diff --git a/README.md b/README.md
index 45ec0d2..3872182 100644
--- a/README.md
+++ b/README.md
@@ -166,10 +166,13 @@ cd data/activitynet
 # download the activitynet annotations
 wget http://ec2-52-25-205-214.us-west-2.compute.amazonaws.com/files/activity_net.v1-3.min.json
 
-mkdir -p frames_uncropped
-cd frames_uncropped
-# TBD wget ...middleframes_val.tar
-tar -xf middleframes_val.tar
+pip install fiftyone pytube
+python -c 'import fiftyone; fiftyone.zoo.load_zoo_dataset("activitynet-200", split="validation", dataset_dir=".", progress=True, max_samples=4926)'
+
+# mkdir -p frames_uncropped
+# cd frames_uncropped
+# # TBD wget ...middleframes_val.tar
+# tar -xf middleframes_val.tar
 
 cd ../../..
 
@@ -401,8 +404,10 @@ See `run_scripts/` for running the model evaluation and computing the metrics. S
 ## Dev commands
 
 ```bash
+pip install -U pytest black[jupyter] md-toc
 python -m pytest
 black -l 100 ovqa tests *.py
+python update_toc.py
 
 ```
 
diff --git a/ovqa/annotations/activitynet/activity_net.v1-3.min.json b/ovqa/annotations/activitynet/activity_net.v1-3.min.json
deleted file mode 100644
index b0a5a82..0000000
--- a/ovqa/annotations/activitynet/activity_net.v1-3.min.json
+++ /dev/null
@@ -1 +0,0 @@
-{"taxonomy": [{"parentName": "Health-related self care", "nodeName": "Applying sunscreen", "nodeId": 389, "parentId": 269}, {"parentName": "Health-related Self Care", "nodeName": "Health-related self care", "nodeId": 269, "parentId": 270}, {"parentName": "Personal Care", "nodeName": "Health-related Self Care", "nodeId": 270, "parentId": 2}, {"parentName": "Wrestling", "nodeName": "Arm wrestling", "nodeId": 271, "parentId": 272}, {"parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Wrestling", "nodeId": 272, "parentId": 17}, {"parentName": "Vehicle repair and maintenance (by self)", "nodeName": "Assembling bicycle", "nodeId": 273, "parentId": 56}, {"parentName": "Biking", "nodeName": "BMX", "nodeId": 274, "parentId": 275}, {"parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Biking", "nodeId": 275, "parentId": 17}, {"parentName": "Food and drink preparation ", "nodeName": "Baking cookies", "nodeId": 276, "parentId": 31}, {"parentName": "Playing sports", "nodeName": "Baton twirling", "nodeId": 277, "parentId": 64}, {"parentName": "Playing soccer", "nodeName": "Beach soccer", "nodeId": 278, "parentId": 279}, {"parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Playing soccer", "nodeId": 279, "parentId": 17}, {"parentName": "Playing games", "nodeName": "Beer pong", "nodeId": 280, "parentId": 48}, {"parentName": "Washing, dressing and grooming oneself", "nodeName": "Blow-drying hair", "nodeId": 281, "parentId": 62}, {"parentName": "Lawn, garden, and houseplant care", "nodeName": "Blowing leaves", "nodeId": 282, "parentId": 66}, {"parentName": "Bowling", "nodeName": "Playing ten pins", "nodeId": 283, "parentId": 284}, {"parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Bowling", "nodeId": 284, "parentId": 17}, {"parentName": "Washing, dressing and grooming oneself", "nodeName": "Braiding hair", "nodeId": 285, "parentId": 62}, {"parentName": "Beach activities", "nodeName": "Building sandcastles", "nodeId": 286, "parentId": 287}, {"parentName": "Arts and Entertainment", "nodeName": "Beach activities", "nodeId": 287, "parentId": 21}, {"parentName": "Participating in rodeo competitions", "nodeName": "Bullfighting", "nodeId": 288, "parentId": 289}, {"parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Participating in rodeo competitions", "nodeId": 289, "parentId": 17}, {"parentName": "Participating in rodeo competitions", "nodeName": "Calf roping", "nodeId": 290, "parentId": 289}, {"parentName": "Playing sports", "nodeName": "Camel ride", "nodeId": 291, "parentId": 64}, {"parentName": "Boating", "nodeName": "Canoeing", "nodeId": 