diff --git a/iris/realtabformer/0_2/0/synth.csv b/iris/realtabformer/0_2/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..aa05cfada4fe8200741444cab5dbe7ff82eb8bc0
--- /dev/null
+++ b/iris/realtabformer/0_2/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,2.3,4.0,1.8,Iris-setosa
+1,5.1,3.0,1.6,0.2,Iris-setosa
+2,6.3,2.0,4.6,1.2,Iris-virginica
+3,5.7,3.0,4.0,2.3,Iris-versicolor
+4,5.3,3.0,4.9,2.3,Iris-versicolor
+5,5.9,3.2,1.6,2.2,Iris-setosa
+6,5.1,3.1,4.9,0.2,Iris-versicolor
+7,5.6,2.2,5.5,1.3,Iris-versicolor
+8,5.7,2.2,3.5,1.3,Iris-setosa
+9,5.7,2.8,4.9,2.2,Iris-setosa
+10,5.0,3.2,3.5,1.2,Iris-versicolor
+11,6.1,3.4,1.7,0.3,Iris-setosa
+12,5.7,3.0,5.9,0.2,Iris-setosa
+13,5.1,2.0,4.1,2.3,Iris-versicolor
+14,4.9,3.0,1.5,0.2,Iris-setosa
+15,5.1,3.0,4.0,1.3,Iris-versicolor
+16,6.7,2.8,5.9,1.3,Iris-versicolor
+17,5.6,2.0,1.4,2.4,Iris-setosa
+18,5.1,2.8,3.7,1.5,Iris-versicolor
+19,5.6,3.4,1.7,0.2,Iris-setosa
+20,6.0,3.3,4.6,1.3,Iris-versicolor
+21,5.4,3.0,1.3,0.8,Iris-setosa
+22,5.9,3.0,1.9,1.3,Iris-setosa
+23,5.6,3.0,1.5,0.2,Iris-setosa
+24,5.0,3.2,1.5,0.1,Iris-setosa
+25,5.0,3.2,1.9,0.2,Iris-setosa
+26,6.2,2.9,4.7,1.3,Iris-versicolor
+27,6.3,3.0,5.6,0.3,Iris-virginica
+28,5.6,3.0,5.0,1.2,Iris-versicolor
+29,5.7,2.2,4.4,2.3,Iris-versicolor
+30,5.0,3.4,5.5,0.2,Iris-versicolor
+31,5.4,2.8,5.5,1.3,Iris-versicolor
+32,5.0,3.0,5.8,0.3,Iris-virginica
+33,5.3,3.0,5.7,0.2,Iris-versicolor
+34,6.6,2.3,4.9,1.8,Iris-virginica
+35,6.4,2.3,5.5,1.3,Iris-virginica
+36,6.4,2.9,5.7,1.1,Iris-virginica
+37,5.0,3.0,3.0,1.2,Iris-versicolor
+38,5.3,2.0,4.9,1.3,Iris-setosa
+39,5.9,3.3,1.5,0.2,Iris-setosa
+40,5.5,2.8,4.0,1.2,Iris-versicolor
+41,5.9,3.3,1.4,0.2,Iris-virginica
+42,4.7,3.4,1.0,0.2,Iris-setosa
+43,4.4,3.0,1.9,0.2,Iris-setosa
+44,4.4,3.0,5.4,0.2,Iris-setosa
+45,5.4,2.4,1.5,1.3,Iris-versicolor
+46,5.4,3.3,1.3,0.5,Iris-versicolor
+47,5.4,3.9,1.7,0.2,Iris-setosa
+48,5.6,3.0,5.3,0.4,Iris-setosa
+49,6.7,3.9,5.5,0.8,Iris-versicolor
+50,6.1,3.8,4.6,2.4,Iris-versicolor
+51,5.4,2.3,1.9,1.3,Iris-setosa
+52,5.0,2.3,1.0,1.2,Iris-versicolor
+53,5.7,3.4,1.5,0.2,Iris-versicolor
+54,6.5,2.8,5.1,1.3,Iris-virginica
+55,5.6,3.0,4.0,0.2,Iris-versicolor
+56,5.4,3.0,4.7,0.3,Iris-setosa
+57,5.5,2.8,1.5,1.3,Iris-setosa
+58,5.7,3.2,5.5,2.3,Iris-setosa
+59,6.1,2.3,4.4,1.3,Iris-virginica
+60,6.3,3.4,5.7,1.8,Iris-virginica
+61,5.1,3.0,1.6,0.2,Iris-setosa
+62,5.8,3.1,1.1,0.2,Iris-setosa
+63,5.7,3.0,5.5,0.3,Iris-versicolor
+64,5.6,2.3,4.6,0.2,Iris-setosa
+65,5.3,3.2,1.7,0.2,Iris-setosa
+66,5.9,2.2,5.5,1.3,Iris-virginica
+67,5.4,3.0,4.4,0.3,Iris-versicolor
+68,6.4,3.8,1.0,1.2,Iris-virginica
+69,5.6,3.0,4.0,1.3,Iris-versicolor
+70,5.0,2.0,4.5,1.4,Iris-versicolor
+71,4.9,3.0,1.3,0.2,Iris-setosa
+72,5.7,2.8,4.0,0.2,Iris-setosa
+73,6.8,3.0,5.6,1.2,Iris-virginica
+74,5.7,2.0,1.7,1.2,Iris-setosa
+75,6.9,3.0,5.0,0.8,Iris-versicolor
+76,6.7,3.4,5.9,1.4,Iris-setosa
+77,5.7,3.4,5.7,2.2,Iris-versicolor
+78,5.4,3.0,1.9,0.3,Iris-versicolor
+79,5.4,3.0,5.7,0.3,Iris-setosa
+80,5.4,3.0,1.0,0.4,Iris-setosa
+81,5.7,3.8,1.7,0.3,Iris-setosa
+82,6.4,3.9,1.8,2.3,Iris-virginica
+83,6.3,2.0,4.9,1.5,Iris-versicolor
+84,5.4,3.8,1.0,0.3,Iris-setosa
+85,5.0,3.0,4.5,0.2,Iris-versicolor
+86,5.6,3.7,4.0,0.3,Iris-versicolor
+87,5.4,3.0,4.9,0.3,Iris-versicolor
+88,4.6,3.0,1.7,0.2,Iris-setosa
+89,6.3,3.0,5.7,2.5,Iris-setosa
+90,5.3,3.9,4.7,0.3,Iris-versicolor
+91,7.9,3.4,1.9,0.2,Iris-setosa
+92,5.0,3.2,5.5,0.1,Iris-setosa
+93,5.7,3.7,1.5,0.2,Iris-virginica
+94,5.5,2.8,5.5,1.2,Iris-versicolor
+95,5.5,2.2,5.0,1.4,Iris-setosa
+96,5.4,3.9,1.0,0.3,Iris-versicolor
+97,5.7,3.2,1.5,1.3,Iris-setosa
+98,4.7,3.0,5.7,2.3,Iris-versicolor
+99,5.7,2.3,1.0,1.3,Iris-setosa
+100,5.6,3.0,1.5,0.5,Iris-versicolor
+101,6.0,3.2,5.1,1.5,Iris-setosa
+102,6.3,3.0,5.1,1.3,Iris-setosa
+103,5.6,3.0,5.4,0.8,Iris-versicolor
+104,6.1,3.1,1.0,2.3,Iris-virginica
+105,5.7,3.8,1.0,1.3,Iris-setosa
+106,5.7,2.4,1.7,1.3,Iris-setosa
+107,6.1,2.1,5.6,2.3,Iris-setosa
+108,6.0,3.0,5.9,0.2,Iris-setosa
+109,6.1,3.0,4.9,2.3,Iris-virginica
+110,5.0,3.4,1.4,0.3,Iris-setosa
+111,5.4,3.8,1.0,0.2,Iris-versicolor
+112,4.9,3.2,1.5,0.2,Iris-setosa
+113,5.0,3.0,1.1,1.2,Iris-setosa
+114,6.7,2.0,5.9,0.3,Iris-virginica
+115,5.7,3.4,4.0,0.3,Iris-setosa
+116,5.5,3.4,1.5,0.2,Iris-setosa
+117,5.5,3.4,4.5,0.3,Iris-versicolor
+118,5.4,3.8,1.5,0.3,Iris-versicolor
+119,5.1,3.0,1.0,0.2,Iris-versicolor
diff --git a/iris/realtabformer/0_2/0/test.csv b/iris/realtabformer/0_2/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/0/train.csv b/iris/realtabformer/0_2/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/0/val.csv b/iris/realtabformer/0_2/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/1/synth.csv b/iris/realtabformer/0_2/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..65a4c9daf8cb02320f0d65850e7729f8e5fb9fa9
--- /dev/null
+++ b/iris/realtabformer/0_2/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.4,2.5,1.1,1.5,Iris-setosa
+1,5.1,3.0,1.0,0.3,Iris-virginica
+2,5.4,2.2,5.9,2.2,Iris-setosa
+3,5.2,3.3,4.7,0.1,Iris-versicolor
+4,6.7,3.4,5.7,2.3,Iris-versicolor
+5,5.4,3.0,4.5,0.2,Iris-versicolor
+6,5.4,3.0,1.6,2.3,Iris-setosa
+7,6.8,2.7,5.7,1.3,Iris-virginica
+8,6.3,3.0,5.0,2.3,Iris-virginica
+9,5.0,3.8,1.8,1.3,Iris-setosa
+10,5.5,3.0,1.6,0.5,Iris-versicolor
+11,5.1,2.0,3.0,1.2,Iris-versicolor
+12,6.3,3.4,5.9,1.2,Iris-virginica
+13,7.1,2.8,5.4,1.1,Iris-virginica
+14,5.4,2.4,5.0,1.3,Iris-setosa
+15,6.7,2.8,5.8,2.3,Iris-setosa
+16,5.7,3.8,4.4,2.3,Iris-versicolor
+17,5.8,3.0,1.7,0.3,Iris-virginica
+18,5.4,3.4,1.7,0.3,Iris-setosa
+19,5.5,3.4,1.5,0.2,Iris-virginica
+20,5.4,2.8,4.4,1.2,Iris-versicolor
+21,5.1,3.4,1.7,0.2,Iris-setosa
+22,5.7,3.0,5.0,0.2,Iris-setosa
+23,6.4,2.8,5.0,2.1,Iris-virginica
+24,6.3,3.0,4.9,0.4,Iris-versicolor
+25,5.7,3.0,5.0,0.4,Iris-setosa
+26,6.5,2.0,5.7,1.3,Iris-virginica
+27,5.4,3.8,1.7,0.2,Iris-setosa
+28,4.7,3.9,4.5,0.2,Iris-setosa
+29,5.4,2.5,1.3,0.2,Iris-setosa
+30,5.7,3.3,1.0,0.3,Iris-setosa
+31,6.5,3.4,5.3,1.4,Iris-virginica
+32,6.7,3.3,5.0,1.3,Iris-virginica
+33,6.2,3.2,5.6,2.4,Iris-setosa
+34,5.8,2.6,1.0,1.4,Iris-setosa
+35,6.1,3.0,4.9,1.4,Iris-virginica
+36,5.4,2.0,1.5,1.2,Iris-setosa
+37,5.5,3.2,1.6,0.2,Iris-setosa
+38,5.5,3.0,1.7,0.5,Iris-setosa
+39,5.5,3.9,4.8,0.2,Iris-versicolor
+40,6.5,2.0,5.9,1.3,Iris-virginica
+41,5.5,3.3,1.6,0.4,Iris-setosa
+42,5.4,2.9,1.3,1.3,Iris-setosa
+43,5.7,2.9,4.9,0.2,Iris-setosa
+44,5.4,2.8,1.3,1.3,Iris-versicolor
+45,5.5,2.8,4.0,1.3,Iris-versicolor
+46,6.5,2.7,4.0,1.3,Iris-virginica
+47,5.5,2.7,1.5,1.1,Iris-virginica
+48,6.5,2.4,5.3,1.3,Iris-virginica
+49,4.3,3.0,4.3,0.2,Iris-versicolor
+50,5.4,3.4,5.9,0.2,Iris-setosa
+51,5.0,3.3,1.8,0.2,Iris-setosa
+52,5.3,2.5,5.0,1.3,Iris-virginica
+53,5.3,3.4,5.1,0.3,Iris-versicolor
+54,7.5,2.3,1.6,1.4,Iris-setosa
+55,5.3,3.4,1.5,1.2,Iris-setosa
+56,5.5,3.0,5.6,2.2,Iris-versicolor
+57,6.5,2.2,5.6,1.5,Iris-setosa
+58,5.9,3.1,1.9,0.2,Iris-setosa
+59,5.4,2.9,3.8,0.2,Iris-versicolor
+60,5.1,3.0,5.9,0.2,Iris-setosa
+61,5.0,3.3,1.5,0.2,Iris-versicolor
+62,6.0,3.6,4.9,0.3,Iris-versicolor
+63,5.9,2.4,1.7,1.3,Iris-versicolor
+64,5.5,2.7,4.9,1.3,Iris-versicolor
+65,6.4,2.0,4.5,1.4,Iris-setosa
+66,6.5,3.8,5.9,2.3,Iris-virginica
+67,5.1,3.4,1.9,2.5,Iris-setosa
+68,5.4,2.2,1.6,1.1,Iris-setosa
+69,5.7,3.4,1.5,0.2,Iris-versicolor
+70,5.9,2.2,1.5,2.5,Iris-setosa
+71,5.9,2.0,5.1,1.3,Iris-setosa
+72,6.0,3.0,5.1,0.4,Iris-versicolor
+73,5.1,3.0,5.5,0.4,Iris-setosa
+74,6.7,2.8,5.6,0.3,Iris-virginica
+75,6.9,3.3,5.5,0.3,Iris-virginica
+76,5.3,2.9,4.6,1.3,Iris-versicolor
+77,5.1,3.0,5.9,0.2,Iris-setosa
+78,5.1,2.0,1.9,1.4,Iris-setosa
+79,6.1,3.8,5.9,2.3,Iris-versicolor
+80,5.4,2.8,1.7,0.2,Iris-setosa
+81,6.5,2.4,5.1,1.4,Iris-virginica
+82,6.3,2.9,5.5,0.3,Iris-versicolor
+83,5.7,3.0,1.5,0.3,Iris-setosa
+84,5.3,3.4,1.7,2.3,Iris-versicolor
+85,5.0,2.8,3.5,1.2,Iris-versicolor
+86,5.1,3.8,5.1,2.2,Iris-setosa
+87,5.0,2.3,1.9,2.3,Iris-versicolor
+88,5.6,2.7,5.3,1.8,Iris-setosa
+89,5.5,3.1,1.5,0.2,Iris-setosa
+90,6.1,2.0,5.0,2.1,Iris-versicolor
+91,5.6,3.0,1.6,2.2,Iris-setosa
+92,5.9,3.3,1.1,0.1,Iris-versicolor
+93,5.2,2.0,4.5,1.5,Iris-versicolor
+94,5.6,2.5,4.4,1.3,Iris-versicolor
+95,5.5,3.0,1.9,0.3,Iris-setosa
+96,5.1,2.4,5.9,1.3,Iris-versicolor
+97,6.7,2.5,5.5,1.3,Iris-virginica
+98,6.9,3.5,5.9,0.8,Iris-setosa
+99,5.5,2.3,1.0,1.3,Iris-setosa
+100,6.1,2.0,4.9,1.3,Iris-versicolor
+101,5.5,2.9,1.0,1.3,Iris-setosa
+102,6.5,2.9,1.7,1.3,Iris-setosa
+103,5.4,2.9,1.0,1.5,Iris-setosa
+104,5.0,2.3,1.9,0.2,Iris-setosa
+105,5.4,2.4,1.6,0.8,Iris-setosa
+106,5.4,2.4,4.1,1.2,Iris-versicolor
+107,6.6,2.3,5.3,1.8,Iris-virginica
+108,5.9,3.0,5.7,0.3,Iris-setosa
+109,5.0,3.2,1.4,0.8,Iris-versicolor
+110,5.6,3.0,1.6,0.2,Iris-setosa
+111,5.0,3.2,5.3,0.8,Iris-setosa
+112,6.5,3.9,5.8,0.5,Iris-setosa
+113,5.1,2.0,1.6,0.4,Iris-virginica
+114,5.1,3.4,1.5,0.3,Iris-setosa
+115,6.1,2.8,5.6,1.3,Iris-setosa
+116,5.1,3.8,1.4,0.3,Iris-setosa
+117,5.4,3.0,1.6,2.2,Iris-setosa
+118,5.4,3.2,1.7,0.5,Iris-setosa
+119,6.3,3.3,1.9,0.3,Iris-virginica
diff --git a/iris/realtabformer/0_2/1/test.csv b/iris/realtabformer/0_2/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/1/train.csv b/iris/realtabformer/0_2/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/1/val.csv b/iris/realtabformer/0_2/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/10/synth.csv b/iris/realtabformer/0_2/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1d464fa5ec261fd3a6a64aed23fa78d43720d470
--- /dev/null
+++ b/iris/realtabformer/0_2/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,2.2,1.7,0.3,Iris-versicolor
+1,5.8,3.0,5.7,0.5,Iris-setosa
+2,5.4,2.5,5.4,1.1,Iris-setosa
+3,6.0,3.9,4.5,0.3,Iris-setosa
+4,6.3,3.0,5.9,0.2,Iris-virginica
+5,5.5,2.3,4.1,1.3,Iris-versicolor
+6,5.9,3.4,1.6,0.2,Iris-setosa
+7,5.0,3.4,1.6,0.2,Iris-setosa
+8,5.7,2.2,4.7,1.3,Iris-setosa
+9,5.4,2.8,5.5,0.2,Iris-setosa
+10,5.4,3.3,5.9,0.2,Iris-virginica
+11,4.7,3.4,1.6,0.3,Iris-setosa
+12,6.5,2.1,5.6,1.3,Iris-versicolor
+13,5.7,3.4,5.9,0.2,Iris-setosa
+14,4.8,3.0,1.7,0.2,Iris-setosa
+15,5.6,2.4,5.5,1.3,Iris-setosa
+16,5.0,2.9,5.9,2.4,Iris-setosa
+17,6.6,2.0,5.6,1.3,Iris-versicolor
+18,5.6,3.9,1.5,0.4,Iris-setosa
+19,5.0,2.8,1.6,1.2,Iris-versicolor
+20,5.4,2.8,1.4,1.2,Iris-setosa
+21,5.4,3.7,3.5,2.3,Iris-setosa
+22,5.0,2.8,1.7,2.3,Iris-versicolor
+23,6.1,2.0,4.3,1.4,Iris-virginica
+24,5.9,2.8,1.5,2.3,Iris-setosa
+25,6.1,3.0,4.9,0.3,Iris-versicolor
+26,5.1,2.2,1.0,0.2,Iris-virginica
+27,5.4,3.0,5.5,0.4,Iris-setosa
+28,5.1,3.2,1.8,0.2,Iris-setosa
+29,5.5,3.0,5.5,0.1,Iris-setosa
+30,5.7,3.7,3.8,0.2,Iris-setosa
+31,5.9,2.8,1.9,1.4,Iris-setosa
+32,5.1,3.1,1.7,0.3,Iris-versicolor
+33,5.7,3.2,1.9,0.2,Iris-setosa
+34,5.1,2.0,5.7,1.3,Iris-setosa
+35,6.9,2.7,4.9,1.3,Iris-virginica
+36,6.0,2.9,4.9,0.4,Iris-versicolor
+37,4.0,3.0,1.3,0.4,Iris-setosa
+38,6.8,3.0,5.6,2.3,Iris-virginica
+39,5.9,2.3,1.8,1.3,Iris-setosa
+40,5.6,3.0,5.5,0.3,Iris-virginica
+41,5.7,3.0,5.4,0.3,Iris-versicolor
+42,6.7,3.0,5.0,1.8,Iris-virginica
+43,5.6,2.8,4.5,1.3,Iris-versicolor
+44,5.7,3.0,5.7,0.3,Iris-virginica
+45,5.5,3.0,5.7,0.3,Iris-setosa
+46,6.5,2.3,5.0,1.3,Iris-versicolor
+47,4.1,3.0,4.5,0.3,Iris-versicolor
+48,6.0,3.2,1.6,2.2,Iris-setosa
+49,5.4,3.7,5.9,0.4,Iris-setosa
+50,5.1,3.2,1.6,1.3,Iris-setosa
+51,5.1,3.2,1.6,0.1,Iris-setosa
+52,5.6,3.2,1.6,0.8,Iris-virginica
+53,5.1,3.8,1.6,0.2,Iris-setosa
+54,5.4,3.1,1.9,0.3,Iris-setosa
+55,5.9,3.9,1.0,0.2,Iris-setosa
+56,5.1,3.0,1.0,0.2,Iris-setosa
+57,4.0,3.0,5.7,0.4,Iris-setosa
+58,5.1,3.2,1.5,0.2,Iris-setosa
+59,5.0,2.8,1.5,1.2,Iris-setosa
+60,5.7,2.4,1.0,1.2,Iris-setosa
+61,6.5,2.8,5.5,1.3,Iris-virginica
+62,5.3,3.8,4.6,0.3,Iris-versicolor
+63,6.5,3.5,5.9,1.4,Iris-virginica
+64,6.5,3.7,1.9,1.2,Iris-virginica
+65,5.4,2.0,4.0,1.3,Iris-setosa
+66,5.7,2.2,1.8,0.3,Iris-virginica
+67,6.3,3.0,5.3,1.4,Iris-virginica
+68,5.5,3.8,1.0,0.3,Iris-setosa
+69,6.3,3.4,5.4,1.8,Iris-versicolor
+70,5.5,3.1,1.6,2.2,Iris-setosa
+71,5.7,3.4,5.6,0.2,Iris-setosa
+72,5.1,3.0,1.5,2.5,Iris-setosa
+73,5.4,2.0,4.9,2.4,Iris-versicolor
+74,5.5,2.0,5.1,1.3,Iris-setosa
+75,6.7,3.4,4.0,1.3,Iris-versicolor
+76,6.5,3.7,4.9,2.4,Iris-versicolor
+77,5.5,2.3,3.4,1.8,Iris-setosa
+78,5.3,3.4,1.9,0.2,Iris-setosa
+79,5.5,3.0,1.6,0.2,Iris-setosa
+80,5.4,2.2,1.5,1.4,Iris-setosa
+81,6.6,2.0,5.9,2.8,Iris-virginica
+82,6.0,2.3,5.9,1.8,Iris-virginica
+83,5.8,2.3,1.0,1.5,Iris-setosa
+84,5.4,2.1,1.5,0.5,Iris-versicolor
+85,5.4,2.3,1.6,1.3,Iris-virginica
+86,5.5,2.0,1.1,1.1,Iris-setosa
+87,7.5,3.3,5.8,1.4,Iris-virginica
+88,5.7,2.2,1.1,1.3,Iris-setosa
+89,5.5,3.2,5.6,0.2,Iris-virginica
+90,5.4,2.9,1.6,1.3,Iris-setosa
+91,5.5,2.0,1.8,1.3,Iris-virginica
+92,5.4,2.0,1.5,0.3,Iris-setosa
+93,5.5,2.2,4.9,1.3,Iris-setosa
+94,4.4,3.0,1.5,0.3,Iris-setosa
+95,5.5,2.0,5.0,1.3,Iris-setosa
+96,6.0,3.0,5.7,2.2,Iris-setosa
+97,5.7,3.0,5.7,0.2,Iris-versicolor
+98,5.9,3.4,1.4,0.2,Iris-setosa
+99,6.7,3.8,4.5,2.3,Iris-virginica
+100,6.0,3.9,5.6,2.8,Iris-virginica
+101,6.3,2.4,5.7,1.8,Iris-virginica
+102,6.3,3.0,5.6,0.3,Iris-setosa
+103,4.0,3.9,1.5,0.3,Iris-setosa
+104,5.7,3.0,1.6,0.2,Iris-setosa
+105,5.4,3.3,4.7,0.2,Iris-versicolor
+106,6.2,3.7,1.5,2.3,Iris-virginica
+107,5.4,2.2,1.5,1.3,Iris-setosa
+108,6.1,3.1,3.5,0.3,Iris-setosa
+109,5.4,2.4,1.5,1.3,Iris-setosa
+110,6.5,3.3,4.9,0.8,Iris-versicolor
+111,5.7,3.4,5.7,2.2,Iris-setosa
+112,5.6,2.0,5.1,1.3,Iris-setosa
+113,6.1,2.2,5.1,1.3,Iris-versicolor
+114,5.5,2.4,3.9,2.3,Iris-setosa
+115,4.6,3.8,1.6,0.3,Iris-setosa
+116,5.0,3.3,1.7,0.3,Iris-setosa
+117,6.7,2.8,5.1,0.3,Iris-virginica
+118,5.9,3.2,1.5,0.4,Iris-setosa
+119,5.1,2.0,1.9,0.2,Iris-setosa
diff --git a/iris/realtabformer/0_2/10/test.csv b/iris/realtabformer/0_2/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/10/train.csv b/iris/realtabformer/0_2/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/10/val.csv b/iris/realtabformer/0_2/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/11/synth.csv b/iris/realtabformer/0_2/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..22fd645102fc6b3fb272d9b56fcc3dc222a992e3
--- /dev/null
+++ b/iris/realtabformer/0_2/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.9,3.7,1.0,0.2,Iris-versicolor
+1,5.1,2.2,1.9,1.3,Iris-setosa
+2,5.0,2.3,4.4,1.5,Iris-versicolor
+3,5.5,2.2,1.8,1.3,Iris-setosa
+4,4.8,3.4,1.9,0.2,Iris-setosa
+5,5.0,2.8,1.6,2.2,Iris-versicolor
+6,5.0,2.8,1.3,1.2,Iris-versicolor
+7,5.1,3.0,1.6,0.2,Iris-virginica
+8,6.9,3.9,5.1,2.4,Iris-virginica
+9,5.0,3.0,1.7,0.2,Iris-setosa
+10,5.7,3.2,4.8,1.5,Iris-virginica
+11,5.4,3.0,1.4,0.8,Iris-setosa
+12,5.4,3.0,1.5,2.2,Iris-setosa
+13,5.9,2.0,5.0,1.8,Iris-setosa
+14,5.2,3.2,1.3,0.1,Iris-setosa
+15,5.4,3.9,1.0,1.1,Iris-setosa
+16,6.4,3.0,3.7,1.5,Iris-virginica
+17,5.0,3.1,1.0,2.8,Iris-setosa
+18,5.8,3.7,4.6,0.5,Iris-setosa
+19,6.7,2.0,5.0,1.3,Iris-setosa
+20,5.3,3.4,1.3,0.2,Iris-versicolor
+21,5.9,3.0,1.4,2.3,Iris-versicolor
+22,5.1,3.0,1.4,0.3,Iris-setosa
+23,5.6,3.8,4.1,0.2,Iris-setosa
+24,5.3,3.0,5.9,0.3,Iris-setosa
+25,6.8,3.0,5.8,2.3,Iris-virginica
+26,5.4,3.0,5.5,1.8,Iris-setosa
+27,6.1,3.5,5.7,0.8,Iris-versicolor
+28,6.6,3.0,1.6,2.4,Iris-virginica
+29,7.1,3.1,1.1,0.3,Iris-virginica
+30,5.5,3.0,3.5,0.3,Iris-setosa
+31,5.0,2.2,4.7,1.2,Iris-versicolor
+32,6.0,3.9,4.6,2.3,Iris-versicolor
+33,6.0,3.2,5.0,0.3,Iris-virginica
+34,5.0,2.3,1.0,1.3,Iris-versicolor
+35,5.5,2.2,1.7,1.8,Iris-virginica
+36,6.7,2.4,4.8,1.4,Iris-virginica
+37,5.5,3.4,5.5,0.2,Iris-versicolor
+38,6.5,3.0,5.0,0.3,Iris-virginica
+39,5.4,2.0,5.5,1.1,Iris-setosa
+40,5.0,3.3,4.6,0.4,Iris-versicolor
+41,5.3,3.0,1.7,0.3,Iris-setosa
+42,5.3,3.8,5.5,0.3,Iris-versicolor
+43,5.4,2.0,5.1,0.3,Iris-versicolor
+44,5.1,3.4,1.0,0.3,Iris-versicolor
+45,5.7,3.4,5.9,0.2,Iris-setosa
+46,5.1,2.8,1.5,1.6,Iris-setosa
+47,6.8,3.1,4.6,1.3,Iris-virginica
+48,5.5,3.4,1.8,0.3,Iris-setosa
+49,6.0,3.2,5.9,2.2,Iris-virginica
+50,5.4,2.8,5.9,1.5,Iris-setosa
+51,6.6,2.2,5.7,1.4,Iris-versicolor
+52,6.3,2.4,5.5,1.3,Iris-setosa
+53,4.5,3.2,1.5,0.3,Iris-setosa
+54,5.9,3.3,1.0,0.3,Iris-setosa
+55,5.6,3.0,5.0,0.2,Iris-setosa
+56,5.1,3.3,1.0,2.2,Iris-setosa
+57,5.1,2.0,4.9,1.5,Iris-virginica
+58,6.1,3.2,1.6,2.3,Iris-setosa
+59,6.1,3.0,1.3,2.3,Iris-virginica
+60,5.5,2.2,1.5,1.3,Iris-setosa
+61,5.7,2.0,1.9,1.4,Iris-setosa
+62,6.0,3.1,1.9,0.1,Iris-virginica
+63,5.8,2.3,1.0,1.2,Iris-versicolor
+64,5.4,3.4,1.6,0.2,Iris-setosa
+65,5.5,3.2,1.4,0.3,Iris-versicolor
+66,5.1,2.8,1.7,0.3,Iris-virginica
+67,6.1,3.0,3.5,0.3,Iris-versicolor
+68,5.1,3.2,1.5,0.3,Iris-setosa
+69,5.1,3.9,1.5,0.2,Iris-versicolor
+70,5.4,3.0,1.9,0.2,Iris-setosa
+71,5.1,3.3,1.5,0.3,Iris-versicolor
+72,5.7,2.4,1.4,1.5,Iris-setosa
+73,6.9,3.8,5.9,1.3,Iris-virginica
+74,5.7,3.4,5.5,0.2,Iris-setosa
+75,5.4,2.0,4.6,1.5,Iris-versicolor
+76,5.3,3.0,4.5,0.3,Iris-versicolor
+77,6.5,2.4,5.2,1.3,Iris-setosa
+78,5.3,3.2,5.0,0.2,Iris-versicolor
+79,5.4,2.4,1.5,1.3,Iris-setosa
+80,5.5,2.0,1.7,1.3,Iris-setosa
+81,7.8,2.8,1.7,1.2,Iris-setosa
+82,6.3,3.0,5.9,1.2,Iris-virginica
+83,6.0,3.9,5.9,1.2,Iris-virginica
+84,6.1,2.0,4.9,1.2,Iris-virginica
+85,4.8,3.4,5.6,0.2,Iris-versicolor
+86,5.4,3.8,1.9,2.3,Iris-setosa
+87,5.5,3.9,1.8,0.3,Iris-setosa
+88,5.5,3.3,1.6,0.3,Iris-versicolor
+89,5.1,3.4,1.6,0.2,Iris-setosa
+90,6.0,3.0,5.1,0.2,Iris-virginica
+91,5.1,3.3,1.9,0.2,Iris-setosa
+92,5.1,3.0,1.5,0.2,Iris-setosa
+93,6.1,2.8,1.5,1.3,Iris-setosa
+94,5.5,3.0,1.2,0.2,Iris-setosa
+95,6.3,2.5,5.9,1.1,Iris-virginica
+96,5.0,3.3,1.1,0.2,Iris-setosa
+97,6.5,2.0,4.5,1.3,Iris-versicolor
+98,5.0,3.0,1.4,2.3,Iris-setosa
+99,5.1,2.3,1.6,0.3,Iris-setosa
+100,5.1,3.0,1.4,0.2,Iris-setosa
+101,5.4,3.0,1.9,0.2,Iris-versicolor
+102,4.1,3.0,1.9,0.3,Iris-virginica
+103,5.5,3.2,5.5,0.6,Iris-setosa
+104,5.4,2.0,1.5,1.8,Iris-setosa
+105,6.0,2.0,5.5,1.4,Iris-versicolor
+106,5.9,2.2,1.0,1.3,Iris-versicolor
+107,6.8,3.4,5.9,0.2,Iris-setosa
+108,5.4,3.0,1.9,0.2,Iris-versicolor
+109,5.5,3.4,5.6,0.3,Iris-versicolor
+110,4.6,3.9,1.4,0.2,Iris-setosa
+111,4.4,3.0,1.6,0.4,Iris-setosa
+112,6.1,3.0,4.9,2.3,Iris-setosa
+113,5.0,2.9,1.0,1.3,Iris-versicolor
+114,5.9,3.4,1.5,0.4,Iris-setosa
+115,5.4,3.9,1.4,0.4,Iris-virginica
+116,5.7,3.4,1.4,0.3,Iris-virginica
+117,5.0,2.0,5.3,1.3,Iris-setosa
+118,5.7,3.8,1.9,1.2,Iris-setosa
+119,6.9,3.9,5.4,0.3,Iris-virginica
diff --git a/iris/realtabformer/0_2/11/test.csv b/iris/realtabformer/0_2/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/11/train.csv b/iris/realtabformer/0_2/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/11/val.csv b/iris/realtabformer/0_2/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/12/synth.csv b/iris/realtabformer/0_2/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c22032a6cbf6bb1601a30c1a8f79f69db3539aa8
--- /dev/null
+++ b/iris/realtabformer/0_2/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3,2.2,5.9,1.3,Iris-virginica
+1,5.7,3.2,5.7,1.3,Iris-setosa
+2,5.4,2.2,1.4,2.2,Iris-versicolor
+3,5.4,2.8,1.6,1.2,Iris-setosa
+4,5.7,2.8,1.2,1.2,Iris-versicolor
+5,5.4,2.9,4.7,0.3,Iris-setosa
+6,5.4,2.2,1.9,0.4,Iris-setosa
+7,6.1,3.3,1.2,0.3,Iris-setosa
+8,4.8,2.0,1.4,0.2,Iris-setosa
+9,6.8,2.3,4.1,2.4,Iris-setosa
+10,6.1,3.0,5.7,1.8,Iris-virginica
+11,5.1,2.2,5.6,1.3,Iris-versicolor
+12,5.7,3.0,4.5,0.3,Iris-setosa
+13,5.4,2.9,4.0,1.3,Iris-versicolor
+14,5.5,3.4,5.8,0.3,Iris-setosa
+15,5.9,3.4,1.5,0.2,Iris-setosa
+16,6.9,3.0,5.9,2.5,Iris-versicolor
+17,5.6,3.0,1.9,0.2,Iris-setosa
+18,5.0,3.4,4.0,0.2,Iris-versicolor
+19,5.1,3.2,1.0,1.3,Iris-setosa
+20,5.0,2.0,1.0,1.2,Iris-setosa
+21,6.7,3.9,5.0,0.3,Iris-virginica
+22,5.7,2.4,1.0,1.8,Iris-setosa
+23,6.6,3.0,5.9,1.3,Iris-versicolor
+24,5.0,3.9,4.7,0.1,Iris-versicolor
+25,5.5,3.0,1.5,0.4,Iris-setosa
+26,6.8,2.9,1.7,1.3,Iris-virginica
+27,5.1,3.0,1.9,0.4,Iris-setosa
+28,5.0,3.3,5.6,2.3,Iris-setosa
+29,5.3,3.0,1.5,0.3,Iris-setosa
+30,5.1,3.2,1.5,0.3,Iris-setosa
+31,6.7,2.8,4.0,2.4,Iris-versicolor
+32,6.6,2.9,5.9,1.8,Iris-virginica
+33,5.8,3.7,5.7,0.2,Iris-setosa
+34,5.1,3.3,1.4,0.2,Iris-setosa
+35,5.4,2.8,1.1,0.3,Iris-setosa
+36,5.1,3.0,4.5,0.3,Iris-versicolor
+37,5.4,2.0,5.9,1.3,Iris-setosa
+38,4.3,3.0,3.5,0.3,Iris-setosa
+39,6.5,3.3,1.0,1.8,Iris-setosa
+40,5.4,3.4,1.1,0.3,Iris-setosa
+41,5.1,2.4,1.6,1.2,Iris-setosa
+42,6.1,2.2,5.7,1.3,Iris-versicolor
+43,5.4,3.2,5.7,0.2,Iris-versicolor
+44,5.1,2.0,4.9,1.3,Iris-versicolor
+45,6.8,3.0,4.7,2.3,Iris-versicolor
+46,6.0,3.8,5.6,1.3,Iris-versicolor
+47,6.7,3.3,1.3,2.3,Iris-virginica
+48,5.5,2.3,3.5,1.3,Iris-versicolor
+49,6.3,3.9,5.3,0.2,Iris-setosa
+50,6.8,2.5,5.3,1.3,Iris-virginica
+51,5.4,3.0,1.5,0.2,Iris-setosa
+52,5.9,3.0,1.5,1.5,Iris-virginica
+53,5.6,3.4,1.7,0.3,Iris-setosa
+54,6.7,2.8,5.7,1.4,Iris-virginica
+55,5.1,3.0,1.5,0.3,Iris-versicolor
+56,6.4,3.0,5.1,2.3,Iris-virginica
+57,6.0,3.3,1.6,2.3,Iris-virginica
+58,5.5,3.3,1.6,0.3,Iris-setosa
+59,5.5,3.2,5.6,0.3,Iris-virginica
+60,5.7,3.2,5.4,0.2,Iris-setosa
+61,5.5,3.8,1.6,0.3,Iris-setosa
+62,5.0,3.2,1.0,0.2,Iris-setosa
+63,5.3,3.8,5.7,0.3,Iris-setosa
+64,5.5,2.3,1.2,0.2,Iris-setosa
+65,6.1,3.0,5.5,0.5,Iris-setosa
+66,5.5,2.1,5.5,0.2,Iris-virginica
+67,4.3,3.0,5.4,0.2,Iris-setosa
+68,6.7,3.3,1.0,2.3,Iris-versicolor
+69,6.4,2.4,5.9,1.2,Iris-virginica
+70,5.3,2.3,4.5,1.3,Iris-versicolor
+71,6.1,3.0,5.9,0.3,Iris-virginica
+72,6.7,3.9,4.5,1.3,Iris-versicolor
+73,5.9,3.0,5.5,1.2,Iris-setosa
+74,6.5,2.9,5.6,1.4,Iris-versicolor
+75,5.1,3.5,3.1,0.2,Iris-versicolor
+76,5.4,3.3,1.5,0.2,Iris-setosa
+77,5.0,3.4,5.1,0.5,Iris-setosa
+78,5.0,2.0,1.9,0.2,Iris-setosa
+79,5.9,3.2,1.6,0.2,Iris-setosa
+80,6.7,2.8,5.9,1.3,Iris-versicolor
+81,5.5,2.1,1.5,1.5,Iris-setosa
+82,5.5,2.5,1.5,1.3,Iris-versicolor
+83,6.7,2.4,5.0,1.3,Iris-setosa
+84,6.6,3.0,5.5,1.5,Iris-versicolor
+85,6.9,3.9,5.6,0.3,Iris-setosa
+86,5.4,2.4,1.8,0.2,Iris-setosa
+87,6.3,3.0,4.9,0.4,Iris-versicolor
+88,6.3,2.3,5.4,1.3,Iris-setosa
+89,6.3,2.0,5.9,2.3,Iris-versicolor
+90,4.7,3.8,5.7,0.3,Iris-setosa
+91,5.1,2.9,4.7,1.3,Iris-virginica
+92,5.7,2.8,5.6,1.3,Iris-virginica
+93,5.5,2.2,1.5,0.2,Iris-versicolor
+94,6.3,3.0,4.9,0.2,Iris-versicolor
+95,5.7,2.8,3.1,0.2,Iris-versicolor
+96,5.7,2.8,1.9,1.2,Iris-setosa
+97,5.1,2.0,5.9,1.3,Iris-setosa
+98,6.5,3.7,5.6,2.4,Iris-versicolor
+99,5.4,3.8,1.4,0.2,Iris-virginica
+100,5.3,3.2,4.8,0.5,Iris-setosa
+101,5.0,3.2,1.9,0.3,Iris-setosa
+102,6.3,3.1,1.6,2.2,Iris-setosa
+103,5.4,2.8,1.4,1.1,Iris-setosa
+104,5.5,2.4,1.5,1.3,Iris-versicolor
+105,5.1,2.8,4.5,1.3,Iris-versicolor
+106,6.1,3.0,5.7,0.3,Iris-virginica
+107,6.3,3.8,5.6,2.4,Iris-versicolor
+108,6.0,3.0,5.6,1.3,Iris-virginica
+109,5.5,3.4,1.4,0.2,Iris-versicolor
+110,6.1,3.4,5.1,2.3,Iris-setosa
+111,5.3,3.2,4.7,0.3,Iris-versicolor
+112,5.8,2.8,1.9,0.2,Iris-setosa
+113,6.7,2.9,5.1,1.2,Iris-virginica
+114,5.5,3.2,1.6,0.8,Iris-setosa
+115,5.4,2.5,1.6,0.2,Iris-setosa
+116,5.1,2.7,1.0,0.4,Iris-setosa
+117,5.3,3.4,4.5,0.3,Iris-versicolor
+118,6.7,2.3,5.7,1.3,Iris-versicolor
+119,5.9,2.8,1.7,0.2,Iris-versicolor
diff --git a/iris/realtabformer/0_2/12/test.csv b/iris/realtabformer/0_2/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/12/train.csv b/iris/realtabformer/0_2/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/12/val.csv b/iris/realtabformer/0_2/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/13/synth.csv b/iris/realtabformer/0_2/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..928755a863a45b505ecd54ccf398fefa82758d96
--- /dev/null
+++ b/iris/realtabformer/0_2/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6,3.7,4.9,0.3,Iris-versicolor
+1,6.0,3.2,5.7,1.3,Iris-versicolor
+2,4.0,2.0,1.1,0.2,Iris-setosa
+3,5.0,3.2,5.0,2.2,Iris-setosa
+4,5.5,2.7,5.5,1.3,Iris-versicolor
+5,5.0,3.0,1.7,0.2,Iris-versicolor
+6,5.6,3.2,1.4,0.2,Iris-setosa
+7,5.3,2.0,4.9,2.3,Iris-virginica
+8,5.7,3.2,4.7,0.2,Iris-versicolor
+9,5.4,3.4,1.0,0.3,Iris-setosa
+10,6.3,3.0,5.9,2.5,Iris-virginica
+11,6.5,3.0,5.5,0.3,Iris-setosa
+12,4.4,3.2,5.4,0.3,Iris-setosa
+13,5.4,2.8,1.7,1.5,Iris-setosa
+14,5.5,2.2,1.5,1.1,Iris-setosa
+15,6.7,3.2,5.5,2.2,Iris-virginica
+16,6.3,2.3,5.4,2.1,Iris-virginica
+17,4.0,3.0,1.4,0.2,Iris-setosa
+18,5.4,3.4,1.7,0.8,Iris-setosa
+19,5.4,3.8,1.5,0.2,Iris-setosa
+20,5.7,2.3,3.5,0.3,Iris-versicolor
+21,5.9,3.2,5.5,0.3,Iris-setosa
+22,5.4,2.0,5.0,2.2,Iris-setosa
+23,5.8,2.2,1.0,2.3,Iris-virginica
+24,4.3,3.4,1.5,0.2,Iris-setosa
+25,5.0,3.8,1.6,0.2,Iris-setosa
+26,5.5,2.3,1.3,1.2,Iris-versicolor
+27,6.6,3.4,5.8,1.3,Iris-versicolor
+28,4.8,3.0,5.1,0.2,Iris-setosa
+29,6.6,3.4,1.6,1.3,Iris-versicolor
+30,6.3,3.0,4.4,0.4,Iris-versicolor
+31,5.9,3.4,1.6,0.3,Iris-setosa
+32,6.3,2.2,5.9,1.3,Iris-virginica
+33,5.1,2.0,1.8,1.3,Iris-setosa
+34,5.1,3.3,1.0,0.2,Iris-versicolor
+35,4.9,3.4,1.6,0.2,Iris-setosa
+36,5.1,3.0,1.9,0.2,Iris-versicolor
+37,6.0,2.2,5.0,2.8,Iris-virginica
+38,5.4,3.0,1.7,0.1,Iris-setosa
+39,4.4,3.0,1.6,0.4,Iris-setosa
+40,5.5,3.0,3.5,0.2,Iris-versicolor
+41,5.0,2.0,5.5,1.8,Iris-virginica
+42,6.1,3.0,4.7,1.3,Iris-versicolor
+43,5.8,2.0,1.7,1.3,Iris-versicolor
+44,5.5,3.2,4.4,0.2,Iris-setosa
+45,5.7,3.4,1.5,0.2,Iris-setosa
+46,6.2,2.7,4.9,1.5,Iris-versicolor
+47,6.3,2.4,5.5,1.3,Iris-setosa
+48,6.3,2.2,4.7,1.3,Iris-versicolor
+49,5.1,3.0,1.4,0.2,Iris-versicolor
+50,5.4,2.3,1.7,2.2,Iris-versicolor
+51,5.0,3.7,4.6,0.2,Iris-versicolor
+52,6.3,3.2,5.6,2.2,Iris-versicolor
+53,5.7,2.8,5.9,1.2,Iris-versicolor
+54,6.8,3.8,1.6,2.3,Iris-virginica
+55,5.1,2.7,1.9,1.3,Iris-setosa
+56,5.9,3.0,1.0,0.3,Iris-versicolor
+57,5.6,2.4,1.6,1.2,Iris-virginica
+58,6.0,2.0,4.6,1.2,Iris-virginica
+59,5.1,3.1,1.4,0.3,Iris-setosa
+60,6.1,3.8,5.1,0.8,Iris-setosa
+61,5.6,3.3,4.9,0.2,Iris-versicolor
+62,5.7,3.0,1.5,1.8,Iris-setosa
