6.2,2.8,4.8,1.4,Iris-versicolor
+105,5.5,3.5,4.8,1.8,Iris-versicolor
+106,5.1,3.7,1.6,0.2,Iris-setosa
+107,6.4,2.8,4.6,1.8,Iris-versicolor
+108,5.1,3.6,1.6,0.4,Iris-setosa
+109,4.6,3.4,1.4,0.2,Iris-setosa
+110,5.0,2.5,3.6,1.0,Iris-versicolor
+111,5.8,3.4,1.5,0.2,Iris-setosa
+112,7.3,3.8,6.7,2.2,Iris-virginica
+113,6.6,2.5,4.2,1.5,Iris-versicolor
+114,6.3,2.7,4.9,1.5,Iris-versicolor
+115,6.3,3.3,4.3,1.5,Iris-versicolor
+116,6.6,2.5,4.5,1.5,Iris-versicolor
+117,7.0,3.6,6.6,1.2,Iris-virginica
+118,6.7,3.4,5.7,2.2,Iris-virginica
+119,6.8,2.7,5.1,2.3,Iris-virginica
+120,6.5,2.8,4.8,1.3,Iris-versicolor
+121,5.8,3.8,4.4,1.3,Iris-versicolor
+122,4.8,3.4,1.4,0.2,Iris-setosa
+123,5.4,2.5,5.9,2.3,Iris-virginica
+124,5.5,3.5,1.6,0.2,Iris-setosa
+125,6.7,2.8,4.6,1.3,Iris-versicolor
+126,6.8,3.0,5.1,2.3,Iris-virginica
+127,4.9,3.1,1.4,0.2,Iris-setosa
+128,7.2,3.0,6.5,2.5,Iris-virginica
+129,5.4,3.4,1.6,0.2,Iris-setosa
+130,5.6,2.8,4.6,1.4,Iris-versicolor
+131,4.3,2.5,4.0,1.3,Iris-virginica
+132,4.7,3.2,1.4,0.2,Iris-setosa
+133,4.5,3.2,1.3,0.2,Iris-setosa
+134,5.8,4.7,1.9,0.2,Iris-setosa
+135,6.4,2.8,4.6,1.5,Iris-versicolor
+136,5.2,3.5,4.5,1.2,Iris-versicolor
+137,4.9,3.1,1.5,0.1,Iris-setosa
+138,5.5,3.4,1.5,0.2,Iris-setosa
+139,6.8,3.0,4.4,1.5,Iris-virginica
+140,6.0,3.3,4.1,1.6,Iris-versicolor
+141,5.7,2.7,4.2,1.2,Iris-versicolor
+142,6.3,2.7,5.5,1.9,Iris-virginica
+143,4.6,3.0,4.5,1.7,Iris-versicolor
+144,6.1,3.0,4.9,1.4,Iris-versicolor
+145,5.7,2.6,4.1,1.2,Iris-versicolor
+146,5.9,3.1,4.5,1.5,Iris-versicolor
+147,6.7,2.8,4.8,1.3,Iris-versicolor
+148,6.5,3.0,4.9,1.5,Iris-versicolor
+149,5.1,3.0,1.4,0.2,Iris-setosa
diff --git a/iris/realtabformer/df/1/train.csv b/iris/realtabformer/df/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/1/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/10/synth.csv b/iris/realtabformer/df/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..978b318b5dfc3b01e2dfe071ab7d0de9b8dc8c1d
--- /dev/null
+++ b/iris/realtabformer/df/10/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.1,3.0,4.5,1.4,Iris-versicolor
+1,5.9,3.6,4.9,1.8,Iris-virginica
+2,6.7,3.1,5.5,2.3,Iris-virginica
+3,6.0,3.3,4.0,1.6,Iris-versicolor
+4,5.7,2.8,4.5,1.3,Iris-versicolor
+5,5.7,3.0,4.2,1.5,Iris-versicolor
+6,4.8,3.0,1.4,0.2,Iris-setosa
+7,4.8,3.6,1.6,0.2,Iris-setosa
+8,5.1,2.5,3.2,1.2,Iris-versicolor
+9,5.1,2.8,4.9,1.3,Iris-versicolor
+10,5.2,3.0,1.4,0.2,Iris-setosa
+11,6.4,3.2,4.3,1.5,Iris-versicolor
+12,5.8,2.7,4.5,1.2,Iris-versicolor
+13,5.1,3.5,1.6,0.4,Iris-setosa
+14,6.1,3.1,4.5,1.4,Iris-versicolor
+15,6.7,2.8,4.0,1.3,Iris-versicolor
+16,6.3,2.3,4.0,1.5,Iris-versicolor
+17,6.0,3.4,4.6,1.5,Iris-versicolor
+18,6.4,3.1,5.5,2.1,Iris-virginica
+19,5.9,2.5,4.5,1.5,Iris-versicolor
+20,6.1,3.8,4.6,1.4,Iris-versicolor
+21,6.8,3.0,4.9,1.5,Iris-versicolor
+22,5.7,2.6,4.5,1.3,Iris-versicolor
+23,6.3,2.5,5.6,1.3,Iris-virginica
+24,7.4,3.0,5.3,2.1,Iris-virginica
+25,6.8,3.1,5.1,2.2,Iris-virginica
+26,6.4,2.8,5.6,1.8,Iris-virginica
+27,5.5,3.0,1.5,0.2,Iris-setosa
+28,5.4,3.0,4.5,1.6,Iris-versicolor
+29,4.8,3.1,1.6,0.2,Iris-setosa
+30,4.7,3.2,1.4,0.2,Iris-setosa
+31,7.3,2.9,6.4,2.0,Iris-virginica
+32,6.2,3.2,4.4,1.2,Iris-versicolor
+33,6.0,3.9,4.3,1.4,Iris-versicolor
+34,6.3,2.3,4.6,1.6,Iris-versicolor
+35,6.2,3.1,4.5,1.5,Iris-versicolor
+36,5.1,4.8,1.7,0.2,Iris-setosa
+37,4.8,3.0,1.4,0.2,Iris-setosa
+38,6.3,2.4,5.6,2.1,Iris-virginica
+39,4.9,3.1,1.4,0.3,Iris-setosa
+40,6.5,2.2,5.6,1.8,Iris-virginica
+41,5.8,4.7,5.9,0.4,Iris-virginica
+42,6.1,3.8,4.6,1.3,Iris-versicolor
+43,5.0,3.4,1.6,0.2,Iris-setosa
+44,7.7,2.8,6.1,2.3,Iris-virginica
+45,6.3,2.8,4.7,1.8,Iris-virginica
+46,5.0,2.5,4.5,1.2,Iris-versicolor
+47,5.8,3.7,1.8,0.2,Iris-setosa
+48,5.7,4.5,3.5,1.2,Iris-versicolor
+49,5.8,3.4,1.5,0.5,Iris-setosa
+50,5.4,2.4,5.5,2.5,Iris-virginica
+51,6.8,2.8,5.6,2.9,Iris-virginica
+52,5.4,3.0,4.5,1.5,Iris-versicolor
+53,5.7,3.0,4.2,1.3,Iris-versicolor
+54,6.4,2.8,4.6,1.8,Iris-virginica
+55,5.4,3.4,1.7,0.2,Iris-setosa
+56,5.0,2.5,3.7,1.0,Iris-versicolor
+57,4.8,3.2,1.6,0.2,Iris-setosa
+58,4.4,3.4,1.4,0.2,Iris-setosa
+59,6.7,2.2,4.8,1.6,Iris-versicolor
+60,6.1,3.0,5.6,2.2,Iris-virginica
+61,4.6,2.7,4.2,1.2,Iris-versicolor
+62,4.4,3.4,1.6,0.1,Iris-setosa
+63,6.1,3.8,4.7,1.6,Iris-versicolor
+64,4.8,3.4,1.4,0.2,Iris-setosa
+65,4.6,2.4,3.3,1.2,Iris-versicolor
+66,4.7,3.1,1.5,0.1,Iris-setosa
+67,7.7,2.8,4.9,1.5,Iris-versicolor
+68,6.6,3.0,4.1,1.3,Iris-versicolor
+69,6.1,2.8,4.9,1.3,Iris-versicolor
+70,6.5,3.2,4.3,1.3,Iris-versicolor
+71,4.8,3.1,1.6,0.2,Iris-setosa
+72,5.8,3.7,5.1,2.3,Iris-virginica
+73,6.3,3.1,4.5,1.8,Iris-virginica
+74,7.7,3.0,6.7,2.3,Iris-virginica
+75,4.9,3.1,4.5,1.3,Iris-virginica
+76,4.6,3.0,1.6,0.2,Iris-setosa
+77,6.1,3.5,4.9,1.5,Iris-versicolor
+78,6.5,2.8,4.9,1.5,Iris-versicolor
+79,6.2,2.8,4.8,1.3,Iris-versicolor
+80,5.5,2.7,3.4,1.3,Iris-versicolor
+81,4.6,3.2,1.5,0.2,Iris-setosa
+82,6.3,3.2,4.6,1.5,Iris-versicolor
+83,6.3,2.8,4.0,1.3,Iris-versicolor
+84,5.4,3.4,1.5,0.4,Iris-setosa
+85,6.8,2.6,4.8,1.3,Iris-versicolor
+86,6.1,3.0,4.7,1.6,Iris-versicolor
+87,5.0,3.3,1.5,0.2,Iris-setosa
+88,6.5,2.5,4.9,1.5,Iris-versicolor
+89,5.5,3.0,4.2,1.6,Iris-versicolor
+90,4.7,3.0,1.4,0.2,Iris-setosa
+91,6.7,3.1,4.5,1.8,Iris-versicolor
+92,4.8,3.4,1.6,0.2,Iris-setosa
+93,7.7,3.6,6.7,2.0,Iris-virginica
+94,5.5,2.5,4.4,1.3,Iris-versicolor
+95,4.3,3.4,1.6,0.2,Iris-setosa
+96,6.1,3.0,4.4,1.4,Iris-versicolor
+97,5.5,3.7,3.5,1.6,Iris-versicolor
+98,6.6,3.4,4.5,1.5,Iris-versicolor
+99,4.8,3.4,1.6,0.2,Iris-setosa
+100,5.8,4.5,1.6,0.2,Iris-setosa
+101,5.0,2.9,4.6,1.2,Iris-versicolor
+102,5.8,3.0,4.9,1.3,Iris-versicolor
+103,5.2,2.8,4.6,1.3,Iris-versicolor
+104,4.7,3.2,1.4,0.2,Iris-setosa
+105,5.9,2.7,4.5,1.5,Iris-versicolor
+106,5.1,3.5,3.9,0.1,Iris-setosa
+107,4.6,3.4,1.4,0.2,Iris-setosa
+108,5.3,2.5,3.9,1.1,Iris-versicolor
+109,5.6,2.5,4.6,1.3,Iris-versicolor
+110,6.5,3.5,5.9,2.4,Iris-virginica
+111,5.7,3.0,5.2,2.4,Iris-virginica
+112,5.7,3.0,4.2,1.4,Iris-versicolor
+113,6.7,3.0,4.0,1.5,Iris-versicolor
+114,6.3,2.5,4.0,1.3,Iris-versicolor
+115,6.1,2.8,4.5,1.3,Iris-versicolor
+116,6.4,3.8,4.6,1.5,Iris-versicolor
+117,5.4,3.4,1.6,0.4,Iris-setosa
+118,6.4,3.2,5.9,2.2,Iris-virginica
+119,5.6,2.7,4.1,1.3,Iris-versicolor
+120,7.3,2.8,6.1,2.0,Iris-virginica
+121,5.0,3.5,1.3,0.4,Iris-setosa
+122,5.6,3.0,4.5,1.2,Iris-versicolor
+123,5.4,3.5,1.4,0.2,Iris-setosa
+124,4.6,3.0,1.3,0.2,Iris-setosa
+125,4.4,3.4,1.4,0.2,Iris-setosa
+126,4.8,3.4,1.3,0.2,Iris-setosa
+127,6.3,2.9,4.3,1.3,Iris-versicolor
+128,5.8,2.7,5.9,1.9,Iris-virginica
+129,6.7,2.8,4.8,1.3,Iris-versicolor
+130,6.1,3.8,4.7,1.2,Iris-versicolor
+131,5.6,3.4,1.6,0.2,Iris-setosa
+132,5.0,3.6,1.6,0.2,Iris-setosa
+133,6.4,2.8,4.6,1.5,Iris-versicolor
+134,5.1,3.8,1.6,0.4,Iris-setosa
+135,5.0,3.4,1.6,0.2,Iris-setosa
+136,4.8,3.4,1.9,0.2,Iris-setosa
+137,4.4,3.0,1.3,0.2,Iris-setosa
+138,4.6,3.4,1.6,0.2,Iris-setosa
+139,5.7,2.5,4.5,1.3,Iris-versicolor
+140,5.1,3.8,1.5,0.5,Iris-setosa
+141,4.6,3.1,1.5,0.1,Iris-setosa
+142,5.7,3.1,1.7,0.2,Iris-setosa
+143,4.6,2.7,4.9,1.2,Iris-versicolor
+144,6.2,2.7,4.9,1.5,Iris-versicolor
+145,6.7,3.6,4.6,1.6,Iris-versicolor
+146,6.3,2.7,5.1,1.9,Iris-virginica
+147,5.6,2.9,4.5,1.5,Iris-versicolor
+148,4.8,3.1,1.6,0.4,Iris-setosa
+149,4.6,3.6,1.4,0.2,Iris-setosa
diff --git a/iris/realtabformer/df/10/train.csv b/iris/realtabformer/df/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/10/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/11/synth.csv b/iris/realtabformer/df/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..44d901b766ab140cfe7d031b0b46bcd25a9b2f30
--- /dev/null
+++ b/iris/realtabformer/df/11/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.6,3.0,4.9,1.4,Iris-virginica
+1,5.0,2.5,3.6,1.2,Iris-versicolor
+2,7.7,2.6,6.1,2.3,Iris-virginica
+3,6.3,2.6,4.6,1.8,Iris-versicolor
+4,6.0,3.2,4.9,1.6,Iris-versicolor
+5,6.6,2.7,4.5,1.3,Iris-versicolor
+6,6.6,3.0,4.5,1.3,Iris-versicolor
+7,5.4,3.7,1.5,0.4,Iris-setosa
+8,6.2,2.7,4.2,1.3,Iris-versicolor
+9,5.4,3.5,1.3,0.2,Iris-setosa
+10,6.2,2.5,5.5,2.1,Iris-virginica
+11,7.7,3.6,6.1,2.5,Iris-virginica
+12,6.7,2.8,4.5,1.4,Iris-versicolor
+13,6.3,3.2,4.9,1.3,Iris-versicolor
+14,6.3,2.3,4.3,1.5,Iris-versicolor
+15,5.6,4.8,4.5,1.3,Iris-versicolor
+16,5.1,3.6,1.5,0.2,Iris-setosa
+17,6.1,3.0,4.4,1.4,Iris-versicolor
+18,6.7,3.0,4.8,1.5,Iris-versicolor
+19,5.7,2.8,4.9,1.3,Iris-versicolor
+20,4.5,2.3,4.3,1.2,Iris-virginica
+21,6.7,2.8,5.7,2.2,Iris-virginica
+22,6.0,3.3,5.3,2.4,Iris-virginica
+23,6.4,3.4,4.3,1.5,Iris-versicolor
+24,6.0,3.4,4.4,1.5,Iris-versicolor
+25,5.0,3.5,1.4,0.2,Iris-setosa
+26,6.1,3.0,4.6,1.4,Iris-versicolor
+27,4.8,3.0,1.4,0.2,Iris-setosa
+28,4.9,3.1,1.5,0.1,Iris-setosa
+29,5.8,3.4,1.5,0.4,Iris-setosa
+30,5.5,3.6,3.5,1.5,Iris-versicolor
+31,6.4,3.0,5.5,1.8,Iris-virginica
+32,6.2,2.8,4.1,1.3,Iris-versicolor
+33,5.1,3.4,1.7,0.2,Iris-setosa
+34,6.6,2.8,4.3,1.3,Iris-versicolor
+35,6.4,3.4,5.5,2.1,Iris-virginica
+36,6.0,2.5,4.0,1.5,Iris-versicolor
+37,4.4,2.6,1.3,0.2,Iris-setosa
+38,5.2,2.7,4.1,1.5,Iris-versicolor
+39,6.4,3.0,4.3,1.3,Iris-versicolor
+40,5.4,3.4,1.5,0.2,Iris-setosa
+41,6.0,3.2,4.3,1.5,Iris-versicolor
+42,4.8,2.7,1.9,0.3,Iris-setosa
+43,5.1,3.4,1.5,0.2,Iris-setosa
+44,6.0,2.9,4.6,1.4,Iris-versicolor
+45,5.4,3.4,1.6,0.4,Iris-setosa
+46,6.7,2.5,5.3,2.3,Iris-virginica
+47,6.6,3.0,4.5,1.4,Iris-versicolor
+48,4.6,3.4,1.5,0.2,Iris-setosa
+49,7.1,3.0,6.9,2.3,Iris-virginica
+50,6.9,3.1,4.5,1.5,Iris-versicolor
+51,7.7,2.8,6.7,2.0,Iris-virginica
+52,4.9,3.1,1.4,0.2,Iris-setosa
+53,7.1,2.6,4.9,1.5,Iris-versicolor
+54,5.4,3.5,1.4,0.2,Iris-setosa
+55,4.6,3.0,1.4,0.2,Iris-setosa
+56,6.1,3.6,4.4,1.3,Iris-versicolor
+57,5.4,3.6,4.5,1.5,Iris-versicolor
+58,4.8,3.0,1.4,0.2,Iris-setosa
+59,4.8,3.4,1.4,0.2,Iris-setosa
+60,5.1,3.8,1.5,0.2,Iris-setosa
+61,5.8,4.0,1.4,0.2,Iris-setosa
+62,6.4,2.7,5.4,2.2,Iris-virginica
+63,6.5,3.0,4.4,1.5,Iris-versicolor
+64,6.1,3.8,4.7,1.5,Iris-versicolor
+65,5.5,2.5,4.5,1.3,Iris-versicolor
+66,6.4,3.1,4.1,1.5,Iris-versicolor
+67,6.3,2.7,4.9,1.6,Iris-versicolor
+68,5.6,3.3,1.4,0.2,Iris-setosa
+69,5.7,4.8,4.5,1.2,Iris-versicolor
+70,5.0,3.3,1.7,0.2,Iris-setosa
+71,5.0,3.5,1.6,0.2,Iris-setosa
+72,5.1,3.6,1.5,0.2,Iris-setosa
+73,4.8,3.4,1.6,0.2,Iris-setosa
+74,6.4,3.3,4.6,1.4,Iris-versicolor
+75,5.1,3.5,1.4,0.2,Iris-setosa
+76,5.2,3.5,1.4,0.4,Iris-setosa
+77,6.1,3.0,4.9,1.5,Iris-virginica
+78,7.7,2.8,6.7,2.0,Iris-virginica
+79,6.8,2.8,4.8,1.5,Iris-versicolor
+80,4.6,2.4,4.4,1.3,Iris-versicolor
+81,5.6,2.5,4.2,1.3,Iris-versicolor
+82,5.5,2.5,3.8,1.1,Iris-versicolor
+83,4.9,3.1,1.4,0.2,Iris-setosa
+84,6.1,2.6,4.6,1.4,Iris-versicolor
+85,5.8,2.7,5.1,1.9,Iris-virginica
+86,6.0,3.9,4.6,1.6,Iris-versicolor
+87,7.7,3.6,6.0,2.3,Iris-virginica
+88,6.0,3.1,4.5,1.5,Iris-versicolor
+89,6.4,2.7,4.5,1.5,Iris-versicolor
+90,5.0,3.5,1.7,0.2,Iris-setosa
+91,6.3,2.7,5.1,1.8,Iris-virginica
+92,5.2,3.4,1.5,0.2,Iris-setosa
+93,6.4,2.5,5.3,2.3,Iris-virginica
+94,5.6,3.8,1.5,0.3,Iris-setosa
+95,4.8,3.1,1.4,0.2,Iris-setosa
+96,6.4,3.2,5.3,2.4,Iris-virginica
+97,7.7,3.6,6.1,2.5,Iris-virginica
+98,6.3,2.9,4.6,1.3,Iris-versicolor
+99,6.8,3.1,4.6,1.4,Iris-versicolor
+100,5.8,3.0,4.4,1.2,Iris-versicolor
+101,6.3,2.8,4.6,1.6,Iris-versicolor
+102,4.4,3.2,1.3,0.2,Iris-setosa
+103,6.0,3.1,4.9,1.6,Iris-versicolor
+104,6.0,3.2,4.0,1.6,Iris-versicolor
+105,5.4,3.0,1.5,0.1,Iris-setosa
+106,4.9,3.0,1.4,0.2,Iris-setosa
+107,6.4,2.8,4.5,1.4,Iris-versicolor
+108,6.3,2.5,5.0,1.8,Iris-virginica
+109,4.4,3.0,1.4,0.2,Iris-setosa
+110,6.8,2.7,5.9,2.3,Iris-virginica
+111,6.7,3.0,5.6,2.1,Iris-virginica
+112,6.1,3.5,5.7,2.3,Iris-virginica
+113,6.4,2.8,4.3,1.3,Iris-versicolor
+114,5.1,3.8,1.5,0.6,Iris-setosa
+115,7.7,2.8,6.7,2.0,Iris-virginica
+116,4.8,3.0,1.6,0.2,Iris-setosa
+117,4.8,3.4,1.6,0.2,Iris-setosa
+118,4.8,3.4,1.4,0.2,Iris-setosa
+119,5.1,3.8,1.6,0.2,Iris-setosa
+120,6.1,3.0,4.4,1.5,Iris-versicolor
+121,6.4,3.0,4.5,1.5,Iris-versicolor
+122,4.4,3.4,1.4,0.2,Iris-setosa
+123,5.0,2.5,4.5,1.5,Iris-versicolor
+124,5.2,3.4,1.5,0.2,Iris-setosa
+125,6.7,2.8,4.7,1.3,Iris-versicolor
+126,6.1,3.0,4.9,1.5,Iris-versicolor
+127,6.5,3.5,5.5,2.1,Iris-virginica
+128,6.4,3.2,5.3,1.8,Iris-virginica
+129,5.8,2.7,4.9,1.3,Iris-versicolor
+130,6.8,2.8,5.1,1.9,Iris-virginica
+131,4.3,2.4,1.4,0.3,Iris-setosa
+132,5.6,2.7,4.9,1.5,Iris-versicolor
+133,7.2,3.0,5.1,2.0,Iris-virginica
+134,4.6,3.4,1.6,0.2,Iris-setosa
+135,5.0,3.4,1.7,0.2,Iris-setosa
+136,5.4,2.7,3.5,1.5,Iris-versicolor
+137,5.1,3.5,1.4,0.2,Iris-setosa
+138,6.7,2.7,4.0,1.3,Iris-versicolor
+139,6.4,2.9,4.3,1.3,Iris-versicolor
+140,5.7,2.5,5.2,2.5,Iris-virginica
+141,6.1,3.0,4.7,1.5,Iris-versicolor
+142,5.3,2.7,3.2,1.0,Iris-versicolor
+143,5.0,3.3,1.4,0.2,Iris-setosa
+144,6.3,2.5,4.0,1.6,Iris-versicolor
+145,6.3,2.2,4.8,1.3,Iris-versicolor
+146,6.4,3.2,4.2,1.3,Iris-versicolor
+147,4.6,3.1,1.4,0.2,Iris-setosa
+148,6.6,2.7,4.5,1.3,Iris-versicolor
+149,6.1,3.2,4.6,1.4,Iris-versicolor
diff --git a/iris/realtabformer/df/11/train.csv b/iris/realtabformer/df/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/11/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/12/synth.csv b/iris/realtabformer/df/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0383c932e5c0e9006a8ff6ba09a47d25457b13a7
--- /dev/null
+++ b/iris/realtabformer/df/12/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.6,3.4,1.4,0.2,Iris-setosa
+1,6.4,2.8,4.5,1.4,Iris-versicolor
+2,7.7,3.6,6.7,2.0,Iris-virginica
+3,5.0,2.5,4.7,1.6,Iris-versicolor
+4,6.4,3.4,5.5,2.5,Iris-virginica
+5,6.2,2.6,5.4,2.3,Iris-virginica
+6,7.7,2.0,6.9,2.3,Iris-virginica
+7,5.8,2.7,5.1,2.4,Iris-virginica
+8,6.0,2.8,4.3,1.4,Iris-versicolor
+9,4.6,3.1,1.4,0.2,Iris-setosa
+10,5.4,3.5,5.5,2.1,Iris-virginica
+11,7.2,2.6,6.9,2.2,Iris-virginica
+12,6.1,2.8,4.9,1.4,Iris-versicolor
+13,4.6,3.0,4.4,1.2,Iris-versicolor
+14,7.2,3.0,6.1,2.1,Iris-virginica
+15,6.1,2.8,4.7,1.5,Iris-versicolor
+16,6.0,2.5,4.0,1.3,Iris-versicolor
+17,6.3,3.2,4.4,1.5,Iris-versicolor
+18,6.1,3.0,4.7,1.8,Iris-virginica
+19,5.0,3.5,1.7,0.1,Iris-setosa
+20,5.0,3.5,1.6,0.2,Iris-setosa
+21,6.0,3.2,4.7,1.6,Iris-versicolor
+22,4.8,2.6,1.4,0.2,Iris-setosa
+23,6.5,2.6,4.9,1.2,Iris-versicolor
+24,5.8,4.4,3.9,1.1,Iris-versicolor
+25,6.4,3.0,4.5,1.5,Iris-versicolor
+26,5.5,3.2,1.6,0.3,Iris-setosa
+27,6.5,3.0,4.5,1.8,Iris-versicolor
+28,7.7,2.8,6.1,1.3,Iris-versicolor
+29,6.4,3.2,4.3,1.5,Iris-versicolor
+30,5.1,3.8,1.5,0.2,Iris-setosa
+31,6.8,2.8,4.7,1.3,Iris-virginica
+32,6.7,3.1,4.7,1.5,Iris-versicolor
+33,5.1,3.5,1.4,0.2,Iris-setosa
+34,6.1,3.0,4.6,1.4,Iris-versicolor
+35,4.4,3.1,1.7,0.2,Iris-setosa
+36,6.6,2.9,4.6,1.6,Iris-versicolor
+37,4.8,3.4,1.6,0.2,Iris-setosa
+38,4.8,3.8,1.4,0.2,Iris-setosa
+39,5.2,3.5,1.9,0.2,Iris-setosa
+40,7.7,3.0,6.2,2.3,Iris-virginica
+41,6.3,2.9,4.3,1.2,Iris-versicolor
+42,6.4,2.5,4.4,1.4,Iris-versicolor
+43,6.5,3.2,4.1,1.5,Iris-versicolor
+44,6.7,2.8,4.8,1.3,Iris-versicolor
+45,5.0,3.3,1.4,0.2,Iris-setosa
+46,5.5,3.5,4.6,1.3,Iris-versicolor
+47,5.0,3.4,1.6,0.4,Iris-setosa
+48,4.7,3.0,1.4,0.2,Iris-setosa
+49,7.7,3.6,6.7,2.6,Iris-virginica
+50,5.0,2.5,3.7,1.0,Iris-versicolor
+51,5.2,3.5,1.5,0.2,Iris-setosa
+52,4.9,3.1,1.5,0.1,Iris-setosa
+53,5.1,3.4,3.9,1.1,Iris-versicolor
+54,5.5,2.5,3.7,1.3,Iris-versicolor
+55,5.1,3.8,1.5,0.4,Iris-setosa
+56,7.7,2.8,6.7,2.3,Iris-virginica
+57,6.2,2.5,4.5,1.5,Iris-versicolor
+58,5.6,2.7,3.9,1.1,Iris-versicolor
+59,6.4,2.8,5.6,2.2,Iris-virginica
+60,6.5,2.8,4.6,1.3,Iris-versicolor
+61,6.4,3.4,5.6,2.4,Iris-virginica
+62,5.4,3.4,1.4,0.4,Iris-setosa
+63,6.7,4.8,4.7,1.2,Iris-versicolor
+64,6.8,2.8,4.9,1.8,Iris-virginica
+65,5.8,3.2,4.4,1.2,Iris-versicolor
+66,4.4,3.1,1.5,0.2,Iris-setosa
+67,5.2,2.7,3.2,1.0,Iris-versicolor
+68,6.0,2.9,4.7,1.6,Iris-versicolor
+69,4.5,2.6,4.4,1.2,Iris-versicolor
+70,5.0,4.4,1.4,0.2,Iris-setosa
+71,7.2,3.0,6.5,2.0,Iris-virginica
+72,4.7,3.6,1.4,0.2,Iris-setosa
+73,6.1,2.8,4.7,1.4,Iris-versicolor
+74,5.4,3.4,1.4,0.2,Iris-setosa
+75,6.4,3.1,5.5,2.5,Iris-virginica
+76,5.4,3.5,1.6,0.2,Iris-setosa
+77,6.0,3.8,4.6,1.6,Iris-versicolor
+78,4.9,3.1,1.5,0.1,Iris-setosa
+79,6.4,3.0,4.5,1.4,Iris-versicolor
+80,4.8,3.4,1.4,0.2,Iris-setosa
+81,6.4,3.0,5.4,2.5,Iris-virginica
+82,4.9,3.4,1.4,0.3,Iris-setosa
+83,5.7,2.5,3.9,1.3,Iris-versicolor
+84,6.7,2.8,4.7,1.3,Iris-versicolor
+85,4.6,3.4,1.4,0.2,Iris-setosa
+86,6.6,2.9,4.6,1.8,Iris-versicolor
+87,6.4,3.2,4.4,1.4,Iris-versicolor
+88,5.5,2.5,4.3,1.3,Iris-versicolor
+89,5.0,3.2,1.6,0.2,Iris-setosa
+90,5.1,2.5,5.6,1.9,Iris-virginica
+91,4.8,2.6,4.6,1.3,Iris-versicolor
+92,5.0,3.4,1.7,0.6,Iris-setosa
+93,4.7,3.6,1.4,0.2,Iris-setosa
+94,5.4,3.4,1.3,0.2,Iris-setosa
+95,5.6,4.5,1.4,0.3,Iris-setosa
+96,5.2,2.8,4.5,1.3,Iris-versicolor
+97,6.9,2.5,5.8,1.9,Iris-virginica
+98,5.0,3.5,1.6,0.4,Iris-setosa
+99,6.7,3.0,4.2,1.5,Iris-versicolor
+100,6.1,3.0,5.9,2.3,Iris-virginica
+101,6.8,2.3,4.9,1.4,Iris-versicolor
+102,4.8,3.1,1.4,0.2,Iris-setosa
+103,4.8,3.4,1.4,0.2,Iris-setosa
+104,6.8,3.7,5.9,2.4,Iris-virginica
+105,6.2,3.4,4.5,1.5,Iris-versicolor
+106,5.1,3.5,1.3,0.2,Iris-setosa
+107,5.1,2.8,4.5,1.3,Iris-versicolor
+108,5.8,2.7,4.9,1.3,Iris-versicolor
+109,5.1,2.5,4.4,1.3,Iris-versicolor
+110,5.3,3.8,1.4,0.3,Iris-setosa
+111,5.8,3.4,4.5,1.5,Iris-versicolor
+112,5.1,3.4,1.5,0.4,Iris-setosa
+113,6.4,2.9,4.3,1.3,Iris-versicolor
+114,6.4,3.2,4.3,1.3,Iris-versicolor
+115,5.5,2.5,4.5,1.5,Iris-versicolor
+116,5.8,4.0,3.2,1.2,Iris-versicolor
+117,6.0,3.2,4.6,1.6,Iris-versicolor
+118,5.1,3.8,1.2,0.2,Iris-setosa
+119,6.1,3.0,4.2,1.5,Iris-versicolor
+120,5.4,3.5,1.5,0.4,Iris-setosa
+121,6.9,3.1,4.5,1.5,Iris-versicolor
+122,6.6,3.0,4.5,1.3,Iris-versicolor
+123,4.9,2.5,4.4,1.3,Iris-versicolor
+124,5.4,3.0,5.2,2.2,Iris-virginica
+125,5.0,3.4,1.6,0.2,Iris-setosa
+126,6.3,2.5,4.6,1.4,Iris-versicolor
+127,4.0,3.4,1.4,0.2,Iris-setosa
+128,6.7,2.5,5.0,2.3,Iris-virginica
+129,6.3,3.4,4.5,1.5,Iris-versicolor
+130,4.4,3.2,1.4,0.2,Iris-setosa
+131,6.2,2.8,4.5,1.5,Iris-virginica
+132,5.0,3.0,1.6,0.4,Iris-setosa
+133,5.6,2.5,4.9,1.3,Iris-versicolor
+134,5.4,3.5,1.5,0.2,Iris-setosa
+135,5.2,3.4,1.5,0.2,Iris-setosa
+136,5.2,2.8,3.9,1.3,Iris-versicolor
+137,5.7,2.6,4.2,1.3,Iris-versicolor
+138,6.3,3.2,4.0,1.5,Iris-versicolor
+139,6.3,3.0,4.5,1.5,Iris-versicolor
+140,6.4,3.2,4.5,1.5,Iris-versicolor
+141,5.4,3.0,4.5,1.5,Iris-versicolor
+142,6.4,2.8,4.3,1.4,Iris-versicolor
+143,6.7,2.7,5.2,2.2,Iris-virginica
+144,5.4,2.7,3.1,1.0,Iris-versicolor
+145,6.6,3.0,4.2,1.5,Iris-versicolor
+146,6.1,3.0,4.6,1.4,Iris-versicolor
+147,5.6,4.5,4.5,1.5,Iris-versicolor
+148,5.7,2.7,4.1,1.3,Iris-versicolor
+149,5.5,3.3,1.2,0.2,Iris-setosa
diff --git a/iris/realtabformer/df/12/train.csv b/iris/realtabformer/df/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/12/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/13/synth.csv b/iris/realtabformer/df/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6af44ed15dc52806a640006d28ef3e231411b176
--- /dev/null
+++ b/iris/realtabformer/df/13/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7,3.0,4.2,1.5,Iris-versicolor
+1,7.8,3.0,6.1,2.3,Iris-virginica
+2,6.2,3.4,5.6,2.4,Iris-virginica
+3,6.5,2.5,4.3,1.8,Iris-versicolor
+4,5.5,2.5,4.9,1.3,Iris-versicolor
+5,6.3,2.3,4.9,1.5,Iris-versicolor
+6,5.8,3.2,4.9,1.2,Iris-versicolor
+7,6.3,2.7,4.6,1.4,Iris-versicolor
+8,6.2,3.4,5.5,2.5,Iris-virginica
+9,4.6,3.4,1.0,0.2,Iris-setosa
+10,4.8,3.0,1.4,0.2,Iris-setosa
+11,4.7,3.0,1.4,0.2,Iris-setosa
+12,6.4,3.0,4.8,1.6,Iris-versicolor
+13,4.8,2.7,1.4,0.2,Iris-setosa
+14,6.4,2.8,4.6,1.5,Iris-versicolor
+15,6.1,3.0,4.6,1.3,Iris-versicolor
+16,6.4,3.2,4.3,1.3,Iris-versicolor
+17,6.7,3.0,4.8,1.8,Iris-versicolor
+18,6.3,3.4,5.4,2.5,Iris-virginica
+19,4.8,3.4,1.5,0.2,Iris-setosa
+20,6.9,3.0,5.5,2.3,Iris-virginica
+21,6.6,2.9,4.3,1.5,Iris-versicolor
+22,4.9,3.2,4.4,1.2,Iris-virginica
+23,5.7,4.8,1.6,0.2,Iris-setosa
+24,6.5,2.8,4.8,1.5,Iris-versicolor
+25,5.1,3.2,1.5,0.2,Iris-setosa
+26,6.3,2.9,4.3,1.5,Iris-versicolor
+27,4.7,3.1,1.6,0.1,Iris-setosa
+28,6.1,2.8,4.6,1.2,Iris-versicolor
+29,4.8,3.4,1.5,0.2,Iris-setosa
+30,6.3,2.9,4.4,1.0,Iris-versicolor
+31,4.8,3.2,1.3,0.2,Iris-setosa
+32,6.6,3.0,4.5,1.5,Iris-versicolor
+33,4.8,3.0,1.6,0.2,Iris-setosa
+34,4.9,3.0,1.4,0.3,Iris-setosa
+35,6.4,3.2,4.0,1.5,Iris-versicolor
+36,5.2,2.7,3.5,1.0,Iris-versicolor
+37,5.0,3.5,1.2,0.2,Iris-setosa
+38,5.4,3.4,1.6,0.4,Iris-setosa
+39,7.2,3.2,6.4,2.0,Iris-virginica
+40,4.4,3.2,1.4,0.2,Iris-setosa
+41,4.6,3.0,1.4,0.2,Iris-setosa
+42,6.9,2.8,4.9,1.3,Iris-versicolor
+43,5.7,2.8,4.4,1.3,Iris-versicolor
+44,4.4,3.1,1.6,0.2,Iris-setosa
+45,5.6,2.5,4.2,1.3,Iris-versicolor
+46,5.1,3.5,1.4,0.3,Iris-setosa
+47,4.8,3.0,1.4,0.2,Iris-setosa
+48,4.8,3.4,1.6,0.2,Iris-setosa
+49,6.0,3.2,4.6,1.6,Iris-versicolor
+50,6.8,3.0,5.9,2.4,Iris-virginica
+51,4.6,3.2,1.3,0.2,Iris-setosa
+52,5.1,3.5,1.4,0.2,Iris-setosa
+53,5.4,3.4,1.3,0.2,Iris-setosa
+54,6.2,3.5,5.5,2.5,Iris-virginica
+55,4.9,3.1,1.5,0.1,Iris-setosa
+56,4.6,3.6,1.4,0.2,Iris-setosa
+57,6.4,2.8,4.7,2.5,Iris-versicolor
+58,6.6,2.8,4.2,1.2,Iris-versicolor
+59,4.8,3.4,1.9,0.2,Iris-setosa
+60,6.4,3.2,5.8,2.3,Iris-virginica
+61,5.9,3.4,1.6,0.4,Iris-setosa
+62,5.1,3.9,1.6,0.4,Iris-setosa
+63,4.6,3.2,1.4,0.2,Iris-setosa
+64,7.2,2.9,6.3,2.3,Iris-virginica
+65,4.4,3.2,1.4,0.2,Iris-setosa
+66,5.0,2.5,3.9,1.0,Iris-versicolor
+67,5.6,2.3,3.5,1.3,Iris-versicolor
+68,6.3,2.8,4.9,1.5,Iris-virginica
+69,4.4,3.6,1.4,0.2,Iris-setosa
+70,6.6,3.0,4.8,1.6,Iris-versicolor
+71,4.8,3.1,1.5,0.3,Iris-setosa
+72,6.8,3.6,5.9,2.4,Iris-virginica
+73,5.8,3.4,1.4,0.2,Iris-setosa
+74,6.5,2.5,4.5,1.5,Iris-versicolor
+75,5.8,3.0,1.1,0.4,Iris-setosa
+76,5.3,2.5,4.0,1.2,Iris-versicolor
+77,5.7,2.5,4.2,1.3,Iris-versicolor
+78,6.7,2.8,5.7,2.3,Iris-virginica
+79,5.0,3.5,1.6,0.2,Iris-setosa
+80,6.1,3.2,4.3,1.3,Iris-versicolor
+81,4.8,3.1,1.9,0.3,Iris-setosa
+82,4.6,2.6,4.4,1.3,Iris-versicolor
+83,4.6,2.5,1.4,0.3,Iris-setosa
+84,6.9,3.0,4.0,1.5,Iris-versicolor
+85,5.4,3.8,1.6,0.2,Iris-setosa
+86,6.4,2.8,4.4,1.3,Iris-versicolor
+87,6.8,3.8,5.6,2.2,Iris-virginica
+88,7.2,2.6,6.7,1.2,Iris-virginica
+89,7.4,3.0,6.9,2.3,Iris-virginica
+90,5.0,2.6,4.5,1.5,Iris-versicolor
+91,5.6,2.7,4.2,1.3,Iris-versicolor
+92,5.8,2.8,4.1,1.3,Iris-versicolor
+93,6.5,3.0,4.8,1.5,Iris-versicolor
+94,6.7,2.5,4.8,1.5,Iris-versicolor
+95,6.7,2.8,5.9,2.3,Iris-virginica
+96,6.3,3.0,5.5,2.5,Iris-virginica
+97,5.7,2.8,4.6,1.6,Iris-versicolor
+98,5.0,3.5,1.6,0.2,Iris-setosa
+99,6.3,2.7,4.5,1.5,Iris-versicolor
+100,5.7,2.9,4.5,1.5,Iris-versicolor
+101,5.4,3.4,1.4,0.3,Iris-setosa
+102,4.5,3.4,1.6,0.2,Iris-setosa
+103,5.7,4.5,1.5,0.2,Iris-setosa
+104,5.1,3.5,1.9,0.2,Iris-setosa
+105,4.4,3.0,1.4,0.2,Iris-setosa
+106,6.7,2.8,4.8,1.3,Iris-versicolor
+107,6.3,3.1,4.5,1.5,Iris-versicolor
+108,5.8,3.5,1.0,0.2,Iris-setosa
+109,7.2,3.1,6.5,2.0,Iris-virginica
+110,5.1,3.7,1.5,0.2,Iris-setosa
+111,5.5,2.3,4.4,1.6,Iris-versicolor
+112,6.6,3.0,4.8,1.5,Iris-versicolor
+113,4.6,3.2,1.4,0.2,Iris-setosa
+114,6.2,2.7,4.4,1.5,Iris-versicolor
+115,6.1,2.8,4.7,1.8,Iris-versicolor
+116,4.6,3.1,1.5,0.2,Iris-setosa
+117,4.8,4.4,1.4,0.2,Iris-setosa
+118,5.5,2.7,4.5,1.5,Iris-versicolor
+119,4.6,2.5,4.4,1.3,Iris-virginica
+120,5.2,3.0,1.5,0.4,Iris-setosa
+121,6.3,2.3,4.4,1.3,Iris-versicolor
+122,6.3,3.4,4.5,1.5,Iris-versicolor
+123,4.6,2.5,3.3,1.1,Iris-versicolor
+124,6.0,2.2,4.0,1.5,Iris-versicolor
+125,6.0,3.2,5.6,1.5,Iris-virginica
+126,6.4,2.7,5.4,1.3,Iris-virginica
+127,4.6,3.4,1.4,0.2,Iris-setosa
+128,6.2,3.0,5.4,2.3,Iris-virginica
+129,5.0,3.3,1.6,0.2,Iris-setosa
+130,7.4,3.8,6.8,2.3,Iris-virginica
+131,6.3,3.2,4.0,1.5,Iris-versicolor
+132,6.4,3.2,5.3,2.2,Iris-virginica
+133,4.8,4.0,1.4,0.2,Iris-setosa
+134,5.2,3.7,4.5,1.2,Iris-versicolor
+135,4.8,3.4,1.3,0.2,Iris-setosa
+136,6.1,3.0,4.7,1.5,Iris-versicolor
