diff --git "a/splits/test_III.csv" "b/splits/test_III.csv"
new file mode 100644--- /dev/null
+++ "b/splits/test_III.csv"
@@ -0,0 +1,435 @@
+video_id,start_time,end_time,setting,bg-noise,water_temperature,liquid,container_id,flow_rate_appx,comment,clean,time_annotation_mode,shape,material,visibility,example_video_id,measurements,hyperparameters,physical_parameters,item_id,video_clip_path,audio_clip_path,box_path,mask_path,file_name
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+VID_20240118_221603,2.81,32.93244,ws-kitchen,no,normal,water_normal,container_14,constant,,yes,manual,cylindrical,plastic_pp,transparent,VID_20240118_221603,"{'diameter_top': 11.28, 'diameter_bottom': 10.6, 'net_height': 14.5}",,,VID_20240118_221603_2.8_32.9,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240118_221603_2.8_32.9.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240118_221603_2.8_32.9.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240118_221603_box.npy,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240118_221603_mask.npy,videos/VID_20240118_221603_2.8_32.9.mp4
+VID_20240122_001417,2.311,15.25226,ws-kitchen,no,normal,water_normal,container_15,constant,,yes,manual,semiconical,glass,transparent,VID_20240122_001417,"{'diameter_top': 6.3, 'diameter_bottom': 0.0, 'net_height': 9.8}",,,VID_20240122_001417_2.3_15.3,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240122_001417_2.3_15.3.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240122_001417_2.3_15.3.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240122_001417_box.npy,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240122_001417_mask.npy,videos/VID_20240122_001417_2.3_15.3.mp4
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+VID_20240211_192206,2.026,11.35642,vgg-mrcr,no,normal,water_normal,container_21,constant,"cup with a handle, gray",yes,manual,cylindrical,ceramic,opaque,VID_20240211_192101,"{'diameter_top': 8.0, 'diameter_bottom': 7.7, 'net_height': 9.0, 'thickness': 0.28}",{'beta': 0.08},,VID_20240211_192206_2.0_11.4,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240211_192206_2.0_11.4.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240211_192206_2.0_11.4.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240211_192206_box.npy,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240211_192206_mask.npy,videos/VID_20240211_192206_2.0_11.4.mp4
+VID_20240211_192236,2.54392,13.37726,vgg-mrcr,no,normal,water_normal,container_21,constant,"cup with a handle, gray",yes,manual,cylindrical,ceramic,opaque,VID_20240211_192101,"{'diameter_top': 8.0, 'diameter_bottom': 7.7, 'net_height': 9.0, 'thickness': 0.28}",{'beta': 0.08},,VID_20240211_192236_2.5_13.4,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240211_192236_2.5_13.4.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240211_192236_2.5_13.4.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240211_192236_box.npy,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240211_192236_mask.npy,videos/VID_20240211_192236_2.5_13.4.mp4
+VID_20240211_192312,1.851,8.87726,vgg-mrcr,no,normal,water_normal,container_22,constant,"cup with a handle, white-red",yes,manual,cylindrical,ceramic,opaque,VID_20240211_192312,"{'diameter_top': 8.0, 'diameter_bottom': 8.0, 'net_height': 9.5, 'thickness': 0.29}",{'beta': 0.08},,VID_20240211_192312_1.9_8.9,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240211_192312_1.9_8.9.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240211_192312_1.9_8.9.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240211_192312_box.npy,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240211_192312_mask.npy,videos/VID_20240211_192312_1.9_8.9.mp4
+VID_20240211_192339,1.761,12.77309,vgg-mrcr,no,normal,water_normal,container_22,constant,"cup with a handle, white-red",yes,manual,cylindrical,ceramic,opaque,VID_20240211_192312,"{'diameter_top': 8.0, 'diameter_bottom': 8.0, 'net_height': 9.5, 'thickness': 0.29}",{'beta': 0.08},,VID_20240211_192339_1.8_12.8,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240211_192339_1.8_12.8.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240211_192339_1.8_12.8.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240211_192339_box.npy,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240211_192339_mask.npy,videos/VID_20240211_192339_1.8_12.8.mp4
+VID_20240211_192409,2.063,14.35642,vgg-mrcr,no,normal,water_normal,container_22,constant,"cup with a handle, white-red",yes,manual,cylindrical,ceramic,opaque,VID_20240211_192312,"{'diameter_top': 8.0, 'diameter_bottom': 8.0, 'net_height': 9.5, 'thickness': 0.29}",{'beta': 0.08},,VID_20240211_192409_2.1_14.4,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240211_192409_2.1_14.4.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240211_192409_2.1_14.4.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240211_192409_box.npy,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240211_192409_mask.npy,videos/VID_20240211_192409_2.1_14.4.mp4
+VID_20240211_192441,2.079,15.35642,vgg-mrcr,no,normal,water_normal,container_22,constant,"cup with a handle, white-red",yes,manual,cylindrical,ceramic,opaque,VID_20240211_192312,"{'diameter_top': 8.0, 'diameter_bottom': 8.0, 'net_height': 9.5, 'thickness': 0.29}",{'beta': 0.08},,VID_20240211_192441_2.1_15.4,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240211_192441_2.1_15.4.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240211_192441_2.1_15.4.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240211_192441_box.npy,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240211_192441_mask.npy,videos/VID_20240211_192441_2.1_15.4.mp4
+VID_20240211_192516,2.391,12.83559,vgg-mrcr,no,normal,water_normal,container_3,constant,,yes,manual,cylindrical,glass,transparent,VID_20240118_192450,"{'diameter_top': 6.5, 'diameter_bottom': 5.5, 'net_height': 12}",,,VID_20240211_192516_2.4_12.8,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240211_192516_2.4_12.8.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240211_192516_2.4_12.8.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240211_192516_box.npy,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240211_192516_mask.npy,videos/VID_20240211_192516_2.4_12.8.mp4
+VID_20240211_192544,2.324,13.85642,vgg-mrcr,no,normal,water_normal,container_3,constant,,yes,manual,cylindrical,glass,transparent,VID_20240118_192450,"{'diameter_top': 6.5, 'diameter_bottom': 5.5, 'net_height': 12}",,,VID_20240211_192544_2.3_13.9,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240211_192544_2.3_13.9.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240211_192544_2.3_13.9.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240211_192544_box.npy,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240211_192544_mask.npy,videos/VID_20240211_192544_2.3_13.9.mp4
+VID_20240211_192614,2.267,14.10642,vgg-mrcr,no,normal,water_normal,container_3,constant,interruption in flow,yes,manual,cylindrical,glass,transparent,VID_20240118_192450,"{'diameter_top': 6.5, 'diameter_bottom': 5.5, 'net_height': 12}",,,VID_20240211_192614_2.3_14.1,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240211_192614_2.3_14.1.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240211_192614_2.3_14.1.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240211_192614_box.npy,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240211_192614_mask.npy,videos/VID_20240211_192614_2.3_14.1.mp4
+VID_20240211_192642,1.876,9.75226,vgg-mrcr,no,normal,water_normal,container_3,constant,,yes,manual,cylindrical,glass,transparent,VID_20240118_192450,"{'diameter_top': 6.5, 'diameter_bottom': 5.5, 'net_height': 12}",,,VID_20240211_192642_1.9_9.8,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240211_192642_1.9_9.8.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/videos/VID_20240211_192642_1.9_9.8.mp4,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240211_192642_box.npy,/work/piyush/from_nfs2/datasets/SoundOfWater/annotations/container_bboxes/VID_20240211_192642_mask.npy,videos/VID_20240211_192642_1.9_9.8.mp4
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