update YTTB-VQA v2

.gitattributes

@@ -1,55 +0,0 @@
-*.7z filter=lfs diff=lfs merge=lfs -text
-*.arrow filter=lfs diff=lfs merge=lfs -text
-*.bin filter=lfs diff=lfs merge=lfs -text
-*.bz2 filter=lfs diff=lfs merge=lfs -text
-*.ckpt filter=lfs diff=lfs merge=lfs -text
-*.ftz filter=lfs diff=lfs merge=lfs -text
-*.gz filter=lfs diff=lfs merge=lfs -text
-*.h5 filter=lfs diff=lfs merge=lfs -text
-*.joblib filter=lfs diff=lfs merge=lfs -text
-*.lfs.* filter=lfs diff=lfs merge=lfs -text
-*.lz4 filter=lfs diff=lfs merge=lfs -text
-*.mlmodel filter=lfs diff=lfs merge=lfs -text
-*.model filter=lfs diff=lfs merge=lfs -text
-*.msgpack filter=lfs diff=lfs merge=lfs -text
-*.npy filter=lfs diff=lfs merge=lfs -text
-*.npz filter=lfs diff=lfs merge=lfs -text
-*.onnx filter=lfs diff=lfs merge=lfs -text
-*.ot filter=lfs diff=lfs merge=lfs -text
-*.parquet filter=lfs diff=lfs merge=lfs -text
-*.pb filter=lfs diff=lfs merge=lfs -text
-*.pickle filter=lfs diff=lfs merge=lfs -text
-*.pkl filter=lfs diff=lfs merge=lfs -text
-*.pt filter=lfs diff=lfs merge=lfs -text
-*.pth filter=lfs diff=lfs merge=lfs -text
-*.rar filter=lfs diff=lfs merge=lfs -text
-*.safetensors filter=lfs diff=lfs merge=lfs -text
-saved_model/**/* filter=lfs diff=lfs merge=lfs -text
-*.tar.* filter=lfs diff=lfs merge=lfs -text
-*.tar filter=lfs diff=lfs merge=lfs -text
-*.tflite filter=lfs diff=lfs merge=lfs -text
-*.tgz filter=lfs diff=lfs merge=lfs -text
-*.wasm filter=lfs diff=lfs merge=lfs -text
-*.xz filter=lfs diff=lfs merge=lfs -text
-*.zip filter=lfs diff=lfs merge=lfs -text
-*.zst filter=lfs diff=lfs merge=lfs -text
-*tfevents* filter=lfs diff=lfs merge=lfs -text
-# Audio files - uncompressed
-*.pcm filter=lfs diff=lfs merge=lfs -text
-*.sam filter=lfs diff=lfs merge=lfs -text
-*.raw filter=lfs diff=lfs merge=lfs -text
-# Audio files - compressed
-*.aac filter=lfs diff=lfs merge=lfs -text
-*.flac filter=lfs diff=lfs merge=lfs -text
-*.mp3 filter=lfs diff=lfs merge=lfs -text
-*.ogg filter=lfs diff=lfs merge=lfs -text
-*.wav filter=lfs diff=lfs merge=lfs -text
-# Image files - uncompressed
-*.bmp filter=lfs diff=lfs merge=lfs -text
-*.gif filter=lfs diff=lfs merge=lfs -text
-*.png filter=lfs diff=lfs merge=lfs -text
-*.tiff filter=lfs diff=lfs merge=lfs -text
-# Image files - compressed
-*.jpg filter=lfs diff=lfs merge=lfs -text
-*.jpeg filter=lfs diff=lfs merge=lfs -text
-*.webp filter=lfs diff=lfs merge=lfs -text

README.md

@@ -33,6 +33,16 @@ CC-By-NC-4.0
 
 The language of the data is primarily English.
 
+## Getting Started
+
+### Creating the dataset
+
+Run the following command to download the images and create the dataset:
+
+```python3 create_dataset.py```
+
+You will find the images in `images_new` and the dataset in `youtube_new.json`.
+
 ## Dataset Structure
 
 ### Data Instances

create_dataset.py

@@ -0,0 +1,58 @@
+import subprocess
+import csv
+import json
+from PIL import Image
+import os
+import pandas as pd
+
+def check_image(image_id, image_directory):
+    """
+    Check if an image with a given ID is properly downloaded.
+    :param image_id: The ID of the image.
+    :param image_directory: Directory where the image is stored.
+    :return: True if the image is downloaded and valid, False otherwise.
+    """
+    # Constructing the file path (assuming images are in .jpg format)
+    file_path = os.path.join(image_directory, f"{image_id}.jpg")
+
+    # Check if the file exists
+    if not os.path.exists(file_path):
+        print(f"Image {image_id} not found.")