+63,5.1,3.7,5.5,2.2,Iris-versicolor
+64,6.5,3.2,5.6,1.3,Iris-versicolor
+65,5.4,2.1,1.5,1.1,Iris-versicolor
+66,6.8,3.4,5.9,2.3,Iris-virginica
+67,5.0,3.3,1.3,0.2,Iris-versicolor
+68,5.5,3.0,1.6,0.2,Iris-setosa
+69,5.5,2.0,1.3,1.2,Iris-setosa
+70,6.8,3.8,1.3,2.3,Iris-virginica
+71,6.8,3.6,5.0,1.3,Iris-virginica
+72,5.0,2.3,1.1,1.3,Iris-setosa
+73,5.1,3.0,1.4,2.1,Iris-setosa
+74,4.3,3.0,1.4,0.2,Iris-setosa
+75,5.6,3.0,1.7,0.2,Iris-setosa
+76,5.1,2.0,4.6,1.3,Iris-versicolor
+77,6.1,3.2,5.3,2.3,Iris-virginica
+78,5.8,3.3,1.0,0.3,Iris-setosa
+79,5.1,3.0,5.9,0.3,Iris-setosa
+80,6.9,3.0,1.0,2.3,Iris-setosa
+81,6.5,3.3,4.7,0.5,Iris-versicolor
+82,6.3,3.1,5.7,0.3,Iris-virginica
+83,5.5,3.7,5.9,0.8,Iris-setosa
+84,5.7,3.4,1.4,1.3,Iris-setosa
+85,4.8,3.0,4.4,0.3,Iris-setosa
+86,6.7,2.9,1.7,1.2,Iris-setosa
+87,6.5,3.0,5.7,0.3,Iris-versicolor
+88,5.0,3.0,1.7,0.3,Iris-setosa
+89,5.0,3.2,1.0,0.3,Iris-versicolor
+90,5.0,2.0,1.5,1.3,Iris-setosa
+91,5.5,3.4,1.6,0.4,Iris-versicolor
+92,5.3,3.9,1.9,0.2,Iris-setosa
+93,5.4,3.8,1.7,0.2,Iris-setosa
+94,5.4,3.2,1.6,0.3,Iris-versicolor
+95,6.1,3.9,5.7,2.2,Iris-versicolor
+96,5.9,3.4,1.4,0.1,Iris-setosa
+97,6.3,2.3,1.9,1.2,Iris-versicolor
+98,5.1,3.0,1.7,0.2,Iris-versicolor
+99,5.9,3.0,1.1,0.4,Iris-setosa
+100,6.7,3.4,5.0,0.8,Iris-setosa
+101,5.6,2.5,1.6,1.5,Iris-setosa
+102,6.3,3.1,1.0,0.2,Iris-virginica
+103,5.7,3.2,1.0,0.2,Iris-setosa
+104,5.5,3.0,5.5,0.3,Iris-setosa
+105,6.3,3.1,4.6,2.2,Iris-versicolor
+106,5.1,3.7,4.5,0.2,Iris-versicolor
+107,5.4,3.0,5.3,0.2,Iris-setosa
+108,5.6,3.2,1.0,0.3,Iris-setosa
+109,5.8,3.4,5.9,0.3,Iris-setosa
+110,6.3,2.0,4.6,1.2,Iris-versicolor
+111,5.1,2.2,1.0,1.5,Iris-setosa
+112,5.5,3.7,1.5,1.2,Iris-setosa
+113,5.4,3.1,1.9,0.2,Iris-versicolor
+114,5.5,3.0,5.9,0.3,Iris-virginica
+115,5.3,3.4,1.0,0.2,Iris-setosa
+116,6.5,2.7,5.0,1.2,Iris-virginica
+117,5.0,2.3,1.6,1.2,Iris-virginica
+118,4.3,3.0,5.5,0.2,Iris-setosa
+119,5.5,2.5,1.5,1.2,Iris-versicolor
diff --git a/iris/realtabformer/0_2/13/test.csv b/iris/realtabformer/0_2/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/13/train.csv b/iris/realtabformer/0_2/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/13/val.csv b/iris/realtabformer/0_2/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/14/synth.csv b/iris/realtabformer/0_2/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..81770ac87c2b90307b8003b48b6d5751f1073573
--- /dev/null
+++ b/iris/realtabformer/0_2/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.2,1.4,0.3,Iris-setosa
+1,6.6,2.3,5.7,1.3,Iris-virginica
+2,5.5,2.3,1.4,1.3,Iris-setosa
+3,4.9,3.3,1.4,0.3,Iris-setosa
+4,5.1,3.0,1.6,0.3,Iris-setosa
+5,4.4,2.1,1.5,0.1,Iris-versicolor
+6,6.6,3.0,5.6,2.4,Iris-setosa
+7,5.3,3.0,5.9,1.2,Iris-versicolor
+8,4.6,3.0,1.3,0.8,Iris-setosa
+9,4.3,3.8,1.4,0.2,Iris-setosa
+10,6.1,2.3,5.6,2.3,Iris-setosa
+11,5.4,2.6,1.5,0.3,Iris-setosa
+12,5.4,2.8,4.5,0.3,Iris-virginica
+13,5.5,3.0,1.7,2.2,Iris-setosa
+14,5.9,3.1,1.9,0.2,Iris-setosa
+15,6.5,3.0,5.0,2.3,Iris-versicolor
+16,5.7,2.2,1.7,0.3,Iris-versicolor
+17,5.9,3.0,3.7,0.2,Iris-setosa
+18,6.5,3.1,5.3,0.3,Iris-setosa
+19,6.6,2.9,5.7,1.3,Iris-virginica
+20,5.0,2.3,1.9,0.2,Iris-virginica
+21,5.9,2.8,1.6,1.5,Iris-setosa
+22,6.5,3.2,4.6,2.3,Iris-versicolor
+23,5.5,2.2,1.0,1.0,Iris-setosa
+24,6.1,3.2,5.0,0.3,Iris-versicolor
+25,5.4,2.8,1.4,1.2,Iris-setosa
+26,6.1,3.2,5.6,0.3,Iris-setosa
+27,5.9,3.3,1.6,0.1,Iris-setosa
+28,6.2,3.2,5.9,0.3,Iris-virginica
+29,6.0,3.9,4.0,0.2,Iris-versicolor
+30,5.4,2.7,1.6,1.4,Iris-setosa
+31,5.4,3.0,5.8,1.3,Iris-virginica
+32,5.1,2.2,4.0,1.0,Iris-versicolor
+33,5.0,3.0,3.9,0.2,Iris-setosa
+34,5.4,2.0,1.7,1.5,Iris-setosa
+35,5.0,2.9,1.7,1.3,Iris-setosa
+36,5.4,2.4,4.5,1.3,Iris-setosa
+37,5.4,3.7,1.5,0.3,Iris-setosa
+38,5.4,2.9,1.6,0.1,Iris-setosa
+39,6.0,3.0,1.7,1.3,Iris-versicolor
+40,5.2,2.2,1.5,1.5,Iris-versicolor
+41,6.5,2.3,1.0,1.8,Iris-versicolor
+42,5.4,3.4,4.0,0.2,Iris-versicolor
+43,5.5,3.4,1.8,0.2,Iris-versicolor
+44,5.9,2.4,1.9,1.3,Iris-setosa
+45,5.6,3.0,1.5,0.3,Iris-setosa
+46,6.3,3.3,5.9,2.3,Iris-setosa
+47,6.5,3.0,5.6,1.3,Iris-virginica
+48,6.3,2.7,4.3,2.3,Iris-versicolor
+49,5.9,3.3,4.5,0.4,Iris-versicolor
+50,5.4,3.0,4.7,0.3,Iris-versicolor
+51,5.7,3.0,5.9,0.2,Iris-setosa
+52,6.5,3.1,1.8,2.4,Iris-virginica
+53,5.6,3.0,5.9,0.5,Iris-setosa
+54,5.1,3.0,1.0,0.2,Iris-setosa
+55,5.4,2.1,1.5,0.2,Iris-setosa
+56,5.7,3.7,1.7,2.2,Iris-setosa
+57,5.3,3.2,4.8,0.3,Iris-versicolor
+58,5.0,2.3,1.5,1.3,Iris-versicolor
+59,6.1,3.8,5.4,1.3,Iris-setosa
+60,6.7,2.8,5.6,1.3,Iris-virginica
+61,6.3,3.2,5.4,1.5,Iris-versicolor
+62,6.1,3.3,5.9,0.3,Iris-versicolor
+63,5.4,2.8,5.5,1.8,Iris-setosa
+64,6.7,3.2,5.3,1.3,Iris-setosa
+65,4.6,3.9,1.8,0.3,Iris-setosa
+66,5.7,2.4,3.9,1.3,Iris-setosa
+67,5.9,3.0,3.6,2.2,Iris-versicolor
+68,6.0,3.8,5.9,2.2,Iris-versicolor
+69,5.4,3.2,5.0,2.2,Iris-setosa
+70,5.0,3.3,1.6,0.2,Iris-setosa
+71,5.8,3.0,1.6,1.4,Iris-setosa
+72,6.1,3.4,1.9,2.2,Iris-versicolor
+73,6.1,3.3,4.0,2.3,Iris-versicolor
+74,5.0,2.2,5.5,1.3,Iris-setosa
+75,5.4,3.0,5.9,2.2,Iris-setosa
+76,5.7,3.6,4.4,2.3,Iris-versicolor
+77,5.1,2.2,4.0,0.3,Iris-versicolor
+78,6.5,3.0,5.7,1.4,Iris-virginica
+79,5.5,2.8,1.7,1.2,Iris-setosa
+80,6.3,2.2,5.6,2.3,Iris-virginica
+81,6.1,3.1,1.6,2.3,Iris-virginica
+82,5.5,3.0,4.9,0.3,Iris-virginica
+83,5.3,2.2,5.7,0.1,Iris-versicolor
+84,6.7,2.0,5.7,1.3,Iris-virginica
+85,5.0,2.6,3.6,1.2,Iris-setosa
+86,4.7,3.5,5.7,0.3,Iris-versicolor
+87,5.1,2.2,5.5,1.3,Iris-setosa
+88,5.1,2.4,1.6,1.5,Iris-setosa
+89,6.7,3.4,4.9,2.4,Iris-versicolor
+90,5.5,3.3,1.9,0.2,Iris-versicolor
+91,5.1,3.4,1.6,0.2,Iris-setosa
+92,5.7,3.8,1.7,2.3,Iris-versicolor
+93,6.4,3.0,5.3,2.3,Iris-virginica
+94,5.1,2.0,5.3,1.4,Iris-setosa
+95,5.7,3.0,1.9,0.2,Iris-setosa
+96,6.1,2.8,5.2,1.3,Iris-virginica
+97,4.1,2.1,4.5,0.3,Iris-setosa
+98,5.5,2.4,1.4,1.2,Iris-setosa
+99,5.0,3.1,1.9,0.4,Iris-virginica
+100,5.5,3.0,1.7,0.2,Iris-setosa
+101,5.4,3.0,5.5,0.3,Iris-versicolor
+102,5.7,3.0,5.7,1.3,Iris-setosa
+103,5.5,3.2,1.4,0.4,Iris-setosa
+104,6.1,3.5,1.6,0.2,Iris-versicolor
+105,6.1,3.2,1.3,2.8,Iris-virginica
+106,6.0,2.2,5.2,1.3,Iris-setosa
+107,5.0,2.0,1.5,1.2,Iris-versicolor
+108,6.5,2.3,5.6,1.3,Iris-versicolor
+109,4.5,3.0,5.0,0.4,Iris-setosa
+110,5.5,2.3,1.9,1.2,Iris-setosa
+111,4.3,3.0,1.9,0.2,Iris-setosa
+112,5.1,2.0,1.9,1.3,Iris-setosa
+113,5.5,3.8,4.1,1.3,Iris-virginica
+114,5.5,2.0,1.6,0.4,Iris-setosa
+115,6.1,2.4,1.8,1.1,Iris-virginica
+116,6.3,3.4,1.5,2.2,Iris-versicolor
+117,5.4,3.0,5.7,0.3,Iris-setosa
+118,6.1,3.4,5.4,0.3,Iris-virginica
+119,5.7,3.4,1.5,0.3,Iris-versicolor
diff --git a/iris/realtabformer/0_2/14/test.csv b/iris/realtabformer/0_2/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/14/train.csv b/iris/realtabformer/0_2/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/14/val.csv b/iris/realtabformer/0_2/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/15/synth.csv b/iris/realtabformer/0_2/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..01ec92a9a479a13fc8f8a351bf65872c150495ee
--- /dev/null
+++ b/iris/realtabformer/0_2/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7,3.0,5.4,0.3,Iris-setosa
+1,5.3,2.8,1.0,2.2,Iris-versicolor
+2,5.4,2.9,3.1,1.3,Iris-setosa
+3,5.9,3.0,4.7,1.2,Iris-versicolor
+4,6.1,2.8,4.9,1.3,Iris-versicolor
+5,5.1,3.7,4.9,1.3,Iris-setosa
+6,5.9,2.2,1.4,1.3,Iris-setosa
+7,5.4,2.5,1.9,2.2,Iris-setosa
+8,5.5,3.8,4.5,0.3,Iris-virginica
+9,5.0,3.4,1.6,0.2,Iris-setosa
+10,6.1,2.8,1.3,1.2,Iris-virginica
+11,4.8,3.4,5.5,0.2,Iris-setosa
+12,6.9,3.3,1.7,2.2,Iris-setosa
+13,6.3,3.0,5.6,0.3,Iris-virginica
+14,5.0,3.9,1.6,0.2,Iris-virginica
+15,5.4,2.0,1.0,1.3,Iris-setosa
+16,5.7,2.4,1.0,1.2,Iris-setosa
+17,6.0,3.2,5.9,0.8,Iris-versicolor
+18,6.3,2.4,5.9,2.3,Iris-virginica
+19,5.1,3.3,5.9,0.2,Iris-versicolor
+20,6.6,3.8,5.6,2.3,Iris-versicolor
+21,5.1,3.8,1.4,1.4,Iris-setosa
+22,5.0,2.0,1.7,1.3,Iris-virginica
+23,6.7,3.0,5.9,2.3,Iris-virginica
+24,5.3,3.8,4.9,2.3,Iris-virginica
+25,5.3,2.2,1.7,0.3,Iris-versicolor
+26,5.4,3.2,1.5,0.3,Iris-virginica
+27,5.5,2.4,1.7,1.3,Iris-setosa
+28,5.5,3.4,1.1,0.3,Iris-setosa
+29,5.1,2.0,4.7,1.3,Iris-versicolor
+30,5.8,3.0,1.7,0.8,Iris-setosa
+31,5.9,3.0,1.3,0.3,Iris-versicolor
+32,5.4,3.0,5.7,0.3,Iris-setosa
+33,5.6,3.3,1.0,0.2,Iris-versicolor
+34,4.0,3.2,1.1,1.2,Iris-setosa
+35,6.0,3.8,5.0,2.3,Iris-virginica
+36,5.1,3.3,1.7,0.3,Iris-setosa
+37,5.8,2.0,5.9,1.3,Iris-setosa
+38,6.3,3.2,1.9,1.3,Iris-setosa
+39,5.5,3.0,5.5,0.5,Iris-setosa
+40,5.7,3.0,1.0,0.2,Iris-setosa
+41,5.5,2.5,4.7,0.2,Iris-versicolor
+42,5.5,3.0,4.0,1.3,Iris-setosa
+43,5.9,3.8,1.7,1.3,Iris-setosa
+44,5.4,2.0,5.0,1.2,Iris-versicolor
+45,5.4,3.0,1.9,0.2,Iris-versicolor
+46,5.1,3.2,4.7,1.3,Iris-versicolor
+47,5.5,2.9,5.8,1.8,Iris-virginica
+48,5.1,2.3,1.0,1.2,Iris-versicolor
+49,5.7,3.8,5.6,0.4,Iris-versicolor
+50,5.4,3.8,5.8,0.3,Iris-versicolor
+51,6.6,2.0,5.7,1.1,Iris-setosa
+52,6.0,2.9,4.5,1.5,Iris-versicolor
+53,5.4,2.4,1.3,1.8,Iris-setosa
+54,5.6,3.0,1.4,0.4,Iris-setosa
+55,6.9,3.0,5.4,2.4,Iris-versicolor
+56,5.5,2.4,5.7,1.8,Iris-setosa
+57,5.4,3.4,1.6,0.3,Iris-setosa
+58,6.3,3.0,5.6,2.5,Iris-virginica
+59,5.1,2.3,1.1,1.3,Iris-setosa
+60,6.4,3.9,1.3,0.2,Iris-setosa
+61,4.3,3.2,1.5,1.2,Iris-setosa
+62,5.4,3.0,4.8,0.2,Iris-versicolor
+63,5.0,3.4,1.9,0.3,Iris-setosa
+64,5.4,2.8,1.5,1.3,Iris-versicolor
+65,5.5,3.2,4.5,0.4,Iris-versicolor
+66,5.4,2.8,4.9,1.3,Iris-versicolor
+67,5.0,3.1,4.4,0.3,Iris-setosa
+68,5.5,3.3,1.2,0.4,Iris-setosa
+69,6.3,3.1,5.1,2.2,Iris-versicolor
+70,5.1,3.3,4.5,0.3,Iris-versicolor
+71,6.1,3.0,5.5,1.3,Iris-setosa
+72,5.1,2.2,1.5,0.3,Iris-setosa
+73,5.3,2.0,1.4,1.2,Iris-setosa
+74,5.0,2.3,1.9,1.8,Iris-versicolor
+75,5.1,2.2,1.7,1.3,Iris-versicolor
+76,4.3,3.0,1.6,0.3,Iris-versicolor
+77,5.1,3.2,1.7,0.3,Iris-versicolor
+78,5.0,3.3,5.9,0.2,Iris-setosa
+79,5.5,2.0,1.5,0.2,Iris-versicolor
+80,6.1,3.4,4.7,0.4,Iris-versicolor
+81,5.6,3.0,5.7,0.1,Iris-virginica
+82,5.0,3.3,1.0,0.8,Iris-versicolor
+83,5.8,3.0,5.1,0.3,Iris-setosa
+84,5.7,3.4,1.6,0.3,Iris-setosa
+85,5.4,3.7,5.0,2.2,Iris-setosa
+86,5.9,3.2,1.7,0.3,Iris-setosa
+87,6.4,2.9,1.1,1.8,Iris-setosa
+88,6.4,3.9,5.9,0.3,Iris-versicolor
+89,6.0,2.3,4.7,1.3,Iris-versicolor
+90,5.8,3.0,1.7,0.2,Iris-setosa
+91,5.5,2.0,1.6,1.3,Iris-versicolor
+92,5.4,2.2,1.4,1.8,Iris-setosa
+93,5.4,3.2,1.3,0.2,Iris-setosa
+94,4.5,3.0,1.5,0.8,Iris-setosa
+95,5.0,3.4,4.5,0.3,Iris-virginica
+96,5.9,3.0,1.8,0.2,Iris-setosa
+97,5.4,2.3,5.4,1.2,Iris-setosa
+98,6.3,3.0,5.7,2.3,Iris-virginica
+99,5.0,3.8,3.8,0.4,Iris-setosa
+100,5.7,3.8,5.5,1.3,Iris-versicolor
+101,5.1,2.4,1.9,1.5,Iris-setosa
+102,7.7,3.8,5.7,2.3,Iris-setosa
+103,6.8,3.0,5.9,2.3,Iris-virginica
+104,6.7,2.0,5.9,1.2,Iris-virginica
+105,7.1,3.0,5.5,0.2,Iris-virginica
+106,6.1,2.0,5.9,1.1,Iris-setosa
+107,5.1,2.8,1.7,1.2,Iris-setosa
+108,5.7,3.4,1.6,0.2,Iris-setosa
+109,6.3,2.7,5.4,1.3,Iris-virginica
+110,5.1,2.0,5.8,1.4,Iris-virginica
+111,6.5,3.0,5.7,0.3,Iris-virginica
+112,5.4,3.0,3.7,0.2,Iris-setosa
+113,5.4,2.4,4.5,1.3,Iris-versicolor
+114,6.5,3.3,5.7,2.8,Iris-setosa
+115,5.7,3.8,5.6,0.3,Iris-versicolor
+116,5.5,2.0,5.8,1.5,Iris-setosa
+117,5.5,2.2,1.9,1.8,Iris-setosa
+118,5.1,3.0,4.0,0.5,Iris-versicolor
+119,6.0,3.0,4.7,0.2,Iris-versicolor
diff --git a/iris/realtabformer/0_2/15/test.csv b/iris/realtabformer/0_2/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/15/train.csv b/iris/realtabformer/0_2/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/15/val.csv b/iris/realtabformer/0_2/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/16/synth.csv b/iris/realtabformer/0_2/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1f2436396b8793cb1312d5abdace68a16d0d8023
--- /dev/null
+++ b/iris/realtabformer/0_2/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.8,1.4,0.3,Iris-setosa
+1,5.9,3.9,5.0,1.8,Iris-setosa
+2,5.5,3.0,1.9,0.5,Iris-setosa
+3,5.5,3.0,4.4,0.3,Iris-versicolor
+4,5.0,2.8,4.5,1.3,Iris-versicolor
+5,5.5,3.7,4.8,1.8,Iris-versicolor
+6,6.0,3.8,5.9,2.2,Iris-virginica
+7,6.1,3.1,5.6,0.3,Iris-versicolor
+8,5.1,3.0,1.9,0.2,Iris-setosa
+9,5.4,3.4,3.3,1.3,Iris-setosa
+10,5.0,2.0,1.8,1.3,Iris-versicolor
+11,5.0,3.2,1.4,2.2,Iris-setosa
+12,5.9,2.5,1.9,1.2,Iris-setosa
+13,5.1,3.0,1.7,1.2,Iris-virginica
+14,5.6,3.9,1.1,1.2,Iris-setosa
+15,5.4,3.3,1.0,0.2,Iris-setosa
+16,5.7,3.4,1.7,0.2,Iris-setosa
+17,5.4,2.4,1.5,1.2,Iris-setosa
+18,6.6,3.0,5.9,2.3,Iris-setosa
+19,6.1,2.0,4.9,1.4,Iris-versicolor
+20,6.1,3.0,5.9,2.3,Iris-virginica
+21,5.0,3.3,1.5,0.3,Iris-setosa
+22,5.9,2.0,1.1,1.2,Iris-versicolor
+23,5.4,3.0,5.4,0.2,Iris-setosa
+24,5.5,3.4,1.1,0.2,Iris-setosa
+25,6.0,3.2,5.9,2.3,Iris-virginica
+26,6.7,2.0,5.9,1.4,Iris-setosa
+27,5.0,2.0,5.5,1.8,Iris-versicolor
+28,6.3,3.9,1.1,2.3,Iris-setosa
+29,4.0,3.0,5.6,0.4,Iris-virginica
+30,5.7,3.0,5.5,0.2,Iris-setosa
+31,6.0,3.1,5.6,2.4,Iris-versicolor
+32,5.9,3.0,5.6,0.2,Iris-setosa
+33,5.1,3.8,4.3,0.2,Iris-setosa
+34,5.0,2.3,4.9,1.8,Iris-setosa
+35,5.4,2.3,1.5,0.2,Iris-versicolor
+36,5.1,2.8,1.0,1.3,Iris-setosa
+37,6.7,2.5,4.7,1.3,Iris-virginica
+38,5.4,2.8,5.4,1.3,Iris-setosa
+39,5.7,3.2,1.6,0.3,Iris-virginica
+40,5.4,3.0,1.7,0.2,Iris-setosa
+41,4.9,2.1,1.4,1.5,Iris-setosa
+42,6.1,2.8,5.0,1.8,Iris-virginica
+43,5.4,2.9,1.0,1.2,Iris-setosa
+44,5.5,3.3,1.3,0.2,Iris-versicolor
+45,6.3,2.2,4.2,1.3,Iris-versicolor
+46,6.9,3.2,5.1,1.2,Iris-setosa
+47,5.4,2.3,5.6,1.2,Iris-setosa
+48,6.0,3.3,5.0,2.3,Iris-setosa
+49,5.6,2.8,4.6,1.8,Iris-versicolor
+50,5.1,3.3,1.0,0.2,Iris-setosa
+51,5.0,3.3,5.9,0.2,Iris-setosa
+52,5.1,3.8,1.4,0.5,Iris-setosa
+53,6.1,2.0,5.7,1.3,Iris-setosa
+54,5.5,3.0,1.1,0.2,Iris-virginica
+55,5.4,2.0,4.0,1.2,Iris-setosa
+56,5.5,3.0,5.9,0.4,Iris-setosa
+57,5.2,2.4,1.7,1.2,Iris-setosa
+58,5.7,3.4,5.5,0.2,Iris-setosa
+59,6.0,2.9,1.5,1.1,Iris-versicolor
+60,5.0,2.8,4.6,1.2,Iris-virginica
+61,5.5,3.2,4.4,0.3,Iris-versicolor
+62,5.7,3.7,4.9,0.2,Iris-versicolor
+63,5.0,3.2,1.9,0.5,Iris-setosa
+64,5.4,3.7,1.6,0.3,Iris-versicolor
+65,5.8,2.3,1.0,1.3,Iris-setosa
+66,6.1,3.0,5.9,1.3,Iris-versicolor
+67,5.9,3.2,5.7,0.3,Iris-setosa
+68,5.0,3.2,1.3,0.2,Iris-setosa
+69,5.9,3.4,1.3,0.2,Iris-setosa
+70,6.9,3.4,5.4,0.3,Iris-virginica
+71,5.9,2.0,1.7,1.3,Iris-setosa
+72,6.3,2.3,4.0,1.3,Iris-versicolor
+73,5.7,3.2,5.5,0.3,Iris-versicolor
+74,6.1,3.1,1.1,0.5,Iris-setosa
+75,5.1,3.5,5.8,0.8,Iris-setosa
+76,6.0,2.9,4.4,1.1,Iris-setosa
+77,5.0,3.0,1.4,0.2,Iris-setosa
+78,6.1,2.1,4.9,0.8,Iris-virginica
+79,6.3,3.3,5.9,0.8,Iris-virginica
+80,5.4,3.0,1.4,0.3,Iris-setosa
+81,5.6,3.4,1.4,0.2,Iris-setosa
+82,5.4,3.8,1.5,2.3,Iris-setosa
+83,5.5,3.4,5.5,2.3,Iris-virginica
+84,5.4,3.0,5.5,0.3,Iris-setosa
+85,5.1,3.3,3.6,0.4,Iris-versicolor
+86,6.0,3.2,5.6,0.2,Iris-setosa
+87,5.4,3.0,4.5,1.3,Iris-versicolor
+88,6.1,3.0,5.5,0.1,Iris-virginica
+89,5.6,2.4,1.8,0.2,Iris-versicolor
+90,6.3,3.3,1.6,2.1,Iris-virginica
+91,5.4,2.4,1.0,1.8,Iris-setosa
+92,5.2,3.9,5.8,0.3,Iris-versicolor
+93,5.3,3.0,4.9,0.3,Iris-setosa
+94,5.1,2.8,1.7,0.3,Iris-setosa
+95,5.7,3.4,1.0,0.3,Iris-versicolor
+96,4.3,3.4,1.0,0.2,Iris-setosa
+97,5.1,3.3,1.4,0.2,Iris-setosa
+98,5.1,2.3,3.1,1.2,Iris-setosa
+99,5.3,3.0,1.9,0.4,Iris-setosa
+100,5.1,2.4,1.0,1.1,Iris-setosa
+101,6.1,2.7,5.9,1.3,Iris-setosa
+102,6.3,2.9,4.0,1.5,Iris-versicolor
+103,5.7,3.4,5.7,0.3,Iris-setosa
+104,5.0,3.9,1.9,0.3,Iris-virginica
+105,5.1,2.3,1.7,1.3,Iris-setosa
+106,6.0,2.1,4.9,1.3,Iris-virginica
+107,5.0,2.9,5.1,1.5,Iris-versicolor
+108,5.6,2.8,5.9,1.1,Iris-versicolor
+109,6.9,3.1,1.5,1.3,Iris-setosa
+110,5.5,3.2,1.9,0.3,Iris-setosa
+111,5.4,3.2,1.5,0.2,Iris-setosa
+112,5.5,3.4,1.0,0.2,Iris-setosa
+113,5.1,3.3,1.7,0.3,Iris-setosa
+114,5.1,3.8,1.1,0.2,Iris-setosa
+115,5.5,2.2,4.5,1.5,Iris-setosa
+116,5.7,2.0,4.0,1.2,Iris-versicolor
+117,5.5,3.4,5.4,0.4,Iris-setosa
+118,5.5,3.2,1.1,0.2,Iris-setosa
+119,5.5,3.0,4.5,0.4,Iris-versicolor
diff --git a/iris/realtabformer/0_2/16/test.csv b/iris/realtabformer/0_2/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/16/train.csv b/iris/realtabformer/0_2/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/16/val.csv b/iris/realtabformer/0_2/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/17/synth.csv b/iris/realtabformer/0_2/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e650d87013f3f5f974a97e4b96dcbe48f2d67375
--- /dev/null
+++ b/iris/realtabformer/0_2/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.0,2.3,1.6,0.2,Iris-setosa
+1,6.3,3.0,4.9,2.2,Iris-virginica
+2,6.1,2.2,1.9,1.2,Iris-versicolor
+3,6.0,3.9,5.9,2.2,Iris-virginica
+4,6.7,3.8,5.7,1.3,Iris-versicolor
+5,5.7,2.4,1.6,2.2,Iris-virginica
+6,5.7,3.8,1.8,2.3,Iris-setosa
+7,6.9,3.0,5.0,2.3,Iris-versicolor
+8,5.4,2.4,5.5,0.1,Iris-versicolor
+9,5.5,2.0,1.5,1.2,Iris-versicolor
+10,5.7,3.1,1.6,0.2,Iris-setosa
+11,5.4,2.0,1.7,1.2,Iris-setosa
+12,5.9,2.0,1.6,1.3,Iris-setosa
+13,6.9,3.2,5.5,1.2,Iris-virginica
+14,6.3,3.2,5.9,0.8,Iris-virginica
+15,5.1,2.0,1.9,1.2,Iris-setosa
+16,5.0,3.2,5.7,0.4,Iris-virginica
+17,6.1,2.3,1.1,1.3,Iris-setosa
+18,5.1,2.8,4.0,1.3,Iris-virginica
+19,5.4,3.0,5.0,0.5,Iris-setosa
+20,5.0,2.0,1.7,0.3,Iris-setosa
+21,5.5,2.9,1.4,1.3,Iris-virginica
+22,5.1,3.0,1.6,0.3,Iris-setosa
+23,5.9,2.0,1.9,1.8,Iris-versicolor
+24,5.1,2.0,1.6,1.2,Iris-setosa
+25,5.7,3.1,1.9,0.2,Iris-versicolor
+26,5.7,3.0,1.4,0.2,Iris-setosa
+27,5.1,3.0,5.9,0.3,Iris-versicolor
+28,5.0,3.0,1.7,0.2,Iris-setosa
+29,5.1,2.3,1.6,0.3,Iris-setosa
+30,5.1,3.0,1.5,0.2,Iris-setosa
+31,6.7,3.9,1.7,0.2,Iris-virginica
+32,5.1,3.4,1.5,0.3,Iris-setosa
+33,5.4,3.4,1.5,0.2,Iris-setosa
+34,5.5,3.7,1.7,0.3,Iris-setosa
+35,5.5,3.3,1.7,0.2,Iris-setosa
+36,5.4,2.8,1.7,0.2,Iris-setosa
+37,6.3,2.3,5.0,1.3,Iris-virginica
+38,6.6,2.0,4.1,1.3,Iris-versicolor
+39,6.8,3.4,5.7,1.3,Iris-setosa
+40,6.8,3.0,5.6,0.5,Iris-setosa
+41,6.8,3.0,5.4,0.2,Iris-virginica
+42,5.1,3.8,1.4,1.8,Iris-setosa
+43,6.7,2.3,5.7,1.8,Iris-versicolor
+44,5.4,3.0,5.5,0.3,Iris-setosa
+45,5.0,3.0,5.5,0.2,Iris-setosa
+46,6.0,2.8,1.4,0.1,Iris-virginica
+47,5.4,3.4,1.6,0.2,Iris-setosa
+48,6.3,3.7,4.9,2.3,Iris-versicolor
+49,5.6,2.3,1.6,2.1,Iris-setosa
+50,5.6,2.8,4.6,1.1,Iris-setosa
+51,6.1,3.3,4.0,0.2,Iris-versicolor
+52,5.0,3.3,1.7,0.2,Iris-setosa
+53,5.4,2.3,1.1,1.8,Iris-versicolor
+54,5.4,2.0,1.5,1.8,Iris-versicolor
+55,5.4,2.1,5.7,1.3,Iris-versicolor
+56,5.0,3.0,1.6,0.2,Iris-versicolor
+57,5.5,3.4,1.7,0.4,Iris-setosa
+58,6.1,3.4,1.5,0.5,Iris-setosa
+59,5.0,3.7,4.9,0.2,Iris-versicolor
+60,6.5,2.2,5.7,1.5,Iris-versicolor
+61,6.3,2.1,5.0,0.4,Iris-versicolor
+62,5.4,3.0,1.5,0.3,Iris-setosa
+63,5.9,3.4,5.7,1.3,Iris-setosa
+64,5.6,2.8,4.0,1.3,Iris-versicolor
+65,5.4,3.3,1.0,1.2,Iris-setosa
+66,5.1,2.4,1.5,1.4,Iris-versicolor
+67,5.3,3.8,3.5,0.2,Iris-versicolor
+68,5.1,3.3,1.4,0.2,Iris-setosa
+69,6.0,2.0,4.3,1.3,Iris-virginica
+70,5.1,2.4,1.4,1.3,Iris-setosa
+71,5.6,2.9,4.5,1.8,Iris-versicolor
+72,6.7,2.0,4.3,1.8,Iris-setosa
+73,6.0,3.9,5.6,2.3,Iris-versicolor
+74,5.1,3.3,1.6,0.3,Iris-versicolor
+75,6.1,3.4,4.7,1.5,Iris-versicolor
+76,5.5,3.0,1.7,0.3,Iris-setosa
+77,5.1,2.8,1.9,1.3,Iris-setosa
+78,5.7,3.4,3.3,0.2,Iris-setosa
+79,6.1,2.2,4.9,1.3,Iris-versicolor
+80,6.1,3.1,5.4,1.3,Iris-setosa
+81,5.7,3.0,5.7,0.3,Iris-versicolor
+82,6.1,3.7,1.6,1.2,Iris-versicolor
+83,5.0,2.2,5.5,0.8,Iris-setosa
+84,6.3,3.9,3.0,2.3,Iris-virginica
+85,6.4,2.7,1.0,1.2,Iris-versicolor
+86,6.1,3.0,5.7,2.3,Iris-setosa
+87,5.1,2.0,1.5,1.2,Iris-setosa
+88,5.9,3.1,1.7,1.3,Iris-setosa
+89,6.1,3.0,4.0,1.3,Iris-virginica
+90,5.5,2.8,1.0,1.3,Iris-setosa
+91,5.6,3.0,5.5,0.2,Iris-versicolor
+92,5.1,3.3,1.7,0.2,Iris-setosa
+93,5.8,2.4,1.5,0.3,Iris-versicolor
+94,4.6,3.0,1.7,0.2,Iris-setosa
+95,5.6,3.0,1.3,0.3,Iris-setosa
+96,4.4,3.3,1.5,0.2,Iris-setosa
+97,6.4,2.2,4.5,1.2,Iris-versicolor
+98,5.0,2.0,4.6,1.2,Iris-virginica
+99,5.4,3.4,1.0,1.4,Iris-setosa
+100,6.1,2.7,1.9,1.3,Iris-virginica
+101,6.6,3.0,1.6,2.2,Iris-virginica
+102,5.5,3.4,1.4,0.2,Iris-versicolor
+103,5.0,2.2,5.8,1.2,Iris-setosa
+104,6.4,3.0,1.9,0.3,Iris-versicolor
+105,5.1,2.7,1.8,1.4,Iris-setosa
+106,5.1,3.2,1.9,0.2,Iris-versicolor
+107,5.4,3.3,1.7,0.0,Iris-setosa
+108,5.7,3.4,1.0,0.2,Iris-setosa
+109,6.8,3.1,5.6,0.2,Iris-setosa
+110,5.5,3.4,4.7,1.5,Iris-versicolor
+111,6.1,3.0,1.6,1.3,Iris-setosa
+112,5.0,3.3,4.7,0.3,Iris-setosa
+113,6.0,3.8,5.6,2.4,Iris-virginica
+114,5.8,3.4,1.7,0.8,Iris-setosa
+115,5.6,3.5,1.8,0.2,Iris-versicolor
+116,5.4,3.0,1.0,0.3,Iris-setosa
+117,6.0,3.4,5.4,2.1,Iris-versicolor
+118,5.5,3.0,5.7,1.4,Iris-setosa
+119,4.4,2.0,1.5,1.3,Iris-setosa
diff --git a/iris/realtabformer/0_2/17/test.csv b/iris/realtabformer/0_2/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/17/train.csv b/iris/realtabformer/0_2/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/17/val.csv b/iris/realtabformer/0_2/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/18/synth.csv b/iris/realtabformer/0_2/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5fddb79ab1405910f9c5f476de94c9b5c89f755d
--- /dev/null
+++ b/iris/realtabformer/0_2/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.8,3.0,5.7,2.4,Iris-setosa
+1,5.7,2.9,1.0,1.3,Iris-setosa
+2,5.8,2.4,1.0,1.2,Iris-setosa
+3,5.3,3.3,4.5,0.2,Iris-versicolor
+4,6.3,3.8,5.7,2.8,Iris-virginica
+5,5.7,3.3,1.6,0.3,Iris-setosa
+6,5.9,2.4,3.0,1.3,Iris-versicolor
+7,5.7,2.2,3.5,1.2,Iris-setosa
+8,5.4,3.3,1.7,0.2,Iris-setosa
+9,5.9,3.4,1.1,0.3,Iris-virginica
+10,6.7,2.8,5.7,1.5,Iris-virginica
+11,5.2,3.4,1.5,0.2,Iris-versicolor
+12,5.9,3.8,4.8,0.2,Iris-setosa
+13,5.9,3.0,1.9,0.2,Iris-setosa
+14,5.6,3.2,1.0,0.2,Iris-setosa
+15,6.9,2.7,5.7,1.2,Iris-virginica
+16,5.0,2.3,4.7,2.5,Iris-versicolor
+17,5.4,3.4,1.4,0.3,Iris-setosa
+18,5.1,3.0,4.5,0.8,Iris-versicolor
+19,5.1,2.3,1.0,1.3,Iris-virginica
+20,5.5,3.0,1.1,0.3,Iris-setosa
+21,6.1,2.0,4.2,1.8,Iris-virginica
+22,5.4,3.4,1.5,0.3,Iris-setosa
+23,5.5,3.1,1.5,0.3,Iris-setosa
+24,5.7,3.3,1.6,0.3,Iris-setosa
+25,5.3,3.0,4.6,1.2,Iris-setosa
+26,5.7,3.8,5.6,0.2,Iris-versicolor
+27,4.8,3.4,1.1,0.2,Iris-setosa
+28,5.7,3.9,5.9,0.2,Iris-setosa
+29,5.4,2.8,1.0,1.3,Iris-versicolor
+30,5.1,3.4,1.0,0.3,Iris-setosa
+31,5.5,2.0,5.7,1.3,Iris-setosa
+32,6.1,3.0,4.4,0.3,Iris-virginica
+33,4.9,3.2,1.4,0.4,Iris-versicolor
+34,6.3,3.9,1.6,0.3,Iris-setosa
+35,5.3,2.9,5.4,1.3,Iris-setosa
+36,5.1,3.4,4.6,0.3,Iris-versicolor
+37,5.1,2.0,1.9,1.2,Iris-setosa
+38,5.7,3.0,1.0,2.8,Iris-versicolor
+39,5.5,3.0,1.0,0.2,Iris-setosa
+40,5.5,3.7,1.6,0.2,Iris-virginica
+41,5.1,3.0,5.9,2.2,Iris-setosa
+42,6.3,3.0,5.4,0.5,Iris-versicolor
+43,6.1,3.0,5.6,0.3,Iris-virginica
+44,5.0,3.0,5.1,0.2,Iris-versicolor
+45,5.9,3.1,1.7,0.2,Iris-setosa
+46,5.3,3.4,1.9,0.2,Iris-setosa
+47,6.3,3.0,4.0,2.3,Iris-versicolor
+48,4.1,2.5,3.5,1.3,Iris-setosa
+49,5.0,3.0,1.5,0.2,Iris-setosa
+50,6.8,3.2,5.1,2.4,Iris-versicolor
+51,5.3,3.7,1.7,2.3,Iris-setosa
+52,5.0,2.0,5.9,0.2,Iris-versicolor
+53,6.5,3.0,1.5,2.2,Iris-virginica
+54,5.0,3.7,4.5,1.2,Iris-virginica
+55,5.1,2.2,1.7,0.2,Iris-setosa
+56,5.0,3.8,1.3,0.2,Iris-versicolor
+57,5.4,2.2,1.0,1.3,Iris-setosa
+58,5.7,2.0,5.5,1.3,Iris-setosa
+59,6.0,3.1,5.5,0.4,Iris-virginica
+60,5.6,2.0,5.9,1.3,Iris-setosa
+61,5.7,2.4,5.0,1.2,Iris-setosa
+62,5.5,3.1,1.0,0.3,Iris-versicolor
+63,5.1,2.8,4.6,1.3,Iris-versicolor
+64,5.7,2.4,5.0,1.3,Iris-versicolor
+65,4.3,3.0,4.5,0.3,Iris-setosa
+66,6.5,3.4,5.9,0.8,Iris-virginica
+67,5.4,3.0,1.9,2.2,Iris-setosa
+68,5.6,3.0,5.5,0.3,Iris-setosa
+69,6.7,3.4,5.5,2.3,Iris-versicolor
+70,6.4,3.3,4.8,2.1,Iris-versicolor
+71,5.6,3.0,1.5,1.5,Iris-setosa
+72,6.4,3.4,1.4,0.3,Iris-virginica
+73,5.7,2.1,1.6,1.3,Iris-setosa
+74,5.5,3.4,1.0,2.2,Iris-versicolor
+75,5.4,3.3,1.4,0.2,Iris-versicolor
+76,5.5,3.4,1.2,0.2,Iris-setosa
+77,4.1,3.2,1.2,0.2,Iris-setosa
+78,4.9,3.0,1.5,0.2,Iris-virginica
+79,6.7,2.8,5.6,1.1,Iris-virginica
+80,6.4,3.3,1.6,0.3,Iris-versicolor
+81,6.3,2.0,4.7,1.3,Iris-virginica
+82,5.6,3.2,1.0,0.4,Iris-versicolor
+83,5.1,3.9,1.6,0.3,Iris-versicolor
+84,4.9,3.4,1.4,0.3,Iris-setosa
+85,6.0,3.8,5.9,2.4,Iris-virginica
+86,5.1,3.0,1.7,0.1,Iris-setosa
+87,5.0,3.0,5.1,0.4,Iris-setosa
+88,6.1,3.2,1.3,0.3,Iris-setosa
+89,6.3,3.0,5.6,1.4,Iris-virginica
+90,5.4,2.9,1.4,0.2,Iris-setosa
+91,5.0,3.7,1.8,1.2,Iris-versicolor
+92,6.1,3.5,5.7,0.4,Iris-versicolor
+93,5.1,3.8,1.6,0.2,Iris-setosa
+94,5.5,3.4,1.9,0.2,Iris-setosa
+95,6.5,2.2,5.4,1.1,Iris-setosa
+96,6.1,3.1,1.7,0.3,Iris-setosa
+97,5.5,3.4,1.7,0.3,Iris-setosa
+98,6.7,3.3,4.1,1.5,Iris-versicolor
+99,5.5,3.2,3.5,0.3,Iris-versicolor
+100,5.4,2.2,5.0,1.2,Iris-setosa
+101,5.5,3.9,5.7,0.3,Iris-versicolor
+102,5.0,2.9,1.0,1.3,Iris-setosa
+103,5.1,3.0,1.7,0.2,Iris-setosa
+104,5.1,3.0,4.5,1.3,Iris-setosa
+105,5.0,3.0,1.0,0.5,Iris-setosa
+106,6.3,3.9,4.4,2.2,Iris-setosa
+107,5.0,3.3,1.0,0.4,Iris-setosa
+108,5.7,3.4,4.6,0.2,Iris-setosa
+109,5.6,3.2,1.5,0.2,Iris-setosa
+110,5.9,2.0,1.9,1.5,Iris-versicolor
+111,5.1,3.1,5.5,0.3,Iris-setosa
+112,5.7,2.9,5.9,1.3,Iris-versicolor
+113,5.5,3.2,5.4,0.3,Iris-setosa
+114,5.5,3.0,1.3,1.3,Iris-setosa
+115,4.9,3.2,1.1,0.2,Iris-setosa
+116,5.1,3.0,5.5,0.2,Iris-setosa
+117,5.0,3.3,1.5,0.2,Iris-setosa
+118,6.1,3.4,4.0,0.1,Iris-versicolor
+119,6.1,2.9,3.9,0.2,Iris-virginica
diff --git a/iris/realtabformer/0_2/18/test.csv b/iris/realtabformer/0_2/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/18/train.csv b/iris/realtabformer/0_2/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/18/val.csv b/iris/realtabformer/0_2/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/19/synth.csv b/iris/realtabformer/0_2/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..34735fe19881f869efdb80da021598368ca22167
--- /dev/null
