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https://github.com/bellingcat/tiktok-hashtag-analysis.git
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@@ -1,64 +1,49 @@
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import os, sys
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import csv, json
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import re
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from pandas import *
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def arg_check():
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if len(sys.argv) != 3:
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print(f'ERROR: Please make sure you enter the following in the command line: python3 extract_posts.py file.json hashtag')
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sys.exit()
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else:
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return
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def get_hashtag_positions(file_name, hashtag):
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base = os.path.splitext(file_name)[0]
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path = f"./{base}_sorted_hashtags.csv"
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if not os.path.exists(path):
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print(f'Generating {path} ...')
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os.system(f'python3 extract_hashtag.py {file_name} {1}')
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return tag_membership(hashtag, path)
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from extract_hashtag import get_occurances
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def tag_membership(hashtag, path):
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data = read_csv(path)
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position_str = list(data[data["Name"] == hashtag].values[:, 2])
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if position_str:
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position_str = re.split('{|}', str(position_str))[1]
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p = position_str.replace(";", ",")
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positions = [int(s) for s in p.split(",")]
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return positions
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else:
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return
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def filter_positions(hashtags, keys, positions):
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filtered = []
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for hashtag in hashtags:
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try:
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i = keys.index(hashtag)
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key = keys[i]
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post_indices = positions[i][1]
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filtered.append((key, post_indices))
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except Exception as error:
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print(error)
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continue
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return filtered
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def print_posts(file_name, path, hashtag, positions):
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with open(file_name) as f:
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data = json.load(f)
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posts = []
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for p in positions:
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posts.append(data[p])
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keys = posts[0].keys()
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with open(path, 'w', newline='') as csv_file:
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writer = csv.DictWriter(csv_file, keys)
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writer.writeheader()
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writer.writerows(posts)
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print(f'The posts are contained in the file {path}.')
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return
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def write_posts(path, obj, filtered):
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length = len(filtered)
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with open(path, "w") as output_file:
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for i in range(length):
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hashtag = filtered[i][0]
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total_positions = len(filtered[i][1])
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positions = list(filtered[i][1])
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first_position = positions[0]
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output_file.write(f"{hashtag}, {obj[first_position]}" + "\n")
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for p in range(1, total_positions):
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output_file.write(f" , {obj[positions[p]]}" + "\n")
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print(f"{total_positions} posts written for the hashtag - {hashtag}")
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if __name__ == "__main__":
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arg_check()
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file_name = sys.argv[1]
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hashtag = sys.argv[2]
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path = f"./{hashtag}_posts.csv"
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hashtags = list(sys.argv[2:])
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name = f"{hashtags[0]}_{len(hashtags)}"
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path = f"../{name}_posts.csv"
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if os.path.exists(path):
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print(f'The file {path} containing hashtag occurances already exists. If you would like to run the script afresh, please delete the file {path} and re-run the script.')
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sys.exit()
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else:
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positions = get_hashtag_positions(file_name, hashtag)
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if positions:
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print_posts(file_name, path, hashtag, positions)
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obj, keys, positions = get_occurances(file_name, sort=False)
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filtered = filter_positions(hashtags, keys, positions)
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if filtered:
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write_posts(path, obj, filtered)
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else:
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print(f'{hashtag} not found!!!!')
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sys.exit()
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print(f"No posts found for the hashtags you entered.")
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