Update README.md

README.md

@@ -31,6 +31,91 @@ The dataset is divided into train, validation, and test splits, ensuring a stric
 | test | 18,593 | 3 |
 | **Total** | **263,263** | **44** |
 
+
+
+📊 Analyzing 230254 durations (rows) from the Excel file...
+Analyzing durations: 100%|██████████| 230254/230254 [00:00<00:00, 326999.12it/s]
+========================================
+🎯 RESULTS BY THRESHOLD (Excel-based) 🎯
+========================================
+
+--- Rows (files) shorter than 500 seconds ---
+   📁 Number of rows: 230254
+   🎯 Total duration: 3968417.59 seconds
+   ⏰ Which is: 1102h 20m 17.59s
+
+--- Rows (files) shorter than 400 seconds ---
+   📁 Number of rows: 230253
+   🎯 Total duration: 3967958.12 seconds
+   ⏰ Which is: 1102h 12m 38.12s
+
+--- Rows (files) shorter than 300 seconds ---
+   📁 Number of rows: 230249
+   🎯 Total duration: 3966514.47 seconds
+   ⏰ Which is: 1101h 48m 34.47s
+
+--- Rows (files) shorter than 200 seconds ---
+   📁 Number of rows: 230219
+   🎯 Total duration: 3959690.55 seconds
+   ⏰ Which is: 1099h 54m 50.55s
+
+--- Rows (files) shorter than 100 seconds ---
+   📁 Number of rows: 229479
+   🎯 Total duration: 3866971.27 seconds
+   ⏰ Which is: 1074h 9m 31.27s
+
+--- Rows (files) shorter than 90 seconds ---
+   📁 Number of rows: 229066
+   🎯 Total duration: 3827934.93 seconds
+   ⏰ Which is: 1063h 18m 54.93s
+
+--- Rows (files) shorter than 80 seconds ---
+   📁 Number of rows: 228390
+   🎯 Total duration: 3770780.24 seconds
+   ⏰ Which is: 1047h 26m 20.24s
+
+--- Rows (files) shorter than 70 seconds ---
+   📁 Number of rows: 227276
+   🎯 Total duration: 3687626.85 seconds
+   ⏰ Which is: 1024h 20m 26.85s
+
+--- Rows (files) shorter than 60 seconds ---
+   📁 Number of rows: 225348
+   🎯 Total duration: 3563535.47 seconds
+   ⏰ Which is: 989h 52m 15.47s
+
+--- Rows (files) shorter than 50 seconds ---
+   📁 Number of rows: 221755
+   🎯 Total duration: 3367880.79 seconds
+   ⏰ Which is: 935h 31m 20.79s
+
+--- Rows (files) shorter than 40 seconds ---
+   📁 Number of rows: 215071
+   🎯 Total duration: 3071315.05 seconds
+   ⏰ Which is: 853h 8m 35.05s
+
+--- Rows (files) shorter than 30 seconds ---
+   📁 Number of rows: 199514
+   🎯 Total duration: 2538879.34 seconds
+   ⏰ Which is: 705h 14m 39.34s
+
+--- Rows (files) shorter than 20 seconds ---
+   📁 Number of rows: 163816
+   🎯 Total duration: 1669293.66 seconds
+   ⏰ Which is: 463h 41m 33.66s
+
+--- Rows (files) shorter than 10 seconds ---
+   📁 Number of rows: 85129
+   🎯 Total duration: 535014.06 seconds
+   ⏰ Which is: 148h 36m 54.06s
+
+--- Rows (files) shorter than 5 seconds ---
+   📁 Number of rows: 26516
+   🎯 Total duration: 101191.18 seconds
+   ⏰ Which is: 28h 6m 31.18s
+
+========================================
+
 ### Data Fields:
 Each instance in the dataset consists of the following fields: