adding data collection files

Transcript Collection/TestDataCollector.py

@@ -0,0 +1,130 @@
+"""
+uses channel_ids to fetch all uploaded videos on that particular channel and their urls and writes it in a file
+and then fetches captions from each of the video and write it into a .txt file
+"""
+
+import timeit
+from googleapiclient.discovery import build
+from dotenv import load_dotenv
+import os
+import json
+
+load_dotenv()
+api_key = os.getenv('yt_secret_key')
+os.chdir('D:/Machine Learning/SLM-Project/')
+youtube = build('youtube', 'v3', developerKey=api_key)
+
+start_time = timeit.default_timer()
+
+file_path = 'channelIDs.json'
+with open(file_path, 'r') as file:
+  channelData = json.load(file)
+
+def fetchVideoUrl(channelId):
+    next_page_token = None
+    videoIds = []
+
+    while True:
+        # fetches the channel's info
+        channelRes = youtube.channels().list(
+            part='contentDetails', id=channelId
+        ).execute()
+
+        # uses the channel info and then fetches the playlist
+        if 'items' in channelRes and channelRes['items']:
+            playlistId = channelRes['items'][0]['contentDetails']['relatedPlaylists']['uploads']
+
+            # uses that playlist info and then fetches the links of uploaded videos
+            playlistResult = youtube.playlistItems().list(
+                part='contentDetails', playlistId=playlistId,
+                maxResults=100, pageToken=next_page_token
+            ).execute()
+
+            # append videoIds from the current page
+            videoIds.extend([item['contentDetails']['videoId'] for item in playlistResult.get('items', [])])
+
+            next_page_token = playlistResult.get('nextPageToken')
+
+            if not next_page_token:
+                break
+
+    return videoIds
+
+# Initialize an empty list to store all videoIds
+all_videoIds = []
+
+for channel_id in channelData:
+    videoIdUrls = fetchVideoUrl(channel_id)
+    all_videoIds.extend(videoIdUrls)
+
+for channel_id in channelData:
+  videoIdUrls = fetchVideoUrl(channel_id)
+
+vidFetchTime = timeit.default_timer()
+
+print(len(videoIdUrls))
+print(f"videos fetched in: {vidFetchTime - start_time} secs")
+
+# converting videoIds into videoUrls
+urlDict = []
+for i in videoIdUrls:
+  videoLink = f"https://www.youtube.com/watch?v={i}"
+  urlDict.append(videoLink)
+
+def convertToJson(results):
+  with open('videoUrls.json', 'w') as outfile:
+    json.dump(results, outfile, indent=2)
+    print('data written in JSON file successfully')
+
+convertToJson(urlDict)
+
+# get the captions from each video link, if available
+from youtube_transcript_api import YouTubeTranscriptApi, TranscriptsDisabled
+import logging
+
+# Set up logging
+logging.basicConfig(filename='youtube_fetch.log', level=logging.ERROR)
+
+# Modify get_captions to store raw transcript data
+def get_captions(vidId):
+  try:
+    raw_transcripts = []
+    videoNo = 0
+    for ids in vidId:
+      try:
+        captions = YouTubeTranscriptApi.get_transcript(
+          ids, languages=['en'], preserve_formatting=True
+        )
+        if captions:
+          formatted_captions = [{'text': caption['text']} for caption in captions]
+          raw_transcripts.append(formatted_captions)
+          videoNo += 1
+        else:
+          continue
+      except TranscriptsDisabled as e:
+        print(f"Transcripts are disabled for the video: {str(e)}")
+      except Exception as e:
+        logging.error(f"Error while fetching the videos: {str(e)}")
+    print(f"no of videos that had captions were: {videoNo}")
+    return raw_transcripts
+  except Exception as e:
+    logging.error(f"Error in getting captions: {str(e)}")
+
+caption = get_captions(videoIdUrls)
+
+capFetchTime = timeit.default_timer()
+print(f"captions fetched in: {capFetchTime - vidFetchTime} secs")
+
+# save those captions in a file, all of them in one
+with open('Data/captions.txt', 'w', encoding='utf-8') as file:
+  for video_captions in caption:
+    for line in video_captions:
+      file.write(line['text'] + ' ')
+      
+print('captions file saved successfully!')
+writingTime = timeit.default_timer()
+print(f"file written in: {writingTime - capFetchTime} secs")
+
+end_time = timeit.default_timer()
+totalTime = (end_time - start_time)
+print(f"total time taken: {totalTime} secs")

Transcript Collection/YTFineTuneDataCollector.py

@@ -0,0 +1,85 @@
+"""
+fetches the captions from each video uploaded on a particular youtube channel
+by channel_id and then writes it in a json file as with title, index and transcript data
+"""
+
+from dotenv import load_dotenv
+import logging
+
+logging.basicConfig(filename='youtube_fetch.log', level=logging.ERROR)
+load_dotenv()
+
+import timeit
+start_time = timeit.default_timer()
+
+import os
+os.chdir('d:/Machine Learning/SLM-Project/Data Collection/')
+api_key = os.getenv('yt_secret_key')
+
+from googleapiclient.discovery import build
+from youtube_transcript_api import TranscriptsDisabled, YouTubeTranscriptApi
+youtube = build('youtube', 'v3', developerKey=api_key)
+
+import json
+file_path = 'channel_ids.json'
+with open(file_path, 'r') as file:
+  channelData = json.load(file)
+    
+videoNo = 0
+for links in channelData:
+  next_page_token = None
+  vid_json = []
+
+  while True:
+    channelRes = youtube.channels().list(
+      part='contentDetails', id=links
+    ).execute()
+    
+    if 'items' in channelRes and channelRes['items']:
+
+      playlistId = channelRes['items'][0]['contentDetails']['relatedPlaylists']['uploads']
+
+      playlistResult = youtube.playlistItems().list(
+        part='contentDetails', playlistId=playlistId,
+        maxResults = 50, pageToken = next_page_token
+      ).execute()
+
+      for item in playlistResult.get('items', []):
+        video_response = youtube.videos().list(
+          part='snippet',
+          id=[item['contentDetails']['videoId']]
+        ).execute()
+        
+        title = video_response['items'][0]['snippet']['title']
+        id = item['contentDetails']['videoId']
+        
+        videoUrl = f"https://www.youtube.com/watch?v={id}"
+        try:
+          captions = YouTubeTranscriptApi.get_transcript(
+            id, languages=['en'], preserve_formatting=True
+          )
+          if captions:
+            formatted_captions = [{caption['text']} for caption in captions]
+            raw_transcripts = ' '.join(caption.pop() for caption in formatted_captions)
+          else:
+            continue
+        except TranscriptsDisabled as e:
+          print(F"There was an error while getting the captions: {e}")
+        except Exception as e:
+          logging.error(f"There was some error while fetching the video: {str(e)}")
+
+        video_data = {'title': title, 'video_id': id, 'captions': str(raw_transcripts)}
+        videoNo += 1
+        vid_json.append(video_data)
+        print(f"no of video with valid captions: {videoNo}")
+      next_page_token = playlistResult.get('nextPageToken')
+    
+    if not next_page_token:
+      break
+
+with open('finetune_data.json', 'w') as file:
+  json.dump(vid_json, file, indent=2)
+
+end_time = timeit.default_timer()
+print(f"file written, no of videos fetched were {videoNo}")
+print(f"time taken to fetch the data {(end_time - start_time) /60} mins")