+137,4.8,3.4,1.6,0.2,Iris-setosa
+138,5.4,3.4,1.5,0.2,Iris-setosa
+139,6.6,3.0,4.5,1.5,Iris-versicolor
+140,4.6,3.1,1.5,0.2,Iris-setosa
+141,6.3,3.8,5.3,2.3,Iris-virginica
+142,6.4,2.8,4.6,1.5,Iris-versicolor
+143,4.8,3.4,1.4,0.2,Iris-setosa
+144,4.9,3.1,1.5,0.1,Iris-setosa
+145,6.1,3.4,4.5,1.4,Iris-versicolor
+146,5.1,3.5,1.4,0.4,Iris-setosa
+147,6.7,3.2,4.5,1.5,Iris-virginica
+148,5.7,2.6,4.9,1.3,Iris-versicolor
+149,6.0,2.5,4.6,1.5,Iris-versicolor
diff --git a/iris/realtabformer/df/13/train.csv b/iris/realtabformer/df/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/13/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/14/synth.csv b/iris/realtabformer/df/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..699161e4c889ad8cb566fbf64b3ed9785e9f6f9d
--- /dev/null
+++ b/iris/realtabformer/df/14/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3,2.9,4.4,1.5,Iris-versicolor
+1,5.8,3.4,1.8,0.2,Iris-setosa
+2,5.2,2.5,3.5,1.1,Iris-versicolor
+3,6.1,3.0,4.2,1.2,Iris-versicolor
+4,5.1,3.5,1.6,0.4,Iris-setosa
+5,4.8,2.6,4.6,1.3,Iris-virginica
+6,6.8,2.2,4.9,1.5,Iris-versicolor
+7,5.2,2.7,3.9,1.8,Iris-versicolor
+8,6.1,3.0,4.6,1.5,Iris-versicolor
+9,4.4,3.4,1.5,0.2,Iris-setosa
+10,5.8,4.7,1.9,0.2,Iris-setosa
+11,7.0,3.2,6.0,2.5,Iris-virginica
+12,5.2,2.7,3.5,1.3,Iris-versicolor
+13,6.7,3.3,4.5,1.5,Iris-versicolor
+14,5.8,3.8,4.9,1.5,Iris-versicolor
+15,7.3,2.6,4.0,1.2,Iris-versicolor
+16,5.1,3.5,1.4,0.2,Iris-setosa
+17,6.5,3.2,4.7,1.5,Iris-versicolor
+18,6.1,2.8,4.6,2.3,Iris-versicolor
+19,7.7,3.6,6.0,2.5,Iris-virginica
+20,6.0,3.4,5.6,2.5,Iris-virginica
+21,6.8,3.0,5.2,2.4,Iris-virginica
+22,4.6,3.1,1.3,0.2,Iris-setosa
+23,7.2,3.0,4.1,1.8,Iris-virginica
+24,6.4,3.2,4.4,1.5,Iris-versicolor
+25,5.5,2.4,3.0,1.5,Iris-versicolor
+26,6.4,3.2,4.3,1.3,Iris-versicolor
+27,5.7,2.8,4.7,1.3,Iris-versicolor
+28,7.7,2.8,6.1,2.3,Iris-virginica
+29,5.1,3.6,1.4,0.2,Iris-setosa
+30,5.8,4.7,1.1,0.4,Iris-setosa
+31,6.1,3.2,4.7,1.4,Iris-versicolor
+32,6.0,2.8,4.7,1.4,Iris-versicolor
+33,6.2,3.4,4.8,1.5,Iris-versicolor
+34,4.6,3.1,1.5,0.2,Iris-setosa
+35,7.1,3.0,6.9,1.8,Iris-virginica
+36,4.4,3.4,1.4,0.2,Iris-setosa
+37,4.6,2.3,3.3,1.3,Iris-versicolor
+38,6.0,3.2,4.3,1.5,Iris-versicolor
+39,6.7,2.9,4.5,1.5,Iris-versicolor
+40,4.6,2.8,4.6,1.3,Iris-virginica
+41,4.9,3.1,1.5,0.7,Iris-setosa
+42,7.7,3.0,6.1,2.3,Iris-virginica
+43,7.7,3.8,6.6,2.5,Iris-virginica
+44,6.5,3.0,4.4,1.3,Iris-versicolor
+45,4.8,3.0,1.4,0.2,Iris-setosa
+46,6.1,3.8,4.4,1.4,Iris-versicolor
+47,7.2,3.0,5.9,2.1,Iris-virginica
+48,6.4,3.5,5.0,2.5,Iris-virginica
+49,6.6,2.9,4.7,1.4,Iris-versicolor
+50,5.0,2.9,4.3,1.9,Iris-versicolor
+51,4.8,2.4,1.4,0.2,Iris-setosa
+52,6.1,3.0,4.5,1.5,Iris-versicolor
+53,6.0,2.9,4.6,1.6,Iris-versicolor
+54,5.8,4.8,4.1,1.5,Iris-versicolor
+55,5.6,2.9,4.6,1.3,Iris-versicolor
+56,6.2,2.8,4.6,1.3,Iris-versicolor
+57,6.4,3.2,4.3,1.3,Iris-versicolor
+58,6.1,3.0,4.9,1.3,Iris-versicolor
+59,5.7,2.9,3.6,1.0,Iris-versicolor
+60,5.6,2.9,4.6,1.3,Iris-versicolor
+61,5.4,3.5,1.3,0.3,Iris-setosa
+62,5.2,2.9,4.4,1.2,Iris-versicolor
+63,4.8,2.7,1.9,0.2,Iris-setosa
+64,7.2,2.8,6.8,2.1,Iris-virginica
+65,6.7,2.8,5.8,2.3,Iris-virginica
+66,4.8,3.0,1.6,0.2,Iris-setosa
+67,5.0,2.5,3.9,1.0,Iris-versicolor
+68,6.1,3.0,4.9,1.5,Iris-versicolor
+69,6.6,2.8,5.5,2.3,Iris-virginica
+70,6.4,2.8,4.6,1.3,Iris-versicolor
+71,4.3,3.7,1.3,0.2,Iris-setosa
+72,5.8,3.0,1.6,0.4,Iris-setosa
+73,4.9,3.4,1.4,0.2,Iris-setosa
+74,5.2,2.2,3.5,1.5,Iris-versicolor
+75,5.0,3.5,1.3,0.4,Iris-setosa
+76,7.1,3.8,6.7,2.1,Iris-virginica
+77,5.0,2.7,3.4,1.0,Iris-versicolor
+78,7.2,2.5,6.9,2.0,Iris-virginica
+79,5.8,2.7,4.4,1.3,Iris-versicolor
+80,4.6,3.1,1.6,0.3,Iris-setosa
+81,5.4,3.4,1.4,0.2,Iris-setosa
+82,6.3,2.7,4.3,1.3,Iris-versicolor
+83,6.7,3.0,4.5,2.2,Iris-versicolor
+84,7.3,2.8,6.1,2.0,Iris-virginica
+85,6.3,2.9,4.6,1.6,Iris-versicolor
+86,5.2,2.7,4.0,1.0,Iris-versicolor
+87,4.8,3.0,1.4,0.2,Iris-setosa
+88,5.7,2.6,4.9,1.3,Iris-versicolor
+89,4.5,2.6,4.4,1.2,Iris-versicolor
+90,6.5,2.8,4.0,1.3,Iris-versicolor
+91,5.5,4.5,1.7,0.2,Iris-setosa
+92,5.9,3.1,1.9,0.2,Iris-setosa
+93,5.1,2.8,4.7,1.0,Iris-versicolor
+94,4.7,3.6,1.4,0.3,Iris-setosa
+95,6.6,2.8,4.6,1.5,Iris-versicolor
+96,6.2,2.7,5.9,1.5,Iris-virginica
+97,6.6,2.8,4.1,1.4,Iris-versicolor
+98,4.6,3.0,1.5,0.2,Iris-setosa
+99,6.0,3.4,4.6,1.6,Iris-versicolor
+100,6.0,2.5,4.6,1.4,Iris-versicolor
+101,4.6,3.4,1.4,0.2,Iris-setosa
+102,4.8,3.0,1.4,0.2,Iris-setosa
+103,7.8,3.6,5.9,2.9,Iris-virginica
+104,5.0,3.5,3.4,1.2,Iris-versicolor
+105,6.4,3.0,4.5,1.5,Iris-versicolor
+106,6.6,2.8,4.6,1.3,Iris-versicolor
+107,6.1,3.2,4.6,1.5,Iris-versicolor
+108,6.4,3.2,5.7,2.4,Iris-virginica
+109,5.7,2.8,4.9,1.0,Iris-versicolor
+110,5.4,2.5,5.3,1.0,Iris-virginica
+111,6.5,3.0,5.9,2.2,Iris-virginica
+112,6.6,3.0,4.6,1.5,Iris-versicolor
+113,6.0,3.2,4.4,1.5,Iris-versicolor
+114,6.3,2.5,5.9,2.3,Iris-virginica
+115,5.1,2.8,3.7,1.3,Iris-versicolor
+116,5.0,3.0,4.2,1.2,Iris-versicolor
+117,5.0,3.6,1.6,0.2,Iris-setosa
+118,5.1,3.0,1.6,0.2,Iris-setosa
+119,5.1,3.5,1.9,0.2,Iris-setosa
+120,4.8,3.2,1.4,0.2,Iris-setosa
+121,5.7,2.5,4.2,1.3,Iris-versicolor
+122,6.4,3.2,4.5,1.5,Iris-virginica
+123,4.8,2.7,1.4,0.2,Iris-setosa
+124,4.4,3.1,1.5,0.3,Iris-setosa
+125,4.9,3.4,1.5,0.2,Iris-setosa
+126,6.3,3.0,5.1,2.3,Iris-virginica
+127,4.8,3.6,1.4,0.2,Iris-setosa
+128,7.3,2.9,6.7,1.8,Iris-virginica
+129,5.8,3.0,5.1,2.0,Iris-virginica
+130,6.4,3.4,5.3,2.4,Iris-virginica
+131,6.5,3.1,4.5,1.5,Iris-versicolor
+132,7.2,3.2,6.4,2.2,Iris-virginica
+133,5.6,2.6,4.2,1.3,Iris-versicolor
+134,5.7,3.0,4.2,1.2,Iris-versicolor
+135,5.1,3.5,1.5,0.2,Iris-setosa
+136,6.4,3.1,4.5,1.5,Iris-versicolor
+137,7.7,3.8,6.7,2.0,Iris-virginica
+138,6.6,2.9,4.7,1.3,Iris-versicolor
+139,4.3,2.6,4.5,1.2,Iris-virginica
+140,6.4,3.2,4.9,1.5,Iris-versicolor
+141,6.4,3.4,5.5,2.1,Iris-virginica
+142,5.0,3.4,1.5,0.6,Iris-setosa
+143,6.7,3.4,5.4,2.3,Iris-virginica
+144,6.3,2.9,4.6,1.5,Iris-versicolor
+145,4.6,3.0,1.5,0.2,Iris-setosa
+146,5.8,3.0,1.4,0.2,Iris-setosa
+147,6.5,3.0,4.4,1.3,Iris-versicolor
+148,4.4,3.0,1.3,0.4,Iris-setosa
+149,7.7,2.8,6.7,2.3,Iris-virginica
diff --git a/iris/realtabformer/df/14/train.csv b/iris/realtabformer/df/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/14/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/15/synth.csv b/iris/realtabformer/df/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c05ae434d8c6478e7108d22890188ce8968ef3ab
--- /dev/null
+++ b/iris/realtabformer/df/15/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.1,3.8,4.7,1.4,Iris-versicolor
+1,4.6,3.0,1.3,0.3,Iris-setosa
+2,5.0,3.6,1.3,0.2,Iris-setosa
+3,5.3,3.5,1.4,0.4,Iris-setosa
+4,4.6,3.0,4.5,1.5,Iris-versicolor
+5,6.4,2.3,5.4,2.3,Iris-virginica
+6,5.7,2.6,4.9,1.4,Iris-versicolor
+7,5.5,2.5,3.5,1.0,Iris-versicolor
+8,6.4,3.1,1.5,0.4,Iris-setosa
+9,6.4,3.1,4.5,1.5,Iris-versicolor
+10,5.8,2.7,3.1,1.3,Iris-versicolor
+11,4.4,3.2,1.3,0.2,Iris-setosa
+12,4.6,2.6,4.1,1.3,Iris-versicolor
+13,4.6,3.4,1.4,0.3,Iris-setosa
+14,6.4,3.1,4.5,1.5,Iris-versicolor
+15,5.8,3.7,4.9,1.6,Iris-versicolor
+16,5.0,3.5,1.4,0.2,Iris-setosa
+17,5.8,4.7,5.1,2.3,Iris-virginica
+18,6.1,2.8,4.9,1.3,Iris-versicolor
+19,5.3,3.7,4.9,1.5,Iris-virginica
+20,4.8,3.0,1.4,0.2,Iris-setosa
+21,4.7,3.2,1.4,0.2,Iris-setosa
+22,4.8,3.0,1.4,0.2,Iris-setosa
+23,5.8,3.0,4.9,1.5,Iris-versicolor
+24,4.6,2.9,3.4,1.0,Iris-versicolor
+25,4.8,3.1,1.6,0.2,Iris-setosa
+26,4.8,3.0,1.1,0.4,Iris-setosa
+27,4.8,3.2,1.4,0.2,Iris-setosa
+28,4.8,3.5,1.5,0.1,Iris-setosa
+29,6.7,3.1,4.7,1.5,Iris-versicolor
+30,5.8,3.7,1.7,0.2,Iris-setosa
+31,4.4,3.2,1.5,0.3,Iris-setosa
+32,5.0,3.4,1.0,0.2,Iris-setosa
+33,6.3,3.3,6.5,2.3,Iris-virginica
+34,6.5,3.2,4.0,1.3,Iris-versicolor
+35,6.7,2.8,4.5,1.5,Iris-virginica
+36,6.1,3.0,4.5,1.5,Iris-versicolor
+37,6.3,2.5,4.6,1.5,Iris-versicolor
+38,6.4,3.2,5.1,2.3,Iris-virginica
+39,5.8,4.8,1.5,0.4,Iris-setosa
+40,6.4,3.2,4.4,1.5,Iris-versicolor
+41,5.7,2.8,4.6,1.4,Iris-versicolor
+42,5.8,3.4,1.8,0.2,Iris-setosa
+43,6.3,3.4,4.6,1.5,Iris-versicolor
+44,4.4,3.4,1.4,0.2,Iris-setosa
+45,5.1,2.5,3.9,1.5,Iris-versicolor
+46,5.1,3.3,1.1,0.4,Iris-setosa
+47,7.7,3.8,6.1,2.0,Iris-virginica
+48,4.6,3.0,1.4,0.2,Iris-setosa
+49,5.0,2.8,4.6,1.6,Iris-versicolor
+50,6.1,3.1,4.7,1.5,Iris-versicolor
+51,4.8,3.4,1.6,0.2,Iris-setosa
+52,6.3,2.5,4.4,1.3,Iris-versicolor
+53,6.6,2.6,4.7,1.3,Iris-versicolor
+54,6.1,3.0,4.4,1.3,Iris-versicolor
+55,5.7,2.9,4.6,1.3,Iris-versicolor
+56,5.0,3.4,1.7,0.2,Iris-setosa
+57,5.4,3.7,1.4,0.3,Iris-setosa
+58,6.3,2.2,4.1,1.5,Iris-versicolor
+59,5.1,3.5,1.9,0.2,Iris-setosa
+60,4.8,3.2,1.4,0.2,Iris-setosa
+61,6.1,2.8,4.9,1.5,Iris-versicolor
+62,5.7,3.5,1.2,0.2,Iris-setosa
+63,5.5,4.5,1.5,0.2,Iris-setosa
+64,5.4,2.8,4.7,1.3,Iris-versicolor
+65,6.4,3.0,5.3,2.3,Iris-virginica
+66,5.8,3.0,4.9,1.4,Iris-versicolor
+67,6.2,3.4,4.6,1.5,Iris-versicolor
+68,4.8,3.0,1.4,0.2,Iris-setosa
+69,4.8,3.0,1.9,0.2,Iris-setosa
+70,7.2,3.0,4.5,1.3,Iris-virginica
+71,4.6,3.1,1.4,0.2,Iris-setosa
+72,6.1,3.0,4.5,1.3,Iris-versicolor
+73,4.6,3.0,1.4,0.2,Iris-setosa
+74,4.8,3.0,1.3,0.2,Iris-setosa
+75,4.7,3.0,1.4,0.2,Iris-setosa
+76,6.8,3.8,4.8,1.4,Iris-versicolor
+77,6.1,2.8,4.7,1.5,Iris-versicolor
+78,6.3,2.5,5.4,2.3,Iris-virginica
+79,5.2,2.7,3.1,1.9,Iris-versicolor
+80,5.1,3.5,1.7,0.2,Iris-setosa
+81,6.9,2.8,4.9,1.8,Iris-virginica
+82,5.1,3.4,1.7,0.2,Iris-setosa
+83,4.6,3.0,1.5,0.2,Iris-setosa
+84,4.4,3.4,1.3,0.2,Iris-setosa
+85,6.1,3.2,4.6,1.4,Iris-versicolor
+86,5.4,3.0,4.2,1.6,Iris-versicolor
+87,6.6,2.8,4.4,1.4,Iris-versicolor
+88,6.2,2.8,4.6,1.2,Iris-versicolor
+89,5.0,2.6,4.2,1.2,Iris-versicolor
+90,4.6,3.5,1.4,0.2,Iris-setosa
+91,6.3,3.3,4.4,1.3,Iris-versicolor
+92,5.0,3.6,1.6,0.2,Iris-setosa
+93,5.0,3.3,1.5,0.3,Iris-setosa
+94,6.9,4.1,4.5,1.5,Iris-versicolor
+95,7.4,2.6,5.3,2.2,Iris-virginica
+96,4.8,3.1,1.5,0.2,Iris-setosa
+97,5.8,3.5,1.2,0.2,Iris-setosa
+98,6.7,3.0,5.6,2.3,Iris-virginica
+99,4.8,3.4,1.6,0.2,Iris-setosa
+100,4.6,3.2,1.6,0.2,Iris-setosa
+101,6.0,3.4,4.6,1.6,Iris-versicolor
+102,4.6,2.5,4.4,1.3,Iris-versicolor
+103,6.4,3.0,4.5,1.5,Iris-versicolor
+104,7.3,3.3,6.0,2.3,Iris-virginica
+105,5.8,4.0,4.5,1.5,Iris-versicolor
+106,6.7,2.9,4.6,1.3,Iris-versicolor
+107,7.2,3.0,6.4,2.2,Iris-virginica
+108,6.0,3.3,5.6,2.6,Iris-virginica
+109,5.1,4.8,1.6,0.2,Iris-setosa
+110,4.6,3.4,1.3,0.2,Iris-setosa
+111,4.8,2.7,3.5,1.1,Iris-virginica
+112,5.5,4.4,1.7,0.3,Iris-setosa
+113,5.2,3.5,4.5,1.5,Iris-versicolor
+114,6.1,3.2,4.9,1.3,Iris-versicolor
+115,6.4,3.2,4.5,1.5,Iris-versicolor
+116,6.6,3.0,4.5,1.5,Iris-versicolor
+117,5.4,3.7,1.5,0.2,Iris-setosa
+118,6.4,2.8,4.9,1.4,Iris-versicolor
+119,5.8,2.5,4.9,1.5,Iris-versicolor
+120,6.1,3.0,4.5,1.4,Iris-versicolor
+121,5.7,2.7,4.2,1.2,Iris-versicolor
+122,6.3,2.5,4.4,1.3,Iris-versicolor
+123,4.4,3.2,1.3,0.3,Iris-setosa
+124,5.8,2.7,4.9,1.3,Iris-versicolor
+125,5.4,2.7,4.1,1.3,Iris-virginica
+126,5.8,3.4,1.1,0.4,Iris-setosa
+127,5.6,3.0,4.5,1.4,Iris-versicolor
+128,5.8,3.0,4.1,1.3,Iris-versicolor
+129,5.1,3.5,1.4,0.4,Iris-setosa
+130,6.4,3.0,5.2,2.5,Iris-virginica
+131,6.0,2.9,4.5,1.5,Iris-versicolor
+132,7.7,2.8,6.1,2.3,Iris-virginica
+133,5.0,3.5,1.2,0.2,Iris-setosa
+134,6.6,2.9,4.4,1.3,Iris-versicolor
+135,4.4,3.0,1.5,0.2,Iris-setosa
+136,4.3,2.6,1.0,0.2,Iris-setosa
+137,5.0,3.2,1.4,0.2,Iris-setosa
+138,5.8,3.6,5.9,2.2,Iris-virginica
+139,4.8,3.4,1.4,0.2,Iris-setosa
+140,5.1,3.5,1.5,0.4,Iris-setosa
+141,6.5,2.6,4.9,1.5,Iris-versicolor
+142,4.8,2.4,4.9,1.9,Iris-versicolor
+143,5.6,2.5,3.5,1.3,Iris-versicolor
+144,6.0,3.8,4.6,1.4,Iris-versicolor
+145,6.3,2.6,4.9,1.3,Iris-versicolor
+146,6.4,2.5,5.3,1.0,Iris-virginica
+147,4.6,2.5,4.4,1.3,Iris-versicolor
+148,5.8,2.5,3.9,1.0,Iris-versicolor
+149,6.3,3.0,4.6,1.5,Iris-versicolor
diff --git a/iris/realtabformer/df/15/train.csv b/iris/realtabformer/df/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/15/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/16/synth.csv b/iris/realtabformer/df/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2e0c9792d54fb18b805fcac00739e442e82bfa9c
--- /dev/null
+++ b/iris/realtabformer/df/16/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.6,3.1,4.5,1.5,Iris-versicolor
+1,6.0,3.1,4.6,1.4,Iris-versicolor
+2,4.4,3.1,1.4,0.2,Iris-setosa
+3,6.8,3.0,4.5,2.5,Iris-virginica
+4,5.0,3.5,1.4,0.2,Iris-setosa
+5,6.1,3.8,4.6,1.4,Iris-versicolor
+6,4.6,3.4,1.5,0.2,Iris-setosa
+7,6.3,3.7,4.0,1.5,Iris-versicolor
+8,6.7,3.5,5.4,2.5,Iris-virginica
+9,5.0,3.9,1.6,0.2,Iris-setosa
+10,4.8,3.0,1.4,0.2,Iris-setosa
+11,5.9,3.5,1.5,0.4,Iris-setosa
+12,6.2,2.3,4.4,1.3,Iris-versicolor
+13,6.1,3.8,4.7,1.4,Iris-versicolor
+14,6.1,2.8,4.6,1.4,Iris-versicolor
+15,6.2,2.8,4.8,1.8,Iris-virginica
+16,4.8,3.4,1.6,0.2,Iris-setosa
+17,4.4,3.4,1.5,0.1,Iris-setosa
+18,7.2,2.6,6.8,2.3,Iris-virginica
+19,5.8,4.6,1.1,0.4,Iris-setosa
+20,6.4,2.2,4.5,1.5,Iris-versicolor
+21,6.7,3.0,4.4,1.3,Iris-versicolor
+22,5.1,3.5,1.4,0.4,Iris-setosa
+23,4.5,3.2,1.3,0.2,Iris-setosa
+24,5.4,2.5,5.2,1.3,Iris-virginica
+25,6.1,3.0,4.6,1.2,Iris-versicolor
+26,6.7,3.0,4.5,1.5,Iris-versicolor
+27,6.6,3.0,4.4,1.3,Iris-versicolor
+28,6.0,3.3,4.3,1.6,Iris-versicolor
+29,5.2,3.4,1.4,0.2,Iris-setosa
+30,5.7,2.6,4.2,1.2,Iris-versicolor
+31,7.7,2.8,6.1,2.0,Iris-virginica
+32,4.8,2.4,4.9,1.3,Iris-virginica
+33,6.0,3.8,4.6,1.4,Iris-versicolor
+34,6.4,2.9,4.5,1.4,Iris-versicolor
+35,6.1,2.8,4.7,1.3,Iris-versicolor
+36,6.3,3.5,5.4,2.3,Iris-virginica
+37,6.8,2.9,4.6,1.3,Iris-versicolor
+38,6.1,3.0,4.6,1.5,Iris-versicolor
+39,5.4,3.7,5.1,0.2,Iris-virginica
+40,7.0,2.5,4.9,1.6,Iris-versicolor
+41,6.3,2.7,4.6,1.5,Iris-versicolor
+42,6.2,2.5,4.0,1.3,Iris-versicolor
+43,6.4,3.3,4.3,1.3,Iris-versicolor
+44,6.1,3.0,4.5,1.5,Iris-versicolor
+45,6.3,2.7,5.9,1.9,Iris-virginica
+46,6.0,2.9,4.5,1.5,Iris-versicolor
+47,6.3,2.9,4.6,1.3,Iris-versicolor
+48,6.0,3.2,4.5,1.5,Iris-versicolor
+49,5.6,2.9,5.9,1.0,Iris-virginica
+50,4.6,3.4,1.4,0.2,Iris-setosa
+51,7.8,2.7,4.9,1.8,Iris-virginica
+52,5.7,3.2,1.2,0.2,Iris-setosa
+53,6.9,3.1,4.5,1.5,Iris-versicolor
+54,4.8,3.4,1.5,0.2,Iris-setosa
+55,4.8,2.8,1.4,0.2,Iris-setosa
+56,4.9,3.1,1.4,0.2,Iris-setosa
+57,5.2,3.5,1.4,0.2,Iris-setosa
+58,4.8,2.7,4.9,1.2,Iris-virginica
+59,6.1,3.0,4.9,1.5,Iris-versicolor
+60,5.7,2.8,4.1,1.3,Iris-versicolor
+61,6.0,2.9,4.3,1.5,Iris-versicolor
+62,4.9,3.1,1.5,0.1,Iris-setosa
+63,6.3,2.7,4.9,1.5,Iris-versicolor
+64,5.8,3.6,1.4,0.2,Iris-setosa
+65,4.4,3.4,1.3,0.2,Iris-setosa
+66,6.3,3.4,5.6,2.3,Iris-virginica
+67,6.1,3.0,4.9,2.5,Iris-virginica
+68,6.3,3.5,5.0,2.5,Iris-virginica
+69,4.4,3.1,1.4,0.2,Iris-setosa
+70,4.8,3.4,1.4,0.2,Iris-setosa
+71,5.7,3.0,1.2,0.2,Iris-setosa
+72,5.8,2.7,3.1,1.9,Iris-versicolor
+73,6.4,3.2,4.3,1.3,Iris-versicolor
+74,4.8,3.0,1.4,0.2,Iris-setosa
+75,4.3,3.0,1.9,0.4,Iris-setosa
+76,5.5,2.8,4.5,1.5,Iris-versicolor
+77,6.4,2.7,5.5,2.5,Iris-virginica
+78,4.7,2.9,4.3,1.3,Iris-versicolor
+79,6.2,3.2,5.4,2.3,Iris-virginica
+80,6.6,3.0,4.4,1.3,Iris-versicolor
+81,5.1,2.7,3.9,1.1,Iris-versicolor
+82,6.0,3.2,4.0,1.7,Iris-versicolor
+83,7.9,3.0,6.4,2.2,Iris-virginica
+84,5.8,3.0,1.4,0.2,Iris-setosa
+85,7.4,3.0,6.6,2.0,Iris-virginica
+86,5.8,3.0,4.6,1.5,Iris-versicolor
+87,6.7,3.1,5.1,2.4,Iris-virginica
+88,5.4,3.4,1.4,0.2,Iris-setosa
+89,6.3,3.3,4.5,1.8,Iris-virginica
+90,4.9,2.7,4.4,1.3,Iris-versicolor
+91,6.1,3.0,4.4,1.2,Iris-versicolor
+92,5.6,3.9,1.3,0.2,Iris-setosa
+93,5.8,4.5,3.9,1.6,Iris-versicolor
+94,4.8,3.2,1.4,0.2,Iris-setosa
+95,4.8,3.0,1.4,0.2,Iris-setosa
+96,4.8,3.4,1.5,0.2,Iris-setosa
+97,6.4,3.2,4.6,1.6,Iris-versicolor
+98,4.8,3.0,1.4,0.2,Iris-setosa
+99,5.8,2.7,3.1,1.2,Iris-versicolor
+100,7.7,3.0,4.1,1.3,Iris-versicolor
+101,6.4,3.2,5.3,2.0,Iris-virginica
+102,5.6,3.4,4.5,1.3,Iris-versicolor
+103,5.7,3.5,4.2,1.5,Iris-versicolor
+104,4.6,3.0,4.4,1.2,Iris-virginica
+105,5.8,4.6,4.9,1.3,Iris-versicolor
+106,6.4,2.8,4.6,1.3,Iris-virginica
+107,6.1,2.6,4.6,1.3,Iris-versicolor
+108,6.1,2.5,4.9,1.8,Iris-virginica
+109,6.2,2.8,4.2,1.2,Iris-versicolor
+110,6.0,3.2,4.2,1.5,Iris-versicolor
+111,6.7,3.1,4.5,1.3,Iris-versicolor
+112,5.0,2.6,4.6,1.8,Iris-versicolor
+113,6.3,3.4,5.5,2.5,Iris-virginica
+114,6.9,3.2,4.4,1.3,Iris-versicolor
+115,6.7,3.8,4.8,1.3,Iris-versicolor
+116,5.6,2.5,4.5,1.5,Iris-versicolor
+117,5.1,3.5,3.6,1.4,Iris-versicolor
+118,4.3,2.8,4.5,1.3,Iris-virginica
+119,6.1,3.1,4.6,1.3,Iris-versicolor
+120,6.1,3.0,4.6,1.4,Iris-versicolor
+121,6.7,3.1,4.7,1.4,Iris-versicolor
+122,6.7,3.0,5.9,2.3,Iris-virginica
+123,5.0,3.6,1.6,0.2,Iris-setosa
+124,6.7,2.5,4.7,1.5,Iris-versicolor
+125,4.8,3.1,1.4,0.2,Iris-setosa
+126,5.7,4.5,1.4,0.3,Iris-setosa
+127,4.5,2.7,4.5,1.5,Iris-versicolor
+128,7.7,3.8,6.7,2.3,Iris-virginica
+129,4.6,3.4,1.4,0.2,Iris-setosa
+130,6.3,3.0,5.5,2.1,Iris-virginica
+131,4.8,3.4,1.4,0.2,Iris-setosa
+132,4.8,3.0,1.4,0.2,Iris-setosa
+133,5.4,3.0,4.1,1.3,Iris-virginica
+134,5.0,3.3,1.4,0.2,Iris-setosa
+135,5.1,2.8,4.0,1.9,Iris-versicolor
+136,5.0,3.4,1.2,0.4,Iris-setosa
+137,5.2,3.5,1.5,0.3,Iris-setosa
+138,6.1,2.8,4.6,1.4,Iris-versicolor
+139,6.1,2.8,4.0,1.4,Iris-versicolor
+140,6.3,2.3,4.0,1.5,Iris-versicolor
+141,6.3,3.0,5.5,2.5,Iris-virginica
+142,4.8,3.1,1.5,0.2,Iris-setosa
+143,7.6,2.6,4.8,1.3,Iris-virginica
+144,5.2,3.3,1.5,0.2,Iris-setosa
+145,4.7,3.4,1.6,0.3,Iris-setosa
+146,6.4,2.8,4.6,1.5,Iris-versicolor
+147,5.4,3.4,1.4,0.2,Iris-setosa
+148,7.2,2.6,6.4,2.3,Iris-virginica
+149,4.6,3.4,1.5,0.2,Iris-setosa
diff --git a/iris/realtabformer/df/16/train.csv b/iris/realtabformer/df/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/16/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/17/synth.csv b/iris/realtabformer/df/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..584ea2ff1be09affc700b4896485ecf70aa98a72
--- /dev/null
+++ b/iris/realtabformer/df/17/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.7,3.4,1.6,0.2,Iris-setosa
+1,6.7,3.1,4.7,1.6,Iris-versicolor
+2,5.4,3.2,1.5,0.2,Iris-setosa
+3,5.0,3.4,1.5,0.6,Iris-setosa
+4,7.7,2.8,5.1,2.0,Iris-virginica
+5,6.4,2.5,4.5,1.5,Iris-versicolor
+6,5.4,3.0,4.8,1.3,Iris-versicolor
+7,6.6,2.5,4.5,1.5,Iris-versicolor
+8,4.6,3.1,1.6,0.2,Iris-setosa
+9,5.7,3.0,4.4,1.3,Iris-versicolor
+10,6.5,2.4,5.8,2.3,Iris-virginica
+11,6.6,2.8,4.8,1.5,Iris-versicolor
+12,5.7,2.7,4.2,1.3,Iris-versicolor
+13,5.4,2.5,3.4,1.3,Iris-versicolor
+14,6.5,3.0,5.6,2.2,Iris-virginica
+15,5.6,3.5,1.4,0.2,Iris-setosa
+16,5.1,4.6,3.9,1.3,Iris-versicolor
+17,6.4,2.7,4.9,1.5,Iris-versicolor
+18,4.7,3.1,1.6,0.2,Iris-setosa
+19,7.2,3.0,6.1,2.2,Iris-virginica
+20,4.3,2.5,4.5,1.5,Iris-virginica
+21,5.4,2.7,5.6,1.6,Iris-virginica
+22,6.4,2.8,5.6,2.1,Iris-virginica
+23,6.4,3.2,5.3,2.2,Iris-virginica
+24,5.8,2.8,4.2,1.2,Iris-versicolor
+25,4.5,3.4,1.4,0.2,Iris-setosa
+26,6.2,3.0,4.6,1.4,Iris-versicolor
+27,4.8,3.1,1.4,0.2,Iris-setosa
+28,5.8,4.7,1.2,0.2,Iris-setosa
+29,6.8,3.1,5.8,2.1,Iris-virginica
+30,5.1,3.5,1.5,0.4,Iris-setosa
+31,4.7,3.0,1.4,0.2,Iris-setosa
+32,7.3,2.8,6.6,1.3,Iris-virginica
+33,6.1,3.0,4.7,1.5,Iris-versicolor
+34,6.1,3.1,4.5,1.5,Iris-versicolor
+35,5.4,3.6,4.7,1.3,Iris-versicolor
+36,4.4,3.2,1.4,0.2,Iris-setosa
+37,5.7,3.5,4.2,1.2,Iris-versicolor
+38,6.8,2.8,4.9,1.5,Iris-versicolor
+39,5.5,2.4,3.6,1.4,Iris-versicolor
+40,5.2,2.7,3.9,1.3,Iris-versicolor
+41,5.6,2.8,4.6,1.3,Iris-versicolor
+42,6.3,2.3,4.0,1.3,Iris-versicolor
+43,6.2,2.9,4.5,1.5,Iris-versicolor
+44,6.0,3.2,4.6,1.4,Iris-versicolor
+45,6.6,3.0,4.4,1.2,Iris-versicolor
+46,6.0,3.4,4.3,1.3,Iris-versicolor
+47,4.8,3.0,1.4,0.2,Iris-setosa
+48,5.1,3.5,1.3,0.2,Iris-setosa
+49,6.3,2.9,4.6,1.5,Iris-versicolor
+50,6.2,2.5,4.7,1.3,Iris-versicolor
+51,4.9,3.7,1.4,0.2,Iris-setosa
+52,6.0,3.1,4.5,1.6,Iris-versicolor
+53,6.7,2.8,4.8,1.3,Iris-versicolor
+54,5.1,2.6,4.6,1.5,Iris-versicolor
+55,4.9,3.0,4.5,1.7,Iris-virginica
+56,5.1,3.0,1.4,0.3,Iris-setosa
+57,4.6,3.4,1.6,0.2,Iris-setosa
+58,5.8,2.7,4.9,1.9,Iris-versicolor
+59,7.7,2.6,6.1,2.4,Iris-virginica
+60,6.4,3.2,5.7,2.3,Iris-virginica
+61,4.6,3.0,1.5,0.2,Iris-setosa
+62,6.8,3.0,5.1,2.3,Iris-virginica
+63,6.4,3.4,5.5,2.3,Iris-virginica
+64,5.5,4.8,1.5,0.2,Iris-setosa
+65,6.5,2.2,4.8,1.5,Iris-versicolor
+66,6.3,3.0,4.8,1.5,Iris-versicolor
+67,4.6,3.0,1.4,0.2,Iris-setosa
+68,6.4,3.2,5.3,1.5,Iris-virginica
+69,4.8,3.4,1.6,0.2,Iris-setosa
+70,6.0,3.3,4.6,2.4,Iris-versicolor
+71,6.2,3.4,5.5,2.1,Iris-virginica
+72,7.7,2.9,4.6,1.8,Iris-virginica
+73,4.4,3.0,1.5,0.1,Iris-setosa
+74,6.8,3.1,5.6,2.5,Iris-virginica
+75,6.4,3.4,5.5,2.6,Iris-virginica
+76,5.6,3.5,1.4,0.2,Iris-setosa
+77,6.6,2.7,4.9,1.5,Iris-versicolor
+78,5.1,3.4,1.5,0.2,Iris-setosa
+79,5.7,3.6,1.6,0.2,Iris-setosa
+80,6.8,2.8,5.9,2.3,Iris-virginica
+81,5.0,3.5,1.5,0.2,Iris-setosa
+82,4.3,3.4,1.3,0.2,Iris-setosa
+83,4.6,2.5,4.4,1.3,Iris-versicolor
+84,7.7,3.1,5.4,2.2,Iris-virginica
+85,6.6,2.9,4.6,1.5,Iris-versicolor
+86,5.1,3.4,1.5,0.4,Iris-setosa
+87,4.8,3.4,1.4,0.2,Iris-setosa
+88,5.0,3.5,1.6,0.4,Iris-setosa
+89,6.4,2.5,4.3,1.5,Iris-versicolor
+90,6.8,2.8,4.4,1.3,Iris-versicolor
+91,6.9,3.2,4.5,1.5,Iris-versicolor
+92,6.3,3.2,5.9,2.8,Iris-virginica
+93,6.4,2.6,4.5,1.3,Iris-versicolor
+94,6.4,2.8,5.6,2.3,Iris-virginica
+95,7.4,2.6,6.1,2.0,Iris-virginica
+96,4.8,3.1,1.4,0.2,Iris-setosa
+97,5.8,2.7,3.9,1.7,Iris-versicolor
+98,5.0,3.5,1.4,0.2,Iris-setosa
+99,7.7,3.6,6.6,2.3,Iris-virginica
+100,6.6,3.1,4.5,1.5,Iris-versicolor
+101,6.2,2.7,4.5,1.5,Iris-versicolor
+102,6.6,3.2,4.6,1.5,Iris-versicolor
+103,5.6,3.0,4.2,1.3,Iris-versicolor
+104,4.6,3.4,1.4,0.2,Iris-setosa
+105,4.8,3.4,1.4,0.2,Iris-setosa
+106,6.7,3.1,5.7,2.1,Iris-virginica
+107,6.1,2.8,4.6,1.4,Iris-versicolor
+108,5.2,3.4,3.3,1.3,Iris-versicolor
+109,5.0,4.5,1.5,0.2,Iris-setosa
+110,5.7,2.6,4.5,1.3,Iris-versicolor
+111,6.4,2.6,5.0,1.8,Iris-virginica
+112,6.1,3.0,4.9,1.5,Iris-versicolor
+113,6.8,2.8,4.9,2.5,Iris-virginica
+114,6.4,2.8,4.4,1.3,Iris-versicolor
+115,5.4,3.6,1.5,0.4,Iris-setosa
+116,6.1,3.5,4.9,1.5,Iris-versicolor
+117,6.4,2.7,4.3,1.3,Iris-versicolor
+118,6.7,3.1,4.5,1.5,Iris-versicolor
+119,7.2,3.0,6.4,2.3,Iris-virginica
+120,6.3,2.5,5.9,1.8,Iris-virginica
+121,4.6,3.2,1.4,0.2,Iris-setosa
+122,5.6,3.9,4.5,1.2,Iris-versicolor
+123,6.2,2.7,4.8,1.3,Iris-versicolor
+124,6.4,2.8,4.6,1.5,Iris-versicolor
+125,6.2,2.7,4.9,1.8,Iris-versicolor
+126,4.5,3.5,1.3,0.2,Iris-setosa
+127,4.5,3.4,1.4,0.2,Iris-setosa
+128,5.0,2.6,4.5,1.8,Iris-versicolor
+129,6.0,3.4,5.4,2.1,Iris-virginica
+130,5.1,3.8,1.4,0.3,Iris-setosa
+131,7.0,3.3,6.7,2.0,Iris-virginica
+132,6.1,3.0,4.2,1.3,Iris-versicolor
+133,4.8,3.6,5.9,0.2,Iris-virginica
+134,6.1,3.0,4.4,1.4,Iris-versicolor
+135,6.8,4.0,4.9,1.5,Iris-versicolor
+136,5.1,3.4,1.5,0.4,Iris-setosa
+137,5.1,3.5,1.6,0.2,Iris-setosa
+138,7.7,3.0,6.0,2.5,Iris-virginica
+139,6.0,3.2,4.4,1.2,Iris-versicolor
+140,6.7,2.8,4.8,1.4,Iris-versicolor
+141,5.0,3.4,1.4,0.3,Iris-setosa
+142,5.8,3.6,1.9,0.2,Iris-setosa
+143,5.0,3.4,1.7,0.2,Iris-setosa
+144,5.5,2.7,3.5,1.0,Iris-versicolor
+145,6.4,3.1,4.5,2.5,Iris-versicolor
+146,5.1,3.8,1.7,0.4,Iris-setosa
+147,6.1,2.8,4.9,1.6,Iris-versicolor
+148,5.5,4.0,4.5,1.3,Iris-versicolor
+149,6.1,3.4,4.5,1.5,Iris-versicolor
diff --git a/iris/realtabformer/df/17/train.csv b/iris/realtabformer/df/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/17/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/18/synth.csv b/iris/realtabformer/df/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7509c6884532452ead63b026139984b544c30906
--- /dev/null
+++ b/iris/realtabformer/df/18/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.8,1.7,0.4,Iris-setosa
+1,4.5,3.0,1.4,0.2,Iris-setosa
+2,5.5,3.5,4.9,1.5,Iris-versicolor
+3,5.4,3.0,4.5,1.3,Iris-versicolor
+4,6.1,3.0,4.7,1.4,Iris-versicolor
+5,5.5,2.6,4.7,1.3,Iris-versicolor
+6,5.6,3.7,4.2,1.5,Iris-versicolor
+7,5.7,2.5,3.2,1.0,Iris-versicolor