+        return False
+
+    # Try opening the image
+    try:
+        with Image.open(file_path) as img:
+            img.verify()  # Verify if it's a correct image
+        # print(f"Image {image_id} is valid.")
+        return True
+    except (IOError, SyntaxError) as e:
+        print(f"Image {image_id} is corrupted: {e}")
+        return False
+
+subprocess.run(['bash', 'download_img.sh'])
+
+csv_file_name = "youtube_new.csv"
+json_file_name = "youtube_new.json"
+json_structure = {
+    "dataset_type": "test",
+    "dataset_name": "youtube",
+    "dataset_version": "0.0.2",
+    "data": []
+}
+
+check_df = pd.read_csv(csv_file_name)
+check_df_cleaned = check_df.drop_duplicates(subset=['video_id'])
+print(f"Creating {check_df.shape[0]} questions {check_df_cleaned.shape[0]} unique images...")
+
+with open(csv_file_name, 'r') as csv_file:
+    csv_reader = csv.DictReader(csv_file)
+    for row in csv_reader:
+        if check_image(row['video_id'], 'images_new'):
+            row['video_classes'] = row['video_classes'].split(',')
+            row['answers'] = row['answers'].split(',')
+            json_structure["data"].append(row)
+        else:
+            pass
+with open(json_file_name, 'w') as json_file:
+    json.dump(json_structure, json_file, indent=4)

data.json

@@ -1,1263 +0,0 @@
-{
-    "dataset_type": "test",
-    "dataset_name": "mlpc-youtube",
-    "dataset_version": "0.0.1",
-    "data": [
-        {
-            "video_id": "dxbVdyVYGcQ",
-            "caption": "",
-            "question": "What city is listed on the jersey of the player farthest to the right?",
-            "video_classes": [
-                "sports"
-            ],
-            "answers": [
-                "memphis"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=dxbVdyVYGcQ"
-        },
-        {
-            "video_id": "dbf-xGWJ4wA",
-            "caption": "",
-            "question": "How many points did Stephen Curry score in these video highlights?",
-            "video_classes": [
-                "sports"
-            ],
-            "answers": [
-                "50",
-                "50 points",
-                "50 pts",
-                "50 pt"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=dbf-xGWJ4wA"
-        },
-        {
-            "video_id": "NLA6-QnMOsU",
-            "caption": "",
-            "question": "What did the person on the left say, according to the text box?",
-            "video_classes": [
-                "sports"
-            ],
-            "answers": [
-                "it's game over"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=NLA6-QnMOsU"
-        },
-        {
-            "video_id": "0Q80gJA2Kao",
-            "caption": "",
-            "question": "What was Tom Brady's rank in 2022 based on this image?",
-            "video_classes": [
-                "sports"
-            ],
-            "answers": [
-                "1",
-                "number 1",
-                "#1", 
-                "number one"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=0Q80gJA2Kao"
-        },
-        {
-            "video_id": "3eVaHYFp8rc",
-            "caption": "",
-            "question": "What is the name of this interview on Netflix?",
-            "video_classes": [
-                "sports"
-            ],
-            "answers": [
-                "quarterbacks on quarterbacks"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=3eVaHYFp8rc"
-        },
-        {
-            "video_id": "6YqygpSEtsI",
-            "caption": "",
-            "question": "Based on this image, who is the sponsor of this video?",
-            "video_classes": [
-                "sports"
-            ],
-            "answers": [
-                "geico"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=6YqygpSEtsI"
-        },
-        {
-            "video_id": "HjBo--1n8lI",
-            "caption": "",
-            "question": "Which session of Super Bowl halftime show is this?",
-            "video_classes": [
-                "sports"
-            ],
-            "answers": [
-                "57",
-                "LVII",
-                "57th"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=HjBo--1n8lI"
-        },
-        {
-            "video_id": "OLhoAm-zGLM",
-            "caption": "",
-            "question": "What caption was used in this image to describe the child's emotion?",
-            "video_classes": [
-                "sports"
-            ],
-            "answers": [
-                "bye dad"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=OLhoAm-zGLM"
-        },
-        {
-            "video_id": "dDcXhA5hAw4",
-            "caption": "",
-            "question": "Who is the sponsor of this training camp video?",
-            "video_classes": [
-                "sports"
-            ],
-            "answers": [
-                "honda"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=dDcXhA5hAw4"
-        },
-        {
-            "video_id": "phCtvkiI9F0",
-            "caption": "",
-            "question": "What was the sport that the eight players playing mentioned in this video?",
-            "video_classes": [
-                "sports"
-            ],
-            "answers": [
-                "football"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=phCtvkiI9F0"
-        },
-        {
-            "video_id": "9rhadTURsrw",
-            "caption": "",
-            "question": "Who is the sponsor of this halftime show?",
-            "video_classes": [
-                "sports"
-            ],
-            "answers": [
-                "pepsi"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=9rhadTURsrw"
-        },
-        {
-            "video_id": "x369hGXJVDc",
-            "caption": "",
-            "question": "Which card is the referee giving out?",
-            "video_classes": [
-                "sports"