292, "parentId": 293}, {"parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Boating", "nodeId": 293, "parentId": 17}, {"parentName": "Participating in martial arts", "nodeName": "Capoeira", "nodeId": 294, "parentId": 27}, {"parentName": "Interior arrangement, decoration, & repairs", "nodeName": "Carving jack-o-lanterns", "nodeId": 295, "parentId": 33}, {"parentName": "Vehicle repair and maintenance (by self)", "nodeName": "Changing car wheel", "nodeId": 296, "parentId": 56}, {"parentName": "Interior arrangement, decoration, & repairs", "nodeName": "Cleaning sink", "nodeId": 297, "parentId": 33}, {"parentName": "Care for animals and pets (not veterinary care)", "nodeName": "Clipping cat claws", "nodeId": 298, "parentId": 65}, {"parentName": "Playing sports", "nodeName": "Croquet", "nodeId": 299, "parentId": 64}, {"parentName": "Playing sports", "nodeName": "Curling", "nodeId": 300, "parentId": 64}, {"parentName": "Lawn, garden, and houseplant care", "nodeName": "Cutting the grass", "nodeId": 301, "parentId": 66}, {"parentName": "Interior arrangement, decoration, & repairs", "nodeName": "Decorating the Christmas tree", "nodeId": 302, "parentId": 33}, {"parentName": "Walking / exercising / playing with animals", "nodeName": "Disc dog", "nodeId": 303, "parentId": 26}, {"parentName": "Playing sports", "nodeName": "Doing a powerbomb", "nodeId": 304, "parentId": 64}, {"parentName": "Working out", "nodeName": "Doing crunches", "nodeId": 305, "parentId": 306}, {"parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Working out", "nodeId": 306, "parentId": 17}, {"parentName": "Playing musical instruments", "nodeName": "Drum corps", "nodeId": 307, "parentId": 61}, {"parentName": "Using cardiovascular equipment", "nodeName": "Elliptical trainer", "nodeId": 308, "parentId": 58}, {"parentName": "Fencing", "nodeName": "Doing fencing", "nodeId": 309, "parentId": 310}, {"parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Fencing", "nodeId": 310, "parentId": 17}, {"parentName": "Exterior repair, improvements, & decoration", "nodeName": "Fixing the roof", "nodeId": 311, "parentId": 312}, {"parentName": "Exterior Maintenance, Repair, & Decoration", "nodeName": "Exterior repair, improvements, & decoration", "nodeId": 312, "parentId": 12}, {"parentName": "Park activities", "nodeName": "Fun sliding down", "nodeId": 313, "parentId": 314}, {"parentName": "Arts and Entertainment", "nodeName": "Park activities", "nodeId": 314, "parentId": 21}, {"parentName": "Playing soccer", "nodeName": "Futsal", "nodeId": 315, "parentId": 279}, {"parentName": "Washing, dressing and grooming oneself", "nodeName": "Gargling mouthwash", "nodeId": 316, "parentId": 62}, {"parentName": "Care for animals and pets (not veterinary care)", "nodeName": "Grooming dog", "nodeId": 317, "parentId": 65}, {"parentName": "Vehicle repair and maintenance (by self)", "nodeName": "Hand car wash", "nodeId": 318, "parentId": 56}, {"parentName": "Interior arrangement, decoration, & repairs", "nodeName": "Hanging wallpaper", "nodeId": 319, "parentId": 33}, {"parentName": "Eating and Drinking", "nodeName": "Having an ice cream", "nodeId": 320, "parentId": 46}, {"parentName": "Playing games", "nodeName": "Hitting a pinata", "nodeId": 321, "parentId": 48}, {"parentName": "Playing games", "nodeName": "Hula hoop", "nodeId": 322, "parentId": 48}, {"parentName": "Playing sports", "nodeName": "Hurling", "nodeId": 323, "parentId": 64}, {"parentName": "Fishing", "nodeName": "Ice fishing", "nodeId": 324, "parentId": 325}, {"parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Fishing", "nodeId": 325, "parentId": 17}, {"parentName": "Interior arrangement, decoration, & repairs", "nodeName": "Installing carpet", "nodeId": 326, "parentId": 33}, {"parentName": "Playing