+8,5.5,2.3,4.4,1.3,Iris-versicolor
+9,7.2,2.7,4.9,1.3,Iris-virginica
+10,5.1,3.5,1.4,0.4,Iris-setosa
+11,4.8,3.0,1.4,0.2,Iris-setosa
+12,5.6,2.7,4.2,1.3,Iris-versicolor
+13,4.8,3.4,1.4,0.4,Iris-setosa
+14,6.3,3.4,4.4,1.5,Iris-versicolor
+15,6.3,2.8,4.4,1.5,Iris-versicolor
+16,5.8,4.7,1.1,0.4,Iris-setosa
+17,5.1,2.5,3.0,1.1,Iris-versicolor
+18,6.7,2.8,4.7,1.5,Iris-versicolor
+19,6.7,3.5,4.6,1.3,Iris-versicolor
+20,4.9,3.0,1.4,0.2,Iris-setosa
+21,6.3,2.5,4.9,1.5,Iris-versicolor
+22,4.8,3.4,1.4,0.2,Iris-setosa
+23,6.7,2.5,4.0,1.3,Iris-versicolor
+24,4.6,3.0,4.5,1.2,Iris-versicolor
+25,6.4,3.2,4.4,1.3,Iris-versicolor
+26,7.7,2.8,6.1,2.3,Iris-virginica
+27,5.0,3.5,1.4,0.2,Iris-setosa
+28,7.7,3.6,6.9,2.2,Iris-virginica
+29,6.3,3.2,4.6,1.5,Iris-versicolor
+30,5.1,3.4,1.5,0.2,Iris-setosa
+31,5.7,3.8,1.6,0.2,Iris-setosa
+32,6.3,2.7,4.9,1.5,Iris-versicolor
+33,5.0,3.4,1.5,0.4,Iris-setosa
+34,5.8,3.7,1.2,0.2,Iris-setosa
+35,5.6,2.7,4.2,1.3,Iris-versicolor
+36,5.7,3.8,4.9,1.4,Iris-versicolor
+37,7.7,2.6,6.1,2.0,Iris-virginica
+38,5.5,3.2,1.5,0.4,Iris-setosa
+39,6.4,3.2,4.4,1.3,Iris-versicolor
+40,4.9,3.1,1.5,0.1,Iris-setosa
+41,6.3,2.7,4.5,1.5,Iris-versicolor
+42,5.8,3.1,1.4,0.2,Iris-setosa
+43,4.8,3.2,1.6,0.2,Iris-setosa
+44,5.8,3.2,4.9,1.3,Iris-versicolor
+45,7.2,3.0,5.2,2.2,Iris-virginica
+46,6.7,3.1,4.5,1.4,Iris-versicolor
+47,5.6,3.9,1.6,0.2,Iris-setosa
+48,5.6,2.7,4.2,1.3,Iris-versicolor
+49,4.8,3.6,1.3,0.2,Iris-setosa
+50,4.6,2.2,4.5,1.2,Iris-versicolor
+51,6.3,2.9,4.6,1.8,Iris-versicolor
+52,6.7,2.9,4.6,1.3,Iris-versicolor
+53,6.4,3.2,4.5,1.5,Iris-versicolor
+54,5.8,3.4,1.6,0.3,Iris-setosa
+55,6.0,3.0,4.5,1.5,Iris-versicolor
+56,5.4,3.4,1.5,0.4,Iris-setosa
+57,6.8,3.2,5.1,2.4,Iris-virginica
+58,6.8,2.7,5.1,1.9,Iris-virginica
+59,6.5,3.4,5.8,2.5,Iris-virginica
+60,5.1,3.0,1.1,0.4,Iris-setosa
+61,5.0,3.4,1.4,0.4,Iris-setosa
+62,6.9,3.2,4.0,1.3,Iris-versicolor
+63,5.4,3.0,4.5,1.2,Iris-versicolor
+64,4.3,3.4,1.4,0.2,Iris-setosa
+65,4.6,3.0,1.3,0.2,Iris-setosa
+66,6.4,3.4,4.5,1.5,Iris-versicolor
+67,5.5,3.0,4.1,1.3,Iris-versicolor
+68,4.8,3.4,1.6,0.2,Iris-setosa
+69,4.5,3.4,1.4,0.2,Iris-setosa
+70,5.1,3.5,1.4,0.2,Iris-setosa
+71,6.3,2.7,4.9,1.8,Iris-virginica
+72,6.6,3.1,4.5,1.5,Iris-versicolor
+73,4.3,3.4,1.4,0.2,Iris-setosa
+74,6.8,3.1,4.6,1.5,Iris-virginica
+75,7.2,3.6,6.4,2.3,Iris-virginica
+76,4.9,3.2,1.3,0.2,Iris-setosa
+77,4.6,3.1,1.5,0.2,Iris-setosa
+78,6.4,2.8,4.0,1.5,Iris-versicolor
+79,6.3,2.7,4.9,1.5,Iris-versicolor
+80,4.4,3.2,1.3,0.2,Iris-setosa
+81,4.6,3.2,1.0,0.2,Iris-setosa
+82,4.8,2.5,3.9,1.7,Iris-versicolor
+83,5.1,3.8,1.7,0.2,Iris-setosa
+84,6.4,3.3,4.3,1.5,Iris-versicolor
+85,5.1,3.0,4.2,1.2,Iris-versicolor
+86,6.2,3.2,4.4,1.3,Iris-versicolor
+87,5.0,3.5,1.5,0.2,Iris-setosa
+88,5.8,2.7,5.1,1.9,Iris-virginica
+89,6.7,2.8,4.6,1.3,Iris-versicolor
+90,4.8,3.0,1.9,0.2,Iris-setosa
+91,5.4,3.4,1.4,0.2,Iris-setosa
+92,5.6,4.8,4.8,1.3,Iris-versicolor
+93,4.8,3.2,1.4,0.2,Iris-setosa
+94,4.8,3.4,1.4,0.2,Iris-setosa
+95,6.5,3.0,5.5,2.2,Iris-virginica
+96,5.0,3.5,1.6,0.4,Iris-setosa
+97,6.3,2.3,4.5,1.5,Iris-versicolor
+98,6.8,2.6,5.5,2.5,Iris-virginica
+99,6.3,3.4,4.5,1.5,Iris-versicolor
+100,7.8,2.8,6.6,2.4,Iris-virginica
+101,5.0,3.4,1.4,0.2,Iris-setosa
+102,6.1,2.8,4.8,1.5,Iris-versicolor
+103,7.5,3.0,6.0,2.3,Iris-virginica
+104,4.9,3.2,1.4,0.2,Iris-setosa
+105,6.3,3.0,4.0,1.4,Iris-versicolor
+106,4.8,3.4,1.4,0.2,Iris-setosa
+107,6.4,3.2,4.0,1.5,Iris-versicolor
+108,4.9,3.1,1.5,0.1,Iris-setosa
+109,7.2,3.0,6.1,1.9,Iris-virginica
+110,5.1,2.8,4.6,1.3,Iris-versicolor
+111,7.7,2.8,6.8,2.3,Iris-virginica
+112,4.8,3.4,1.4,0.2,Iris-setosa
+113,4.6,3.4,1.4,0.2,Iris-setosa
+114,6.3,3.4,4.9,1.5,Iris-versicolor
+115,6.9,2.8,4.7,1.3,Iris-versicolor
+116,5.2,3.6,1.5,0.2,Iris-setosa
+117,6.4,3.2,5.3,2.4,Iris-virginica
+118,6.4,3.0,5.5,2.1,Iris-virginica
+119,5.7,2.5,3.5,1.0,Iris-versicolor
+120,5.1,3.0,4.4,1.2,Iris-versicolor
+121,7.2,2.6,6.9,2.0,Iris-virginica
+122,4.9,3.1,1.4,0.2,Iris-setosa
+123,4.8,3.4,1.4,0.2,Iris-setosa
+124,5.1,2.5,4.9,1.5,Iris-versicolor
+125,5.8,2.7,4.9,1.3,Iris-versicolor
+126,6.1,3.3,4.0,1.4,Iris-versicolor
+127,6.4,2.9,4.3,1.3,Iris-versicolor
+128,5.1,3.9,1.6,0.3,Iris-setosa
+129,5.8,4.7,1.5,0.2,Iris-setosa
+130,5.4,3.5,1.4,0.2,Iris-setosa
+131,5.0,3.5,1.3,0.2,Iris-setosa
+132,7.7,2.6,4.7,1.3,Iris-virginica
+133,5.1,3.0,1.5,0.2,Iris-setosa
+134,5.8,2.7,3.9,1.9,Iris-versicolor
+135,6.4,2.8,4.1,1.0,Iris-versicolor
+136,6.3,2.5,4.0,1.5,Iris-versicolor
+137,6.1,3.5,5.9,2.4,Iris-virginica
+138,5.1,3.8,1.5,0.2,Iris-setosa
+139,5.5,2.6,3.0,1.0,Iris-versicolor
+140,4.4,3.4,1.4,0.2,Iris-setosa
+141,6.7,3.0,5.5,2.4,Iris-virginica
+142,5.5,3.4,1.6,0.4,Iris-setosa
+143,5.5,2.7,4.5,1.2,Iris-versicolor
+144,4.3,2.9,4.4,1.3,Iris-versicolor
+145,5.4,2.8,5.5,2.2,Iris-virginica
+146,4.8,3.0,1.4,0.2,Iris-setosa
+147,6.4,2.7,5.1,1.9,Iris-virginica
+148,6.3,3.2,4.0,1.3,Iris-versicolor
+149,5.7,2.5,4.5,1.3,Iris-versicolor
diff --git a/iris/realtabformer/df/18/train.csv b/iris/realtabformer/df/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/18/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/19/synth.csv b/iris/realtabformer/df/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..15c36eb7e8b08be808efc6a3cd1ed63c893476c3
--- /dev/null
+++ b/iris/realtabformer/df/19/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.2,2.2,4.5,1.5,Iris-versicolor
+1,6.3,2.9,4.5,1.5,Iris-versicolor
+2,6.4,3.2,5.5,2.5,Iris-virginica
+3,4.6,3.6,1.6,0.2,Iris-setosa
+4,4.4,2.7,1.3,0.2,Iris-setosa
+5,6.1,3.5,4.9,1.5,Iris-versicolor
+6,5.5,2.3,4.0,1.3,Iris-versicolor
+7,4.4,3.5,1.3,0.2,Iris-setosa
+8,6.3,3.1,4.4,1.5,Iris-versicolor
+9,6.0,3.2,4.0,1.6,Iris-versicolor
+10,5.1,3.5,1.0,0.2,Iris-setosa
+11,6.4,3.4,5.7,2.3,Iris-virginica
+12,4.6,3.1,1.5,0.2,Iris-setosa
+13,6.0,2.5,4.6,1.5,Iris-versicolor
+14,4.8,3.1,1.4,0.1,Iris-setosa
+15,4.9,3.4,1.6,0.2,Iris-setosa
+16,4.7,3.0,1.3,0.2,Iris-setosa
+17,6.4,2.7,4.5,1.5,Iris-versicolor
+18,7.7,3.8,6.7,2.3,Iris-virginica
+19,4.9,3.1,1.5,0.1,Iris-setosa
+20,6.7,2.8,5.3,2.4,Iris-virginica
+21,6.8,2.8,4.6,1.8,Iris-versicolor
+22,6.3,2.8,4.1,1.5,Iris-versicolor
+23,4.8,2.4,4.5,1.3,Iris-versicolor
+24,4.4,3.4,1.3,0.2,Iris-setosa
+25,5.1,3.5,1.5,0.1,Iris-setosa
+26,6.1,3.1,4.6,1.4,Iris-versicolor
+27,5.6,3.1,1.2,0.4,Iris-setosa
+28,6.1,2.8,4.7,1.4,Iris-versicolor
+29,6.7,2.8,4.4,1.3,Iris-versicolor
+30,5.4,3.5,1.4,0.2,Iris-setosa
+31,5.1,3.8,1.3,0.2,Iris-setosa
+32,5.8,3.0,4.4,1.2,Iris-versicolor
+33,5.1,3.0,1.5,0.2,Iris-setosa
+34,5.8,3.4,4.9,1.5,Iris-versicolor
+35,5.1,3.8,1.4,0.2,Iris-setosa
+36,6.1,3.8,4.7,1.8,Iris-virginica
+37,6.4,2.5,4.3,1.5,Iris-versicolor
+38,6.0,2.4,5.5,1.5,Iris-virginica
+39,6.9,3.1,5.5,2.1,Iris-virginica
+40,5.1,2.9,4.6,1.3,Iris-versicolor
+41,6.2,2.8,4.4,1.3,Iris-versicolor
+42,5.7,2.6,4.6,1.3,Iris-versicolor
+43,5.4,2.4,3.5,1.1,Iris-versicolor
+44,5.1,2.6,4.9,1.3,Iris-versicolor
+45,5.5,2.5,4.8,1.2,Iris-versicolor
+46,7.0,3.6,6.0,1.9,Iris-virginica
+47,4.8,3.4,1.6,0.4,Iris-setosa
+48,6.0,3.2,4.0,1.5,Iris-versicolor
+49,6.1,3.4,4.9,1.5,Iris-versicolor
+50,4.9,2.7,4.4,1.2,Iris-virginica
+51,5.0,2.5,3.5,1.0,Iris-versicolor
+52,6.8,3.0,4.2,1.5,Iris-versicolor
+53,4.7,3.4,1.4,0.2,Iris-setosa
+54,5.0,3.0,1.4,0.2,Iris-setosa
+55,5.1,2.8,4.9,1.4,Iris-versicolor
+56,5.6,2.9,4.3,1.3,Iris-versicolor
+57,7.7,3.8,6.7,2.3,Iris-virginica
+58,4.9,3.1,1.4,0.2,Iris-setosa
+59,5.0,3.5,1.4,0.2,Iris-setosa
+60,5.6,2.5,4.2,1.3,Iris-versicolor
+61,4.8,3.2,1.4,0.2,Iris-setosa
+62,5.0,3.5,1.4,0.2,Iris-setosa
+63,6.0,2.5,5.3,1.9,Iris-virginica
+64,5.2,3.6,1.4,0.2,Iris-setosa
+65,5.1,3.5,1.7,0.2,Iris-setosa
+66,6.2,3.0,4.5,1.5,Iris-versicolor
+67,5.0,2.7,4.6,1.6,Iris-versicolor
+68,5.1,2.5,3.0,1.3,Iris-versicolor
+69,6.7,3.8,4.9,1.4,Iris-versicolor
+70,5.4,3.5,1.5,0.4,Iris-setosa
+71,6.1,3.0,4.0,1.4,Iris-versicolor
+72,5.1,3.6,1.5,0.2,Iris-setosa
+73,5.5,2.3,4.1,1.3,Iris-versicolor
+74,6.2,2.7,4.5,1.5,Iris-versicolor
+75,6.1,4.0,4.6,1.4,Iris-versicolor
+76,6.8,3.0,5.1,2.3,Iris-virginica
+77,6.7,3.1,4.8,1.5,Iris-versicolor
+78,5.1,3.8,1.6,0.2,Iris-setosa
+79,6.6,2.5,4.5,1.3,Iris-versicolor
+80,4.8,2.7,5.9,2.2,Iris-virginica
+81,4.2,3.0,1.5,0.2,Iris-setosa
+82,4.5,3.4,1.3,0.2,Iris-setosa
+83,4.9,3.1,1.4,0.2,Iris-setosa
+84,5.1,3.8,1.6,0.4,Iris-setosa
+85,4.6,3.4,1.4,0.3,Iris-setosa
+86,6.4,3.1,4.5,1.5,Iris-versicolor
+87,5.6,2.9,4.6,1.3,Iris-versicolor
+88,5.7,2.6,4.5,1.5,Iris-versicolor
+89,4.8,3.1,1.4,0.2,Iris-setosa
+90,5.1,3.5,1.6,0.2,Iris-setosa
+91,4.6,3.0,1.4,0.2,Iris-setosa
+92,6.0,2.2,4.5,1.5,Iris-versicolor
+93,5.0,3.5,1.6,0.4,Iris-setosa
+94,5.6,3.4,4.5,1.5,Iris-versicolor
+95,7.0,3.3,6.7,1.4,Iris-versicolor
+96,4.8,3.4,1.4,0.2,Iris-setosa
+97,6.6,3.2,4.7,1.4,Iris-versicolor
+98,4.6,3.0,1.3,0.2,Iris-setosa
+99,4.8,3.0,1.9,0.2,Iris-setosa
+100,5.4,3.4,1.5,0.4,Iris-setosa
+101,5.5,2.5,3.3,1.0,Iris-versicolor
+102,6.1,3.0,4.5,1.5,Iris-versicolor
+103,6.1,2.8,5.6,2.3,Iris-virginica
+104,5.7,2.8,4.8,1.4,Iris-versicolor
+105,5.1,3.4,1.4,0.2,Iris-setosa
+106,6.3,3.1,4.5,1.5,Iris-versicolor
+107,5.1,2.7,3.9,1.3,Iris-versicolor
+108,6.8,2.8,4.6,1.4,Iris-versicolor
+109,6.0,2.9,4.7,1.4,Iris-versicolor
+110,6.4,3.2,5.3,2.3,Iris-virginica
+111,5.0,4.5,1.5,0.4,Iris-setosa
+112,5.3,2.6,3.2,1.0,Iris-versicolor
+113,5.8,3.6,4.4,1.4,Iris-versicolor
+114,5.6,2.7,4.4,1.3,Iris-versicolor
+115,4.6,3.4,1.6,1.3,Iris-setosa
+116,5.6,2.9,4.2,1.0,Iris-versicolor
+117,6.4,3.2,5.3,2.3,Iris-virginica
+118,5.4,2.7,3.5,1.6,Iris-versicolor
+119,6.3,2.3,4.6,1.5,Iris-versicolor
+120,6.4,2.8,5.6,2.3,Iris-virginica
+121,4.8,3.4,1.7,0.2,Iris-setosa
+122,6.2,2.8,4.8,1.5,Iris-versicolor
+123,6.3,3.3,4.0,1.5,Iris-versicolor
+124,4.7,3.2,1.6,0.2,Iris-setosa
+125,5.7,3.9,1.1,0.2,Iris-setosa
+126,6.0,3.4,4.5,1.5,Iris-versicolor
+127,5.7,3.4,1.6,0.2,Iris-setosa
+128,6.4,3.4,5.4,2.2,Iris-virginica
+129,5.7,3.5,1.5,0.5,Iris-setosa
+130,5.1,3.5,1.4,0.3,Iris-setosa
+131,6.7,3.1,4.8,1.4,Iris-versicolor
+132,4.4,2.4,1.3,0.2,Iris-setosa
+133,5.1,3.5,1.4,0.3,Iris-setosa
+134,5.8,4.7,1.2,0.2,Iris-setosa
+135,6.3,3.2,4.9,1.8,Iris-versicolor
+136,6.1,3.0,4.9,1.4,Iris-versicolor
+137,5.6,3.4,1.4,0.3,Iris-setosa
+138,5.4,3.5,1.6,0.2,Iris-setosa
+139,7.2,3.6,6.6,2.3,Iris-virginica
+140,5.8,3.0,4.2,1.2,Iris-virginica
+141,6.0,3.2,4.3,1.3,Iris-versicolor
+142,6.0,3.2,4.3,1.5,Iris-versicolor
+143,6.4,2.7,5.5,1.9,Iris-virginica
+144,6.4,3.2,5.0,2.3,Iris-virginica
+145,5.1,3.5,1.4,0.4,Iris-setosa
+146,5.4,2.7,4.5,1.3,Iris-versicolor
+147,6.8,2.8,4.8,1.3,Iris-versicolor
+148,4.4,3.4,1.6,0.2,Iris-setosa
+149,5.2,3.5,1.5,0.2,Iris-setosa
diff --git a/iris/realtabformer/df/19/train.csv b/iris/realtabformer/df/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/19/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/2/synth.csv b/iris/realtabformer/df/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..38a8c6074c5857e5bd3a3e88f1e02b5d848047b9
--- /dev/null
+++ b/iris/realtabformer/df/2/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,2.5,3.9,1.3,Iris-versicolor
+1,6.6,3.0,4.5,1.4,Iris-versicolor
+2,5.4,2.8,4.1,1.4,Iris-versicolor
+3,5.5,2.5,4.3,1.3,Iris-versicolor
+4,4.8,2.6,4.4,1.2,Iris-versicolor
+5,6.4,2.8,4.3,1.4,Iris-versicolor
+6,7.3,3.0,6.9,2.2,Iris-virginica
+7,4.3,2.6,4.5,1.3,Iris-versicolor
+8,5.4,3.4,4.5,1.3,Iris-versicolor
+9,6.0,3.4,5.6,1.6,Iris-virginica
+10,6.0,3.5,4.9,1.5,Iris-versicolor
+11,6.1,2.5,4.5,1.3,Iris-versicolor
+12,4.6,2.4,4.5,1.3,Iris-versicolor
+13,6.4,2.5,5.3,1.3,Iris-virginica
+14,5.8,3.4,1.5,0.4,Iris-setosa
+15,6.3,2.9,4.6,1.8,Iris-versicolor
+16,6.1,3.1,4.6,1.4,Iris-versicolor
+17,6.5,2.7,4.6,1.5,Iris-versicolor
+18,6.3,2.9,5.6,1.8,Iris-virginica
+19,4.6,3.6,1.4,0.2,Iris-setosa
+20,5.1,2.8,4.0,1.3,Iris-versicolor
+21,4.4,3.0,1.3,0.2,Iris-setosa
+22,6.1,3.8,4.6,1.4,Iris-versicolor
+23,6.1,3.0,4.7,1.4,Iris-versicolor
+24,5.1,3.5,1.4,0.2,Iris-setosa
+25,7.7,3.0,6.6,2.5,Iris-virginica
+26,6.3,2.8,4.0,1.3,Iris-versicolor
+27,6.9,3.1,4.8,1.5,Iris-versicolor
+28,5.1,3.0,4.5,1.5,Iris-versicolor
+29,6.8,3.1,4.5,2.5,Iris-virginica
+30,6.1,3.0,4.4,1.3,Iris-versicolor
+31,4.8,3.4,1.5,0.2,Iris-setosa
+32,6.4,2.5,4.6,1.9,Iris-versicolor
+33,6.4,3.2,4.3,1.5,Iris-versicolor
+34,6.4,3.4,5.3,2.3,Iris-virginica
+35,6.5,2.8,4.5,1.5,Iris-versicolor
+36,4.6,3.6,1.4,0.2,Iris-setosa
+37,6.4,3.1,4.5,1.5,Iris-versicolor
+38,7.0,3.5,6.7,1.6,Iris-virginica
+39,5.1,3.5,1.7,0.2,Iris-setosa
+40,6.4,2.6,4.3,1.3,Iris-versicolor
+41,6.2,2.7,5.0,1.8,Iris-virginica
+42,5.1,3.8,1.9,0.4,Iris-setosa
+43,4.7,2.6,1.7,0.2,Iris-setosa
+44,6.3,3.2,4.0,1.5,Iris-versicolor
+45,7.7,3.0,6.1,2.3,Iris-virginica
+46,4.8,3.4,1.5,0.2,Iris-setosa
+47,6.4,2.3,4.5,1.5,Iris-versicolor
+48,5.7,4.8,4.5,1.3,Iris-versicolor
+49,5.8,2.8,4.1,1.3,Iris-versicolor
+50,4.8,3.4,1.4,0.2,Iris-setosa
+51,6.4,3.1,4.5,1.2,Iris-versicolor
+52,7.2,3.0,4.4,1.2,Iris-virginica
+53,5.6,2.7,4.2,1.2,Iris-versicolor
+54,6.6,3.1,4.6,1.3,Iris-versicolor
+55,5.4,2.7,5.1,1.8,Iris-virginica
+56,5.5,3.3,1.3,0.2,Iris-setosa
+57,6.4,2.8,4.6,1.3,Iris-versicolor
+58,6.3,2.5,4.8,1.5,Iris-versicolor
+59,5.7,2.5,4.2,1.3,Iris-versicolor
+60,5.2,3.4,1.4,0.2,Iris-setosa
+61,5.1,3.8,4.7,1.2,Iris-versicolor
+62,5.6,3.0,4.2,1.5,Iris-versicolor
+63,7.7,2.8,6.7,2.3,Iris-virginica
+64,6.9,3.1,4.5,1.5,Iris-versicolor
+65,4.0,3.4,1.5,0.2,Iris-setosa
+66,6.4,2.8,4.4,1.3,Iris-versicolor
+67,4.6,3.1,1.4,0.2,Iris-setosa
+68,5.6,2.7,4.9,1.5,Iris-versicolor
+69,5.8,3.4,1.7,0.4,Iris-setosa
+70,6.2,2.9,4.6,1.8,Iris-versicolor
+71,4.8,3.5,1.5,0.2,Iris-setosa
+72,5.1,3.0,1.5,0.4,Iris-setosa
+73,4.4,3.4,1.3,0.2,Iris-setosa
+74,7.0,3.6,6.1,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.3,Iris-versicolor
+76,5.7,2.5,3.8,1.3,Iris-versicolor
+77,7.8,2.7,4.9,1.8,Iris-virginica
+78,5.7,4.1,1.5,0.2,Iris-setosa
+79,6.3,3.4,5.8,2.4,Iris-virginica
+80,4.8,3.4,1.4,0.2,Iris-setosa
+81,5.2,2.5,4.0,1.3,Iris-versicolor
+82,7.5,3.8,6.6,2.9,Iris-virginica
+83,6.1,3.6,4.6,2.4,Iris-virginica
+84,6.4,3.2,4.5,1.5,Iris-versicolor
+85,5.0,3.3,1.3,0.2,Iris-setosa
+86,6.4,3.2,4.8,1.5,Iris-versicolor
+87,7.7,3.8,6.7,2.2,Iris-virginica
+88,4.8,3.4,1.4,0.2,Iris-setosa
+89,5.1,3.0,5.2,0.2,Iris-setosa
+90,7.2,3.4,6.4,2.1,Iris-virginica
+91,5.2,2.7,3.5,1.0,Iris-versicolor
+92,5.5,2.5,4.5,1.5,Iris-versicolor
+93,6.3,2.5,5.9,1.6,Iris-virginica
+94,6.7,2.5,5.2,1.3,Iris-virginica
+95,5.1,3.5,1.0,0.2,Iris-setosa
+96,6.3,2.8,4.1,1.5,Iris-versicolor
+97,6.3,2.9,4.3,1.3,Iris-versicolor
+98,6.4,3.2,4.5,1.8,Iris-versicolor
+99,4.6,3.2,1.9,0.2,Iris-setosa
+100,7.5,2.8,4.7,1.3,Iris-versicolor
+101,5.8,3.7,1.1,0.3,Iris-setosa
+102,6.5,2.0,4.6,1.4,Iris-versicolor
+103,5.8,3.4,1.5,0.2,Iris-setosa
+104,6.2,3.4,4.9,1.4,Iris-versicolor
+105,5.1,3.5,1.5,0.3,Iris-setosa
+106,5.8,3.4,1.5,0.2,Iris-setosa
+107,4.8,3.6,1.6,0.2,Iris-setosa
+108,5.0,3.4,1.5,0.2,Iris-setosa
+109,4.3,3.4,1.4,0.2,Iris-setosa
+110,5.5,3.4,3.5,0.2,Iris-setosa
+111,6.7,3.8,4.7,2.3,Iris-versicolor
+112,6.0,3.4,4.6,1.5,Iris-versicolor
+113,4.4,3.0,1.4,0.2,Iris-setosa
+114,4.4,3.0,1.6,0.2,Iris-setosa
+115,4.8,3.1,1.4,0.2,Iris-setosa
+116,5.0,3.4,1.7,0.2,Iris-setosa
+117,6.4,3.2,5.4,2.2,Iris-virginica
+118,5.0,3.4,1.4,0.2,Iris-setosa
+119,6.9,3.1,4.5,1.8,Iris-versicolor
+120,5.4,3.5,1.3,0.2,Iris-setosa
+121,6.1,2.8,4.7,1.3,Iris-versicolor
+122,5.6,2.6,4.5,1.5,Iris-versicolor
+123,5.0,3.5,1.6,0.6,Iris-setosa
+124,5.2,2.7,3.9,1.3,Iris-versicolor
+125,6.4,3.0,5.6,2.3,Iris-virginica
+126,6.8,2.9,4.5,1.6,Iris-virginica
+127,6.2,2.5,4.9,1.6,Iris-versicolor
+128,5.4,2.7,3.5,1.5,Iris-versicolor
+129,5.1,3.0,1.5,0.4,Iris-setosa
+130,4.6,3.4,1.4,0.2,Iris-setosa
+131,5.2,2.7,3.5,1.1,Iris-versicolor
+132,4.7,2.5,4.4,1.0,Iris-versicolor
+133,5.8,2.7,4.1,1.0,Iris-versicolor
+134,6.3,2.5,4.9,1.0,Iris-versicolor
+135,5.0,3.4,4.9,1.5,Iris-versicolor
+136,5.0,3.5,1.6,0.2,Iris-setosa
+137,4.6,3.4,1.5,0.2,Iris-setosa
+138,6.1,3.8,4.7,1.4,Iris-versicolor
+139,6.2,2.7,4.5,1.5,Iris-versicolor
+140,7.3,3.8,6.6,2.2,Iris-virginica
+141,6.8,3.1,4.8,1.4,Iris-versicolor
+142,6.4,2.7,5.3,1.9,Iris-virginica
+143,4.3,2.6,4.4,1.0,Iris-versicolor
+144,4.4,3.4,1.6,0.2,Iris-setosa
+145,6.4,2.8,5.6,1.9,Iris-virginica
+146,6.6,3.2,4.2,1.5,Iris-versicolor
+147,4.5,3.4,1.3,0.4,Iris-setosa
+148,5.1,3.3,1.6,0.4,Iris-setosa
+149,4.8,3.2,1.7,0.2,Iris-setosa
diff --git a/iris/realtabformer/df/2/train.csv b/iris/realtabformer/df/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/2/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/20/synth.csv b/iris/realtabformer/df/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..21ee1066026e1343f806ca563b2b496e88382781
--- /dev/null
+++ b/iris/realtabformer/df/20/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.8,2.7,4.4,1.3,Iris-versicolor
+1,5.4,3.4,1.3,0.4,Iris-setosa
+2,6.7,2.5,4.9,1.5,Iris-versicolor
+3,6.3,2.5,4.3,1.8,Iris-versicolor
+4,7.2,3.0,6.5,1.5,Iris-virginica
+5,6.4,3.2,4.3,1.3,Iris-versicolor
+6,5.5,3.5,1.5,0.2,Iris-setosa
+7,6.8,3.0,4.9,1.5,Iris-versicolor
+8,4.6,2.6,4.5,1.0,Iris-versicolor
+9,5.3,3.5,1.5,0.2,Iris-setosa
+10,4.7,3.6,1.4,0.2,Iris-setosa
+11,6.4,2.8,4.3,1.3,Iris-versicolor
+12,5.8,3.4,1.7,0.3,Iris-setosa
+13,5.4,3.4,1.5,0.2,Iris-setosa
+14,4.9,3.2,1.3,0.2,Iris-setosa
+15,4.7,3.1,1.5,0.2,Iris-setosa
+16,5.4,2.8,4.5,1.2,Iris-versicolor
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.6,3.5,1.2,0.2,Iris-setosa
+19,4.7,3.6,1.4,0.3,Iris-setosa
+20,5.1,3.5,1.6,0.2,Iris-setosa
+21,6.5,2.8,4.7,1.5,Iris-versicolor
+22,4.8,2.7,4.9,1.9,Iris-versicolor
+23,6.3,3.0,4.5,1.5,Iris-versicolor
+24,6.4,2.7,4.5,1.5,Iris-versicolor
+25,5.8,4.6,1.4,0.2,Iris-setosa
+26,4.8,3.0,1.4,0.2,Iris-setosa
+27,4.6,2.7,4.3,1.3,Iris-versicolor
+28,7.7,3.0,6.1,2.3,Iris-virginica
+29,6.9,3.1,4.5,1.5,Iris-versicolor
+30,5.1,3.0,4.2,1.2,Iris-versicolor
+31,5.7,2.8,4.7,1.2,Iris-versicolor
+32,6.1,2.8,4.6,1.3,Iris-versicolor
+33,5.2,3.9,1.7,0.2,Iris-setosa
+34,5.4,3.5,3.4,1.3,Iris-versicolor
+35,5.1,3.8,4.5,1.4,Iris-versicolor
+36,6.6,2.8,4.5,1.5,Iris-versicolor
+37,4.8,3.4,1.4,0.2,Iris-setosa
+38,6.8,3.4,5.1,2.5,Iris-virginica
+39,4.7,3.8,1.7,0.2,Iris-setosa
+40,5.7,2.8,4.6,1.2,Iris-versicolor
+41,7.0,3.3,6.7,1.6,Iris-versicolor
+42,4.8,3.4,1.4,0.2,Iris-setosa
+43,5.0,4.5,1.5,0.2,Iris-setosa
+44,4.1,3.0,1.4,0.2,Iris-setosa
+45,6.4,3.1,5.5,1.5,Iris-virginica
+46,6.3,2.7,4.0,1.5,Iris-versicolor
+47,5.5,2.5,4.6,1.3,Iris-versicolor
+48,5.0,2.9,5.6,0.2,Iris-setosa
+49,5.1,3.8,1.6,0.2,Iris-setosa
+50,5.4,3.4,1.6,0.6,Iris-setosa
+51,6.6,2.7,4.4,1.3,Iris-versicolor
+52,6.8,2.7,4.9,1.5,Iris-versicolor
+53,6.0,3.2,4.9,1.5,Iris-versicolor
+54,6.3,2.5,4.4,1.3,Iris-versicolor
+55,6.4,3.2,5.4,2.2,Iris-virginica
+56,6.3,2.5,5.3,1.3,Iris-virginica
+57,7.3,2.5,6.8,1.9,Iris-virginica
+58,6.8,3.2,5.8,2.2,Iris-virginica
+59,6.5,2.9,4.6,1.3,Iris-versicolor
+60,6.2,3.2,4.3,1.5,Iris-versicolor
+61,7.7,3.0,6.4,2.0,Iris-virginica
+62,6.7,2.8,4.7,1.5,Iris-versicolor
+63,5.5,2.9,4.5,1.5,Iris-versicolor
+64,6.0,3.2,4.0,1.5,Iris-versicolor
+65,6.7,3.1,4.5,2.5,Iris-versicolor
+66,4.8,2.0,4.4,1.3,Iris-versicolor
+67,5.6,3.6,1.4,0.2,Iris-setosa
+68,6.1,3.0,4.5,1.4,Iris-versicolor
+69,5.6,3.0,4.5,1.5,Iris-versicolor
+70,4.6,3.4,1.4,0.2,Iris-setosa
+71,4.4,3.1,1.3,0.3,Iris-setosa
+72,5.5,3.2,1.4,0.2,Iris-setosa
+73,5.0,3.2,1.4,0.2,Iris-setosa
+74,4.4,3.4,1.3,0.3,Iris-setosa
+75,4.6,3.2,1.3,0.2,Iris-setosa
+76,6.6,2.8,4.9,1.8,Iris-versicolor
+77,6.6,3.0,4.9,1.5,Iris-versicolor
+78,6.0,3.4,4.4,1.5,Iris-versicolor
+79,5.5,3.4,1.7,0.2,Iris-setosa
+80,7.3,2.6,6.9,1.6,Iris-virginica
+81,4.8,3.2,1.4,0.2,Iris-setosa
+82,5.2,2.7,3.5,1.0,Iris-versicolor
+83,5.7,2.8,4.1,1.3,Iris-versicolor
+84,6.4,3.1,5.5,2.1,Iris-virginica
+85,6.3,2.5,4.2,1.3,Iris-versicolor
+86,6.0,3.4,4.4,2.5,Iris-versicolor
+87,5.7,2.8,4.6,1.3,Iris-versicolor
+88,6.4,3.2,5.6,2.5,Iris-virginica
+89,5.5,2.5,4.5,1.5,Iris-versicolor
+90,5.4,3.5,4.4,1.2,Iris-versicolor
+91,5.6,3.5,4.9,1.5,Iris-versicolor
+92,4.7,3.1,1.3,0.2,Iris-setosa
+93,6.0,2.4,5.3,1.9,Iris-virginica
+94,5.1,3.6,1.6,0.4,Iris-setosa
+95,6.4,3.2,4.3,1.3,Iris-versicolor
+96,6.8,2.2,5.1,1.9,Iris-virginica
+97,5.1,2.8,3.9,1.3,Iris-versicolor
+98,6.6,2.5,5.2,2.4,Iris-virginica
+99,4.9,3.1,1.4,0.2,Iris-setosa
+100,6.4,2.8,5.3,2.3,Iris-virginica
+101,5.2,3.7,1.5,0.4,Iris-setosa
+102,5.4,3.4,1.5,0.5,Iris-setosa
+103,6.9,3.1,5.5,2.1,Iris-virginica
+104,4.8,3.1,1.3,0.2,Iris-setosa
+105,6.3,2.7,4.8,1.5,Iris-versicolor
+106,4.3,3.3,1.4,0.2,Iris-setosa
+107,5.0,3.2,1.2,0.2,Iris-setosa
+108,5.1,3.5,1.4,0.2,Iris-setosa
+109,5.8,3.4,1.6,0.4,Iris-setosa
+110,7.1,3.8,6.6,2.3,Iris-virginica
+111,7.3,3.0,6.0,2.2,Iris-virginica
+112,5.7,3.8,1.5,0.4,Iris-setosa
+113,4.8,3.7,1.1,0.2,Iris-setosa
+114,5.7,2.9,4.7,1.5,Iris-versicolor
+115,6.1,3.8,4.9,1.3,Iris-versicolor
+116,6.7,3.1,4.7,1.5,Iris-versicolor
+117,6.4,2.8,5.6,1.8,Iris-virginica
+118,7.8,2.8,6.9,2.0,Iris-virginica
+119,6.5,2.5,5.8,2.2,Iris-virginica
+120,4.6,3.1,1.5,0.3,Iris-setosa
+121,4.5,2.4,4.5,1.5,Iris-versicolor
+122,4.8,3.4,1.4,0.2,Iris-setosa
+123,5.7,2.5,4.9,1.5,Iris-versicolor
+124,6.1,3.0,4.7,1.5,Iris-versicolor
+125,4.7,3.2,1.4,0.2,Iris-setosa
+126,5.0,3.3,1.3,0.2,Iris-setosa
+127,7.2,2.6,6.0,2.0,Iris-virginica
+128,7.3,3.0,6.1,2.1,Iris-virginica
+129,6.1,2.8,4.7,1.3,Iris-versicolor
+130,4.6,3.0,4.4,1.3,Iris-virginica
+131,6.0,3.4,4.3,1.2,Iris-versicolor
+132,4.8,3.2,1.4,0.2,Iris-setosa
+133,6.1,3.0,4.9,1.4,Iris-versicolor
+134,5.6,2.8,4.6,1.3,Iris-versicolor
+135,5.4,3.7,1.5,0.4,Iris-setosa
+136,6.4,3.2,5.6,2.3,Iris-virginica
+137,4.4,3.4,1.4,0.2,Iris-setosa
+138,4.6,3.4,1.3,0.2,Iris-setosa
+139,6.4,2.9,4.8,1.4,Iris-versicolor
+140,4.8,2.6,3.6,1.3,Iris-versicolor
+141,5.6,2.7,4.2,1.3,Iris-versicolor
+142,6.6,3.0,4.9,1.5,Iris-versicolor
+143,4.8,3.0,1.4,0.2,Iris-setosa
+144,5.3,2.7,4.1,1.3,Iris-versicolor
+145,5.1,3.5,1.7,0.2,Iris-setosa
+146,5.0,2.7,3.9,1.6,Iris-versicolor
+147,5.8,3.3,1.7,0.2,Iris-setosa
+148,6.7,2.8,4.7,1.3,Iris-versicolor
+149,5.2,3.6,1.4,0.2,Iris-setosa
diff --git a/iris/realtabformer/df/20/train.csv b/iris/realtabformer/df/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/20/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/21/synth.csv b/iris/realtabformer/df/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..be4caf403284b82b8ef0c44358df54ecc9aedffe
--- /dev/null
+++ b/iris/realtabformer/df/21/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,3.4,1.5,0.2,Iris-setosa
+1,7.7,3.6,6.7,1.3,Iris-virginica
+2,6.4,3.1,5.3,2.1,Iris-virginica
+3,5.5,2.5,3.0,1.0,Iris-versicolor
+4,4.8,3.4,1.5,0.2,Iris-setosa
+5,4.6,3.1,1.5,0.2,Iris-setosa
+6,5.2,3.8,4.5,1.5,Iris-versicolor
+7,4.8,3.1,1.5,0.1,Iris-setosa
+8,6.7,2.3,4.4,1.3,Iris-versicolor
+9,4.8,3.0,1.5,0.1,Iris-setosa
+10,5.4,3.0,4.5,1.4,Iris-versicolor
+11,6.8,2.8,4.9,1.5,Iris-versicolor
+12,6.3,2.5,4.0,1.4,Iris-versicolor
+13,4.8,3.4,1.4,0.2,Iris-setosa
+14,4.7,3.1,1.6,0.2,Iris-setosa
+15,5.3,4.4,3.5,1.1,Iris-versicolor
+16,5.2,4.4,1.5,0.2,Iris-setosa
+17,6.0,2.7,4.3,1.6,Iris-versicolor
+18,5.1,2.5,3.9,1.0,Iris-versicolor
+19,7.9,3.6,6.4,2.0,Iris-virginica
+20,7.7,3.0,6.9,2.3,Iris-virginica
+21,6.3,2.6,4.6,1.5,Iris-versicolor
+22,4.8,3.2,1.6,0.2,Iris-setosa
+23,6.6,3.4,4.6,1.4,Iris-versicolor
+24,5.7,2.5,4.4,1.3,Iris-versicolor
+25,6.2,2.7,4.5,1.6,Iris-versicolor
+26,4.8,3.4,1.4,0.2,Iris-setosa
+27,6.3,2.7,5.9,2.5,Iris-virginica
+28,7.2,3.0,6.6,2.3,Iris-virginica
+29,5.6,3.5,1.5,0.3,Iris-setosa
+30,6.3,3.0,4.5,1.5,Iris-versicolor
+31,6.5,2.8,4.8,1.5,Iris-versicolor
+32,5.2,2.7,3.1,1.0,Iris-versicolor
+33,5.7,3.5,1.7,0.2,Iris-setosa
+34,7.2,3.0,5.1,2.1,Iris-virginica
+35,6.3,2.5,5.9,1.8,Iris-virginica
+36,5.8,2.5,4.9,1.3,Iris-versicolor
+37,5.5,2.8,4.5,1.3,Iris-versicolor
+38,6.0,3.3,4.3,1.5,Iris-versicolor
+39,5.3,4.5,1.5,0.2,Iris-setosa
+40,6.0,2.8,4.8,1.2,Iris-versicolor
+41,6.3,2.9,4.4,1.2,Iris-versicolor
+42,6.1,3.0,4.5,1.5,Iris-versicolor