-            ],
-            "answers": [
-                "red",
-                "red card"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=x369hGXJVDc"
-        },
-        {
-            "video_id": "niig5KcPFDU",
-            "caption": "",
-            "question": "Is this a men's or women's soccer game?",
-            "video_classes": [
-                "sports"
-            ],
-            "answers": [
-                "women",
-                "woman"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=niig5KcPFDU"
-        },
-        {
-            "video_id": "ikz6XOVvj8k",
-            "caption": "",
-            "question": "What did the commentator say about this fight?",
-            "video_classes": [
-                "sports"
-            ],
-            "answers": [
-                "it's a stupid fight",
-                "stupid"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=ikz6XOVvj8k"
-        },
-        {
-            "video_id": "DCu9xawHJaw",
-            "caption": "",
-            "question": "What is the brand name of the basketball on that robot's shoulder?",
-            "video_classes": [
-                "technology"
-            ],
-            "answers": [
-                "wilson"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=DCu9xawHJaw"
-        },
-        {
-            "video_id": "yeOthSRu2T0",
-            "caption": "",
-            "question": "What is the name of the beef that the man is holding?",
-            "video_classes": [
-                "food"
-            ],
-            "answers": [
-                "wagyu",
-                "steak",
-                "wagyu steak"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=yeOthSRu2T0"
-        },
-        {
-            "video_id": "I4gWrboTXwA",
-            "caption": "",
-            "question": "Which two countries' wings are being compared in this video?",
-            "video_classes": [
-                "food"
-            ],
-            "answers": [
-                "korea and japan",
-                "japan and korea",
-                "korea vs japan", 
-                "japan vs korea"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=I4gWrboTXwA"
-        },
-        {
-            "video_id": "hxwpkM5w3Cc",
-            "caption": "",
-            "question": "For which organization does the man wearing the blue cap work?",
-            "video_classes": [
-                "entertainment"
-            ],
-            "answers": [
-                "fbi", 
-                "federal bureau of investigation"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=hxwpkM5w3Cc"
-        },
-        {
-            "video_id": "eBKVWnjuQKA",
-            "caption": "",
-            "question": "Which airline company is sponsoring the blue and red jersey?",
-            "video_classes": [
-                "sports"
-            ],
-            "answers": [
-                "qatar airways",
-                "qatar"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=eBKVWnjuQKA"
-        },
-        {
-            "video_id": "0LhoYwUQ7VM",
-            "caption": "",
-            "question": "Who is tha player standing on the far right?",
-            "video_classes": [
-                "sports"
-            ],
-            "answers": [
-                "neymar jr",
-                "neymar"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=0LhoYwUQ7VM"
-        },
-        {
-            "video_id": "Zlzi7tsrrh4",
-            "caption": "",
-            "question": "What is the price of the steak that the guy is going to try?",
-            "video_classes": [
-                "food"
-            ],
-            "answers": [
-                "$125",
-                "125"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=Zlzi7tsrrh4"
-        },
-        {
-            "video_id": "CwzaVzIhgmk",
-            "caption": "",
-            "question": "What food is the guy going to talk about?",
-            "video_classes": [
-                "food"
-            ],
-            "answers": [
-                "onion pasta",
-                "pasta"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=CwzaVzIhgmk"
-        },
-        {
-            "video_id": "JCfI9Xlj7Io",
-            "caption": "",
-            "question": "In which country is this video being taken?",
-            "video_classes": [
-                "geography"
-            ],
-            "answers": [
-                "australia"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=JCfI9Xlj7Io"
-        },
-        {
-            "video_id": "jaHd1Fm5zl0",
-            "caption": "",
-            "question": "How many top fair food are going to be presented in this video?",
-            "video_classes": [
-                "food"
-            ],
-            "answers": [
-                "50",
-                "fifty"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=jaHd1Fm5zl0"
-        },
-        {
-            "video_id": "pWUzkxtoJ2I",
-            "caption": "",
-            "question": "Which two countries' street food are being compared in this video?",
-            "video_classes": [
-                "food"
-            ],
-            "answers": [
-                "japan and spain",
-                "spain and japan"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=pWUzkxtoJ2I"
-        },
-        {
-            "video_id": "myv7yydtCKc",
-            "caption": "",
-            "question": "Will this video talk about junk food?",
-            "video_classes": [
-                "food"
-            ],
-            "answers": [
-                "yes"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=myv7yydtCKc"
-        },
-        {
-            "video_id": "aircAruvnKk",
-            "caption": "",
-            "question": "Will this video talk about computer security?",