games", "nodeName": "Kite flying", "nodeId": 327, "parentId": 48}, {"parentName": "Working out", "nodeName": "Kneeling", "nodeId": 328, "parentId": 306}, {"parentName": "Sewing, repairing, & maintaining textiles", "nodeName": "Knitting", "nodeId": 329, "parentId": 45}, {"parentName": "Interior arrangement, decoration, & repairs", "nodeName": "Laying tile", "nodeId": 330, "parentId": 33}, {"parentName": "Playing sports", "nodeName": "Longboarding", "nodeId": 331, "parentId": 64}, {"parentName": "Food and drink preparation ", "nodeName": "Making a cake", "nodeId": 332, "parentId": 31}, {"parentName": "Food and drink preparation ", "nodeName": "Making a lemonade", "nodeId": 333, "parentId": 31}, {"parentName": "Food and drink preparation ", "nodeName": "Making an omelette", "nodeId": 334, "parentId": 31}, {"parentName": "Interior cleaning", "nodeName": "Mooping floor", "nodeId": 335, "parentId": 37}, {"parentName": "Exterior Maintenance, Repair, & Decoration", "nodeName": "Painting fence", "nodeId": 336, "parentId": 12}, {"parentName": "Building and repairing furniture", "nodeName": "Painting furniture", "nodeId": 337, "parentId": 338}, {"parentName": "Interior Maintenance, Repair, & Decoration", "nodeName": "Building and repairing furniture", "nodeId": 338, "parentId": 15}, {"parentName": "Food and drink preparation ", "nodeName": "Peeling potatoes", "nodeId": 339, "parentId": 31}, {"parentName": "Interior arrangement, decoration, & repairs", "nodeName": "Plastering", "nodeId": 340, "parentId": 33}, {"parentName": "Playing volleyball", "nodeName": "Playing beach volleyball", "nodeId": 341, "parentId": 342}, {"parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Playing volleyball", "nodeId": 342, "parentId": 17}, {"parentName": "Attending gambling establishments", "nodeName": "Playing blackjack", "nodeId": 343, "parentId": 344}, {"parentName": "Arts and Entertainment", "nodeName": "Attending gambling establishments", "nodeId": 344, "parentId": 21}, {"parentName": "Playing musical instruments", "nodeName": "Playing congas", "nodeId": 345, "parentId": 61}, {"parentName": "Playing musical instruments", "nodeName": "Playing drums", "nodeId": 346, "parentId": 61}, {"parentName": "Playing hockey", "nodeName": "Playing ice hockey", "nodeId": 347, "parentId": 60}, {"parentName": "Playing games", "nodeName": "Playing pool", "nodeId": 348, "parentId": 48}, {"parentName": "Playing games", "nodeName": "Playing rubik cube", "nodeId": 349, "parentId": 48}, {"parentName": "Playing sports", "nodeName": "Powerbocking", "nodeId": 350, "parentId": 64}, {"parentName": "Washing, dressing and grooming oneself", "nodeName": "Putting in contact lenses", "nodeId": 351, "parentId": 62}, {"parentName": "Washing, dressing and grooming oneself", "nodeName": "Putting on shoes", "nodeId": 352, "parentId": 62}, {"parentName": "Boating", "nodeName": "Rafting", "nodeId": 353, "parentId": 293}, {"parentName": "Lawn, garden, and houseplant care", "nodeName": "Raking leaves", "nodeId": 354, "parentId": 66}, {"parentName": "Vehicle repair and maintenance (by self)", "nodeName": "Removing ice from car", "nodeId": 355, "parentId": 56}, {"parentName": "Playing games", "nodeName": "Riding bumper cars", "nodeId": 356, "parentId": 48}, {"parentName": "Boating", "nodeName": "River tubing", "nodeId": 357, "parentId": 293}, {"parentName": "Playing games", "nodeName": "Rock-paper-scissors", "nodeId": 358, "parentId": 48}, {"parentName": "Playing sports", "nodeName": "Rollerblading", "nodeId": 359, "parentId": 64}, {"parentName": "Exterior repair, improvements, & decoration", "nodeName": "Roof shingle removal", "nodeId": 360, "parentId": 312}, {"parentName": "Working out", "nodeName": "Rope skipping", "nodeId": 361, "parentId": 306}, {"parentName": "Running", "nodeName": "Running a