+43,5.0,2.5,3.0,1.0,Iris-versicolor
+44,6.3,3.1,4.5,1.5,Iris-versicolor
+45,4.6,3.0,1.4,0.2,Iris-setosa
+46,4.6,3.0,4.5,1.3,Iris-versicolor
+47,5.5,4.8,4.5,1.5,Iris-versicolor
+48,4.8,2.7,3.9,1.1,Iris-versicolor
+49,5.1,2.5,3.5,1.5,Iris-versicolor
+50,7.7,3.0,6.1,2.3,Iris-virginica
+51,5.1,4.4,1.5,0.2,Iris-setosa
+52,6.1,3.0,4.5,1.5,Iris-versicolor
+53,6.6,3.9,4.6,1.4,Iris-versicolor
+54,4.4,3.4,1.3,0.3,Iris-setosa
+55,6.4,3.2,5.4,2.1,Iris-virginica
+56,7.7,2.8,6.7,2.0,Iris-virginica
+57,6.5,2.9,4.3,1.3,Iris-versicolor
+58,5.1,3.5,1.4,0.2,Iris-setosa
+59,6.3,3.3,4.4,1.2,Iris-versicolor
+60,6.8,2.8,4.6,1.3,Iris-versicolor
+61,4.8,3.4,1.4,0.2,Iris-setosa
+62,4.9,3.4,1.5,0.1,Iris-setosa
+63,7.0,3.3,6.6,1.2,Iris-virginica
+64,6.0,3.2,4.5,1.6,Iris-versicolor
+65,5.0,2.5,3.5,1.0,Iris-versicolor
+66,6.1,3.0,4.9,1.5,Iris-versicolor
+67,6.6,3.0,4.5,1.5,Iris-versicolor
+68,6.5,2.5,5.0,1.3,Iris-versicolor
+69,5.4,3.4,1.5,0.4,Iris-setosa
+70,5.8,3.4,1.5,0.2,Iris-setosa
+71,5.7,2.8,4.7,1.3,Iris-versicolor
+72,5.6,3.4,1.7,0.2,Iris-setosa
+73,5.0,3.9,4.4,1.3,Iris-versicolor
+74,4.8,2.6,4.9,1.2,Iris-virginica
+75,5.2,2.5,4.4,1.2,Iris-versicolor
+76,4.8,3.1,1.6,0.2,Iris-setosa
+77,5.8,2.7,4.9,1.3,Iris-versicolor
+78,6.3,2.5,5.9,1.8,Iris-virginica
+79,5.4,2.5,4.5,1.3,Iris-versicolor
+80,5.1,3.3,1.4,0.4,Iris-setosa
+81,6.4,3.0,4.5,1.5,Iris-versicolor
+82,5.0,3.0,1.5,0.2,Iris-setosa
+83,4.6,3.1,1.4,0.2,Iris-setosa
+84,6.4,3.2,4.7,1.3,Iris-versicolor
+85,6.2,3.0,4.5,1.5,Iris-versicolor
+86,7.7,3.8,6.7,2.2,Iris-virginica
+87,7.4,3.8,6.7,2.5,Iris-virginica
+88,7.3,2.9,6.3,1.8,Iris-virginica
+89,5.1,2.8,4.4,1.2,Iris-versicolor
+90,5.1,3.5,1.9,0.1,Iris-setosa
+91,5.6,2.5,4.5,1.3,Iris-versicolor
+92,5.7,3.5,1.4,0.2,Iris-setosa
+93,5.8,3.7,1.4,0.2,Iris-setosa
+94,6.7,3.1,5.5,2.3,Iris-virginica
+95,5.8,3.4,1.6,0.2,Iris-setosa
+96,4.2,3.0,1.5,0.2,Iris-setosa
+97,5.2,2.7,4.2,1.5,Iris-versicolor
+98,6.2,2.3,4.0,1.2,Iris-versicolor
+99,6.7,2.5,5.8,2.3,Iris-virginica
+100,5.8,2.7,4.1,1.5,Iris-virginica
+101,6.4,3.0,5.5,2.1,Iris-virginica
+102,5.4,3.9,1.7,0.2,Iris-setosa
+103,6.4,3.0,4.5,1.5,Iris-versicolor
+104,4.7,3.4,1.3,0.2,Iris-setosa
+105,5.6,3.5,1.5,0.1,Iris-setosa
+106,6.3,3.4,4.4,1.3,Iris-versicolor
+107,5.4,2.5,3.5,1.2,Iris-versicolor
+108,7.8,3.4,6.1,2.0,Iris-virginica
+109,7.2,3.6,6.9,2.0,Iris-virginica
+110,5.8,3.4,1.6,0.4,Iris-setosa
+111,6.0,3.2,4.0,1.5,Iris-versicolor
+112,5.0,3.5,1.4,0.2,Iris-setosa
+113,4.9,3.2,1.4,0.2,Iris-setosa
+114,6.2,2.7,5.1,2.3,Iris-virginica
+115,5.1,2.5,3.9,1.3,Iris-versicolor
+116,6.7,3.0,4.9,1.6,Iris-versicolor
+117,6.3,3.2,4.9,1.3,Iris-versicolor
+118,4.7,2.3,4.7,1.3,Iris-versicolor
+119,6.3,3.4,5.5,2.5,Iris-virginica
+120,4.9,3.1,1.4,0.2,Iris-setosa
+121,6.0,2.6,5.6,1.6,Iris-virginica
+122,5.1,3.5,1.4,0.2,Iris-setosa
+123,5.8,2.7,3.9,1.9,Iris-versicolor
+124,6.4,2.7,4.3,1.3,Iris-versicolor
+125,5.2,3.4,1.6,0.4,Iris-setosa
+126,7.2,3.0,5.8,2.5,Iris-virginica
+127,5.8,3.7,1.1,0.9,Iris-setosa
+128,5.9,2.7,4.5,1.3,Iris-versicolor
+129,5.8,4.4,1.5,0.2,Iris-setosa
+130,5.8,2.7,4.1,1.9,Iris-versicolor
+131,4.4,3.1,1.5,0.1,Iris-setosa
+132,6.1,3.0,4.0,1.3,Iris-versicolor
+133,6.3,2.5,5.8,1.9,Iris-virginica
+134,4.8,2.7,4.9,1.8,Iris-virginica
+135,5.8,3.4,1.8,0.2,Iris-setosa
+136,6.7,3.8,4.5,1.3,Iris-versicolor
+137,6.7,3.0,4.2,1.5,Iris-versicolor
+138,5.1,3.5,1.4,0.2,Iris-setosa
+139,4.8,3.1,1.4,0.2,Iris-setosa
+140,6.9,3.1,5.5,2.0,Iris-virginica
+141,7.2,3.0,6.8,2.4,Iris-virginica
+142,5.1,3.4,1.4,0.4,Iris-setosa
+143,4.6,2.0,4.5,1.3,Iris-virginica
+144,5.7,2.8,4.5,1.5,Iris-versicolor
+145,4.7,3.4,1.5,0.3,Iris-setosa
+146,5.2,2.7,4.1,1.3,Iris-versicolor
+147,6.3,2.5,5.8,1.6,Iris-virginica
+148,6.1,2.8,4.7,1.4,Iris-versicolor
+149,7.7,3.0,6.2,2.3,Iris-virginica
diff --git a/iris/realtabformer/df/21/train.csv b/iris/realtabformer/df/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/21/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/22/synth.csv b/iris/realtabformer/df/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a5f16bea2922cdfc4a00afc9cd35bd438621f286
--- /dev/null
+++ b/iris/realtabformer/df/22/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.0,2.5,4.0,1.5,Iris-versicolor
+1,6.7,2.5,4.4,1.3,Iris-versicolor
+2,6.1,3.0,5.5,2.1,Iris-virginica
+3,4.9,3.1,4.5,1.5,Iris-versicolor
+4,6.4,2.7,5.9,1.9,Iris-virginica
+5,4.9,2.7,5.5,2.0,Iris-virginica
+6,6.0,2.9,4.5,1.5,Iris-versicolor
+7,5.7,2.5,4.9,1.3,Iris-versicolor
+8,5.8,4.4,3.9,1.0,Iris-versicolor
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,6.4,3.2,4.9,1.5,Iris-versicolor
+11,6.1,2.8,4.7,1.2,Iris-versicolor
+12,5.8,2.8,4.9,1.3,Iris-versicolor
+13,6.1,3.0,4.6,1.3,Iris-virginica
+14,6.4,2.5,4.0,1.5,Iris-versicolor
+15,6.4,2.5,5.7,2.3,Iris-virginica
+16,6.7,2.8,4.7,1.2,Iris-versicolor
+17,7.3,2.8,6.1,2.0,Iris-virginica
+18,5.4,3.0,4.6,1.4,Iris-versicolor
+19,6.6,2.8,4.6,1.3,Iris-versicolor
+20,7.8,2.8,5.1,1.9,Iris-virginica
+21,6.1,2.8,4.7,1.5,Iris-versicolor
+22,6.7,3.2,4.7,1.4,Iris-versicolor
+23,5.4,3.4,1.4,0.4,Iris-setosa
+24,4.8,3.4,1.4,0.2,Iris-setosa
+25,7.7,3.8,6.7,2.3,Iris-virginica
+26,5.1,3.6,1.4,0.4,Iris-setosa
+27,6.1,3.0,4.2,1.4,Iris-versicolor
+28,6.2,3.0,5.5,2.5,Iris-virginica
+29,4.8,3.4,1.4,0.2,Iris-setosa
+30,5.0,2.5,3.5,1.0,Iris-versicolor
+31,4.6,3.4,1.3,0.3,Iris-setosa
+32,6.1,3.6,4.9,1.5,Iris-versicolor
+33,5.8,2.7,5.1,2.0,Iris-virginica
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.1,2.8,4.5,1.5,Iris-versicolor
+36,5.1,2.5,3.5,1.1,Iris-versicolor
+37,6.7,3.1,4.7,1.5,Iris-versicolor
+38,7.7,2.8,6.7,2.3,Iris-virginica
+39,6.4,2.7,5.1,1.8,Iris-virginica
+40,6.5,2.4,4.6,1.5,Iris-versicolor
+41,5.5,3.5,1.6,0.4,Iris-setosa
+42,6.0,2.2,4.5,1.5,Iris-versicolor
+43,5.6,3.4,1.5,0.1,Iris-setosa
+44,6.4,3.2,5.3,2.3,Iris-virginica
+45,6.3,3.3,4.0,1.5,Iris-versicolor
+46,6.8,3.0,4.4,1.3,Iris-versicolor
+47,6.4,3.0,5.5,2.5,Iris-virginica
+48,5.8,3.4,1.5,0.2,Iris-setosa
+49,6.3,3.0,4.2,1.3,Iris-versicolor
+50,6.0,3.3,4.9,1.5,Iris-versicolor
+51,6.7,2.6,4.5,1.5,Iris-versicolor
+52,6.1,2.8,4.7,1.5,Iris-versicolor
+53,5.0,3.8,1.6,0.2,Iris-setosa
+54,5.0,3.4,1.5,0.4,Iris-setosa
+55,5.6,3.4,1.5,0.2,Iris-setosa
+56,7.2,3.2,4.4,1.6,Iris-versicolor
+57,5.1,2.8,4.7,1.2,Iris-versicolor
+58,6.1,3.0,5.7,2.4,Iris-virginica
+59,4.8,3.4,1.4,0.2,Iris-setosa
+60,6.4,3.1,4.2,1.5,Iris-versicolor
+61,7.2,2.9,4.6,1.6,Iris-virginica
+62,5.0,3.5,1.6,0.3,Iris-setosa
+63,6.9,3.1,4.5,1.5,Iris-versicolor
+64,6.6,2.5,5.0,1.9,Iris-versicolor
+65,7.7,3.8,6.7,2.5,Iris-virginica
+66,6.7,3.1,4.1,1.8,Iris-versicolor
+67,4.6,3.4,1.3,0.2,Iris-setosa
+68,5.6,2.9,3.4,1.3,Iris-versicolor
+69,6.9,3.0,4.5,1.5,Iris-versicolor
+70,6.0,2.8,4.3,1.5,Iris-versicolor
+71,7.6,2.8,4.6,1.4,Iris-versicolor
+72,6.4,3.2,4.1,1.5,Iris-versicolor
+73,4.5,3.4,1.4,0.2,Iris-setosa
+74,7.7,3.8,6.7,2.3,Iris-virginica
+75,6.4,3.2,5.3,2.3,Iris-virginica
+76,7.2,2.8,6.8,2.3,Iris-virginica
+77,5.4,3.0,4.5,1.5,Iris-versicolor
+78,6.1,2.9,4.6,1.3,Iris-versicolor
+79,4.4,2.7,1.3,0.2,Iris-setosa
+80,7.7,2.6,6.4,2.3,Iris-virginica
+81,7.7,3.0,6.7,2.2,Iris-virginica
+82,6.1,2.8,4.9,1.3,Iris-versicolor
+83,6.0,3.4,4.4,1.4,Iris-versicolor
+84,6.3,3.2,4.5,1.5,Iris-versicolor
+85,4.3,2.5,5.5,1.6,Iris-virginica
+86,6.7,2.8,4.7,1.3,Iris-versicolor
+87,6.0,2.9,5.3,2.0,Iris-virginica
+88,4.3,3.0,4.4,1.2,Iris-versicolor
+89,6.4,3.2,5.3,2.3,Iris-virginica
+90,6.0,3.4,4.5,1.5,Iris-versicolor
+91,5.2,4.1,1.5,0.2,Iris-setosa
+92,6.6,2.9,4.5,1.6,Iris-versicolor
+93,6.3,2.8,4.9,1.5,Iris-versicolor
+94,6.7,2.8,4.6,1.5,Iris-versicolor
+95,5.1,3.5,1.7,0.2,Iris-setosa
+96,4.9,3.1,1.4,0.1,Iris-setosa
+97,5.5,2.9,4.0,1.3,Iris-versicolor
+98,4.7,3.1,1.5,0.4,Iris-setosa
+99,6.1,2.8,4.9,1.4,Iris-versicolor
+100,5.1,3.4,1.5,0.4,Iris-setosa
+101,6.1,3.0,4.4,1.5,Iris-versicolor
+102,4.8,3.2,1.4,0.2,Iris-setosa
+103,4.9,3.1,1.5,0.4,Iris-setosa
+104,4.9,3.1,1.5,0.3,Iris-setosa
+105,6.5,2.6,4.5,1.3,Iris-versicolor
+106,5.1,3.8,1.6,0.2,Iris-setosa
+107,5.1,3.8,1.7,0.2,Iris-setosa
+108,5.6,3.0,4.9,1.3,Iris-versicolor
+109,6.1,2.8,4.7,1.4,Iris-versicolor
+110,6.4,2.5,5.0,2.3,Iris-virginica
+111,6.7,3.1,4.5,1.5,Iris-versicolor
+112,5.0,3.4,1.5,0.2,Iris-setosa
+113,6.5,3.2,4.8,1.5,Iris-versicolor
+114,5.7,2.5,4.5,1.0,Iris-versicolor
+115,4.4,3.4,1.6,0.2,Iris-setosa
+116,6.4,3.1,5.5,2.1,Iris-virginica
+117,6.5,3.1,5.5,2.2,Iris-virginica
+118,6.1,2.8,4.7,1.3,Iris-versicolor
+119,5.8,3.7,1.4,0.2,Iris-setosa
+120,5.4,3.0,4.5,1.4,Iris-versicolor
+121,4.9,3.4,1.5,0.2,Iris-setosa
+122,6.7,3.0,5.5,2.5,Iris-virginica
+123,4.5,3.4,1.3,0.2,Iris-setosa
+124,6.1,3.0,4.6,1.4,Iris-versicolor
+125,5.7,3.6,1.6,0.2,Iris-setosa
+126,4.4,3.6,1.5,0.3,Iris-setosa
+127,6.7,2.8,5.8,2.4,Iris-virginica
+128,7.7,3.0,6.9,2.2,Iris-virginica
+129,5.1,3.5,1.6,0.4,Iris-setosa
+130,4.4,3.6,1.4,0.2,Iris-setosa
+131,4.8,3.0,1.4,0.2,Iris-setosa
+132,5.8,3.0,4.1,1.3,Iris-versicolor
+133,5.1,3.6,4.6,1.4,Iris-versicolor
+134,5.4,3.8,1.4,0.2,Iris-setosa
+135,6.2,2.3,4.5,1.5,Iris-versicolor
+136,6.3,2.5,5.8,1.8,Iris-virginica
+137,5.3,3.5,1.5,0.8,Iris-setosa
+138,6.0,3.4,1.6,0.2,Iris-setosa
+139,6.8,2.7,5.9,2.2,Iris-virginica
+140,5.7,2.7,4.2,1.3,Iris-versicolor
+141,6.0,3.3,5.3,2.3,Iris-virginica
+142,6.1,3.2,4.8,1.5,Iris-versicolor
+143,6.6,2.9,4.4,1.3,Iris-versicolor
+144,6.3,3.0,5.5,2.1,Iris-virginica
+145,4.9,3.1,1.5,0.2,Iris-setosa
+146,5.0,3.5,1.3,0.2,Iris-setosa
+147,5.0,3.5,1.4,0.2,Iris-setosa
+148,5.1,3.3,1.7,0.4,Iris-setosa
+149,4.8,3.0,1.4,0.2,Iris-setosa
diff --git a/iris/realtabformer/df/22/train.csv b/iris/realtabformer/df/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/22/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/23/synth.csv b/iris/realtabformer/df/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..995c3c437469fdc4e0b4a40fe42cee4f07acffcd
--- /dev/null
+++ b/iris/realtabformer/df/23/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.6,3.0,1.5,0.3,Iris-setosa
+1,6.2,3.1,5.5,2.2,Iris-virginica
+2,6.0,3.2,4.3,1.2,Iris-versicolor
+3,6.5,3.4,5.6,2.3,Iris-virginica
+4,7.6,2.9,4.7,1.3,Iris-versicolor
+5,5.8,4.5,3.9,0.2,Iris-versicolor
+6,5.8,4.4,1.6,0.2,Iris-setosa
+7,5.0,3.4,1.4,0.2,Iris-setosa
+8,6.5,2.5,5.0,1.8,Iris-virginica
+9,4.8,2.7,1.9,0.2,Iris-setosa
+10,5.0,3.3,1.6,0.2,Iris-setosa
+11,4.8,2.6,4.4,1.3,Iris-versicolor
+12,6.0,3.2,4.7,1.6,Iris-versicolor
+13,5.0,3.5,1.6,0.3,Iris-setosa
+14,6.6,2.8,4.7,1.3,Iris-versicolor
+15,5.8,2.7,4.1,1.3,Iris-versicolor
+16,6.0,3.2,4.8,1.6,Iris-versicolor
+17,4.8,3.4,1.3,0.2,Iris-setosa
+18,4.8,3.0,1.4,0.2,Iris-setosa
+19,6.1,3.4,5.4,1.4,Iris-virginica
+20,7.8,2.4,6.7,2.3,Iris-virginica
+21,5.0,3.4,1.6,0.2,Iris-setosa
+22,4.8,3.4,1.4,0.2,Iris-setosa
+23,5.4,3.6,4.5,1.8,Iris-versicolor
+24,4.6,3.4,1.4,0.2,Iris-setosa
+25,5.4,3.4,1.4,0.4,Iris-setosa
+26,5.2,3.4,1.4,0.2,Iris-setosa
+27,6.1,3.0,4.4,1.2,Iris-versicolor
+28,7.1,3.0,4.6,1.4,Iris-versicolor
+29,5.6,3.4,4.5,1.5,Iris-versicolor
+30,4.9,3.0,1.4,0.2,Iris-setosa
+31,6.7,2.8,4.5,1.5,Iris-versicolor
+32,6.7,3.8,4.8,1.4,Iris-versicolor
+33,5.4,3.4,1.5,0.4,Iris-setosa
+34,4.3,2.3,4.3,1.3,Iris-versicolor
+35,5.5,3.5,1.4,0.2,Iris-setosa
+36,4.5,2.5,1.4,0.2,Iris-setosa
+37,6.5,3.3,4.3,1.5,Iris-versicolor
+38,6.4,3.2,4.3,1.3,Iris-versicolor
+39,6.4,3.0,4.5,1.5,Iris-versicolor
+40,4.8,2.6,3.3,1.2,Iris-versicolor
+41,6.7,3.1,4.5,1.5,Iris-versicolor
+42,5.0,3.5,1.2,0.2,Iris-setosa
+43,6.1,3.8,4.5,1.5,Iris-versicolor
+44,6.1,3.1,1.6,0.4,Iris-setosa
+45,7.9,3.1,6.7,2.3,Iris-virginica
+46,5.8,2.7,4.1,1.3,Iris-versicolor
+47,4.9,3.2,1.0,0.2,Iris-setosa
+48,5.8,3.7,5.9,2.3,Iris-virginica
+49,4.6,3.2,1.7,0.2,Iris-setosa
+50,4.5,3.2,1.4,0.1,Iris-setosa
+51,6.3,2.8,4.1,1.5,Iris-versicolor
+52,6.4,3.2,4.3,1.3,Iris-versicolor
+53,4.9,3.6,1.5,0.3,Iris-setosa
+54,6.4,2.5,4.5,1.3,Iris-versicolor
+55,6.3,3.1,4.5,1.5,Iris-versicolor
+56,6.1,3.6,4.6,1.4,Iris-versicolor
+57,6.1,3.4,1.6,0.4,Iris-setosa
+58,5.7,3.6,1.6,0.2,Iris-setosa
+59,5.4,3.4,1.5,0.2,Iris-setosa
+60,6.9,2.7,5.5,1.9,Iris-virginica
+61,5.1,3.9,1.4,0.4,Iris-setosa
+62,5.6,3.4,4.5,1.3,Iris-versicolor
+63,5.3,2.5,4.9,1.3,Iris-virginica
+64,5.4,3.3,1.3,0.2,Iris-setosa
+65,5.2,3.4,1.5,0.2,Iris-setosa
+66,7.7,2.6,6.1,2.3,Iris-virginica
+67,6.1,3.8,4.5,1.3,Iris-versicolor
+68,4.8,3.0,1.4,0.2,Iris-setosa
+69,5.7,4.7,5.2,0.2,Iris-virginica
+70,4.8,3.1,1.6,0.2,Iris-setosa
+71,5.5,2.3,4.3,1.3,Iris-versicolor
+72,6.8,3.0,4.9,1.5,Iris-versicolor
+73,5.5,2.5,3.0,1.1,Iris-versicolor
+74,6.4,2.2,5.6,2.4,Iris-virginica
+75,7.7,2.5,6.1,2.0,Iris-virginica
+76,5.8,2.8,4.1,1.3,Iris-versicolor
+77,5.8,3.8,1.6,0.2,Iris-setosa
+78,4.8,3.0,1.9,0.2,Iris-setosa
+79,5.8,2.8,4.1,1.3,Iris-versicolor
+80,5.5,2.5,3.0,1.9,Iris-versicolor
+81,6.5,3.0,4.0,1.5,Iris-versicolor
+82,6.3,3.0,4.9,1.5,Iris-versicolor
+83,5.2,3.0,4.2,1.4,Iris-versicolor
+84,6.4,2.8,4.6,1.5,Iris-versicolor
+85,7.7,2.5,6.7,1.5,Iris-virginica
+86,5.1,3.8,1.6,0.4,Iris-setosa
+87,5.8,2.7,4.2,1.5,Iris-versicolor
+88,7.7,3.3,6.7,2.0,Iris-virginica
+89,5.1,3.5,1.4,0.2,Iris-setosa
+90,5.0,4.3,1.3,0.2,Iris-setosa
+91,6.1,3.0,5.6,2.4,Iris-virginica
+92,4.6,3.4,1.4,0.2,Iris-setosa
+93,4.6,3.1,1.5,0.1,Iris-setosa
+94,6.1,3.8,4.5,1.5,Iris-versicolor
+95,5.0,3.4,1.6,0.4,Iris-setosa
+96,6.0,2.9,4.3,1.5,Iris-versicolor
+97,4.8,3.6,1.6,0.2,Iris-setosa
+98,7.2,2.6,6.1,1.8,Iris-virginica
+99,6.4,3.0,5.9,2.8,Iris-virginica
+100,7.7,3.0,6.7,2.3,Iris-virginica
+101,5.7,3.5,1.5,0.2,Iris-setosa
+102,4.9,2.3,4.4,1.2,Iris-virginica
+103,4.9,3.1,1.4,0.2,Iris-setosa
+104,6.7,3.0,5.5,2.5,Iris-virginica
+105,6.7,3.5,4.4,1.5,Iris-versicolor
+106,5.2,3.4,1.5,0.2,Iris-setosa
+107,6.7,3.0,4.2,1.3,Iris-versicolor
+108,5.7,3.5,1.2,0.2,Iris-setosa
+109,7.2,3.0,6.1,2.3,Iris-virginica
+110,6.3,2.5,5.9,1.5,Iris-virginica
+111,5.4,2.7,4.5,1.5,Iris-versicolor
+112,5.7,3.8,4.7,1.3,Iris-versicolor
+113,6.1,2.8,4.7,1.5,Iris-versicolor
+114,5.8,3.6,1.4,0.2,Iris-setosa
+115,6.4,3.0,4.5,1.8,Iris-versicolor
+116,6.1,2.8,4.7,1.5,Iris-versicolor
+117,4.8,2.6,1.4,0.2,Iris-setosa
+118,4.8,3.0,5.4,0.2,Iris-setosa
+119,7.8,2.6,6.9,1.3,Iris-virginica
+120,6.8,2.8,5.8,2.0,Iris-virginica
+121,5.1,3.8,1.7,0.2,Iris-setosa
+122,5.5,2.5,4.0,1.5,Iris-versicolor
+123,4.6,3.4,1.4,0.3,Iris-setosa
+124,5.2,2.7,4.1,1.3,Iris-versicolor
+125,6.5,3.2,5.9,2.2,Iris-virginica
+126,7.7,3.0,6.9,2.3,Iris-virginica
+127,6.4,3.0,4.5,1.5,Iris-versicolor
+128,6.1,3.8,4.6,1.5,Iris-versicolor
+129,4.3,3.4,1.5,0.2,Iris-setosa
+130,6.0,3.4,4.8,1.6,Iris-versicolor
+131,4.6,3.0,1.4,0.2,Iris-setosa
+132,5.1,3.5,1.5,0.2,Iris-setosa
+133,5.5,2.5,4.9,1.8,Iris-versicolor
+134,4.4,3.1,1.3,0.2,Iris-setosa
+135,7.2,3.2,6.9,2.8,Iris-virginica
+136,5.0,3.3,1.0,0.2,Iris-setosa
+137,5.0,4.4,1.5,0.4,Iris-setosa
+138,4.5,3.2,1.3,0.2,Iris-setosa
+139,4.6,3.1,1.4,0.2,Iris-setosa
+140,6.4,2.7,5.3,2.3,Iris-virginica
+141,6.6,3.0,5.4,2.3,Iris-virginica
+142,6.9,3.0,4.2,1.5,Iris-versicolor
+143,5.1,2.8,4.1,1.5,Iris-versicolor
+144,5.5,2.5,3.5,1.1,Iris-versicolor
+145,6.0,3.6,4.3,2.0,Iris-versicolor
+146,6.4,3.2,5.3,2.3,Iris-virginica
+147,5.1,4.5,1.6,0.3,Iris-setosa
+148,6.7,2.8,4.8,1.3,Iris-versicolor
+149,4.6,3.4,1.3,0.2,Iris-setosa
diff --git a/iris/realtabformer/df/23/train.csv b/iris/realtabformer/df/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/23/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/24/synth.csv b/iris/realtabformer/df/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f082fcb3017272ecfea8ebc9a28bf542e8ff80d6
--- /dev/null
+++ b/iris/realtabformer/df/24/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.4,3.4,1.5,0.4,Iris-setosa
+1,6.2,3.2,4.8,1.6,Iris-versicolor
+2,5.6,2.7,4.5,1.3,Iris-versicolor
+3,6.1,3.5,1.6,0.4,Iris-setosa
+4,6.5,2.7,4.5,1.5,Iris-versicolor
+5,6.3,2.7,4.9,1.6,Iris-versicolor
+6,7.4,3.0,5.5,2.1,Iris-virginica
+7,5.1,3.4,1.6,0.2,Iris-setosa
+8,6.8,2.7,4.6,1.3,Iris-versicolor
+9,5.8,2.8,4.1,1.4,Iris-versicolor
+10,5.6,2.7,4.2,1.3,Iris-versicolor
+11,5.1,2.8,3.7,1.3,Iris-versicolor
+12,7.6,2.6,4.0,1.3,Iris-versicolor
+13,5.7,4.8,1.5,0.2,Iris-setosa
+14,6.1,3.8,4.9,1.4,Iris-versicolor
+15,5.0,3.5,1.5,0.2,Iris-setosa
+16,5.0,3.6,1.4,0.2,Iris-setosa
+17,5.0,3.4,3.5,1.1,Iris-versicolor
+18,6.1,2.8,4.5,1.3,Iris-versicolor
+19,4.8,3.4,1.6,0.2,Iris-setosa
+20,6.1,3.0,4.6,1.4,Iris-versicolor
+21,5.4,3.4,1.5,0.5,Iris-setosa
+22,5.0,3.5,1.5,0.6,Iris-setosa
+23,4.9,3.0,1.5,0.2,Iris-setosa
+24,4.8,3.0,1.4,0.2,Iris-setosa
+25,7.0,2.6,6.1,1.9,Iris-virginica
+26,5.5,2.5,3.0,1.0,Iris-versicolor
+27,5.1,3.8,4.4,1.3,Iris-versicolor
+28,6.4,3.1,4.5,1.5,Iris-versicolor
+29,5.4,3.4,1.5,0.4,Iris-setosa
+30,4.8,3.3,1.6,0.2,Iris-setosa
+31,7.2,3.0,6.3,2.3,Iris-virginica
+32,6.1,3.0,4.6,1.5,Iris-versicolor
+33,6.9,3.1,4.5,1.5,Iris-versicolor
+34,6.7,3.1,4.3,1.5,Iris-versicolor
+35,5.0,3.4,1.5,0.2,Iris-setosa
+36,5.3,3.6,1.6,0.4,Iris-setosa
+37,6.5,2.5,5.3,2.3,Iris-virginica
+38,6.3,2.6,4.0,1.3,Iris-versicolor
+39,5.3,2.7,4.1,1.3,Iris-versicolor
+40,4.8,2.3,1.4,0.2,Iris-setosa
+41,7.4,2.8,4.4,1.3,Iris-versicolor
+42,5.0,3.8,1.5,0.2,Iris-setosa
+43,5.8,3.0,4.9,1.5,Iris-versicolor
+44,5.8,3.6,4.5,1.5,Iris-versicolor
+45,4.8,3.4,1.4,0.2,Iris-setosa
+46,5.8,4.0,4.9,1.2,Iris-versicolor
+47,5.0,2.5,3.5,1.2,Iris-versicolor
+48,4.6,3.0,1.4,0.2,Iris-setosa
+49,6.0,3.8,4.6,1.5,Iris-versicolor
+50,7.8,3.0,6.4,2.2,Iris-virginica
+51,6.3,2.9,4.5,1.5,Iris-versicolor
+52,6.4,3.8,4.7,1.4,Iris-versicolor
+53,4.5,3.2,1.4,0.2,Iris-setosa
+54,6.7,3.2,5.1,2.3,Iris-virginica
+55,5.8,4.8,1.4,0.2,Iris-setosa
+56,5.7,3.8,1.7,0.2,Iris-setosa
+57,6.3,3.0,4.0,1.5,Iris-versicolor
+58,6.2,3.1,4.5,1.5,Iris-versicolor
+59,6.3,2.9,4.7,1.3,Iris-versicolor
+60,4.8,3.4,1.4,0.2,Iris-setosa
+61,6.4,2.7,5.1,1.9,Iris-virginica
+62,4.8,3.0,1.4,0.3,Iris-setosa
+63,5.8,3.7,1.2,0.2,Iris-setosa
+64,5.6,2.7,4.5,1.3,Iris-versicolor
+65,6.3,2.5,4.4,1.3,Iris-versicolor
+66,7.0,3.6,6.9,2.2,Iris-virginica
+67,6.7,3.1,5.5,2.3,Iris-virginica
+68,6.2,2.5,4.2,1.6,Iris-virginica
+69,5.4,3.7,1.3,0.2,Iris-setosa
+70,4.7,2.6,1.4,0.2,Iris-setosa
+71,4.6,2.5,3.3,1.0,Iris-versicolor
+72,5.4,3.6,1.4,0.2,Iris-setosa
+73,6.9,3.2,5.0,2.3,Iris-virginica
+74,5.8,3.4,1.6,0.2,Iris-setosa
+75,6.8,3.1,4.6,1.4,Iris-versicolor
+76,5.5,2.7,4.9,1.6,Iris-versicolor
+77,6.4,3.1,4.5,1.5,Iris-versicolor
+78,6.4,2.3,5.3,2.4,Iris-virginica
+79,6.3,2.8,4.9,1.4,Iris-versicolor
+80,4.9,3.1,1.4,0.2,Iris-setosa
+81,5.1,3.5,1.8,0.2,Iris-setosa
+82,4.8,3.4,1.6,0.2,Iris-setosa
+83,7.2,2.8,6.7,2.0,Iris-virginica
+84,6.4,3.5,5.5,2.6,Iris-virginica
+85,5.5,3.5,4.5,1.5,Iris-versicolor
+86,7.7,3.0,6.4,2.2,Iris-virginica
+87,6.6,2.8,4.9,1.5,Iris-versicolor
+88,6.1,3.6,4.6,1.5,Iris-versicolor
+89,5.1,3.5,1.4,0.2,Iris-setosa
+90,4.6,3.6,1.4,0.2,Iris-setosa
+91,5.8,2.7,4.1,1.3,Iris-versicolor
+92,6.3,3.4,5.8,2.3,Iris-virginica
+93,6.2,2.8,5.8,2.1,Iris-virginica
+94,5.0,3.3,1.3,0.2,Iris-setosa
+95,4.6,3.4,1.4,0.2,Iris-setosa
+96,6.4,2.7,5.3,1.3,Iris-virginica
+97,6.7,2.8,5.8,1.4,Iris-virginica
+98,5.7,2.7,4.9,1.3,Iris-versicolor
+99,5.8,3.6,1.6,0.1,Iris-setosa
+100,5.4,3.5,1.3,0.2,Iris-setosa
+101,6.4,2.5,5.5,2.3,Iris-virginica
+102,4.4,3.4,1.3,0.2,Iris-setosa
+103,4.8,3.0,1.4,0.2,Iris-setosa
+104,5.0,3.4,1.4,0.6,Iris-setosa
+105,5.8,3.5,1.4,0.2,Iris-setosa
+106,4.6,3.6,1.4,0.2,Iris-setosa
+107,4.7,2.8,1.7,0.2,Iris-setosa
+108,4.9,2.4,4.9,1.5,Iris-versicolor
+109,7.7,3.0,6.4,2.0,Iris-virginica
+110,6.3,2.3,4.0,1.5,Iris-versicolor
+111,4.8,3.0,1.4,0.2,Iris-setosa
+112,5.1,3.5,1.7,0.2,Iris-setosa
+113,5.6,2.6,4.5,1.2,Iris-versicolor
+114,6.1,3.6,4.2,1.5,Iris-versicolor
+115,5.8,2.7,3.9,1.0,Iris-versicolor
+116,5.4,3.9,1.6,0.2,Iris-setosa
+117,6.4,3.0,5.6,2.5,Iris-virginica
+118,6.1,3.0,4.9,1.5,Iris-versicolor
+119,4.6,2.3,4.4,1.3,Iris-versicolor
+120,4.9,3.1,1.4,0.2,Iris-setosa
+121,4.4,3.1,1.5,0.2,Iris-setosa
+122,6.7,2.8,4.6,1.5,Iris-versicolor
+123,4.9,3.2,4.4,1.5,Iris-virginica
+124,5.4,3.6,1.5,0.2,Iris-setosa
+125,5.5,3.5,1.4,0.2,Iris-setosa
+126,5.1,2.8,4.5,1.3,Iris-versicolor
+127,5.1,3.4,1.5,0.2,Iris-setosa
+128,5.4,2.7,3.5,1.1,Iris-versicolor
+129,6.1,2.8,4.6,1.3,Iris-versicolor
+130,5.7,2.7,4.5,1.3,Iris-versicolor
+131,4.8,3.4,1.4,0.2,Iris-setosa
+132,5.6,3.5,1.6,0.2,Iris-setosa
+133,5.8,3.4,1.4,0.2,Iris-setosa
+134,5.7,2.7,5.2,2.2,Iris-virginica
+135,4.4,3.2,1.5,0.2,Iris-setosa
+136,6.3,3.0,5.5,2.5,Iris-virginica
+137,6.4,2.5,5.8,2.0,Iris-virginica
+138,5.7,2.5,3.8,1.9,Iris-versicolor
+139,5.4,3.5,1.3,0.3,Iris-setosa
+140,6.1,3.0,4.6,1.4,Iris-versicolor
+141,6.4,2.9,4.6,1.5,Iris-versicolor
+142,5.9,3.0,4.2,1.6,Iris-versicolor
+143,6.8,3.0,4.9,1.5,Iris-versicolor
+144,5.1,2.8,4.1,1.3,Iris-versicolor
+145,4.4,3.4,1.3,0.2,Iris-setosa
+146,5.8,4.0,4.9,1.7,Iris-versicolor
+147,4.6,3.0,1.5,0.2,Iris-setosa
+148,6.7,3.2,4.7,1.6,Iris-versicolor
+149,4.8,3.0,1.4,0.2,Iris-setosa
diff --git a/iris/realtabformer/df/24/train.csv b/iris/realtabformer/df/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/24/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/25/synth.csv b/iris/realtabformer/df/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5fd6680709609cf6fa7989f95e0fed38413d3481
--- /dev/null
+++ b/iris/realtabformer/df/25/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7,4.6,1.2,0.2,Iris-setosa
+1,6.7,2.5,5.8,2.0,Iris-virginica
+2,4.9,3.0,1.5,0.2,Iris-setosa
+3,6.3,3.3,4.0,1.5,Iris-versicolor
+4,7.7,2.6,6.3,2.3,Iris-virginica
+5,5.1,3.4,1.4,0.2,Iris-setosa
+6,6.4,3.1,4.5,1.5,Iris-versicolor
+7,6.1,3.0,4.6,1.4,Iris-versicolor
+8,6.5,2.5,5.8,2.2,Iris-virginica
+9,6.4,2.3,5.8,2.3,Iris-virginica
+10,6.7,3.1,5.6,2.4,Iris-virginica
+11,4.7,3.2,1.3,0.2,Iris-setosa
+12,5.1,3.5,1.6,0.2,Iris-setosa
+13,6.1,3.0,4.5,1.4,Iris-versicolor
+14,5.0,3.4,1.8,0.2,Iris-setosa
+15,6.6,2.7,4.9,1.2,Iris-versicolor
+16,6.8,2.8,4.9,1.5,Iris-versicolor
+17,5.1,3.8,1.6,0.4,Iris-setosa
+18,5.6,3.0,4.5,1.5,Iris-versicolor
+19,6.7,3.2,4.4,1.5,Iris-versicolor
+20,4.9,3.1,1.4,0.2,Iris-setosa
+21,4.4,3.4,1.4,0.2,Iris-setosa
+22,6.1,2.8,4.6,1.5,Iris-versicolor
+23,6.3,2.5,4.9,1.5,Iris-versicolor
+24,5.0,3.5,1.4,0.2,Iris-setosa
+25,5.1,3.5,1.6,0.2,Iris-setosa
+26,4.8,2.7,1.3,0.2,Iris-setosa
+27,4.8,2.4,3.6,1.0,Iris-versicolor
+28,6.0,3.3,4.7,1.4,Iris-versicolor
+29,5.0,3.5,1.4,0.2,Iris-setosa
+30,6.5,2.3,5.1,2.3,Iris-virginica
+31,4.8,3.4,1.6,0.2,Iris-setosa
+32,4.4,3.2,1.3,0.2,Iris-setosa
+33,5.7,4.5,1.5,0.2,Iris-setosa
+34,5.5,2.7,5.9,1.9,Iris-virginica
+35,6.4,3.8,4.7,1.3,Iris-versicolor
+36,7.7,3.0,6.1,2.3,Iris-virginica
+37,6.3,2.9,4.5,1.5,Iris-versicolor
+38,6.4,2.6,4.5,1.5,Iris-versicolor
+39,5.4,3.2,4.4,1.3,Iris-versicolor
+40,6.6,2.9,4.6,1.3,Iris-versicolor
+41,6.7,2.5,5.7,2.3,Iris-virginica
+42,4.6,3.0,1.5,0.2,Iris-setosa
+43,5.0,2.3,4.7,1.6,Iris-versicolor
+44,4.6,3.4,1.4,0.2,Iris-setosa
+45,5.6,4.4,1.4,0.3,Iris-setosa
+46,4.7,3.1,1.6,0.2,Iris-setosa
+47,5.7,3.6,4.4,1.3,Iris-versicolor
+48,6.3,2.9,5.4,1.3,Iris-virginica
+49,6.4,3.0,4.5,1.5,Iris-versicolor
+50,4.4,3.2,1.5,0.2,Iris-setosa
+51,6.2,2.7,5.9,1.3,Iris-virginica
+52,4.6,3.4,1.4,0.2,Iris-setosa
+53,6.4,2.9,4.3,1.3,Iris-versicolor
+54,5.4,3.5,4.4,1.2,Iris-versicolor
+55,4.8,3.4,1.4,0.2,Iris-setosa
+56,6.1,2.8,5.6,1.4,Iris-virginica
+57,4.6,3.4,1.4,0.2,Iris-setosa
+58,6.7,3.0,5.6,2.2,Iris-virginica
+59,7.4,3.0,5.3,2.9,Iris-virginica
+60,5.5,2.8,4.0,1.3,Iris-versicolor
+61,4.8,3.4,1.4,0.2,Iris-setosa
+62,5.4,2.9,4.3,1.3,Iris-versicolor
+63,5.7,3.0,4.5,1.5,Iris-versicolor
+64,6.2,3.2,4.5,1.5,Iris-versicolor
+65,5.1,3.5,1.4,0.2,Iris-setosa
+66,4.6,3.0,1.4,0.2,Iris-setosa
+67,5.4,2.7,5.1,1.9,Iris-virginica
+68,4.5,3.2,1.3,0.2,Iris-setosa
+69,4.8,2.4,4.4,1.2,Iris-virginica
+70,6.2,2.5,4.8,1.3,Iris-virginica
+71,7.7,2.8,6.1,2.0,Iris-virginica
+72,5.0,3.9,4.4,1.4,Iris-versicolor
+73,6.7,2.8,4.7,1.3,Iris-versicolor
+74,5.6,2.7,4.3,1.3,Iris-versicolor
+75,4.9,3.1,1.5,0.1,Iris-setosa
+76,5.6,3.0,4.5,1.8,Iris-virginica
