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View Code? Open in Web Editor NEWReport on hashtags in tweet data.
License: MIT License
Report on hashtags in tweet data.
License: MIT License
I have been experimenting with the plug in in some datasets and there appears to be an inconsistency with the counting. I am not sure if tweets that contain multiple hashtags are also taken into account.
Here is the code I use (extracting them from the entities metadata):
def hash_retrieve(df):
"""
df : dataframe of tweets
Description:
The function takes as an object a df of tweets obtained via twarc and
returns a generator object.
"""
for line, id in zip(df['entities.hashtags'], df['id']):
if pd.isna(line):
continue
line = line.strip()
data = json.loads(line)
for hashtag in ensure_flattened(data):
#print(hashtag['tag'],id)
yield [hashtag['tag'], id]
# Using the generator to create a new dataframe.
a = pd.DataFrame(list(hash_retrieve(df)),
columns=['hashtag', 'id'])
a.hashtag.value_counts()
I get different counts when I apply twarc2 hashtags sample.jsonl
(just got a random sample of tweets). I usually hashtags with higher counts compared to the twarc command.
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