diff --git a/machine_learning/training_data.csv b/machine_learning/training_data.csv
index 3e7951e..5bec3a5 100644
--- a/machine_learning/training_data.csv
+++ b/machine_learning/training_data.csv
@@ -149,3 +149,53 @@ Irregular,High,No,Medium,High,Colorful,Low,Yes,PAPER
 Irregular,Low,No,Medium,Low,Dark,Medium,Yes,PLASTIC_AND_METAL
 Longitiudonal,Medium,Yes,Low,Low,Light,High,Yes,MIXED
 Flat,High,No,High,Low,Transparent,Low,No,PLASTIC_AND_METAL
+Longitiudonal,Medium,Yes,Medium,Medium,Light,Low,No,MIXED
+Irregular,High,Yes,High,Medium,Light,Medium,No,MIXED
+Round,Low,No,Low,High,Dark,Medium,Yes,PLASTIC_AND_METAL
+Longitiudonal,High,Yes,Medium,High,Transparent,Low,No,MIXED
+Longitiudonal,Medium,Yes,Medium,Low,Colorful,Low,No,MIXED
+Irregular,High,Yes,Medium,Medium,Colorful,Low,No,MIXED
+Flat,High,Yes,Medium,High,Transparent,Medium,Yes,PLASTIC_AND_METAL
+Longitiudonal,Low,Yes,High,High,Dark,Low,No,MIXED
+Round,Medium,No,Low,Low,Colorful,Low,No,GLASS
+Flat,Medium,Yes,Low,Low,Dark,High,No,MIXED
+Flat,Medium,No,Medium,Low,Light,Low,No,GLASS
+Flat,Low,No,High,High,Dark,Low,No,GLASS
+Longitiudonal,Medium,No,Low,High,Colorful,Medium,Yes,PLASTIC_AND_METAL
+Irregular,High,Yes,Medium,Medium,Light,Low,No,MIXED
+Longitiudonal,Low,Yes,Low,Low,Dark,Low,No,MIXED
+Irregular,Low,No,High,Low,Transparent,Low,No,GLASS
+Irregular,Medium,Yes,Low,High,Transparent,High,No,PLASTIC_AND_METAL
+Longitiudonal,High,No,Medium,High,Light,High,No,GLASS
+Flat,High,No,Medium,High,Light,High,Yes,PLASTIC_AND_METAL
+Round,High,No,Medium,Low,Colorful,Low,Yes,PLASTIC_AND_METAL
+Round,High,Yes,High,Low,Dark,High,No,BIO
+Flat,Medium,No,High,Medium,Colorful,High,No,PLASTIC_AND_METAL
+Flat,Low,No,High,Medium,Colorful,High,No,MIXED
+Flat,Low,Yes,Medium,High,Light,Medium,No,PAPER
+Round,Medium,Yes,Low,Medium,Transparent,Medium,Yes,PLASTIC_AND_METAL
+Flat,Low,Yes,High,High,Dark,Medium,Yes,MIXED
+Longitiudonal,Low,No,High,High,Light,High,Yes,PLASTIC_AND_METAL
+Flat,Low,No,Low,Medium,Transparent,Medium,No,GLASS
+Irregular,Low,No,High,Low,Colorful,Low,Yes,PLASTIC_AND_METAL
+Flat,Low,Yes,Low,Low,Transparent,High,Yes,GLASS
+Round,High,Yes,Medium,Medium,Transparent,Medium,Yes,MIXED
+Irregular,Medium,Yes,Medium,Low,Transparent,High,No,MIXED
+Longitiudonal,Low,Yes,High,Low,Dark,Medium,No,PLASTIC_AND_METAL
+Round,Medium,Yes,High,Low,Colorful,Medium,Yes,MIXED
+Irregular,High,No,High,Low,Transparent,Medium,No,GLASS
+Round,High,Yes,High,Medium,Transparent,Low,No,GLASS
+Irregular,Medium,Yes,Medium,Low,Dark,High,Yes,MIXED
+Round,Medium,No,Low,Medium,Colorful,Medium,Yes,PLASTIC_AND_METAL
+Irregular,Low,Yes,Low,Medium,Colorful,Low,No,GLASS
+Flat,Medium,No,Low,Medium,Light,High,Yes,PAPER
+Flat,Medium,Yes,Low,Low,Transparent,Medium,No,GLASS
+Flat,Medium,No,High,Medium,Dark,Low,No,GLASS
+Irregular,Low,No,Low,Low,Light,High,No,PLASTIC_AND_METAL
+Round,High,Yes,Medium,High,Dark,Medium,No,MIXED
+Longitiudonal,Low,No,Medium,Medium,Colorful,High,No,MIXED
+Irregular,Low,Yes,High,High,Dark,Medium,Yes,BIO
+Round,High,Yes,Low,Low,Light,Low,Yes,PLASTIC_AND_METAL
+Longitiudonal,Low,No,Low,Medium,Colorful,Low,No,GLASS
+Longitiudonal,Medium,No,High,Low,Dark,Medium,No,MIXED
+Longitiudonal,High,Yes,Low,High,Colorful,Low,Yes,MIXED
\ No newline at end of file
diff --git a/model.pkl b/model.pkl
new file mode 100644
index 0000000..062ea22
Binary files /dev/null and b/model.pkl differ