+77,6.4,2.7,5.5,1.9,Iris-virginica
+78,6.7,3.1,4.5,1.5,Iris-versicolor
+79,7.2,2.8,6.9,2.0,Iris-virginica
+80,4.8,3.4,1.4,0.2,Iris-setosa
+81,5.7,2.7,4.0,1.2,Iris-versicolor
+82,6.1,2.5,4.5,1.8,Iris-versicolor
+83,4.8,2.7,3.9,1.3,Iris-versicolor
+84,4.8,3.4,1.5,0.2,Iris-setosa
+85,7.0,3.6,6.4,2.2,Iris-virginica
+86,7.7,2.8,4.9,1.5,Iris-versicolor
+87,5.7,2.8,4.0,1.3,Iris-versicolor
+88,4.8,3.4,1.4,0.2,Iris-setosa
+89,6.8,3.8,5.7,2.5,Iris-virginica
+90,6.0,3.2,4.7,1.6,Iris-versicolor
+91,4.6,3.1,1.5,0.1,Iris-setosa
+92,4.5,3.2,1.4,0.2,Iris-setosa
+93,6.0,3.5,4.5,1.6,Iris-versicolor
+94,5.4,2.6,4.5,1.2,Iris-versicolor
+95,6.8,3.0,5.9,2.2,Iris-virginica
+96,6.8,3.0,5.6,2.3,Iris-virginica
+97,4.6,3.1,1.5,0.2,Iris-setosa
+98,5.6,2.7,4.5,1.5,Iris-versicolor
+99,6.1,2.8,4.9,1.5,Iris-versicolor
+100,6.8,3.0,5.6,2.5,Iris-virginica
+101,6.1,3.0,5.9,2.1,Iris-virginica
+102,5.1,3.6,1.7,0.2,Iris-setosa
+103,5.8,4.6,1.9,0.2,Iris-setosa
+104,7.7,3.0,6.1,1.3,Iris-virginica
+105,4.8,3.0,1.4,0.2,Iris-setosa
+106,4.8,3.4,1.4,0.2,Iris-setosa
+107,4.5,2.3,4.3,1.3,Iris-versicolor
+108,4.8,2.6,1.4,0.2,Iris-setosa
+109,5.5,4.8,1.3,0.2,Iris-setosa
+110,5.4,3.0,1.5,0.2,Iris-setosa
+111,5.1,3.5,1.4,0.2,Iris-setosa
+112,5.5,3.4,1.5,0.2,Iris-setosa
+113,5.1,3.8,1.5,0.4,Iris-setosa
+114,5.0,3.5,1.4,0.2,Iris-setosa
+115,6.7,3.1,4.5,1.5,Iris-versicolor
+116,5.0,2.5,4.1,1.6,Iris-versicolor
+117,6.9,3.1,4.4,1.5,Iris-versicolor
+118,6.3,3.4,4.5,1.4,Iris-versicolor
+119,6.4,3.1,4.5,1.5,Iris-versicolor
+120,6.5,3.0,4.5,1.6,Iris-versicolor
+121,6.8,3.0,5.6,2.1,Iris-virginica
+122,5.7,4.5,5.1,2.5,Iris-virginica
+123,4.8,3.0,1.4,0.2,Iris-setosa
+124,6.5,2.5,5.1,1.9,Iris-virginica
+125,6.6,2.8,4.5,1.5,Iris-versicolor
+126,4.9,3.2,1.4,0.2,Iris-setosa
+127,7.3,2.9,6.6,1.5,Iris-virginica
+128,6.2,3.2,4.5,1.5,Iris-versicolor
+129,4.8,3.4,1.5,0.2,Iris-setosa
+130,4.6,2.6,4.4,1.3,Iris-versicolor
+131,6.1,2.8,4.6,1.3,Iris-versicolor
+132,6.4,2.5,5.3,1.8,Iris-virginica
+133,4.8,3.2,1.6,0.4,Iris-setosa
+134,5.1,3.5,1.4,0.2,Iris-setosa
+135,4.7,3.0,1.4,0.2,Iris-setosa
+136,6.4,2.8,4.6,1.3,Iris-versicolor
+137,6.5,2.3,4.4,1.5,Iris-versicolor
+138,6.4,3.2,5.6,2.1,Iris-virginica
+139,4.4,2.7,1.3,0.2,Iris-setosa
+140,7.2,3.0,6.2,2.5,Iris-virginica
+141,6.1,2.8,4.6,1.2,Iris-versicolor
+142,6.1,3.2,4.9,1.5,Iris-versicolor
+143,6.8,3.8,5.1,2.5,Iris-virginica
+144,4.8,3.0,1.4,0.2,Iris-setosa
+145,6.7,3.1,5.5,2.3,Iris-virginica
+146,4.9,3.1,1.4,0.2,Iris-setosa
+147,5.2,2.7,3.5,1.2,Iris-versicolor
+148,5.9,3.7,4.5,1.5,Iris-versicolor
+149,5.6,3.0,4.9,1.3,Iris-versicolor
diff --git a/iris/realtabformer/df/25/train.csv b/iris/realtabformer/df/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/25/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/26/synth.csv b/iris/realtabformer/df/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bdb4408d2c3640c982624d481dcb1c4a4fe51544
--- /dev/null
+++ b/iris/realtabformer/df/26/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.7,2.8,4.0,1.2,Iris-versicolor
+1,4.7,2.8,1.5,0.3,Iris-setosa
+2,7.3,3.0,6.0,2.5,Iris-virginica
+3,6.8,2.6,4.9,1.5,Iris-versicolor
+4,5.4,3.4,1.4,0.3,Iris-setosa
+5,6.4,3.0,5.3,2.2,Iris-virginica
+6,5.1,3.5,1.0,0.2,Iris-setosa
+7,4.8,3.4,1.4,0.2,Iris-setosa
+8,4.6,3.0,1.4,0.2,Iris-setosa
+9,6.3,3.1,5.1,2.4,Iris-virginica
+10,6.0,3.2,4.5,1.6,Iris-versicolor
+11,6.4,3.2,4.5,1.5,Iris-versicolor
+12,6.1,2.8,4.7,1.2,Iris-versicolor
+13,6.1,3.6,4.9,1.5,Iris-versicolor
+14,4.9,3.1,1.4,0.2,Iris-setosa
+15,6.4,2.7,5.3,2.3,Iris-virginica
+16,5.4,3.4,1.5,0.3,Iris-setosa
+17,5.6,2.9,4.4,1.3,Iris-versicolor
+18,6.6,2.8,4.5,1.3,Iris-versicolor
+19,6.7,2.8,4.7,1.5,Iris-versicolor
+20,6.7,2.8,5.8,2.3,Iris-virginica
+21,6.5,2.2,4.8,1.4,Iris-versicolor
+22,6.8,2.2,4.9,1.8,Iris-versicolor
+23,5.8,4.4,1.5,0.2,Iris-setosa
+24,7.2,3.6,6.5,2.2,Iris-virginica
+25,6.8,3.0,5.1,2.9,Iris-virginica
+26,5.1,3.8,1.5,0.2,Iris-setosa
+27,6.0,2.8,4.9,1.3,Iris-versicolor
+28,6.2,2.6,4.5,1.5,Iris-versicolor
+29,5.8,2.7,4.1,1.9,Iris-versicolor
+30,5.8,3.7,1.2,0.2,Iris-setosa
+31,4.6,3.6,1.4,0.2,Iris-setosa
+32,4.4,3.4,1.5,0.2,Iris-setosa
+33,4.4,3.2,1.4,0.2,Iris-setosa
+34,7.7,2.8,6.1,2.3,Iris-virginica
+35,5.1,2.6,4.1,1.3,Iris-versicolor
+36,4.4,2.7,3.3,1.2,Iris-versicolor
+37,5.5,2.5,4.6,1.3,Iris-versicolor
+38,6.3,3.3,4.3,1.5,Iris-versicolor
+39,5.8,2.7,4.5,1.9,Iris-virginica
+40,4.8,3.7,1.4,0.2,Iris-setosa
+41,5.0,3.4,1.6,0.6,Iris-setosa
+42,6.0,3.0,4.5,1.5,Iris-versicolor
+43,6.3,3.0,5.2,2.3,Iris-virginica
+44,4.8,3.4,1.6,0.2,Iris-setosa
+45,4.6,3.4,1.4,0.2,Iris-setosa
+46,6.1,3.2,5.5,2.3,Iris-virginica
+47,6.0,3.2,1.5,0.5,Iris-setosa
+48,7.0,2.6,6.2,1.2,Iris-virginica
+49,5.0,3.2,4.5,1.6,Iris-versicolor
+50,7.2,2.5,5.8,1.9,Iris-virginica
+51,5.7,3.0,4.5,1.6,Iris-versicolor
+52,7.3,2.9,4.6,1.8,Iris-virginica
+53,5.8,2.7,4.9,1.5,Iris-versicolor
+54,6.1,2.8,4.7,1.5,Iris-versicolor
+55,6.5,2.8,4.3,1.3,Iris-versicolor
+56,6.5,2.8,4.8,1.5,Iris-versicolor
+57,5.4,3.5,1.4,0.2,Iris-setosa
+58,7.0,3.0,6.1,1.8,Iris-virginica
+59,6.4,3.2,5.0,2.4,Iris-virginica
+60,6.0,3.2,4.0,1.2,Iris-versicolor
+61,5.1,3.5,1.3,0.2,Iris-setosa
+62,4.6,3.1,1.4,0.2,Iris-setosa
+63,5.5,3.4,1.4,0.2,Iris-setosa
+64,5.7,2.5,3.2,1.3,Iris-versicolor
+65,5.1,3.5,1.9,0.4,Iris-setosa
+66,7.2,3.4,6.0,2.0,Iris-virginica
+67,4.8,3.1,1.4,0.2,Iris-setosa
+68,6.3,2.8,4.6,1.3,Iris-versicolor
+69,7.7,2.8,6.6,1.8,Iris-virginica
+70,6.7,2.9,4.6,1.4,Iris-versicolor
+71,4.6,3.0,1.2,0.2,Iris-setosa
+72,6.2,2.9,4.6,1.6,Iris-versicolor
+73,6.3,2.3,4.0,1.2,Iris-versicolor
+74,7.2,3.0,6.5,2.1,Iris-virginica
+75,4.3,2.5,4.0,1.2,Iris-virginica
+76,4.7,2.6,4.4,1.2,Iris-versicolor
+77,6.0,2.8,4.6,1.6,Iris-versicolor
+78,6.3,3.2,4.0,1.3,Iris-versicolor
+79,4.7,3.5,1.3,0.2,Iris-setosa
+80,5.0,4.5,1.4,0.2,Iris-setosa
+81,6.4,3.2,4.5,1.5,Iris-versicolor
+82,6.3,3.0,4.5,1.5,Iris-versicolor
+83,5.0,3.8,4.3,1.8,Iris-virginica
+84,7.7,2.8,6.9,2.3,Iris-virginica
+85,5.5,2.8,4.9,1.5,Iris-versicolor
+86,5.0,3.6,4.4,1.3,Iris-versicolor
+87,5.8,2.6,4.5,1.2,Iris-versicolor
+88,6.6,2.3,4.3,1.3,Iris-versicolor
+89,5.1,3.5,1.7,0.2,Iris-setosa
+90,4.8,3.9,1.4,0.2,Iris-setosa
+91,5.1,2.8,4.5,1.2,Iris-versicolor
+92,5.1,2.8,3.6,1.9,Iris-versicolor
+93,5.1,3.5,1.7,0.2,Iris-setosa
+94,6.6,3.0,4.0,1.5,Iris-versicolor
+95,6.7,2.8,4.5,1.5,Iris-versicolor
+96,5.2,3.5,1.5,0.2,Iris-setosa
+97,6.2,2.8,4.7,1.5,Iris-versicolor
+98,4.8,3.0,1.4,0.1,Iris-setosa
+99,6.1,3.0,4.2,1.5,Iris-versicolor
+100,4.3,3.6,1.4,0.2,Iris-setosa
+101,7.2,3.2,6.4,2.0,Iris-virginica
+102,7.9,3.0,6.4,2.0,Iris-virginica
+103,6.7,2.6,4.9,1.5,Iris-versicolor
+104,7.7,2.9,6.7,2.0,Iris-virginica
+105,5.0,3.5,1.6,0.2,Iris-setosa
+106,5.0,3.4,1.6,0.2,Iris-setosa
+107,5.8,3.4,1.6,0.4,Iris-setosa
+108,6.7,3.1,4.5,1.3,Iris-versicolor
+109,6.3,2.7,5.1,1.9,Iris-virginica
+110,6.3,3.4,5.6,2.4,Iris-virginica
+111,4.8,2.7,4.1,1.3,Iris-virginica
+112,5.5,2.7,3.5,1.5,Iris-versicolor
+113,5.8,2.5,3.9,1.9,Iris-versicolor
+114,6.4,3.2,4.5,1.5,Iris-versicolor
+115,4.9,3.1,1.4,0.2,Iris-setosa
+116,4.8,3.6,1.6,0.2,Iris-setosa
+117,5.2,3.7,1.4,0.2,Iris-setosa
+118,5.5,2.7,4.2,1.2,Iris-versicolor
+119,6.3,3.3,5.9,2.2,Iris-virginica
+120,4.6,3.0,1.4,0.2,Iris-setosa
+121,5.3,3.5,1.7,0.5,Iris-setosa
+122,6.4,2.8,4.6,1.5,Iris-versicolor
+123,6.2,2.7,4.5,1.5,Iris-versicolor
+124,4.4,3.1,1.4,0.2,Iris-setosa
+125,4.8,3.0,1.4,0.2,Iris-setosa
+126,6.6,3.0,4.4,1.3,Iris-versicolor
+127,7.7,3.0,6.9,2.3,Iris-virginica
+128,5.5,2.5,1.3,0.2,Iris-setosa
+129,6.6,2.6,4.5,1.3,Iris-versicolor
+130,5.8,2.7,3.9,1.0,Iris-versicolor
+131,6.1,2.8,4.6,1.4,Iris-versicolor
+132,6.2,3.0,5.5,2.3,Iris-virginica
+133,6.7,2.5,5.9,1.9,Iris-virginica
+134,5.4,3.4,3.4,1.3,Iris-versicolor
+135,7.3,2.6,6.9,2.3,Iris-virginica
+136,5.2,2.7,4.1,1.2,Iris-versicolor
+137,7.6,3.0,4.4,1.8,Iris-virginica
+138,5.9,3.6,1.6,0.2,Iris-setosa
+139,5.8,4.7,1.4,0.2,Iris-setosa
+140,5.8,3.0,4.2,1.3,Iris-versicolor
+141,6.9,2.8,4.5,1.5,Iris-versicolor
+142,6.4,2.8,4.0,1.5,Iris-versicolor
+143,5.5,2.5,4.8,1.5,Iris-versicolor
+144,6.5,2.8,4.9,1.5,Iris-versicolor
+145,5.9,3.1,1.5,0.2,Iris-setosa
+146,6.8,2.8,4.8,1.2,Iris-versicolor
+147,6.1,3.8,4.7,1.4,Iris-versicolor
+148,6.4,3.4,5.5,2.1,Iris-virginica
+149,6.1,2.8,4.7,1.3,Iris-versicolor
diff --git a/iris/realtabformer/df/26/train.csv b/iris/realtabformer/df/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/26/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/27/synth.csv b/iris/realtabformer/df/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..53dafeb0958552978dccad930204885df8d2187f
--- /dev/null
+++ b/iris/realtabformer/df/27/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,3.5,1.3,0.4,Iris-setosa
+1,6.1,2.5,4.9,1.4,Iris-versicolor
+2,5.7,3.8,1.5,0.2,Iris-setosa
+3,4.3,3.0,1.4,0.2,Iris-setosa
+4,6.4,2.9,4.6,1.5,Iris-versicolor
+5,6.3,2.7,5.9,1.9,Iris-virginica
+6,6.0,2.8,4.6,1.5,Iris-versicolor
+7,6.7,3.2,4.4,1.4,Iris-versicolor
+8,4.8,3.4,1.4,0.2,Iris-setosa
+9,6.3,2.7,4.3,1.5,Iris-versicolor
+10,6.5,3.0,4.4,1.2,Iris-versicolor
+11,5.8,3.2,1.2,0.2,Iris-setosa
+12,6.3,2.7,4.1,1.5,Iris-versicolor
+13,5.5,2.3,4.5,1.5,Iris-versicolor
+14,4.8,3.4,1.4,0.2,Iris-setosa
+15,6.7,2.8,4.5,1.6,Iris-versicolor
+16,5.5,2.6,3.4,1.2,Iris-versicolor
+17,5.0,2.3,4.5,1.5,Iris-versicolor
+18,5.0,3.4,3.3,0.2,Iris-setosa
+19,5.7,3.6,1.5,0.3,Iris-setosa
+20,5.0,3.4,1.6,0.4,Iris-setosa
+21,7.2,3.0,6.2,2.2,Iris-virginica
+22,4.8,3.1,1.5,0.2,Iris-setosa
+23,4.8,2.6,4.9,1.2,Iris-versicolor
+24,6.3,3.5,5.4,2.3,Iris-virginica
+25,7.1,3.0,4.9,1.6,Iris-versicolor
+26,7.1,3.0,6.9,2.2,Iris-virginica
+27,5.5,2.5,4.5,1.3,Iris-versicolor
+28,7.4,3.0,4.7,1.5,Iris-versicolor
+29,6.4,2.8,4.3,1.3,Iris-versicolor
+30,5.8,3.4,5.1,2.1,Iris-virginica
+31,6.4,3.6,4.3,1.2,Iris-versicolor
+32,7.4,2.8,4.1,1.9,Iris-versicolor
+33,6.3,2.5,4.0,1.5,Iris-versicolor
+34,5.1,3.8,1.6,0.4,Iris-setosa
+35,7.2,3.0,6.0,2.2,Iris-virginica
+36,6.1,3.5,4.9,1.3,Iris-versicolor
+37,5.8,4.6,4.4,1.3,Iris-versicolor
+38,4.5,3.4,1.4,0.2,Iris-setosa
+39,6.7,3.1,4.5,1.5,Iris-versicolor
+40,6.7,2.7,5.7,2.1,Iris-virginica
+41,5.1,3.8,1.6,0.2,Iris-setosa
+42,5.1,3.8,1.6,0.2,Iris-setosa
+43,6.7,2.5,4.5,1.3,Iris-versicolor
+44,5.8,2.7,4.9,1.3,Iris-versicolor
+45,5.5,3.4,1.2,0.2,Iris-setosa
+46,6.9,3.1,4.4,1.5,Iris-versicolor
+47,7.7,3.0,6.5,2.1,Iris-virginica
+48,6.1,3.0,4.6,1.4,Iris-versicolor
+49,4.4,3.0,1.5,0.2,Iris-setosa
+50,5.8,2.7,5.9,2.0,Iris-virginica
+51,6.4,2.8,4.6,1.4,Iris-versicolor
+52,6.1,3.1,4.9,1.5,Iris-versicolor
+53,6.1,3.8,4.7,1.5,Iris-versicolor
+54,6.4,2.8,4.3,1.3,Iris-versicolor
+55,6.1,2.8,4.6,1.4,Iris-versicolor
+56,6.5,2.5,5.0,2.3,Iris-virginica
+57,6.3,2.5,4.0,1.5,Iris-versicolor
+58,5.0,3.6,1.6,0.6,Iris-setosa
+59,4.3,3.1,1.4,0.2,Iris-setosa
+60,6.7,3.4,5.4,2.4,Iris-virginica
+61,5.0,3.4,1.5,0.2,Iris-setosa
+62,6.4,3.2,4.4,1.2,Iris-versicolor
+63,5.8,2.7,4.9,1.3,Iris-versicolor
+64,6.6,2.7,4.9,1.8,Iris-versicolor
+65,4.8,3.4,1.4,0.2,Iris-setosa
+66,5.0,2.5,4.5,1.5,Iris-versicolor
+67,6.3,2.8,4.9,1.5,Iris-versicolor
+68,4.6,3.2,1.4,0.2,Iris-setosa
+69,6.7,3.8,4.7,1.5,Iris-versicolor
+70,6.4,2.8,4.7,1.3,Iris-versicolor
+71,7.7,3.0,6.0,1.8,Iris-virginica
+72,6.4,3.0,5.5,2.4,Iris-virginica
+73,4.8,2.7,4.9,1.3,Iris-virginica
+74,5.5,2.5,4.8,1.5,Iris-versicolor
+75,6.6,2.8,4.5,1.3,Iris-versicolor
+76,6.2,2.5,4.9,1.5,Iris-versicolor
+77,5.8,3.0,1.2,0.2,Iris-setosa
+78,6.1,2.6,5.9,1.5,Iris-virginica
+79,6.8,2.3,4.7,1.3,Iris-versicolor
+80,6.3,2.5,4.9,1.5,Iris-versicolor
+81,6.5,2.2,4.8,1.4,Iris-versicolor
+82,4.8,3.4,1.4,0.2,Iris-setosa
+83,6.0,3.4,4.3,1.2,Iris-versicolor
+84,7.7,3.0,5.8,2.2,Iris-virginica
+85,6.0,3.1,4.5,1.5,Iris-versicolor
+86,5.9,3.0,4.2,1.5,Iris-versicolor
+87,5.0,3.4,4.9,1.8,Iris-versicolor
+88,6.3,2.6,4.9,1.3,Iris-versicolor
+89,6.1,3.0,4.5,1.8,Iris-virginica
+90,5.1,3.8,1.4,0.2,Iris-setosa
+91,5.1,2.5,3.0,1.1,Iris-versicolor
+92,6.3,3.3,5.4,2.3,Iris-virginica
+93,7.7,2.8,6.0,2.0,Iris-virginica
+94,4.9,3.1,1.5,0.1,Iris-setosa
+95,6.1,2.8,4.0,1.3,Iris-versicolor
+96,6.4,3.0,5.4,2.3,Iris-virginica
+97,6.2,3.2,5.2,2.2,Iris-virginica
+98,5.1,3.3,1.3,0.2,Iris-setosa
+99,6.4,3.2,4.6,1.6,Iris-versicolor
+100,5.2,3.9,1.5,0.2,Iris-setosa
+101,5.1,3.4,1.6,0.4,Iris-setosa
+102,5.0,3.3,4.0,1.5,Iris-versicolor
+103,7.2,3.0,6.5,2.1,Iris-virginica
+104,6.4,3.2,4.3,1.5,Iris-versicolor
+105,6.4,3.2,5.3,2.3,Iris-virginica
+106,5.7,3.3,1.7,0.2,Iris-setosa
+107,5.4,3.4,4.5,1.3,Iris-versicolor
+108,5.8,4.0,4.2,1.2,Iris-versicolor
+109,4.9,3.2,1.4,0.2,Iris-setosa
+110,6.5,2.3,4.4,1.3,Iris-versicolor
+111,7.7,2.8,6.4,2.4,Iris-virginica
+112,5.0,3.5,1.0,0.2,Iris-setosa
+113,5.8,2.7,4.2,1.3,Iris-versicolor
+114,5.8,4.4,1.6,0.2,Iris-setosa
+115,6.5,2.8,4.6,1.3,Iris-versicolor
+116,5.6,3.5,1.5,0.2,Iris-setosa
+117,6.2,3.1,5.5,2.1,Iris-virginica
+118,6.0,3.4,4.6,1.2,Iris-versicolor
+119,5.5,2.5,4.3,1.3,Iris-versicolor
+120,4.5,2.0,4.4,2.0,Iris-setosa
+121,5.0,3.3,1.2,0.2,Iris-setosa
+122,6.7,2.8,4.9,1.3,Iris-versicolor
+123,7.7,3.0,6.2,2.2,Iris-virginica
+124,6.4,3.2,5.3,2.6,Iris-virginica
+125,5.0,3.0,4.5,1.5,Iris-versicolor
+126,4.8,3.4,1.6,0.2,Iris-setosa
+127,5.1,3.8,1.2,0.2,Iris-setosa
+128,7.7,2.8,6.7,2.2,Iris-virginica
+129,7.4,3.0,6.9,2.3,Iris-virginica
+130,6.6,2.6,4.6,1.4,Iris-versicolor
+131,4.9,3.2,1.4,0.2,Iris-setosa
+132,5.8,4.1,1.5,0.4,Iris-setosa
+133,6.4,3.2,4.5,1.2,Iris-versicolor
+134,5.1,3.5,1.9,0.2,Iris-setosa
+135,6.4,3.2,5.3,2.4,Iris-virginica
+136,6.7,3.3,4.7,1.4,Iris-versicolor
+137,5.6,2.7,4.9,1.3,Iris-versicolor
+138,4.1,3.6,1.4,0.2,Iris-setosa
+139,6.6,2.9,4.6,1.5,Iris-versicolor
+140,6.6,3.0,4.5,1.5,Iris-versicolor
+141,5.5,2.3,4.4,1.2,Iris-versicolor
+142,6.3,2.8,4.0,1.3,Iris-versicolor
+143,5.6,2.9,4.2,1.3,Iris-versicolor
+144,6.2,2.8,4.6,1.6,Iris-versicolor
+145,6.3,2.5,5.0,1.9,Iris-virginica
+146,6.3,3.3,4.0,2.5,Iris-versicolor
+147,6.1,2.8,4.7,1.3,Iris-versicolor
+148,6.4,2.9,4.7,1.5,Iris-versicolor
+149,6.4,2.6,4.4,1.5,Iris-versicolor
diff --git a/iris/realtabformer/df/27/train.csv b/iris/realtabformer/df/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/27/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/28/synth.csv b/iris/realtabformer/df/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8fff1569f5bd296910dfdb20532d14b309153bb6
--- /dev/null
+++ b/iris/realtabformer/df/28/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7,3.4,1.6,0.2,Iris-setosa
+1,6.4,3.4,5.3,2.0,Iris-virginica
+2,6.4,2.9,5.3,1.3,Iris-virginica
+3,5.5,2.9,4.7,1.3,Iris-versicolor
+4,6.4,3.0,5.1,2.1,Iris-virginica
+5,6.3,2.9,4.6,1.5,Iris-versicolor
+6,5.8,2.7,5.1,1.9,Iris-virginica
+7,4.6,3.4,1.6,0.2,Iris-setosa
+8,4.8,3.4,1.6,0.2,Iris-setosa
+9,6.1,3.2,4.7,1.5,Iris-versicolor
+10,4.6,3.6,1.6,0.2,Iris-setosa
+11,5.8,2.7,3.9,1.8,Iris-versicolor
+12,4.8,3.4,1.4,0.5,Iris-setosa
+13,5.7,2.6,4.5,1.3,Iris-versicolor
+14,6.7,3.1,4.5,1.5,Iris-versicolor
+15,5.2,4.7,1.6,0.2,Iris-setosa
+16,5.7,3.5,1.4,0.3,Iris-setosa
+17,7.7,3.8,6.4,2.4,Iris-virginica
+18,6.5,2.9,4.7,1.5,Iris-versicolor
+19,6.4,2.9,4.3,1.8,Iris-virginica
+20,6.3,3.1,5.5,2.5,Iris-virginica
+21,6.5,2.5,5.5,1.8,Iris-virginica
+22,6.0,3.2,4.3,1.2,Iris-versicolor
+23,4.8,3.6,1.6,2.2,Iris-setosa
+24,7.7,3.0,6.2,2.0,Iris-virginica
+25,5.1,3.8,1.6,0.4,Iris-setosa
+26,6.5,3.0,4.6,1.5,Iris-versicolor
+27,4.7,3.1,1.4,0.2,Iris-setosa
+28,6.3,2.5,5.5,1.8,Iris-virginica
+29,6.7,3.8,4.7,1.3,Iris-versicolor
+30,6.0,3.0,4.5,1.5,Iris-versicolor
+31,5.7,3.5,1.0,0.3,Iris-setosa
+32,5.1,2.5,4.9,1.3,Iris-virginica
+33,5.8,2.7,4.5,1.0,Iris-versicolor
+34,5.6,4.0,4.2,1.3,Iris-versicolor
+35,4.8,3.0,1.6,0.2,Iris-setosa
+36,7.7,2.8,6.9,2.3,Iris-virginica
+37,4.8,3.0,1.4,0.2,Iris-setosa
+38,6.1,3.0,4.9,1.8,Iris-virginica
+39,4.6,3.0,1.4,0.2,Iris-setosa
+40,5.5,4.5,1.4,0.2,Iris-setosa
+41,5.1,2.5,3.5,1.1,Iris-versicolor
+42,6.3,3.2,4.4,1.5,Iris-versicolor
+43,6.3,3.3,4.3,1.3,Iris-versicolor
+44,5.8,2.7,3.9,1.0,Iris-versicolor
+45,6.3,2.7,4.9,1.5,Iris-versicolor
+46,5.8,2.7,4.8,1.5,Iris-versicolor
+47,6.7,2.8,4.6,1.4,Iris-versicolor
+48,5.8,2.7,3.1,1.9,Iris-versicolor
+49,6.7,2.8,4.6,1.5,Iris-versicolor
+50,5.1,3.5,1.4,0.4,Iris-setosa
+51,6.8,3.0,5.4,2.2,Iris-virginica
+52,6.1,2.8,4.9,1.4,Iris-versicolor
+53,4.4,3.1,1.3,0.2,Iris-setosa
+54,6.4,3.2,4.9,1.5,Iris-versicolor
+55,5.6,2.8,4.0,1.5,Iris-versicolor
+56,5.9,3.4,1.4,0.2,Iris-setosa
+57,6.4,2.8,4.5,1.5,Iris-versicolor
+58,6.3,2.6,4.6,1.5,Iris-versicolor
+59,7.7,3.0,6.1,2.3,Iris-virginica
+60,5.0,3.5,1.4,0.2,Iris-setosa
+61,4.6,3.0,1.5,0.2,Iris-setosa
+62,5.7,3.8,4.6,1.4,Iris-versicolor
+63,6.0,3.4,1.7,0.2,Iris-setosa
+64,5.1,3.5,1.4,0.2,Iris-setosa
+65,4.6,2.5,4.9,1.2,Iris-virginica
+66,4.6,3.2,1.9,0.2,Iris-setosa
+67,6.7,3.1,5.5,2.5,Iris-virginica
+68,5.4,2.7,4.5,1.5,Iris-versicolor
+69,6.2,3.4,4.6,1.3,Iris-versicolor
+70,5.0,3.3,1.3,0.2,Iris-setosa
+71,5.2,3.2,1.0,0.4,Iris-setosa
+72,7.2,3.0,6.9,2.2,Iris-virginica
+73,5.8,3.6,1.4,0.2,Iris-setosa
+74,5.1,3.3,1.3,0.4,Iris-setosa
+75,5.4,3.4,1.5,0.3,Iris-setosa
+76,5.0,3.5,1.5,0.2,Iris-setosa
+77,5.5,3.4,1.4,0.2,Iris-setosa
+78,5.4,2.8,4.5,1.3,Iris-versicolor
+79,5.1,3.5,1.6,0.4,Iris-setosa
+80,5.0,3.4,1.5,0.2,Iris-setosa
+81,6.4,2.6,4.4,1.3,Iris-versicolor
+82,7.7,2.8,6.7,2.3,Iris-virginica
+83,5.1,2.7,3.9,1.0,Iris-versicolor
+84,6.3,2.8,4.5,1.5,Iris-versicolor
+85,6.3,2.5,4.0,1.5,Iris-versicolor
+86,6.8,3.2,5.3,2.5,Iris-virginica
+87,5.6,2.8,4.5,1.3,Iris-versicolor
+88,5.4,3.6,1.5,0.2,Iris-setosa
+89,5.1,3.2,1.5,0.2,Iris-setosa
+90,6.7,3.4,5.4,2.3,Iris-virginica
+91,4.2,3.0,1.4,0.2,Iris-setosa
+92,7.3,2.5,6.9,1.5,Iris-virginica
+93,6.4,2.8,4.1,1.4,Iris-versicolor
+94,4.6,3.0,1.3,0.2,Iris-setosa
+95,4.6,3.4,1.4,0.2,Iris-setosa
+96,6.5,2.6,4.5,1.5,Iris-versicolor
+97,5.1,3.4,1.4,0.4,Iris-setosa
+98,7.7,3.0,6.0,2.3,Iris-virginica
+99,6.3,3.0,5.6,2.3,Iris-virginica
+100,5.1,3.4,1.7,0.2,Iris-setosa
+101,7.7,3.0,6.0,2.3,Iris-virginica
+102,6.7,3.1,4.5,1.5,Iris-versicolor
+103,7.2,3.0,4.9,1.8,Iris-virginica
+104,5.8,4.7,1.4,0.2,Iris-setosa
+105,6.4,3.2,4.4,1.4,Iris-versicolor
+106,7.7,3.0,6.2,2.2,Iris-virginica
+107,5.0,3.3,1.6,0.2,Iris-setosa
+108,5.5,2.5,4.4,1.3,Iris-versicolor
+109,7.0,3.6,6.6,1.9,Iris-virginica
+110,6.4,3.2,5.4,2.3,Iris-virginica
+111,5.8,3.4,1.5,0.2,Iris-setosa
+112,5.5,4.6,1.4,0.2,Iris-setosa
+113,6.1,2.8,4.6,1.5,Iris-versicolor
+114,5.7,3.2,1.2,0.2,Iris-setosa
+115,5.5,2.7,3.2,1.0,Iris-versicolor
+116,4.9,3.4,1.3,0.2,Iris-setosa
+117,6.4,2.8,5.3,2.3,Iris-virginica
+118,4.6,3.0,4.2,1.2,Iris-virginica
+119,5.1,3.0,4.5,1.5,Iris-versicolor
+120,4.6,2.6,4.4,1.2,Iris-versicolor
+121,4.8,3.1,1.6,0.2,Iris-setosa
+122,4.8,3.0,4.9,1.2,Iris-versicolor
+123,6.1,3.0,5.9,2.4,Iris-virginica
+124,6.3,2.3,5.7,1.7,Iris-versicolor
+125,5.7,2.6,3.9,1.3,Iris-versicolor
+126,6.8,3.0,4.8,1.6,Iris-versicolor
+127,6.1,3.0,4.9,1.2,Iris-versicolor
+128,4.9,3.1,1.5,0.1,Iris-setosa
+129,4.7,3.4,1.4,0.2,Iris-setosa
+130,5.1,3.4,1.5,0.4,Iris-setosa
+131,6.3,2.3,4.6,1.8,Iris-versicolor
+132,6.6,2.8,4.5,1.3,Iris-versicolor
+133,6.3,2.3,4.4,1.5,Iris-versicolor
+134,7.7,3.8,6.7,2.5,Iris-virginica
+135,5.3,2.7,4.9,1.5,Iris-versicolor
+136,5.1,3.5,1.8,0.4,Iris-setosa
+137,4.8,2.7,3.9,1.0,Iris-versicolor
+138,6.6,2.8,4.7,1.4,Iris-versicolor
+139,6.3,2.5,5.9,2.4,Iris-virginica
+140,6.3,2.3,4.6,1.5,Iris-versicolor
+141,6.1,3.4,4.6,1.4,Iris-versicolor
+142,6.1,2.8,4.6,1.4,Iris-versicolor
+143,5.1,2.9,4.6,1.4,Iris-versicolor
+144,5.8,2.8,4.2,1.3,Iris-versicolor
+145,4.9,3.2,1.4,0.2,Iris-setosa
+146,6.4,2.5,4.3,1.3,Iris-versicolor
+147,5.8,3.4,1.8,0.2,Iris-setosa
+148,7.3,2.8,6.8,1.2,Iris-virginica
+149,6.8,2.8,4.1,1.4,Iris-versicolor
diff --git a/iris/realtabformer/df/28/train.csv b/iris/realtabformer/df/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/28/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/29/synth.csv b/iris/realtabformer/df/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..61b2360c27a30bf0b98503544f8069be38f96597
--- /dev/null
+++ b/iris/realtabformer/df/29/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.3,3.4,1.6,0.2,Iris-setosa
+1,6.4,3.1,4.6,1.3,Iris-versicolor
+2,5.8,2.8,4.1,1.3,Iris-versicolor
+3,4.8,3.4,1.6,0.2,Iris-setosa
+4,5.8,3.5,1.1,0.2,Iris-setosa
+5,6.4,3.0,5.5,2.4,Iris-virginica
+6,5.2,3.0,4.5,1.5,Iris-versicolor
+7,5.8,4.0,4.5,1.5,Iris-versicolor
+8,7.0,3.6,6.6,1.6,Iris-virginica
+9,5.4,3.4,1.6,0.2,Iris-setosa
+10,4.8,2.7,4.9,1.7,Iris-versicolor
+11,5.8,3.4,1.5,0.2,Iris-setosa
+12,5.4,2.4,3.6,1.1,Iris-versicolor
+13,4.8,3.2,1.4,0.2,Iris-setosa
+14,5.7,2.5,3.6,1.3,Iris-versicolor
+15,6.0,3.4,5.7,2.0,Iris-virginica
+16,6.7,2.5,5.4,1.9,Iris-versicolor
+17,6.0,3.4,4.6,1.5,Iris-versicolor
+18,6.0,2.5,4.4,1.6,Iris-versicolor
+19,5.5,2.6,3.3,1.3,Iris-versicolor
+20,6.4,3.1,4.5,1.5,Iris-versicolor
+21,6.4,2.5,5.4,1.3,Iris-virginica
+22,4.8,3.0,1.4,0.2,Iris-setosa
+23,7.7,2.8,4.7,1.3,Iris-versicolor
+24,6.1,3.0,4.5,1.5,Iris-versicolor
+25,6.3,2.9,4.5,1.5,Iris-versicolor
+26,6.0,3.6,4.4,1.3,Iris-versicolor
+27,4.5,2.4,3.6,1.0,Iris-versicolor
+28,6.8,2.7,5.9,1.9,Iris-virginica
+29,6.1,2.8,4.9,1.5,Iris-versicolor
+30,4.8,3.6,1.4,0.2,Iris-setosa
+31,5.4,2.8,4.5,1.0,Iris-versicolor
+32,7.2,3.6,6.4,2.2,Iris-virginica
+33,6.4,2.8,5.6,2.5,Iris-virginica
+34,5.0,3.9,1.5,0.2,Iris-setosa
+35,5.1,3.8,1.6,0.2,Iris-setosa
+36,6.2,2.9,4.6,1.4,Iris-versicolor
+37,6.4,3.2,4.5,1.5,Iris-versicolor
+38,6.1,3.0,4.4,1.4,Iris-versicolor
+39,5.1,3.5,1.4,0.2,Iris-setosa
+40,4.8,3.4,1.6,0.2,Iris-setosa
+41,6.3,3.0,4.6,1.3,Iris-versicolor
+42,6.7,3.1,4.6,1.5,Iris-versicolor
+43,6.3,3.4,4.5,1.5,Iris-versicolor
+44,4.7,3.2,1.4,0.2,Iris-setosa
+45,7.8,3.2,6.1,2.3,Iris-virginica
+46,6.7,3.1,5.2,2.4,Iris-virginica
+47,6.3,3.3,4.4,1.5,Iris-versicolor
+48,6.1,3.4,4.7,1.8,Iris-versicolor
+49,6.4,2.9,4.5,1.5,Iris-versicolor
+50,5.5,2.5,3.4,1.0,Iris-versicolor
+51,5.8,3.7,1.4,0.2,Iris-setosa
+52,5.3,3.8,1.6,0.4,Iris-setosa
+53,4.6,3.0,4.5,1.6,Iris-virginica
+54,6.1,2.8,4.9,1.5,Iris-versicolor
+55,5.8,2.7,4.9,1.8,Iris-versicolor
+56,5.1,3.5,1.4,0.2,Iris-setosa
+57,4.8,3.4,1.6,0.2,Iris-setosa
+58,5.7,2.9,4.5,1.3,Iris-versicolor
+59,4.6,3.0,4.4,1.2,Iris-versicolor
+60,6.4,3.2,4.5,1.5,Iris-versicolor
+61,4.6,2.7,4.1,1.3,Iris-versicolor
+62,6.3,2.5,4.9,1.3,Iris-versicolor
+63,6.7,2.8,4.7,1.5,Iris-versicolor
+64,5.1,2.5,3.2,1.2,Iris-versicolor
+65,5.1,3.5,1.6,0.3,Iris-setosa
+66,6.4,2.8,4.5,1.5,Iris-versicolor
+67,6.4,2.9,4.3,1.3,Iris-versicolor
+68,6.0,3.2,4.6,1.4,Iris-versicolor
+69,5.0,3.4,1.5,0.2,Iris-setosa
+70,5.4,3.5,1.6,0.2,Iris-setosa
+71,6.7,2.8,4.6,1.2,Iris-versicolor
+72,5.1,3.8,1.6,0.2,Iris-setosa
+73,6.7,2.8,4.8,1.6,Iris-versicolor
+74,5.4,3.2,1.7,0.2,Iris-setosa
+75,5.1,2.8,4.7,1.3,Iris-versicolor
+76,4.4,3.0,1.3,0.2,Iris-setosa
+77,6.1,2.5,5.9,1.3,Iris-virginica
+78,6.7,2.8,4.4,1.3,Iris-versicolor
+79,5.6,2.5,4.9,1.3,Iris-versicolor
+80,5.1,3.5,1.4,0.2,Iris-setosa
+81,7.7,2.8,6.9,2.3,Iris-virginica
+82,4.9,3.4,1.4,0.2,Iris-setosa
+83,5.7,2.7,3.2,1.3,Iris-versicolor
+84,4.5,3.0,1.4,0.2,Iris-setosa
+85,6.4,2.8,4.5,1.4,Iris-versicolor
+86,6.2,2.7,4.5,1.5,Iris-versicolor
+87,6.7,2.8,4.6,1.3,Iris-versicolor
+88,5.7,3.6,1.9,0.2,Iris-setosa
+89,5.8,4.7,4.1,1.5,Iris-versicolor
+90,5.0,3.3,1.6,0.2,Iris-setosa
+91,4.4,3.1,1.6,0.2,Iris-setosa
+92,7.7,2.8,6.7,2.0,Iris-virginica
+93,5.6,3.0,4.5,1.5,Iris-versicolor
+94,6.5,2.5,4.6,1.5,Iris-versicolor
+95,4.9,3.2,1.4,0.2,Iris-setosa
+96,4.6,3.0,1.5,0.2,Iris-setosa
+97,5.0,2.5,4.6,1.6,Iris-versicolor
+98,6.3,2.5,4.5,1.5,Iris-versicolor
+99,4.8,3.4,1.6,0.2,Iris-setosa
+100,6.4,3.0,4.5,1.4,Iris-versicolor
+101,5.2,3.4,1.7,0.2,Iris-setosa
+102,6.3,2.5,5.1,2.1,Iris-virginica
+103,6.7,3.1,5.5,2.1,Iris-virginica
+104,5.7,2.5,4.2,1.3,Iris-versicolor
+105,6.0,3.2,4.5,1.8,Iris-versicolor
+106,5.5,4.5,1.8,0.2,Iris-setosa
+107,6.9,3.1,4.5,1.6,Iris-versicolor
+108,6.1,3.0,4.5,1.5,Iris-versicolor