Transcript Collection/channel_ids.json

@@ -0,0 +1,114 @@
+[
+  "UCb_MAhL8Thb3HJ_wPkH3gcw",
+  "UCA295QVkf9O1RQ8_-s3FVXg",
+  "UCpFFItkfZz1qz5PpHpqzYBw",
+  "UCY1kMZp36IQSyNx_9h4mpCg",
+  "UCA19mAJURyYHbJzhfpqhpCA",
+  "UCqnbDFdCpuN8CMEg0VuEBqA",
+  "UCddiUEpeqJcYeBxX1IVBKvQ",
+  "UCcefcZRL2oaA_uBNeo5UOWg",
+  "UCLXo7UDZvByw2ixzpQCufnA",
+  "UCsQoiOrh7jzKmE8NBofhTnQ",
+  "UCUyvQV2JsICeLZP4c_h40kA",
+  "UCvjgXvBlbQiydffZU7m1_aw",
+  "UCRI00CwLZdLRCWg5BdDOsNw",
+  "UCEIwxahdLz7bap-VDs9h35A",
+  "UC4bq21IPPbpu0Qrsl7LW0sw",
+  "UCR1IuLEqb6UEA_zQ81kwXfg",
+  "UCIlU5KDHKFSaebYviKfOidw",
+  "UCtYKe7-XbaDjpUwcU5x0bLg",
+  "UCBJycsmduvYEL83R_U4JriQ",
+  "UCRcgy6GzDeccI7dkbbBna3Q",
+  "UC3_BakzLfadvFrsnClMFWmQ",
+  "UCmGSJVG3mCRXVOP4yZrU1Dw",
+  "UCFN6lQpfY8XIRdhv9G-f4bg",
+  "UConJDkGk921yT9hISzFqpzw",
+  "UClWTCPVi-AU9TeCN6FkGARg",
+  "UCyHJ94JzwY92NsBVzJ2aE3Q",
+  "UCTqEu1wZDBju2tHkNP1dwzQ",
+  "UC6nSFpj9HTCZ5t-N3Rm3-HA",
+  "UCX6b17PVsYBQ0ip5gyeme-Q",
+  "UCONtPx56PSebXJOxbFv-2jQ",
+  "UCZYTClx2T1of7BRZ86-8fow",
+  "UCzWQYUVCpZqtN93H8RR44Qw",
+  "UCYbK_tjZ2OrIZFBvU6CCMiA",
+  "UCxzC4EngIsMrPmbm6Nxvb-A",
+  "UCcabW7890RKJzL968QWEykA",
+  "UCamLstJyCa-t5gfZegxsFMw",
+  "UC415bOPUcGSamy543abLmRA",
+  "UCpMcsdZf2KkAnfmxiq2MfMQ",
+  "UCqVEHtQoXHmUCfJ-9smpTSg",
+  "UCYO_jab_esuFRV4b17AJtAw",
+  "UCHnyfMqiRRG1u-2MsSQLbXA",
+  "UCsXVk37bltHxD1rDPwtNM8Q",
+  "UC9RM-iSvTu1uPJb8X5yp3EQ",
+  "UCZaT_X_mc0BI-djXOlfhqWQ",
+  "UCMiJRAwDNSNzuYeN2uWa0pA",
+  "UCHpw8xwDNhU9gdohEcJu4aA",
+  "UCK7tptUDHh-RYDsdxO1-5QQ",
+  "UCsooa4yRKGN_zEE8iknghZA",
+  "UC6n8I1UDTKP1IWjQMg6_TwA",
+  "UC8butISFwT-Wl7EV0hUK0BQ",
+  "UCgRQHK8Ttr1j9xCEpCAlgbQ",
+  "UCEBb1b_L6zDS3xTUrIALZOw",
+  "UCN0QBfKk0ZSytyX_16M11fA",
+  "UCBpxspUNl1Th33XbugiHJzw",
+  "UC3osNjJeuDdvyALIEP-nh0g",
+  "UCaSCt8s_4nfkRglWCvNSDrg",
+  "UCjgpFI5dU-D1-kh9H1muoxQ",
+  "UCBa659QWEk1AI4Tg--mrJ2A",
+  "UCdBK94H6oZT2Q7l0-b0xmMg",
+  "UCBA9cAuPy9L5IYYXqOduIvw",
+  "UCXjmz8dFzRJZrZY8eFiXNUQ",
+  "UClZbmi9JzfnB2CEb0fG8iew",
+  "UCUFoQUaVRt3MVFxqwPUMLCQ",
+  "UCgLxmJ8xER7Y7sywMN5SfWg",
+  "UCac1MisHGa0qtzf0oWlU8Zw",
+  "UCSIvk78tK2TiviLQn4fSHaw",
+  "UCUyvQV2JsICeLZP4c_h40kA",
+  "UCqFzWxSCi39LnW1JKFR3efg",
+  "UCqFzWxSCi39LnW1JKFR3efg",
+  "UCccjdJEay2hpb5scz61zY6Q",
+  "UC8CX0LD98EDXl4UYX1MDCXg",
+  "UC6VcWc1rAoWdBCM0JxrRQ3A",
+  "UCSHZKyawb77ixDdsGog4iWA",
+  "UCVHdvAX5-R8y5l9xp6nroBQ",
+  "UCTb6Oy0TXI03iEUdRMR9dnw",
+  "UCqoAEDirJPjEUFcF2FklnBA",
+  "UCccjdJEay2hpb5scz61zY6Q",
+  "UCNVBYBxWj9dMHqKEl_V8HBQ",
+  "UCNVBYBxWj9dMHqKEl_V8HBQ",
+  "UCb-vZWBeWA5Q2818JmmJiqQ",
+  "UChDKyKQ59fYz3JO2fl0Z6sg",
+  "UCupvZG-5ko_eiXAupbDfxWw",
+  "UCDrLGkZTcNCshOLiKi5NtEw",
+  "UCWOA1ZGywLbqmigxE4Qlvuw",
+  "UCrM7B7SL_g1edFOnmj-SDKg",
+  "UCUMZ7gohGI9HcU9VNsr2FJQ",
+  "UCF9imwPMSGz4Vq1NiTWCC7g",
+  "UCjmJDM5pRKbUlVIzDYYWb6g",
+  "UCrRttZIypNTA1Mrfwo745Sg",
+  "UC0k238zFx-Z8xFH0sxCrPJg",
+  "UCT9zcQNlyht7fRlcjmflRSA",
+  "UC0C-w0YjGpqDXGB8IHb662A",
+  "UCgQna2EqpzqzfBjlSmzT72w",
+  "UCeLHszkByNZtPKcaVXOCOQQ",
+  "UCjNRJBlxvvS0UXAT2Ack-QQ",
+  "UC-J-KZfRV8c13fOCkhXdLiQ",
+  "UCfM3zsQsOnfWNUppiycmBuw",
+  "UCNjHgaLpdy1IMNK57pYiKiQ",
+  "UCqECaJ8Gagnn7YCbPEzWH6g",
+  "UCb2HGwORFBo94DmRx4oLzow",
+  "UCi4EDAgjULwwNBHOg1aaCig",
+  "UCDPM_n1atn2ijUwHd0NNRQw",
+  "UCcgqSM4YEo5vVQpqwN-MaNw",
+  "UCoUM-UJ7rirJYP8CQ0EIaHA",
+  "UC0WP5P-ufpRfjbNrmOWwLBQ",
+  "UCBVjMGOIkavEAhyqpxJ73Dw",
+  "UCPHjpfnnGklkRBBTd0k6aHg",
+  "UCmHhviensDlGQeU8Yo80zdg",
+  "UC6IBMCQ6-d7p41KHxOsq4RA",
+  "UCiMhD4jzUqG-IgPzUmmytRQ",
+  "UCB0JSO6d5ysH2Mmqz5I9rIw",
+  "UC-lHJZR3Gqxm24_Vd_AJ5Yw"
+]