marathon", "nodeId": 362, "parentId": 363}, {"parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Running", "nodeId": 363, "parentId": 17}, {"parentName": "Participating in water sports", "nodeName": "Scuba diving", "nodeId": 364, "parentId": 42}, {"parentName": "Appliance, tool, and toy set-up, repair, & maintenance (by self)", "nodeName": "Sharpening knives", "nodeId": 365, "parentId": 366}, {"parentName": "Appliances, Tools, and Toys", "nodeName": "Appliance, tool, and toy set-up, repair, & maintenance (by self)", "nodeId": 366, "parentId": 367}, {"parentName": "Household Activities", "nodeName": "Appliances, Tools, and Toys", "nodeId": 367, "parentId": 1}, {"parentName": "Playing games", "nodeName": "Shuffleboard", "nodeId": 368, "parentId": 48}, {"parentName": "Skiing, ice skating, snowboarding", "nodeName": "Skiing", "nodeId": 369, "parentId": 370}, {"parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Skiing, ice skating, snowboarding", "nodeId": 370, "parentId": 17}, {"parentName": "Playing games", "nodeName": "Slacklining", "nodeId": 371, "parentId": 48}, {"parentName": "Skiing, ice skating, snowboarding", "nodeName": "Snow tubing", "nodeId": 372, "parentId": 370}, {"parentName": "Skiing, ice skating, snowboarding", "nodeName": "Snowboarding", "nodeId": 373, "parentId": 370}, {"parentName": "Lawn, garden, and houseplant care", "nodeName": "Spread mulch", "nodeId": 374, "parentId": 66}, {"parentName": "Wrestling", "nodeName": "Sumo", "nodeId": 375, "parentId": 272}, {"parentName": "Participating in water sports", "nodeName": "Surfing", "nodeId": 376, "parentId": 42}, {"parentName": "Participating in water sports", "nodeName": "Swimming", "nodeId": 377, "parentId": 42}, {"parentName": "Park activities", "nodeName": "Swinging at the playground", "nodeId": 378, "parentId": 314}, {"parentName": "Playing games", "nodeName": "Table soccer", "nodeId": 379, "parentId": 48}, {"parentName": "Playing games", "nodeName": "Throwing darts", "nodeId": 380, "parentId": 48}, {"parentName": "Lawn, garden, and houseplant care", "nodeName": "Trimming branches or hedges", "nodeId": 381, "parentId": 66}, {"parentName": "Playing games", "nodeName": "Tug of war", "nodeId": 382, "parentId": 48}, {"parentName": "Park activities", "nodeName": "Using the monkey bar", "nodeId": 383, "parentId": 314}, {"parentName": "Using cardiovascular equipment", "nodeName": "Using the rowing machine", "nodeId": 384, "parentId": 58}, {"parentName": "Participating in water sports", "nodeName": "Wakeboarding", "nodeId": 385, "parentId": 42}, {"parentName": "Participating in water sports", "nodeName": "Waterskiing", "nodeId": 386, "parentId": 42}, {"parentName": "Appliance, tool, and toy set-up, repair, & maintenance (by self)", "nodeName": "Waxing skis", "nodeId": 387, "parentId": 366}, {"parentName": "Appliance, tool, and toy set-up, repair, & maintenance (by self)", "nodeName": "Welding", "nodeId": 388, "parentId": 366}, {"nodeId": 68, "parentName": "Eating and Drinking", "nodeName": "Drinking coffee", "parentId": 46}, {"nodeId": 46, "parentName": "Food & Drink Prep., Presentation, & Clean-up", "nodeName": "Eating and Drinking", "parentId": 18}, {"nodeId": 18, "parentName": "Eating and drinking Activities", "nodeName": "Food & Drink Prep., Presentation, & Clean-up", "parentId": 4}, {"nodeId": 4, "parentName": "Root", "nodeName": "Eating and drinking Activities", "parentId": 0}, {"nodeId": 0, "parentName": null, "nodeName": "Root", "parentId": null}, {"nodeId": 69, "parentName": "Doing aerobics", "nodeName": "Zumba", "parentId": 55}, {"nodeId": 55, "parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Doing aerobics", "parentId": 17}, {"nodeId": 17, "parentName": "Sports, Exercise, and Recreation", "nodeName": "Participating in Sports, Exercise, or Recreation", "parentId": 