+109,5.5,3.4,1.5,0.2,Iris-setosa
+110,5.3,2.7,3.5,1.1,Iris-versicolor
+111,5.1,3.4,1.6,0.2,Iris-setosa
+112,6.2,3.8,5.7,2.4,Iris-virginica
+113,5.4,2.7,3.5,1.5,Iris-versicolor
+114,6.7,3.0,4.2,1.6,Iris-versicolor
+115,6.4,3.2,4.7,1.4,Iris-versicolor
+116,6.3,3.0,4.1,1.3,Iris-versicolor
+117,6.4,2.5,5.4,2.2,Iris-virginica
+118,5.1,4.2,1.4,0.3,Iris-setosa
+119,6.5,3.0,4.5,1.5,Iris-versicolor
+120,5.1,2.8,4.4,1.2,Iris-versicolor
+121,4.6,3.0,4.5,1.8,Iris-virginica
+122,6.9,3.1,5.0,2.5,Iris-virginica
+123,5.4,3.0,5.5,0.5,Iris-virginica
+124,7.3,3.6,6.6,2.4,Iris-virginica
+125,6.4,3.2,4.5,1.5,Iris-versicolor
+126,6.8,3.0,4.9,1.8,Iris-virginica
+127,5.8,4.1,1.4,0.2,Iris-setosa
+128,6.3,2.7,4.9,1.5,Iris-versicolor
+129,6.7,2.8,4.6,1.3,Iris-versicolor
+130,5.1,3.3,1.7,0.2,Iris-setosa
+131,6.4,3.2,4.5,1.5,Iris-versicolor
+132,4.8,3.1,1.4,0.2,Iris-setosa
+133,5.4,3.7,1.3,0.3,Iris-setosa
+134,5.7,4.5,1.4,0.2,Iris-setosa
+135,4.8,3.0,1.5,0.2,Iris-setosa
+136,5.0,2.4,3.5,1.0,Iris-versicolor
+137,5.0,3.2,4.2,1.5,Iris-versicolor
+138,5.0,3.5,1.6,0.2,Iris-setosa
+139,5.0,3.6,1.5,0.4,Iris-setosa
+140,6.3,2.8,5.4,1.3,Iris-virginica
+141,4.9,3.1,1.5,0.2,Iris-setosa
+142,4.3,3.2,1.3,0.2,Iris-setosa
+143,6.4,2.8,5.7,2.4,Iris-virginica
+144,7.7,3.8,6.7,2.2,Iris-virginica
+145,5.4,3.5,1.4,0.2,Iris-setosa
+146,4.6,3.0,1.4,0.2,Iris-setosa
+147,4.5,3.0,1.4,0.2,Iris-setosa
+148,6.8,3.4,5.9,2.3,Iris-virginica
+149,4.6,3.2,1.4,0.2,Iris-setosa
diff --git a/iris/realtabformer/df/29/train.csv b/iris/realtabformer/df/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/29/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/3/synth.csv b/iris/realtabformer/df/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6dd66e6b7d1cfc975c0e1fc2102a40486ca0cd41
--- /dev/null
+++ b/iris/realtabformer/df/3/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.8,2.4,3.6,1.0,Iris-versicolor
+1,4.8,3.2,1.4,0.2,Iris-setosa
+2,4.8,3.4,1.4,0.2,Iris-setosa
+3,6.1,2.8,4.7,1.4,Iris-versicolor
+4,5.2,3.5,1.4,0.2,Iris-setosa
+5,4.6,3.0,1.4,0.2,Iris-setosa
+6,7.6,3.0,4.4,1.3,Iris-versicolor
+7,5.5,3.6,4.1,1.3,Iris-versicolor
+8,6.1,3.5,5.6,2.4,Iris-virginica
+9,6.1,3.0,5.9,2.5,Iris-virginica
+10,6.1,3.0,4.9,1.4,Iris-versicolor
+11,6.6,2.7,4.2,1.2,Iris-versicolor
+12,5.0,3.5,1.3,0.6,Iris-setosa
+13,7.0,3.6,6.7,1.6,Iris-virginica
+14,7.4,3.4,6.7,2.3,Iris-virginica
+15,5.0,3.4,1.5,0.2,Iris-setosa
+16,6.7,2.8,4.8,1.3,Iris-versicolor
+17,5.6,3.6,4.2,1.2,Iris-versicolor
+18,5.8,2.7,4.9,1.2,Iris-versicolor
+19,6.5,2.6,5.6,1.8,Iris-virginica
+20,4.6,3.0,1.4,0.2,Iris-setosa
+21,6.0,2.8,4.4,1.3,Iris-versicolor
+22,6.7,2.3,5.6,2.4,Iris-virginica
+23,4.4,3.2,1.4,0.2,Iris-setosa
+24,4.8,2.7,1.9,0.2,Iris-setosa
+25,5.5,2.5,4.8,1.3,Iris-versicolor
+26,5.6,2.7,3.9,1.3,Iris-versicolor
+27,4.8,3.0,1.4,0.2,Iris-setosa
+28,6.8,2.8,5.1,2.3,Iris-virginica
+29,7.7,2.6,6.7,2.9,Iris-virginica
+30,5.0,3.4,1.6,0.2,Iris-setosa
+31,4.8,3.1,1.5,0.1,Iris-setosa
+32,4.8,3.4,1.6,0.2,Iris-setosa
+33,6.4,3.0,5.6,2.1,Iris-virginica
+34,5.1,3.5,1.6,0.2,Iris-setosa
+35,5.1,3.0,4.2,1.5,Iris-versicolor
+36,4.8,2.4,4.6,1.3,Iris-virginica
+37,4.4,3.2,1.3,0.2,Iris-setosa
+38,4.8,3.0,1.4,0.2,Iris-setosa
+39,5.9,3.9,4.4,1.3,Iris-versicolor
+40,6.1,3.1,4.9,1.5,Iris-versicolor
+41,5.0,3.5,1.6,0.2,Iris-setosa
+42,5.0,3.4,1.6,0.4,Iris-setosa
+43,4.6,3.0,1.3,0.2,Iris-setosa
+44,6.4,2.7,5.1,2.5,Iris-virginica
+45,6.6,2.9,4.6,1.5,Iris-versicolor
+46,5.8,2.4,3.9,1.3,Iris-versicolor
+47,7.2,2.8,4.7,2.3,Iris-virginica
+48,6.7,3.1,4.4,1.2,Iris-versicolor
+49,6.2,2.9,4.4,1.5,Iris-versicolor
+50,4.4,3.0,1.4,0.2,Iris-setosa
+51,5.4,3.5,1.3,0.2,Iris-setosa
+52,7.7,3.8,6.7,2.0,Iris-virginica
+53,6.3,2.3,4.3,1.3,Iris-versicolor
+54,6.1,3.5,4.4,1.4,Iris-versicolor
+55,6.0,3.2,4.6,1.5,Iris-versicolor
+56,6.3,2.3,4.0,1.3,Iris-versicolor
+57,7.2,2.6,6.1,1.5,Iris-virginica
+58,4.9,3.1,4.5,1.5,Iris-versicolor
+59,6.3,2.8,4.8,1.6,Iris-versicolor
+60,5.7,3.4,1.5,0.2,Iris-setosa
+61,5.7,3.6,4.9,1.2,Iris-versicolor
+62,5.8,4.7,1.2,0.2,Iris-setosa
+63,5.8,4.6,4.2,1.3,Iris-versicolor
+64,6.7,3.0,4.4,1.3,Iris-versicolor
+65,5.8,4.0,4.4,1.2,Iris-versicolor
+66,5.6,2.7,4.1,1.3,Iris-versicolor
+67,5.6,2.9,4.5,1.3,Iris-versicolor
+68,5.5,3.4,1.4,0.2,Iris-setosa
+69,5.1,3.8,1.6,0.2,Iris-setosa
+70,6.4,3.9,4.3,2.5,Iris-virginica
+71,5.6,3.1,4.5,1.3,Iris-versicolor
+72,6.8,3.4,4.6,1.5,Iris-versicolor
+73,4.6,2.9,1.3,0.2,Iris-setosa
+74,6.7,2.8,4.9,1.4,Iris-versicolor
+75,5.8,3.0,4.5,1.5,Iris-versicolor
+76,7.4,3.6,6.3,2.2,Iris-virginica
+77,4.2,3.1,1.5,0.2,Iris-setosa
+78,6.1,2.8,4.5,1.5,Iris-versicolor
+79,5.2,3.4,1.5,0.2,Iris-setosa
+80,5.4,3.3,1.2,0.2,Iris-setosa
+81,4.8,3.6,1.4,0.2,Iris-setosa
+82,4.8,3.0,1.4,0.6,Iris-setosa
+83,6.5,3.0,4.0,1.5,Iris-versicolor
+84,5.1,3.6,1.6,0.2,Iris-setosa
+85,6.2,2.6,4.8,1.5,Iris-versicolor
+86,6.4,3.2,5.9,2.4,Iris-virginica
+87,5.7,3.7,1.2,0.5,Iris-setosa
+88,6.3,3.3,5.9,2.3,Iris-virginica
+89,5.1,3.8,1.7,0.2,Iris-setosa
+90,4.7,3.2,1.4,0.2,Iris-setosa
+91,6.0,2.5,4.6,1.3,Iris-versicolor
+92,4.9,3.2,1.4,0.2,Iris-setosa
+93,4.8,3.1,1.6,0.2,Iris-setosa
+94,5.1,3.5,1.9,0.2,Iris-setosa
+95,5.8,3.6,4.7,1.4,Iris-versicolor
+96,7.9,3.8,6.7,2.3,Iris-virginica
+97,4.6,2.8,4.1,1.3,Iris-versicolor
+98,5.1,3.8,1.5,0.4,Iris-setosa
+99,4.8,3.0,1.4,0.2,Iris-setosa
+100,4.5,3.4,1.3,0.2,Iris-setosa
+101,6.3,2.8,4.6,1.5,Iris-versicolor
+102,5.8,3.7,1.2,0.4,Iris-setosa
+103,4.7,3.1,1.5,0.4,Iris-setosa
+104,6.0,3.4,4.5,1.6,Iris-versicolor
+105,6.6,2.8,4.9,1.5,Iris-versicolor
+106,6.1,3.0,5.4,1.4,Iris-virginica
+107,6.5,2.5,4.4,1.3,Iris-versicolor
+108,6.0,3.4,4.6,1.6,Iris-versicolor
+109,6.6,2.7,4.8,1.3,Iris-versicolor
+110,5.1,3.8,1.6,0.2,Iris-setosa
+111,6.7,2.8,4.8,1.3,Iris-versicolor
+112,6.8,3.2,5.8,2.0,Iris-virginica
+113,6.0,3.4,4.4,1.5,Iris-versicolor
+114,6.3,2.7,5.5,2.3,Iris-virginica
+115,5.6,2.9,4.6,1.3,Iris-versicolor
+116,5.8,3.0,4.6,1.4,Iris-versicolor
+117,6.7,2.8,4.6,1.4,Iris-versicolor
+118,5.6,3.0,4.5,1.3,Iris-versicolor
+119,5.0,3.7,4.5,1.2,Iris-versicolor
+120,5.7,2.9,4.5,1.2,Iris-versicolor
+121,5.0,3.9,1.3,0.2,Iris-setosa
+122,6.0,2.7,4.9,1.5,Iris-versicolor
+123,6.5,2.7,5.5,2.5,Iris-virginica
+124,6.1,3.8,4.2,1.4,Iris-versicolor
+125,5.8,3.4,1.6,0.2,Iris-setosa
+126,5.5,2.3,4.8,1.3,Iris-versicolor
+127,6.7,3.2,5.3,2.3,Iris-virginica
+128,4.9,3.1,1.5,0.2,Iris-setosa
+129,6.4,2.7,4.6,1.4,Iris-versicolor
+130,6.3,3.2,5.0,2.3,Iris-virginica
+131,4.5,3.2,1.3,0.2,Iris-setosa
+132,7.1,3.8,6.9,2.3,Iris-virginica
+133,5.0,3.3,1.5,0.2,Iris-setosa
+134,6.4,3.2,4.5,1.5,Iris-versicolor
+135,4.8,3.1,1.6,0.2,Iris-setosa
+136,4.8,3.6,4.6,1.2,Iris-versicolor
+137,5.6,2.6,4.2,1.3,Iris-versicolor
+138,6.0,3.4,4.4,1.4,Iris-versicolor
+139,7.7,2.8,6.1,2.3,Iris-virginica
+140,6.4,2.4,4.5,1.5,Iris-versicolor
+141,4.8,3.4,1.4,0.2,Iris-setosa
+142,5.6,3.0,4.5,1.5,Iris-versicolor
+143,6.1,3.0,4.9,1.8,Iris-virginica
+144,6.7,3.2,4.7,1.3,Iris-versicolor
+145,5.6,2.7,5.1,1.9,Iris-virginica
+146,6.1,3.0,4.9,1.5,Iris-versicolor
+147,6.7,2.8,5.8,2.3,Iris-virginica
+148,6.2,3.5,5.5,2.1,Iris-virginica
+149,4.6,3.4,1.6,0.2,Iris-setosa
diff --git a/iris/realtabformer/df/3/train.csv b/iris/realtabformer/df/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/3/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/4/synth.csv b/iris/realtabformer/df/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d8b48d1544e8237e9377785576988d6f7d92d0a8
--- /dev/null
+++ b/iris/realtabformer/df/4/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.5,3.2,5.4,2.3,Iris-virginica
+1,6.4,3.1,5.5,2.0,Iris-virginica
+2,6.4,3.2,4.3,1.3,Iris-versicolor
+3,6.2,2.7,5.3,1.9,Iris-virginica
+4,5.6,3.0,4.5,1.5,Iris-versicolor
+5,5.2,3.2,1.5,0.2,Iris-setosa
+6,4.8,3.1,1.4,0.2,Iris-setosa
+7,5.0,2.5,4.5,1.4,Iris-versicolor
+8,5.0,2.5,4.2,1.0,Iris-versicolor
+9,4.6,3.4,1.4,0.2,Iris-setosa
+10,5.8,3.4,5.9,0.2,Iris-virginica
+11,6.7,3.4,4.7,1.5,Iris-versicolor
+12,5.8,2.7,4.1,1.3,Iris-virginica
+13,4.8,3.0,1.4,0.2,Iris-setosa
+14,6.1,3.0,4.0,1.5,Iris-versicolor
+15,6.1,3.0,4.9,1.3,Iris-versicolor
+16,5.0,2.8,4.5,1.6,Iris-versicolor
+17,6.4,2.8,4.0,1.5,Iris-versicolor
+18,6.1,2.8,4.5,1.5,Iris-versicolor
+19,5.8,3.4,1.6,0.2,Iris-setosa
+20,6.1,3.0,4.9,1.5,Iris-versicolor
+21,6.5,3.0,5.5,2.3,Iris-virginica
+22,6.6,2.5,4.6,1.4,Iris-versicolor
+23,5.5,4.2,1.4,0.2,Iris-setosa
+24,7.7,3.0,6.6,2.3,Iris-virginica
+25,6.4,3.2,4.3,1.4,Iris-virginica
+26,6.4,3.0,4.5,1.5,Iris-versicolor
+27,5.1,3.7,1.5,0.3,Iris-setosa
+28,6.7,3.0,4.7,1.5,Iris-versicolor
+29,5.6,2.6,4.4,1.2,Iris-versicolor
+30,6.1,3.1,4.7,1.3,Iris-versicolor
+31,5.1,3.5,1.7,0.2,Iris-setosa
+32,6.1,2.8,4.7,1.4,Iris-versicolor
+33,5.7,3.0,4.8,1.3,Iris-versicolor
+34,4.8,3.0,1.4,0.2,Iris-setosa
+35,6.5,2.5,5.9,2.3,Iris-virginica
+36,5.3,3.2,4.9,1.6,Iris-versicolor
+37,7.7,3.0,6.8,2.1,Iris-virginica
+38,6.1,2.8,4.4,1.3,Iris-versicolor
+39,6.7,2.8,4.7,1.3,Iris-versicolor
+40,6.2,2.7,4.9,1.5,Iris-versicolor
+41,6.4,3.3,4.3,1.5,Iris-versicolor
+42,5.4,2.7,3.5,1.1,Iris-versicolor
+43,5.8,3.4,1.0,0.2,Iris-setosa
+44,7.1,3.0,6.4,2.2,Iris-virginica
+45,4.9,3.1,1.5,0.1,Iris-setosa
+46,5.5,3.3,4.5,1.5,Iris-versicolor
+47,4.8,3.1,1.5,0.2,Iris-setosa
+48,5.1,3.0,4.5,1.5,Iris-versicolor
+49,6.3,3.4,4.5,1.5,Iris-versicolor
+50,4.8,3.2,1.4,0.2,Iris-setosa
+51,6.4,3.2,4.7,1.5,Iris-versicolor
+52,4.8,3.4,1.6,0.2,Iris-setosa
+53,6.9,3.1,5.3,2.5,Iris-virginica
+54,4.5,2.6,4.0,1.3,Iris-versicolor
+55,6.1,3.0,4.5,1.5,Iris-versicolor
+56,5.4,2.6,4.2,1.5,Iris-versicolor
+57,5.1,3.5,1.7,0.4,Iris-setosa
+58,5.5,3.5,1.5,0.2,Iris-setosa
+59,4.9,3.6,1.4,0.2,Iris-setosa
+60,6.2,3.0,4.6,1.8,Iris-versicolor
+61,6.7,2.8,4.7,1.3,Iris-versicolor
+62,6.1,3.2,4.0,1.5,Iris-versicolor
+63,6.1,3.8,4.9,1.5,Iris-versicolor
+64,6.7,2.8,4.7,1.5,Iris-versicolor
+65,6.3,3.4,5.4,2.1,Iris-virginica
+66,4.8,3.1,1.4,0.2,Iris-setosa
+67,6.2,3.2,4.3,1.3,Iris-versicolor
+68,5.1,2.8,4.6,1.3,Iris-versicolor
+69,4.7,3.1,1.5,0.2,Iris-setosa
+70,4.6,3.0,1.4,0.2,Iris-setosa
+71,5.7,3.4,1.6,0.2,Iris-setosa
+72,7.0,3.6,6.9,1.8,Iris-virginica
+73,6.2,3.2,5.5,1.6,Iris-virginica
+74,7.2,3.0,4.6,1.6,Iris-virginica
+75,6.4,2.8,4.3,1.3,Iris-versicolor
+76,7.4,3.8,6.4,2.2,Iris-virginica
+77,6.9,3.1,5.5,2.1,Iris-virginica
+78,6.4,3.2,4.5,1.5,Iris-versicolor
+79,4.4,3.6,1.3,0.2,Iris-setosa
+80,4.8,3.6,1.3,0.2,Iris-setosa
+81,5.4,2.7,4.5,1.5,Iris-versicolor
+82,5.1,4.8,4.7,1.5,Iris-versicolor
+83,5.0,3.4,1.6,0.2,Iris-setosa
+84,6.3,2.8,4.5,1.5,Iris-versicolor
+85,6.1,3.0,4.5,1.5,Iris-versicolor
+86,5.1,3.4,1.5,0.1,Iris-setosa
+87,7.2,3.8,6.7,2.5,Iris-virginica
+88,5.7,3.5,4.5,1.5,Iris-versicolor
+89,6.3,2.7,4.3,1.5,Iris-versicolor
+90,5.1,3.8,1.6,0.2,Iris-setosa
+91,5.6,3.4,1.4,0.2,Iris-setosa
+92,6.1,2.9,4.6,1.4,Iris-versicolor
+93,5.1,3.6,1.6,0.4,Iris-setosa
+94,4.8,3.4,1.4,0.2,Iris-setosa
+95,5.5,4.2,1.6,0.2,Iris-setosa
+96,5.7,3.0,4.8,1.3,Iris-versicolor
+97,6.4,3.2,4.4,1.4,Iris-versicolor
+98,6.2,2.9,4.7,1.3,Iris-versicolor
+99,6.0,3.0,4.5,1.5,Iris-versicolor
+100,5.4,3.2,1.4,0.2,Iris-setosa
+101,6.5,3.0,5.4,2.3,Iris-virginica
+102,5.1,3.5,1.9,0.2,Iris-setosa
+103,5.0,2.5,3.6,1.2,Iris-versicolor
+104,4.6,3.4,1.4,0.2,Iris-setosa
+105,7.2,3.0,6.1,2.3,Iris-virginica
+106,5.1,3.5,1.5,0.2,Iris-setosa
+107,5.6,3.0,4.5,1.5,Iris-versicolor
+108,7.7,2.8,6.4,2.0,Iris-virginica
+109,6.1,2.8,4.9,1.5,Iris-versicolor
+110,5.2,2.9,3.4,1.1,Iris-versicolor
+111,4.8,3.0,1.3,0.2,Iris-setosa
+112,7.1,3.6,6.6,2.4,Iris-virginica
+113,5.1,3.0,1.6,0.4,Iris-setosa
+114,4.8,3.0,1.4,0.2,Iris-setosa
+115,6.1,3.8,4.7,1.5,Iris-versicolor
+116,5.4,3.8,1.4,0.4,Iris-setosa
+117,4.8,3.4,1.4,0.2,Iris-setosa
+118,6.6,2.9,4.5,1.3,Iris-versicolor
+119,5.8,4.5,1.2,0.2,Iris-setosa
+120,4.6,3.0,4.4,1.4,Iris-versicolor
+121,7.7,2.8,6.7,2.3,Iris-virginica
+122,6.3,2.9,4.6,1.9,Iris-versicolor
+123,5.7,2.7,4.9,1.5,Iris-versicolor
+124,7.7,2.8,6.6,2.3,Iris-virginica
+125,6.4,2.8,5.8,2.3,Iris-virginica
+126,5.0,3.5,1.4,0.2,Iris-setosa
+127,6.9,3.1,5.1,2.5,Iris-virginica
+128,6.9,3.0,4.9,1.5,Iris-versicolor
+129,7.9,2.8,6.1,2.0,Iris-virginica
+130,5.6,2.7,4.9,1.8,Iris-versicolor
+131,5.0,3.3,1.4,0.2,Iris-setosa
+132,4.9,3.1,1.4,0.2,Iris-setosa
+133,5.4,2.7,4.1,1.3,Iris-versicolor
+134,5.6,3.5,3.7,1.3,Iris-versicolor
+135,4.8,3.0,1.4,0.2,Iris-setosa
+136,5.0,3.6,1.5,0.6,Iris-setosa
+137,7.4,3.2,6.7,2.2,Iris-virginica
+138,6.2,2.8,4.0,1.3,Iris-virginica
+139,6.6,2.9,4.6,1.3,Iris-versicolor
+140,7.2,3.2,6.5,2.2,Iris-virginica
+141,5.1,2.5,3.9,1.8,Iris-versicolor
+142,5.7,3.1,1.5,0.2,Iris-setosa
+143,6.4,3.0,4.5,1.5,Iris-versicolor
+144,5.9,3.0,4.5,1.5,Iris-versicolor
+145,4.9,3.5,1.5,0.1,Iris-setosa
+146,4.9,3.4,1.4,0.2,Iris-setosa
+147,5.4,3.0,1.5,0.4,Iris-setosa
+148,7.4,2.6,6.3,2.0,Iris-virginica
+149,7.2,3.0,6.1,2.3,Iris-virginica
diff --git a/iris/realtabformer/df/4/train.csv b/iris/realtabformer/df/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/4/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/5/synth.csv b/iris/realtabformer/df/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1ae07c98c2a8dfec0bfaf75967297c953b2cfad4
--- /dev/null
+++ b/iris/realtabformer/df/5/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.6,3.0,1.4,0.2,Iris-setosa
+1,6.3,2.5,4.9,1.5,Iris-versicolor
+2,5.0,3.5,1.5,0.2,Iris-setosa
+3,5.6,2.8,4.9,1.3,Iris-versicolor
+4,4.6,3.1,1.5,0.1,Iris-setosa
+5,6.0,3.4,4.5,1.5,Iris-versicolor
+6,5.1,3.5,1.5,0.2,Iris-setosa
+7,4.4,3.0,1.4,0.2,Iris-setosa
+8,6.6,3.0,4.4,1.3,Iris-versicolor
+9,6.1,3.8,5.3,2.4,Iris-virginica
+10,6.3,3.1,4.4,1.4,Iris-versicolor
+11,5.5,2.5,3.8,1.1,Iris-versicolor
+12,6.4,2.9,4.3,1.3,Iris-versicolor
+13,6.2,3.1,4.5,1.5,Iris-versicolor
+14,7.7,3.8,6.7,2.4,Iris-virginica
+15,4.2,3.1,1.6,0.2,Iris-setosa
+16,5.1,3.0,4.4,1.3,Iris-versicolor
+17,4.8,2.4,4.4,1.0,Iris-versicolor
+18,6.4,2.8,4.8,1.2,Iris-versicolor
+19,4.8,3.2,1.4,0.2,Iris-setosa
+20,5.1,2.4,3.6,1.4,Iris-versicolor
+21,6.4,2.8,4.6,1.3,Iris-versicolor
+22,5.7,4.5,1.5,0.3,Iris-setosa
+23,5.4,3.5,1.5,0.3,Iris-setosa
+24,6.2,3.0,4.5,1.5,Iris-versicolor
+25,5.8,2.7,5.1,1.8,Iris-virginica
+26,7.2,3.3,6.7,2.5,Iris-virginica
+27,6.7,2.8,4.5,1.3,Iris-versicolor
+28,4.6,3.3,1.4,0.1,Iris-setosa
+29,6.4,2.8,4.5,1.5,Iris-versicolor
+30,6.7,3.1,4.5,1.3,Iris-versicolor
+31,6.0,2.3,4.7,1.5,Iris-versicolor
+32,4.7,3.1,1.4,0.2,Iris-setosa
+33,5.0,2.8,4.6,1.6,Iris-versicolor
+34,6.4,2.7,5.3,1.9,Iris-virginica
+35,6.4,3.0,5.5,2.5,Iris-virginica
+36,6.7,2.8,4.7,1.3,Iris-versicolor
+37,6.1,3.2,4.7,1.4,Iris-versicolor
+38,6.1,3.3,4.6,1.5,Iris-versicolor
+39,4.6,2.9,4.3,1.3,Iris-versicolor
+40,4.6,3.6,1.4,0.2,Iris-setosa
+41,5.7,3.0,4.2,1.3,Iris-versicolor
+42,4.9,3.0,1.4,0.2,Iris-setosa
+43,6.4,2.5,5.3,2.1,Iris-virginica
+44,4.9,3.1,1.5,0.2,Iris-setosa
+45,5.6,4.5,3.6,1.2,Iris-versicolor
+46,5.8,3.0,4.1,1.5,Iris-versicolor
+47,4.4,3.2,1.3,0.2,Iris-setosa
+48,5.8,3.0,4.2,1.4,Iris-versicolor
+49,5.8,2.7,4.9,1.4,Iris-versicolor
+50,5.4,3.0,4.5,1.4,Iris-versicolor
+51,6.3,2.5,4.9,1.5,Iris-versicolor
+52,6.9,3.1,4.4,1.3,Iris-versicolor
+53,5.0,3.6,4.5,1.5,Iris-versicolor
+54,5.0,3.2,1.4,0.2,Iris-setosa
+55,4.8,3.0,1.4,0.2,Iris-setosa
+56,6.5,2.8,5.8,2.4,Iris-virginica
+57,6.5,3.0,5.2,2.1,Iris-virginica
+58,5.8,3.4,4.5,1.5,Iris-versicolor
+59,6.7,3.1,4.5,1.4,Iris-versicolor
+60,6.1,3.3,4.5,1.5,Iris-versicolor
+61,6.7,2.5,5.2,2.1,Iris-virginica
+62,7.7,3.0,6.1,2.3,Iris-virginica
+63,6.8,2.7,5.5,2.3,Iris-virginica
+64,6.0,3.4,4.5,1.6,Iris-versicolor
+65,6.4,2.7,4.3,1.3,Iris-versicolor
+66,5.4,3.9,1.4,0.2,Iris-setosa
+67,5.5,2.5,4.6,1.2,Iris-versicolor
+68,4.9,3.2,1.4,0.2,Iris-setosa
+69,6.0,3.2,4.0,1.4,Iris-versicolor
+70,5.1,3.5,1.4,0.4,Iris-setosa
+71,5.1,3.5,1.7,0.4,Iris-setosa
+72,6.1,3.8,4.9,1.5,Iris-versicolor
+73,6.4,3.2,5.4,2.2,Iris-virginica
+74,7.9,3.0,6.0,2.0,Iris-virginica
+75,5.5,2.5,4.5,1.5,Iris-versicolor
+76,5.3,3.4,1.9,0.2,Iris-setosa
+77,6.7,2.6,5.7,1.4,Iris-virginica
+78,4.6,3.0,1.6,0.2,Iris-setosa
+79,6.2,3.6,4.7,2.5,Iris-versicolor
+80,5.8,2.7,5.1,1.9,Iris-virginica
+81,5.6,2.5,4.5,1.3,Iris-versicolor
+82,6.3,3.0,5.5,2.5,Iris-virginica
+83,4.8,3.1,1.6,0.2,Iris-setosa
+84,4.9,3.0,1.2,0.2,Iris-setosa
+85,5.6,3.3,4.8,1.3,Iris-versicolor
+86,6.9,2.8,4.4,1.3,Iris-versicolor
+87,6.4,3.1,5.5,2.5,Iris-virginica
+88,5.2,3.4,1.5,0.2,Iris-setosa
+89,7.3,2.8,6.9,2.0,Iris-virginica
+90,6.4,3.4,4.5,1.5,Iris-versicolor
+91,7.4,3.0,6.6,2.1,Iris-virginica
+92,6.0,3.2,4.6,1.6,Iris-versicolor
+93,5.2,3.4,1.5,0.2,Iris-setosa
+94,4.8,3.0,1.4,0.2,Iris-setosa
+95,6.3,2.3,4.7,1.5,Iris-versicolor
+96,4.7,3.3,1.4,0.2,Iris-setosa
+97,6.1,3.8,4.9,1.4,Iris-versicolor
+98,6.3,3.1,4.5,1.5,Iris-versicolor
+99,4.6,3.4,1.4,0.2,Iris-setosa
+100,6.4,2.9,5.5,1.5,Iris-virginica
+101,4.8,3.2,1.4,0.2,Iris-setosa
+102,5.7,2.5,4.5,1.3,Iris-versicolor
+103,4.4,3.4,1.5,0.1,Iris-setosa
+104,6.7,2.7,5.9,2.3,Iris-virginica
+105,4.6,3.2,1.4,0.2,Iris-setosa
+106,6.1,3.0,4.2,1.4,Iris-versicolor
+107,4.3,2.9,4.4,1.3,Iris-virginica
+108,5.8,3.0,4.9,1.5,Iris-versicolor
+109,5.3,3.5,6.5,0.2,Iris-setosa
+110,6.4,2.2,4.0,1.3,Iris-versicolor
+111,6.7,2.8,5.5,2.8,Iris-virginica
+112,4.4,3.4,1.3,0.2,Iris-setosa
+113,4.8,3.4,1.4,0.2,Iris-setosa
+114,5.4,3.0,4.5,1.3,Iris-virginica
+115,5.6,2.6,4.5,1.3,Iris-versicolor
+116,6.7,3.0,4.2,1.4,Iris-versicolor
+117,6.1,2.8,4.0,1.3,Iris-versicolor
+118,4.6,3.1,1.6,0.2,Iris-setosa
+119,4.4,3.4,1.4,0.2,Iris-setosa
+120,5.1,2.8,4.9,1.3,Iris-versicolor
+121,4.3,3.4,1.4,0.2,Iris-setosa
+122,5.8,4.6,1.5,0.2,Iris-setosa
+123,5.8,3.4,1.5,0.2,Iris-setosa
+124,6.8,3.4,5.5,2.5,Iris-virginica
+125,6.7,3.8,4.7,1.4,Iris-versicolor
+126,6.5,2.8,4.8,1.3,Iris-versicolor
+127,6.7,2.7,4.6,1.3,Iris-versicolor
+128,5.1,3.5,1.5,0.1,Iris-setosa
+129,7.7,2.8,4.6,1.3,Iris-versicolor
+130,7.7,3.0,5.8,2.2,Iris-virginica
+131,5.1,3.8,1.5,0.2,Iris-setosa
+132,4.4,3.1,1.4,0.2,Iris-setosa
+133,6.1,2.8,4.6,1.4,Iris-versicolor
+134,6.1,3.2,4.9,1.5,Iris-versicolor
+135,6.4,3.2,5.3,2.1,Iris-virginica
+136,5.8,2.7,5.1,1.9,Iris-versicolor
+137,4.5,3.0,1.4,0.2,Iris-setosa
+138,6.6,3.0,4.9,1.3,Iris-versicolor
+139,5.1,3.0,1.5,0.2,Iris-setosa
+140,5.0,3.4,1.5,0.2,Iris-setosa
+141,5.1,3.5,1.4,0.2,Iris-setosa
+142,6.4,3.0,5.6,2.2,Iris-virginica
+143,4.6,3.0,1.4,0.2,Iris-setosa
+144,7.2,3.0,5.7,1.6,Iris-virginica
+145,6.6,3.0,4.8,1.8,Iris-virginica
+146,4.3,3.0,1.4,0.2,Iris-setosa
+147,6.3,2.5,5.9,2.5,Iris-virginica
+148,6.4,2.8,4.5,1.3,Iris-versicolor
+149,4.3,3.4,1.3,0.2,Iris-setosa
diff --git a/iris/realtabformer/df/5/train.csv b/iris/realtabformer/df/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/5/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/6/synth.csv b/iris/realtabformer/df/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..336c723ed4c0cdd42d0f55e5e0d3a99b0a6566ee
--- /dev/null
+++ b/iris/realtabformer/df/6/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.2,2.7,5.0,1.9,Iris-virginica
+1,4.8,3.1,1.6,0.2,Iris-setosa
+2,5.1,3.7,1.4,0.4,Iris-setosa
+3,4.6,3.4,1.4,0.2,Iris-setosa
+4,4.6,3.0,1.5,0.2,Iris-setosa
+5,4.6,3.1,1.4,0.2,Iris-setosa
+6,5.7,3.5,1.0,0.2,Iris-setosa
+7,4.6,3.4,1.5,0.2,Iris-setosa
+8,5.7,4.8,1.5,0.2,Iris-setosa
+9,6.1,3.0,4.9,1.5,Iris-versicolor
+10,6.7,2.8,4.5,1.5,Iris-versicolor
+11,6.3,2.8,4.5,1.5,Iris-versicolor
+12,6.3,3.4,4.5,1.5,Iris-versicolor
+13,5.0,3.7,1.5,0.2,Iris-setosa
+14,7.7,3.6,6.9,2.5,Iris-virginica
+15,6.0,3.3,1.6,0.4,Iris-setosa
+16,4.6,3.1,1.6,0.2,Iris-setosa
+17,6.7,3.1,5.6,2.6,Iris-virginica
+18,6.1,3.0,4.9,1.4,Iris-versicolor
+19,7.0,3.6,6.0,1.5,Iris-virginica
+20,5.8,2.7,3.5,1.0,Iris-versicolor
+21,7.7,3.8,6.7,2.3,Iris-virginica
+22,5.2,3.6,1.5,0.2,Iris-setosa
+23,4.8,3.0,1.4,0.2,Iris-setosa
+24,6.1,3.3,5.7,2.3,Iris-virginica
+25,7.7,2.8,4.7,1.3,Iris-versicolor
+26,5.5,2.6,3.4,1.9,Iris-versicolor
+27,5.1,3.8,1.6,0.4,Iris-setosa
+28,6.1,3.3,4.3,1.5,Iris-versicolor
+29,4.8,3.0,1.2,0.2,Iris-setosa
+30,6.1,3.0,4.5,1.5,Iris-versicolor
+31,6.1,2.2,4.4,1.3,Iris-versicolor
+32,6.1,3.0,4.5,1.5,Iris-versicolor
+33,6.4,3.2,5.3,2.1,Iris-virginica
+34,7.7,2.8,4.1,1.3,Iris-versicolor
+35,6.3,3.1,4.9,1.5,Iris-versicolor
+36,6.1,3.8,4.9,1.8,Iris-virginica
+37,5.7,2.5,4.2,1.3,Iris-versicolor
+38,5.8,2.7,5.1,1.9,Iris-virginica
+39,5.4,3.0,1.5,0.4,Iris-setosa
+40,6.8,2.8,5.9,2.4,Iris-virginica
+41,7.2,3.8,6.6,2.4,Iris-virginica
+42,6.1,3.5,4.4,1.4,Iris-versicolor
+43,5.0,3.3,1.6,0.2,Iris-setosa
+44,5.0,3.3,1.3,0.4,Iris-setosa
+45,5.0,3.5,1.3,0.5,Iris-setosa
+46,4.8,3.1,1.4,0.2,Iris-setosa
+47,5.2,3.7,1.5,0.6,Iris-setosa
+48,5.5,4.4,1.5,0.2,Iris-setosa
+49,4.8,3.0,4.4,1.2,Iris-versicolor
+50,5.8,2.7,3.9,1.2,Iris-versicolor
+51,5.0,3.5,1.4,0.2,Iris-setosa
+52,4.6,3.4,1.4,0.2,Iris-setosa
+53,5.6,3.3,4.4,1.3,Iris-versicolor
+54,4.3,3.2,1.4,0.2,Iris-setosa
+55,5.1,2.5,3.0,1.0,Iris-versicolor
+56,6.6,3.9,4.6,1.3,Iris-versicolor
+57,4.6,2.3,4.3,1.3,Iris-virginica
+58,4.4,3.4,1.4,0.2,Iris-setosa
+59,5.7,2.8,4.5,1.3,Iris-versicolor
+60,6.4,3.2,4.3,1.4,Iris-versicolor
+61,7.7,3.8,6.1,2.3,Iris-virginica
+62,6.6,3.1,4.5,1.5,Iris-versicolor
+63,5.1,3.5,1.0,0.2,Iris-setosa
+64,5.5,2.5,4.5,1.3,Iris-versicolor
+65,5.9,3.3,1.2,0.2,Iris-setosa
+66,7.7,3.0,6.7,2.3,Iris-virginica
+67,4.6,3.4,1.4,0.2,Iris-setosa
+68,6.3,2.5,4.9,1.5,Iris-versicolor
+69,4.8,3.4,1.4,0.2,Iris-setosa
+70,5.1,3.5,1.9,0.4,Iris-setosa
+71,5.8,3.0,1.5,0.2,Iris-setosa
+72,6.8,3.0,5.6,2.2,Iris-virginica
+73,4.8,3.4,1.4,0.2,Iris-setosa
+74,5.0,3.4,1.7,0.2,Iris-setosa
+75,7.7,2.8,6.7,2.2,Iris-virginica
+76,6.7,3.5,4.9,2.4,Iris-versicolor
+77,7.3,3.6,5.1,1.9,Iris-virginica
+78,6.4,2.6,5.5,1.5,Iris-virginica
+79,6.1,3.0,4.9,1.5,Iris-versicolor
+80,7.7,3.0,6.4,2.2,Iris-virginica
+81,7.7,2.8,6.7,2.3,Iris-virginica
+82,4.4,3.6,1.3,0.2,Iris-setosa
+83,4.6,3.4,4.4,1.2,Iris-setosa
+84,6.1,3.0,4.9,1.5,Iris-versicolor
+85,6.4,3.1,4.5,1.5,Iris-versicolor
+86,5.0,4.5,1.3,0.2,Iris-setosa
+87,5.0,3.3,1.7,0.2,Iris-setosa
+88,5.7,2.8,4.9,1.3,Iris-versicolor
+89,5.8,3.8,4.1,1.3,Iris-versicolor
+90,6.5,2.5,5.0,2.3,Iris-virginica
+91,4.5,3.6,1.4,0.2,Iris-setosa
+92,5.8,3.2,5.9,2.0,Iris-virginica
+93,7.7,2.9,6.7,2.3,Iris-virginica
+94,5.2,2.7,4.1,1.9,Iris-versicolor
+95,6.4,3.4,5.3,2.4,Iris-virginica
+96,6.1,2.8,4.0,1.5,Iris-versicolor
+97,5.8,4.7,4.1,1.5,Iris-versicolor
+98,6.9,3.1,4.5,1.5,Iris-versicolor
+99,6.3,3.0,4.5,1.3,Iris-versicolor
+100,5.1,2.8,3.4,1.1,Iris-versicolor
+101,5.5,2.9,4.8,1.3,Iris-versicolor
+102,4.8,3.1,1.5,0.1,Iris-setosa
+103,5.1,3.5,1.4,0.2,Iris-setosa
+104,5.0,3.6,1.2,0.6,Iris-setosa
+105,6.1,3.5,4.9,1.5,Iris-versicolor
+106,6.5,3.1,4.5,1.5,Iris-versicolor
+107,6.7,3.0,4.5,1.5,Iris-versicolor
+108,5.0,3.4,1.6,0.2,Iris-setosa
+109,4.8,3.4,1.4,0.2,Iris-setosa
+110,6.0,3.3,4.6,1.6,Iris-versicolor
+111,7.3,2.8,6.1,2.3,Iris-virginica
+112,6.4,3.2,4.5,1.5,Iris-versicolor
+113,4.8,3.1,1.6,0.1,Iris-setosa
+114,5.7,2.5,4.7,1.3,Iris-versicolor
+115,4.6,3.1,1.5,0.2,Iris-setosa
+116,5.5,2.8,4.6,1.4,Iris-versicolor
+117,6.9,3.1,5.9,2.3,Iris-virginica
+118,6.4,3.1,5.5,2.4,Iris-virginica
+119,6.5,2.8,4.8,1.5,Iris-versicolor
+120,7.7,3.0,6.9,2.2,Iris-virginica
+121,5.1,3.6,1.5,0.4,Iris-setosa
+122,4.6,3.6,1.4,0.2,Iris-setosa
+123,4.8,3.1,1.4,0.2,Iris-setosa
+124,6.2,2.8,4.3,1.3,Iris-versicolor
+125,5.7,2.8,4.4,1.3,Iris-versicolor
+126,4.7,2.7,1.4,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.5,Iris-versicolor
+128,5.5,2.9,4.5,1.5,Iris-versicolor
+129,6.7,2.8,4.8,1.3,Iris-versicolor
+130,7.2,3.0,4.8,1.8,Iris-virginica
+131,4.8,3.4,1.6,0.2,Iris-setosa
+132,4.6,2.8,4.4,1.3,Iris-versicolor
+133,5.2,3.5,1.5,0.2,Iris-setosa
+134,4.6,3.1,1.5,0.1,Iris-setosa
+135,6.7,3.1,5.5,2.5,Iris-virginica
+136,6.3,2.6,5.0,2.3,Iris-virginica
+137,5.1,2.8,4.0,1.3,Iris-versicolor
+138,6.3,3.0,5.5,2.5,Iris-virginica
+139,5.5,2.6,4.5,1.0,Iris-versicolor
+140,5.0,3.5,4.5,1.0,Iris-versicolor
+141,6.3,2.8,4.6,1.8,Iris-virginica
+142,5.8,4.4,1.5,0.2,Iris-setosa