+++ b/iris/realtabformer/0_2/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,3.0,5.7,0.1,Iris-setosa
+1,6.1,3.4,5.9,2.3,Iris-virginica
+2,5.3,3.3,1.0,0.3,Iris-setosa
+3,5.7,3.2,1.6,2.2,Iris-setosa
+4,5.4,2.0,1.6,0.3,Iris-setosa
+5,6.5,2.9,5.0,2.3,Iris-versicolor
+6,6.8,3.0,1.5,2.3,Iris-virginica
+7,6.3,3.3,5.6,1.2,Iris-virginica
+8,6.3,3.0,5.1,0.2,Iris-versicolor
+9,5.5,2.9,1.3,1.3,Iris-versicolor
+10,5.7,3.8,5.7,2.3,Iris-setosa
+11,6.1,3.0,5.0,1.3,Iris-virginica
+12,5.3,2.9,1.6,1.3,Iris-versicolor
+13,5.0,2.0,3.4,1.2,Iris-virginica
+14,5.9,2.2,1.5,1.5,Iris-setosa
+15,6.8,2.1,5.0,1.3,Iris-versicolor
+16,4.5,3.0,5.7,0.3,Iris-setosa
+17,6.5,3.9,1.6,0.4,Iris-setosa
+18,5.4,3.4,1.5,0.8,Iris-setosa
+19,5.4,3.0,4.6,0.2,Iris-versicolor
+20,5.0,2.9,4.6,1.2,Iris-versicolor
+21,5.7,3.8,1.6,2.3,Iris-virginica
+22,5.7,2.8,1.3,1.2,Iris-setosa
+23,5.3,3.4,1.5,0.8,Iris-setosa
+24,5.9,3.4,4.7,2.3,Iris-versicolor
+25,6.6,2.3,5.5,2.3,Iris-versicolor
+26,5.1,3.0,1.0,1.2,Iris-setosa
+27,5.3,3.2,1.8,0.1,Iris-versicolor
+28,5.1,2.2,1.0,1.4,Iris-setosa
+29,6.1,3.2,5.0,0.5,Iris-virginica
+30,5.4,3.0,3.9,2.8,Iris-versicolor
+31,5.0,2.0,3.5,0.2,Iris-virginica
+32,6.5,3.9,5.7,2.5,Iris-virginica
+33,5.7,2.4,1.8,1.4,Iris-setosa
+34,5.0,2.3,1.0,1.1,Iris-setosa
+35,6.0,3.2,5.0,2.3,Iris-virginica
+36,5.7,2.3,4.5,1.5,Iris-versicolor
+37,5.7,3.8,1.1,0.2,Iris-setosa
+38,5.6,2.0,1.7,1.3,Iris-setosa
+39,5.1,3.3,1.4,0.2,Iris-setosa
+40,6.3,2.3,5.7,1.8,Iris-versicolor
+41,5.1,3.0,1.9,0.2,Iris-setosa
+42,5.9,3.4,1.6,0.3,Iris-versicolor
+43,5.0,3.2,1.9,0.3,Iris-setosa
+44,5.5,2.1,1.1,0.3,Iris-versicolor
+45,6.1,2.0,5.9,1.2,Iris-virginica
+46,5.4,3.0,1.4,2.3,Iris-setosa
+47,5.3,3.0,5.9,0.2,Iris-setosa
+48,4.5,3.0,1.3,0.8,Iris-setosa
+49,6.1,2.3,4.6,1.3,Iris-versicolor
+50,5.5,3.4,5.7,0.3,Iris-setosa
+51,5.4,3.0,5.0,0.3,Iris-setosa
+52,6.7,3.3,4.8,0.4,Iris-versicolor
+53,6.0,3.3,5.9,0.4,Iris-versicolor
+54,5.7,2.9,5.9,1.3,Iris-setosa
+55,5.5,3.0,5.0,0.3,Iris-setosa
+56,5.4,3.0,1.9,0.2,Iris-versicolor
+57,4.8,3.0,1.7,0.4,Iris-setosa
+58,5.0,3.1,1.7,0.2,Iris-setosa
+59,5.0,3.0,5.0,0.2,Iris-setosa
+60,5.5,2.4,1.7,1.3,Iris-setosa
+61,5.9,3.4,5.5,2.5,Iris-setosa
+62,6.1,3.0,5.6,2.3,Iris-virginica
+63,6.7,2.9,1.7,1.3,Iris-virginica
+64,6.1,2.0,4.7,1.8,Iris-versicolor
+65,5.1,3.3,1.0,0.2,Iris-versicolor
+66,5.0,3.3,4.7,0.3,Iris-versicolor
+67,5.1,3.2,1.5,0.2,Iris-setosa
+68,5.0,2.4,1.7,0.1,Iris-setosa
+69,5.1,2.2,1.5,1.3,Iris-setosa
+70,5.0,2.4,1.7,1.2,Iris-versicolor
+71,5.1,3.0,1.5,0.2,Iris-setosa
+72,5.3,3.0,1.7,0.2,Iris-virginica
+73,6.8,3.0,4.9,2.3,Iris-virginica
+74,5.7,3.8,1.0,0.4,Iris-setosa
+75,5.5,2.1,5.5,0.2,Iris-setosa
+76,4.8,3.4,1.7,0.1,Iris-setosa
+77,5.0,2.8,5.9,2.2,Iris-virginica
+78,6.8,2.8,5.6,1.4,Iris-virginica
+79,5.0,3.7,1.7,0.2,Iris-setosa
+80,5.9,3.0,1.0,0.5,Iris-setosa
+81,5.0,3.2,1.6,0.2,Iris-setosa
+82,5.3,3.3,1.0,0.3,Iris-setosa
+83,6.5,3.4,5.4,0.2,Iris-virginica
+84,6.3,2.7,5.9,1.3,Iris-virginica
+85,5.5,3.3,5.9,0.2,Iris-versicolor
+86,5.6,3.4,1.6,1.8,Iris-setosa
+87,5.4,2.0,5.7,0.3,Iris-setosa
+88,5.1,2.0,1.9,1.8,Iris-versicolor
+89,6.1,2.0,5.0,1.3,Iris-versicolor
+90,5.1,3.8,1.8,0.2,Iris-virginica
+91,5.6,3.2,5.7,0.3,Iris-versicolor
+92,5.9,3.4,1.4,0.3,Iris-setosa
+93,5.7,3.2,4.7,1.3,Iris-versicolor
+94,5.7,2.8,4.0,1.3,Iris-versicolor
+95,6.1,3.4,4.6,1.8,Iris-versicolor
+96,5.9,3.7,1.9,0.3,Iris-setosa
+97,5.1,3.5,1.0,0.2,Iris-setosa
+98,5.0,3.2,1.4,0.2,Iris-setosa
+99,5.1,2.9,1.6,1.3,Iris-setosa
+100,6.4,2.7,4.7,1.3,Iris-virginica
+101,5.5,3.0,5.7,0.2,Iris-setosa
+102,5.1,3.1,1.7,0.2,Iris-setosa
+103,4.9,2.0,3.7,0.2,Iris-setosa
+104,5.5,3.0,1.0,0.2,Iris-setosa
+105,5.1,2.0,5.5,1.3,Iris-setosa
+106,4.7,3.7,5.7,1.2,Iris-versicolor
+107,4.6,2.4,4.8,1.2,Iris-setosa
+108,6.1,3.0,5.9,2.3,Iris-virginica
+109,6.3,3.9,4.7,0.4,Iris-setosa
+110,6.9,2.3,1.9,1.8,Iris-setosa
+111,6.6,3.2,5.2,2.2,Iris-virginica
+112,5.1,3.7,1.4,0.1,Iris-setosa
+113,5.1,2.6,1.7,1.3,Iris-setosa
+114,6.8,3.0,5.6,1.3,Iris-virginica
+115,6.5,3.0,5.1,2.3,Iris-versicolor
+116,6.6,2.0,1.1,2.2,Iris-virginica
+117,5.7,3.0,1.5,0.5,Iris-setosa
+118,4.9,3.4,1.6,0.3,Iris-setosa
+119,6.0,3.0,5.0,0.5,Iris-virginica
diff --git a/iris/realtabformer/0_2/19/test.csv b/iris/realtabformer/0_2/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/19/train.csv b/iris/realtabformer/0_2/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/19/val.csv b/iris/realtabformer/0_2/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/2/synth.csv b/iris/realtabformer/0_2/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d22f3a16f1bfc928c596a2dabb1a48a2da5a2ee8
--- /dev/null
+++ b/iris/realtabformer/0_2/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.9,2.2,1.0,1.3,Iris-versicolor
+1,5.7,2.8,4.7,1.2,Iris-versicolor
+2,5.0,3.0,5.6,1.2,Iris-setosa
+3,5.4,2.7,1.5,1.3,Iris-setosa
+4,5.0,3.4,5.1,0.3,Iris-setosa
+5,5.0,3.2,1.5,0.4,Iris-setosa
+6,5.6,3.6,1.9,2.2,Iris-versicolor
+7,6.9,3.3,4.7,0.8,Iris-versicolor
+8,6.1,3.9,4.6,2.4,Iris-versicolor
+9,5.7,3.7,1.0,0.3,Iris-virginica
+10,6.3,3.9,5.5,0.3,Iris-virginica
+11,6.7,2.0,5.6,1.5,Iris-virginica
+12,6.7,2.6,1.3,1.3,Iris-virginica
+13,5.5,2.3,1.0,1.2,Iris-versicolor
+14,5.5,2.2,5.7,1.8,Iris-versicolor
+15,4.5,3.4,1.5,0.4,Iris-setosa
+16,5.1,2.8,1.0,1.3,Iris-setosa
+17,5.5,3.2,1.9,2.2,Iris-setosa
+18,5.9,3.0,5.1,0.2,Iris-virginica
+19,5.1,3.7,1.3,0.3,Iris-versicolor
+20,5.1,3.0,1.8,1.8,Iris-setosa
+21,6.8,3.8,4.0,1.5,Iris-versicolor
+22,5.5,3.3,3.5,0.3,Iris-setosa
+23,5.0,3.4,1.1,0.3,Iris-setosa
+24,5.6,3.0,4.7,0.2,Iris-versicolor
+25,5.5,3.0,5.8,0.2,Iris-setosa
+26,5.7,3.4,1.7,0.2,Iris-setosa
+27,6.0,3.0,1.6,0.2,Iris-versicolor
+28,5.4,2.3,4.5,1.3,Iris-versicolor
+29,6.7,3.0,4.7,1.3,Iris-versicolor
+30,5.5,3.3,1.4,1.8,Iris-versicolor
+31,5.6,3.0,1.5,1.4,Iris-setosa
+32,6.0,3.3,4.8,0.5,Iris-versicolor
+33,6.5,3.4,4.9,1.4,Iris-versicolor
+34,6.5,3.0,5.9,1.2,Iris-virginica
+35,5.4,2.4,4.0,0.3,Iris-versicolor
+36,6.8,3.0,5.7,0.8,Iris-virginica
+37,5.2,2.2,1.0,1.3,Iris-setosa
+38,5.0,3.3,1.5,0.2,Iris-setosa
+39,5.1,3.0,4.5,0.3,Iris-versicolor
+40,6.9,2.0,1.1,1.8,Iris-setosa
+41,5.4,3.4,1.7,0.3,Iris-setosa
+42,5.1,2.0,1.9,1.8,Iris-setosa
+43,6.7,2.2,5.7,1.8,Iris-virginica
+44,5.4,3.4,1.9,1.2,Iris-setosa
+45,5.1,3.9,1.5,0.3,Iris-setosa
+46,5.4,2.0,1.0,1.8,Iris-virginica
+47,6.6,2.2,5.9,1.3,Iris-virginica
+48,5.5,3.8,1.6,2.3,Iris-setosa
+49,5.5,2.8,1.0,1.2,Iris-setosa
+50,5.4,2.8,4.0,1.3,Iris-versicolor
+51,5.3,2.1,1.5,1.0,Iris-setosa
+52,5.2,2.7,1.0,1.3,Iris-versicolor
+53,5.9,3.0,1.0,0.8,Iris-setosa
+54,6.5,3.8,4.9,2.2,Iris-versicolor
+55,5.4,3.3,1.5,0.2,Iris-setosa
+56,5.0,2.4,1.9,1.1,Iris-versicolor
+57,5.4,3.4,1.7,0.2,Iris-setosa
+58,6.1,3.2,5.7,0.2,Iris-virginica
+59,4.8,3.3,1.5,0.2,Iris-setosa
+60,5.1,3.2,4.5,0.2,Iris-versicolor
+61,6.1,2.8,3.6,1.3,Iris-virginica
+62,5.1,3.4,1.5,1.2,Iris-setosa
+63,5.5,3.2,3.5,0.2,Iris-versicolor
+64,6.4,3.3,4.7,2.3,Iris-virginica
+65,5.7,2.8,5.5,0.3,Iris-setosa
+66,5.7,2.8,4.1,1.3,Iris-versicolor
+67,5.5,2.8,5.8,1.2,Iris-versicolor
+68,5.0,3.8,4.4,0.4,Iris-setosa
+69,5.7,2.8,5.5,1.3,Iris-virginica
+70,6.0,2.2,4.7,1.3,Iris-virginica
+71,5.1,3.0,1.5,0.8,Iris-versicolor
+72,6.3,3.9,5.6,0.2,Iris-virginica
+73,5.3,3.0,4.4,0.2,Iris-setosa
+74,5.9,3.4,1.7,0.2,Iris-setosa
+75,6.1,3.4,5.9,2.3,Iris-virginica
+76,5.7,2.4,1.9,1.3,Iris-virginica
+77,5.0,3.9,1.7,0.3,Iris-setosa
+78,5.0,3.1,1.0,0.2,Iris-setosa
+79,5.1,3.0,5.2,0.2,Iris-setosa
+80,5.4,3.7,3.9,0.3,Iris-versicolor
+81,5.6,2.4,4.0,1.3,Iris-versicolor
+82,5.1,3.2,4.8,0.3,Iris-versicolor
+83,5.4,2.0,1.5,1.2,Iris-setosa
+84,6.7,3.4,5.6,2.3,Iris-versicolor
+85,5.4,3.7,1.4,0.2,Iris-setosa
+86,6.7,2.5,5.2,1.3,Iris-virginica
+87,6.1,3.8,1.6,1.3,Iris-virginica
+88,5.4,3.0,5.1,0.2,Iris-versicolor
+89,5.9,3.3,1.5,0.2,Iris-setosa
+90,5.0,3.9,1.7,0.2,Iris-setosa
+91,6.5,2.8,4.9,1.8,Iris-virginica
+92,5.6,3.4,1.5,0.2,Iris-setosa
+93,5.7,2.2,4.8,0.3,Iris-versicolor
+94,5.1,2.0,4.0,1.3,Iris-setosa
+95,6.1,3.2,5.5,0.8,Iris-virginica
+96,6.3,3.0,5.6,0.8,Iris-virginica
+97,5.4,2.0,1.3,1.2,Iris-setosa
+98,6.1,3.0,4.3,1.3,Iris-virginica
+99,6.5,3.0,4.0,1.3,Iris-virginica
+100,5.5,2.7,4.6,2.1,Iris-versicolor
+101,5.1,3.3,1.1,0.2,Iris-setosa
+102,6.3,3.4,4.7,2.3,Iris-versicolor
+103,6.3,3.0,4.9,2.2,Iris-virginica
+104,5.0,3.4,1.1,0.5,Iris-versicolor
+105,6.8,3.3,5.6,2.3,Iris-virginica
+106,5.4,2.0,1.1,1.0,Iris-setosa
+107,6.8,3.0,1.7,0.5,Iris-virginica
+108,6.1,3.8,1.6,2.3,Iris-virginica
+109,5.7,3.8,4.8,0.2,Iris-versicolor
+110,5.0,2.0,5.4,1.1,Iris-virginica
+111,5.9,3.0,1.5,0.2,Iris-setosa
+112,5.6,3.0,5.7,0.2,Iris-setosa
+113,6.3,3.0,5.0,0.3,Iris-virginica
+114,6.5,3.3,5.9,0.3,Iris-versicolor
+115,5.7,2.8,1.8,1.3,Iris-setosa
+116,5.5,2.0,1.8,1.2,Iris-setosa
+117,5.1,3.0,5.7,0.2,Iris-versicolor
+118,6.0,3.0,5.4,0.2,Iris-versicolor
+119,6.5,2.0,5.9,1.8,Iris-versicolor
diff --git a/iris/realtabformer/0_2/2/test.csv b/iris/realtabformer/0_2/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/2/train.csv b/iris/realtabformer/0_2/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/2/val.csv b/iris/realtabformer/0_2/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/20/synth.csv b/iris/realtabformer/0_2/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f381ed8f9196d50a3aae9c56a6377e42e44bd455
--- /dev/null
+++ b/iris/realtabformer/0_2/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3,2.1,4.0,1.3,Iris-virginica
+1,5.1,3.4,1.6,2.2,Iris-setosa
+2,5.7,2.8,1.9,1.5,Iris-setosa
+3,5.0,3.1,1.6,0.3,Iris-setosa
+4,7.8,3.1,1.9,0.2,Iris-setosa
+5,6.2,3.0,5.6,2.2,Iris-virginica
+6,4.4,3.4,5.8,0.3,Iris-setosa
+7,6.5,2.8,5.6,1.2,Iris-virginica
+8,4.8,2.0,5.7,2.3,Iris-versicolor
+9,5.4,3.0,1.9,0.4,Iris-setosa
+10,5.9,3.2,1.7,0.2,Iris-setosa
+11,5.7,3.0,1.0,0.2,Iris-setosa
+12,5.7,3.2,1.6,0.2,Iris-versicolor
+13,5.4,3.3,1.9,0.2,Iris-setosa
+14,5.7,3.4,1.3,0.3,Iris-setosa
+15,5.1,3.3,1.7,1.2,Iris-setosa
+16,5.5,2.4,5.5,1.3,Iris-setosa
+17,6.0,2.0,5.7,1.2,Iris-virginica
+18,5.9,3.4,1.9,0.3,Iris-setosa
+19,5.0,3.4,5.9,0.3,Iris-versicolor
+20,5.6,3.0,1.5,0.5,Iris-setosa
+21,5.5,2.3,1.9,1.5,Iris-virginica
+22,6.3,2.0,5.3,1.3,Iris-setosa
+23,5.0,3.0,1.4,0.3,Iris-setosa
+24,4.7,3.6,5.9,0.3,Iris-virginica
+25,5.5,3.0,1.7,0.2,Iris-setosa
+26,5.7,2.4,4.7,1.2,Iris-versicolor
+27,5.7,3.2,1.5,0.3,Iris-versicolor
+28,5.5,2.4,5.6,1.3,Iris-versicolor
+29,5.4,3.7,1.4,0.2,Iris-setosa
+30,5.4,3.0,5.7,0.2,Iris-setosa
+31,5.4,3.4,1.0,0.3,Iris-virginica
+32,6.0,3.4,5.9,2.2,Iris-virginica
+33,5.8,3.4,1.3,2.4,Iris-setosa
+34,6.1,2.1,1.4,1.3,Iris-virginica
+35,5.9,2.8,1.4,1.3,Iris-setosa
+36,5.1,2.0,5.9,1.2,Iris-setosa
+37,5.1,3.0,1.7,0.3,Iris-setosa
+38,6.9,3.9,5.7,2.4,Iris-virginica
+39,6.3,3.0,5.4,2.3,Iris-setosa
+40,5.4,2.4,5.5,1.3,Iris-versicolor
+41,5.4,3.0,4.7,0.2,Iris-setosa
+42,5.7,3.3,1.5,0.2,Iris-setosa
+43,5.0,2.8,1.6,1.3,Iris-versicolor
+44,5.0,3.2,1.7,0.2,Iris-setosa
+45,5.4,2.2,1.1,1.3,Iris-versicolor
+46,5.7,2.9,4.7,0.3,Iris-versicolor
+47,6.9,3.1,5.4,2.8,Iris-setosa
+48,5.1,2.8,1.0,1.2,Iris-setosa
+49,5.9,3.3,1.7,0.2,Iris-versicolor
+50,5.3,2.0,1.8,1.3,Iris-setosa
+51,5.6,2.8,1.0,0.2,Iris-setosa
+52,6.0,3.4,1.3,1.2,Iris-setosa
+53,6.1,3.3,4.1,1.3,Iris-virginica
+54,5.7,2.3,1.6,1.3,Iris-setosa
+55,5.7,3.4,4.0,1.3,Iris-versicolor
+56,6.9,3.0,4.6,0.2,Iris-versicolor
+57,6.9,3.8,5.9,1.3,Iris-virginica
+58,5.0,3.0,5.7,0.2,Iris-setosa
+59,5.3,3.0,1.0,0.2,Iris-setosa
+60,6.1,3.0,5.9,2.4,Iris-virginica
+61,5.4,3.8,1.0,1.2,Iris-setosa
+62,5.9,3.8,1.5,0.3,Iris-setosa
+63,6.1,3.4,3.6,1.8,Iris-virginica
+64,5.4,2.3,1.7,1.2,Iris-virginica
+65,5.5,3.2,1.7,0.3,Iris-setosa
+66,6.5,2.9,5.6,2.3,Iris-virginica
+67,6.7,3.0,1.6,2.4,Iris-virginica
+68,6.9,3.9,1.0,0.1,Iris-virginica
+69,5.3,3.0,1.2,2.3,Iris-versicolor
+70,5.9,3.4,1.2,0.5,Iris-setosa
+71,5.5,3.2,1.4,0.4,Iris-setosa
+72,5.7,2.3,1.6,1.3,Iris-versicolor
+73,6.8,2.3,4.9,1.5,Iris-versicolor
+74,5.6,3.0,4.5,1.3,Iris-versicolor
+75,5.0,3.0,5.7,1.3,Iris-versicolor
+76,6.3,2.4,5.1,1.3,Iris-setosa
+77,5.1,2.0,4.9,1.5,Iris-versicolor
+78,5.1,3.3,1.7,0.2,Iris-versicolor
+79,5.5,2.4,1.5,1.3,Iris-setosa
+80,5.4,3.0,5.5,0.2,Iris-setosa
+81,5.4,3.7,1.5,0.3,Iris-versicolor
+82,5.4,2.8,5.4,1.2,Iris-setosa
+83,5.3,3.4,5.7,0.4,Iris-setosa
+84,6.1,3.0,5.5,2.3,Iris-setosa
+85,5.4,2.0,1.9,1.2,Iris-setosa
+86,5.1,3.2,1.1,0.3,Iris-versicolor
+87,5.1,2.3,4.4,1.2,Iris-versicolor
+88,5.1,3.4,1.1,2.2,Iris-setosa
+89,5.4,3.4,1.0,0.3,Iris-setosa
+90,5.6,3.0,5.0,0.2,Iris-setosa
+91,5.4,3.7,1.0,0.5,Iris-setosa
+92,5.4,2.7,3.9,1.4,Iris-setosa
+93,5.0,2.4,1.7,1.2,Iris-versicolor
+94,5.1,2.3,4.8,1.1,Iris-setosa
+95,5.3,2.4,1.6,1.3,Iris-setosa
+96,6.7,2.9,4.9,1.3,Iris-versicolor
+97,6.1,3.8,5.1,1.3,Iris-virginica
+98,5.7,3.8,1.0,0.1,Iris-virginica
+99,4.6,3.2,1.9,0.2,Iris-setosa
+100,5.1,3.1,1.9,0.3,Iris-setosa
+101,6.5,3.4,5.5,1.5,Iris-versicolor
+102,5.1,3.0,1.7,2.2,Iris-versicolor
+103,5.7,3.4,1.5,0.4,Iris-setosa
+104,5.8,2.9,4.9,1.8,Iris-versicolor
+105,5.0,3.2,1.2,0.2,Iris-versicolor
+106,6.8,3.0,5.8,1.5,Iris-virginica
+107,6.4,2.8,5.6,1.3,Iris-virginica
+108,5.7,2.8,5.9,1.2,Iris-versicolor
+109,5.4,2.9,1.3,1.2,Iris-setosa
+110,5.1,3.0,4.5,0.2,Iris-versicolor
+111,5.4,3.2,1.7,0.3,Iris-setosa
+112,5.1,2.2,4.9,1.2,Iris-versicolor
+113,5.1,2.0,4.5,1.3,Iris-setosa
+114,5.2,2.2,4.7,0.3,Iris-setosa
+115,6.6,2.0,3.1,1.8,Iris-setosa
+116,4.0,3.2,5.5,0.3,Iris-setosa
+117,6.1,2.3,4.7,1.3,Iris-versicolor
+118,5.5,3.3,1.7,0.3,Iris-setosa
+119,5.9,3.3,1.0,0.2,Iris-setosa
diff --git a/iris/realtabformer/0_2/20/test.csv b/iris/realtabformer/0_2/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/20/train.csv b/iris/realtabformer/0_2/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/20/val.csv b/iris/realtabformer/0_2/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/21/synth.csv b/iris/realtabformer/0_2/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ef23458f396b2215c275c0cc2cbed66902ad0653
--- /dev/null
+++ b/iris/realtabformer/0_2/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,2.8,1.9,1.3,Iris-versicolor
+1,5.1,2.0,1.5,1.5,Iris-virginica
+2,5.8,2.0,3.7,0.2,Iris-setosa
+3,5.0,2.7,1.8,1.2,Iris-virginica
+4,5.7,2.3,4.7,1.3,Iris-versicolor
+5,5.1,3.4,1.6,0.3,Iris-setosa
+6,6.8,2.0,5.2,1.8,Iris-virginica
+7,6.3,3.4,5.9,0.5,Iris-setosa
+8,5.4,2.2,1.5,1.2,Iris-setosa
+9,6.1,3.0,5.9,2.4,Iris-virginica
+10,5.1,2.4,5.9,1.3,Iris-setosa
+11,7.5,2.8,5.6,1.5,Iris-versicolor
+12,5.0,2.2,1.4,1.2,Iris-setosa
+13,5.6,2.8,4.7,0.2,Iris-setosa
+14,5.7,3.7,3.4,2.5,Iris-setosa
+15,6.3,2.4,5.8,1.4,Iris-setosa
+16,5.0,2.7,5.7,1.2,Iris-versicolor
+17,4.3,3.1,1.9,0.5,Iris-virginica
+18,5.3,2.0,1.7,1.3,Iris-setosa
+19,5.1,2.1,5.4,0.3,Iris-setosa
+20,6.6,3.0,5.6,0.2,Iris-virginica
+21,5.7,2.3,1.0,1.3,Iris-setosa
+22,6.3,2.0,5.9,1.5,Iris-virginica
+23,6.1,3.0,5.5,1.3,Iris-versicolor
+24,5.9,3.0,3.4,0.2,Iris-virginica
+25,5.4,2.8,4.9,1.3,Iris-setosa
+26,6.5,3.1,1.9,0.2,Iris-virginica
+27,5.0,3.9,4.4,0.2,Iris-versicolor
+28,5.5,3.0,4.5,0.3,Iris-virginica
+29,5.1,3.2,1.0,0.3,Iris-setosa
+30,6.3,3.0,4.7,2.2,Iris-virginica
+31,7.0,3.0,5.7,1.3,Iris-virginica
+32,5.7,3.4,1.0,2.2,Iris-versicolor
+33,5.7,2.4,1.7,1.2,Iris-versicolor
+34,5.1,2.4,1.5,1.3,Iris-versicolor
+35,5.7,3.3,1.5,0.2,Iris-setosa
+36,6.0,2.8,4.5,1.8,Iris-virginica
+37,5.4,2.0,1.4,0.2,Iris-setosa
+38,5.5,3.1,1.3,0.2,Iris-setosa
+39,5.6,3.0,1.9,0.1,Iris-setosa
+40,5.4,2.9,1.9,0.2,Iris-setosa
+41,5.1,3.4,1.9,0.1,Iris-virginica
+42,5.3,3.4,1.5,0.3,Iris-setosa
+43,6.0,2.4,5.7,1.1,Iris-virginica
+44,5.0,3.0,4.0,0.3,Iris-virginica
+45,5.6,2.3,4.4,1.4,Iris-setosa
+46,5.2,3.0,1.7,0.3,Iris-versicolor
+47,6.7,3.3,5.0,1.3,Iris-virginica
+48,5.5,3.0,1.0,0.3,Iris-versicolor
+49,6.0,2.9,4.4,1.2,Iris-versicolor
+50,5.5,2.9,5.3,1.2,Iris-setosa
+51,5.4,2.0,1.7,1.8,Iris-setosa
+52,5.1,3.0,5.9,0.4,Iris-setosa
+53,5.4,3.4,1.0,0.2,Iris-setosa
+54,5.4,2.8,5.5,1.3,Iris-versicolor
+55,5.5,2.2,1.1,1.3,Iris-setosa
+56,5.3,2.9,4.4,1.3,Iris-setosa
+57,5.7,3.8,4.7,2.3,Iris-virginica
+58,5.1,3.3,1.8,0.2,Iris-setosa
+59,5.6,3.0,5.5,1.3,Iris-setosa
+60,5.0,2.9,5.5,1.4,Iris-versicolor
+61,5.1,3.3,1.1,0.4,Iris-setosa
+62,6.4,3.0,5.5,0.3,Iris-virginica
+63,5.0,3.4,1.0,0.2,Iris-virginica
+64,5.5,2.0,1.9,1.3,Iris-setosa
+65,5.6,2.4,1.4,1.3,Iris-setosa
+66,5.9,3.0,5.6,1.2,Iris-versicolor
+67,5.9,3.3,1.1,0.3,Iris-virginica
+68,5.3,3.0,5.5,0.3,Iris-setosa
+69,6.8,2.0,5.1,1.3,Iris-virginica
+70,5.9,2.6,5.5,1.5,Iris-versicolor
+71,5.6,3.4,1.7,0.8,Iris-setosa
+72,6.9,3.0,5.9,2.4,Iris-virginica
+73,6.1,3.0,5.9,1.3,Iris-virginica
+74,5.4,2.2,4.0,0.4,Iris-setosa
+75,5.9,3.0,4.5,2.3,Iris-versicolor
+76,6.1,3.8,4.7,1.3,Iris-versicolor
+77,5.1,3.3,1.9,0.1,Iris-versicolor
+78,5.9,3.4,1.1,0.2,Iris-versicolor
+79,5.4,2.2,1.4,1.1,Iris-setosa
+80,6.5,3.2,5.7,2.3,Iris-setosa
+81,5.0,3.2,5.7,1.3,Iris-setosa
+82,5.0,2.3,5.9,1.8,Iris-setosa
+83,5.9,2.2,1.5,0.2,Iris-setosa
+84,5.0,3.4,4.0,2.2,Iris-setosa
+85,6.1,3.2,3.1,0.2,Iris-virginica
+86,5.7,3.3,5.5,0.3,Iris-setosa
+87,5.7,3.0,1.7,0.2,Iris-setosa
+88,6.5,3.3,5.7,2.3,Iris-versicolor
+89,5.3,2.0,4.7,1.3,Iris-versicolor
+90,6.1,3.4,4.3,2.4,Iris-versicolor
+91,5.5,3.9,1.4,0.2,Iris-setosa
+92,6.5,3.0,5.6,1.8,Iris-virginica
+93,6.9,3.0,5.7,0.3,Iris-virginica
+94,5.0,2.0,1.4,0.2,Iris-setosa
+95,5.4,3.1,1.7,0.2,Iris-setosa
+96,5.4,3.4,1.5,0.2,Iris-setosa
+97,5.1,3.1,1.7,0.3,Iris-setosa
+98,4.3,3.0,1.4,0.2,Iris-setosa
+99,5.2,3.1,1.4,0.2,Iris-versicolor
+100,6.0,2.7,5.9,1.8,Iris-virginica
+101,4.4,3.0,5.9,0.2,Iris-setosa
+102,5.7,2.5,1.4,1.2,Iris-setosa
+103,6.7,3.0,5.0,1.3,Iris-versicolor
+104,5.1,2.8,1.5,1.3,Iris-versicolor
+105,5.4,2.3,1.0,1.2,Iris-versicolor
+106,6.1,3.2,5.7,1.2,Iris-setosa
+107,5.1,2.9,1.7,1.5,Iris-setosa
+108,5.5,3.2,1.7,0.2,Iris-setosa
+109,5.7,3.4,1.6,0.2,Iris-setosa
+110,6.6,3.0,5.7,0.2,Iris-versicolor
+111,5.1,2.3,1.4,1.3,Iris-versicolor
+112,5.4,3.3,4.0,0.2,Iris-setosa
+113,6.9,3.1,1.6,0.2,Iris-virginica
+114,5.1,3.3,1.1,0.8,Iris-setosa
+115,4.8,3.2,4.6,0.3,Iris-setosa
+116,6.3,3.3,5.0,1.2,Iris-versicolor
+117,5.4,3.0,1.5,0.2,Iris-setosa
+118,5.9,3.0,1.0,0.3,Iris-setosa
+119,5.9,3.0,1.1,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/21/test.csv b/iris/realtabformer/0_2/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/21/train.csv b/iris/realtabformer/0_2/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/21/val.csv b/iris/realtabformer/0_2/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/22/synth.csv b/iris/realtabformer/0_2/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..eb4bac2d186405ec7cc0a8cce3f3b2d0b08e3aae
--- /dev/null
+++ b/iris/realtabformer/0_2/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.0,3.0,4.9,0.8,Iris-versicolor
+1,5.0,3.8,1.7,0.3,Iris-setosa
+2,5.5,2.7,1.9,1.2,Iris-setosa
+3,5.7,3.2,5.8,1.3,Iris-setosa
+4,6.1,2.0,1.7,1.3,Iris-setosa
+5,4.4,3.0,5.4,0.2,Iris-setosa
+6,5.5,3.0,1.6,0.3,Iris-setosa
+7,5.3,3.4,1.4,0.3,Iris-setosa
+8,6.7,3.2,3.7,0.4,Iris-virginica
+9,6.1,3.9,1.6,0.3,Iris-virginica
+10,5.4,3.0,1.6,0.2,Iris-setosa
+11,5.0,3.1,5.4,1.2,Iris-setosa
+12,5.5,2.4,1.6,1.2,Iris-setosa
+13,5.7,3.1,5.0,0.2,Iris-versicolor
+14,5.6,2.4,5.5,1.3,Iris-virginica
+15,5.0,3.9,5.9,0.2,Iris-setosa
+16,5.0,3.3,1.5,0.2,Iris-setosa
+17,4.8,3.0,1.5,0.5,Iris-setosa
+18,5.6,2.3,4.0,1.4,Iris-versicolor
+19,6.0,3.1,1.9,0.2,Iris-versicolor
+20,5.1,3.3,1.7,0.2,Iris-virginica
+21,5.4,3.9,5.7,0.2,Iris-versicolor
+22,5.1,3.2,4.4,0.2,Iris-versicolor
+23,5.5,3.8,4.7,2.2,Iris-setosa
+24,6.5,2.8,5.0,1.8,Iris-versicolor
+25,4.4,2.3,1.9,0.1,Iris-setosa
+26,4.6,2.8,1.3,0.3,Iris-setosa
+27,5.0,3.4,1.8,0.3,Iris-versicolor
+28,6.0,3.0,5.7,2.2,Iris-virginica
+29,5.4,3.0,1.6,0.1,Iris-setosa
+30,5.4,2.0,1.5,0.2,Iris-setosa
+31,6.1,2.2,3.4,1.8,Iris-virginica
+32,6.7,2.4,4.1,2.3,Iris-virginica
+33,4.9,3.2,1.7,0.3,Iris-setosa
+34,6.7,2.6,4.5,1.3,Iris-versicolor
+35,6.3,3.0,5.5,0.3,Iris-virginica
+36,5.5,2.3,5.9,1.2,Iris-virginica
+37,6.1,3.0,5.0,2.4,Iris-setosa
+38,6.3,3.0,5.0,1.8,Iris-setosa
+39,6.5,2.7,4.5,1.3,Iris-versicolor
+40,5.7,3.9,1.9,0.2,Iris-versicolor
+41,5.0,3.3,4.1,0.2,Iris-versicolor
+42,6.9,2.5,5.7,1.3,Iris-setosa
+43,5.1,2.4,1.7,1.3,Iris-setosa
+44,5.1,3.3,1.5,0.2,Iris-setosa
+45,5.6,3.0,5.9,0.2,Iris-versicolor
+46,5.7,3.5,5.5,0.2,Iris-setosa
+47,6.1,2.0,5.9,1.2,Iris-virginica
+48,6.1,2.8,1.0,2.2,Iris-setosa
+49,5.5,3.0,4.6,0.3,Iris-setosa
+50,5.1,2.3,1.5,0.2,Iris-setosa
+51,5.4,2.8,5.4,1.2,Iris-setosa
+52,5.5,3.0,1.7,0.8,Iris-setosa
+53,5.1,3.2,1.7,0.2,Iris-setosa
+54,5.0,2.9,5.8,2.2,Iris-versicolor
+55,6.6,3.0,4.3,0.2,Iris-versicolor
+56,5.9,3.3,1.5,0.2,Iris-setosa
+57,5.9,2.8,1.6,0.2,Iris-setosa
+58,5.1,2.0,1.4,0.8,Iris-setosa
+59,6.8,3.0,5.7,2.3,Iris-virginica
+60,5.5,3.3,4.7,0.5,Iris-virginica
+61,6.1,3.0,5.9,0.5,Iris-virginica
+62,6.9,3.0,4.6,2.4,Iris-versicolor
+63,6.6,2.0,5.0,2.3,Iris-virginica
+64,5.1,3.0,5.5,0.3,Iris-setosa
+65,4.9,3.0,1.3,0.2,Iris-versicolor
+66,5.1,2.8,1.8,1.2,Iris-setosa
+67,5.4,3.9,1.5,0.1,Iris-setosa
+68,6.7,3.0,5.7,0.3,Iris-versicolor
+69,6.0,3.9,4.1,0.0,Iris-versicolor
+70,6.5,2.0,5.1,1.2,Iris-setosa
+71,6.5,3.9,1.1,0.2,Iris-versicolor
+72,5.7,2.0,1.0,1.3,Iris-versicolor
+73,6.1,2.0,5.7,1.5,Iris-virginica
+74,6.9,3.0,4.7,2.3,Iris-versicolor
+75,5.1,3.0,5.7,0.3,Iris-virginica
+76,5.7,2.4,5.7,2.4,Iris-versicolor
+77,7.6,2.0,5.4,2.8,Iris-setosa
+78,5.5,3.0,4.9,0.2,Iris-setosa
+79,5.4,3.2,5.1,0.3,Iris-setosa
+80,6.3,3.2,1.6,0.1,Iris-virginica
+81,5.9,3.8,1.5,0.2,Iris-setosa
+82,5.5,3.2,1.1,0.2,Iris-setosa
+83,5.7,2.0,5.9,1.2,Iris-setosa
+84,5.3,3.3,1.6,0.3,Iris-versicolor
+85,5.5,3.1,5.5,0.2,Iris-virginica
+86,5.7,3.8,4.0,0.2,Iris-setosa
+87,5.5,3.3,1.5,2.2,Iris-versicolor
+88,5.5,3.4,1.5,0.3,Iris-setosa
+89,5.9,3.4,1.6,0.2,Iris-setosa
+90,5.4,3.1,1.9,0.3,Iris-setosa
+91,5.7,3.0,1.8,0.2,Iris-setosa
+92,5.3,3.0,5.5,0.8,Iris-setosa
+93,6.6,2.8,5.9,1.3,Iris-versicolor
+94,5.7,3.4,1.0,0.3,Iris-versicolor
+95,5.5,2.1,1.6,0.8,Iris-setosa
+96,5.7,3.4,1.0,0.3,Iris-setosa
+97,5.9,2.7,1.5,1.3,Iris-versicolor
+98,5.5,2.4,5.5,1.3,Iris-virginica
+99,6.4,3.2,5.6,2.3,Iris-virginica
+100,5.5,2.7,5.5,1.3,Iris-setosa
+101,5.5,3.3,5.0,0.3,Iris-virginica
+102,6.6,2.4,5.6,2.1,Iris-virginica
+103,5.7,2.3,1.5,1.5,Iris-setosa
+104,5.5,2.2,1.0,1.5,Iris-versicolor
+105,5.1,3.8,5.5,1.3,Iris-versicolor
+106,6.9,3.8,1.7,1.3,Iris-virginica
+107,5.6,2.8,1.3,1.2,Iris-virginica
+108,5.4,3.2,5.5,0.2,Iris-virginica
+109,5.4,3.0,5.1,0.2,Iris-setosa
+110,6.1,3.2,1.9,0.3,Iris-virginica
+111,5.4,3.8,1.4,2.3,Iris-setosa
+112,5.7,2.0,1.5,1.5,Iris-setosa
+113,5.4,3.0,1.9,1.2,Iris-versicolor
+114,6.3,3.9,5.8,0.3,Iris-versicolor
+115,7.1,2.8,1.8,1.3,Iris-virginica
+116,6.7,3.4,1.7,0.8,Iris-versicolor
+117,5.1,3.2,1.6,0.2,Iris-setosa
+118,5.4,3.3,1.8,0.8,Iris-setosa
+119,5.5,3.0,1.7,0.2,Iris-virginica
diff --git a/iris/realtabformer/0_2/22/test.csv b/iris/realtabformer/0_2/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/22/train.csv b/iris/realtabformer/0_2/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/22/val.csv b/iris/realtabformer/0_2/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/23/synth.csv b/iris/realtabformer/0_2/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a28b6dcd5dfdf78220ea3422f0d219376d32e895
--- /dev/null
+++ b/iris/realtabformer/0_2/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.0,2.2,5.9,0.5,Iris-virginica
+1,5.5,3.2,5.7,0.3,Iris-versicolor
+2,5.1,3.0,1.4,0.3,Iris-setosa
+3,5.0,2.0,5.7,2.2,Iris-setosa
+4,5.5,3.0,5.5,0.2,Iris-versicolor
+5,5.5,3.0,4.7,0.2,Iris-versicolor
+6,6.9,2.8,5.3,1.2,Iris-versicolor
+7,5.5,2.4,1.9,1.3,Iris-setosa
+8,4.0,3.7,1.0,0.2,Iris-setosa
+9,5.9,3.5,1.5,1.2,Iris-versicolor
+10,4.5,3.0,1.5,0.3,Iris-versicolor
+11,5.7,2.3,4.7,1.3,Iris-versicolor
+12,5.6,2.0,1.0,1.2,Iris-setosa
+13,6.1,3.0,5.6,2.3,Iris-virginica
+14,5.4,2.8,1.4,1.3,Iris-setosa
+15,5.1,2.9,1.8,0.3,Iris-versicolor
+16,5.1,3.0,1.7,0.2,Iris-setosa
+17,6.3,3.2,5.0,2.3,Iris-virginica
+18,5.5,3.8,1.5,1.4,Iris-setosa
+19,5.5,3.0,1.2,0.2,Iris-setosa
+20,6.1,3.8,5.5,2.3,Iris-versicolor
+21,6.2,3.8,4.6,2.3,Iris-virginica
+22,5.1,3.4,1.5,0.4,Iris-setosa
+23,6.2,2.0,5.7,1.1,Iris-versicolor
+24,6.1,3.4,5.4,1.3,Iris-virginica
+25,5.9,3.4,1.7,0.3,Iris-setosa
+26,5.7,3.3,1.5,0.2,Iris-setosa
+27,5.7,3.8,4.7,0.3,Iris-versicolor
+28,5.0,3.2,4.0,0.4,Iris-versicolor
+29,5.4,2.7,1.1,0.1,Iris-setosa
+30,4.7,3.0,5.1,0.4,Iris-versicolor
+31,6.2,3.3,5.9,0.2,Iris-versicolor
+32,5.1,2.0,1.6,1.3,Iris-setosa
+33,5.7,3.0,5.5,0.2,Iris-setosa
+34,5.4,2.8,1.4,1.3,Iris-setosa
+35,5.5,2.3,1.7,1.3,Iris-versicolor
+36,5.1,3.6,1.0,1.3,Iris-setosa
+37,5.5,2.0,4.1,1.3,Iris-versicolor
+38,5.6,2.0,3.7,0.3,Iris-setosa
+39,6.7,3.5,5.7,2.5,Iris-virginica
+40,5.4,2.2,5.5,1.3,Iris-setosa
+41,5.0,2.3,1.0,0.5,Iris-setosa
+42,5.0,2.3,1.6,1.3,Iris-virginica
+43,5.0,3.3,1.0,0.2,Iris-setosa
+44,5.5,3.0,1.0,1.3,Iris-setosa
+45,5.7,3.0,1.5,0.3,Iris-setosa
+46,5.3,3.2,1.0,1.2,Iris-setosa
+47,5.4,3.7,1.9,0.8,Iris-setosa
+48,5.3,3.0,3.9,0.2,Iris-setosa
+49,6.7,3.2,4.1,2.3,Iris-versicolor
+50,6.1,3.9,1.6,2.3,Iris-setosa
+51,4.4,3.0,5.9,0.3,Iris-setosa
+52,4.0,3.0,1.7,2.2,Iris-setosa
+53,5.4,3.0,5.9,0.3,Iris-setosa
+54,5.4,2.8,1.6,1.5,Iris-setosa
+55,5.4,2.5,5.4,0.8,Iris-setosa
+56,5.5,2.4,1.7,1.2,Iris-versicolor
+57,5.5,3.9,1.7,0.2,Iris-versicolor
+58,5.0,3.4,1.3,0.3,Iris-versicolor
+59,5.4,2.3,1.5,1.3,Iris-setosa
+60,5.2,3.4,1.6,0.2,Iris-setosa
+61,5.4,2.8,1.9,1.2,Iris-versicolor
+62,6.9,3.3,1.9,2.2,Iris-setosa
+63,5.4,2.8,5.5,1.5,Iris-setosa
+64,5.6,2.8,4.7,1.2,Iris-versicolor
+65,6.3,3.9,1.9,0.3,Iris-versicolor
+66,5.4,3.4,1.1,2.2,Iris-setosa
+67,6.0,2.2,4.4,1.2,Iris-setosa
+68,5.5,3.0,1.8,0.5,Iris-setosa