5}, {"nodeId": 5, "parentName": "Root", "nodeName": "Sports, Exercise, and Recreation", "parentId": 0}, {"nodeId": 70, "parentName": "Participating in martial arts", "nodeName": "Doing kickboxing", "parentId": 27}, {"nodeId": 27, "parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Participating in martial arts", "parentId": 17}, {"nodeId": 99, "parentName": "Participating in martial arts", "nodeName": "Doing karate", "parentId": 27}, {"nodeId": 73, "parentName": "Dancing", "nodeName": "Tango", "parentId": 23}, {"nodeId": 23, "parentName": "Arts and Entertainment", "nodeName": "Dancing", "parentId": 21}, {"nodeId": 21, "parentName": "Socializing, Relaxing, and Leisure", "nodeName": "Arts and Entertainment", "parentId": 7}, {"nodeId": 7, "parentName": "Root", "nodeName": "Socializing, Relaxing, and Leisure", "parentId": 0}, {"nodeId": 76, "parentName": "Washing, dressing and grooming oneself", "nodeName": "Putting on makeup", "parentId": 62}, {"nodeId": 62, "parentName": "Grooming", "nodeName": "Washing, dressing and grooming oneself", "parentId": 20}, {"nodeId": 20, "parentName": "Personal Care", "nodeName": "Grooming", "parentId": 2}, {"nodeId": 2, "parentName": "Root", "nodeName": "Personal Care", "parentId": 0}, {"nodeId": 195, "parentName": "Playing sports", "nodeName": "High jump", "parentId": 64}, {"nodeId": 64, "parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Playing sports", "parentId": 17}, {"nodeId": 136, "parentName": "Playing musical instruments", "nodeName": "Playing bagpipes", "parentId": 61}, {"nodeId": 61, "parentName": "Arts and Entertainment", "nodeName": "Playing musical instruments", "parentId": 21}, {"nodeId": 140, "parentName": "Dancing", "nodeName": "Cheerleading", "parentId": 23}, {"nodeId": 179, "parentName": "Household & personal organization and planning", "nodeName": "Wrapping presents", "parentId": 41}, {"nodeId": 41, "parentName": "Household Management", "nodeName": "Household & personal organization and planning", "parentId": 19}, {"nodeId": 19, "parentName": "Household Activities", "nodeName": "Household Management", "parentId": 1}, {"nodeId": 1, "parentName": "Root", "nodeName": "Household Activities", "parentId": 0}, {"nodeId": 82, "parentName": "Playing sports", "nodeName": "Cricket", "parentId": 64}, {"nodeId": 84, "parentName": "Weightlifting", "nodeName": "Clean and jerk", "parentId": 35}, {"nodeId": 35, "parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Weightlifting", "parentId": 17}, {"nodeId": 186, "parentName": "Food and drink preparation ", "nodeName": "Preparing pasta", "parentId": 31}, {"nodeId": 31, "parentName": "Food & Drink Prep., Presentation, & Clean-up", "nodeName": "Food and drink preparation ", "parentId": 18}, {"nodeId": 90, "parentName": "Care for animals and pets (not veterinary care)", "nodeName": "Bathing dog", "parentId": 65}, {"nodeId": 65, "parentName": "Animals and Pets", "nodeName": "Care for animals and pets (not veterinary care)", "parentId": 22}, {"nodeId": 22, "parentName": "Household Activities", "nodeName": "Animals and Pets", "parentId": 1}, {"nodeId": 92, "parentName": "Playing sports", "nodeName": "Discus throw", "parentId": 64}, {"nodeId": 94, "parentName": "Playing hockey", "nodeName": "Playing field hockey", "parentId": 60}, {"nodeId": 60, "parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Playing hockey", "parentId": 17}, {"nodeId": 95, "parentName": "Walking / exercising / playing with animals", "nodeName": "Grooming horse", "parentId": 26}, {"nodeId": 26, "parentName": "Animals and Pets", "nodeName": "Walking / exercising / playing with animals", "parentId": 22}, {"nodeId": 96, "parentName": "Food and drink preparation ", "nodeName": "Preparing salad", "parentId": 31}, {"nodeId": 100, "parentName": "Playing musical