Transcript Collection/channel_ids_snippet.json

@@ -0,0 +1,12 @@
+[
+  "UCDPM_n1atn2ijUwHd0NNRQw",
+  "UCcgqSM4YEo5vVQpqwN-MaNw",
+  "UCoUM-UJ7rirJYP8CQ0EIaHA",
+  "UC0WP5P-ufpRfjbNrmOWwLBQ",
+  "UCBVjMGOIkavEAhyqpxJ73Dw",
+  "UCPHjpfnnGklkRBBTd0k6aHg",
+  "UCmHhviensDlGQeU8Yo80zdg",
+  "UC6IBMCQ6-d7p41KHxOsq4RA",
+  "UCiMhD4jzUqG-IgPzUmmytRQ",
+  "UCB0JSO6d5ysH2Mmqz5I9rIw"
+]

Transcript Collection/transcriptCollector.py

@@ -0,0 +1,76 @@
+import os
+import json
+from dotenv import load_dotenv
+from googleapiclient.discovery import build
+from youtube_transcript_api import TranscriptsDisabled, YouTubeTranscriptApi
+import logging
+import timeit
+from tqdm import tqdm  # Import tqdm
+
+start_time = timeit.default_timer()
+logging.basicConfig(filename='youtube_fetch.log', level=logging.ERROR)
+load_dotenv()
+
+api_key = os.getenv('yt_secret_key')
+os.chdir("d:/Machine Learning/SLM-Project/")
+youtube = build('youtube', 'v3', developerKey=api_key)
+
+file_path = 'Data Collection/Transcript Collection/channel_ids_snippet.json'
+with open(file_path, 'r') as file:
+  channelData = json.load(file)
+
+videoNo = 0
+for links in channelData:
+    next_page_token = None
+    videoIds = []
+
+    while True:
+        channelRes = youtube.channels().list(
+            part='contentDetails,snippet', id=links
+        ).execute()
+        if 'items' in channelRes and channelRes['items']:
+            channel_name = channelRes["items"][0]["snippet"]["title"]
+            playlistId = channelRes['items'][0]['contentDetails']['relatedPlaylists']['uploads']
+
+            playlistResult = youtube.playlistItems().list(
+                part='contentDetails', playlistId=playlistId,
+                maxResults=100, pageToken=next_page_token
+            ).execute()
+
+            videoIds.extend([item['contentDetails']['videoId'] for item in playlistResult.get('items', [])])
+
+            next_page_token = playlistResult.get('nextPageToken')
+
+            if not next_page_token:
+                break
+
+    with tqdm(total=len(videoIds), desc=f"Fetching '{channel_name}' videos") as pbar:
+        for ids in videoIds:
+            videoUrl = f"https://www.youtube.com/watch?v={ids}"
+            try:
+                raw_transcripts = []
+                try:
+                    captions = YouTubeTranscriptApi.get_transcript(
+                        ids, languages=['en'], preserve_formatting=True
+                    )
+                    if captions:
+                        formatted_captions = [{'text': caption['text']} for caption in captions]
+                        raw_transcripts.append(formatted_captions)
+                        videoNo += 1
+                        pbar.update(1)
+                    else:
+                        continue
+                except TranscriptsDisabled as e:
+                    continue
+                except Exception as e:
+                    logging.error(f"There was some error while fetching the video: {str(e)}")
+            except Exception as e:
+                logging.error(f"There was some error while getting the captions: {str(e)}")
+
+            with open('Data/caption files/new_data.txt', 'a', encoding='utf-8') as file:
+                for videoCaptions in raw_transcripts:
+                    for line in videoCaptions:
+                        file.write(line['text'] + ' ')
+
+print(f"total {videoNo} videos were fetched")
+print(f"time taken to execute the code is {(timeit.default_timer() - start_time) / 3600} hrs")