+69,5.7,3.8,5.0,0.3,Iris-setosa
+70,5.1,2.0,1.9,1.3,Iris-virginica
+71,5.8,3.9,1.5,0.2,Iris-setosa
+72,6.8,2.0,5.0,2.5,Iris-virginica
+73,6.4,3.2,5.1,2.3,Iris-virginica
+74,5.7,3.7,5.0,0.2,Iris-versicolor
+75,5.3,2.2,1.0,0.3,Iris-setosa
+76,6.1,3.0,5.9,2.2,Iris-setosa
+77,5.5,2.8,1.0,1.3,Iris-setosa
+78,5.7,3.4,5.0,0.2,Iris-setosa
+79,5.1,3.0,1.7,0.3,Iris-setosa
+80,6.8,2.2,4.9,1.5,Iris-virginica
+81,5.4,2.8,5.0,1.3,Iris-setosa
+82,6.8,2.2,5.7,1.2,Iris-virginica
+83,5.1,3.7,1.5,0.2,Iris-setosa
+84,6.4,3.0,5.9,0.4,Iris-virginica
+85,5.1,2.1,1.7,1.3,Iris-setosa
+86,6.1,3.8,5.3,1.3,Iris-versicolor
+87,5.6,3.0,1.7,0.3,Iris-setosa
+88,5.0,3.8,1.9,2.2,Iris-virginica
+89,6.1,3.1,1.6,0.2,Iris-virginica
+90,5.1,3.2,1.5,0.2,Iris-setosa
+91,5.1,3.2,1.5,0.5,Iris-setosa
+92,5.4,2.0,5.5,1.3,Iris-setosa
+93,5.5,2.0,5.4,1.3,Iris-virginica
+94,4.0,3.0,1.4,2.2,Iris-setosa
+95,5.5,3.3,4.8,0.4,Iris-versicolor
+96,5.7,3.5,5.0,1.3,Iris-virginica
+97,5.7,2.5,3.5,0.2,Iris-versicolor
+98,5.1,2.8,4.5,0.4,Iris-versicolor
+99,5.5,2.7,5.7,1.3,Iris-setosa
+100,4.1,3.4,1.3,0.8,Iris-setosa
+101,6.9,3.2,5.7,2.3,Iris-versicolor
+102,6.2,3.9,5.6,2.3,Iris-virginica
+103,5.1,3.0,1.9,2.2,Iris-setosa
+104,5.5,3.0,1.0,0.3,Iris-versicolor
+105,6.7,3.0,5.0,2.3,Iris-versicolor
+106,6.3,3.3,4.6,0.3,Iris-versicolor
+107,6.3,3.4,5.6,0.2,Iris-virginica
+108,5.7,3.4,1.6,0.3,Iris-versicolor
+109,5.9,3.0,1.8,0.3,Iris-setosa
+110,5.1,2.0,4.0,1.3,Iris-versicolor
+111,5.4,3.4,1.4,0.5,Iris-setosa
+112,5.1,2.5,5.7,0.3,Iris-versicolor
+113,6.1,3.1,1.6,0.2,Iris-virginica
+114,5.6,3.4,1.5,0.2,Iris-versicolor
+115,5.8,2.0,1.0,1.8,Iris-setosa
+116,6.4,3.0,4.7,2.8,Iris-virginica
+117,5.0,3.0,4.7,0.2,Iris-virginica
+118,5.4,2.0,1.9,1.5,Iris-setosa
+119,5.0,2.3,5.7,0.2,Iris-versicolor
diff --git a/iris/realtabformer/0_2/23/test.csv b/iris/realtabformer/0_2/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/23/train.csv b/iris/realtabformer/0_2/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/23/val.csv b/iris/realtabformer/0_2/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/24/synth.csv b/iris/realtabformer/0_2/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5b24bb495f4da3d20becb528c16979c108f4ff5c
--- /dev/null
+++ b/iris/realtabformer/0_2/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.4,3.4,1.8,0.3,Iris-setosa
+1,6.0,3.8,5.6,1.3,Iris-versicolor
+2,5.9,2.7,4.9,1.5,Iris-virginica
+3,5.4,3.8,1.4,0.2,Iris-setosa
+4,6.1,3.0,5.9,2.2,Iris-virginica
+5,5.1,3.7,4.3,0.2,Iris-versicolor
+6,6.3,3.0,4.9,2.3,Iris-versicolor
+7,5.5,2.3,1.7,1.3,Iris-setosa
+8,5.5,3.1,5.5,0.3,Iris-versicolor
+9,5.5,2.2,3.5,0.3,Iris-setosa
+10,6.1,2.0,1.5,1.3,Iris-setosa
+11,6.3,3.0,5.1,1.4,Iris-setosa
+12,5.1,2.3,1.0,1.3,Iris-versicolor
+13,5.5,2.7,4.5,1.3,Iris-versicolor
+14,6.3,3.0,5.8,0.3,Iris-setosa
+15,5.6,3.0,5.5,0.8,Iris-setosa
+16,5.4,3.0,1.0,0.5,Iris-setosa
+17,5.4,3.3,4.6,0.4,Iris-versicolor
+18,5.5,3.2,1.0,2.3,Iris-setosa
+19,5.7,2.5,1.8,1.8,Iris-setosa
+20,6.7,3.3,5.7,2.3,Iris-setosa
+21,5.4,3.3,4.5,0.2,Iris-setosa
+22,5.7,3.8,1.0,0.2,Iris-setosa
+23,5.7,3.2,5.0,0.4,Iris-setosa
+24,5.5,3.4,1.6,0.2,Iris-setosa
+25,6.3,3.0,5.9,2.4,Iris-versicolor
+26,6.1,3.9,5.3,0.4,Iris-virginica
+27,5.1,2.0,1.7,0.2,Iris-setosa
+28,5.0,2.0,4.5,1.2,Iris-versicolor
+29,5.1,3.0,1.6,0.2,Iris-setosa
+30,5.1,2.3,4.5,1.3,Iris-virginica
+31,6.0,3.2,5.7,1.8,Iris-setosa
+32,5.7,3.4,1.4,0.2,Iris-versicolor
+33,5.0,3.0,1.0,0.1,Iris-setosa
+34,6.3,3.4,5.9,1.3,Iris-virginica
+35,5.1,2.8,5.1,1.2,Iris-setosa
+36,6.3,2.0,5.9,1.8,Iris-virginica
+37,5.4,3.3,1.9,0.2,Iris-setosa
+38,5.7,3.4,1.6,0.2,Iris-setosa
+39,5.7,3.5,1.4,0.3,Iris-setosa
+40,5.1,3.2,1.6,0.1,Iris-setosa
+41,5.6,3.2,1.9,0.2,Iris-setosa
+42,5.0,2.0,5.9,0.4,Iris-virginica
+43,5.6,3.8,3.7,0.2,Iris-setosa
+44,6.9,3.2,5.0,0.3,Iris-virginica
+45,5.4,2.0,4.4,1.3,Iris-versicolor
+46,5.1,3.2,1.2,0.2,Iris-setosa
+47,5.1,3.8,1.6,0.1,Iris-setosa
+48,4.0,3.4,4.6,0.3,Iris-setosa
+49,5.4,2.8,4.4,0.3,Iris-versicolor
+50,5.5,3.0,5.0,1.2,Iris-setosa
+51,5.7,2.7,5.8,1.2,Iris-setosa
+52,5.8,3.4,1.9,0.3,Iris-setosa
+53,4.4,3.4,1.4,0.2,Iris-setosa
+54,6.6,2.8,3.9,2.8,Iris-virginica
+55,5.5,3.0,5.9,0.2,Iris-versicolor
+56,5.3,3.8,3.0,0.3,Iris-virginica
+57,6.9,3.9,5.9,0.2,Iris-setosa
+58,5.6,3.0,1.8,0.4,Iris-versicolor
+59,5.4,2.0,5.0,1.2,Iris-versicolor
+60,5.5,2.5,1.4,1.3,Iris-setosa
+61,4.1,3.0,1.6,0.5,Iris-virginica
+62,4.8,3.0,5.5,0.1,Iris-setosa
+63,6.3,2.3,5.0,1.3,Iris-virginica
+64,5.7,3.4,1.7,0.3,Iris-virginica
+65,6.7,3.7,1.0,1.2,Iris-setosa
+66,6.5,2.0,5.7,1.8,Iris-versicolor
+67,5.0,2.8,1.1,1.2,Iris-setosa
+68,5.6,2.0,3.8,1.2,Iris-versicolor
+69,5.4,3.0,1.5,0.3,Iris-setosa
+70,5.4,3.3,5.9,0.3,Iris-setosa
+71,5.4,3.0,1.0,0.3,Iris-setosa
+72,6.1,3.4,4.6,2.3,Iris-versicolor
+73,6.4,3.8,5.7,2.0,Iris-versicolor
+74,5.4,3.7,1.3,0.2,Iris-setosa
+75,4.4,3.2,4.6,0.1,Iris-versicolor
+76,4.5,3.1,5.5,0.1,Iris-setosa
+77,6.9,3.3,1.1,2.3,Iris-setosa
+78,4.9,2.4,5.9,0.5,Iris-versicolor
+79,5.1,3.0,1.0,0.3,Iris-setosa
+80,5.5,3.5,1.5,0.4,Iris-versicolor
+81,5.0,3.7,4.4,0.3,Iris-setosa
+82,5.5,2.0,5.7,0.3,Iris-versicolor
+83,5.4,2.4,1.5,1.1,Iris-setosa
+84,4.8,3.2,1.5,0.3,Iris-setosa
+85,6.7,3.8,5.6,2.3,Iris-setosa
+86,5.0,3.3,5.0,0.8,Iris-setosa
+87,5.5,3.4,1.9,0.2,Iris-setosa
+88,6.8,3.0,5.1,2.2,Iris-virginica
+89,5.1,2.0,1.5,1.2,Iris-setosa
+90,5.7,2.8,1.0,1.8,Iris-setosa
+91,6.8,3.0,5.0,2.2,Iris-virginica
+92,6.7,2.9,5.8,2.5,Iris-virginica
+93,5.4,3.0,5.7,0.2,Iris-setosa
+94,6.9,2.4,1.6,1.8,Iris-virginica
+95,5.9,3.5,4.7,1.3,Iris-virginica
+96,5.5,2.4,5.5,1.3,Iris-versicolor
+97,6.3,3.4,5.9,0.3,Iris-setosa
+98,5.4,3.0,1.0,0.2,Iris-setosa
+99,6.8,3.0,5.7,2.4,Iris-virginica
+100,5.0,3.0,3.5,0.3,Iris-versicolor
+101,5.1,2.4,4.3,1.3,Iris-versicolor
+102,5.5,3.0,1.0,0.3,Iris-setosa
+103,6.1,3.0,5.9,2.4,Iris-virginica
+104,5.5,2.8,4.0,1.3,Iris-versicolor
+105,5.7,2.0,1.9,0.3,Iris-setosa
+106,5.9,2.0,1.0,1.2,Iris-versicolor
+107,5.5,3.0,5.7,0.8,Iris-setosa
+108,5.5,2.0,1.5,1.4,Iris-setosa
+109,5.9,3.4,1.0,0.2,Iris-virginica
+110,4.5,3.4,1.6,0.3,Iris-setosa
+111,5.3,3.4,1.9,0.3,Iris-setosa
+112,5.5,3.0,1.6,0.3,Iris-versicolor
+113,5.5,3.3,4.0,0.3,Iris-versicolor
+114,6.1,2.0,1.9,1.5,Iris-virginica
+115,5.5,2.8,1.7,0.8,Iris-setosa
+116,6.0,3.5,5.9,1.8,Iris-virginica
+117,5.1,2.0,4.6,1.3,Iris-versicolor
+118,5.9,3.3,1.9,0.3,Iris-setosa
+119,5.5,2.0,1.5,1.5,Iris-versicolor
diff --git a/iris/realtabformer/0_2/24/test.csv b/iris/realtabformer/0_2/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/24/train.csv b/iris/realtabformer/0_2/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/24/val.csv b/iris/realtabformer/0_2/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/25/synth.csv b/iris/realtabformer/0_2/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..229c772cc7e2085b66ed32b71cf4ad338b9a9016
--- /dev/null
+++ b/iris/realtabformer/0_2/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,2.9,4.9,1.2,Iris-setosa
+1,6.0,3.0,4.9,2.3,Iris-versicolor
+2,5.4,2.9,1.8,0.2,Iris-versicolor
+3,5.4,3.4,1.3,0.3,Iris-virginica
+4,6.3,3.9,4.1,2.4,Iris-virginica
+5,5.0,3.2,1.6,0.3,Iris-versicolor
+6,5.0,2.4,5.8,1.2,Iris-versicolor
+7,5.4,3.1,1.5,0.8,Iris-setosa
+8,5.0,2.1,1.6,1.5,Iris-setosa
+9,6.1,3.0,5.9,2.3,Iris-virginica
+10,5.6,3.0,5.5,2.3,Iris-setosa
+11,6.1,2.1,3.6,1.8,Iris-virginica
+12,5.6,3.0,5.7,0.3,Iris-setosa
+13,5.3,3.5,1.5,0.8,Iris-setosa
+14,4.5,3.2,1.9,1.8,Iris-versicolor
+15,5.0,2.0,4.9,1.2,Iris-versicolor
+16,6.8,3.0,5.6,1.3,Iris-versicolor
+17,5.5,2.8,1.5,1.3,Iris-versicolor
+18,5.6,2.7,1.0,0.1,Iris-setosa
+19,6.3,3.3,5.6,1.3,Iris-virginica
+20,5.4,2.4,5.5,1.2,Iris-virginica
+21,5.9,2.0,5.0,1.3,Iris-versicolor
+22,5.1,2.0,5.3,1.1,Iris-setosa
+23,5.4,3.9,1.9,0.2,Iris-setosa
+24,5.7,3.8,1.4,0.2,Iris-setosa
+25,5.2,2.4,3.9,1.4,Iris-setosa
+26,5.1,2.3,1.6,0.3,Iris-setosa
+27,5.5,3.4,1.5,1.3,Iris-setosa
+28,5.7,3.8,4.5,1.3,Iris-virginica
+29,4.7,2.8,5.5,1.3,Iris-setosa
+30,6.5,3.3,5.1,2.4,Iris-setosa
+31,6.1,3.3,1.8,0.3,Iris-virginica
+32,6.0,2.3,4.9,1.2,Iris-versicolor
+33,5.4,3.0,4.1,1.3,Iris-versicolor
+34,5.5,3.7,5.9,0.3,Iris-versicolor
+35,5.7,2.7,5.0,1.1,Iris-setosa
+36,5.1,2.0,5.5,1.3,Iris-setosa
+37,5.5,3.8,5.1,0.3,Iris-versicolor
+38,5.9,3.8,1.9,0.3,Iris-setosa
+39,4.7,3.0,1.0,0.3,Iris-virginica
+40,5.5,2.8,1.3,1.5,Iris-versicolor
+41,5.0,3.7,4.7,0.3,Iris-versicolor
+42,6.6,2.1,5.7,1.2,Iris-virginica
+43,5.0,3.9,5.7,2.3,Iris-setosa
+44,5.7,2.4,4.9,1.3,Iris-setosa
+45,6.1,3.0,4.7,2.2,Iris-versicolor
+46,5.9,3.0,1.4,0.8,Iris-setosa
+47,5.1,2.4,1.0,1.2,Iris-setosa
+48,6.1,2.0,1.5,0.8,Iris-versicolor
+49,6.7,2.4,5.7,2.3,Iris-setosa
+50,5.6,2.4,1.0,0.3,Iris-virginica
+51,5.5,2.2,1.7,1.2,Iris-setosa
+52,6.5,2.2,1.6,1.3,Iris-versicolor
+53,6.8,3.0,5.9,1.3,Iris-virginica
+54,5.9,2.2,1.0,1.5,Iris-setosa
+55,6.0,3.8,4.5,0.2,Iris-versicolor
+56,6.6,3.0,4.1,0.3,Iris-virginica
+57,5.3,3.4,1.1,0.4,Iris-setosa
+58,5.6,3.2,5.9,0.3,Iris-setosa
+59,6.7,3.9,5.7,2.3,Iris-virginica
+60,5.1,3.3,4.4,0.2,Iris-setosa
+61,6.3,3.4,1.4,2.4,Iris-versicolor
+62,5.4,3.4,5.3,0.3,Iris-setosa
+63,5.4,3.0,1.7,0.3,Iris-setosa
+64,5.0,2.0,1.1,1.2,Iris-setosa
+65,5.0,3.0,4.9,0.4,Iris-versicolor
+66,7.4,3.1,1.7,2.4,Iris-versicolor
+67,6.3,2.0,4.5,1.4,Iris-versicolor
+68,5.0,3.4,5.6,0.3,Iris-virginica
+69,5.0,3.0,5.6,0.2,Iris-setosa
+70,6.7,2.0,4.9,1.2,Iris-versicolor
+71,5.0,3.9,4.4,0.4,Iris-versicolor
+72,5.1,3.7,1.0,0.3,Iris-setosa
+73,4.3,3.4,1.9,0.3,Iris-setosa
+74,5.0,2.9,4.7,1.2,Iris-versicolor
+75,4.5,3.0,5.5,0.8,Iris-setosa
+76,5.5,3.0,1.7,0.3,Iris-setosa
+77,4.8,3.2,1.7,0.3,Iris-setosa
+78,5.7,2.8,1.8,0.2,Iris-setosa
+79,5.5,3.3,5.7,0.3,Iris-versicolor
+80,5.4,2.8,3.5,1.2,Iris-setosa
+81,5.4,3.0,5.5,0.8,Iris-setosa
+82,5.5,3.9,1.7,0.2,Iris-setosa
+83,5.4,3.8,1.7,0.3,Iris-setosa
+84,6.1,3.9,5.6,0.5,Iris-virginica
+85,6.9,3.0,4.7,2.3,Iris-virginica
+86,5.4,2.2,1.9,1.2,Iris-setosa
+87,5.1,3.9,4.0,0.3,Iris-setosa
+88,5.0,3.2,5.0,0.4,Iris-versicolor
+89,6.3,3.0,5.3,0.8,Iris-virginica
+90,4.7,3.4,1.3,0.8,Iris-setosa
+91,5.5,3.0,5.7,0.3,Iris-virginica
+92,5.5,3.1,1.4,0.2,Iris-setosa
+93,6.1,3.3,1.0,0.3,Iris-virginica
+94,5.1,3.8,1.4,0.3,Iris-setosa
+95,4.3,3.0,5.5,0.5,Iris-setosa
+96,6.7,2.8,5.4,1.3,Iris-setosa
+97,5.1,3.3,1.4,0.2,Iris-setosa
+98,6.0,3.0,5.9,2.2,Iris-setosa
+99,4.9,3.0,5.5,0.8,Iris-virginica
+100,5.1,3.8,1.6,0.2,Iris-versicolor
+101,5.4,3.0,1.1,0.3,Iris-versicolor
+102,6.3,2.3,4.9,1.3,Iris-versicolor
+103,5.6,2.4,3.3,1.4,Iris-virginica
+104,5.0,3.0,1.0,0.2,Iris-virginica
+105,5.5,2.0,4.3,1.3,Iris-versicolor
+106,5.0,3.2,1.5,0.8,Iris-setosa
+107,5.4,2.8,1.0,1.3,Iris-setosa
+108,5.7,2.0,4.3,1.3,Iris-versicolor
+109,6.7,3.2,5.7,0.3,Iris-versicolor
+110,5.4,3.9,1.7,0.8,Iris-versicolor
+111,6.6,2.0,5.9,1.3,Iris-virginica
+112,4.7,3.0,1.4,0.2,Iris-setosa
+113,4.5,3.4,1.0,0.2,Iris-versicolor
+114,5.4,3.0,1.6,0.3,Iris-setosa
+115,5.7,3.0,4.9,0.3,Iris-versicolor
+116,5.5,2.0,5.7,1.3,Iris-virginica
+117,5.1,3.0,1.5,0.2,Iris-setosa
+118,5.1,2.0,5.8,1.3,Iris-setosa
+119,6.4,3.2,5.4,2.8,Iris-virginica
diff --git a/iris/realtabformer/0_2/25/test.csv b/iris/realtabformer/0_2/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/25/train.csv b/iris/realtabformer/0_2/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/25/val.csv b/iris/realtabformer/0_2/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/26/synth.csv b/iris/realtabformer/0_2/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..df89c3aa2a8b1d63a8958f6f2977e2018f24247a
--- /dev/null
+++ b/iris/realtabformer/0_2/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7,3.2,4.5,1.3,Iris-versicolor
+1,5.0,3.2,5.5,0.1,Iris-versicolor
+2,5.4,2.0,4.5,1.2,Iris-versicolor
+3,5.5,2.7,4.5,1.8,Iris-versicolor
+4,5.5,3.7,5.2,1.2,Iris-versicolor
+5,4.7,3.4,1.6,0.3,Iris-setosa
+6,5.5,3.0,4.5,0.3,Iris-versicolor
+7,6.3,3.3,5.9,0.2,Iris-virginica
+8,6.5,2.2,4.9,1.8,Iris-versicolor
+9,4.9,3.2,1.4,0.2,Iris-setosa
+10,6.6,2.8,5.0,1.3,Iris-virginica
+11,5.1,2.0,4.9,1.5,Iris-virginica
+12,5.1,2.7,4.0,0.1,Iris-versicolor
+13,5.1,2.8,1.5,1.2,Iris-setosa
+14,5.1,2.8,3.6,2.3,Iris-versicolor
+15,6.1,3.8,5.7,0.3,Iris-virginica
+16,5.3,3.2,1.7,0.5,Iris-virginica
+17,6.5,3.4,5.8,1.3,Iris-setosa
+18,5.4,2.0,4.1,1.5,Iris-setosa
+19,5.9,2.9,1.6,1.3,Iris-versicolor
+20,4.8,3.1,1.7,0.8,Iris-setosa
+21,5.1,3.0,1.0,0.2,Iris-setosa
+22,6.5,2.3,5.7,1.8,Iris-versicolor
+23,6.7,2.9,4.9,1.8,Iris-versicolor
+24,6.7,2.8,5.7,1.5,Iris-virginica
+25,5.7,2.9,4.6,1.2,Iris-versicolor
+26,5.1,3.8,1.0,0.2,Iris-setosa
+27,5.9,3.7,1.4,0.3,Iris-setosa
+28,5.0,3.9,1.1,0.3,Iris-versicolor
+29,5.8,2.4,1.8,1.2,Iris-setosa
+30,5.9,3.9,1.7,0.8,Iris-virginica
+31,5.7,2.0,5.5,1.3,Iris-setosa
+32,5.4,3.0,4.1,0.3,Iris-versicolor
+33,5.7,2.9,1.0,1.3,Iris-versicolor
+34,5.7,3.0,5.5,0.3,Iris-virginica
+35,6.5,3.0,5.9,2.5,Iris-virginica
+36,4.3,3.0,5.4,0.3,Iris-setosa
+37,5.4,3.9,1.4,0.2,Iris-setosa
+38,6.0,2.0,1.6,1.2,Iris-setosa
+39,5.0,2.0,1.9,1.2,Iris-setosa
+40,5.2,3.0,5.5,0.3,Iris-setosa
+41,4.8,3.9,1.4,0.3,Iris-setosa
+42,5.4,2.2,5.9,2.3,Iris-setosa
+43,5.9,3.7,1.3,0.2,Iris-setosa
+44,6.3,2.0,5.6,1.2,Iris-virginica
+45,6.0,3.0,5.9,2.3,Iris-virginica
+46,6.4,3.2,1.7,0.3,Iris-setosa
+47,5.1,2.0,1.0,1.2,Iris-setosa
+48,6.3,3.0,5.6,2.4,Iris-virginica
+49,5.0,3.9,4.0,0.4,Iris-versicolor
+50,5.4,3.3,1.8,0.2,Iris-setosa
+51,5.4,2.8,3.1,1.3,Iris-setosa
+52,6.1,2.4,1.5,1.1,Iris-versicolor
+53,5.7,2.9,5.0,1.5,Iris-setosa
+54,5.1,2.6,4.5,1.2,Iris-setosa
+55,5.0,3.4,1.5,0.4,Iris-setosa
+56,5.9,3.4,1.9,0.2,Iris-setosa
+57,5.9,3.0,1.9,0.1,Iris-setosa
+58,6.1,2.3,5.7,1.3,Iris-versicolor
+59,6.1,3.2,5.5,0.3,Iris-virginica
+60,5.1,3.0,1.0,0.3,Iris-virginica
+61,5.1,2.0,4.0,1.2,Iris-setosa
+62,5.7,2.0,4.7,1.5,Iris-versicolor
+63,6.3,3.4,1.6,0.4,Iris-setosa
+64,5.4,3.2,1.7,2.3,Iris-setosa
+65,4.3,3.9,1.4,0.3,Iris-virginica
+66,5.4,3.0,5.0,0.2,Iris-setosa
+67,6.5,3.0,5.1,1.3,Iris-virginica
+68,5.9,3.3,5.7,0.2,Iris-virginica
+69,5.6,2.0,1.4,0.3,Iris-setosa
+70,5.5,3.9,1.6,0.2,Iris-setosa
+71,5.2,3.9,4.6,2.5,Iris-versicolor
+72,5.4,3.0,5.7,0.3,Iris-setosa
+73,5.3,3.0,4.1,0.3,Iris-versicolor
+74,5.7,2.3,1.6,1.2,Iris-setosa
+75,6.0,3.0,4.6,2.2,Iris-virginica
+76,5.5,2.3,1.1,1.3,Iris-versicolor
+77,5.0,2.5,5.4,1.8,Iris-versicolor
+78,6.7,3.0,5.7,0.3,Iris-setosa
+79,5.1,2.0,1.7,1.2,Iris-setosa
+80,6.3,2.4,4.9,1.3,Iris-virginica
+81,5.5,3.0,1.4,0.3,Iris-setosa
+82,5.0,2.1,3.1,0.4,Iris-versicolor
+83,5.5,2.0,1.3,1.4,Iris-setosa
+84,5.7,3.8,1.0,0.2,Iris-setosa
+85,5.7,3.0,4.4,1.3,Iris-versicolor
+86,6.9,3.4,1.0,1.3,Iris-virginica
+87,6.3,3.0,5.6,2.3,Iris-virginica
+88,5.7,3.3,1.7,0.2,Iris-versicolor
+89,5.1,3.7,5.5,0.2,Iris-versicolor
+90,5.6,3.0,1.0,0.3,Iris-setosa
+91,6.8,3.0,5.9,1.2,Iris-virginica
+92,5.6,3.0,1.9,0.8,Iris-setosa
+93,6.8,3.0,5.7,2.3,Iris-setosa
+94,5.1,3.1,1.4,0.3,Iris-virginica
+95,5.7,3.2,4.4,0.3,Iris-versicolor
+96,5.3,3.0,1.5,0.2,Iris-setosa
+97,6.5,3.9,5.7,2.2,Iris-virginica
+98,5.1,3.2,3.5,0.3,Iris-setosa
+99,5.7,2.8,1.0,1.2,Iris-setosa
+100,5.9,3.2,5.4,0.1,Iris-setosa
+101,5.6,2.4,1.5,0.1,Iris-versicolor
+102,4.1,2.8,1.5,0.2,Iris-setosa
+103,5.4,2.8,1.5,1.5,Iris-versicolor
+104,6.1,3.5,5.9,1.4,Iris-virginica
+105,5.4,3.2,5.0,0.3,Iris-setosa
+106,5.4,2.8,1.3,1.2,Iris-setosa
+107,6.7,2.0,4.9,1.1,Iris-setosa
+108,5.0,3.2,1.6,0.3,Iris-setosa
+109,5.8,2.0,1.0,1.3,Iris-setosa
+110,5.5,2.7,3.8,1.3,Iris-setosa
+111,5.2,3.0,5.5,0.3,Iris-setosa
+112,5.4,2.3,1.6,0.2,Iris-setosa
+113,5.4,2.5,5.5,1.2,Iris-setosa
+114,6.5,3.0,5.6,2.3,Iris-virginica
+115,4.7,2.4,5.6,1.2,Iris-setosa
+116,5.1,3.2,1.9,1.2,Iris-setosa
+117,5.6,3.0,1.5,0.2,Iris-setosa
+118,6.1,3.7,4.7,0.3,Iris-versicolor
+119,6.7,2.0,4.9,1.3,Iris-virginica
diff --git a/iris/realtabformer/0_2/26/test.csv b/iris/realtabformer/0_2/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/26/train.csv b/iris/realtabformer/0_2/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/26/val.csv b/iris/realtabformer/0_2/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/27/synth.csv b/iris/realtabformer/0_2/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ba29b64bb7864dbbdc4de483ab36bbab961df19f
--- /dev/null
+++ b/iris/realtabformer/0_2/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.7,2.2,5.0,1.8,Iris-virginica
+1,5.4,3.0,5.5,2.2,Iris-versicolor
+2,5.7,3.0,1.0,0.2,Iris-versicolor
+3,5.0,3.0,1.6,0.2,Iris-setosa
+4,5.0,3.4,1.6,0.2,Iris-setosa
+5,5.0,2.3,1.6,1.4,Iris-setosa
+6,5.0,2.0,1.1,0.8,Iris-setosa
+7,5.5,2.7,5.3,1.4,Iris-setosa
+8,4.8,3.0,4.9,0.3,Iris-virginica
+9,5.9,3.9,1.7,0.4,Iris-setosa
+10,5.5,2.0,3.3,0.2,Iris-versicolor
+11,5.4,2.9,1.9,0.2,Iris-setosa
+12,6.7,2.4,1.7,1.1,Iris-setosa
+13,5.1,2.3,1.0,1.4,Iris-versicolor
+14,5.1,3.0,5.0,0.3,Iris-versicolor
+15,5.1,2.0,1.0,1.3,Iris-setosa
+16,5.4,3.3,1.2,0.2,Iris-virginica
+17,5.4,2.0,4.7,1.3,Iris-setosa
+18,6.2,2.7,1.6,1.3,Iris-versicolor
+19,5.1,2.8,5.0,1.1,Iris-setosa
+20,5.3,2.8,4.7,1.1,Iris-versicolor
+21,6.1,3.8,4.3,0.3,Iris-setosa
+22,5.5,3.0,1.0,0.3,Iris-setosa
+23,5.5,3.0,1.7,0.8,Iris-setosa
+24,5.7,3.3,1.5,0.3,Iris-setosa
+25,6.8,3.3,4.7,0.3,Iris-setosa
+26,6.4,3.6,1.0,1.2,Iris-versicolor
+27,5.5,3.2,1.0,2.2,Iris-virginica
+28,6.7,3.0,5.5,1.8,Iris-versicolor
+29,6.7,2.0,5.9,1.4,Iris-virginica
+30,5.4,3.4,5.0,1.1,Iris-virginica
+31,6.1,2.1,1.9,1.4,Iris-versicolor
+32,5.9,3.0,5.6,0.2,Iris-setosa
+33,6.5,3.0,5.4,1.8,Iris-versicolor
+34,5.4,2.0,1.0,2.3,Iris-setosa
+35,5.4,2.4,1.6,1.3,Iris-setosa
+36,5.1,3.7,4.0,0.3,Iris-versicolor
+37,6.3,3.4,5.3,1.8,Iris-virginica
+38,6.0,3.2,5.9,2.1,Iris-virginica
+39,6.0,3.2,5.7,2.3,Iris-virginica
+40,5.5,2.8,4.8,1.3,Iris-setosa
+41,5.7,2.8,1.5,0.2,Iris-setosa
+42,5.7,2.1,1.5,1.3,Iris-setosa
+43,5.0,2.0,4.5,1.3,Iris-setosa
+44,5.0,2.0,4.0,1.3,Iris-setosa
+45,5.0,2.1,1.7,0.5,Iris-setosa
+46,5.7,2.4,1.0,1.1,Iris-setosa
+47,6.5,3.4,5.6,2.2,Iris-virginica
+48,5.1,3.0,5.4,1.3,Iris-setosa
+49,5.4,3.8,1.0,0.2,Iris-setosa
+50,5.9,2.4,1.0,2.4,Iris-setosa
+51,5.1,2.0,1.9,0.2,Iris-setosa
+52,5.0,3.2,1.0,0.2,Iris-virginica
+53,5.1,2.4,1.0,1.2,Iris-versicolor
+54,5.0,3.9,4.9,0.3,Iris-versicolor
+55,6.7,2.9,1.6,1.2,Iris-versicolor
+56,6.5,2.0,5.1,2.4,Iris-virginica
+57,5.1,2.4,1.1,1.2,Iris-setosa
+58,5.4,2.4,1.6,1.5,Iris-setosa
+59,5.9,3.0,1.4,0.1,Iris-setosa
+60,5.8,3.4,1.5,1.2,Iris-setosa
+61,5.4,2.8,1.7,1.3,Iris-setosa
+62,5.1,3.5,4.5,0.3,Iris-setosa
+63,5.5,2.3,4.6,1.3,Iris-versicolor
+64,5.3,3.2,4.5,0.3,Iris-versicolor
+65,5.5,2.1,4.5,1.4,Iris-versicolor
+66,5.1,3.1,1.5,0.1,Iris-virginica
+67,5.7,2.0,5.7,2.3,Iris-setosa
+68,5.4,3.0,5.5,0.3,Iris-setosa
+69,5.4,3.3,5.0,0.3,Iris-setosa
+70,6.3,2.0,5.5,1.4,Iris-versicolor
+71,6.3,3.0,5.9,0.3,Iris-virginica
+72,5.6,3.4,1.5,0.2,Iris-setosa
+73,6.1,3.1,1.9,0.4,Iris-setosa
+74,5.7,3.8,1.5,0.2,Iris-setosa
+75,6.1,3.0,5.7,0.3,Iris-versicolor
+76,5.4,3.0,1.4,0.3,Iris-virginica
+77,6.3,3.3,1.9,2.8,Iris-versicolor
+78,5.4,2.8,1.6,1.2,Iris-setosa
+79,5.1,3.0,1.5,1.8,Iris-setosa
+80,5.7,3.4,5.0,2.2,Iris-setosa
+81,6.5,2.0,5.5,1.3,Iris-setosa
+82,5.4,2.5,1.7,1.4,Iris-virginica
+83,5.4,2.8,1.7,1.2,Iris-versicolor
+84,5.1,2.8,1.6,1.3,Iris-versicolor
+85,6.1,3.3,1.9,0.2,Iris-virginica
+86,6.9,3.3,5.3,0.3,Iris-virginica
+87,6.3,3.0,5.7,2.3,Iris-virginica
+88,6.3,2.7,5.6,1.4,Iris-setosa
+89,5.5,3.0,5.9,0.8,Iris-setosa
+90,4.6,3.4,1.3,0.2,Iris-setosa
+91,6.8,2.2,5.0,1.3,Iris-virginica
+92,5.6,2.4,1.9,1.3,Iris-setosa
+93,6.3,3.0,4.6,2.5,Iris-versicolor
+94,6.5,3.2,1.6,2.3,Iris-virginica
+95,5.7,3.4,1.1,0.2,Iris-setosa
+96,5.6,3.0,1.4,2.4,Iris-setosa
+97,5.0,3.0,5.5,0.2,Iris-versicolor
+98,5.0,3.7,1.9,0.2,Iris-versicolor
+99,6.6,3.0,5.5,0.3,Iris-virginica
+100,5.0,2.3,1.6,1.2,Iris-versicolor
+101,5.5,3.4,1.2,0.2,Iris-setosa
+102,5.3,3.4,1.0,2.5,Iris-versicolor
+103,6.3,3.7,5.6,0.8,Iris-setosa
+104,5.4,3.2,1.5,0.2,Iris-setosa
+105,5.4,2.0,4.5,1.3,Iris-versicolor
+106,6.7,3.9,1.6,0.2,Iris-virginica
+107,6.2,3.3,1.9,2.3,Iris-versicolor
+108,6.7,3.9,4.6,0.2,Iris-versicolor
+109,5.4,2.3,1.5,1.5,Iris-versicolor
+110,5.4,3.3,1.5,0.3,Iris-setosa
+111,5.7,3.2,5.4,0.3,Iris-setosa
+112,5.1,3.5,1.5,0.3,Iris-setosa
+113,5.1,2.4,4.9,1.3,Iris-virginica
+114,6.1,3.0,5.9,0.3,Iris-virginica
+115,6.2,2.0,4.9,1.3,Iris-versicolor
+116,6.1,3.0,4.6,2.4,Iris-versicolor
+117,5.4,2.0,1.5,1.3,Iris-versicolor
+118,5.3,2.0,4.9,1.2,Iris-versicolor
+119,4.8,3.0,5.1,0.2,Iris-setosa
diff --git a/iris/realtabformer/0_2/27/test.csv b/iris/realtabformer/0_2/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/27/train.csv b/iris/realtabformer/0_2/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/27/val.csv b/iris/realtabformer/0_2/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/28/synth.csv b/iris/realtabformer/0_2/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..13bede47e18555c73ebc55653bba245883ae8c2e
--- /dev/null
+++ b/iris/realtabformer/0_2/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,2.0,5.5,1.5,Iris-setosa
+1,6.7,3.0,4.3,2.5,Iris-versicolor
+2,5.1,3.3,1.9,0.3,Iris-setosa
+3,6.6,2.1,1.0,2.3,Iris-setosa
+4,5.6,3.0,4.0,0.2,Iris-setosa
+5,5.4,2.0,4.0,1.2,Iris-versicolor
+6,5.1,3.7,3.8,1.3,Iris-versicolor
+7,5.3,3.2,5.5,0.2,Iris-versicolor
+8,5.0,3.2,1.3,0.2,Iris-virginica
+9,5.7,3.0,1.0,0.3,Iris-setosa
+10,5.5,3.9,3.7,0.3,Iris-setosa
+11,6.8,3.0,1.7,2.2,Iris-virginica
+12,5.5,2.1,1.7,0.5,Iris-versicolor
+13,5.2,3.0,1.5,0.3,Iris-setosa
+14,5.3,3.4,1.7,0.3,Iris-setosa
+15,5.7,3.4,1.8,0.2,Iris-versicolor
+16,6.4,3.1,5.1,0.3,Iris-versicolor
+17,5.1,2.4,1.0,1.3,Iris-versicolor
+18,5.5,2.3,4.1,1.3,Iris-setosa
+19,6.6,2.8,5.7,1.4,Iris-virginica
+20,6.7,3.9,5.9,0.3,Iris-versicolor
+21,5.9,3.8,1.7,0.2,Iris-setosa
+22,5.9,2.4,1.5,2.1,Iris-versicolor
+23,5.3,3.2,1.5,0.3,Iris-versicolor
+24,6.5,2.9,5.1,1.1,Iris-virginica
+25,5.5,2.8,5.6,1.3,Iris-virginica
+26,5.7,3.7,1.0,0.3,Iris-versicolor
+27,5.5,3.2,5.0,1.2,Iris-versicolor
+28,5.7,2.0,5.5,1.2,Iris-versicolor
+29,5.1,3.3,1.4,0.2,Iris-versicolor
+30,6.0,3.0,5.5,0.5,Iris-versicolor
+31,6.4,3.4,5.3,1.8,Iris-setosa
+32,5.8,3.2,1.3,0.2,Iris-setosa
+33,5.7,2.3,1.0,1.2,Iris-setosa
+34,6.8,3.0,5.3,0.2,Iris-virginica
+35,5.7,2.8,1.6,0.3,Iris-setosa
+36,5.4,2.8,3.6,1.2,Iris-setosa
+37,6.3,2.3,5.7,1.3,Iris-versicolor
+38,6.3,3.0,4.4,1.4,Iris-virginica
+39,5.4,3.0,1.4,0.4,Iris-setosa
+40,5.1,3.3,1.3,0.5,Iris-versicolor
+41,5.7,3.4,5.9,0.3,Iris-setosa
+42,5.1,3.0,1.6,0.2,Iris-setosa
+43,6.1,3.8,1.0,2.2,Iris-virginica
+44,5.8,3.2,1.5,0.3,Iris-setosa
+45,6.5,2.8,1.9,1.3,Iris-virginica
+46,5.7,3.2,5.8,0.2,Iris-setosa
+47,6.3,3.0,5.6,2.3,Iris-versicolor
+48,5.4,2.8,4.0,1.3,Iris-versicolor
+49,5.1,2.5,1.5,1.3,Iris-setosa
+50,6.5,2.0,4.9,1.8,Iris-versicolor
+51,5.4,3.3,1.4,0.5,Iris-setosa
+52,6.5,2.3,4.6,1.8,Iris-versicolor
+53,4.6,3.4,1.1,0.2,Iris-setosa
+54,5.4,2.8,5.0,2.3,Iris-versicolor
+55,5.4,2.7,4.5,1.3,Iris-versicolor
+56,6.1,3.2,5.3,2.2,Iris-versicolor
+57,5.0,3.4,4.4,0.3,Iris-virginica
+58,6.0,2.4,5.1,1.4,Iris-versicolor
+59,5.5,2.7,1.8,0.5,Iris-setosa
+60,5.6,2.0,5.9,1.2,Iris-setosa
+61,5.1,2.2,1.8,0.2,Iris-setosa
+62,5.4,3.0,4.9,0.2,Iris-setosa
+63,5.4,3.4,1.4,0.3,Iris-setosa
+64,5.4,2.3,1.3,1.3,Iris-setosa
+65,5.4,2.0,1.0,1.3,Iris-setosa
+66,5.4,3.0,1.9,0.2,Iris-setosa
+67,6.4,2.7,5.9,1.4,Iris-virginica
+68,5.7,3.4,1.2,0.2,Iris-versicolor
+69,5.4,2.7,5.6,1.2,Iris-versicolor
+70,5.1,3.0,5.5,0.2,Iris-setosa
+71,5.4,3.2,1.5,0.2,Iris-setosa
+72,5.1,2.3,1.6,1.2,Iris-virginica
+73,5.1,2.0,1.9,0.3,Iris-setosa
+74,6.2,3.7,4.6,0.3,Iris-versicolor
+75,5.6,3.0,5.1,1.2,Iris-versicolor
+76,6.7,2.9,4.3,1.5,Iris-versicolor
+77,5.0,3.8,1.5,0.2,Iris-setosa
+78,5.5,2.3,1.4,1.3,Iris-setosa
+79,5.1,3.2,1.5,0.2,Iris-setosa
+80,5.3,3.8,4.5,0.2,Iris-versicolor
+81,5.7,2.8,1.6,1.2,Iris-setosa
+82,5.4,3.7,1.9,0.5,Iris-setosa
+83,6.9,3.9,1.0,0.4,Iris-versicolor
+84,6.6,2.3,4.6,1.3,Iris-versicolor
+85,5.4,2.8,5.7,2.3,Iris-versicolor
+86,4.3,3.0,5.3,1.3,Iris-versicolor
+87,5.5,2.3,3.5,1.4,Iris-versicolor
+88,6.1,3.0,5.9,0.2,Iris-virginica
+89,4.9,3.0,1.7,0.2,Iris-setosa
+90,6.5,3.0,5.7,1.3,Iris-virginica
+91,5.6,3.5,5.7,0.3,Iris-versicolor
+92,5.0,2.9,5.9,1.3,Iris-virginica
+93,6.1,3.9,1.6,2.3,Iris-setosa
+94,6.7,2.8,5.7,1.3,Iris-virginica
+95,5.1,2.2,5.0,1.3,Iris-setosa
+96,5.5,3.2,5.1,0.2,Iris-versicolor
+97,6.3,2.4,1.0,1.2,Iris-virginica
+98,5.0,3.9,1.0,0.2,Iris-setosa
+99,5.4,3.0,1.5,0.3,Iris-setosa
+100,5.0,3.3,1.4,2.4,Iris-setosa
+101,6.3,2.2,5.7,1.5,Iris-versicolor
+102,6.8,2.7,5.7,1.4,Iris-virginica
+103,4.0,3.0,5.5,1.8,Iris-setosa
+104,5.7,3.4,1.5,0.2,Iris-versicolor
+105,5.0,3.3,1.6,0.2,Iris-setosa
+106,5.3,3.0,1.2,0.4,Iris-setosa
+107,6.3,2.0,5.9,1.4,Iris-virginica
+108,5.5,2.0,5.4,1.3,Iris-versicolor
+109,6.2,2.0,5.7,1.2,Iris-versicolor
+110,5.7,2.8,4.5,1.2,Iris-setosa
+111,6.7,2.0,5.5,1.3,Iris-virginica
+112,5.7,2.8,4.9,1.3,Iris-versicolor
+113,5.3,2.4,1.9,1.3,Iris-virginica
+114,5.6,3.1,1.7,0.2,Iris-versicolor
+115,5.5,3.0,4.5,0.3,Iris-versicolor
+116,4.0,3.0,5.5,0.2,Iris-virginica
+117,5.1,3.4,1.7,0.2,Iris-setosa
+118,6.1,3.0,1.7,0.3,Iris-versicolor
+119,5.5,3.0,1.5,0.3,Iris-setosa
diff --git a/iris/realtabformer/0_2/28/test.csv b/iris/realtabformer/0_2/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/28/train.csv b/iris/realtabformer/0_2/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/28/val.csv b/iris/realtabformer/0_2/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/29/synth.csv b/iris/realtabformer/0_2/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..debf485a2d4a287f650f8743894140d16f6067bf
--- /dev/null
+++ b/iris/realtabformer/0_2/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.3,4.5,0.2,Iris-versicolor
+1,6.3,2.0,4.5,1.5,Iris-virginica