instruments", "nodeName": "Playing harmonica", "parentId": 61}, {"nodeId": 109, "parentName": "Playing musical instruments", "nodeName": "Playing saxophone", "parentId": 61}, {"nodeId": 110, "parentName": "Heating and cooling", "nodeName": "Chopping wood", "parentId": 34}, {"nodeId": 34, "parentName": "Interior Maintenance, Repair, & Decoration", "nodeName": "Heating and cooling", "parentId": 15}, {"nodeId": 15, "parentName": "Household Activities", "nodeName": "Interior Maintenance, Repair, & Decoration", "parentId": 1}, {"nodeId": 113, "parentName": "Washing, dressing and grooming oneself", "nodeName": "Washing face", "parentId": 62}, {"nodeId": 114, "parentName": "Doing gymnastics", "nodeName": "Using the pommel horse", "parentId": 24}, {"nodeId": 24, "parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Doing gymnastics", "parentId": 17}, {"nodeId": 116, "parentName": "Playing sports", "nodeName": "Javelin throw", "parentId": 64}, {"nodeId": 117, "parentName": "Using cardiovascular equipment", "nodeName": "Spinning", "parentId": 58}, {"nodeId": 58, "parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Using cardiovascular equipment", "parentId": 17}, {"nodeId": 119, "parentName": "Playing racquet sports ", "nodeName": "Ping-pong", "parentId": 54}, {"nodeId": 54, "parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Playing racquet sports ", "parentId": 17}, {"nodeId": 129, "parentName": "Food and drink preparation ", "nodeName": "Making a sandwich", "parentId": 31}, {"nodeId": 125, "parentName": "Washing, dressing and grooming oneself", "nodeName": "Brushing hair", "parentId": 62}, {"nodeId": 251, "parentName": "Playing musical instruments", "nodeName": "Playing guitarra", "parentId": 61}, {"nodeId": 230, "parentName": "Doing aerobics", "nodeName": "Doing step aerobics", "parentId": 55}, {"nodeId": 135, "parentName": "Eating and Drinking", "nodeName": "Drinking beer", "parentId": 46}, {"nodeId": 75, "parentName": "Participating in equestrian sports", "nodeName": "Playing polo", "parentId": 49}, {"nodeId": 49, "parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Participating in equestrian sports", "parentId": 17}, {"nodeId": 79, "parentName": "Weightlifting", "nodeName": "Snatch", "parentId": 35}, {"nodeId": 141, "parentName": "Playing sports", "nodeName": "Paintball", "parentId": 64}, {"nodeId": 80, "parentName": "Playing sports", "nodeName": "Long jump", "parentId": 64}, {"nodeId": 143, "parentName": "Interior cleaning", "nodeName": "Cleaning windows", "parentId": 37}, {"nodeId": 37, "parentName": "Housework", "nodeName": "Interior cleaning", "parentId": 16}, {"nodeId": 16, "parentName": "Household Activities", "nodeName": "Housework", "parentId": 1}, {"nodeId": 148, "parentName": "Washing, dressing and grooming oneself", "nodeName": "Brushing teeth", "parentId": 62}, {"nodeId": 149, "parentName": "Playing musical instruments", "nodeName": "Playing flauta", "parentId": 61}, {"nodeId": 152, "parentName": "Playing racquet sports ", "nodeName": "Tennis serve with ball bouncing", "parentId": 54}, {"nodeId": 154, "parentName": "Playing sports", "nodeName": "Bungee jumping", "parentId": 64}, {"nodeId": 155, "parentName": "Playing sports", "nodeName": "Triple jump", "parentId": 64}, {"nodeId": 175, "parentName": "Participating in equestrian sports", "nodeName": "Horseback riding", "parentId": 49}, {"nodeId": 159, "parentName": "Playing basketball", "nodeName": "Layup drill in basketball", "parentId": 52}, {"nodeId": 52, "parentName": "Participating in Sports, Exercise, or Recreation", "nodeName": "Playing basketball", "parentId": 17}, {"nodeId": 160, "parentName": "Interior cleaning", "nodeName": "Vacuuming floor", "parentId": 37}, {"nodeId": 134, "parentName": "Sewing, repairing, & maintaining textiles", "nodeName": "Cleaning