+143,5.6,3.5,4.0,1.3,Iris-versicolor
+144,4.8,3.0,1.4,0.2,Iris-setosa
+145,5.9,3.0,4.5,1.5,Iris-versicolor
+146,6.2,3.2,4.5,1.5,Iris-versicolor
+147,5.8,3.8,4.1,1.3,Iris-versicolor
+148,6.3,2.3,4.0,1.5,Iris-versicolor
+149,5.7,2.7,3.5,1.1,Iris-versicolor
diff --git a/iris/realtabformer/df/6/train.csv b/iris/realtabformer/df/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/6/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/7/synth.csv b/iris/realtabformer/df/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..023fb4c0a9a8edbae90d4c8ed77451177250f14a
--- /dev/null
+++ b/iris/realtabformer/df/7/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.6,2.5,4.6,1.0,Iris-virginica
+1,7.7,3.8,4.7,1.3,Iris-versicolor
+2,5.2,3.5,4.5,1.5,Iris-versicolor
+3,6.1,3.0,4.4,1.3,Iris-versicolor
+4,5.1,3.8,1.5,0.4,Iris-setosa
+5,4.9,3.1,1.5,0.1,Iris-setosa
+6,5.1,3.8,1.4,0.2,Iris-setosa
+7,5.1,3.5,1.4,0.4,Iris-setosa
+8,5.1,3.4,1.5,0.4,Iris-setosa
+9,7.6,3.0,6.6,2.2,Iris-virginica
+10,6.4,3.4,5.7,2.5,Iris-virginica
+11,5.1,3.5,1.6,0.4,Iris-setosa
+12,5.2,3.5,1.5,0.4,Iris-setosa
+13,6.1,3.4,4.7,1.3,Iris-versicolor
+14,5.1,2.8,4.1,1.2,Iris-versicolor
+15,5.4,3.4,1.5,0.2,Iris-setosa
+16,5.0,3.2,1.4,0.2,Iris-setosa
+17,5.7,4.0,1.2,0.2,Iris-setosa
+18,4.3,3.2,1.6,0.2,Iris-setosa
+19,4.6,3.4,1.4,0.2,Iris-setosa
+20,5.8,2.7,4.1,1.3,Iris-versicolor
+21,6.7,3.1,4.6,1.4,Iris-versicolor
+22,5.8,2.6,4.9,1.2,Iris-versicolor
+23,6.4,3.1,4.5,1.5,Iris-versicolor
+24,5.0,3.3,1.0,0.2,Iris-setosa
+25,4.9,3.1,1.4,0.2,Iris-setosa
+26,5.4,3.4,1.4,0.2,Iris-setosa
+27,6.7,2.5,4.6,1.3,Iris-versicolor
+28,6.1,2.5,4.7,1.4,Iris-versicolor
+29,5.0,3.4,1.6,0.5,Iris-setosa
+30,6.5,2.0,4.6,1.5,Iris-versicolor
+31,6.4,2.9,4.7,1.5,Iris-versicolor
+32,7.9,3.0,6.5,1.5,Iris-virginica
+33,5.1,3.4,1.5,0.2,Iris-setosa
+34,6.4,3.2,5.5,2.5,Iris-virginica
+35,4.9,3.2,1.4,0.2,Iris-setosa
+36,6.4,3.2,5.3,2.4,Iris-virginica
+37,4.4,3.1,1.5,0.1,Iris-setosa
+38,7.3,3.4,6.0,2.3,Iris-virginica
+39,4.7,3.1,1.6,0.2,Iris-setosa
+40,5.0,2.5,4.5,1.2,Iris-versicolor
+41,5.8,3.4,1.5,0.4,Iris-setosa
+42,7.4,3.0,4.6,1.5,Iris-versicolor
+43,4.9,3.1,1.4,0.2,Iris-setosa
+44,6.7,3.0,4.6,1.6,Iris-versicolor
+45,6.1,3.2,4.0,1.4,Iris-versicolor
+46,7.0,3.6,6.6,1.6,Iris-virginica
+47,6.0,3.6,6.5,2.5,Iris-virginica
+48,5.1,3.8,1.6,0.2,Iris-setosa
+49,6.3,2.9,4.6,1.5,Iris-versicolor
+50,5.8,4.8,1.2,0.2,Iris-setosa
+51,6.4,3.0,4.5,1.5,Iris-versicolor
+52,6.5,2.8,4.8,1.8,Iris-versicolor
+53,5.8,3.4,1.4,0.2,Iris-setosa
+54,4.8,3.4,1.6,0.2,Iris-setosa
+55,5.7,3.0,4.2,1.2,Iris-versicolor
+56,6.3,2.9,4.6,1.5,Iris-versicolor
+57,4.8,3.4,1.4,0.2,Iris-setosa
+58,4.8,3.0,1.4,0.2,Iris-setosa
+59,6.3,2.7,4.9,1.5,Iris-versicolor
+60,4.6,2.8,4.0,1.3,Iris-virginica
+61,4.8,3.2,1.6,0.2,Iris-setosa
+62,5.6,2.8,4.9,1.3,Iris-versicolor
+63,5.7,3.0,1.5,0.2,Iris-setosa
+64,5.8,4.7,1.3,0.6,Iris-setosa
+65,6.6,2.7,4.2,1.3,Iris-versicolor
+66,4.8,3.0,1.4,0.2,Iris-setosa
+67,4.7,3.1,1.5,0.1,Iris-setosa
+68,4.9,3.4,1.4,0.2,Iris-setosa
+69,6.4,3.1,4.5,1.5,Iris-versicolor
+70,5.4,3.0,1.5,0.2,Iris-setosa
+71,5.4,3.9,1.5,0.2,Iris-setosa
+72,6.8,3.0,4.6,1.5,Iris-versicolor
+73,6.5,2.5,4.9,1.5,Iris-versicolor
+74,5.2,3.8,1.3,0.2,Iris-setosa
+75,5.0,4.5,1.6,0.2,Iris-setosa
+76,5.0,3.5,1.5,0.4,Iris-setosa
+77,6.6,3.0,4.4,1.5,Iris-versicolor
+78,4.7,3.8,1.6,0.2,Iris-setosa
+79,6.7,2.8,4.7,1.6,Iris-versicolor
+80,5.3,2.9,3.9,1.5,Iris-versicolor
+81,6.7,2.9,4.6,1.5,Iris-versicolor
+82,4.9,3.0,1.4,0.1,Iris-setosa
+83,5.7,2.8,4.6,1.2,Iris-versicolor
+84,7.1,3.0,5.9,1.8,Iris-virginica
+85,6.9,2.7,4.3,1.5,Iris-versicolor
+86,5.5,3.4,1.0,0.2,Iris-setosa
+87,4.8,3.4,1.4,0.2,Iris-setosa
+88,5.1,3.6,1.4,0.2,Iris-setosa
+89,4.3,2.9,4.3,1.3,Iris-versicolor
+90,5.6,3.5,4.2,1.3,Iris-versicolor
+91,5.7,3.6,1.4,0.2,Iris-setosa
+92,6.7,3.1,5.5,2.3,Iris-virginica
+93,6.3,2.5,5.1,1.9,Iris-virginica
+94,4.9,3.0,4.4,1.3,Iris-virginica
+95,6.9,2.8,4.9,1.3,Iris-versicolor
+96,6.3,2.9,4.6,1.5,Iris-versicolor
+97,6.6,2.9,4.3,1.3,Iris-versicolor
+98,5.4,3.5,1.7,0.6,Iris-setosa
+99,5.4,3.4,1.4,0.4,Iris-setosa
+100,4.7,3.0,1.6,0.2,Iris-setosa
+101,6.3,2.7,5.9,1.8,Iris-virginica
+102,7.8,3.0,6.4,2.5,Iris-virginica
+103,4.8,2.6,4.6,1.2,Iris-virginica
+104,6.1,3.8,4.6,1.4,Iris-versicolor
+105,6.4,3.1,5.5,2.1,Iris-virginica
+106,4.8,2.7,1.6,0.2,Iris-setosa
+107,6.1,3.1,4.4,1.5,Iris-versicolor
+108,4.9,3.4,1.4,0.2,Iris-setosa
+109,4.6,3.4,1.6,0.3,Iris-setosa
+110,6.4,3.2,4.6,1.5,Iris-versicolor
+111,6.3,3.3,5.7,2.5,Iris-virginica
+112,6.4,3.0,4.5,1.5,Iris-versicolor
+113,5.1,3.5,1.4,0.2,Iris-setosa
+114,5.1,3.8,1.6,0.4,Iris-setosa
+115,4.6,3.1,1.6,0.2,Iris-setosa
+116,4.6,3.4,1.6,0.2,Iris-setosa
+117,5.7,2.5,4.4,1.3,Iris-versicolor
+118,6.6,2.8,4.4,1.3,Iris-versicolor
+119,5.1,3.3,1.4,0.4,Iris-setosa
+120,6.5,2.5,5.6,1.9,Iris-virginica
+121,6.3,2.9,4.6,1.5,Iris-versicolor
+122,6.0,2.2,4.4,1.9,Iris-versicolor
+123,6.3,2.9,4.7,1.5,Iris-versicolor
+124,6.1,3.2,4.7,1.5,Iris-versicolor
+125,6.4,3.4,5.6,2.1,Iris-virginica
+126,6.1,3.0,4.1,1.4,Iris-versicolor
+127,6.4,3.0,4.4,1.2,Iris-versicolor
+128,6.4,3.8,4.5,1.5,Iris-versicolor
+129,6.3,2.9,4.4,1.3,Iris-versicolor
+130,6.9,2.9,4.3,1.3,Iris-versicolor
+131,5.5,2.8,4.7,1.0,Iris-versicolor
+132,5.3,3.2,4.7,1.5,Iris-versicolor
+133,6.7,3.1,4.6,1.3,Iris-versicolor
+134,6.1,3.0,4.6,1.8,Iris-virginica
+135,5.8,3.0,4.4,1.3,Iris-versicolor
+136,5.4,2.9,4.3,1.3,Iris-versicolor
+137,4.6,3.6,4.6,1.3,Iris-versicolor
+138,4.6,3.0,1.4,0.2,Iris-setosa
+139,5.2,3.2,1.5,0.4,Iris-setosa
+140,4.8,3.0,4.4,1.3,Iris-versicolor
+141,4.4,3.4,1.3,0.2,Iris-setosa
+142,6.1,3.0,4.0,1.5,Iris-versicolor
+143,4.4,3.2,1.6,0.2,Iris-setosa
+144,6.1,3.2,4.9,1.3,Iris-versicolor
+145,6.3,2.5,4.4,1.3,Iris-versicolor
+146,6.3,2.9,4.3,1.3,Iris-versicolor
+147,5.4,3.2,1.4,0.2,Iris-setosa
+148,5.4,3.7,1.5,0.2,Iris-setosa
+149,7.7,3.2,6.7,2.3,Iris-virginica
diff --git a/iris/realtabformer/df/7/train.csv b/iris/realtabformer/df/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/7/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/8/synth.csv b/iris/realtabformer/df/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..560b6f6517c2c3deca5a61180d374a23c70cb561
--- /dev/null
+++ b/iris/realtabformer/df/8/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.1,2.8,4.9,1.3,Iris-versicolor
+1,6.1,3.5,4.9,1.5,Iris-versicolor
+2,6.4,2.5,4.3,1.5,Iris-versicolor
+3,5.6,3.0,4.5,1.5,Iris-versicolor
+4,7.2,2.6,6.1,1.8,Iris-virginica
+5,4.4,3.2,1.3,0.2,Iris-setosa
+6,6.8,2.7,5.1,2.3,Iris-virginica
+7,5.7,3.2,1.5,0.2,Iris-setosa
+8,6.2,2.5,4.5,1.5,Iris-versicolor
+9,6.0,2.3,4.6,1.5,Iris-versicolor
+10,6.6,2.5,4.4,1.8,Iris-versicolor
+11,6.1,3.0,4.5,1.5,Iris-versicolor
+12,4.6,3.5,1.4,0.2,Iris-setosa
+13,5.2,2.6,3.5,1.8,Iris-versicolor
+14,6.8,2.6,5.7,2.0,Iris-virginica
+15,6.4,3.2,4.3,1.3,Iris-versicolor
+16,5.4,2.7,3.3,1.7,Iris-versicolor
+17,6.1,2.7,4.9,1.5,Iris-versicolor
+18,5.3,3.5,1.4,0.2,Iris-setosa
+19,6.3,2.9,4.6,1.5,Iris-versicolor
+20,6.1,2.9,4.6,1.4,Iris-versicolor
+21,5.1,3.5,1.4,0.2,Iris-setosa
+22,5.1,3.5,1.4,0.2,Iris-setosa
+23,6.4,3.8,4.6,1.5,Iris-virginica
+24,6.0,3.1,5.5,2.5,Iris-virginica
+25,5.1,3.5,1.2,0.2,Iris-setosa
+26,6.7,2.2,5.8,1.8,Iris-virginica
+27,5.0,3.5,1.5,0.2,Iris-setosa
+28,6.4,3.2,5.3,2.0,Iris-virginica
+29,5.5,2.4,3.5,1.8,Iris-versicolor
+30,5.1,3.5,1.5,0.1,Iris-setosa
+31,6.0,3.4,4.4,1.5,Iris-versicolor
+32,5.2,3.1,1.5,0.3,Iris-setosa
+33,4.7,3.4,1.4,0.2,Iris-setosa
+34,6.2,3.4,4.5,1.4,Iris-versicolor
+35,7.7,3.0,6.1,2.3,Iris-virginica
+36,5.4,3.7,5.2,0.2,Iris-setosa
+37,7.7,3.8,6.7,2.3,Iris-virginica
+38,6.0,3.2,4.4,1.6,Iris-versicolor
+39,6.7,3.1,5.6,2.2,Iris-virginica
+40,6.4,3.8,4.7,1.5,Iris-versicolor
+41,6.4,2.6,4.4,1.3,Iris-versicolor
+42,5.0,3.5,4.5,1.5,Iris-versicolor
+43,5.1,3.5,1.2,0.2,Iris-setosa
+44,6.8,2.8,4.1,1.3,Iris-versicolor
+45,5.0,3.6,1.2,0.2,Iris-setosa
+46,6.8,3.0,5.2,2.3,Iris-virginica
+47,5.7,2.8,4.2,1.3,Iris-versicolor
+48,6.0,3.2,4.5,1.6,Iris-versicolor
+49,6.4,3.2,4.6,1.5,Iris-versicolor
+50,4.8,3.0,1.6,0.2,Iris-setosa
+51,5.4,3.0,4.5,1.2,Iris-virginica
+52,5.5,2.5,4.7,1.3,Iris-versicolor
+53,6.3,2.7,5.1,1.3,Iris-versicolor
+54,5.5,4.0,4.4,1.4,Iris-versicolor
+55,7.0,3.6,6.6,2.4,Iris-virginica
+56,6.1,3.8,4.5,1.5,Iris-versicolor
+57,6.4,3.3,5.3,2.2,Iris-virginica
+58,4.6,3.1,1.4,0.2,Iris-setosa
+59,5.6,3.4,1.6,0.2,Iris-setosa
+60,5.6,4.0,4.2,1.3,Iris-versicolor
+61,4.8,3.4,1.5,0.2,Iris-setosa
+62,5.5,2.7,4.1,1.3,Iris-versicolor
+63,5.1,3.7,1.4,0.2,Iris-setosa
+64,4.8,3.2,1.4,0.2,Iris-setosa
+65,4.6,2.6,3.5,1.1,Iris-versicolor
+66,6.1,2.5,4.0,1.3,Iris-versicolor
+67,4.6,3.0,1.4,0.2,Iris-setosa
+68,5.7,3.2,1.6,0.2,Iris-setosa
+69,7.7,2.6,6.2,2.3,Iris-virginica
+70,5.4,3.5,1.3,0.3,Iris-setosa
+71,4.9,3.1,1.6,0.2,Iris-setosa
+72,6.5,2.5,4.8,1.5,Iris-versicolor
+73,6.4,3.2,4.0,1.5,Iris-versicolor
+74,5.4,3.5,1.3,0.2,Iris-setosa
+75,4.4,3.2,1.3,0.2,Iris-setosa
+76,5.8,2.7,3.9,1.0,Iris-versicolor
+77,6.2,3.2,5.2,2.5,Iris-virginica
+78,7.3,3.6,6.9,2.5,Iris-virginica
+79,6.8,3.0,4.2,1.5,Iris-versicolor
+80,6.5,3.0,5.4,2.2,Iris-virginica
+81,5.8,2.7,4.9,1.3,Iris-versicolor
+82,4.6,3.4,1.6,0.2,Iris-setosa
+83,5.8,2.7,3.9,1.1,Iris-versicolor
+84,6.4,3.2,4.4,1.5,Iris-versicolor
+85,6.2,3.2,4.4,1.4,Iris-versicolor
+86,5.5,2.5,4.9,1.5,Iris-versicolor
+87,5.7,2.6,4.4,1.3,Iris-versicolor
+88,6.7,3.0,5.5,2.4,Iris-virginica
+89,5.8,2.5,4.1,1.3,Iris-virginica
+90,6.6,2.5,4.0,1.3,Iris-versicolor
+91,6.3,2.7,5.9,1.1,Iris-virginica
+92,5.8,2.7,4.1,1.9,Iris-versicolor
+93,6.3,3.3,4.3,1.5,Iris-versicolor
+94,6.7,2.8,4.0,1.3,Iris-versicolor
+95,4.4,3.4,1.5,0.4,Iris-setosa
+96,6.7,2.6,5.6,2.3,Iris-virginica
+97,7.4,3.0,5.2,2.2,Iris-virginica
+98,6.2,3.1,4.5,1.5,Iris-versicolor
+99,4.7,3.1,1.5,0.2,Iris-setosa
+100,7.0,3.6,6.6,1.8,Iris-virginica
+101,6.6,2.0,4.5,1.3,Iris-versicolor
+102,6.3,2.5,4.9,1.3,Iris-versicolor
+103,5.1,3.4,1.7,0.4,Iris-setosa
+104,5.2,2.7,4.5,1.3,Iris-versicolor
+105,6.3,2.3,4.5,1.8,Iris-versicolor
+106,7.2,3.0,6.9,2.1,Iris-virginica
+107,6.4,3.0,5.6,2.2,Iris-virginica
+108,6.7,3.6,5.4,2.2,Iris-virginica
+109,7.0,2.8,6.1,2.0,Iris-virginica
+110,6.6,3.2,4.0,1.3,Iris-versicolor
+111,6.7,3.1,4.5,1.2,Iris-versicolor
+112,7.6,3.0,4.6,1.4,Iris-virginica
+113,6.5,2.8,4.7,1.3,Iris-versicolor
+114,5.5,2.5,3.0,1.0,Iris-versicolor
+115,6.3,3.2,4.4,1.5,Iris-versicolor
+116,6.2,3.1,4.5,1.5,Iris-versicolor
+117,5.4,3.4,1.5,0.2,Iris-setosa
+118,6.3,2.8,4.8,1.4,Iris-versicolor
+119,5.0,3.9,1.6,0.6,Iris-setosa
+120,6.2,2.8,4.8,2.3,Iris-virginica
+121,6.4,3.2,4.0,1.5,Iris-versicolor
+122,5.1,3.5,1.6,0.2,Iris-setosa
+123,5.4,3.4,1.5,0.4,Iris-setosa
+124,7.1,2.8,4.9,1.3,Iris-virginica
+125,4.8,3.1,1.5,0.2,Iris-setosa
+126,5.4,3.8,1.5,0.2,Iris-setosa
+127,5.6,3.0,4.5,1.5,Iris-versicolor
+128,6.7,3.1,4.5,1.5,Iris-versicolor
+129,6.8,2.8,4.8,1.5,Iris-versicolor
+130,5.0,3.5,1.6,0.2,Iris-setosa
+131,7.2,3.6,6.4,2.2,Iris-virginica
+132,6.7,2.5,4.2,1.3,Iris-versicolor
+133,6.7,3.1,4.5,1.5,Iris-versicolor
+134,4.9,3.1,1.6,0.1,Iris-setosa
+135,4.4,3.4,1.4,0.3,Iris-setosa
+136,4.7,3.0,1.5,0.2,Iris-setosa
+137,6.5,2.0,4.5,1.5,Iris-versicolor
+138,7.4,3.0,5.3,2.3,Iris-virginica
+139,5.1,3.5,1.4,0.2,Iris-setosa
+140,5.0,3.0,1.5,0.2,Iris-setosa
+141,7.2,3.0,5.6,2.1,Iris-virginica
+142,6.1,3.0,4.9,1.4,Iris-versicolor
+143,5.6,2.9,4.5,1.4,Iris-versicolor
+144,6.4,3.3,4.4,1.5,Iris-versicolor
+145,5.2,2.5,4.5,1.3,Iris-versicolor
+146,4.8,3.1,1.5,0.2,Iris-setosa
+147,6.4,2.8,4.5,1.3,Iris-versicolor
+148,5.8,2.6,3.8,1.0,Iris-versicolor
+149,6.4,3.2,4.5,1.5,Iris-versicolor
diff --git a/iris/realtabformer/df/8/train.csv b/iris/realtabformer/df/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/8/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+102,7.1,3.0,5.9,2.1,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,7.6,3.0,6.6,2.1,Iris-virginica
+106,4.9,2.5,4.5,1.7,Iris-virginica
+107,7.3,2.9,6.3,1.8,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+109,7.2,3.6,6.1,2.5,Iris-virginica
+110,6.5,3.2,5.1,2.0,Iris-virginica
+111,6.4,2.7,5.3,1.9,Iris-virginica
+112,6.8,3.0,5.5,2.1,Iris-virginica
+113,5.7,2.5,5.0,2.0,Iris-virginica
+114,5.8,2.8,5.1,2.4,Iris-virginica
+115,6.4,3.2,5.3,2.3,Iris-virginica
+116,6.5,3.0,5.5,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.2,Iris-virginica
+118,7.7,2.6,6.9,2.3,Iris-virginica
+119,6.0,2.2,5.0,1.5,Iris-virginica
+120,6.9,3.2,5.7,2.3,Iris-virginica
+121,5.6,2.8,4.9,2.0,Iris-virginica
+122,7.7,2.8,6.7,2.0,Iris-virginica
+123,6.3,2.7,4.9,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+126,6.2,2.8,4.8,1.8,Iris-virginica
+127,6.1,3.0,4.9,1.8,Iris-virginica
+128,6.4,2.8,5.6,2.1,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+130,7.4,2.8,6.1,1.9,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+132,6.4,2.8,5.6,2.2,Iris-virginica
+133,6.3,2.8,5.1,1.5,Iris-virginica
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+136,6.3,3.4,5.6,2.4,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+138,6.0,3.0,4.8,1.8,Iris-virginica
+139,6.9,3.1,5.4,2.1,Iris-virginica
+140,6.7,3.1,5.6,2.4,Iris-virginica
+141,6.9,3.1,5.1,2.3,Iris-virginica
+142,5.8,2.7,5.1,1.9,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+144,6.7,3.3,5.7,2.5,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+146,6.3,2.5,5.0,1.9,Iris-virginica
+147,6.5,3.0,5.2,2.0,Iris-virginica
+148,6.2,3.4,5.4,2.3,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/df/9/synth.csv b/iris/realtabformer/df/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..de7acb07097d4e6199a6aa3360b7816a6516a0fd
--- /dev/null
+++ b/iris/realtabformer/df/9/synth.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7,3.4,1.7,0.5,Iris-setosa
+1,4.5,3.4,1.6,0.2,Iris-setosa
+2,5.6,2.5,4.8,1.3,Iris-versicolor
+3,7.7,3.0,6.0,2.3,Iris-virginica
+4,4.6,3.0,1.5,0.2,Iris-setosa
+5,6.3,2.5,5.9,2.5,Iris-virginica
+6,4.4,3.4,1.3,0.2,Iris-setosa
+7,6.0,3.5,4.3,1.5,Iris-versicolor
+8,4.4,3.4,1.3,0.2,Iris-setosa
+9,5.0,3.5,1.3,0.2,Iris-setosa
+10,6.7,3.0,5.1,2.3,Iris-virginica
+11,6.1,3.5,4.4,1.5,Iris-versicolor
+12,5.1,3.4,1.6,0.4,Iris-setosa
+13,5.3,3.5,1.5,0.2,Iris-setosa
+14,6.0,3.3,4.5,1.5,Iris-versicolor
+15,5.8,3.4,5.9,2.2,Iris-virginica
+16,7.4,3.0,6.1,2.5,Iris-virginica
+17,6.1,3.0,4.6,1.4,Iris-virginica
+18,5.5,2.5,4.5,1.3,Iris-versicolor
+19,5.4,3.0,1.5,0.4,Iris-setosa
+20,5.4,2.7,3.5,1.1,Iris-versicolor
+21,5.4,3.7,1.5,0.2,Iris-setosa
+22,4.6,3.0,1.4,0.2,Iris-setosa
+23,4.8,3.4,1.4,0.2,Iris-setosa
+24,5.6,2.8,4.5,1.3,Iris-versicolor
+25,5.1,2.8,3.6,1.5,Iris-versicolor
+26,4.7,3.1,1.5,0.1,Iris-setosa
+27,5.8,3.8,4.9,2.3,Iris-virginica
+28,5.5,2.5,4.0,1.5,Iris-versicolor
+29,4.6,3.2,4.5,1.7,Iris-versicolor
+30,5.0,3.5,1.4,0.2,Iris-setosa
+31,5.2,3.4,1.5,0.6,Iris-setosa
+32,4.6,3.6,1.5,0.2,Iris-setosa
+33,4.9,3.1,1.5,0.2,Iris-setosa
+34,4.8,3.0,1.6,0.2,Iris-setosa
+35,6.5,2.2,4.5,1.3,Iris-versicolor
+36,4.8,3.1,1.4,0.2,Iris-setosa
+37,6.2,2.8,4.3,1.2,Iris-versicolor
+38,6.1,2.8,4.9,1.3,Iris-versicolor
+39,6.7,2.5,5.7,1.5,Iris-virginica
+40,6.7,3.2,4.8,1.3,Iris-versicolor
+41,4.9,3.1,1.6,0.2,Iris-setosa
+42,6.6,2.9,4.5,1.3,Iris-versicolor
+43,4.3,2.4,1.5,0.1,Iris-setosa
+44,6.1,3.8,4.7,1.5,Iris-versicolor
+45,5.1,3.5,1.5,0.4,Iris-setosa
+46,5.8,3.4,1.5,0.4,Iris-setosa
+47,5.6,3.0,4.5,1.5,Iris-versicolor
+48,6.2,3.2,5.9,2.2,Iris-virginica
+49,5.5,3.4,1.5,0.2,Iris-setosa
+50,5.1,3.5,1.4,0.2,Iris-setosa
+51,4.8,3.4,1.6,0.2,Iris-setosa
+52,6.4,3.2,4.6,1.5,Iris-versicolor
+53,6.7,2.5,4.0,1.9,Iris-versicolor
+54,4.6,3.0,4.2,1.2,Iris-virginica
+55,4.8,3.4,1.6,0.2,Iris-setosa
+56,6.2,3.2,5.3,2.3,Iris-virginica
+57,4.6,2.7,4.1,1.3,Iris-virginica
+58,5.4,3.4,1.6,0.2,Iris-setosa
+59,6.4,3.4,5.5,2.5,Iris-virginica
+60,5.7,3.5,4.9,1.5,Iris-versicolor
+61,5.7,2.7,5.9,2.0,Iris-virginica
+62,4.8,3.1,1.6,0.2,Iris-setosa
+63,5.6,2.7,4.2,1.3,Iris-versicolor
+64,6.8,3.2,4.5,1.5,Iris-versicolor
+65,5.8,2.6,4.9,1.4,Iris-versicolor
+66,4.8,3.4,1.5,0.2,Iris-setosa
+67,6.5,2.5,5.6,2.4,Iris-virginica
+68,4.4,3.2,1.3,0.2,Iris-setosa
+69,5.2,2.7,5.1,1.5,Iris-virginica
+70,6.1,3.1,1.5,0.1,Iris-setosa
+71,6.0,3.2,4.5,1.5,Iris-versicolor
+72,5.7,2.8,4.6,1.5,Iris-versicolor
+73,6.3,2.7,4.9,1.5,Iris-versicolor
+74,6.1,3.0,5.1,2.3,Iris-virginica
+75,6.1,2.9,4.7,1.3,Iris-versicolor
+76,5.2,3.3,1.4,0.2,Iris-setosa
+77,5.8,3.4,1.5,0.4,Iris-setosa
+78,5.7,3.6,4.5,1.3,Iris-versicolor
+79,4.8,2.7,1.4,0.2,Iris-setosa
+80,6.4,2.8,5.3,1.9,Iris-virginica
+81,6.3,2.3,5.0,1.9,Iris-virginica
+82,6.3,3.8,4.0,1.3,Iris-versicolor
+83,7.2,3.0,6.9,2.3,Iris-virginica
+84,6.3,3.3,4.0,1.5,Iris-versicolor
+85,6.7,2.8,4.5,1.5,Iris-versicolor
+86,6.0,2.8,4.5,1.6,Iris-versicolor
+87,5.4,2.6,4.5,1.2,Iris-versicolor
+88,5.6,2.8,4.6,1.3,Iris-versicolor
+89,4.8,3.2,1.4,0.2,Iris-setosa
+90,4.9,3.1,1.5,0.1,Iris-setosa
+91,6.7,3.0,4.7,1.4,Iris-versicolor
+92,6.1,3.2,4.6,1.5,Iris-versicolor
+93,6.4,2.8,5.6,1.5,Iris-virginica
+94,6.4,3.2,5.0,2.6,Iris-virginica
+95,6.1,3.8,4.6,1.4,Iris-versicolor
+96,5.6,2.6,4.5,1.3,Iris-virginica
+97,6.6,2.9,4.4,1.8,Iris-versicolor
+98,7.7,2.8,4.7,1.2,Iris-virginica
+99,6.1,2.5,5.7,1.4,Iris-virginica
+100,6.1,3.0,5.6,2.3,Iris-virginica
+101,5.6,3.7,4.2,1.3,Iris-versicolor
+102,6.1,3.8,4.6,1.3,Iris-versicolor
+103,5.1,3.8,4.5,1.5,Iris-versicolor
+104,4.8,3.4,1.4,0.2,Iris-setosa
+105,5.7,2.8,4.1,1.3,Iris-versicolor
+106,5.8,2.6,4.8,1.2,Iris-versicolor
+107,6.2,2.7,5.1,2.5,Iris-virginica
+108,7.1,3.8,6.1,2.3,Iris-virginica
+109,6.7,2.8,4.4,1.3,Iris-virginica
+110,6.3,2.8,4.6,1.5,Iris-versicolor
+111,5.1,3.5,1.5,0.2,Iris-setosa
+112,6.1,2.8,4.7,1.4,Iris-versicolor
+113,5.2,2.7,3.2,1.1,Iris-versicolor
+114,4.9,3.1,1.5,0.1,Iris-setosa
+115,4.6,3.1,1.4,0.2,Iris-setosa
+116,5.6,2.5,3.5,1.0,Iris-versicolor
+117,6.5,3.0,4.5,1.5,Iris-versicolor
+118,4.8,3.0,1.3,0.2,Iris-setosa
+119,4.9,3.1,1.5,0.1,Iris-setosa
+120,6.8,2.8,4.9,1.3,Iris-versicolor
+121,4.6,3.2,1.4,0.2,Iris-setosa
+122,5.0,3.5,1.6,0.2,Iris-setosa
+123,5.1,3.4,1.4,0.4,Iris-setosa
+124,6.1,3.2,4.0,1.5,Iris-versicolor
+125,4.6,3.0,1.4,0.2,Iris-setosa
+126,6.3,3.3,4.0,1.4,Iris-versicolor
+127,4.9,3.6,1.6,0.3,Iris-setosa
+128,5.0,3.4,1.6,0.2,Iris-setosa
+129,5.4,2.8,3.1,1.0,Iris-versicolor
+130,4.7,3.0,1.6,0.2,Iris-setosa
+131,6.1,3.6,4.4,1.3,Iris-versicolor
+132,6.1,2.8,4.6,1.4,Iris-versicolor
+133,6.3,2.9,4.5,1.5,Iris-versicolor
+134,4.5,3.0,1.4,0.2,Iris-setosa
+135,7.7,3.4,6.7,2.2,Iris-virginica
+136,5.1,3.8,1.5,0.2,Iris-setosa
+137,6.3,2.8,4.9,1.3,Iris-versicolor
+138,5.8,2.7,4.9,1.3,Iris-versicolor
+139,4.8,3.1,1.4,0.2,Iris-setosa
+140,5.1,3.8,1.7,0.2,Iris-setosa
+141,5.6,3.0,4.2,1.5,Iris-versicolor
+142,6.4,3.1,5.5,2.5,Iris-virginica
+143,6.0,2.5,4.9,1.6,Iris-versicolor
+144,4.8,3.4,1.9,0.2,Iris-setosa
+145,5.7,3.0,4.4,1.3,Iris-versicolor
+146,6.1,3.1,4.4,1.3,Iris-versicolor
+147,4.6,3.2,1.4,0.2,Iris-setosa
+148,4.6,3.1,1.6,0.2,Iris-setosa
+149,4.6,3.1,1.4,0.2,Iris-setosa
diff --git a/iris/realtabformer/df/9/train.csv b/iris/realtabformer/df/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9af82499a4e8a5c056ccf337ef5aa218ca27b2b4
--- /dev/null
+++ b/iris/realtabformer/df/9/train.csv
@@ -0,0 +1,151 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.5,1.4,0.2,Iris-setosa
+1,4.9,3.0,1.4,0.2,Iris-setosa
+2,4.7,3.2,1.3,0.2,Iris-setosa
+3,4.6,3.1,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+5,5.4,3.9,1.7,0.4,Iris-setosa
+6,4.6,3.4,1.4,0.3,Iris-setosa
+7,5.0,3.4,1.5,0.2,Iris-setosa
+8,4.4,2.9,1.4,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+11,4.8,3.4,1.6,0.2,Iris-setosa
+12,4.8,3.0,1.4,0.1,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+14,5.8,4.0,1.2,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+16,5.4,3.9,1.3,0.4,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+20,5.4,3.4,1.7,0.2,Iris-setosa
+21,5.1,3.7,1.5,0.4,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+26,5.0,3.4,1.6,0.4,Iris-setosa
+27,5.2,3.5,1.5,0.2,Iris-setosa
+28,5.2,3.4,1.4,0.2,Iris-setosa
+29,4.7,3.2,1.6,0.2,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+31,5.4,3.4,1.5,0.4,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+33,5.5,4.2,1.4,0.2,Iris-setosa
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+41,4.5,2.3,1.3,0.3,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+45,4.8,3.0,1.4,0.3,Iris-setosa
+46,5.1,3.8,1.6,0.2,Iris-setosa
+47,4.6,3.2,1.4,0.2,Iris-setosa
+48,5.3,3.7,1.5,0.2,Iris-setosa
+49,5.0,3.3,1.4,0.2,Iris-setosa
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,6.3,3.3,6.0,2.5,Iris-virginica
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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "3b72b4f3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:34.428565Z",
+     "iopub.status.busy": "2024-07-21T11:27:34.428184Z",
+     "iopub.status.idle": "2024-07-21T11:27:44.829058Z",
+     "shell.execute_reply": "2024-07-21T11:27:44.828116Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697371780299,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.434911,
+     "end_time": "2024-07-21T11:27:44.831265",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:34.396354",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 49%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "4d7ad045",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:44.897898Z",
+     "iopub.status.busy": "2024-07-21T11:27:44.897588Z",
+     "iopub.status.idle": "2024-07-21T11:27:44.905231Z",
+     "shell.execute_reply": "2024-07-21T11:27:44.904387Z"
+    },
+    "papermill": {
+     "duration": 0.04328,
+     "end_time": "2024-07-21T11:27:44.907244",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:44.863964",
+     "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": "135fd5eb",
+   "metadata": {
+    "papermill": {
+     "duration": 0.030938,
+     "end_time": "2024-07-21T11:27:44.968980",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:44.938042",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "ccf98b60",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:45.034650Z",
+     "iopub.status.busy": "2024-07-21T11:27:45.034294Z",
+     "iopub.status.idle": "2024-07-21T11:27:45.038775Z",
+     "shell.execute_reply": "2024-07-21T11:27:45.037916Z"
+    },
+    "papermill": {
+     "duration": 0.0399,
+     "end_time": "2024-07-21T11:27:45.040728",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:45.000828",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "plt.rcParams['figure.figsize'] = [3,3]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "58dc3478",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:45.105411Z",
+     "iopub.status.busy": "2024-07-21T11:27:45.104716Z",
+     "iopub.status.idle": "2024-07-21T11:27:45.111930Z",
+     "shell.execute_reply": "2024-07-21T11:27:45.111066Z"
+    },
+    "papermill": {
+     "duration": 0.041728,
+     "end_time": "2024-07-21T11:27:45.113921",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:45.072193",
+     "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": "b322b59f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:45.179826Z",
+     "iopub.status.busy": "2024-07-21T11:27:45.179550Z",
+     "iopub.status.idle": "2024-07-21T11:27:45.184683Z",
+     "shell.execute_reply": "2024-07-21T11:27:45.183837Z"
+    },
+    "papermill": {
+     "duration": 0.040996,
+     "end_time": "2024-07-21T11:27:45.186628",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:45.145632",
+     "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 = \"df\"\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/realtabformer/df\"\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": "400c6362",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:45.251257Z",
+     "iopub.status.busy": "2024-07-21T11:27:45.250548Z",
+     "iopub.status.idle": "2024-07-21T11:27:45.254747Z",