-            "video_classes": [
-                "academic"
-            ],
-            "answers": [
-                "no"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=aircAruvnKk&t=2s"
-        },
-        {
-            "video_id": "5q87K1WaoFI",
-            "caption": "",
-            "question": "How many levels of difficulty in machine learning will this video discuss?",
-            "video_classes": [
-                "academic"
-            ],
-            "answers": [
-                "5",
-                "five"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=5q87K1WaoFI"
-        },
-        {
-            "video_id": "nLRL_NcnK-4",
-            "caption": "",
-            "question": "To which college does this tutorial belong?",
-            "video_classes": [
-                "academic"
-            ],
-            "answers": [
-                "harvard"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=nLRL_NcnK-4"
-        },
-        {
-            "video_id": "aywZrzNaKjs",
-            "caption": "",
-            "question": "How long is this video in minutes?",
-            "video_classes": [
-                "academic"
-            ],
-            "answers": [
-                "13",
-                "thirteen",
-                "13 min",
-                "thirteen minutes"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=aywZrzNaKjs"
-        },
-        {
-            "video_id": "cXpj8JoF29A",
-            "caption": "",
-            "question": "Which two counties are being compared in this video?",
-            "video_classes": [
-                "geography"
-            ],
-            "answers": [
-                "usa and china",
-                "china and usa", 
-                "united states and china", 
-                "china and united states"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=cXpj8JoF29A"
-        },
-        {
-            "video_id": "GJr9ITHsOsM",
-            "caption": "",
-            "question": "Which continent will this video talk about?",
-            "video_classes": [
-                "geography"
-            ],
-            "answers": [
-                "europe"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=GJr9ITHsOsM"
-        },
-        {
-            "video_id": "w7TI-XYMzmQ",
-            "caption": "",
-            "question": "Which style of music will this video present?",
-            "video_classes": [
-                "music"
-            ],
-            "answers": [
-                "pop"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=w7TI-XYMzmQ"
-        },
-        {
-            "video_id": "-skZ3lbEBww",
-            "caption": "",
-            "question": "Which style of music will this video present?",
-            "video_classes": [
-                "music"
-            ],
-            "answers": [
-                "blues"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=-skZ3lbEBww"
-        },
-        {
-            "video_id": "yTgSQ2AQGAI",
-            "caption": "",
-            "question": "What is the singer of this song?",
-            "video_classes": [
-                "music"
-            ],
-            "answers": [
-                "lady gaga"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=yTgSQ2AQGAI"
-        },
-        {
-            "video_id": "5vfL2NzVtaQ",
-            "caption": "",
-            "question": "Which country's history will this video talk about?",
-            "video_classes": [
-                "history"
-            ],
-            "answers": [
-                "uk",
-                "united kingdom"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=5vfL2NzVtaQ"
-        },
-        {
-            "video_id": "CskfvgEItPA",
-            "caption": "",
-            "question": "Which country's history will this video talk about?",
-            "video_classes": [
-                "history"
-            ],
-            "answers": [
-                "egypt",
-                "ancient egypt"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=CskfvgEItPA"
-        },
-        {
-            "video_id": "70Qi4Nk3aJc",
-            "caption": "",
-            "question": "Which planet will this video talk about?",
-            "video_classes": [
-                "astronomy"
-            ],
-            "answers": [
-                "mars"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=70Qi4Nk3aJc"
-        },
-        {
-            "video_id": "sGy60LO9cN4",
-            "caption": "",
-            "question": "Which two countries is this war between?",
-            "video_classes": [
-                "history"
-            ],
-            "answers": [
-                "britain and rome",
-                "rome and britain"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=sGy60LO9cN4"
-        },
-        {
-            "video_id": "YeB-1F-UKO0",
-            "caption": "",
-            "question": "Will this video talk about the history of chess?",
-            "video_classes": [
-                "history"
-            ],
-            "answers": [
-                "yes"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=YeB-1F-UKO0"
-        },
-        {
-            "video_id": "jvsXQ7ytj3o",
-            "caption": "",
-            "question": "How many movies are being introduced in this video?",
-            "video_classes": [
-                "movie"
-            ],
-            "answers": [
-                "10",
-                "ten"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=jvsXQ7ytj3o"
-        },
-        {
-            "video_id": "jvsXQ7ytj3o",
-            "caption": "",
-            "question": "Which country's movies will this video discuss?",
-            "video_classes": [
-                "movie"
-            ],
-            "answers": [
-                "germany", "german"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=jvsXQ7ytj3o"
