Reviews Sentiments

form_configs/review_sentiments.json

@@ -0,0 +1,9 @@
+{
+    "Review Sentiments Form": {
+		"Review": {
+			"field_name": "review",
+			"type": "text",
+			"required": true
+		}
+	}
+}

models/Review_sentiments/data/dataset.csv

@@ -0,0 +1,103 @@
+text,sentiment
+"I love this product! It's fantastic.",1
+"This is the worst experience ever.",0
+"Absolutely fantastic service!",1
+"Not worth the money.",0
+"I'm so happy with my purchase!",1
+"Terrible customer support.",0
+"This is the best thing I've ever bought!",1
+"I hate this! So disappointing.",0
+"Highly recommend this to everyone!",1
+"Will never buy this again.",0
+"This has changed my life for the better.",1
+"Awful experience, I want a refund.",0
+"Great quality for the price.",1
+"Too good to be true, but it is!",1
+"Very unsatisfied with my order.",0
+"I am thrilled with my purchase!",1
+"Do not waste your money on this.",0
+"Such a wonderful experience!",1
+"Will not recommend to friends.",0
+"Perfect! Exactly what I wanted.",1
+"Terrible product, do not buy.",0
+"I couldn't be happier with my purchase!",1
+"The quality is amazing, highly recommend!",1
+"Very disappointed, it broke after one use.",0
+"Best purchase I’ve made all year!",1
+"Awful service, I will not be returning.",0
+"This is an absolute gem, I love it!",1
+"Not what I expected at all, very misleading.",0
+"Fantastic! I use it every day.",1
+"I had high hopes, but I'm let down.",0
+"Such a great value for the money!",1
+"Really poor quality, I'm returning it.",0
+"This makes my life so much easier!",1
+"I would give this 0 stars if I could.",0
+"I'm impressed with the quality!",1
+"Never again, I'm so upset with this purchase.",0
+"Great customer service experience!",1
+"Disappointing, did not meet expectations.",0
+"I'm absolutely in love with this!",1
+"Terrible experience, will not recommend.",0
+"Best decision I ever made!",1
+"Awful, I should have read the reviews first.",0
+"Such a handy tool, I recommend it!",1
+"Not worth the hype, very disappointing.",0
+"I'm so glad I bought this!",1
+"Will never purchase from here again.",0
+"Brilliant product, works perfectly!",1
+"Really bad experience, I regret it.",0
+"This is a lifesaver, I love it!",1
+"Very dissatisfied, it does not work as promised.",0
+"Fantastic results, I'm very pleased!",1
+"Absolutely terrible, I want my money back.",0
+"Excellent value, I would buy again!",1
+"Awful, it broke after one day.",0
+"Thrilled with this purchase!",1
+"Not what I expected at all, I'm disappointed.",0
+"Best thing I've bought this year!",1
+"I will never buy this brand again.",0
+"Such a wonderful addition to my life!",1
+"Terrible product, completely useless.",0
+"Love this! It exceeded my expectations.",1
+"Very unhappy with my purchase.",0
+"Great product, I use it daily!",1
+"Complete waste of money.",0
+"I'm so impressed, thank you!",1
+"Disappointed, it didn't live up to the hype.",0
+"This is everything I wanted!",1
+"Never buying from this company again.",0
+"Fantastic quality, highly recommend!",1
+"Really bad experience, never again.",0
+"Absolutely love it, will buy again!",1
+"Very disappointed, not worth it at all.",0
+"This is just perfect for me!",1
+"Awful service, I'm very upset.",0
+"Great results, very satisfied!",1
+"I was misled, it's not what I expected.",0
+"Such a helpful product, I love it!",1
+"Very unhappy with this, it doesn't work.",0
+"This is a must-have for anyone!",1
+"Completely unsatisfied, do not recommend.",0
+"I'll definitely buy this again!",1
+"Very bad quality, I'm returning it.",0
+"Wonderful product, I'm very happy!",1
+"Not worth the price, very disappointed.",0
+"Exceptional product, I love it!",1
+"Awful purchase, I regret it.",0
+"Fantastic service, I will return!",1
+"Very unsatisfied, it broke so fast.",0
+"This has been a game changer for me!",1
+"Total waste of money, very unhappy.",0
+"Great experience from start to finish!",1
+"Very unhappy, I expected better.",0
+"Absolutely perfect for my needs!",1
+"Will not buy this again, I'm let down.",0
+"I would recommend this to anyone!",1
+"Very bad experience, don't buy this.",0
+"Great product! Works like a charm.",1
+"I'm really disappointed in this purchase.",0
+"Highly recommend this to anyone looking!",1
+"Terrible, it broke right away.",0
+"Super happy with my decision to buy this!",1
+"Very disappointed with the quality.",0

models/Review_sentiments/predict.py

@@ -0,0 +1,17 @@
+import joblib
+import pandas as pd
+
+# Load the model and vectorizer
+model = joblib.load("models/review_sentiments/saved_models/model (2).pkl")
+vectorizer = joblib.load(
+    "models/review_sentiments/saved_models/vectorizer.pkl"
+)
+
+def predict_sentiment(tweet):
+    # Transform the input tweet
+    tweet_vectorized = vectorizer.transform([tweet])
+
+    # Make prediction
+    prediction = model.predict(tweet_vectorized)[0]
+
+    return "Positive" if prediction == 1 else "Negative"

pages/Review_Sentiments.py

@@ -0,0 +1,25 @@
+import streamlit as st
+import json
+from models.review_sentiments.predict import predict_sentiment
+
+# Load form configuration
+with open("form_configs/review_sentiments.json") as f:
+	form_config = json.load(f)
+
+st.title("Review Sentiments")
+
+# Generate form based on custom form config
+input_data = {
+	field_data["field_name"]: st.text_area(field_name, height=100)
+	for field_name, field_data in form_config["Review Sentiments Form"].items()
+	if field_data["type"] == "text"
+}
+
+# Submit button
+if st.button("Predict"):
+	review = input_data.get("review", "").strip()
+	if review:
+		result = predict_sentiment(review)
+		st.write(f"Prediction: {result}")
+	else:
+		st.warning("Please enter a review before predicting.")

pages/pages.json

@@ -173,7 +173,6 @@
     }
   ]
 },
-
   "Insurance Cost Predictor": {
     "title": "Insurance Cost Predictor",
     "page_title": "Insurance Cost Predictor",