Chameleon-company · liajohn30 · Mar 31, 2026 · Apr 2, 2026 · Apr 3, 2026 · May 17, 2026
diff --git a/Playground/Lia Annie John/Delivery_Demand_Prediction.ipynb b/Playground/Lia Annie John/Delivery_Demand_Prediction.ipynb
diff --git a/Playground/Lia Annie John/cleaned_orders.csv b/Playground/Lia Annie John/cleaned_orders.csv
diff --git a/Playground/Lia Annie John/lstm_overall_results.csv b/Playground/Lia Annie John/lstm_overall_results.csv
@@ -0,0 +1,3 @@
+Metric,Value
+MAE,4.173623509474203
+RMSE,5.582506338659327
diff --git a/Playground/Lia Annie John/lstm_zonewise_results.csv b/Playground/Lia Annie John/lstm_zonewise_results.csv
@@ -0,0 +1,11 @@
+zone,MAE,RMSE,R2
+0,5.458169534172811,7.18541815026228,-0.0075176697829562045
+1,3.398399272435148,4.315791960016869,-0.03821368982793971
+2,3.9927704770800094,5.205944391619478,-0.008954132551440841
+3,4.781616318393761,6.655177461181543,-0.002797583955654881
+4,3.835002899169922,4.972321740287772,-0.0407642525196954
+5,4.788164568618989,6.286309557294799,0.009493608465999004
+6,4.585632592859403,6.272160390440409,-0.0361393114357027
+7,4.102980492820202,5.168722544322878,-0.019468343426334966
+8,3.4035117458289776,4.6603528753115775,0.004610162030476372
+9,3.3899871933628134,4.240045160360593,0.027690626223884296
diff --git a/Playground/Lia Annie John/pivot_demand.csv b/Playground/Lia Annie John/pivot_demand.csv
diff --git a/Playground/Lia Annie John/talabat_enhanced_orders.csv b/Playground/Lia Annie John/talabat_enhanced_orders.csv
diff --git a/Playground/Lia Annie John/tgcn_best.pth b/Playground/Lia Annie John/tgcn_best.pth
diff --git a/Playground/Lia Annie John/tgcn_corrgraph_best.pth b/Playground/Lia Annie John/tgcn_corrgraph_best.pth
diff --git a/Playground/Lia Annie John/tgcn_feature_best.pth b/Playground/Lia Annie John/tgcn_feature_best.pth
diff --git a/Playground/Lia Annie John/tgcn_feature_corrgraph_overall_results.csv b/Playground/Lia Annie John/tgcn_feature_corrgraph_overall_results.csv
@@ -0,0 +1,3 @@
+Metric,Value
+MAE,4.625336170196533
+RMSE,6.395128076626384
diff --git a/Playground/Lia Annie John/tgcn_feature_corrgraph_test_preds.npy b/Playground/Lia Annie John/tgcn_feature_corrgraph_test_preds.npy
diff --git a/Playground/Lia Annie John/tgcn_feature_corrgraph_test_trues.npy b/Playground/Lia Annie John/tgcn_feature_corrgraph_test_trues.npy
diff --git a/Playground/Lia Annie John/tgcn_feature_corrgraph_zonewise_results.csv b/Playground/Lia Annie John/tgcn_feature_corrgraph_zonewise_results.csv
@@ -0,0 +1,11 @@
+zone,MAE,RMSE
+0,4.396953582763672,6.452135356545125
+1,6.203239917755127,8.377586307018447
+2,4.068955898284912,5.330675158081874
+3,5.814975261688232,8.077087926055675
+4,4.1067795753479,5.413617885107613
+5,5.592458724975586,7.561493357347667
+6,3.655073404312134,4.990624602526205
+7,3.9162745475769043,5.181442584794459
+8,4.769176483154297,6.339943631760952
+9,3.729477882385254,5.007509885979129
diff --git a/Playground/Lia Annie John/tgcn_feature_overall_results.csv b/Playground/Lia Annie John/tgcn_feature_overall_results.csv
@@ -0,0 +1,3 @@
+Metric,Value
+MAE,4.583034515380859
+RMSE,6.3616417446486135