Transcript Collection/videoUrls.json

@@ -0,0 +1,1657 @@
+[
+  "https://www.youtube.com/watch?v=eovPZkHCKk4",
+  "https://www.youtube.com/watch?v=Fv5SvRVds_w",
+  "https://www.youtube.com/watch?v=1ZKBaRsP1gY",
+  "https://www.youtube.com/watch?v=Xkuh6JqDiQc",
+  "https://www.youtube.com/watch?v=j_n6g-x3r6E",
+  "https://www.youtube.com/watch?v=m6OLXS8_PiM",
+  "https://www.youtube.com/watch?v=NqabT21d8VM",
+  "https://www.youtube.com/watch?v=saBoVaIOfQU",
+  "https://www.youtube.com/watch?v=52JUvgAfXlc",
+  "https://www.youtube.com/watch?v=9z4_leGaQQs",
+  "https://www.youtube.com/watch?v=UWhuHiL8Pug",
+  "https://www.youtube.com/watch?v=z-eC9eoaRm4",
+  "https://www.youtube.com/watch?v=CoBeQzc4vQc",
+  "https://www.youtube.com/watch?v=lmVakNtCYwQ",
+  "https://www.youtube.com/watch?v=lv1SpwwJEW8",
+  "https://www.youtube.com/watch?v=nf-Yy3EuZi0",
+  "https://www.youtube.com/watch?v=EyAdby3hMRM",
+  "https://www.youtube.com/watch?v=dL_H_74VP2w",
+  "https://www.youtube.com/watch?v=oRUjKZOhV6E",
+  "https://www.youtube.com/watch?v=W5hBL94EFMQ",
+  "https://www.youtube.com/watch?v=ujBFPKMQSlg",
+  "https://www.youtube.com/watch?v=a9FbqgOi-4g",
+  "https://www.youtube.com/watch?v=brZjzM75GjY",
+  "https://www.youtube.com/watch?v=n3TCKKAL3uo",
+  "https://www.youtube.com/watch?v=V4j606F6mvo",
+  "https://www.youtube.com/watch?v=pf1GvrUqeIA",
+  "https://www.youtube.com/watch?v=Vjvf684eyuQ",
+  "https://www.youtube.com/watch?v=ZlFF7A8nk0w",
+  "https://www.youtube.com/watch?v=mIsD1cXtmok",
+  "https://www.youtube.com/watch?v=QkD8wsiB-6c",
+  "https://www.youtube.com/watch?v=R2karaKGgkk",
+  "https://www.youtube.com/watch?v=pZz3tfXEFmU",
+  "https://www.youtube.com/watch?v=yeaQUhAOdtk",
+  "https://www.youtube.com/watch?v=1aMTvU40RlU",
+  "https://www.youtube.com/watch?v=12HDvYRYp9w",
+  "https://www.youtube.com/watch?v=R63DdEe_8aM",
+  "https://www.youtube.com/watch?v=UpmwhkNg5Dw",
+  "https://www.youtube.com/watch?v=8_NITp2JgvU",
+  "https://www.youtube.com/watch?v=PGmhLRKpfAE",
+  "https://www.youtube.com/watch?v=80hc9dV5St0",
+  "https://www.youtube.com/watch?v=DiheSWIxydk",
+  "https://www.youtube.com/watch?v=STff_wOQHn4",
+  "https://www.youtube.com/watch?v=6xvrKW2H_hA",
+  "https://www.youtube.com/watch?v=wAQyHqm9STo",
+  "https://www.youtube.com/watch?v=e9OsIj32w7U",
+  "https://www.youtube.com/watch?v=o_-1GRDRPfU",
+  "https://www.youtube.com/watch?v=5Z101RchIBA",
+  "https://www.youtube.com/watch?v=sxHu46YKnZg",
+  "https://www.youtube.com/watch?v=UKlyYvJJF5s",
+  "https://www.youtube.com/watch?v=TXjU4l5wrkk",
+  "https://www.youtube.com/watch?v=RSDnXELorhE",
+  "https://www.youtube.com/watch?v=V1R2yrmjmOQ",
+  "https://www.youtube.com/watch?v=9kaSKoBb7ew",
+  "https://www.youtube.com/watch?v=ZdFFL9wNsaY",
+  "https://www.youtube.com/watch?v=-_fqI0JNU6g",
+  "https://www.youtube.com/watch?v=ot3dT7c7jiE",
+  "https://www.youtube.com/watch?v=gYuHNpNhJO8",
+  "https://www.youtube.com/watch?v=TJAklSh_rjk",
+  "https://www.youtube.com/watch?v=9u20ZSKsQ90",
+  "https://www.youtube.com/watch?v=mQDegCqiVnU",
+  "https://www.youtube.com/watch?v=6ufC5eGpDeY",
+  "https://www.youtube.com/watch?v=J3AAvZjmeI8",
+  "https://www.youtube.com/watch?v=J5H-LCrN-5E",
+  "https://www.youtube.com/watch?v=K7uvrd94mrg",
+  "https://www.youtube.com/watch?v=1W8SXZ8h4YA",
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+  "https://www.youtube.com/watch?v=XRuCW80L9mA",
+  "https://www.youtube.com/watch?v=i5C-DQ0edR0",
+  "https://www.youtube.com/watch?v=556ZV2jjVwc",
+  "https://www.youtube.com/watch?v=c3EQDfqqHsI",
+  "https://www.youtube.com/watch?v=OTaYKEumwc8",
+  "https://www.youtube.com/watch?v=oYkbw0i6oVI",
+  "https://www.youtube.com/watch?v=lM6rliphNdw",
+  "https://www.youtube.com/watch?v=JOPCYyItgYI",
+  "https://www.youtube.com/watch?v=sZAneAxW7j0",
+  "https://www.youtube.com/watch?v=eB1S9-GsBW8",
+  "https://www.youtube.com/watch?v=b_gx2Uc95os",
+  "https://www.youtube.com/watch?v=FyGCGugcWpg",
+  "https://www.youtube.com/watch?v=bAQlgrnJdLk",
+  "https://www.youtube.com/watch?v=IINfbN81h6c",
+  "https://www.youtube.com/watch?v=zGSzj7ztszI",
+  "https://www.youtube.com/watch?v=2deVJa9MjUk",
+  "https://www.youtube.com/watch?v=UnOn60YtcGo",
+  "https://www.youtube.com/watch?v=hjTvaBZAPqE",
+  "https://www.youtube.com/watch?v=NC45TRP4lq0",
+  "https://www.youtube.com/watch?v=HJ034SvB16E",
+  "https://www.youtube.com/watch?v=rxCXyVtN-_E",
+  "https://www.youtube.com/watch?v=mLHnUjhzv9E",
+  "https://www.youtube.com/watch?v=SFFE-XY75Js",
+  "https://www.youtube.com/watch?v=1dItVypEXAY",
+  "https://www.youtube.com/watch?v=BfNHR7oguoY",
+  "https://www.youtube.com/watch?v=JjJPBqw1lGM",
+  "https://www.youtube.com/watch?v=QH0Hl31vdF4",
+  "https://www.youtube.com/watch?v=xnYT5Fp6w_M",
+  "https://www.youtube.com/watch?v=T6a87L_f7js",
+  "https://www.youtube.com/watch?v=LRP2Vw9ix-s",
+  "https://www.youtube.com/watch?v=6Xa9T2OMzmw",
+  "https://www.youtube.com/watch?v=zGhu4iaBqtk",
+  "https://www.youtube.com/watch?v=huSINlXab2E",
+  "https://www.youtube.com/watch?v=NZCUa_fFxyY",
+  "https://www.youtube.com/watch?v=W0qn3oPYo5c",
+  "https://www.youtube.com/watch?v=Jo9Stp6KvYs",
+  "https://www.youtube.com/watch?v=NlFeAPdmIM8",
+  "https://www.youtube.com/watch?v=u9x4cRWqPPM",
+  "https://www.youtube.com/watch?v=lVJlZMu_UVs",
+  "https://www.youtube.com/watch?v=QOHCJtrQWTU",
+  "https://www.youtube.com/watch?v=UwKZVPYssOg",
+  "https://www.youtube.com/watch?v=m6C8soxbN2w",
+  "https://www.youtube.com/watch?v=eA151sBcCag",
+  "https://www.youtube.com/watch?v=D8n8gYVdThg",
+  "https://www.youtube.com/watch?v=PQnhigbI4g4"
+]