-        },
-        {
-            "video_id": "Fwi34MiTj1Y",
-            "caption": "",
-            "question": "Which soccer player will this video talk about?",
-            "video_classes": [
-                "movie"
-            ],
-            "answers": [
-                "cristiano ronaldo"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=Fwi34MiTj1Y"
-        },
-        {
-            "video_id": "v4CA65JyaVA",
-            "caption": "",
-            "question": "Which country will this video talk about?",
-            "video_classes": [
-                "geography"
-            ],
-            "answers": [
-                "norway"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=v4CA65JyaVA"
-        },
-        {
-            "video_id": "ERBbFqALDdM",
-            "caption": "",
-            "question": "Which transportation will this video talk about?",
-            "video_classes": [
-                "transportation"
-            ],
-            "answers": [
-                "subway"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=ERBbFqALDdM"
-        },
-        {
-            "video_id": "ELy9fOX8vtc",
-            "caption": "",
-            "question": "Which city's transportation will this video talk about?",
-            "video_classes": [
-                "transportation"
-            ],
-            "answers": [
-                "hong kong"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=ELy9fOX8vtc"
-        },
-        {
-            "video_id": "tyK6hS4xn3Y",
-            "caption": "",
-            "question": "Which two transportations are being compared in this video?",
-            "video_classes": [
-                "transportation"
-            ],
-            "answers": [
-                "trains and pods",
-                "pods and trains", 
-                "trains vs pods", 
-                "pods vs trains"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=tyK6hS4xn3Y"
-        },
-        {
-            "video_id": "mvmuCPvRoWQ",
-            "caption": "",
-            "question": "Which theory will this video talk about?",
-            "video_classes": [
-                "academic"
-            ],
-            "answers": [
-                "group theory",
-                "group"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=mvmuCPvRoWQ"
-        },
-        {
-            "video_id": "hrTQipWp6co",
-            "caption": "",
-            "question": "Will this video teach me how to use github?",
-            "video_classes": [
-                "academic"
-            ],
-            "answers": [
-                "yes"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=hrTQipWp6co"
-        },
-        {
-            "video_id": "T53EyLPj4UM",
-            "caption": "",
-            "question": "Which company will this video talk about?",
-            "video_classes": [
-                "business company"
-            ],
-            "answers": [
-                "google"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=T53EyLPj4UM"
-        },
-        {
-            "video_id": "8JJ101D3knE",
-            "caption": "",
-            "question": "Is this video for beginners learning Git?",
-            "video_classes": [
-                "academic"
-            ],
-            "answers": [
-                "yes"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=8JJ101D3knE"
-        },
-        {
-            "video_id": "en6YPAgc6WM",
-            "caption": "",
-            "question": "If I want to learn Java, is this video the right choice?",
-            "video_classes": [
-                "academic"
-            ],
-            "answers": [
-                "no"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=en6YPAgc6WM"
-        },
-        {
-            "video_id": "EcVZVel6nS0",
-            "caption": "",
-            "question": "There are two types of chefs in this competition: one is a professional chef. What's the other one?",
-            "video_classes": [
-                "food"
-            ],
-            "answers": [
-                "homecook",
-                "home cook"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=EcVZVel6nS0"
-        },
-        {
-            "video_id": "upKrkNlq__0",
-            "caption": "",
-            "question": "In which city did this person eat the fried chicken?",
-            "video_classes": [
-                "food"
-            ],
-            "answers": [
-                "los angeles",
-                "la"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=upKrkNlq__0"
-        },
-        {
-            "video_id": "7zi0bi-RDj4",
-            "caption": "",
-            "question": "What type of steak is this person eating?",
-            "video_classes": [
-                "food"
-            ],
-            "answers": [
-                "golden",
-                "golden steak"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=7zi0bi-RDj4"
-        },
-        {
-            "video_id": "F2U0H9vTEgI",
-            "caption": "",
-            "question": "At which restaurant did this man have his 'all-you-can-eat' buffet?",
-            "video_classes": [
-                "food"
-            ],
-            "answers": [
-                "pizza hut"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=F2U0H9vTEgI"
-        },
-        {
-            "video_id": "4h_tDMhzNrA",
-            "caption": "",
-            "question": "What is the name of this show?",
-            "video_classes": [
-                "food"
-            ],
-            "answers": [
-                "kitchen nightmares",
-                "kitchen nightmare"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=4h_tDMhzNrA"
-        },
-        {
-            "video_id": "NGbFtTYQpus",
-            "caption": "",
