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from tweety.bot import Twitter | |
from pydantic import BaseModel, Field | |
import pandas as pd | |
from workcell.integrations.types import PerspectiveTable | |
class Input(BaseModel): | |
username: str = Field(default="sama", description="Twitter username of the person you want to scrape") | |
def fetch_twitter_by_id(username): | |
# app = Twitter("elonmusk") | |
app = Twitter(username) | |
# Get 20 Tweets of a user | |
all_tweets = app.get_tweets() | |
return all_tweets | |
def process_tweets(tweets): | |
all_tweets = [tweet.to_dict() for tweet in tweets] | |
# pandas dataframe | |
df = pd.DataFrame(all_tweets) | |
# filter | |
filter_columns = ['created_on', 'text', 'likes','reply_counts', 'retweet_counts', 'id'] | |
df = df[filter_columns] | |
return df | |
def twitter_scraper(input: Input) -> PerspectiveTable: | |
"""Returns latest 20 tweets of given usename, such as 'elonmusk'. """ | |
all_tweets = fetch_twitter_by_id(username=input.username) | |
df = process_tweets(all_tweets) | |
return PerspectiveTable(data=df) | |