webscrapper/URLFetcher.py

@@ -0,0 +1,50 @@
+import os
+os.chdir('D:/Machine Learning/SLM-Project/')
+
+import requests
+from bs4 import BeautifulSoup
+from tqdm import tqdm
+
+class BritannicaUrls:
+  def __init__(self, search_queries, max_limit):
+    self.max_limit = max_limit
+    self.search_queries = search_queries
+    self.headers = {'User-Agent': "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/42.0.2311.135 Safari/537.36 Edge/12.246"}
+
+  def build_url(self, query, pageNo):
+    formattedQuery = '%20'.join(query.split(' '))
+    url = f"https://www.britannica.com/search?query={formattedQuery}&page={pageNo}"
+    return url
+
+  def get_target_url(self, targets):
+    r = requests.get(targets, headers=self.headers)
+    list_url = []
+
+    if r.status_code == 200:
+      html_content = r.content
+      soup = BeautifulSoup(html_content, 'html.parser')
+      fetched_urls = soup.find_all('a', attrs={'class': 'font-weight-bold font-18'})
+      list_url.extend([url.get('href') for url in fetched_urls])
+      return list_url
+
+    else:
+      print(f"skipping this {targets}")
+
+  def generate_urls(self, progress_bar=None):
+    page_urls = []
+    total_iterations = len(self.search_queries) * self.max_limit
+    current_iteration = 0
+
+    for query in self.search_queries:
+      pageNo = 1
+      for i in range(self.max_limit):
+        target_url = self.build_url(query, pageNo)
+        pageNo += 1
+        new_url = self.get_target_url(target_url)
+        page_urls.extend(new_url)
+
+        # Update the progress bar
+        current_iteration += 1
+        if progress_bar:
+          progress_bar.update(1)
+    return page_urls

webscrapper/britannicaScrapper.py

@@ -0,0 +1,52 @@
+"""
+--> this code takes use of URLFetcher.py and fetches the text data from each of the pages
+--> saves it in a .txt file
+--> voila!!
+"""
+
+import os
+import json
+os.chdir('D:/Machine Learning/SLM-Project/')
+
+query_file = 'Data Collection/webscrapper/search_queries.json'
+out_file = f'Data/webscrapped data/britannica_output.txt'
+max_limit = 10
+
+with open(query_file, 'r') as file:
+  search_queries = json.load(file)
+
+from tqdm import tqdm
+
+from URLFetcher import BritannicaUrls
+scrape = BritannicaUrls(search_queries=search_queries, max_limit=10)
+with tqdm(total=len(search_queries) * max_limit, desc="Generating URL snippets: ") as pbar:
+  url_snippets = scrape.generate_urls(progress_bar=pbar)
+
+print('fetched snippets successfully!')
+print(f"total snippets: {len(url_snippets)}")
+
+import requests
+from bs4 import BeautifulSoup
+import re
+
+def text_extractor(url_snippet):
+  target_url = f"https://britannica.com{url_snippet}"
+  r = requests.get(target_url, headers=scrape.headers)
+
+  if r.status_code == 200:
+    soup = BeautifulSoup(r.content, 'html.parser')
+    paragraphs = soup.find_all('p')
+    
+    # extract text content from each <p> tag, excluding specified text
+    page = '\n'.join([p.get_text() for p in paragraphs if "Our editors will review what you’ve submitted and determine whether to revise the article." not in p.get_text()])
+    page = re.sub('&\w+;','',page)
+
+    return page
+
+if __name__ == '__main__':
+  with tqdm(total=len(url_snippets), desc="Scrapping in progress: ") as pbar:
+    for snippets in url_snippets:
+      page = text_extractor(snippets)
+      with open(out_file, 'a', encoding='utf-8') as file:
+        file.write(page)
+      pbar.update(1)