-            "question": "What is the name of this master chef?",
-            "video_classes": [
-                "food"
-            ],
-            "answers": [
-                "jon yao"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=NGbFtTYQpus"
-        },
-        {
-            "video_id": "paZNnygxUiY",
-            "caption": "",
-            "question": "What is the name on the blue jersey on the right?",
-            "video_classes": [
-                "sports"
-            ],
-            "answers": [
-                "kevin"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=paZNnygxUiY"
-        },
-        {
-            "video_id": "bBo2L_yyhuo",
-            "caption": "",
-            "question": "Who is the sponsor of the team wearing the blue and white jersey?",
-            "video_classes": [
-                "sports"
-            ],
-            "answers": [
-                "visa"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=bBo2L_yyhuo"
-        },
-        {
-            "video_id": "avnBnnfSVoc",
-            "caption": "",
-            "question": "Which store is the woman shopping at?",
-            "video_classes": [
-                "shopping"
-            ],
-            "answers": [
-                "ross"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=avnBnnfSVoc"
-        },
-        {
-            "video_id": "_4KNOp7egC8",
-            "caption": "",
-            "question": "Which store are the women shopping at?",
-            "video_classes": [
-                "shopping"
-            ],
-            "answers": [
-                "target"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=_4KNOp7egC8"
-        },
-        {
-            "video_id": "zR7qajWj3xc",
-            "caption": "",
-            "question": "What type of shoes does this store sell?",
-            "video_classes": [
-                "shopping"
-            ],
-            "answers": [
-                "sneaker", 
-                "sneakers"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=zR7qajWj3xc"
-        },
-        {
-            "video_id": "w9Co2LAtJIc",
-            "caption": "",
-            "question": "Which store is the woman shopping at?",
-            "video_classes": [
-                "shopping"
-            ],
-            "answers": [
-                "sephora"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=w9Co2LAtJIc"
-        },
-        {
-            "video_id": "wu8TKc66pgM",
-            "caption": "",
-            "question": "Which style of music will this video present?",
-            "video_classes": [
-                "music"
-            ],
-            "answers": [
-                "jazz"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=wu8TKc66pgM"
-        },
-        {
-            "video_id": "68J6G2vrgcc",
-            "caption": "",
-            "question": "Which country's supermarkets are presented in this video?",
-            "video_classes": [
-                "geography"
-            ],
-            "answers": [
-                "china"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=68J6G2vrgcc"
-        },
-        {
-            "video_id": "BA9Y6_zMHj8",
-            "caption": "",
-            "question": "Which country's supermarkets are presented in this video?",
-            "video_classes": [
-                "geography"
-            ],
-            "answers": [
-                "canada"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=BA9Y6_zMHj8"
-        },
-        {
-            "video_id": "gqOetXxZGpc",
-            "caption": "",
-            "question": "Which country's supermarkets are presented in this video?",
-            "video_classes": [
-                "geography"
-            ],
-            "answers": [
-                "germany"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=gqOetXxZGpc"
-        },
-        {
-            "video_id": "eX8lCtNLFHY",
-            "caption": "",
-            "question": "Which country's supermarkets are presented in this video?",
-            "video_classes": [
-                "geography"
-            ],
-            "answers": [
-                "japan"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=eX8lCtNLFHY"
-        },
-        {
-            "video_id": "xCNuczjpsJ4",
-            "caption": "",
-            "question": "Which store is presented in this video?",
-            "video_classes": [
-                "shopping"
-            ],
-            "answers": [
-                "walmart"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=xCNuczjpsJ4"
-        },
-        {
-            "video_id": "Ex5_d0NyWO8",
-            "caption": "",
-            "question": "Which city is presented in this video?",
-            "video_classes": [
-                "geography"
-            ],
-            "answers": [
-                "toronto"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=Ex5_d0NyWO8"
-        },
-        {
-            "video_id": "Z7FJQok__HE",
-            "caption": "",
-            "question": "Which two planets are presented in this video?",
-            "video_classes": [
-                "astronomy"
-            ],
-            "answers": [
-                "pluto and mars",
-                "mars and pluto"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=Z7FJQok__HE"
-        },
-        {
-            "video_id": "ZEyAs3NWH4A",
-            "caption": "",
-            "question": "Which planet are presented in this video?",
-            "video_classes": [
-                "astronomy"
-            ],
-            "answers": [
-                "mars"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=ZEyAs3NWH4A"
-        },
-        {
-            "video_id": "Rf5E2FSFOjU",
-            "caption": "",
-            "question": "Which planet are presented in this video?",
-            "video_classes": [
-                "astronomy"