+2,5.4,2.0,5.7,1.5,Iris-setosa
+3,5.5,3.0,5.5,0.3,Iris-setosa
+4,5.1,3.2,5.4,2.3,Iris-setosa
+5,6.1,3.0,5.9,2.5,Iris-virginica
+6,5.5,2.7,5.5,1.1,Iris-versicolor
+7,5.5,3.0,4.5,0.3,Iris-versicolor
+8,5.8,3.0,1.7,0.3,Iris-setosa
+9,5.6,3.0,1.0,0.2,Iris-setosa
+10,6.0,2.3,5.4,2.8,Iris-virginica
+11,6.3,2.3,5.6,1.2,Iris-virginica
+12,6.8,3.0,3.6,2.3,Iris-setosa
+13,5.4,3.0,1.6,0.2,Iris-versicolor
+14,6.3,2.9,5.0,1.3,Iris-virginica
+15,4.5,3.0,5.9,0.5,Iris-setosa
+16,4.6,3.0,4.0,0.8,Iris-setosa
+17,5.4,2.7,4.9,1.2,Iris-virginica
+18,5.4,2.8,1.8,2.2,Iris-versicolor
+19,5.0,3.8,1.6,0.2,Iris-versicolor
+20,5.4,2.0,1.1,1.3,Iris-setosa
+21,5.5,3.4,1.7,0.3,Iris-versicolor
+22,5.1,2.0,1.9,2.2,Iris-setosa
+23,5.1,2.8,1.5,1.3,Iris-setosa
+24,5.5,2.8,3.3,1.2,Iris-versicolor
+25,5.9,2.8,1.9,1.2,Iris-setosa
+26,5.4,2.8,1.5,1.0,Iris-setosa
+27,5.5,3.8,5.7,1.3,Iris-versicolor
+28,6.9,3.9,1.1,2.2,Iris-versicolor
+29,5.9,3.0,5.5,0.3,Iris-setosa
+30,4.3,3.5,1.4,0.2,Iris-setosa
+31,6.1,3.0,4.6,1.3,Iris-setosa
+32,6.3,2.2,5.5,1.3,Iris-versicolor
+33,5.7,2.0,5.9,1.2,Iris-setosa
+34,5.7,3.8,4.4,2.2,Iris-versicolor
+35,5.5,3.4,1.0,0.2,Iris-virginica
+36,5.6,2.7,1.3,1.2,Iris-versicolor
+37,5.5,3.0,4.0,0.4,Iris-virginica
+38,6.3,3.0,3.5,0.3,Iris-setosa
+39,6.0,3.0,5.7,2.8,Iris-versicolor
+40,5.4,2.3,1.7,1.3,Iris-versicolor
+41,5.4,3.0,1.0,0.2,Iris-setosa
+42,5.0,3.0,5.7,2.3,Iris-setosa
+43,6.1,2.2,5.7,1.3,Iris-virginica
+44,5.7,2.2,3.1,1.3,Iris-virginica
+45,5.7,2.1,1.9,0.2,Iris-setosa
+46,5.7,3.0,1.7,0.2,Iris-setosa
+47,4.9,3.4,1.5,0.2,Iris-setosa
+48,5.9,3.4,3.1,0.3,Iris-setosa
+49,5.3,3.0,1.6,2.3,Iris-setosa
+50,5.5,3.4,1.7,0.3,Iris-versicolor
+51,5.7,3.2,5.9,0.2,Iris-setosa
+52,6.6,3.0,5.7,2.3,Iris-virginica
+53,5.5,3.2,1.0,0.2,Iris-versicolor
+54,5.7,2.4,1.6,0.3,Iris-versicolor
+55,6.8,3.0,5.0,0.8,Iris-virginica
+56,6.5,2.0,5.5,1.8,Iris-versicolor
+57,6.0,3.0,5.9,2.4,Iris-virginica
+58,5.0,3.7,1.7,0.2,Iris-setosa
+59,5.7,3.4,5.5,0.4,Iris-setosa
+60,5.1,3.0,4.6,0.3,Iris-versicolor
+61,5.2,2.2,1.0,1.8,Iris-setosa
+62,6.7,3.4,5.6,0.3,Iris-versicolor
+63,5.3,2.0,3.5,1.2,Iris-setosa
+64,5.0,3.8,1.3,1.5,Iris-setosa
+65,5.1,3.0,1.5,0.2,Iris-setosa
+66,4.0,3.0,4.6,0.2,Iris-versicolor
+67,6.3,2.9,4.0,1.3,Iris-versicolor
+68,6.8,3.4,1.8,1.2,Iris-setosa
+69,6.6,3.0,4.9,1.3,Iris-versicolor
+70,5.4,3.9,1.5,0.2,Iris-setosa
+71,5.5,3.3,4.6,0.2,Iris-versicolor
+72,5.7,3.2,1.4,0.3,Iris-setosa
+73,5.3,3.8,1.6,0.2,Iris-versicolor
+74,5.5,3.7,1.5,1.3,Iris-setosa
+75,5.5,2.0,5.5,1.3,Iris-versicolor
+76,5.1,3.0,5.4,0.3,Iris-setosa
+77,5.1,3.3,1.9,0.2,Iris-virginica
+78,5.1,2.7,1.8,1.2,Iris-setosa
+79,5.7,2.9,1.7,0.2,Iris-setosa
+80,5.5,3.0,5.7,0.3,Iris-virginica
+81,5.6,3.3,1.0,0.2,Iris-setosa
+82,4.9,3.2,5.5,0.3,Iris-virginica
+83,6.3,2.2,5.7,1.3,Iris-setosa
+84,4.4,3.3,1.5,0.3,Iris-setosa
+85,5.4,2.2,1.4,0.2,Iris-setosa
+86,6.5,3.5,5.6,0.5,Iris-versicolor
+87,5.9,3.3,5.7,0.2,Iris-setosa
+88,5.4,2.5,1.1,1.2,Iris-setosa
+89,5.6,2.8,4.5,1.3,Iris-versicolor
+90,6.0,2.3,5.3,1.3,Iris-setosa
+91,4.6,2.0,1.4,1.4,Iris-setosa
+92,5.0,3.2,4.5,0.3,Iris-versicolor
+93,5.7,3.2,3.7,1.4,Iris-setosa
+94,6.6,2.3,1.9,1.2,Iris-setosa
+95,5.9,3.0,1.4,0.3,Iris-virginica
+96,5.4,3.2,1.5,0.2,Iris-setosa
+97,6.4,3.0,5.0,0.4,Iris-virginica
+98,5.9,2.8,5.0,1.3,Iris-setosa
+99,5.1,2.8,1.7,1.3,Iris-setosa
+100,6.0,2.4,4.1,1.8,Iris-virginica
+101,5.8,3.2,1.0,2.4,Iris-versicolor
+102,5.5,3.0,1.7,0.2,Iris-setosa
+103,5.4,2.2,1.4,0.2,Iris-setosa
+104,5.5,2.3,1.5,1.2,Iris-setosa
+105,5.9,3.3,3.6,0.4,Iris-setosa
+106,5.5,3.4,1.5,0.2,Iris-setosa
+107,5.8,3.2,5.6,0.3,Iris-setosa
+108,5.1,3.8,4.0,0.3,Iris-setosa
+109,5.0,3.0,1.7,0.2,Iris-setosa
+110,5.4,3.0,5.3,2.3,Iris-versicolor
+111,5.7,3.9,1.7,0.4,Iris-versicolor
+112,5.7,2.0,1.4,1.3,Iris-setosa
+113,4.7,3.0,1.5,0.4,Iris-setosa
+114,5.5,3.7,1.0,1.1,Iris-versicolor
+115,4.5,3.0,1.3,0.3,Iris-setosa
+116,5.9,2.4,1.4,1.5,Iris-setosa
+117,6.7,2.0,4.6,0.3,Iris-virginica
+118,5.5,3.3,1.4,0.3,Iris-setosa
+119,5.7,2.0,5.5,1.1,Iris-setosa
diff --git a/iris/realtabformer/0_2/29/test.csv b/iris/realtabformer/0_2/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/29/train.csv b/iris/realtabformer/0_2/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/29/val.csv b/iris/realtabformer/0_2/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/3/synth.csv b/iris/realtabformer/0_2/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e279843334f9cfa0660762ca178c67363a839f7b
--- /dev/null
+++ b/iris/realtabformer/0_2/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.9,3.3,1.6,0.2,Iris-setosa
+1,6.5,2.0,5.9,1.2,Iris-virginica
+2,5.5,3.7,1.5,2.3,Iris-setosa
+3,5.7,3.1,5.5,2.3,Iris-versicolor
+4,5.6,3.0,5.5,0.3,Iris-setosa
+5,4.3,3.0,5.5,0.2,Iris-setosa
+6,5.9,3.0,3.4,0.2,Iris-setosa
+7,5.0,3.7,4.5,0.2,Iris-versicolor
+8,6.7,2.3,5.6,1.4,Iris-setosa
+9,6.3,3.4,5.6,2.3,Iris-virginica
+10,5.1,3.0,1.9,0.2,Iris-setosa
+11,5.1,3.0,1.0,2.3,Iris-setosa
+12,6.1,3.1,5.9,2.3,Iris-virginica
+13,6.0,2.9,5.6,1.3,Iris-virginica
+14,5.9,3.4,5.5,1.2,Iris-setosa
+15,6.7,3.8,5.0,2.3,Iris-virginica
+16,5.0,3.9,1.8,0.2,Iris-versicolor
+17,5.4,2.8,1.5,1.2,Iris-versicolor
+18,6.3,3.0,1.1,1.2,Iris-virginica
+19,5.0,3.2,1.9,0.2,Iris-setosa
+20,5.6,2.0,1.0,0.2,Iris-versicolor
+21,5.1,3.0,1.3,0.2,Iris-setosa
+22,6.3,2.0,4.0,2.3,Iris-virginica
+23,6.5,2.8,5.6,1.5,Iris-versicolor
+24,5.5,2.0,1.5,1.3,Iris-versicolor
+25,5.1,3.0,4.9,0.3,Iris-setosa
+26,5.1,2.0,4.8,1.1,Iris-versicolor
+27,6.8,3.3,5.7,2.3,Iris-versicolor
+28,6.5,2.2,4.7,2.3,Iris-versicolor
+29,5.6,2.8,4.6,1.8,Iris-versicolor
+30,5.4,3.0,4.0,0.3,Iris-versicolor
+31,4.3,3.2,1.5,0.3,Iris-versicolor
+32,6.4,3.0,5.9,0.3,Iris-virginica
+33,5.0,3.1,1.5,0.3,Iris-setosa
+34,5.4,3.0,1.7,0.3,Iris-setosa
+35,6.1,3.4,3.7,0.3,Iris-setosa
+36,6.4,2.7,1.7,1.2,Iris-virginica
+37,5.1,3.8,3.2,0.2,Iris-versicolor
+38,4.3,3.4,1.7,0.3,Iris-setosa
+39,6.6,3.0,5.9,2.2,Iris-setosa
+40,6.7,2.0,4.9,1.4,Iris-virginica
+41,4.7,3.9,4.7,0.2,Iris-setosa
+42,5.0,3.9,1.3,0.2,Iris-setosa
+43,5.4,3.3,4.8,0.3,Iris-versicolor
+44,6.2,2.9,5.8,1.3,Iris-versicolor
+45,5.4,2.2,1.3,0.3,Iris-setosa
+46,5.5,2.2,1.5,1.3,Iris-setosa
+47,4.9,3.0,1.4,0.2,Iris-setosa
+48,5.8,3.0,1.5,0.6,Iris-setosa
+49,5.5,3.7,5.6,0.2,Iris-setosa
+50,5.4,2.2,1.1,1.5,Iris-setosa
+51,6.5,3.0,5.5,0.2,Iris-setosa
+52,4.5,3.2,1.5,0.3,Iris-setosa
+53,5.4,3.0,5.7,0.3,Iris-versicolor
+54,5.7,3.7,5.1,1.5,Iris-setosa
+55,5.0,2.5,3.0,1.5,Iris-setosa
+56,5.3,2.9,4.5,1.3,Iris-setosa
+57,5.3,3.3,1.9,0.3,Iris-setosa
+58,4.6,3.4,1.8,0.2,Iris-setosa
+59,5.5,2.4,1.4,1.3,Iris-setosa
+60,5.0,3.0,1.4,0.2,Iris-setosa
+61,5.9,3.4,1.0,1.2,Iris-setosa
+62,6.7,3.8,1.5,2.4,Iris-setosa
+63,5.1,3.1,1.6,0.2,Iris-setosa
+64,5.1,2.7,4.7,1.5,Iris-setosa
+65,5.4,3.0,4.0,0.3,Iris-versicolor
+66,6.3,2.2,3.8,1.4,Iris-virginica
+67,4.8,3.2,1.5,0.3,Iris-versicolor
+68,4.5,3.0,1.9,0.2,Iris-setosa
+69,5.1,3.0,5.3,0.2,Iris-setosa
+70,5.4,2.8,4.5,1.2,Iris-setosa
+71,6.8,3.4,4.3,2.3,Iris-versicolor
+72,5.4,2.4,1.0,1.3,Iris-versicolor
+73,5.6,3.8,1.6,0.2,Iris-setosa
+74,5.4,3.8,1.0,1.3,Iris-setosa
+75,5.7,2.8,1.4,1.3,Iris-setosa
+76,5.4,2.3,1.7,1.2,Iris-setosa
+77,5.4,2.3,4.2,1.3,Iris-versicolor
+78,6.0,3.0,1.0,0.2,Iris-virginica
+79,5.5,2.8,1.7,1.3,Iris-setosa
+80,5.5,3.2,4.5,0.2,Iris-versicolor
+81,5.7,2.4,1.1,0.2,Iris-virginica
+82,5.8,2.3,1.7,0.2,Iris-versicolor
+83,5.4,2.3,1.0,1.3,Iris-setosa
+84,5.4,2.7,4.5,1.3,Iris-versicolor
+85,6.7,2.0,4.6,1.3,Iris-versicolor
+86,5.1,3.3,1.9,0.2,Iris-setosa
+87,5.5,3.7,4.5,1.3,Iris-setosa
+88,7.1,3.8,4.6,2.8,Iris-virginica
+89,6.9,3.9,5.6,2.3,Iris-virginica
+90,5.4,2.4,1.5,1.3,Iris-setosa
+91,4.0,3.4,5.6,0.2,Iris-setosa
+92,5.6,2.2,5.1,1.3,Iris-setosa
+93,6.1,2.3,4.5,1.3,Iris-versicolor
+94,6.1,3.2,5.7,2.3,Iris-virginica
+95,5.5,3.2,4.5,0.3,Iris-setosa
+96,5.7,3.2,1.3,0.5,Iris-versicolor
+97,5.1,3.0,1.0,0.2,Iris-versicolor
+98,5.4,3.8,5.5,0.3,Iris-setosa
+99,5.1,3.0,5.5,0.3,Iris-setosa
+100,5.4,3.8,1.9,0.2,Iris-versicolor
+101,6.6,2.0,5.0,1.3,Iris-setosa
+102,5.4,2.3,4.5,1.3,Iris-versicolor
+103,5.1,3.9,1.5,0.2,Iris-setosa
+104,5.5,2.7,1.3,1.3,Iris-setosa
+105,6.5,2.2,5.6,1.3,Iris-versicolor
+106,5.7,2.2,5.0,0.5,Iris-setosa
+107,6.1,2.7,1.9,1.1,Iris-virginica
+108,5.1,3.4,1.0,0.2,Iris-setosa
+109,5.4,3.5,5.6,0.3,Iris-versicolor
+110,6.6,3.0,5.9,1.3,Iris-virginica
+111,6.7,2.9,4.7,1.2,Iris-setosa
+112,5.1,2.8,1.0,1.2,Iris-setosa
+113,6.1,2.7,3.6,1.5,Iris-virginica
+114,5.9,3.4,1.7,0.2,Iris-setosa
+115,6.4,3.8,5.3,2.2,Iris-virginica
+116,5.0,3.3,4.9,0.3,Iris-versicolor
+117,6.1,3.0,3.7,0.4,Iris-setosa
+118,5.7,3.2,5.7,0.3,Iris-versicolor
+119,5.6,2.0,5.9,1.3,Iris-setosa
diff --git a/iris/realtabformer/0_2/3/test.csv b/iris/realtabformer/0_2/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/3/train.csv b/iris/realtabformer/0_2/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/3/val.csv b/iris/realtabformer/0_2/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/4/synth.csv b/iris/realtabformer/0_2/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c27a3181e81bdb87e5a620d5ce1c44bd939b4bdd
--- /dev/null
+++ b/iris/realtabformer/0_2/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.3,2.2,4.5,0.4,Iris-setosa
+1,5.3,3.4,1.5,2.2,Iris-setosa
+2,5.7,2.4,1.7,0.2,Iris-setosa
+3,5.4,3.4,1.5,1.3,Iris-virginica
+4,5.6,2.0,1.5,0.3,Iris-setosa
+5,5.7,3.4,5.2,2.1,Iris-setosa
+6,5.1,3.7,1.7,0.3,Iris-setosa
+7,5.7,3.0,1.5,0.2,Iris-setosa
+8,5.6,3.0,1.7,0.3,Iris-setosa
+9,6.5,3.3,5.4,0.3,Iris-versicolor
+10,5.1,2.0,1.5,1.8,Iris-setosa
+11,5.4,3.0,3.5,0.4,Iris-virginica
+12,5.7,2.8,1.9,1.3,Iris-setosa
+13,5.6,3.4,1.4,0.2,Iris-setosa
+14,6.1,2.3,5.9,2.3,Iris-virginica
+15,5.4,3.0,1.0,0.4,Iris-versicolor
+16,5.7,2.8,1.4,1.3,Iris-setosa
+17,5.7,3.2,1.7,0.2,Iris-setosa
+18,6.4,2.2,5.1,1.8,Iris-virginica
+19,6.2,2.8,5.0,1.3,Iris-virginica
+20,6.2,3.2,5.1,2.3,Iris-versicolor
+21,5.7,3.4,1.5,0.2,Iris-setosa
+22,5.4,2.3,5.7,1.3,Iris-setosa
+23,5.7,3.4,5.0,0.2,Iris-setosa
+24,5.5,3.4,1.6,0.3,Iris-versicolor
+25,4.4,2.9,1.6,0.2,Iris-setosa
+26,5.1,3.0,5.7,0.2,Iris-setosa
+27,5.1,3.0,1.6,0.2,Iris-setosa
+28,6.1,3.0,5.9,1.5,Iris-virginica
+29,5.1,3.2,1.6,0.2,Iris-virginica
+30,6.1,3.1,5.7,0.3,Iris-versicolor
+31,5.4,3.0,5.7,2.3,Iris-versicolor
+32,5.1,3.3,1.9,2.1,Iris-setosa
+33,4.6,3.4,1.8,0.5,Iris-setosa
+34,5.4,3.2,1.7,0.2,Iris-setosa
+35,5.9,3.0,5.0,2.4,Iris-versicolor
+36,5.1,3.1,1.7,0.3,Iris-setosa
+37,5.4,2.0,1.6,0.3,Iris-virginica
+38,5.4,2.8,5.0,1.1,Iris-setosa
+39,5.5,2.0,1.7,2.2,Iris-virginica
+40,5.1,3.0,4.0,1.3,Iris-virginica
+41,5.1,2.8,4.5,1.3,Iris-setosa
+42,6.1,3.0,1.9,0.3,Iris-setosa
+43,5.4,3.0,5.5,0.8,Iris-setosa
+44,6.1,3.0,5.5,1.3,Iris-virginica
+45,5.4,2.9,1.7,0.2,Iris-setosa
+46,5.1,3.0,5.7,0.2,Iris-versicolor
+47,6.0,3.0,5.5,0.2,Iris-versicolor
+48,5.7,3.2,4.7,0.3,Iris-versicolor
+49,6.5,3.3,1.6,0.5,Iris-virginica
+50,5.4,3.7,1.7,2.3,Iris-setosa
+51,5.6,3.3,3.7,0.3,Iris-setosa
+52,5.0,3.3,1.0,0.2,Iris-versicolor
+53,5.5,3.2,1.6,0.2,Iris-setosa
+54,5.4,2.8,1.5,0.5,Iris-setosa
+55,5.2,2.1,1.5,1.1,Iris-setosa
+56,6.7,3.0,5.7,2.2,Iris-versicolor
+57,5.9,3.4,1.3,0.2,Iris-setosa
+58,5.5,3.3,1.6,0.3,Iris-setosa
+59,5.5,3.2,5.5,0.1,Iris-versicolor
+60,6.3,3.9,5.7,1.8,Iris-versicolor
+61,5.7,2.2,5.5,1.1,Iris-versicolor
+62,5.0,2.9,1.6,1.2,Iris-versicolor
+63,5.5,2.9,5.4,1.1,Iris-versicolor
+64,5.3,3.4,1.5,0.2,Iris-setosa
+65,4.0,2.8,5.6,0.3,Iris-versicolor
+66,5.9,3.4,1.9,1.3,Iris-setosa
+67,5.3,2.2,4.6,0.3,Iris-versicolor
+68,5.9,3.0,1.9,0.3,Iris-setosa
+69,5.6,3.8,5.8,0.5,Iris-setosa
+70,6.1,3.2,1.3,0.2,Iris-setosa
+71,5.0,3.7,1.9,0.2,Iris-setosa
+72,5.5,2.2,1.5,1.2,Iris-setosa
+73,4.8,3.4,1.1,2.3,Iris-virginica
+74,4.7,3.4,1.0,0.2,Iris-setosa
+75,5.1,3.0,5.7,0.3,Iris-setosa
+76,5.1,3.0,4.7,0.3,Iris-versicolor
+77,5.5,2.6,1.3,2.3,Iris-versicolor
+78,5.4,2.0,1.4,1.2,Iris-setosa
+79,6.3,3.4,4.8,1.3,Iris-setosa
+80,6.3,3.8,5.5,2.2,Iris-setosa
+81,5.5,3.3,1.3,0.3,Iris-versicolor
+82,6.8,2.2,1.6,0.3,Iris-virginica
+83,6.9,3.0,5.9,2.4,Iris-versicolor
+84,5.1,3.0,1.3,0.3,Iris-versicolor
+85,5.8,3.0,1.7,0.2,Iris-setosa
+86,6.9,3.7,5.9,0.2,Iris-setosa
+87,5.4,3.7,4.5,0.3,Iris-versicolor
+88,5.9,3.1,1.6,2.2,Iris-setosa
+89,6.5,3.0,4.4,1.3,Iris-setosa
+90,5.4,3.2,5.8,0.3,Iris-setosa
+91,5.7,2.3,1.0,1.2,Iris-setosa
+92,5.4,2.2,1.0,1.2,Iris-versicolor
+93,5.1,3.8,5.6,0.2,Iris-setosa
+94,6.8,3.0,5.7,2.1,Iris-versicolor
+95,5.7,3.9,4.4,0.3,Iris-versicolor
+96,5.4,3.2,5.1,0.4,Iris-versicolor
+97,5.7,3.3,1.5,0.3,Iris-setosa
+98,5.0,3.3,5.8,0.3,Iris-versicolor
+99,6.4,2.0,4.3,1.3,Iris-versicolor
+100,5.7,2.4,4.0,1.3,Iris-versicolor
+101,4.9,3.0,1.7,0.4,Iris-setosa
+102,5.9,3.0,1.0,0.4,Iris-setosa
+103,5.5,2.2,4.6,0.2,Iris-versicolor
+104,6.1,3.0,5.3,0.8,Iris-virginica
+105,5.7,3.3,1.5,1.3,Iris-virginica
+106,5.4,3.4,1.6,0.2,Iris-versicolor
+107,5.0,2.0,5.9,0.4,Iris-setosa
+108,5.1,3.1,1.4,0.2,Iris-setosa
+109,5.9,3.6,1.4,0.4,Iris-setosa
+110,5.5,3.3,1.7,0.2,Iris-setosa
+111,5.7,2.0,1.1,1.3,Iris-versicolor
+112,5.0,3.0,4.5,0.3,Iris-versicolor
+113,5.1,3.0,1.5,0.2,Iris-setosa
+114,5.3,3.2,1.7,0.2,Iris-setosa
+115,5.4,3.8,1.0,2.3,Iris-setosa
+116,6.0,3.2,5.5,0.3,Iris-setosa
+117,5.9,2.8,1.5,0.4,Iris-setosa
+118,5.7,3.1,1.5,0.2,Iris-setosa
+119,5.8,3.0,1.9,2.4,Iris-setosa
diff --git a/iris/realtabformer/0_2/4/test.csv b/iris/realtabformer/0_2/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/4/train.csv b/iris/realtabformer/0_2/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/4/val.csv b/iris/realtabformer/0_2/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/5/synth.csv b/iris/realtabformer/0_2/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..47781346b8ceeed0c002b8d56c1d6eed32600bab
--- /dev/null
+++ b/iris/realtabformer/0_2/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.4,2.9,1.4,1.3,Iris-setosa
+1,5.4,2.0,5.9,2.4,Iris-virginica
+2,5.4,3.4,1.5,0.2,Iris-setosa
+3,6.6,3.3,1.6,1.5,Iris-versicolor
+4,6.0,2.1,1.7,1.3,Iris-versicolor
+5,6.3,3.0,5.9,2.3,Iris-versicolor
+6,5.5,3.0,5.7,0.3,Iris-versicolor
+7,5.5,3.4,1.5,1.2,Iris-versicolor
+8,5.9,3.2,1.0,0.3,Iris-setosa
+9,4.3,3.2,1.5,0.2,Iris-virginica
+10,6.8,3.3,4.8,0.2,Iris-virginica
+11,5.0,2.3,1.9,0.2,Iris-setosa
+12,6.3,2.9,5.9,1.3,Iris-virginica
+13,5.4,3.0,1.6,0.2,Iris-setosa
+14,6.5,3.3,5.9,1.3,Iris-versicolor
+15,5.3,3.4,1.9,0.2,Iris-setosa
+16,4.3,3.0,1.9,0.3,Iris-setosa
+17,5.1,3.0,1.9,0.2,Iris-setosa
+18,4.0,3.4,1.6,1.3,Iris-setosa
+19,6.6,3.0,5.9,2.3,Iris-setosa
+20,5.9,3.4,1.6,0.2,Iris-setosa
+21,5.9,3.0,5.0,2.2,Iris-setosa
+22,6.5,2.0,5.5,1.4,Iris-virginica
+23,5.0,3.4,1.2,0.3,Iris-setosa
+24,5.1,3.2,1.5,0.3,Iris-versicolor
+25,6.0,3.3,1.7,0.8,Iris-versicolor
+26,5.0,2.3,1.1,0.2,Iris-setosa
+27,5.4,2.2,1.5,1.8,Iris-setosa
+28,5.4,2.0,1.9,1.5,Iris-setosa
+29,6.5,2.7,5.6,1.4,Iris-virginica
+30,6.7,3.2,5.0,1.3,Iris-versicolor
+31,6.3,3.5,4.3,0.4,Iris-virginica
+32,5.9,2.4,1.6,1.3,Iris-virginica
+33,6.7,3.7,5.9,0.2,Iris-setosa
+34,5.3,2.9,4.9,1.2,Iris-versicolor
+35,5.0,3.4,1.7,0.4,Iris-versicolor
+36,6.1,3.0,5.9,0.4,Iris-virginica
+37,5.8,3.4,1.5,0.2,Iris-versicolor
+38,5.1,2.3,1.8,0.2,Iris-setosa
+39,5.0,3.3,1.3,0.4,Iris-setosa
+40,5.9,3.0,5.5,0.3,Iris-virginica
+41,6.4,3.4,5.7,1.3,Iris-virginica
+42,4.2,3.1,1.6,0.2,Iris-versicolor
+43,6.6,3.0,3.7,2.2,Iris-virginica
+44,6.1,3.0,5.4,0.2,Iris-versicolor
+45,6.8,3.2,5.5,0.8,Iris-virginica
+46,5.4,3.0,1.7,2.3,Iris-virginica
+47,4.6,3.4,1.0,0.2,Iris-setosa
+48,6.3,3.8,5.7,2.5,Iris-setosa
+49,5.7,3.0,1.5,0.3,Iris-setosa
+50,5.5,3.0,5.1,0.3,Iris-virginica
+51,6.1,3.4,5.9,0.4,Iris-setosa
+52,5.3,2.7,5.5,1.1,Iris-setosa
+53,6.3,2.0,5.7,1.8,Iris-virginica
+54,6.5,3.4,5.4,0.3,Iris-versicolor
+55,6.1,2.4,1.3,1.5,Iris-virginica
+56,5.6,2.0,5.4,0.3,Iris-versicolor
+57,6.1,3.1,4.9,0.3,Iris-versicolor
+58,4.3,3.0,5.5,2.4,Iris-setosa
+59,5.4,3.9,4.0,0.2,Iris-versicolor
+60,5.4,2.7,4.9,1.3,Iris-setosa
+61,5.1,2.3,4.0,1.5,Iris-versicolor
+62,4.4,3.0,1.5,0.1,Iris-virginica
+63,6.1,2.2,4.0,1.3,Iris-versicolor
+64,5.9,3.0,5.4,0.5,Iris-setosa
+65,5.0,3.0,5.7,0.2,Iris-versicolor
+66,6.7,3.9,5.6,1.3,Iris-virginica
+67,5.6,3.2,1.5,0.3,Iris-setosa
+68,5.4,2.2,5.5,1.3,Iris-versicolor
+69,5.1,2.3,4.5,1.8,Iris-versicolor
+70,6.4,3.2,1.9,2.3,Iris-setosa
+71,6.9,3.3,1.9,0.3,Iris-setosa
+72,5.0,3.1,1.5,0.2,Iris-setosa
+73,5.9,3.3,1.4,0.3,Iris-versicolor
+74,6.0,3.2,5.0,2.4,Iris-versicolor
+75,5.0,3.2,1.0,0.3,Iris-setosa
+76,5.7,3.4,1.0,1.2,Iris-setosa
+77,5.0,2.0,5.7,0.2,Iris-setosa
+78,5.5,3.0,5.9,0.3,Iris-virginica
+79,5.3,2.0,5.9,1.2,Iris-virginica
+80,4.9,3.0,1.0,0.2,Iris-setosa
+81,4.4,3.2,1.5,0.4,Iris-setosa
+82,5.1,2.0,1.4,1.3,Iris-setosa
+83,5.1,3.0,1.5,0.5,Iris-versicolor
+84,5.8,3.4,1.6,0.3,Iris-versicolor
+85,6.1,2.3,5.0,1.3,Iris-versicolor
+86,5.8,3.0,1.0,1.5,Iris-setosa
+87,6.3,3.2,5.7,2.2,Iris-versicolor
+88,5.7,2.9,5.1,1.2,Iris-setosa
+89,5.7,2.0,5.9,1.3,Iris-versicolor
+90,6.3,3.0,5.9,1.3,Iris-setosa
+91,5.4,3.0,1.4,0.2,Iris-setosa
+92,4.5,3.0,5.1,2.3,Iris-versicolor
+93,6.3,3.3,4.7,1.3,Iris-versicolor
+94,5.9,3.2,1.9,0.3,Iris-setosa
+95,5.1,3.8,1.6,1.2,Iris-setosa
+96,5.4,2.4,1.9,1.5,Iris-setosa
+97,5.0,3.4,4.3,1.3,Iris-versicolor
+98,5.0,3.2,5.4,1.3,Iris-setosa
+99,5.5,2.0,5.1,0.3,Iris-setosa
+100,4.8,2.0,1.9,1.3,Iris-setosa
+101,5.6,3.0,1.6,2.2,Iris-versicolor
+102,5.5,2.0,1.5,0.4,Iris-versicolor
+103,6.3,3.1,4.9,0.2,Iris-versicolor
+104,5.7,3.2,5.6,2.2,Iris-setosa
+105,5.3,2.9,1.4,1.3,Iris-virginica
+106,6.8,3.4,4.7,2.3,Iris-versicolor
+107,5.7,3.0,1.0,2.3,Iris-virginica
+108,4.7,2.0,5.0,1.2,Iris-setosa
+109,5.0,2.0,5.0,1.2,Iris-setosa
+110,5.0,3.2,4.5,0.3,Iris-setosa
+111,5.6,2.2,5.3,2.3,Iris-setosa
+112,5.4,2.0,5.0,1.3,Iris-setosa
+113,4.9,3.2,1.5,0.3,Iris-setosa
+114,5.5,3.0,4.5,0.3,Iris-versicolor
+115,5.3,3.4,1.9,0.3,Iris-setosa
+116,5.7,3.4,1.0,1.3,Iris-setosa
+117,6.7,2.8,4.6,1.3,Iris-versicolor
+118,6.1,3.7,5.7,2.2,Iris-virginica
+119,5.1,3.8,4.9,0.2,Iris-setosa
diff --git a/iris/realtabformer/0_2/5/test.csv b/iris/realtabformer/0_2/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/5/train.csv b/iris/realtabformer/0_2/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/5/val.csv b/iris/realtabformer/0_2/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/6/synth.csv b/iris/realtabformer/0_2/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..091cfa3a338df3bdd4209df17ab32f58b11a3613
--- /dev/null
+++ b/iris/realtabformer/0_2/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.0,3.0,1.5,0.2,Iris-setosa
+1,5.5,3.0,4.3,0.4,Iris-versicolor
+2,5.1,3.0,1.3,0.2,Iris-virginica
+3,5.4,2.8,3.6,1.2,Iris-setosa
+4,5.4,3.1,5.9,0.4,Iris-setosa
+5,5.1,3.2,1.9,0.2,Iris-setosa
+6,6.3,3.8,5.6,2.8,Iris-setosa
+7,6.5,3.8,5.1,2.3,Iris-versicolor
+8,5.4,3.0,1.5,0.3,Iris-versicolor
+9,5.5,3.9,1.8,0.3,Iris-setosa
+10,5.1,3.0,1.7,0.2,Iris-setosa
+11,6.5,3.3,5.7,0.3,Iris-setosa
+12,6.8,2.0,5.9,1.8,Iris-versicolor
+13,5.5,3.4,1.8,0.3,Iris-versicolor
+14,5.4,3.2,5.7,0.5,Iris-setosa
+15,5.5,3.8,4.0,1.3,Iris-versicolor
+16,5.5,2.0,1.0,2.5,Iris-virginica
+17,5.1,3.1,1.7,0.2,Iris-versicolor
+18,6.8,3.1,4.9,0.3,Iris-versicolor
+19,6.3,3.0,5.3,0.2,Iris-setosa
+20,5.1,3.4,1.8,2.3,Iris-versicolor
+21,5.6,2.2,1.3,1.1,Iris-versicolor
+22,5.6,3.9,1.1,0.2,Iris-setosa
+23,5.6,3.0,4.7,0.2,Iris-versicolor
+24,5.0,3.0,1.0,0.2,Iris-setosa
+25,5.1,3.0,1.9,0.2,Iris-versicolor
+26,6.1,2.2,5.3,1.3,Iris-versicolor
+27,6.1,3.0,4.9,2.3,Iris-versicolor
+28,5.2,3.7,3.7,2.2,Iris-versicolor
+29,5.9,2.2,1.0,1.2,Iris-versicolor
+30,6.1,3.0,1.5,1.1,Iris-virginica
+31,4.9,3.8,1.5,0.2,Iris-setosa
+32,5.0,3.8,4.3,0.3,Iris-setosa
+33,5.0,3.2,1.0,1.3,Iris-setosa
+34,5.9,3.1,1.4,0.2,Iris-setosa
+35,5.5,2.0,1.4,1.2,Iris-setosa
+36,5.4,3.0,1.6,0.4,Iris-setosa
+37,5.1,2.0,3.3,1.1,Iris-setosa
+38,5.5,3.0,1.0,0.2,Iris-versicolor
+39,6.1,3.5,5.9,2.4,Iris-virginica
+40,5.0,3.2,5.7,0.3,Iris-setosa
+41,6.5,2.0,5.0,1.3,Iris-virginica
+42,6.0,3.7,1.6,2.4,Iris-virginica
+43,5.1,2.3,1.9,0.3,Iris-setosa
+44,5.2,3.0,1.9,0.2,Iris-setosa
+45,5.1,2.5,4.5,1.3,Iris-virginica
+46,5.7,3.5,5.7,0.3,Iris-setosa
+47,5.0,3.0,1.7,0.3,Iris-versicolor
+48,5.1,2.8,1.9,1.4,Iris-setosa
+49,5.2,3.4,1.6,0.4,Iris-versicolor
+50,4.0,2.3,1.6,0.2,Iris-setosa
+51,4.6,3.1,1.9,0.1,Iris-setosa
+52,5.0,3.9,1.9,0.2,Iris-setosa
+53,5.4,3.0,1.9,0.4,Iris-setosa
+54,5.0,3.3,4.7,0.2,Iris-versicolor
+55,5.5,2.8,4.5,1.3,Iris-versicolor
+56,5.0,3.0,1.3,0.2,Iris-setosa
+57,5.6,3.0,1.0,0.2,Iris-setosa
+58,5.7,2.3,1.5,1.4,Iris-versicolor
+59,4.7,3.9,1.4,0.4,Iris-setosa
+60,5.9,3.3,3.7,0.4,Iris-setosa
+61,6.3,3.0,5.1,2.2,Iris-setosa
+62,5.5,3.0,5.9,0.2,Iris-versicolor
+63,5.5,3.0,5.9,1.2,Iris-setosa
+64,5.4,3.0,1.7,0.8,Iris-setosa
+65,5.0,3.0,5.6,1.3,Iris-virginica
+66,5.7,2.0,3.9,1.3,Iris-setosa
+67,5.5,3.7,1.0,0.2,Iris-setosa
+68,5.8,3.4,1.0,0.2,Iris-setosa
+69,5.4,2.8,5.9,1.8,Iris-versicolor
+70,5.7,2.0,4.0,1.3,Iris-versicolor
+71,6.8,3.7,5.6,1.2,Iris-setosa
+72,5.5,2.0,4.9,1.3,Iris-versicolor
+73,5.5,3.4,5.5,0.8,Iris-setosa
+74,6.1,3.3,4.7,0.3,Iris-setosa
+75,6.9,3.5,5.9,1.3,Iris-virginica
+76,5.0,2.0,5.9,0.4,Iris-versicolor
+77,5.4,2.0,4.6,0.2,Iris-versicolor
+78,5.0,3.4,1.6,0.2,Iris-virginica
+79,5.8,3.8,1.0,0.3,Iris-versicolor
+80,5.1,3.4,1.0,0.5,Iris-setosa
+81,5.7,3.8,4.5,2.3,Iris-versicolor
+82,6.1,3.4,1.1,0.3,Iris-setosa
+83,5.5,2.9,1.5,0.2,Iris-versicolor
+84,5.7,3.4,1.0,1.3,Iris-setosa
+85,6.9,3.9,5.9,0.3,Iris-setosa
+86,5.5,2.3,4.8,1.3,Iris-setosa
+87,6.1,3.2,5.8,1.3,Iris-setosa
+88,5.6,3.0,1.6,0.2,Iris-setosa
+89,6.1,3.0,5.7,0.3,Iris-virginica
+90,6.1,3.0,5.9,2.2,Iris-virginica
+91,5.4,2.2,1.5,1.2,Iris-setosa
+92,5.1,2.0,1.0,1.3,Iris-setosa
+93,5.0,2.5,1.9,1.1,Iris-setosa
+94,5.1,2.0,4.5,0.2,Iris-versicolor
+95,4.3,3.0,1.6,0.2,Iris-virginica
+96,6.5,2.8,1.9,1.3,Iris-virginica
+97,5.4,2.8,1.7,2.3,Iris-setosa
+98,5.4,3.0,1.3,0.3,Iris-setosa
+99,5.4,2.8,1.7,1.2,Iris-setosa
+100,5.7,3.0,5.9,0.2,Iris-virginica
+101,5.5,3.2,5.3,0.5,Iris-versicolor
+102,5.5,2.3,5.2,1.2,Iris-versicolor
+103,5.4,3.4,4.9,0.3,Iris-setosa
+104,5.3,3.0,5.5,1.3,Iris-setosa
+105,6.7,3.0,5.0,2.3,Iris-virginica
+106,6.5,3.0,5.9,2.3,Iris-virginica
+107,5.9,3.0,4.5,0.3,Iris-versicolor
+108,5.0,3.3,1.9,0.3,Iris-setosa
+109,6.1,3.0,5.6,1.4,Iris-virginica
+110,5.4,2.3,4.5,1.3,Iris-versicolor
+111,5.0,3.3,1.6,0.2,Iris-versicolor
+112,4.7,3.0,1.4,0.3,Iris-setosa
+113,5.0,3.3,1.0,0.4,Iris-setosa
+114,6.0,3.6,5.7,2.3,Iris-virginica
+115,6.7,3.5,4.9,2.4,Iris-versicolor
+116,5.0,3.1,1.5,0.3,Iris-setosa
+117,6.7,2.8,1.8,2.2,Iris-virginica
+118,5.9,3.4,1.5,0.5,Iris-setosa
+119,4.8,3.0,1.7,0.2,Iris-setosa
diff --git a/iris/realtabformer/0_2/6/test.csv b/iris/realtabformer/0_2/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/6/train.csv b/iris/realtabformer/0_2/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/6/val.csv b/iris/realtabformer/0_2/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/7/synth.csv b/iris/realtabformer/0_2/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b22904a9700dfdbe0c8f6efd580916ac43b5ee8c
--- /dev/null
+++ b/iris/realtabformer/0_2/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,3.9,5.4,0.3,Iris-setosa
+1,6.5,3.3,5.6,2.3,Iris-setosa
+2,5.4,2.0,1.7,1.5,Iris-setosa
+3,5.3,3.4,1.4,0.8,Iris-setosa
+4,6.6,3.0,5.0,2.3,Iris-virginica
+5,5.1,3.0,4.6,0.3,Iris-setosa
+6,5.5,2.0,5.5,1.3,Iris-setosa
+7,5.1,3.3,1.4,0.4,Iris-setosa
+8,5.9,2.8,1.0,0.2,Iris-setosa
+9,5.1,2.7,3.9,1.3,Iris-versicolor
+10,4.3,3.2,1.6,0.2,Iris-setosa
+11,6.3,3.0,5.5,2.3,Iris-setosa
+12,5.0,2.3,1.7,0.2,Iris-setosa
+13,5.7,3.2,5.4,2.8,Iris-setosa
+14,6.7,3.1,5.1,2.3,Iris-virginica
+15,5.4,3.2,1.4,0.2,Iris-setosa
+16,5.3,2.0,4.1,1.3,Iris-virginica
+17,5.3,3.9,1.3,0.2,Iris-setosa
+18,5.5,2.7,1.5,2.4,Iris-versicolor
+19,5.5,3.8,1.6,0.3,Iris-setosa
+20,4.7,3.7,1.0,0.3,Iris-setosa
+21,4.4,3.4,5.6,1.3,Iris-setosa
+22,6.3,2.9,1.6,1.3,Iris-versicolor
+23,4.3,3.0,1.1,0.2,Iris-setosa
+24,5.4,2.4,1.5,1.1,Iris-virginica
+25,6.7,2.4,1.7,1.2,Iris-virginica
+26,6.4,2.9,5.7,1.1,Iris-versicolor
+27,6.9,3.0,5.0,1.3,Iris-virginica
+28,6.0,2.9,5.5,1.3,Iris-virginica
+29,5.5,3.4,1.8,0.2,Iris-setosa
+30,5.5,3.0,5.7,0.2,Iris-setosa
+31,7.6,3.8,4.8,2.3,Iris-virginica
+32,5.5,3.7,1.0,0.2,Iris-setosa
+33,6.1,3.8,1.0,0.2,Iris-virginica
+34,6.1,3.0,5.7,0.2,Iris-virginica
+35,6.1,3.7,5.9,0.3,Iris-virginica
+36,6.1,3.4,5.4,2.0,Iris-setosa
+37,6.1,3.4,1.7,2.8,Iris-virginica
+38,6.1,3.6,4.1,2.3,Iris-versicolor
+39,5.4,3.7,5.8,0.3,Iris-setosa
+40,5.5,3.8,5.7,0.2,Iris-versicolor
+41,5.7,3.0,5.9,0.2,Iris-setosa
+42,5.4,3.4,1.5,0.2,Iris-setosa
+43,6.1,3.8,1.7,1.3,Iris-versicolor
+44,5.5,3.3,1.9,0.2,Iris-versicolor
+45,6.7,2.0,5.6,2.3,Iris-virginica
+46,5.4,3.0,1.6,1.2,Iris-virginica
+47,5.4,3.2,5.7,0.3,Iris-virginica
+48,5.5,3.3,1.7,0.3,Iris-versicolor
+49,5.8,3.4,1.5,0.3,Iris-setosa
+50,5.1,3.8,1.9,0.2,Iris-setosa
+51,5.1,3.7,4.6,1.8,Iris-versicolor
+52,5.5,2.8,1.7,1.3,Iris-setosa
+53,6.9,2.1,1.9,1.3,Iris-setosa
+54,5.4,3.4,1.7,0.4,Iris-virginica
+55,5.3,3.4,1.5,0.2,Iris-setosa
+56,6.9,2.2,5.5,1.3,Iris-virginica
+57,6.7,3.0,5.7,2.3,Iris-virginica
+58,6.5,3.2,5.7,1.8,Iris-setosa
+59,5.0,3.0,1.6,0.2,Iris-setosa
+60,6.6,2.0,1.7,1.4,Iris-setosa
+61,6.3,3.0,5.6,2.3,Iris-virginica
+62,4.0,2.8,4.7,1.3,Iris-setosa
+63,6.4,3.3,4.6,2.3,Iris-versicolor
+64,5.5,2.0,5.5,1.3,Iris-versicolor
+65,5.4,3.0,1.1,0.3,Iris-setosa
+66,6.3,2.2,3.5,1.3,Iris-setosa
+67,5.5,3.0,5.0,0.2,Iris-setosa
+68,5.7,2.3,4.3,1.5,Iris-versicolor
+69,5.4,3.2,4.1,0.2,Iris-setosa
+70,5.4,3.0,1.0,1.2,Iris-setosa
+71,5.4,3.0,1.7,0.3,Iris-setosa
+72,5.4,3.0,4.4,0.3,Iris-versicolor
+73,5.5,2.0,1.8,1.8,Iris-versicolor