webscrapper/fetchedTargetUrls.json

@@ -0,0 +1,302 @@
+[
+  "https://www.britannica.com/search?query=antarctica&page=1",
+  "https://www.britannica.com/search?query=antarctica&page=2",
+  "https://www.britannica.com/search?query=antarctica&page=3",
+  "https://www.britannica.com/search?query=antarctica&page=4",
+  "https://www.britannica.com/search?query=antarctica&page=5",
+  "https://www.britannica.com/search?query=antarctica&page=6",
+  "https://www.britannica.com/search?query=antarctica&page=7",
+  "https://www.britannica.com/search?query=antarctica&page=8",
+  "https://www.britannica.com/search?query=antarctica&page=9",
+  "https://www.britannica.com/search?query=antarctica&page=10",
+  "https://www.britannica.com/search?query=colonization&page=1",
+  "https://www.britannica.com/search?query=colonization&page=2",
+  "https://www.britannica.com/search?query=colonization&page=3",
+  "https://www.britannica.com/search?query=colonization&page=4",
+  "https://www.britannica.com/search?query=colonization&page=5",
+  "https://www.britannica.com/search?query=colonization&page=6",
+  "https://www.britannica.com/search?query=colonization&page=7",
+  "https://www.britannica.com/search?query=colonization&page=8",
+  "https://www.britannica.com/search?query=colonization&page=9",
+  "https://www.britannica.com/search?query=colonization&page=10",
+  "https://www.britannica.com/search?query=world%20war&page=1",
+  "https://www.britannica.com/search?query=world%20war&page=2",
+  "https://www.britannica.com/search?query=world%20war&page=3",
+  "https://www.britannica.com/search?query=world%20war&page=4",
+  "https://www.britannica.com/search?query=world%20war&page=5",
+  "https://www.britannica.com/search?query=world%20war&page=6",
+  "https://www.britannica.com/search?query=world%20war&page=7",
+  "https://www.britannica.com/search?query=world%20war&page=8",
+  "https://www.britannica.com/search?query=world%20war&page=9",
+  "https://www.britannica.com/search?query=world%20war&page=10",
+  "https://www.britannica.com/search?query=asia&page=1",
+  "https://www.britannica.com/search?query=asia&page=2",
+  "https://www.britannica.com/search?query=asia&page=3",
+  "https://www.britannica.com/search?query=asia&page=4",
+  "https://www.britannica.com/search?query=asia&page=5",
+  "https://www.britannica.com/search?query=asia&page=6",
+  "https://www.britannica.com/search?query=asia&page=7",
+  "https://www.britannica.com/search?query=asia&page=8",
+  "https://www.britannica.com/search?query=asia&page=9",
+  "https://www.britannica.com/search?query=asia&page=10",
+  "https://www.britannica.com/search?query=africa&page=1",
+  "https://www.britannica.com/search?query=africa&page=2",
+  "https://www.britannica.com/search?query=africa&page=3",
+  "https://www.britannica.com/search?query=africa&page=4",
+  "https://www.britannica.com/search?query=africa&page=5",
+  "https://www.britannica.com/search?query=africa&page=6",
+  "https://www.britannica.com/search?query=africa&page=7",
+  "https://www.britannica.com/search?query=africa&page=8",
+  "https://www.britannica.com/search?query=africa&page=9",
+  "https://www.britannica.com/search?query=africa&page=10",
+  "https://www.britannica.com/search?query=australia&page=1",
+  "https://www.britannica.com/search?query=australia&page=2",
+  "https://www.britannica.com/search?query=australia&page=3",
+  "https://www.britannica.com/search?query=australia&page=4",
+  "https://www.britannica.com/search?query=australia&page=5",
+  "https://www.britannica.com/search?query=australia&page=6",
+  "https://www.britannica.com/search?query=australia&page=7",
+  "https://www.britannica.com/search?query=australia&page=8",
+  "https://www.britannica.com/search?query=australia&page=9",
+  "https://www.britannica.com/search?query=australia&page=10",
+  "https://www.britannica.com/search?query=holocaust&page=1",
+  "https://www.britannica.com/search?query=holocaust&page=2",
+  "https://www.britannica.com/search?query=holocaust&page=3",
+  "https://www.britannica.com/search?query=holocaust&page=4",
+  "https://www.britannica.com/search?query=holocaust&page=5",
+  "https://www.britannica.com/search?query=holocaust&page=6",
+  "https://www.britannica.com/search?query=holocaust&page=7",
+  "https://www.britannica.com/search?query=holocaust&page=8",
+  "https://www.britannica.com/search?query=holocaust&page=9",
+  "https://www.britannica.com/search?query=holocaust&page=10",
+  "https://www.britannica.com/search?query=voyages&page=1",
+  "https://www.britannica.com/search?query=voyages&page=2",
+  "https://www.britannica.com/search?query=voyages&page=3",
+  "https://www.britannica.com/search?query=voyages&page=4",
+  "https://www.britannica.com/search?query=voyages&page=5",
+  "https://www.britannica.com/search?query=voyages&page=6",
+  "https://www.britannica.com/search?query=voyages&page=7",
+  "https://www.britannica.com/search?query=voyages&page=8",
+  "https://www.britannica.com/search?query=voyages&page=9",
+  "https://www.britannica.com/search?query=voyages&page=10",
+  "https://www.britannica.com/search?query=biological%20viruses&page=1",
+  "https://www.britannica.com/search?query=biological%20viruses&page=2",
+  "https://www.britannica.com/search?query=biological%20viruses&page=3",
+  "https://www.britannica.com/search?query=biological%20viruses&page=4",
+  "https://www.britannica.com/search?query=biological%20viruses&page=5",
+  "https://www.britannica.com/search?query=biological%20viruses&page=6",
+  "https://www.britannica.com/search?query=biological%20viruses&page=7",
+  "https://www.britannica.com/search?query=biological%20viruses&page=8",
+  "https://www.britannica.com/search?query=biological%20viruses&page=9",
+  "https://www.britannica.com/search?query=biological%20viruses&page=10",
+  "https://www.britannica.com/search?query=Martin%20Luther%20King%20Jr&page=1",
+  "https://www.britannica.com/search?query=Martin%20Luther%20King%20Jr&page=2",
+  "https://www.britannica.com/search?query=Martin%20Luther%20King%20Jr&page=3",
+  "https://www.britannica.com/search?query=Martin%20Luther%20King%20Jr&page=4",
+  "https://www.britannica.com/search?query=Martin%20Luther%20King%20Jr&page=5",
+  "https://www.britannica.com/search?query=Martin%20Luther%20King%20Jr&page=6",
+  "https://www.britannica.com/search?query=Martin%20Luther%20King%20Jr&page=7",
+  "https://www.britannica.com/search?query=Martin%20Luther%20King%20Jr&page=8",
+  "https://www.britannica.com/search?query=Martin%20Luther%20King%20Jr&page=9",
+  "https://www.britannica.com/search?query=Martin%20Luther%20King%20Jr&page=10",
+  "https://www.britannica.com/search?query=Abraham%20Lincon&page=1",
+  "https://www.britannica.com/search?query=Abraham%20Lincon&page=2",
+  "https://www.britannica.com/search?query=Abraham%20Lincon&page=3",
+  "https://www.britannica.com/search?query=Abraham%20Lincon&page=4",
+  "https://www.britannica.com/search?query=Abraham%20Lincon&page=5",
+  "https://www.britannica.com/search?query=Abraham%20Lincon&page=6",
+  "https://www.britannica.com/search?query=Abraham%20Lincon&page=7",
+  "https://www.britannica.com/search?query=Abraham%20Lincon&page=8",
+  "https://www.britannica.com/search?query=Abraham%20Lincon&page=9",
+  "https://www.britannica.com/search?query=Abraham%20Lincon&page=10",
+  "https://www.britannica.com/search?query=Quarks&page=1",
+  "https://www.britannica.com/search?query=Quarks&page=2",
+  "https://www.britannica.com/search?query=Quarks&page=3",
+  "https://www.britannica.com/search?query=Quarks&page=4",
+  "https://www.britannica.com/search?query=Quarks&page=5",
+  "https://www.britannica.com/search?query=Quarks&page=6",
+  "https://www.britannica.com/search?query=Quarks&page=7",
+  "https://www.britannica.com/search?query=Quarks&page=8",
+  "https://www.britannica.com/search?query=Quarks&page=9",
+  "https://www.britannica.com/search?query=Quarks&page=10",
+  "https://www.britannica.com/search?query=Quantum%20Mechanincs&page=1",
+  "https://www.britannica.com/search?query=Quantum%20Mechanincs&page=2",
+  "https://www.britannica.com/search?query=Quantum%20Mechanincs&page=3",
+  "https://www.britannica.com/search?query=Quantum%20Mechanincs&page=4",
+  "https://www.britannica.com/search?query=Quantum%20Mechanincs&page=5",
+  "https://www.britannica.com/search?query=Quantum%20Mechanincs&page=6",
+  "https://www.britannica.com/search?query=Quantum%20Mechanincs&page=7",
+  "https://www.britannica.com/search?query=Quantum%20Mechanincs&page=8",
+  "https://www.britannica.com/search?query=Quantum%20Mechanincs&page=9",
+  "https://www.britannica.com/search?query=Quantum%20Mechanincs&page=10",
+  "https://www.britannica.com/search?query=Biological%20Viruses&page=1",
+  "https://www.britannica.com/search?query=Biological%20Viruses&page=2",
+  "https://www.britannica.com/search?query=Biological%20Viruses&page=3",
+  "https://www.britannica.com/search?query=Biological%20Viruses&page=4",
+  "https://www.britannica.com/search?query=Biological%20Viruses&page=5",
+  "https://www.britannica.com/search?query=Biological%20Viruses&page=6",
+  "https://www.britannica.com/search?query=Biological%20Viruses&page=7",
+  "https://www.britannica.com/search?query=Biological%20Viruses&page=8",
+  "https://www.britannica.com/search?query=Biological%20Viruses&page=9",
+  "https://www.britannica.com/search?query=Biological%20Viruses&page=10",
+  "https://www.britannica.com/search?query=Drugs&page=1",
+  "https://www.britannica.com/search?query=Drugs&page=2",
+  "https://www.britannica.com/search?query=Drugs&page=3",
+  "https://www.britannica.com/search?query=Drugs&page=4",
+  "https://www.britannica.com/search?query=Drugs&page=5",
+  "https://www.britannica.com/search?query=Drugs&page=6",
+  "https://www.britannica.com/search?query=Drugs&page=7",
+  "https://www.britannica.com/search?query=Drugs&page=8",
+  "https://www.britannica.com/search?query=Drugs&page=9",
+  "https://www.britannica.com/search?query=Drugs&page=10",