shoes", "parentId": 45}, {"nodeId": 45, "parentName": "Housework", "nodeName": "Sewing, repairing, & maintaining textiles", "parentId": 16}, {"nodeId": 167, "parentName": "Washing, dressing and grooming oneself", "nodeName": "Doing nails", "parentId": 62}, {"nodeId": 169, "parentName": "Playing sports", "nodeName": "Shot put", "parentId": 64}, {"nodeId": 171, "parentName": "Vehicle repair and maintenance (by self)", "nodeName": "Fixing bicycle", "parentId": 56}, {"nodeId": 56, "parentName": "Vehicles", "nodeName": "Vehicle repair and maintenance (by self)", "parentId": 13}, {"nodeId": 13, "parentName": "Household Activities", "nodeName": "Vehicles", "parentId": 1}, {"nodeId": 173, "parentName": "Washing, dressing and grooming oneself", "nodeName": "Washing hands", "parentId": 62}, {"nodeId": 83, "parentName": "Laundry", "nodeName": "Ironing 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[]}}}
\ No newline at end of file
diff --git a/ovqa/annotations/activitynet/activitynet_val_video_ids.json b/ovqa/annotations/activitynet/activitynet_val_video_ids.json
new file mode 100644
index 0000000..77e6aa1
--- /dev/null
+++ b/ovqa/annotations/activitynet/activitynet_val_video_ids.json
@@ -0,0 +1,4928 @@
+[
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\ No newline at end of file
diff --git a/ovqa/cli/download_activitynet.py b/ovqa/cli/download_activitynet.py
new file mode 100644
index 0000000..606e4a6
--- /dev/null
+++ b/ovqa/cli/download_activitynet.py
@@ -0,0 +1,37 @@
+import os
+
+from attrs import define
+from loguru import logger
+from pytube import YouTube
+from pytube.cli import download_highest_resolution_progressive
+
+from ovqa.paths import get_ovqa_annotations_dir
+from packg.iotools import load_json
+from packg.log import SHORTEST_FORMAT, configure_logger, get_logger_level_from_args
+from packg.paths import get_data_dir
+from typedparser import VerboseQuietArgs, TypedParser
+
+
+@define
+class Args(VerboseQuietArgs):
+    pass
+
+
+def main():
+    parser = TypedParser.create_parser(Args, description=__doc__)
+    args: Args = parser.parse_args()
+    configure_logger(level=get_logger_level_from_args(args), format=SHORTEST_FORMAT)
+    target_dir = get_data_dir() / "activitynet" / "videos"
+    os.makedirs(target_dir, exist_ok=True)
+    video_ids = load_json(get_ovqa_annotations_dir() / "activitynet/activitynet_val_video_ids.json")
+    logger.info(f"Downloading {len(video_ids)} videos to {target_dir}")
+    logger.info(f"Starting download...")
+    for i, video_id in enumerate(video_ids):
+        if i % 100 == 0:
+            logger.info(f"Downloading video {i + 1}/{len(video_ids)}")
+        yt = YouTube(f"http://youtube.com/watch?v={video_id}")
+        download_highest_resolution_progressive(youtube=yt, resolution="highest", target=".")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/ovqa/datasets/activitynet.py b/ovqa/datasets/activitynet.py
index 33f782b..5cc0b46 100644
--- a/ovqa/datasets/activitynet.py
+++ b/ovqa/datasets/activitynet.py
@@ -17,11 +17,11 @@ class ActivityNet(ClsMetadataInterface):
     @classmethod
     def load_split(
         cls,
-        dataset_split: str = "validation",
+        dataset_split: str = "val",
         label_field_name: str = "nodeName",
         frame_selection: str = "middle",
         fps: int = 16,
-        **kwargs,
+        **_kwargs,
     ):
         assert frame_selection == "middle", f"Frame selection {frame_selection} not implemented"
         available_splits = ["val"]
@@ -165,9 +165,8 @@ def get_image_file(self, root_id):
 
 
 def main():
-    for split in "val", "validation":
-        dx = ActivityNet.load_split("val")
-        print(len(dx.annotations), f"for {split}")
+    dx = ActivityNet.load_split("val")
+    print(len(dx.annotations))
     print(f"Done")