+     "shell.execute_reply": "2024-07-21T11:27:45.253985Z"
+    },
+    "papermill": {
+     "duration": 0.038461,
+     "end_time": "2024-07-21T11:27:45.256655",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:45.218194",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "if df_name == \"df\":\n",
+    "    save_embedding = True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "e13b53cf",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:45.322147Z",
+     "iopub.status.busy": "2024-07-21T11:27:45.321881Z",
+     "iopub.status.idle": "2024-07-21T11:27:45.327082Z",
+     "shell.execute_reply": "2024-07-21T11:27:45.326259Z"
+    },
+    "papermill": {
+     "duration": 0.040568,
+     "end_time": "2024-07-21T11:27:45.329026",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:45.288458",
+     "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": "6f78feca",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:45.394016Z",
+     "iopub.status.busy": "2024-07-21T11:27:45.393717Z",
+     "iopub.status.idle": "2024-07-21T11:27:46.624780Z",
+     "shell.execute_reply": "2024-07-21T11:27:46.623626Z"
+    },
+    "papermill": {
+     "duration": 1.266827,
+     "end_time": "2024-07-21T11:27:46.627193",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:45.360366",
+     "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": "04b1914f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:46.694793Z",
+     "iopub.status.busy": "2024-07-21T11:27:46.694415Z",
+     "iopub.status.idle": "2024-07-21T11:27:47.686721Z",
+     "shell.execute_reply": "2024-07-21T11:27:47.685622Z"
+    },
+    "papermill": {
+     "duration": 1.028895,
+     "end_time": "2024-07-21T11:27:47.688953",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:46.660058",
+     "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": "95220acc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:47.758922Z",
+     "iopub.status.busy": "2024-07-21T11:27:47.758585Z",
+     "iopub.status.idle": "2024-07-21T11:27:47.768269Z",
+     "shell.execute_reply": "2024-07-21T11:27:47.767388Z"
+    },
+    "papermill": {
+     "duration": 0.047736,
+     "end_time": "2024-07-21T11:27:47.770372",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:47.722636",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/realtabformer/df\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": "2c21494f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:47.836637Z",
+     "iopub.status.busy": "2024-07-21T11:27:47.835892Z",
+     "iopub.status.idle": "2024-07-21T11:27:48.185303Z",
+     "shell.execute_reply": "2024-07-21T11:27:48.184581Z"
+    },
+    "executionInfo": {
+     "elapsed": 333,
+     "status": "ok",
+     "timestamp": 1697372585128,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.384978,
+     "end_time": "2024-07-21T11:27:48.187647",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:47.802669",
+     "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": "a5779bdb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:48.258761Z",
+     "iopub.status.busy": "2024-07-21T11:27:48.258427Z",
+     "iopub.status.idle": "2024-07-21T11:27:49.848186Z",
+     "shell.execute_reply": "2024-07-21T11:27:49.847407Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697372585711,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.628457,
+     "end_time": "2024-07-21T11:27:49.850745",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:48.222288",
+     "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": "900bc9f8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:49.921833Z",
+     "iopub.status.busy": "2024-07-21T11:27:49.920801Z",
+     "iopub.status.idle": "2024-07-21T11:27:49.928057Z",
+     "shell.execute_reply": "2024-07-21T11:27:49.927377Z"
+    },
+    "executionInfo": {
+     "elapsed": 417,
+     "status": "ok",
+     "timestamp": 1697375526563,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.045042,
+     "end_time": "2024-07-21T11:27:49.929932",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:49.884890",
+     "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": "1b87d6e2",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:49.995916Z",
+     "iopub.status.busy": "2024-07-21T11:27:49.995221Z",
+     "iopub.status.idle": "2024-07-21T11:27:49.999727Z",
+     "shell.execute_reply": "2024-07-21T11:27:49.998818Z"
+    },
+    "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": 0.03976,
+     "end_time": "2024-07-21T11:27:50.001648",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:49.961888",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      ".\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_dir_2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "1f60eda0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:50.070332Z",
+     "iopub.status.busy": "2024-07-21T11:27:50.069799Z",
+     "iopub.status.idle": "2024-07-21T11:27:50.183753Z",
+     "shell.execute_reply": "2024-07-21T11:27:50.182899Z"
+    },
+    "papermill": {
+     "duration": 0.151305,
+     "end_time": "2024-07-21T11:27:50.186028",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:50.034723",
+     "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": "1620e19e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:50.255379Z",
+     "iopub.status.busy": "2024-07-21T11:27:50.254956Z",
+     "iopub.status.idle": "2024-07-21T11:27:54.551031Z",
+     "shell.execute_reply": "2024-07-21T11:27:54.550014Z"
+    },
+    "papermill": {
+     "duration": 4.333719,
+     "end_time": "2024-07-21T11:27:54.553393",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:50.219674",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-21 11:27:51.982075: 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 11:27:51.982138: 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 11:27:51.983730: 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": "87e101b7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:54.624773Z",
+     "iopub.status.busy": "2024-07-21T11:27:54.624111Z",
+     "iopub.status.idle": "2024-07-21T11:27:54.630058Z",
+     "shell.execute_reply": "2024-07-21T11:27:54.629163Z"
+    },
+    "papermill": {
+     "duration": 0.044612,
+     "end_time": "2024-07-21T11:27:54.631929",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:54.587317",
+     "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": "c11c0311",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:54.698825Z",
+     "iopub.status.busy": "2024-07-21T11:27:54.698545Z",
+     "iopub.status.idle": "2024-07-21T11:27:57.450485Z",
+     "shell.execute_reply": "2024-07-21T11:27:57.449495Z"
+    },
+    "papermill": {
+     "duration": 2.788122,
+     "end_time": "2024-07-21T11:27:57.452879",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:54.664757",
+     "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": "70ffb16d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:57.525193Z",
+     "iopub.status.busy": "2024-07-21T11:27:57.524648Z",
+     "iopub.status.idle": "2024-07-21T11:27:57.531052Z",
+     "shell.execute_reply": "2024-07-21T11:27:57.530112Z"
+    },
+    "papermill": {
+     "duration": 0.046113,
+     "end_time": "2024-07-21T11:27:57.533042",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:57.486929",
+     "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": "971e6bad",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:57.600683Z",
+     "iopub.status.busy": "2024-07-21T11:27:57.600332Z",
+     "iopub.status.idle": "2024-07-21T11:27:58.091774Z",
+     "shell.execute_reply": "2024-07-21T11:27:58.090761Z"
+    },
+    "papermill": {
+     "duration": 0.528148,
+     "end_time": "2024-07-21T11:27:58.094128",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:57.565980",
+     "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": "3d363f6c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:58.164610Z",
+     "iopub.status.busy": "2024-07-21T11:27:58.164280Z",
+     "iopub.status.idle": "2024-07-21T11:27:58.170055Z",
+     "shell.execute_reply": "2024-07-21T11:27:58.169194Z"
+    },
+    "papermill": {
+     "duration": 0.04358,
+     "end_time": "2024-07-21T11:27:58.171955",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:58.128375",
+     "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": "028f1e20",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:58.240159Z",
+     "iopub.status.busy": "2024-07-21T11:27:58.239875Z",
+     "iopub.status.idle": "2024-07-21T11:27:58.285935Z",
+     "shell.execute_reply": "2024-07-21T11:27:58.285230Z"
+    },
+    "papermill": {
+     "duration": 0.082392,
+     "end_time": "2024-07-21T11:27:58.288005",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:58.205613",
+     "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": "fb784777",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:58.359277Z",
+     "iopub.status.busy": "2024-07-21T11:27:58.358356Z",
+     "iopub.status.idle": "2024-07-21T11:27:58.364344Z",
+     "shell.execute_reply": "2024-07-21T11:27:58.363486Z"
+    },
+    "papermill": {
+     "duration": 0.044071,
+     "end_time": "2024-07-21T11:27:58.366344",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:58.322273",
+     "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": "b3056775",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:58.434207Z",
+     "iopub.status.busy": "2024-07-21T11:27:58.433951Z",
+     "iopub.status.idle": "2024-07-21T11:27:58.437716Z",
+     "shell.execute_reply": "2024-07-21T11:27:58.436884Z"
+    },
+    "papermill": {
+     "duration": 0.039653,
+     "end_time": "2024-07-21T11:27:58.439567",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:58.399914",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "6e32e4af",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:58.509611Z",
+     "iopub.status.busy": "2024-07-21T11:27:58.509324Z",
+     "iopub.status.idle": "2024-07-21T11:27:58.515187Z",
+     "shell.execute_reply": "2024-07-21T11:27:58.514330Z"
+    },
+    "papermill": {
+     "duration": 0.043648,
+     "end_time": "2024-07-21T11:27:58.517183",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:58.473535",
+     "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": "1854834f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:58.585703Z",
+     "iopub.status.busy": "2024-07-21T11:27:58.585138Z",
+     "iopub.status.idle": "2024-07-21T11:27:58.824374Z",
+     "shell.execute_reply": "2024-07-21T11:27:58.823594Z"
+    },
+    "papermill": {
+     "duration": 0.276173,
+     "end_time": "2024-07-21T11:27:58.826666",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:58.550493",
+     "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": "86044a44",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:58.898005Z",
+     "iopub.status.busy": "2024-07-21T11:27:58.897690Z",
+     "iopub.status.idle": "2024-07-21T11:27:58.906851Z",
+     "shell.execute_reply": "2024-07-21T11:27:58.906030Z"
+    },
+    "executionInfo": {
+     "elapsed": 2,
+     "status": "ok",
+     "timestamp": 1697375527010,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.047565,
+     "end_time": "2024-07-21T11:27:58.908850",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:58.861285",
+     "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": "0454e612",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000,
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+     ]
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:27:58.977143Z",
+     "iopub.status.busy": "2024-07-21T11:27:58.976869Z",
+     "iopub.status.idle": "2024-07-21T11:29:11.282299Z",
+     "shell.execute_reply": "2024-07-21T11:29:11.281304Z"
+    },
+    "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": 72.342131,
+     "end_time": "2024-07-21T11:29:11.284501",
+     "exception": false,
+     "start_time": "2024-07-21T11:27:58.942370",
+     "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      0.009462\n",
+      "std       0.024410\n",
+      "min      -0.025000\n",
+      "25%      -0.008333\n",
+      "50%       0.004167\n",
+      "75%       0.025000\n",
+      "max       0.066667\n",
+      "dtype: float64\n",
+      "Sensitivity threshold: 0.04604166666666665 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='45' max='45' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [45/45 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: 0.04604166666666665,                         val_sensitivity: 0.0002777777777777759,                             val_sensitivities: [0.02083333333333333, -0.0125, 0.008333333333333331, 0.04166666666666666, 0.004166666666666666, -1.734723475976807e-18, -1.734723475976807e-18, -0.008333333333333337, -1.734723475976807e-18, -0.025, -0.01666666666666667, 0.0, -0.025, 0.008333333333333331, 0.008333333333333331]\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='90' max='90' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [90/90 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: 0.04604166666666665,                         val_sensitivity: 0.02083333333333333,                             val_sensitivities: [0.02083333333333333, -1.734723475976807e-18, -0.008333333333333337, 0.06666666666666667, -1.734723475976807e-18, 0.016666666666666666, -1.734723475976807e-18, 0.020833333333333332, 0.029166666666666664, 0.016666666666666663, -0.025, 0.02916666666666666, 0.016666666666666663, 0.06666666666666667, 0.06249999999999999]\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='135' max='135' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [135/135 00:08, 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>0.556000</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: 0.04604166666666665,                         val_sensitivity: 0.023611111111111107,                             val_sensitivities: [0.05416666666666667, -0.025, 0.012499999999999997, 0.024999999999999994, -0.004166666666666669, 0.03749999999999999, 0.024999999999999998, 0.06249999999999999, 0.020833333333333332, 0.020833333333333332, -0.01666666666666667, 0.02083333333333333, 0.02083333333333333, 0.049999999999999996, 0.049999999999999996]\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='180' max='180' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [180/180 00:07, Epoch 19/20]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 20,                     sensitivity_threshold: 0.04604166666666665,                         val_sensitivity: 0.029444444444444443,                             val_sensitivities: [0.02083333333333333, -0.008333333333333337, -0.01666666666666667, 0.0, -0.008333333333333335, 0.024999999999999994, 0.024999999999999994, 0.07083333333333333, 0.008333333333333331, 0.08333333333333334, -1.734723475976807e-18, 0.03333333333333333, 0.05416666666666667, 0.0625, 0.09166666666666667]\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='225' max='225' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [225/225 00:08, 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",
+       "    <tr>\n",
+       "      <td>200</td>\n",
+       "      <td>0.464400</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: 25,                     sensitivity_threshold: 0.04604166666666665,                         val_sensitivity: 0.04538748832866479,                             val_sensitivities: [0.11249999999999999, 0.04583333333333333, 0.06666666666666665, 0.11249999999999999, 0.02916666666666666, 0.033823529411764704, 0.0800420168067227, 0.09583333333333333, 0.008613445378151258, 0.049999999999999996, -0.01666666666666667, 0.008333333333333331, 0.008333333333333331, 0.029166666666666664, 0.016666666666666666]\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='270' max='270' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [270/270 00:07, 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",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving not-best model...\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 30,                     sensitivity_threshold: 0.04604166666666665,                         val_sensitivity: 0.04777777777777778,                             val_sensitivities: [0.1, 0.025, 0.08333333333333334, 0.12083333333333332, 0.03333333333333333, 0.008333333333333333, 0.016666666666666663, 0.03333333333333333, 0.008333333333333333, 0.008333333333333331, 0.0, 0.05416666666666666, 0.049999999999999996, 0.07916666666666666, 0.09583333333333333]\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='315' max='315' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [315/315 00:08, Epoch 34/35]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>300</td>\n",
+       "      <td>0.416300</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": [
+      "Saving not-best model...\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 35,                     sensitivity_threshold: 0.04604166666666665,                         val_sensitivity: 0.04690979767250954,                             val_sensitivities: [0.1, 0.033333333333333326, -0.008333333333333337, 0.10833333333333334, 0.041666666666666664, 0.008333333333333333, 0.016666666666666663, 0.058333333333333334, 0.024999999999999994, 0.016666666666666666, 0.02200854700854701, 0.06398305084745762, 0.034322033898305085, 0.06666666666666665, 0.11666666666666667]\n",
+      "Stopping training, no improvement in critic...\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<ml_utility_loss.synthesizers.realtabformer.rtf_trainer.ResumableTrainer at 0x7c839143d720>"
+      ]
+     },
+     "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": "d4df4ffc",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:29:11.365370Z",
+     "iopub.status.busy": "2024-07-21T11:29:11.364457Z",
+     "iopub.status.idle": "2024-07-21T11:29:17.838897Z",
+     "shell.execute_reply": "2024-07-21T11:29:17.837660Z"
+    },
+    "executionInfo": {
+     "elapsed": 14387,
+     "status": "ok",
+     "timestamp": 1697377447882,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "outputId": "c96b8e20-3f17-44db-afe5-e26625dfa917",
+    "papermill": {
+     "duration": 6.51833,
+     "end_time": "2024-07-21T11:29:17.841266",
+     "exception": false,
+     "start_time": "2024-07-21T11:29:11.322936",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Copying artefacts from: best-disc-model\n",
+      "Copying artefacts from: mean-best-disc-model\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Copying artefacts from: not-best-disc-model\n",
+      "Copying artefacts from: last-epoch-model\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/pty.py:89: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  pid, fd = os.forkpty()\n"
+     ]
+    }
+   ],
+   "source": [
+    "import torch\n",
+    "from copy import deepcopy\n",
+    "import json\n",
+    "import locale\n",
+    "locale.getpreferredencoding = lambda: \"UTF-8\"\n",
+    "\n",
+    "rtf_model.experiment_id = str(df_name)\n",
+    "if save_model:\n",
+    "    rtf_model.save(model_dir_2)\n",
+    "!rm -rf {model_dir_2}/{df_name}/not-best-disc-model\n",
+    "!rm -rf {model_dir_2}/{df_name}/last-epoch-model\n",
+    "if not save_embedding:\n",
+    "    !rm -rf {model_dir_2}/{df_name}/mean-best-disc-model\n",
+    "    !rm -rf {model_dir_2}/{df_name}/best-disc-model\n",
+    "!rm -rf {model_dir_2}/{df_name}/rtf_checkpoints\n",
+    "!rm -rf {model_dir_2}/rtf_checkpoints\n",
+    "!rm -rf rtf_checkpoints\n",
+    "if True or not os.path.exists(params_path):\n",
+    "    with open(params_path, \"w\") as f:\n",
+    "        json.dump(model_params_, f, indent=4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "fe522e58",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:29:17.921474Z",
+     "iopub.status.busy": "2024-07-21T11:29:17.921089Z",
+     "iopub.status.idle": "2024-07-21T11:29:17.930477Z",
+     "shell.execute_reply": "2024-07-21T11:29:17.929676Z"
+    },
+    "papermill": {
+     "duration": 0.052442,
+     "end_time": "2024-07-21T11:29:17.932410",
+     "exception": false,
+     "start_time": "2024-07-21T11:29:17.879968",
+     "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": "bb32b358",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:29:18.009188Z",
+     "iopub.status.busy": "2024-07-21T11:29:18.008849Z",
+     "iopub.status.idle": "2024-07-21T11:29:47.297130Z",
+     "shell.execute_reply": "2024-07-21T11:29:47.296245Z"
+    },
+    "executionInfo": {
+     "elapsed": 4,
+     "status": "ok",
+     "timestamp": 1697377448897,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 29.329395,
+     "end_time": "2024-07-21T11:29:47.299196",
+     "exception": false,
+     "start_time": "2024-07-21T11:29:17.969801",
+     "status": "completed"
+    },
+    "scrolled": true,
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 256 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": "2a66f981",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:29:47.384260Z",
+     "iopub.status.busy": "2024-07-21T11:29:47.383271Z",
+     "iopub.status.idle": "2024-07-21T11:29:47.390043Z",
+     "shell.execute_reply": "2024-07-21T11:29:47.389168Z"
+    },
+    "papermill": {
+     "duration": 0.051089,
+     "end_time": "2024-07-21T11:29:47.392183",
+     "exception": false,
+     "start_time": "2024-07-21T11:29:47.341094",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./29\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'/kaggle/working/eval/iris/realtabformer/df'"
+      ]
+     },
+     "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": "0cac3c01",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:29:47.473199Z",
+     "iopub.status.busy": "2024-07-21T11:29:47.472931Z",
+     "iopub.status.idle": "2024-07-21T11:29:48.534640Z",
+     "shell.execute_reply": "2024-07-21T11:29:48.533645Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697377448897,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "nB724X33v4Qd",
+    "papermill": {
+     "duration": 1.10548,
+     "end_time": "2024-07-21T11:29:48.537286",
+     "exception": false,
+     "start_time": "2024-07-21T11:29:47.431806",
+     "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": "6b237534",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T11:29:48.622940Z",
+     "iopub.status.busy": "2024-07-21T11:29:48.622357Z",
+     "iopub.status.idle": "2024-07-21T11:29:49.691722Z",
+     "shell.execute_reply": "2024-07-21T11:29:49.690909Z"
+    },
+    "papermill": {
+     "duration": 1.114429,
+     "end_time": "2024-07-21T11:29:49.694125",
+     "exception": false,
+     "start_time": "2024-07-21T11:29:48.579696",
+     "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": {
+   "provenance": []
+  },
+  "kernelspec": {
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+   "name": "python3"
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+   "version": "3.10.13"
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+   "duration": 139.618488,
+   "end_time": "2024-07-21T11:29:52.557277",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/realtabformer/df/realtabformer_eval.ipynb",
+   "output_path": "eval/iris/realtabformer/df/realtabformer_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": "df",
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/realtabformer/df",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": true,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-21T11:27:32.938789",
+   "version": "2.5.0"
+  },
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+   "title_cell": "Table of Contents",
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