+  "https://www.britannica.com/search?query=Rockets&page=1",
+  "https://www.britannica.com/search?query=Rockets&page=2",
+  "https://www.britannica.com/search?query=Rockets&page=3",
+  "https://www.britannica.com/search?query=Rockets&page=4",
+  "https://www.britannica.com/search?query=Rockets&page=5",
+  "https://www.britannica.com/search?query=Rockets&page=6",
+  "https://www.britannica.com/search?query=Rockets&page=7",
+  "https://www.britannica.com/search?query=Rockets&page=8",
+  "https://www.britannica.com/search?query=Rockets&page=9",
+  "https://www.britannica.com/search?query=Rockets&page=10",
+  "https://www.britannica.com/search?query=Physics&page=1",
+  "https://www.britannica.com/search?query=Physics&page=2",
+  "https://www.britannica.com/search?query=Physics&page=3",
+  "https://www.britannica.com/search?query=Physics&page=4",
+  "https://www.britannica.com/search?query=Physics&page=5",
+  "https://www.britannica.com/search?query=Physics&page=6",
+  "https://www.britannica.com/search?query=Physics&page=7",
+  "https://www.britannica.com/search?query=Physics&page=8",
+  "https://www.britannica.com/search?query=Physics&page=9",
+  "https://www.britannica.com/search?query=Physics&page=10",
+  "https://www.britannica.com/search?query=Mathematics&page=1",
+  "https://www.britannica.com/search?query=Mathematics&page=2",
+  "https://www.britannica.com/search?query=Mathematics&page=3",
+  "https://www.britannica.com/search?query=Mathematics&page=4",
+  "https://www.britannica.com/search?query=Mathematics&page=5",
+  "https://www.britannica.com/search?query=Mathematics&page=6",
+  "https://www.britannica.com/search?query=Mathematics&page=7",
+  "https://www.britannica.com/search?query=Mathematics&page=8",
+  "https://www.britannica.com/search?query=Mathematics&page=9",
+  "https://www.britannica.com/search?query=Mathematics&page=10",
+  "https://www.britannica.com/search?query=nuclear%20physics&page=1",
+  "https://www.britannica.com/search?query=nuclear%20physics&page=2",
+  "https://www.britannica.com/search?query=nuclear%20physics&page=3",
+  "https://www.britannica.com/search?query=nuclear%20physics&page=4",
+  "https://www.britannica.com/search?query=nuclear%20physics&page=5",
+  "https://www.britannica.com/search?query=nuclear%20physics&page=6",
+  "https://www.britannica.com/search?query=nuclear%20physics&page=7",
+  "https://www.britannica.com/search?query=nuclear%20physics&page=8",
+  "https://www.britannica.com/search?query=nuclear%20physics&page=9",
+  "https://www.britannica.com/search?query=nuclear%20physics&page=10",
+  "https://www.britannica.com/search?query=nuclear%20fusion&page=1",
+  "https://www.britannica.com/search?query=nuclear%20fusion&page=2",
+  "https://www.britannica.com/search?query=nuclear%20fusion&page=3",
+  "https://www.britannica.com/search?query=nuclear%20fusion&page=4",
+  "https://www.britannica.com/search?query=nuclear%20fusion&page=5",
+  "https://www.britannica.com/search?query=nuclear%20fusion&page=6",
+  "https://www.britannica.com/search?query=nuclear%20fusion&page=7",
+  "https://www.britannica.com/search?query=nuclear%20fusion&page=8",
+  "https://www.britannica.com/search?query=nuclear%20fusion&page=9",
+  "https://www.britannica.com/search?query=nuclear%20fusion&page=10",
+  "https://www.britannica.com/search?query=CRISPR%20CAS-9&page=1",
+  "https://www.britannica.com/search?query=CRISPR%20CAS-9&page=2",
+  "https://www.britannica.com/search?query=CRISPR%20CAS-9&page=3",
+  "https://www.britannica.com/search?query=CRISPR%20CAS-9&page=4",
+  "https://www.britannica.com/search?query=CRISPR%20CAS-9&page=5",
+  "https://www.britannica.com/search?query=CRISPR%20CAS-9&page=6",
+  "https://www.britannica.com/search?query=CRISPR%20CAS-9&page=7",
+  "https://www.britannica.com/search?query=CRISPR%20CAS-9&page=8",
+  "https://www.britannica.com/search?query=CRISPR%20CAS-9&page=9",
+  "https://www.britannica.com/search?query=CRISPR%20CAS-9&page=10",
+  "https://www.britannica.com/search?query=virginia%20woolf&page=1",
+  "https://www.britannica.com/search?query=virginia%20woolf&page=2",
+  "https://www.britannica.com/search?query=virginia%20woolf&page=3",
+  "https://www.britannica.com/search?query=virginia%20woolf&page=4",
+  "https://www.britannica.com/search?query=virginia%20woolf&page=5",
+  "https://www.britannica.com/search?query=virginia%20woolf&page=6",
+  "https://www.britannica.com/search?query=virginia%20woolf&page=7",
+  "https://www.britannica.com/search?query=virginia%20woolf&page=8",
+  "https://www.britannica.com/search?query=virginia%20woolf&page=9",
+  "https://www.britannica.com/search?query=virginia%20woolf&page=10",
+  "https://www.britannica.com/search?query=cocaine&page=1",
+  "https://www.britannica.com/search?query=cocaine&page=2",
+  "https://www.britannica.com/search?query=cocaine&page=3",
+  "https://www.britannica.com/search?query=cocaine&page=4",
+  "https://www.britannica.com/search?query=cocaine&page=5",
+  "https://www.britannica.com/search?query=cocaine&page=6",
+  "https://www.britannica.com/search?query=cocaine&page=7",
+  "https://www.britannica.com/search?query=cocaine&page=8",
+  "https://www.britannica.com/search?query=cocaine&page=9",
+  "https://www.britannica.com/search?query=cocaine&page=10",
+  "https://www.britannica.com/search?query=marijuana&page=1",
+  "https://www.britannica.com/search?query=marijuana&page=2",
+  "https://www.britannica.com/search?query=marijuana&page=3",
+  "https://www.britannica.com/search?query=marijuana&page=4",
+  "https://www.britannica.com/search?query=marijuana&page=5",
+  "https://www.britannica.com/search?query=marijuana&page=6",
+  "https://www.britannica.com/search?query=marijuana&page=7",
+  "https://www.britannica.com/search?query=marijuana&page=8",
+  "https://www.britannica.com/search?query=marijuana&page=9",
+  "https://www.britannica.com/search?query=marijuana&page=10",
+  "https://www.britannica.com/search?query=apollo%20missions&page=1",
+  "https://www.britannica.com/search?query=apollo%20missions&page=2",
+  "https://www.britannica.com/search?query=apollo%20missions&page=3",
+  "https://www.britannica.com/search?query=apollo%20missions&page=4",
+  "https://www.britannica.com/search?query=apollo%20missions&page=5",
+  "https://www.britannica.com/search?query=apollo%20missions&page=6",
+  "https://www.britannica.com/search?query=apollo%20missions&page=7",
+  "https://www.britannica.com/search?query=apollo%20missions&page=8",
+  "https://www.britannica.com/search?query=apollo%20missions&page=9",
+  "https://www.britannica.com/search?query=apollo%20missions&page=10",
+  "https://www.britannica.com/search?query=birds&page=1",
+  "https://www.britannica.com/search?query=birds&page=2",
+  "https://www.britannica.com/search?query=birds&page=3",
+  "https://www.britannica.com/search?query=birds&page=4",
+  "https://www.britannica.com/search?query=birds&page=5",
+  "https://www.britannica.com/search?query=birds&page=6",
+  "https://www.britannica.com/search?query=birds&page=7",
+  "https://www.britannica.com/search?query=birds&page=8",
+  "https://www.britannica.com/search?query=birds&page=9",
+  "https://www.britannica.com/search?query=birds&page=10",
+  "https://www.britannica.com/search?query=blogs&page=1",
+  "https://www.britannica.com/search?query=blogs&page=2",
+  "https://www.britannica.com/search?query=blogs&page=3",
+  "https://www.britannica.com/search?query=blogs&page=4",
+  "https://www.britannica.com/search?query=blogs&page=5",
+  "https://www.britannica.com/search?query=blogs&page=6",
+  "https://www.britannica.com/search?query=blogs&page=7",
+  "https://www.britannica.com/search?query=blogs&page=8",
+  "https://www.britannica.com/search?query=blogs&page=9",
+  "https://www.britannica.com/search?query=blogs&page=10",
+  "https://www.britannica.com/search?query=journal&page=1",
+  "https://www.britannica.com/search?query=journal&page=2",
+  "https://www.britannica.com/search?query=journal&page=3",
+  "https://www.britannica.com/search?query=journal&page=4",
+  "https://www.britannica.com/search?query=journal&page=5",
+  "https://www.britannica.com/search?query=journal&page=6",
+  "https://www.britannica.com/search?query=journal&page=7",
+  "https://www.britannica.com/search?query=journal&page=8",
+  "https://www.britannica.com/search?query=journal&page=9",
+  "https://www.britannica.com/search?query=journal&page=10",
+  "https://www.britannica.com/search?query=Adolf%20Hitler&page=1",
+  "https://www.britannica.com/search?query=Adolf%20Hitler&page=2",
+  "https://www.britannica.com/search?query=Adolf%20Hitler&page=3",
+  "https://www.britannica.com/search?query=Adolf%20Hitler&page=4",
+  "https://www.britannica.com/search?query=Adolf%20Hitler&page=5",
+  "https://www.britannica.com/search?query=Adolf%20Hitler&page=6",
+  "https://www.britannica.com/search?query=Adolf%20Hitler&page=7",
+  "https://www.britannica.com/search?query=Adolf%20Hitler&page=8",
+  "https://www.britannica.com/search?query=Adolf%20Hitler&page=9",
+  "https://www.britannica.com/search?query=Adolf%20Hitler&page=10",
+  "https://www.britannica.com/search?query=Presidents%20of%20United%20States&page=1",
+  "https://www.britannica.com/search?query=Presidents%20of%20United%20States&page=2",
+  "https://www.britannica.com/search?query=Presidents%20of%20United%20States&page=3",
+  "https://www.britannica.com/search?query=Presidents%20of%20United%20States&page=4",
+  "https://www.britannica.com/search?query=Presidents%20of%20United%20States&page=5",
+  "https://www.britannica.com/search?query=Presidents%20of%20United%20States&page=6",
+  "https://www.britannica.com/search?query=Presidents%20of%20United%20States&page=7",
+  "https://www.britannica.com/search?query=Presidents%20of%20United%20States&page=8",
+  "https://www.britannica.com/search?query=Presidents%20of%20United%20States&page=9",
+  "https://www.britannica.com/search?query=Presidents%20of%20United%20States&page=10"
+]