+74,6.1,3.4,1.6,1.5,Iris-virginica
+75,5.6,2.7,1.0,1.2,Iris-setosa
+76,6.7,2.9,4.7,1.3,Iris-versicolor
+77,5.3,2.9,3.9,1.4,Iris-versicolor
+78,5.4,2.4,5.6,1.3,Iris-setosa
+79,5.3,2.9,1.0,0.3,Iris-setosa
+80,5.1,3.3,5.8,0.3,Iris-versicolor
+81,6.6,2.9,1.6,1.2,Iris-virginica
+82,6.9,3.9,1.7,0.2,Iris-versicolor
+83,5.9,3.8,1.5,0.2,Iris-setosa
+84,6.5,3.0,1.5,0.5,Iris-virginica
+85,5.7,2.4,1.4,1.3,Iris-setosa
+86,6.3,2.0,5.0,2.3,Iris-virginica
+87,5.4,3.0,1.1,0.3,Iris-setosa
+88,5.0,3.3,1.7,0.3,Iris-setosa
+89,5.1,2.3,1.9,1.2,Iris-versicolor
+90,6.7,2.3,5.0,1.2,Iris-versicolor
+91,5.9,3.0,5.9,0.2,Iris-setosa
+92,5.6,3.0,4.6,0.3,Iris-versicolor
+93,5.0,3.6,1.4,0.2,Iris-setosa
+94,6.9,3.9,5.0,2.3,Iris-versicolor
+95,5.9,3.1,5.9,0.2,Iris-setosa
+96,5.8,3.0,1.7,2.4,Iris-setosa
+97,5.9,3.8,1.9,0.2,Iris-setosa
+98,5.4,3.8,1.5,0.4,Iris-setosa
+99,5.0,3.0,1.6,0.2,Iris-versicolor
+100,5.7,3.0,1.0,1.3,Iris-setosa
+101,6.1,3.2,5.0,0.3,Iris-virginica
+102,5.1,2.0,1.0,1.3,Iris-setosa
+103,5.7,3.0,5.7,0.8,Iris-setosa
+104,6.3,3.0,5.9,0.3,Iris-virginica
+105,5.1,3.1,1.4,0.2,Iris-setosa
+106,6.4,3.0,5.4,2.3,Iris-virginica
+107,5.4,3.9,1.6,0.2,Iris-setosa
+108,5.4,2.0,1.7,0.3,Iris-versicolor
+109,5.5,3.0,4.7,0.3,Iris-versicolor
+110,5.4,3.8,1.3,2.1,Iris-setosa
+111,5.6,2.2,1.9,1.3,Iris-virginica
+112,6.6,3.0,5.6,0.2,Iris-virginica
+113,5.7,3.0,5.6,2.2,Iris-versicolor
+114,6.1,2.4,1.1,1.3,Iris-virginica
+115,5.0,3.9,1.5,0.3,Iris-setosa
+116,5.5,3.0,5.7,0.3,Iris-setosa
+117,5.0,3.3,1.7,0.2,Iris-virginica
+118,5.4,2.0,1.7,0.8,Iris-setosa
+119,5.4,3.0,1.6,0.2,Iris-setosa
diff --git a/iris/realtabformer/0_2/7/test.csv b/iris/realtabformer/0_2/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/7/train.csv b/iris/realtabformer/0_2/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/7/val.csv b/iris/realtabformer/0_2/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/8/synth.csv b/iris/realtabformer/0_2/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b6b98ab3b1a03e25c1fe14dfe09ef7d45ed03e27
--- /dev/null
+++ b/iris/realtabformer/0_2/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,3.0,4.6,0.3,Iris-versicolor
+1,6.1,3.0,4.6,2.1,Iris-versicolor
+2,5.4,3.4,1.0,0.3,Iris-versicolor
+3,5.7,2.9,1.4,1.3,Iris-setosa
+4,5.3,2.8,4.5,1.4,Iris-versicolor
+5,5.1,2.3,1.4,0.4,Iris-setosa
+6,5.1,3.0,1.9,0.3,Iris-setosa
+7,5.0,3.9,5.9,0.3,Iris-versicolor
+8,5.1,3.3,1.1,0.3,Iris-versicolor
+9,6.6,2.0,5.5,1.3,Iris-virginica
+10,5.3,3.0,4.0,0.2,Iris-versicolor
+11,6.5,3.4,5.1,2.3,Iris-virginica
+12,5.0,3.8,1.7,2.3,Iris-setosa
+13,5.0,3.3,1.4,0.1,Iris-versicolor
+14,5.4,2.0,1.6,1.1,Iris-versicolor
+15,5.4,2.8,1.5,1.3,Iris-setosa
+16,6.1,3.8,3.0,0.3,Iris-virginica
+17,4.9,3.0,1.4,0.2,Iris-setosa
+18,6.0,3.0,5.4,0.3,Iris-virginica
+19,6.3,3.2,5.3,1.3,Iris-setosa
+20,5.4,3.0,5.4,0.8,Iris-setosa
+21,5.3,3.7,1.0,0.3,Iris-setosa
+22,6.1,3.8,4.9,1.5,Iris-virginica
+23,5.5,2.7,4.9,1.2,Iris-versicolor
+24,5.3,3.0,1.7,0.2,Iris-setosa
+25,6.8,3.9,1.2,0.2,Iris-versicolor
+26,5.0,3.8,1.4,2.5,Iris-setosa
+27,5.6,3.0,1.6,0.3,Iris-virginica
+28,5.7,2.8,4.0,1.3,Iris-setosa
+29,5.4,2.0,5.6,1.3,Iris-setosa
+30,5.4,3.3,1.5,0.1,Iris-versicolor
+31,5.1,3.9,1.9,0.2,Iris-virginica
+32,5.5,2.2,1.9,1.3,Iris-setosa
+33,5.5,2.8,5.5,1.3,Iris-setosa
+34,5.4,3.0,4.7,0.2,Iris-virginica
+35,6.4,3.3,4.6,2.3,Iris-virginica
+36,5.1,2.2,4.7,1.1,Iris-versicolor
+37,5.1,2.0,4.0,1.3,Iris-setosa
+38,5.6,2.5,1.7,1.5,Iris-setosa
+39,5.4,2.3,1.5,0.3,Iris-setosa
+40,5.4,3.0,1.3,0.5,Iris-versicolor
+41,6.0,2.5,5.0,1.3,Iris-virginica
+42,6.8,3.0,4.1,2.3,Iris-versicolor
+43,6.1,3.0,3.7,2.5,Iris-virginica
+44,6.9,3.3,1.0,2.5,Iris-virginica
+45,6.9,3.0,5.9,2.2,Iris-setosa
+46,5.5,3.0,3.1,0.3,Iris-setosa
+47,4.5,3.0,4.5,0.3,Iris-versicolor
+48,6.0,3.4,1.6,0.2,Iris-virginica
+49,6.1,2.2,1.9,1.3,Iris-versicolor
+50,6.1,3.3,1.9,0.2,Iris-virginica
+51,5.2,2.8,4.6,1.1,Iris-versicolor
+52,5.2,3.4,1.5,2.2,Iris-setosa
+53,4.4,3.3,1.5,0.3,Iris-setosa
+54,5.7,2.6,1.0,1.3,Iris-versicolor
+55,5.9,3.2,1.7,0.2,Iris-setosa
+56,6.1,3.0,5.6,2.5,Iris-virginica
+57,5.1,3.2,1.9,0.5,Iris-setosa
+58,6.4,3.4,1.5,1.3,Iris-versicolor
+59,6.8,3.0,5.7,1.3,Iris-virginica
+60,5.7,2.2,3.5,1.3,Iris-versicolor
+61,5.7,3.0,5.5,1.3,Iris-setosa
+62,5.1,3.4,5.7,0.4,Iris-versicolor
+63,5.6,3.2,1.0,0.3,Iris-versicolor
+64,6.9,3.4,5.4,1.3,Iris-virginica
+65,5.7,3.0,1.0,2.2,Iris-setosa
+66,5.1,3.4,1.6,0.5,Iris-setosa
+67,5.4,3.7,5.1,0.2,Iris-setosa
+68,5.6,2.0,4.7,1.1,Iris-versicolor
+69,5.5,3.7,4.5,0.3,Iris-setosa
+70,5.4,3.8,1.5,0.2,Iris-setosa
+71,6.5,2.0,5.5,1.8,Iris-virginica
+72,5.0,3.0,5.9,0.2,Iris-virginica
+73,5.5,2.8,1.7,1.3,Iris-setosa
+74,6.3,2.0,5.6,0.4,Iris-virginica
+75,5.8,3.0,1.9,0.3,Iris-setosa
+76,5.1,2.0,4.4,1.3,Iris-versicolor
+77,6.5,3.0,5.4,0.2,Iris-virginica
+78,6.7,3.3,5.6,0.2,Iris-virginica
+79,5.9,2.2,1.6,2.3,Iris-setosa
+80,6.1,3.2,5.4,0.5,Iris-setosa
+81,4.4,2.0,1.5,1.3,Iris-setosa
+82,5.5,3.0,5.4,0.3,Iris-versicolor
+83,6.7,3.9,5.5,0.3,Iris-versicolor
+84,6.8,3.8,1.1,2.2,Iris-virginica
+85,5.4,3.3,1.0,2.2,Iris-versicolor
+86,6.7,2.9,5.0,2.3,Iris-versicolor
+87,6.1,3.1,5.7,0.2,Iris-virginica
+88,6.0,2.2,3.7,1.5,Iris-virginica
+89,5.5,3.0,5.5,0.5,Iris-versicolor
+90,5.8,3.1,1.5,0.5,Iris-setosa
+91,6.0,3.3,5.0,2.2,Iris-versicolor
+92,6.5,2.0,5.9,1.5,Iris-virginica
+93,5.7,2.9,4.6,1.3,Iris-versicolor
+94,5.7,2.7,5.1,1.1,Iris-versicolor
+95,5.4,2.8,1.6,1.8,Iris-versicolor
+96,5.1,2.2,1.1,1.3,Iris-setosa
+97,6.7,2.2,5.0,1.3,Iris-versicolor
+98,5.5,3.0,1.4,2.2,Iris-setosa
+99,4.4,3.2,1.5,0.1,Iris-setosa
+100,6.1,3.0,4.1,0.3,Iris-virginica
+101,5.0,3.2,1.8,2.2,Iris-versicolor
+102,6.3,2.8,5.6,1.3,Iris-virginica
+103,5.4,2.8,1.4,1.1,Iris-setosa
+104,5.4,2.0,1.7,1.3,Iris-setosa
+105,6.4,3.0,5.9,2.2,Iris-virginica
+106,6.0,2.5,3.6,1.7,Iris-virginica
+107,4.9,3.7,1.0,2.4,Iris-setosa
+108,5.6,3.0,1.5,0.2,Iris-setosa
+109,4.1,2.4,1.7,1.2,Iris-setosa
+110,5.7,3.4,1.6,0.2,Iris-setosa
+111,6.3,2.2,4.6,1.3,Iris-versicolor
+112,5.6,2.0,4.7,0.3,Iris-versicolor
+113,6.8,2.2,1.1,1.3,Iris-virginica
+114,4.9,2.4,1.4,0.4,Iris-setosa
+115,5.8,3.9,1.7,0.2,Iris-setosa
+116,6.3,3.9,1.6,2.0,Iris-virginica
+117,6.8,2.8,5.1,1.5,Iris-versicolor
+118,5.7,2.4,1.6,1.3,Iris-setosa
+119,5.4,3.0,5.9,2.2,Iris-setosa
diff --git a/iris/realtabformer/0_2/8/test.csv b/iris/realtabformer/0_2/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/8/train.csv b/iris/realtabformer/0_2/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/8/val.csv b/iris/realtabformer/0_2/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/9/synth.csv b/iris/realtabformer/0_2/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..acd6baafc1ed0f04b07c7a8722a0940f0785bf89
--- /dev/null
+++ b/iris/realtabformer/0_2/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7,2.8,1.4,1.2,Iris-setosa
+1,5.5,3.4,5.9,0.3,Iris-setosa
+2,5.4,3.4,4.4,0.4,Iris-versicolor
+3,6.0,3.4,4.6,0.4,Iris-versicolor
+4,4.7,3.0,1.3,1.3,Iris-setosa
+5,5.6,3.4,5.5,0.3,Iris-setosa
+6,6.8,2.3,5.8,1.3,Iris-setosa
+7,5.4,2.0,5.9,1.1,Iris-setosa
+8,5.4,2.0,5.5,1.3,Iris-versicolor
+9,5.6,3.7,4.9,1.3,Iris-versicolor
+10,5.5,3.0,1.7,1.3,Iris-virginica
+11,5.5,2.0,4.7,1.8,Iris-versicolor
+12,5.9,3.4,4.8,0.3,Iris-versicolor
+13,6.7,3.0,5.7,2.4,Iris-virginica
+14,5.1,2.2,1.6,1.2,Iris-setosa
+15,5.1,3.2,4.8,0.2,Iris-versicolor
+16,4.6,3.3,1.4,0.2,Iris-virginica
+17,5.7,2.0,1.6,2.3,Iris-versicolor
+18,6.0,3.8,1.8,2.4,Iris-setosa
+19,5.7,2.2,1.3,1.8,Iris-setosa
+20,5.5,3.0,5.6,0.4,Iris-setosa
+21,5.4,3.0,1.9,0.2,Iris-setosa
+22,6.5,3.2,5.9,1.3,Iris-setosa
+23,6.7,2.8,5.9,1.8,Iris-virginica
+24,5.4,2.0,1.5,1.5,Iris-setosa
+25,5.3,2.0,1.4,2.2,Iris-versicolor
+26,5.3,3.0,5.7,0.2,Iris-setosa
+27,6.1,2.1,5.1,1.4,Iris-virginica
+28,5.6,3.0,5.9,0.2,Iris-versicolor
+29,4.8,3.9,1.7,0.2,Iris-setosa
+30,5.9,3.8,1.4,0.2,Iris-setosa
+31,5.5,3.7,1.6,0.8,Iris-virginica
+32,5.0,2.8,5.5,0.2,Iris-versicolor
+33,5.5,3.0,4.9,0.2,Iris-versicolor
+34,5.1,3.0,5.5,0.2,Iris-versicolor
+35,5.1,2.4,4.9,1.3,Iris-setosa
+36,6.2,3.0,5.9,1.2,Iris-virginica
+37,5.5,3.2,1.5,0.2,Iris-virginica
+38,5.5,3.0,5.8,1.2,Iris-setosa
+39,5.7,2.4,4.1,1.3,Iris-versicolor
+40,6.1,3.0,5.1,2.3,Iris-virginica
+41,5.0,2.3,1.0,1.4,Iris-setosa
+42,5.1,3.1,5.9,0.2,Iris-setosa
+43,6.5,3.0,1.1,0.4,Iris-versicolor
+44,6.3,2.4,5.9,2.2,Iris-setosa
+45,5.7,3.2,5.9,0.2,Iris-setosa
+46,4.9,3.4,1.6,0.2,Iris-setosa
+47,6.1,2.0,5.7,1.4,Iris-setosa
+48,5.0,3.8,1.0,1.3,Iris-setosa
+49,5.9,3.0,1.6,0.2,Iris-virginica
+50,5.0,2.8,1.1,0.3,Iris-versicolor
+51,5.5,3.0,5.4,0.2,Iris-versicolor
+52,6.1,3.7,4.4,1.3,Iris-virginica
+53,6.1,3.8,5.2,0.3,Iris-setosa
+54,5.4,2.0,1.8,0.2,Iris-setosa
+55,5.4,2.0,1.3,1.2,Iris-setosa
+56,5.3,3.9,5.6,0.3,Iris-setosa
+57,5.7,3.7,5.5,1.3,Iris-setosa
+58,5.6,3.1,1.9,0.2,Iris-versicolor
+59,5.1,3.0,1.5,0.4,Iris-setosa
+60,5.9,2.2,1.6,0.4,Iris-versicolor
+61,5.7,3.3,1.0,1.3,Iris-versicolor
+62,5.1,3.8,4.5,1.3,Iris-versicolor
+63,6.0,2.8,4.6,1.1,Iris-virginica
+64,5.7,3.4,5.2,2.2,Iris-setosa
+65,5.4,2.7,3.3,0.2,Iris-versicolor
+66,6.8,3.4,5.7,2.3,Iris-virginica
+67,5.6,3.0,1.0,0.2,Iris-versicolor
+68,5.0,3.3,4.9,1.3,Iris-setosa
+69,6.1,3.0,4.9,2.2,Iris-virginica
+70,6.5,3.7,4.0,1.3,Iris-versicolor
+71,5.7,2.9,5.6,1.5,Iris-setosa
+72,5.1,3.8,1.0,0.2,Iris-setosa
+73,6.4,3.0,1.6,2.5,Iris-versicolor
+74,5.7,2.2,5.7,0.5,Iris-setosa
+75,6.5,3.2,5.1,1.3,Iris-setosa
+76,5.4,3.2,1.6,0.3,Iris-setosa
+77,6.7,2.8,5.9,1.4,Iris-virginica
+78,5.1,3.0,4.1,0.2,Iris-setosa
+79,6.8,2.7,5.8,1.3,Iris-setosa
+80,5.0,3.2,1.1,0.2,Iris-setosa
+81,5.5,2.2,4.4,1.3,Iris-versicolor
+82,5.4,2.5,1.4,1.3,Iris-setosa
+83,5.0,3.4,1.0,0.3,Iris-setosa
+84,5.1,3.0,4.9,0.2,Iris-versicolor
+85,6.5,3.7,5.7,1.3,Iris-virginica
+86,6.4,3.9,5.0,1.3,Iris-virginica
+87,6.6,3.8,1.3,2.5,Iris-virginica
+88,6.1,3.2,4.4,0.2,Iris-versicolor
+89,6.1,2.9,1.6,1.1,Iris-virginica
+90,6.7,3.4,4.9,2.4,Iris-versicolor
+91,5.6,2.7,1.9,1.3,Iris-versicolor
+92,5.5,2.8,1.7,1.3,Iris-versicolor
+93,6.1,3.8,4.6,1.4,Iris-versicolor
+94,5.0,2.8,5.4,1.2,Iris-setosa
+95,5.3,2.0,1.5,1.3,Iris-setosa
+96,6.7,2.3,4.0,1.8,Iris-versicolor
+97,5.7,2.8,5.9,2.5,Iris-setosa
+98,5.6,3.4,1.9,0.2,Iris-setosa
+99,5.1,2.9,4.8,0.1,Iris-versicolor
+100,5.1,3.0,4.8,2.2,Iris-virginica
+101,5.1,2.4,1.5,0.2,Iris-setosa
+102,5.7,3.3,1.5,0.3,Iris-versicolor
+103,5.4,3.0,5.7,0.4,Iris-setosa
+104,5.0,2.3,1.0,1.3,Iris-versicolor
+105,6.2,3.2,5.1,2.8,Iris-virginica
+106,5.6,2.8,1.0,1.3,Iris-virginica
+107,5.5,3.0,5.9,0.2,Iris-setosa
+108,6.7,2.8,5.9,1.4,Iris-setosa
+109,5.1,2.4,1.5,1.4,Iris-setosa
+110,5.6,3.0,1.7,2.3,Iris-setosa
+111,5.4,3.8,4.0,0.3,Iris-versicolor
+112,6.7,2.9,5.9,1.2,Iris-virginica
+113,6.1,3.8,5.0,2.3,Iris-virginica
+114,5.1,3.5,1.4,0.2,Iris-setosa
+115,5.3,3.3,1.8,0.2,Iris-setosa
+116,6.0,3.4,5.4,0.2,Iris-versicolor
+117,5.4,2.8,1.1,1.3,Iris-versicolor
+118,6.7,3.5,5.9,2.3,Iris-versicolor
+119,6.1,3.8,4.3,2.2,Iris-versicolor
diff --git a/iris/realtabformer/0_2/9/test.csv b/iris/realtabformer/0_2/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/9/train.csv b/iris/realtabformer/0_2/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/0_2/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/0_2/9/val.csv b/iris/realtabformer/0_2/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/0_2/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/realtabformer/0_2/params.json b/iris/realtabformer/0_2/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..a69f61444e93b3b627c021eb2d324c71086dc2c8
--- /dev/null
+++ b/iris/realtabformer/0_2/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d37c8cab87e6ac910d51379011248e8faa6807fd5b877beff9b471f7ebc3399f
+size 711
diff --git a/iris/realtabformer/0_2/realtabformer_eval.ipynb b/iris/realtabformer/0_2/realtabformer_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..7bfcb0de864228c87abb08af09e61cf04a1fb577
--- /dev/null
+++ b/iris/realtabformer/0_2/realtabformer_eval.ipynb
@@ -0,0 +1,5861 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "9c95fa6a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:12:56.907623Z",
+     "iopub.status.busy": "2024-07-22T01:12:56.907159Z",
+     "iopub.status.idle": "2024-07-22T01:13:10.578896Z",
+     "shell.execute_reply": "2024-07-22T01:13:10.577602Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697371780299,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 13.707001,
+     "end_time": "2024-07-22T01:13:10.581483",
+     "exception": false,
+     "start_time": "2024-07-22T01:12:56.874482",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 43%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 55%\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": "51c772ae",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:10.655020Z",
+     "iopub.status.busy": "2024-07-22T01:13:10.654079Z",
+     "iopub.status.idle": "2024-07-22T01:13:10.662991Z",
+     "shell.execute_reply": "2024-07-22T01:13:10.661922Z"
+    },
+    "papermill": {
+     "duration": 0.049269,
+     "end_time": "2024-07-22T01:13:10.665228",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:10.615959",
+     "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": "d100dba3",
+   "metadata": {
+    "papermill": {
+     "duration": 0.033629,
+     "end_time": "2024-07-22T01:13:10.732710",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:10.699081",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "9a8059e1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:10.807557Z",
+     "iopub.status.busy": "2024-07-22T01:13:10.806696Z",
+     "iopub.status.idle": "2024-07-22T01:13:10.811534Z",
+     "shell.execute_reply": "2024-07-22T01:13:10.810646Z"
+    },
+    "papermill": {
+     "duration": 0.046825,
+     "end_time": "2024-07-22T01:13:10.813652",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:10.766827",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "plt.rcParams['figure.figsize'] = [3,3]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "6d048c04",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:10.881133Z",
+     "iopub.status.busy": "2024-07-22T01:13:10.880253Z",
+     "iopub.status.idle": "2024-07-22T01:13:10.888416Z",
+     "shell.execute_reply": "2024-07-22T01:13:10.887398Z"
+    },
+    "papermill": {
+     "duration": 0.0442,
+     "end_time": "2024-07-22T01:13:10.890425",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:10.846225",
+     "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": "35110268",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:10.960146Z",
+     "iopub.status.busy": "2024-07-22T01:13:10.959798Z",
+     "iopub.status.idle": "2024-07-22T01:13:10.965457Z",
+     "shell.execute_reply": "2024-07-22T01:13:10.964565Z"
+    },
+    "papermill": {
+     "duration": 0.043565,
+     "end_time": "2024-07-22T01:13:10.967562",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:10.923997",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 2\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/realtabformer/0_2\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = False\n",
+    "epoch_scale = 0.1\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "08569420",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:11.035564Z",
+     "iopub.status.busy": "2024-07-22T01:13:11.034641Z",
+     "iopub.status.idle": "2024-07-22T01:13:11.039503Z",
+     "shell.execute_reply": "2024-07-22T01:13:11.038526Z"
+    },
+    "papermill": {
+     "duration": 0.041161,
+     "end_time": "2024-07-22T01:13:11.041536",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:11.000375",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "if df_name == \"df\":\n",
+    "    save_embedding = True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "f389ef8a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:11.113219Z",
+     "iopub.status.busy": "2024-07-22T01:13:11.112861Z",
+     "iopub.status.idle": "2024-07-22T01:13:11.119162Z",
+     "shell.execute_reply": "2024-07-22T01:13:11.118207Z"
+    },
+    "papermill": {
+     "duration": 0.04617,
+     "end_time": "2024-07-22T01:13:11.121376",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:11.075206",
+     "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": "10f76028",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:11.190543Z",
+     "iopub.status.busy": "2024-07-22T01:13:11.189780Z",
+     "iopub.status.idle": "2024-07-22T01:13:12.634175Z",
+     "shell.execute_reply": "2024-07-22T01:13:12.632978Z"
+    },
+    "papermill": {
+     "duration": 1.48247,
+     "end_time": "2024-07-22T01:13:12.637019",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:11.154549",
+     "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": "0047f2cd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:12.712988Z",
+     "iopub.status.busy": "2024-07-22T01:13:12.712030Z",
+     "iopub.status.idle": "2024-07-22T01:13:13.714660Z",
+     "shell.execute_reply": "2024-07-22T01:13:13.713545Z"
+    },
+    "papermill": {
+     "duration": 1.04329,
+     "end_time": "2024-07-22T01:13:13.716879",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:12.673589",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mkdir: cannot create directory 'iris': File exists\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working/iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "%cd /kaggle/working/\n",
+    "#!rm -rf {dataset_name}\n",
+    "!mkdir {dataset_name}\n",
+    "%cd {dataset_name}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "5b14372a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:13.788819Z",
+     "iopub.status.busy": "2024-07-22T01:13:13.788004Z",
+     "iopub.status.idle": "2024-07-22T01:13:13.797749Z",
+     "shell.execute_reply": "2024-07-22T01:13:13.796884Z"
+    },
+    "papermill": {
+     "duration": 0.048111,
+     "end_time": "2024-07-22T01:13:13.799807",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:13.751696",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/realtabformer/0_2\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, random_seed)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "779d7b06",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:13.870383Z",
+     "iopub.status.busy": "2024-07-22T01:13:13.869513Z",
+     "iopub.status.idle": "2024-07-22T01:13:14.262512Z",
+     "shell.execute_reply": "2024-07-22T01:13:14.261628Z"
+    },
+    "executionInfo": {
+     "elapsed": 333,
+     "status": "ok",
+     "timestamp": 1697372585128,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.430935,
+     "end_time": "2024-07-22T01:13:14.265029",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:13.834094",
+     "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": "d8710d64",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:14.337222Z",
+     "iopub.status.busy": "2024-07-22T01:13:14.336455Z",
+     "iopub.status.idle": "2024-07-22T01:13:16.112479Z",
+     "shell.execute_reply": "2024-07-22T01:13:16.111449Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697372585711,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.814868,
+     "end_time": "2024-07-22T01:13:16.115023",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:14.300155",
+     "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": "1de60cf7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:16.187101Z",
+     "iopub.status.busy": "2024-07-22T01:13:16.186527Z",
+     "iopub.status.idle": "2024-07-22T01:13:16.194206Z",
+     "shell.execute_reply": "2024-07-22T01:13:16.193311Z"
+    },
+    "executionInfo": {
+     "elapsed": 417,
+     "status": "ok",
+     "timestamp": 1697375526563,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.046613,
+     "end_time": "2024-07-22T01:13:16.196324",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:16.149711",
+     "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": "43b09308",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:16.265897Z",
+     "iopub.status.busy": "2024-07-22T01:13:16.265490Z",
+     "iopub.status.idle": "2024-07-22T01:13:16.270702Z",
+     "shell.execute_reply": "2024-07-22T01:13:16.269772Z"
+    },
+    "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": 0.042358,
+     "end_time": "2024-07-22T01:13:16.272909",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:16.230551",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      ".\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_dir_2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "9c9cdc8b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:16.348523Z",
+     "iopub.status.busy": "2024-07-22T01:13:16.347564Z",
+     "iopub.status.idle": "2024-07-22T01:13:16.467459Z",
+     "shell.execute_reply": "2024-07-22T01:13:16.466640Z"
+    },
+    "papermill": {
+     "duration": 0.160207,
+     "end_time": "2024-07-22T01:13:16.469919",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:16.309712",
+     "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": "fe40a796",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:16.541000Z",
+     "iopub.status.busy": "2024-07-22T01:13:16.540634Z",
+     "iopub.status.idle": "2024-07-22T01:13:21.088650Z",
+     "shell.execute_reply": "2024-07-22T01:13:21.087614Z"
+    },
+    "papermill": {
+     "duration": 4.586396,
+     "end_time": "2024-07-22T01:13:21.091206",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:16.504810",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 01:13:18.373291: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-22 01:13:18.373354: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-22 01:13:18.374933: 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": "821bd6aa",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:21.164356Z",
+     "iopub.status.busy": "2024-07-22T01:13:21.163341Z",
+     "iopub.status.idle": "2024-07-22T01:13:21.169577Z",
+     "shell.execute_reply": "2024-07-22T01:13:21.168659Z"
+    },
+    "papermill": {
+     "duration": 0.045622,
+     "end_time": "2024-07-22T01:13:21.171802",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:21.126180",
+     "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": "3f025702",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:21.242407Z",
+     "iopub.status.busy": "2024-07-22T01:13:21.241554Z",
+     "iopub.status.idle": "2024-07-22T01:13:24.094291Z",
+     "shell.execute_reply": "2024-07-22T01:13:24.093454Z"
+    },
+    "papermill": {
+     "duration": 2.890837,
+     "end_time": "2024-07-22T01:13:24.096795",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:21.205958",
+     "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": "c2920636",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:24.171366Z",
+     "iopub.status.busy": "2024-07-22T01:13:24.170978Z",
+     "iopub.status.idle": "2024-07-22T01:13:24.177510Z",
+     "shell.execute_reply": "2024-07-22T01:13:24.176561Z"
+    },
+    "papermill": {
+     "duration": 0.046484,
+     "end_time": "2024-07-22T01:13:24.179442",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:24.132958",
+     "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": "22e483b7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:24.250809Z",
+     "iopub.status.busy": "2024-07-22T01:13:24.250324Z",
+     "iopub.status.idle": "2024-07-22T01:13:24.801357Z",
+     "shell.execute_reply": "2024-07-22T01:13:24.800467Z"
+    },
+    "papermill": {
+     "duration": 0.589838,
+     "end_time": "2024-07-22T01:13:24.803771",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:24.213933",
+     "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": "4e3f68e5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:24.878831Z",
+     "iopub.status.busy": "2024-07-22T01:13:24.878422Z",
+     "iopub.status.idle": "2024-07-22T01:13:24.884981Z",
+     "shell.execute_reply": "2024-07-22T01:13:24.883945Z"
+    },
+    "papermill": {
+     "duration": 0.046799,
+     "end_time": "2024-07-22T01:13:24.887062",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:24.840263",
+     "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": "4f232459",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:24.960229Z",
+     "iopub.status.busy": "2024-07-22T01:13:24.959827Z",
+     "iopub.status.idle": "2024-07-22T01:13:25.008164Z",
+     "shell.execute_reply": "2024-07-22T01:13:25.007253Z"
+    },
+    "papermill": {
+     "duration": 0.08802,
+     "end_time": "2024-07-22T01:13:25.010665",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:24.922645",
+     "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": "a3346a97",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:25.088517Z",
+     "iopub.status.busy": "2024-07-22T01:13:25.088055Z",
+     "iopub.status.idle": "2024-07-22T01:13:25.094855Z",
+     "shell.execute_reply": "2024-07-22T01:13:25.093784Z"
+    },
+    "papermill": {
+     "duration": 0.04979,
+     "end_time": "2024-07-22T01:13:25.096982",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:25.047192",
+     "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": "acaa1b35",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:25.174313Z",
+     "iopub.status.busy": "2024-07-22T01:13:25.173924Z",
+     "iopub.status.idle": "2024-07-22T01:13:25.178461Z",
+     "shell.execute_reply": "2024-07-22T01:13:25.177458Z"
+    },
+    "papermill": {
+     "duration": 0.04629,
+     "end_time": "2024-07-22T01:13:25.180515",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:25.134225",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "14b8e9ef",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:25.261217Z",