diff --git a/Playground/Lia Annie John/tgcn_feature_sparse_best.pth b/Playground/Lia Annie John/tgcn_feature_sparse_best.pth
diff --git a/Playground/Lia Annie John/tgcn_feature_test_preds.npy b/Playground/Lia Annie John/tgcn_feature_test_preds.npy
diff --git a/Playground/Lia Annie John/tgcn_feature_test_trues.npy b/Playground/Lia Annie John/tgcn_feature_test_trues.npy
diff --git a/Playground/Lia Annie John/tgcn_feature_zonewise_results.csv b/Playground/Lia Annie John/tgcn_feature_zonewise_results.csv
@@ -0,0 +1,11 @@
+zone,MAE,RMSE
+0,4.4231672286987305,6.511103609592136
+1,6.0478363037109375,8.137514775932246
+2,3.954457998275757,5.29558140085174
+3,5.889314651489258,8.15992951979773
+4,4.094640731811523,5.376394401478923
+5,5.719016075134277,7.666185557431842
+6,3.5397114753723145,4.940607179709718
+7,3.8315935134887695,5.08743250096788
+8,4.773602485656738,6.370803648648942
+9,3.557006359100342,4.786325590543481
diff --git a/Playground/Lia Annie John/tgcn_graph_best.pth b/Playground/Lia Annie John/tgcn_graph_best.pth
diff --git a/Playground/Lia Annie John/tgcn_overall_results.csv b/Playground/Lia Annie John/tgcn_overall_results.csv
@@ -0,0 +1,3 @@
+Metric,Value
+MAE,4.691633701324463
+RMSE,6.499571566033579
diff --git a/Playground/Lia Annie John/tgcn_sparse_best.pth b/Playground/Lia Annie John/tgcn_sparse_best.pth
diff --git a/Playground/Lia Annie John/tgcn_sparse_overall_results.csv b/Playground/Lia Annie John/tgcn_sparse_overall_results.csv
@@ -0,0 +1,3 @@
+Metric,Value
+MAE,4.589795112609863
+RMSE,6.4220199382975
diff --git a/Playground/Lia Annie John/tgcn_sparse_test_preds.npy b/Playground/Lia Annie John/tgcn_sparse_test_preds.npy
diff --git a/Playground/Lia Annie John/tgcn_sparse_test_trues.npy b/Playground/Lia Annie John/tgcn_sparse_test_trues.npy
diff --git a/Playground/Lia Annie John/tgcn_sparse_zonewise_results.csv b/Playground/Lia Annie John/tgcn_sparse_zonewise_results.csv
@@ -0,0 +1,11 @@
+zone,MAE,RMSE
+0,5.97222900390625,8.21532667684168
+1,3.7219552993774414,4.9163450146651275
+2,4.131579875946045,5.69474113539159
+3,5.595373153686523,8.027654533217502
+4,3.878453493118286,5.224329358734493
+5,5.660752296447754,7.792941582424449
+6,5.141541481018066,7.33465922535931
+7,4.250248908996582,5.524728324735415
+8,4.018728256225586,5.547927627619498
+9,3.527092933654785,4.556877120282647
diff --git a/Playground/Lia Annie John/tgcn_test_preds.npy b/Playground/Lia Annie John/tgcn_test_preds.npy
diff --git a/Playground/Lia Annie John/tgcn_test_trues.npy b/Playground/Lia Annie John/tgcn_test_trues.npy
diff --git a/Playground/Lia Annie John/tgcn_zonewise_results.csv b/Playground/Lia Annie John/tgcn_zonewise_results.csv
@@ -0,0 +1,11 @@
+zone,MAE,RMSE
+0,6.356210708618164,8.302730469667983
+1,4.816816329956055,7.228046986463591
+2,4.099862098693848,5.162863264626848
+3,3.3108956813812256,4.386118901343605
+4,6.075256824493408,8.575094274775587
+5,5.65686559677124,7.847008503241931
+6,4.066778659820557,5.798285711095996
+7,3.8834753036499023,5.0141641265945545
+8,4.3139495849609375,5.529492115062387
+9,4.336226940155029,5.561122423673479
diff --git a/Playground/Lia Annie John/zone_time_features.csv b/Playground/Lia Annie John/zone_time_features.csv