webscrapper/idk.py

@@ -0,0 +1,44 @@
+""" 
+--> Bhav nhi deta main iss code ko
+--> kuch to krta h, bss malum nhi
+"""
+
+from bs4 import BeautifulSoup
+import requests
+import json
+
+file_path = './search_queries.json'
+with open(file_path, 'r', encoding='utf-8') as file:
+  url_dict = json.load(file)
+
+def fetch_url(snippet):
+  url = f"https://www.britannica.com{snippet}"
+  headers = {'User-Agent': "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/42.0.2311.135 Safari/537.36 Edge/12.246"} 
+  r = requests.get(url=url, headers=headers)
+  return r
+
+def scrapper(content):
+  soup = BeautifulSoup(content, 'html5lib')
+  links = []
+  for link in soup.find_all('a', href=True):
+    links.append(link['href'])
+
+  paragraph_data = soup.find_all('p')
+  return paragraph_data, links
+
+def main():
+  for query_data in url_dict:
+    query = query_data['query']
+    link = query_data['links']
+
+    print(f"scarpping html for '{query}' now")
+    for link_list in link:
+      for links in link_list:
+        html_content = fetch_url(links)
+        scrapped_html, extra_urls = scrapper(html_content.content)
+        print(scrapped_html)
+        # with open(f'codes/html content/{query}.txt', 'w', encoding='utf-8') as outfile:
+        #   outfile.write(scrapped_html)
+
+if __name__ == "__main__":
+  main()

webscrapper/search_queries.json

@@ -0,0 +1,41 @@
+[
+  "antarctica",
+  "colonization",
+  "world war",
+  "asia",
+  "africa",
+  "australia",
+  "holocaust",
+  "voyages",
+  "biological viruses",
+  "Martin Luther King Jr",
+  "Abraham Lincon",
+  "Quarks",
+  "Quantum Mechanincs",
+  "Biological Viruses",
+  "Drugs",
+  "Rockets",
+  "Physics",
+  "Mathematics",
+  "nuclear physics",
+  "nuclear fusion",
+  "CRISPR CAS-9",
+  "virginia woolf",
+  "cocaine", 
+  "marijuana",
+  "apollo missions",
+  "birds",
+  "blogs",
+  "journal",
+  "Adolf Hitler",
+  "Presidents of United States",
+  "genders and sexes",
+  "journalism",
+  "maths theories",
+  "matter and particles",
+  "discoveries",
+  "authoers and writers",
+  "poets and novel writers",
+  "literature",
+  "awards and honors"
+]