Vader sentiment analysis plus irony + irony detection

from pymongo import MongoClient, errors
from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer
import re

# MongoDB connection settings
mongo_uri = "mongodb://localhost:27017/"
database_name = "twitter_database"
source_collection_name = "tweets"

def get_text_from_doc(doc):
    """
    Extracts the text from the document.
    Returns the text if available, otherwise returns None.
    """
    text = doc.get("json_data", {}).get("text")
    if text:
        return text
    extended_text = doc.get("json_data", {}).get("extended_tweet", {}).get("full_text")
    return extended_text

def analyze_sentiment(text):
    """
    Analyzes the sentiment of the given text using VADER.
    Returns the compound sentiment score.
    """
    analyzer = SentimentIntensityAnalyzer()
    sentiment = analyzer.polarity_scores(text)
    return sentiment['compound']

def detect_irony(text):
    """
    Detects irony in the given text.
    Returns True if irony is detected, otherwise False.
    """
    irony_patterns = [
        r"\b(?:delay)\b.*\thanks\b",
        r"\b(?:can't|cannot)\b.*\bimagine\b",
        r"\bwhat a surprise\b",
        r"\bsarcasm\b",
        r"\birony\b",
        r"\bjust what I needed\b",
    ]

    for pattern in irony_patterns:
        if re.search(pattern, text, re.IGNORECASE):
            return True
    return False

try:
    client = MongoClient(mongo_uri, serverSelectionTimeoutMS=5000)
    db = client[database_name]
    source_collection = db[source_collection_name]

    cursor = source_collection.find().limit(20)  # Limit to only 20 tweets

    for doc in cursor:
        text = get_text_from_doc(doc)
        if text:
            compound_score = analyze_sentiment(text)
            irony_detected = detect_irony(text)
            print("Compound Sentiment Score:", compound_score)
            if irony_detected:
                print("Irony detected in text:", text)
            else:
                print("Text is not ironic.")
            print()

except errors.ServerSelectionTimeoutError as err:
    print("Failed to connect to MongoDB server:", err)
except errors.PyMongoError as err:
    print("An error occurred while working with MongoDB:", err)
finally:
    client.close()