+     "iopub.status.busy": "2024-07-22T01:13:25.260840Z",
+     "iopub.status.idle": "2024-07-22T01:13:25.267233Z",
+     "shell.execute_reply": "2024-07-22T01:13:25.266295Z"
+    },
+    "papermill": {
+     "duration": 0.048339,
+     "end_time": "2024-07-22T01:13:25.269350",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:25.221011",
+     "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": "9fbf6b2e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:25.342708Z",
+     "iopub.status.busy": "2024-07-22T01:13:25.342295Z",
+     "iopub.status.idle": "2024-07-22T01:13:25.627020Z",
+     "shell.execute_reply": "2024-07-22T01:13:25.626154Z"
+    },
+    "papermill": {
+     "duration": 0.325309,
+     "end_time": "2024-07-22T01:13:25.629736",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:25.304427",
+     "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": "d110324e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:25.707919Z",
+     "iopub.status.busy": "2024-07-22T01:13:25.707017Z",
+     "iopub.status.idle": "2024-07-22T01:13:25.717147Z",
+     "shell.execute_reply": "2024-07-22T01:13:25.716252Z"
+    },
+    "executionInfo": {
+     "elapsed": 2,
+     "status": "ok",
+     "timestamp": 1697375527010,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.053396,
+     "end_time": "2024-07-22T01:13:25.719343",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:25.665947",
+     "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': 4}"
+      ]
+     },
+     "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": "634bfbf6",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000,
+     "referenced_widgets": [
+      "c50b731f02a449a9b45103069f4f7f1f",
+      "8b711dcc883b4a5ea5580b6033044568",
+      "941d784de1f94bf382b875d2f4e902d8",
+      "06f1d325461e45d986ca92ed7763c06c",
+      "cf183620ec88415181febd8d639656e5",
+      "a79d746c0992418d9d2b1c8b93f7c52f",
+      "b0ad7760d42c4e8e844f46a4c6fd7d27",
+      "5bbafc9b78434f96b3320f860c6a1666",
+      "ebfb668fada444e28794b30122f0e123",
+      "34cd0bea60554071933074b75a7c6689",
+      "12513cd366e54425843cce520414d0f3",
+      "ef91306c079a4b9796591e1a6e666874",
+      "d25d12efe79e41c99eb5b0bc5d5b278d",
+      "d548ef70fcfc477e92ae9af81f0f8bcc",
+      "f1758d61d6254a16800764c56a5d1ea7",
+      "fa5f3621d3e049b4a890ca7b1b6600e3",
+      "361ecc4d770648d7949bdd3f6bfa6499",
+      "5daab13d10b443e4a1561c12805145f6",
+      "e64aa696fd70473ea134104b15af24c6",
+      "8b778a0c8bf64b3b83cdf3cace237466",
+      "7e54d622953b4b6ca0704ad3665503d2",
+      "57f504d7ffb64e61af63a66ff76903de",
+      "bf63dd54300d4fdd8c04d513f4b07047",
+      "ae49cf470e204098b762407d81722665",
+      "8a8f6cb142924968a6496250ddfce370",
+      "d8c9917906eb453cbc5d16332a9ddb7a",
+      "ab6e5c7cd6a04727905ca923838c0711",
+      "3fdc0e7efc6f4fae9162d007bd8a7754",
+      "c072c1aa9b314f01bfc41e08367a3347",
+      "41a67df594794567870ad2d766d7b8b3",
+      "d226377f400543279429aed766014cb8",
+      "1508878514f9426bae5cb899906897d8",
+      "80f4c00c043446c395f942b8efc85e8f",
+      "eedb89563da64fd69618531c7af28366",
+      "6183322a7f144c429c1a9220fccf3102",
+      "df241bccc5fe49cd9effd698c177b46f",
+      "cbd73a419cfb4457a150f9d09e6dbdce",
+      "873691950555404e8dda87a87491acd8",
+      "f9d79250133c42e2ba024b8b6ce0733a",
+      "384dbbe207524ab6ad39b19fedad9446",
+      "115abcf1bd294be482a6fb8fd193e40f",
+      "08ac24b6bff24736933c3431de441ce9",
+      "8899ac88f69c47a787aa057cdd561828",
+      "7a0e0cb2035e46529f5ba0f0562ba6a8",
+      "ae196c5000854740baa5faad6531602a",
+      "3e819133ed9e4eaea312c707c16f6f60",
+      "40d456808e0a49fcb78372a33e3a99db",
+      "3c9f6dbbacaa4d40a280cbb43a64c8cd",
+      "b3a8803744e24a97ba9ad443b70b61e7",
+      "eccfcfbc465f4065bff22d7765f0d794",
+      "97f774495fa0442cb7f6083f023c8845",
+      "eb0a1f436f1c4c919fadec62e96980e3",
+      "c97476f4de954a37b97c6d34068711c1",
+      "f9fbc4382ba04d5281f771ca48f33f23",
+      "ae56815848f0456f864e35662fb0a9ee",
+      "319d77e9f652475db816d4fbb5f42f89",
+      "b3f3d7ed2a2f402ba7cf23d2c7709b77",
+      "a314d3c360f747089d805bd9ea8d874c",
+      "b8032ab440f149cebc4e944f075daa58",
+      "94518a027dfb4c8abb8112f6af25f01e",
+      "a055d0605f7d44b7ae578396be6b8a35",
+      "7e4e211fbb654858a4d7131512a2e156",
+      "77241e8a21cc437ab546eef3bfb66111",
+      "4c111d0edcbb414b92bc47941e9df128",
+      "8ac5c2a99882456383591447a97d6bca",
+      "8a8fea33d1984f568874eccfc86ca52f",
+      "161a6ea319bc4e4a9af00ef7a6c5d4f7",
+      "59255ba6f844480a950d61523f836d75",
+      "99a5727d6c024a5e84b816b986c05bff",
+      "a3fe086e52d546ae8a81e3e14f2be071",
+      "c78bec0a3b0549c487f618dc39e0a296",
+      "705ff4150b9d49bd8fa5a19aec2f8173",
+      "3ae433a5b343421fb870671b14160a4f",
+      "e3ec2d9ee6914eb984ac3636ff71c44b",
+      "fb1424cbb5d34c83b529863e52311455",
+      "0ba102c6e8714bfbace58a4d79ba1026",
+      "8ccbb46c770d411db2bcbb8d09171e09",
+      "6ad13c2d84b340d780be712d4c86f5d2",
+      "e1204eb294ac4d6c80e3b3f18ee0771a",
+      "fb3e30e67e134f4294e6e4d892f061db",
+      "4c53038cabf941d79ff863bc8e195c07",
+      "81f9a037dd0b43f89cec8b55fad1e73e",
+      "58c65a1092d64e90b49426ec1b7c23d1",
+      "7cbe63107dcc431d91a0e913ecebc279",
+      "ad7acc761883460c8a2ddd1ce84bacab",
+      "3f279fbd912945f69f77a37af2425dd1",
+      "a44c7162354646ef8338914237a006e5",
+      "863ee701258e4c2e91a94d608ff2b7ac",
+      "b27fb1cc29354907a9773c7157e6a22a",
+      "45106287b1e64d9fbb448019f9bc97f7",
+      "c603fb37b6fa42a0bc98597da14045e0",
+      "8ab8db55aeea43e39012aedd38653864",
+      "7523d6b525bc4f3daca41b9adf43dd0f",
+      "ff646bde1bab434a97c67fd9dc9914ab",
+      "1f38110bc95544d5aa0b842705ad8bea",
+      "aeb7948012344df0a25aa92412117239",
+      "5d85e782e67d4ff7ac35bc543c978d53",
+      "b92fc83410384efb885fcdaba81ad1d1",
+      "ae372347fc534a87bf62ffaa405f7656",
+      "ade87809c53a4b5084b1c85c1467a70d",
+      "369d5cd7f6a0401782fd4aa8ae87de1f",
+      "f20b40a0908d4fe2a8d19c2c919c16ef",
+      "3d8a2be8a7e84d1e88f8ee9534d556df",
+      "09211e163bb04856a4bc1316ffa95a81",
+      "fddcbb928b924d22a418578923be212c",
+      "13d33a992b114ba7b4f98c6bd3f4738d",
+      "c1ac23add90647d1957fddafb90e410e",
+      "f87bd0e19c224e8f968162579d6db022",
+      "ec919e48b3814671bfdc7b134850ab74",
+      "f8683dc126714884a483d741c979d73f"
+     ]
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:25.793523Z",
+     "iopub.status.busy": "2024-07-22T01:13:25.793146Z",
+     "iopub.status.idle": "2024-07-22T01:13:37.589751Z",
+     "shell.execute_reply": "2024-07-22T01:13:37.588562Z"
+    },
+    "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": 11.837736,
+     "end_time": "2024-07-22T01:13:37.592749",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:25.755013",
+     "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      0.006488\n",
+      "std       0.029268\n",
+      "min      -0.025000\n",
+      "25%      -0.014474\n",
+      "50%      -0.001204\n",
+      "75%       0.017441\n",
+      "max       0.096053\n",
+      "dtype: float64\n",
+      "Sensitivity threshold: 0.06289473684210524 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='28' max='28' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [28/28 00:05, Epoch 3/4]\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: 0.06289473684210524,                         val_sensitivity: -0.019035087719298245,                             val_sensitivities: [-0.025, -0.025, -0.025, -0.025, -0.025, 0.0013157894736842094, -0.0039473684210526334, -0.014473684210526317, -0.014473684210526317, -0.0039473684210526334, -0.025, -0.025, -0.025, -0.025, -0.025]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<ml_utility_loss.synthesizers.realtabformer.rtf_trainer.ResumableTrainer at 0x7ce438653b80>"
+      ]
+     },
+     "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": "2cc0842a",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:37.686498Z",
+     "iopub.status.busy": "2024-07-22T01:13:37.684869Z",
+     "iopub.status.idle": "2024-07-22T01:13:43.241228Z",
+     "shell.execute_reply": "2024-07-22T01:13:43.239902Z"
+    },
+    "executionInfo": {
+     "elapsed": 14387,
+     "status": "ok",
+     "timestamp": 1697377447882,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "outputId": "c96b8e20-3f17-44db-afe5-e26625dfa917",
+    "papermill": {
+     "duration": 5.60007,
+     "end_time": "2024-07-22T01:13:43.244034",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:37.643964",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/pty.py:89: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  pid, fd = os.forkpty()\n"
+     ]
+    }
+   ],
+   "source": [
+    "import torch\n",
+    "from copy import deepcopy\n",
+    "import json\n",
+    "import locale\n",
+    "locale.getpreferredencoding = lambda: \"UTF-8\"\n",
+    "\n",
+    "rtf_model.experiment_id = str(df_name)\n",
+    "if save_model:\n",
+    "    rtf_model.save(model_dir_2)\n",
+    "!rm -rf {model_dir_2}/{df_name}/not-best-disc-model\n",
+    "!rm -rf {model_dir_2}/{df_name}/last-epoch-model\n",
+    "!rm -rf {model_dir_2}/{df_name}/rtf_checkpoints\n",
+    "!rm -rf {model_dir_2}/rtf_checkpoints\n",
+    "!rm -rf rtf_checkpoints\n",
+    "if True or not os.path.exists(params_path):\n",
+    "    with open(params_path, \"w\") as f:\n",
+    "        json.dump(model_params_, f, indent=4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "e1785900",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:43.322174Z",
+     "iopub.status.busy": "2024-07-22T01:13:43.321231Z",
+     "iopub.status.idle": "2024-07-22T01:13:43.328595Z",
+     "shell.execute_reply": "2024-07-22T01:13:43.327720Z"
+    },
+    "papermill": {
+     "duration": 0.049279,
+     "end_time": "2024-07-22T01:13:43.330572",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:43.281293",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "import os\n",
+    "from copy import deepcopy\n",
+    "\n",
+    "if save_model:\n",
+    "    model_dir_3 = f\"{model_dir_2}/{df_name}\"\n",
+    "\n",
+    "    text_embedding = rtf_model.model.transformer.wte\n",
+    "    position_embedding = rtf_model.model.transformer.wpe\n",
+    "\n",
+    "    model_dir_4 = model_dir_3\n",
+    "\n",
+    "    torch.save(text_embedding, os.path.join(model_dir_4, \"text_embedding.pt\"))\n",
+    "    torch.save(deepcopy(text_embedding.state_dict()), os.path.join(model_dir_4, \"text_embedding.states.pt\"))\n",
+    "\n",
+    "    # torch.save(position_embedding, os.path.join(model_dir_4, \"position_embedding.pt\"))\n",
+    "    # torch.save(deepcopy(position_embedding.state_dict()), os.path.join(model_dir_4, \"position_embedding.states.pt\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "97a6ebcc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:43.405466Z",
+     "iopub.status.busy": "2024-07-22T01:13:43.404762Z",
+     "iopub.status.idle": "2024-07-22T01:13:59.384886Z",
+     "shell.execute_reply": "2024-07-22T01:13:59.383921Z"
+    },
+    "executionInfo": {
+     "elapsed": 4,
+     "status": "ok",
+     "timestamp": 1697377448897,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.020403,
+     "end_time": "2024-07-22T01:13:59.387251",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:43.366848",
+     "status": "completed"
+    },
+    "scrolled": true,
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    }
+   ],
+   "source": [
+    "for i in range(30):\n",
+    "    seed(i)\n",
+    "    synth_df = rtf_model.sample(n_samples=len(train))\n",
+    "    model_dir_3 = os.path.join(model_dir_2, str(i))\n",
+    "    mkdir(model_dir_3)\n",
+    "    synth_path = os.path.join(model_dir_3, f\"synth.csv\")\n",
+    "    train_path = os.path.join(model_dir_3, f\"train.csv\")\n",
+    "    val_path = os.path.join(model_dir_3, f\"val.csv\")\n",
+    "    test_path = os.path.join(model_dir_3, f\"test.csv\")\n",
+    "\n",
+    "    synth_df.to_csv(synth_path)\n",
+    "    dfs[df_name_2].to_csv(train_path)\n",
+    "    if df_name in dfs_test:\n",
+    "        dfs_test[df_name].to_csv(val_path)\n",
+    "        dfs_test[df_name].to_csv(test_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "28133fef",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:59.470029Z",
+     "iopub.status.busy": "2024-07-22T01:13:59.469626Z",
+     "iopub.status.idle": "2024-07-22T01:13:59.476734Z",
+     "shell.execute_reply": "2024-07-22T01:13:59.475755Z"
+    },
+    "papermill": {
+     "duration": 0.050187,
+     "end_time": "2024-07-22T01:13:59.478743",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:59.428556",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./29\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'/kaggle/working/eval/iris/realtabformer/0_2'"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import os\n",
+    "print(model_dir_3)\n",
+    "os.getcwd()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "ff5234d8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:59.560023Z",
+     "iopub.status.busy": "2024-07-22T01:13:59.559098Z",
+     "iopub.status.idle": "2024-07-22T01:13:59.565932Z",
+     "shell.execute_reply": "2024-07-22T01:13:59.564929Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697377448897,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "nB724X33v4Qd",
+    "papermill": {
+     "duration": 0.050017,
+     "end_time": "2024-07-22T01:13:59.568041",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:59.518024",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "\n",
+    "\n",
+    "if save_model:\n",
+    "    model_dir_3 = f\"{model_dir_2}/{df_name}\"\n",
+    "    model_subdir = \"mean-best-disc-model\"\n",
+    "\n",
+    "    rtf_model = rtf_model.load_from_dir(\n",
+    "        model_dir_3,\n",
+    "        config_file=\"rtf_config.json\",\n",
+    "        model_file=f\"{model_subdir}/pytorch_model.bin\"\n",
+    "    )\n",
+    "\n",
+    "    text_embedding = rtf_model.model.transformer.wte\n",
+    "    position_embedding = rtf_model.model.transformer.wpe\n",
+    "\n",
+    "    model_dir_4 = f\"{model_dir_3}/{model_subdir}\"\n",
+    "\n",
+    "    torch.save(text_embedding, os.path.join(model_dir_4, \"text_embedding.pt\"))\n",
+    "    torch.save(deepcopy(text_embedding.state_dict()), os.path.join(model_dir_4, \"text_embedding.states.pt\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "3e3fe44f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:59.652258Z",
+     "iopub.status.busy": "2024-07-22T01:13:59.651452Z",
+     "iopub.status.idle": "2024-07-22T01:13:59.657802Z",
+     "shell.execute_reply": "2024-07-22T01:13:59.656928Z"
+    },
+    "papermill": {
+     "duration": 0.051208,
+     "end_time": "2024-07-22T01:13:59.659713",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:59.608505",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "\n",
+    "if save_model:\n",
+    "    model_dir_3 = f\"{model_dir_2}/{df_name}\"\n",
+    "    model_subdir = \"best-disc-model\"\n",
+    "\n",
+    "    rtf_model = rtf_model.load_from_dir(\n",
+    "        model_dir_3,\n",
+    "        config_file=\"rtf_config.json\",\n",
+    "        model_file=f\"{model_subdir}/pytorch_model.bin\"\n",
+    "    )\n",
+    "\n",
+    "    text_embedding = rtf_model.model.transformer.wte\n",
+    "    position_embedding = rtf_model.model.transformer.wpe\n",
+    "\n",
+    "    model_dir_4 = f\"{model_dir_3}/{model_subdir}\"\n",
+    "\n",
+    "    torch.save(text_embedding, os.path.join(model_dir_4, \"text_embedding.pt\"))\n",
+    "    torch.save(deepcopy(text_embedding.state_dict()), os.path.join(model_dir_4, \"text_embedding.states.pt\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "c918f28a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:13:59.740414Z",
+     "iopub.status.busy": "2024-07-22T01:13:59.740013Z",
+     "iopub.status.idle": "2024-07-22T01:14:01.904348Z",
+     "shell.execute_reply": "2024-07-22T01:14:01.902903Z"
+    },
+    "papermill": {
+     "duration": 2.207805,
+     "end_time": "2024-07-22T01:14:01.907053",
+     "exception": false,
+     "start_time": "2024-07-22T01:13:59.699248",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/pty.py:89: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  pid, fd = os.forkpty()\n"
+     ]
+    }
+   ],
+   "source": [
+    "if not save_embedding:\n",
+    "    !rm -rf {model_dir_2}/{df_name}/mean-best-disc-model/pytorch_model.bin\n",
+    "    !rm -rf {model_dir_2}/{df_name}/best-disc-model/pytorch_model.bin"
+   ]
+  }
+ ],
+ "metadata": {
+  "accelerator": "GPU",
+  "celltoolbar": "Tags",
+  "colab": {
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.13"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 69.386323,
+   "end_time": "2024-07-22T01:14:04.771080",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/realtabformer/0_2/realtabformer_eval.ipynb",
+   "output_path": "eval/iris/realtabformer/0_2/realtabformer_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 2,
+    "epoch_scale": 0.1,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/realtabformer/0_2",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T01:12:55.384757",
+   "version": "2.5.0"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  },
+  "widgets": {
+   "application/vnd.jupyter.widget-state+json": {
+    "06f1d325461e45d986ca92ed7763c06c": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HTMLModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HTMLModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HTMLView",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_34cd0bea60554071933074b75a7c6689",
+      "placeholder": "​",
+      "style": "IPY_MODEL_12513cd366e54425843cce520414d0f3",
+      "value": " 100/100 [00:06&lt;00:00, 19.43it/s]"
+     }
+    },
+    "08ac24b6bff24736933c3431de441ce9": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "ProgressStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "ProgressStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "bar_color": null,
+      "description_width": ""
+     }
+    },
+    "09211e163bb04856a4bc1316ffa95a81": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "0ba102c6e8714bfbace58a4d79ba1026": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "115abcf1bd294be482a6fb8fd193e40f": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "12513cd366e54425843cce520414d0f3": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "DescriptionStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "DescriptionStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "description_width": ""
+     }
+    },
+    "13d33a992b114ba7b4f98c6bd3f4738d": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "DescriptionStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "DescriptionStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "description_width": ""
+     }
+    },
+    "1508878514f9426bae5cb899906897d8": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "161a6ea319bc4e4a9af00ef7a6c5d4f7": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HBoxModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HBoxModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HBoxView",
+      "box_style": "",
+      "children": [
+       "IPY_MODEL_59255ba6f844480a950d61523f836d75",
+       "IPY_MODEL_99a5727d6c024a5e84b816b986c05bff",
+       "IPY_MODEL_a3fe086e52d546ae8a81e3e14f2be071"
+      ],
+      "layout": "IPY_MODEL_c78bec0a3b0549c487f618dc39e0a296"
+     }
+    },
+    "1f38110bc95544d5aa0b842705ad8bea": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "DescriptionStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "DescriptionStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "description_width": ""
+     }
+    },
+    "319d77e9f652475db816d4fbb5f42f89": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HBoxModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HBoxModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HBoxView",
+      "box_style": "",
+      "children": [
+       "IPY_MODEL_b3f3d7ed2a2f402ba7cf23d2c7709b77",
+       "IPY_MODEL_a314d3c360f747089d805bd9ea8d874c",
+       "IPY_MODEL_b8032ab440f149cebc4e944f075daa58"
+      ],
+      "layout": "IPY_MODEL_94518a027dfb4c8abb8112f6af25f01e"
+     }
+    },
+    "34cd0bea60554071933074b75a7c6689": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "361ecc4d770648d7949bdd3f6bfa6499": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "369d5cd7f6a0401782fd4aa8ae87de1f": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HTMLModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HTMLModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HTMLView",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_fddcbb928b924d22a418578923be212c",
+      "placeholder": "​",
+      "style": "IPY_MODEL_13d33a992b114ba7b4f98c6bd3f4738d",
+      "value": ""
+     }
+    },
+    "384dbbe207524ab6ad39b19fedad9446": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "DescriptionStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "DescriptionStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "description_width": ""
+     }
+    },
+    "3ae433a5b343421fb870671b14160a4f": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "DescriptionStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "DescriptionStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "description_width": ""
+     }
+    },
+    "3c9f6dbbacaa4d40a280cbb43a64c8cd": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HTMLModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HTMLModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HTMLView",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_f9fbc4382ba04d5281f771ca48f33f23",
+      "placeholder": "​",
+      "style": "IPY_MODEL_ae56815848f0456f864e35662fb0a9ee",
+      "value": " 1408/? [00:21&lt;00:00, 72.90it/s]"
+     }
+    },
+    "3d8a2be8a7e84d1e88f8ee9534d556df": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HTMLModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HTMLModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HTMLView",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_ec919e48b3814671bfdc7b134850ab74",
+      "placeholder": "​",
+      "style": "IPY_MODEL_f8683dc126714884a483d741c979d73f",
+      "value": " 2688/? [00:41&lt;00:00, 58.17it/s]"
+     }
+    },
+    "3e819133ed9e4eaea312c707c16f6f60": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HTMLModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HTMLModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HTMLView",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_eccfcfbc465f4065bff22d7765f0d794",
+      "placeholder": "​",
+      "style": "IPY_MODEL_97f774495fa0442cb7f6083f023c8845",
+      "value": ""
+     }
+    },
+    "3f279fbd912945f69f77a37af2425dd1": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "ProgressStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "ProgressStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "bar_color": null,
+      "description_width": ""
+     }
+    },
+    "3fdc0e7efc6f4fae9162d007bd8a7754": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "40d456808e0a49fcb78372a33e3a99db": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "FloatProgressModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "FloatProgressModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "ProgressView",
+      "bar_style": "success",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_eb0a1f436f1c4c919fadec62e96980e3",
+      "max": 1308,
+      "min": 0,
+      "orientation": "horizontal",
+      "style": "IPY_MODEL_c97476f4de954a37b97c6d34068711c1",
+      "value": 1308
+     }
+    },
+    "41a67df594794567870ad2d766d7b8b3": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "45106287b1e64d9fbb448019f9bc97f7": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HTMLModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HTMLModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HTMLView",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_ff646bde1bab434a97c67fd9dc9914ab",
+      "placeholder": "​",
+      "style": "IPY_MODEL_1f38110bc95544d5aa0b842705ad8bea",
+      "value": ""
+     }
+    },
+    "4c111d0edcbb414b92bc47941e9df128": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "ProgressStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "ProgressStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "bar_color": null,
+      "description_width": ""
+     }
+    },
+    "4c53038cabf941d79ff863bc8e195c07": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HTMLModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HTMLModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HTMLView",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_a44c7162354646ef8338914237a006e5",
+      "placeholder": "​",
+      "style": "IPY_MODEL_863ee701258e4c2e91a94d608ff2b7ac",
+      "value": " 1408/? [00:22&lt;00:00, 56.17it/s]"
+     }
+    },
+    "57f504d7ffb64e61af63a66ff76903de": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "DescriptionStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "DescriptionStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "description_width": ""
