diff --git a/notebook/embedding_evaluation_results.csv b/notebook/embedding_evaluation_results.csv
index ca36444..dc18c1f 100644
--- a/notebook/embedding_evaluation_results.csv
+++ b/notebook/embedding_evaluation_results.csv
@@ -1,20 +1,20 @@
-Model Name,Silhouette Score,Number of Clusters,Inertia,Time Taken,Dataframe
-MiniLM,0.11960382,5,237.39588928222656,2.053581953048706,program
-Multilingual MiniLM-L12,0.08325374,5,290.21875,5.75972318649292,program
-MiniLM-L6,0.11035912,5,571.3258666992188,2.0192809104919434,program
-Multilingual MPNet,0.08369456,5,155.02259826660156,12.441922187805176,program
-DistilRoBERTa,0.12846187,5,1018.4383544921875,6.481380939483643,program
-MiniLM-L12,0.12799306,5,329.1521911621094,3.630063056945801,program
-MiniLM-L3,0.12071672,5,379.4337463378906,1.1342201232910156,program
-XLM-RoBERTa Base Multilingual,0.08301076,5,3832.31884765625,13.68131399154663,program
-STSB XLM-R Multilingual,0.08100844,5,3811.87109375,14.685242652893066,program
-MS MARCO DistilBERT,0.100614764,5,574.8681640625,7.386200189590454,program
-MS MARCO BERT,0.083490565,5,940.9996948242188,13.73286747932434,program
-T5 Small,0.20431514,5,14.945524215698242,5.345735549926758,program
-T5 Base,0.15794554,5,85.44918823242188,14.70533537864685,program
-T5 Large,0.12672925,5,107.35397338867188,49.7868537902832,program
-FLAN-T5 Small,0.11102567,5,11.244317054748535,4.244720458984375,program
-FLAN-T5 Base,0.13777497,5,23.22261619567871,13.69825792312622,program
-FLAN-T5 Large,0.14374164,5,10.475720405578613,48.10481548309326,program
-RoBERTa Large v1,0.15544358,5,8350.0361328125,43.26704144477844,program
-MPNet Base v2,0.105043866,5,207.7939910888672,17.45214819908142,program
+Model Name,Silhouette Score,Number of Clusters,Inertia,Time Taken,dataframe
+MiniLM,0.06354355,5,2104.3017578125,54.27685880661011,course
+Multilingual MiniLM-L12,0.06972561,5,1927.947265625,85.25017595291138,course
+MiniLM-L6,0.06067439,5,6040.69921875,57.99323606491089,course
+Multilingual MPNet,0.055970665,5,1884.258056640625,280.28780150413513,course
+DistilRoBERTa,0.049180128,5,13973.9873046875,189.4291069507599,course
+MiniLM-L12,0.04269758,5,3714.1708984375,91.05372834205627,course
+MiniLM-L3,0.038517494,5,2678.4150390625,23.60778284072876,course
+XLM-RoBERTa Base Multilingual,0.0772015,5,49950.2265625,274.2704975605011,course
+STSB XLM-R Multilingual,0.0772015,5,49950.2265625,273.9363715648651,course
+MS MARCO DistilBERT,0.0336069,5,5619.89453125,125.42572975158691,course
+MS MARCO BERT,0.044978958,5,16743.794921875,270.5935227870941,course
+T5 Small,0.14505102,5,204.54937744140625,96.36832880973816,course
+T5 Base,0.06801192,5,996.11279296875,276.06297540664673,course
+T5 Large,0.041167583,5,1061.4306640625,1171.402776002884,course
+FLAN-T5 Small,0.10541956,5,162.1136932373047,110.28157162666321,course
+FLAN-T5 Base,0.06095163,5,388.6905517578125,410.9166672229767,course
+FLAN-T5 Large,0.10817401,5,129.44412231445312,1141.0945794582367,course
+RoBERTa Large v1,0.051263746,5,224872.84375,1197.821185350418,course
+MPNet Base v2,0.06346093,5,3160.8056640625,337.47362661361694,course