-            ],
-            "answers": [
-                "jupiter"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=Rf5E2FSFOjU"
-        },
-        {
-            "video_id": "D5XPuS-Y0fg",
-            "caption": "",
-            "question": "Which planet are presented in this video?",
-            "video_classes": [
-                "astronomy"
-            ],
-            "answers": [
-                "pluto"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=D5XPuS-Y0fg"
-        },
-        {
-            "video_id": "R5pYI0vjI6k",
-            "caption": "",
-            "question": "Which planet are presented in this video?",
-            "video_classes": [
-                "astronomy"
-            ],
-            "answers": [
-                "neptune"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=R5pYI0vjI6k"
-        },
-        {
-            "video_id": "bgqGdIoa52s",
-            "caption": "",
-            "question": "What game is presented in this video?",
-            "video_classes": [
-                "entertainment"
-            ],
-            "answers": [
-                "spider-man",
-                "spider-man 2",
-                "spider man",
-                "spider man 2"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=bgqGdIoa52s"
-        },
-        {
-            "video_id": "QRwK5BakVS0",
-            "caption": "",
-            "question": "Which instrument is used to play these songs in this video?",
-            "video_classes": [
-                "music"
-            ],
-            "answers": [
-                "piano"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=QRwK5BakVS0"
-        },
-        {
-            "video_id": "WakQ6W_RtwE",
-            "caption": "",
-            "question": "How many songs are going to be played in this video?",
-            "video_classes": [
-                "music"
-            ],
-            "answers": [
-                "forty",
-                "40"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=WakQ6W_RtwE"
-        },
-        {
-            "video_id": "OPID_b1k_cw",
-            "caption": "",
-            "question": "Which company will this video talk about?",
-            "video_classes": [
-                "business company"
-            ],
-            "answers": [
-                "nvidia"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=OPID_b1k_cw"
-        },
-        {
-            "video_id": "5AKl_cEB26c",
-            "caption": "",
-            "question": "Which company's product will be introduced in this video?",
-            "video_classes": [
-                "business company"
-            ],
-            "answers": [
-                "meta"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=5AKl_cEB26c"
-        },
-        {
-            "video_id": "K6zV9XnadGg",
-            "caption": "",
-            "question": "Which company will this video talk about?",
-            "video_classes": [
-                "business company"
-            ],
-            "answers": [
-                "intel"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=K6zV9XnadGg"
-        },
-        {
-            "video_id": "VbeM8Lf7s5A",
-            "caption": "",
-            "question": "Which company will this video talk about?",
-            "video_classes": [
-                "business company"
-            ],
-            "answers": [
-                "apple"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=VbeM8Lf7s5A"
-        },
-        {
-            "video_id": "1ZOw4MLOiio",
-            "caption": "",
-            "question": "Which company will this video talk about?",
-            "video_classes": [
-                "business company"
-            ],
-            "answers": [
-                "microsoft"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=1ZOw4MLOiio"
-        },
-        {
-            "video_id": "N2osuAknnXs",
-            "caption": "",
-            "question": "What product is Microsoft introducing in this video?",
-            "video_classes": [
-                "technology"
-            ],
-            "answers": [
-                "codi"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=N2osuAknnXs"
-        },
-        {
-            "video_id": "TX9qSaGXFyg",
-            "caption": "",
-            "question": "What product is Apple introducing in this video?",
-            "video_classes": [
-                "technology"
-            ],
-            "answers": [
-                "vision pro"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=TX9qSaGXFyg"
-        },
-        {
-            "video_id": "8nQZU1WgwcE",
-            "caption": "",
-            "question": "Which country is fighting with Britain in the war depicted in this video?",
-            "video_classes": [
-                "history"
-            ],
-            "answers": [
-                "zulu"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=8nQZU1WgwcE"
-        },
-        {
-            "video_id": "szFjxmY7jQA",
-            "caption": "",
-            "question": "Which civilization is introduced in this video?",
-            "video_classes": [
-                "history"
-            ],
-            "answers": [
-                "sumer",
-                "sumerians"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=szFjxmY7jQA"
-        },
-        {
-            "video_id": "ISNeEoFlyuM",
-            "caption": "",
-            "question": "Which airline is this video talking about?",
-            "video_classes": [
-                "transportation"
-            ],
-            "answers": [
-                "lufthansa"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=ISNeEoFlyuM"
-        },
-        {
-            "video_id": "JFPHMHNI_nM",
-            "caption": "",
-            "question": "To which company does the train in this video belong?",