+     }
+    },
+    "58c65a1092d64e90b49426ec1b7c23d1": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "59255ba6f844480a950d61523f836d75": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HTMLModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HTMLModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HTMLView",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_705ff4150b9d49bd8fa5a19aec2f8173",
+      "placeholder": "​",
+      "style": "IPY_MODEL_3ae433a5b343421fb870671b14160a4f",
+      "value": ""
+     }
+    },
+    "5bbafc9b78434f96b3320f860c6a1666": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "5d85e782e67d4ff7ac35bc543c978d53": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "ProgressStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "ProgressStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "bar_color": null,
+      "description_width": ""
+     }
+    },
+    "5daab13d10b443e4a1561c12805145f6": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "DescriptionStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "DescriptionStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "description_width": ""
+     }
+    },
+    "6183322a7f144c429c1a9220fccf3102": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HTMLModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HTMLModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HTMLView",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_f9d79250133c42e2ba024b8b6ce0733a",
+      "placeholder": "​",
+      "style": "IPY_MODEL_384dbbe207524ab6ad39b19fedad9446",
+      "value": ""
+     }
+    },
+    "6ad13c2d84b340d780be712d4c86f5d2": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HBoxModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HBoxModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HBoxView",
+      "box_style": "",
+      "children": [
+       "IPY_MODEL_e1204eb294ac4d6c80e3b3f18ee0771a",
+       "IPY_MODEL_fb3e30e67e134f4294e6e4d892f061db",
+       "IPY_MODEL_4c53038cabf941d79ff863bc8e195c07"
+      ],
+      "layout": "IPY_MODEL_81f9a037dd0b43f89cec8b55fad1e73e"
+     }
+    },
+    "705ff4150b9d49bd8fa5a19aec2f8173": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "7523d6b525bc4f3daca41b9adf43dd0f": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "77241e8a21cc437ab546eef3bfb66111": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "7a0e0cb2035e46529f5ba0f0562ba6a8": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "DescriptionStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "DescriptionStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "description_width": ""
+     }
+    },
+    "7cbe63107dcc431d91a0e913ecebc279": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "DescriptionStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "DescriptionStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "description_width": ""
+     }
+    },
+    "7e4e211fbb654858a4d7131512a2e156": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "DescriptionStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "DescriptionStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "description_width": ""
+     }
+    },
+    "7e54d622953b4b6ca0704ad3665503d2": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "80f4c00c043446c395f942b8efc85e8f": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "DescriptionStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "DescriptionStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "description_width": ""
+     }
+    },
+    "81f9a037dd0b43f89cec8b55fad1e73e": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "863ee701258e4c2e91a94d608ff2b7ac": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "DescriptionStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "DescriptionStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "description_width": ""
+     }
+    },
+    "873691950555404e8dda87a87491acd8": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "8899ac88f69c47a787aa057cdd561828": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "8a8f6cb142924968a6496250ddfce370": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "FloatProgressModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "FloatProgressModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "ProgressView",
+      "bar_style": "success",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_41a67df594794567870ad2d766d7b8b3",
+      "max": 1308,
+      "min": 0,
+      "orientation": "horizontal",
+      "style": "IPY_MODEL_d226377f400543279429aed766014cb8",
+      "value": 1308
+     }
+    },
+    "8a8fea33d1984f568874eccfc86ca52f": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "DescriptionStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "DescriptionStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "description_width": ""
+     }
+    },
+    "8ab8db55aeea43e39012aedd38653864": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HTMLModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HTMLModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HTMLView",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_b92fc83410384efb885fcdaba81ad1d1",
+      "placeholder": "​",
+      "style": "IPY_MODEL_ae372347fc534a87bf62ffaa405f7656",
+      "value": " 1408/? [00:22&lt;00:00, 70.01it/s]"
+     }
+    },
+    "8ac5c2a99882456383591447a97d6bca": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "8b711dcc883b4a5ea5580b6033044568": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HTMLModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HTMLModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HTMLView",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_a79d746c0992418d9d2b1c8b93f7c52f",
+      "placeholder": "​",
+      "style": "IPY_MODEL_b0ad7760d42c4e8e844f46a4c6fd7d27",
+      "value": "Bootstrap round: 100%"
+     }
+    },
+    "8b778a0c8bf64b3b83cdf3cace237466": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "ProgressStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "ProgressStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "bar_color": null,
+      "description_width": ""
+     }
+    },
+    "8ccbb46c770d411db2bcbb8d09171e09": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "DescriptionStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "DescriptionStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "description_width": ""
+     }
+    },
+    "941d784de1f94bf382b875d2f4e902d8": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "FloatProgressModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "FloatProgressModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "ProgressView",
+      "bar_style": "success",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_5bbafc9b78434f96b3320f860c6a1666",
+      "max": 100,
+      "min": 0,
+      "orientation": "horizontal",
+      "style": "IPY_MODEL_ebfb668fada444e28794b30122f0e123",
+      "value": 100
+     }
+    },
+    "94518a027dfb4c8abb8112f6af25f01e": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "97f774495fa0442cb7f6083f023c8845": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "DescriptionStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "DescriptionStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "description_width": ""
+     }
+    },
+    "99a5727d6c024a5e84b816b986c05bff": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "FloatProgressModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "FloatProgressModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "ProgressView",
+      "bar_style": "success",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_e3ec2d9ee6914eb984ac3636ff71c44b",
+      "max": 1308,
+      "min": 0,
+      "orientation": "horizontal",
+      "style": "IPY_MODEL_fb1424cbb5d34c83b529863e52311455",
+      "value": 1308
+     }
+    },
+    "a055d0605f7d44b7ae578396be6b8a35": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "a314d3c360f747089d805bd9ea8d874c": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "FloatProgressModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "FloatProgressModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "ProgressView",
+      "bar_style": "success",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_77241e8a21cc437ab546eef3bfb66111",
+      "max": 1308,
+      "min": 0,
+      "orientation": "horizontal",
+      "style": "IPY_MODEL_4c111d0edcbb414b92bc47941e9df128",
+      "value": 1308
+     }
+    },
+    "a3fe086e52d546ae8a81e3e14f2be071": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HTMLModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HTMLModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HTMLView",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_0ba102c6e8714bfbace58a4d79ba1026",
+      "placeholder": "​",
+      "style": "IPY_MODEL_8ccbb46c770d411db2bcbb8d09171e09",
+      "value": " 1408/? [00:22&lt;00:00, 69.70it/s]"
+     }
+    },
+    "a44c7162354646ef8338914237a006e5": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "a79d746c0992418d9d2b1c8b93f7c52f": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "ab6e5c7cd6a04727905ca923838c0711": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "ad7acc761883460c8a2ddd1ce84bacab": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "ade87809c53a4b5084b1c85c1467a70d": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HBoxModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HBoxModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HBoxView",
+      "box_style": "",
+      "children": [
+       "IPY_MODEL_369d5cd7f6a0401782fd4aa8ae87de1f",
+       "IPY_MODEL_f20b40a0908d4fe2a8d19c2c919c16ef",
+       "IPY_MODEL_3d8a2be8a7e84d1e88f8ee9534d556df"
+      ],
+      "layout": "IPY_MODEL_09211e163bb04856a4bc1316ffa95a81"
+     }
+    },
+    "ae196c5000854740baa5faad6531602a": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HBoxModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HBoxModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HBoxView",
+      "box_style": "",
+      "children": [
+       "IPY_MODEL_3e819133ed9e4eaea312c707c16f6f60",
+       "IPY_MODEL_40d456808e0a49fcb78372a33e3a99db",
+       "IPY_MODEL_3c9f6dbbacaa4d40a280cbb43a64c8cd"
+      ],
+      "layout": "IPY_MODEL_b3a8803744e24a97ba9ad443b70b61e7"
+     }
+    },
+    "ae372347fc534a87bf62ffaa405f7656": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "DescriptionStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "DescriptionStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "description_width": ""
+     }
+    },
+    "ae49cf470e204098b762407d81722665": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HTMLModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HTMLModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HTMLView",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_3fdc0e7efc6f4fae9162d007bd8a7754",
+      "placeholder": "​",
+      "style": "IPY_MODEL_c072c1aa9b314f01bfc41e08367a3347",
+      "value": ""
+     }
+    },
+    "ae56815848f0456f864e35662fb0a9ee": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "DescriptionStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "DescriptionStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "description_width": ""
+     }
+    },
+    "aeb7948012344df0a25aa92412117239": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "b0ad7760d42c4e8e844f46a4c6fd7d27": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "DescriptionStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "DescriptionStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "description_width": ""
+     }
+    },
+    "b27fb1cc29354907a9773c7157e6a22a": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HBoxModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HBoxModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HBoxView",
+      "box_style": "",
+      "children": [
+       "IPY_MODEL_45106287b1e64d9fbb448019f9bc97f7",
+       "IPY_MODEL_c603fb37b6fa42a0bc98597da14045e0",
+       "IPY_MODEL_8ab8db55aeea43e39012aedd38653864"
+      ],
+      "layout": "IPY_MODEL_7523d6b525bc4f3daca41b9adf43dd0f"
+     }
+    },
+    "b3a8803744e24a97ba9ad443b70b61e7": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "b3f3d7ed2a2f402ba7cf23d2c7709b77": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HTMLModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HTMLModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HTMLView",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_a055d0605f7d44b7ae578396be6b8a35",
+      "placeholder": "​",
+      "style": "IPY_MODEL_7e4e211fbb654858a4d7131512a2e156",
+      "value": ""
+     }
+    },
+    "b8032ab440f149cebc4e944f075daa58": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HTMLModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HTMLModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HTMLView",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_8ac5c2a99882456383591447a97d6bca",
+      "placeholder": "​",
+      "style": "IPY_MODEL_8a8fea33d1984f568874eccfc86ca52f",
+      "value": " 1408/? [00:21&lt;00:00, 71.52it/s]"
+     }
+    },
+    "b92fc83410384efb885fcdaba81ad1d1": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "bf63dd54300d4fdd8c04d513f4b07047": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HBoxModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HBoxModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HBoxView",
+      "box_style": "",
+      "children": [
+       "IPY_MODEL_ae49cf470e204098b762407d81722665",
+       "IPY_MODEL_8a8f6cb142924968a6496250ddfce370",
+       "IPY_MODEL_d8c9917906eb453cbc5d16332a9ddb7a"
+      ],
+      "layout": "IPY_MODEL_ab6e5c7cd6a04727905ca923838c0711"
+     }
+    },
+    "c072c1aa9b314f01bfc41e08367a3347": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "DescriptionStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "DescriptionStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "description_width": ""
+     }
+    },
+    "c1ac23add90647d1957fddafb90e410e": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "c50b731f02a449a9b45103069f4f7f1f": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HBoxModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HBoxModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HBoxView",
+      "box_style": "",
+      "children": [
+       "IPY_MODEL_8b711dcc883b4a5ea5580b6033044568",
+       "IPY_MODEL_941d784de1f94bf382b875d2f4e902d8",
+       "IPY_MODEL_06f1d325461e45d986ca92ed7763c06c"
+      ],
+      "layout": "IPY_MODEL_cf183620ec88415181febd8d639656e5"
+     }
+    },
+    "c603fb37b6fa42a0bc98597da14045e0": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "FloatProgressModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "FloatProgressModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "ProgressView",
+      "bar_style": "success",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_aeb7948012344df0a25aa92412117239",
+      "max": 1308,
+      "min": 0,
+      "orientation": "horizontal",
+      "style": "IPY_MODEL_5d85e782e67d4ff7ac35bc543c978d53",
+      "value": 1308
+     }
+    },
+    "c78bec0a3b0549c487f618dc39e0a296": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "c97476f4de954a37b97c6d34068711c1": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "ProgressStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "ProgressStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "bar_color": null,
+      "description_width": ""
+     }
+    },
+    "cbd73a419cfb4457a150f9d09e6dbdce": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HTMLModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HTMLModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HTMLView",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_8899ac88f69c47a787aa057cdd561828",
+      "placeholder": "​",
+      "style": "IPY_MODEL_7a0e0cb2035e46529f5ba0f0562ba6a8",
+      "value": " 1408/? [00:21&lt;00:00, 69.99it/s]"
+     }
+    },
+    "cf183620ec88415181febd8d639656e5": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "d226377f400543279429aed766014cb8": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "ProgressStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "ProgressStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "bar_color": null,
+      "description_width": ""
+     }
+    },
+    "d25d12efe79e41c99eb5b0bc5d5b278d": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HTMLModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HTMLModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HTMLView",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_361ecc4d770648d7949bdd3f6bfa6499",
+      "placeholder": "​",
+      "style": "IPY_MODEL_5daab13d10b443e4a1561c12805145f6",
+      "value": ""
+     }
+    },
+    "d548ef70fcfc477e92ae9af81f0f8bcc": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "FloatProgressModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "FloatProgressModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "ProgressView",
+      "bar_style": "success",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_e64aa696fd70473ea134104b15af24c6",
+      "max": 1308,
+      "min": 0,
+      "orientation": "horizontal",
+      "style": "IPY_MODEL_8b778a0c8bf64b3b83cdf3cace237466",
+      "value": 1308
+     }
+    },
+    "d8c9917906eb453cbc5d16332a9ddb7a": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HTMLModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HTMLModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HTMLView",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_1508878514f9426bae5cb899906897d8",
+      "placeholder": "​",
+      "style": "IPY_MODEL_80f4c00c043446c395f942b8efc85e8f",
+      "value": " 1408/? [00:21&lt;00:00, 70.51it/s]"
+     }
+    },
+    "df241bccc5fe49cd9effd698c177b46f": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "FloatProgressModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "FloatProgressModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "ProgressView",
+      "bar_style": "success",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_115abcf1bd294be482a6fb8fd193e40f",
+      "max": 1308,
+      "min": 0,
+      "orientation": "horizontal",
+      "style": "IPY_MODEL_08ac24b6bff24736933c3431de441ce9",
+      "value": 1308
+     }
+    },
+    "e1204eb294ac4d6c80e3b3f18ee0771a": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HTMLModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HTMLModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HTMLView",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_58c65a1092d64e90b49426ec1b7c23d1",
+      "placeholder": "​",
+      "style": "IPY_MODEL_7cbe63107dcc431d91a0e913ecebc279",
+      "value": ""
+     }
+    },
+    "e3ec2d9ee6914eb984ac3636ff71c44b": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "e64aa696fd70473ea134104b15af24c6": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "eb0a1f436f1c4c919fadec62e96980e3": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "ebfb668fada444e28794b30122f0e123": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "ProgressStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "ProgressStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "bar_color": null,
+      "description_width": ""
+     }
+    },
+    "ec919e48b3814671bfdc7b134850ab74": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "eccfcfbc465f4065bff22d7765f0d794": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "eedb89563da64fd69618531c7af28366": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HBoxModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HBoxModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HBoxView",
+      "box_style": "",
+      "children": [
+       "IPY_MODEL_6183322a7f144c429c1a9220fccf3102",
+       "IPY_MODEL_df241bccc5fe49cd9effd698c177b46f",
+       "IPY_MODEL_cbd73a419cfb4457a150f9d09e6dbdce"
+      ],
+      "layout": "IPY_MODEL_873691950555404e8dda87a87491acd8"
+     }
+    },
+    "ef91306c079a4b9796591e1a6e666874": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HBoxModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HBoxModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HBoxView",
+      "box_style": "",
+      "children": [
+       "IPY_MODEL_d25d12efe79e41c99eb5b0bc5d5b278d",
+       "IPY_MODEL_d548ef70fcfc477e92ae9af81f0f8bcc",
+       "IPY_MODEL_f1758d61d6254a16800764c56a5d1ea7"
+      ],
+      "layout": "IPY_MODEL_fa5f3621d3e049b4a890ca7b1b6600e3"
+     }
+    },
+    "f1758d61d6254a16800764c56a5d1ea7": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "HTMLModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "HTMLModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "HTMLView",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_7e54d622953b4b6ca0704ad3665503d2",
+      "placeholder": "​",
+      "style": "IPY_MODEL_57f504d7ffb64e61af63a66ff76903de",
+      "value": " 1408/? [00:22&lt;00:00, 71.12it/s]"
+     }
+    },
+    "f20b40a0908d4fe2a8d19c2c919c16ef": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "FloatProgressModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "FloatProgressModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "ProgressView",
+      "bar_style": "success",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_c1ac23add90647d1957fddafb90e410e",
+      "max": 2648,
+      "min": 0,
+      "orientation": "horizontal",
+      "style": "IPY_MODEL_f87bd0e19c224e8f968162579d6db022",
+      "value": 2648
+     }
+    },
+    "f8683dc126714884a483d741c979d73f": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "DescriptionStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "DescriptionStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "description_width": ""
+     }
+    },
+    "f87bd0e19c224e8f968162579d6db022": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "ProgressStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "ProgressStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "bar_color": null,
+      "description_width": ""
+     }
+    },
+    "f9d79250133c42e2ba024b8b6ce0733a": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "f9fbc4382ba04d5281f771ca48f33f23": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "fa5f3621d3e049b4a890ca7b1b6600e3": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "fb1424cbb5d34c83b529863e52311455": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "ProgressStyleModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "ProgressStyleModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "StyleView",
+      "bar_color": null,
+      "description_width": ""
+     }
+    },
+    "fb3e30e67e134f4294e6e4d892f061db": {
+     "model_module": "@jupyter-widgets/controls",
+     "model_module_version": "1.5.0",
+     "model_name": "FloatProgressModel",
+     "state": {
+      "_dom_classes": [],
+      "_model_module": "@jupyter-widgets/controls",
+      "_model_module_version": "1.5.0",
+      "_model_name": "FloatProgressModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/controls",
+      "_view_module_version": "1.5.0",
+      "_view_name": "ProgressView",
+      "bar_style": "success",
+      "description": "",
+      "description_tooltip": null,
+      "layout": "IPY_MODEL_ad7acc761883460c8a2ddd1ce84bacab",
+      "max": 1308,
+      "min": 0,
+      "orientation": "horizontal",
+      "style": "IPY_MODEL_3f279fbd912945f69f77a37af2425dd1",
+      "value": 1308
+     }
+    },
+    "fddcbb928b924d22a418578923be212c": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    },
+    "ff646bde1bab434a97c67fd9dc9914ab": {
+     "model_module": "@jupyter-widgets/base",
+     "model_module_version": "1.2.0",
+     "model_name": "LayoutModel",
+     "state": {
+      "_model_module": "@jupyter-widgets/base",
+      "_model_module_version": "1.2.0",
+      "_model_name": "LayoutModel",
+      "_view_count": null,
+      "_view_module": "@jupyter-widgets/base",
+      "_view_module_version": "1.2.0",
+      "_view_name": "LayoutView",
+      "align_content": null,
+      "align_items": null,
+      "align_self": null,
+      "border": null,
+      "bottom": null,
+      "display": null,
+      "flex": null,
+      "flex_flow": null,
+      "grid_area": null,
+      "grid_auto_columns": null,
+      "grid_auto_flow": null,
+      "grid_auto_rows": null,
+      "grid_column": null,
+      "grid_gap": null,
+      "grid_row": null,
+      "grid_template_areas": null,
+      "grid_template_columns": null,
+      "grid_template_rows": null,
+      "height": null,
+      "justify_content": null,
+      "justify_items": null,
+      "left": null,
+      "margin": null,
+      "max_height": null,
+      "max_width": null,
+      "min_height": null,
+      "min_width": null,
+      "object_fit": null,
+      "object_position": null,
+      "order": null,
+      "overflow": null,
+      "overflow_x": null,
+      "overflow_y": null,
+      "padding": null,
+      "right": null,
+      "top": null,
+      "visibility": null,
+      "width": null
+     }
+    }
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file