-            "video_classes": [
-                "transportation"
-            ],
-            "answers": [
-                "brightline"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=JFPHMHNI_nM"
-        },
-        {
-            "video_id": "oCl9pbiCUt4",
-            "caption": "",
-            "question": "What type of train will this video discuss?",
-            "video_classes": [
-                "transportation"
-            ],
-            "answers": [
-                "doubleheaded steam train",
-                "double-headed steam train"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=oCl9pbiCUt4"
-        },
-        {
-            "video_id": "UAx70NI5aaM",
-            "caption": "",
-            "question": "Which business company's stock is the news mentioning?",
-            "video_classes": [
-                "technology"
-            ],
-            "answers": [
-                "intel",
-                "intc"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=UAx70NI5aaM"
-        },
-        {
-            "video_id": "OiwlPEggq9I",
-            "caption": "",
-            "question": "What kind of test is this video about?",
-            "video_classes": [
-                "technology"
-            ],
-            "answers": [
-                "gaming test",
-                "gaming"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=OiwlPEggq9I"
-        },
-        {
-            "video_id": "gMsQO5u7-NQ",
-            "caption": "",
-            "question": "Who is calling?",
-            "video_classes": [
-                "technology"
-            ],
-            "answers": [
-                "bathany", 
-                "bethany"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=gMsQO5u7-NQ"
-        },
-        {
-            "video_id": "Py_Z4makIpQ",
-            "caption": "",
-            "question": "What is free as mentioned in this back to school offer?",
-            "video_classes": [
-                "technology"
-            ],
-            "answers": [
-                "airpods", 
-                "airpod"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=Py_Z4makIpQ"
-        },
-        {
-            "video_id": "KQ8HIIot8tQ",
-            "caption": "",
-            "question": "What's the name of the brand on this speaker?",
-            "video_classes": [
-                "technology"
-            ],
-            "answers": [
-                "marshall"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=KQ8HIIot8tQ"
-        },
-        {
-            "video_id": "aMYSdwcybIg",
-            "caption": "",
-            "question": "There are two devices being compared on this Python test, what chip is the right hand side computer using?",
-            "video_classes": [
-                "technology"
-            ],
-            "answers": [
-                "m2 pro",
-                "m2pro"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=aMYSdwcybIg"
-        },
-        {
-            "video_id": "JzpUfRv45yY",
-            "caption": "",
-            "question": "According to the tweet shown, which mouse is the best mouse for Mac?",
-            "video_classes": [
-                "technology"
-            ],
-            "answers": [
-                "magic mouse",
-                "magic"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=JzpUfRv45yY"
-        },
-        {
-            "video_id": "NHyEjW192Rc",
-            "caption": "",
-            "question": "Does this man seem to be trying to promote Meesho?",
-            "video_classes": [
-                "technology"
-            ],
-            "answers": [
-                "yes"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=NHyEjW192Rc"
-        },
-        {
-            "video_id": "Qn05e9Yjg0Y",
-            "caption": "",
-            "question": "Which sport's tech products is the video trying to review?",
-            "video_classes": [
-                "technology"
-            ],
-            "answers": [
-                "football"
-            ],
-            "video_link": "https://www.youtube.com/watch?v=Qn05e9Yjg0Y"
-        }
-    ]
-}

download_img.sh

@@ -0,0 +1,58 @@
+#!/bin/bash
+
+echo "Downloading images..."
+
+mkdir -p images_new
+
+# Read the CSV file
+input="youtube_new.csv"
+row_num=0  # Initialize a row counter
+
+while IFS=',' read -r line || [[ -n "$line" ]]
+do
+    row_num=$((row_num + 1))  # Increment the row counter
+
+    # Skip the first row
+    if [ $row_num -eq 1 ]; then
+        continue
+    fi
+
+    # Locate the "video_id" column (assuming it's the first column)
+    video_id=$(echo $line | cut -d',' -f 1)
+
+    url="https://img.youtube.com/vi/${video_id}/maxresdefault.jpg"
+    output="images_new/${video_id}.jpg"
+    wget -O "$output" "$url" 2>/dev/null
+
+    # Check if wget was successful and the file is a proper image
+    if [[ $? -ne 0 || ! $(file --mime-type -b "$output") =~ ^image/ ]]; then
+        echo "Failed to download or invalid image for video_id: $video_id"
+        rm -f "$output"  # Optional: remove the invalid file
+    fi
+done < "$input"
+
+
+
+
+# #!/bin/bash
+
+# mkdir -p images_new
+
+# # Read the CSV file
+# input="youtube_new.csv"
+# while IFS=',' read -r line || [[ -n "$line" ]]
+# do
+#     # Locate the "video_id" column (assuming it's the first column)
+#     video_id=$(echo $line | cut -d',' -f 1)
+
+#     url="https://img.youtube.com/vi/${video_id}/maxresdefault.jpg"
+#     output="images_new/${video_id}.jpg"
+#     wget -O "$output" "$url" 2>/dev/null
+
+#     # Check if wget was successful and the file is a proper image
+#     if [[ $? -ne 0 || ! $(file --mime-type -b "$output") =~ ^image/ ]]; then
+#         echo "Failed to download or invalid image for video_id: $video_id"
+#         rm -f "$output"  # Optional: remove the invalid file
+#     fi
+# done < "$input"
+