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.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+Yelp[[:space:]]Restaurant[[:space:]]Reviews.csv filter=lfs diff=lfs merge=lfs -text

Yelp Restaurant Reviews.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:46d4a418c5cde221370bffa8d980a10e06fcd29bed19ab808d6a09894638d794
+size 11262738

inference.py

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+import joblib
+from sklearn.feature_extraction.text import TfidfVectorizer
+from sklearn.linear_model import LogisticRegression
+
+# Load the model and vectorizer from the saved files
+logistic_classifier = joblib.load('logistic_classifier.joblib')
+vectorizer = joblib.load('vectorizer.joblib')
+
+# Function to predict rating for a new review
+def predict_rating(review):
+    review_tfidf = vectorizer.transform([review])
+    predicted_rating = logistic_classifier.predict(review_tfidf)[0]
+    return predicted_rating
+
+# Function to map numerical rating to description
+def map_rating_to_description(rating):
+    if rating == 1:
+        return "Poor"
+    elif rating == 2:
+        return "Unsatisfactory"
+    elif rating == 3:
+        return "Average"
+    elif rating == 4:
+        return "Satisfactory"
+    elif rating == 5:
+        return "Outstanding"
+    else:
+        return "Invalid rating"
+
+# Define the inference function
+def inference(request):
+    review = request.get("review", "")
+    predicted_rating = predict_rating(review)
+    predicted_description = map_rating_to_description(predicted_rating)
+    return {
+        "predicted_rating": int(predicted_rating),
+        "predicted_description": predicted_description
+    }

logistic_classifier.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:62378fbef899119b4cecc05d3a98e1c1f1610657959cb90aa89b672a6d49a99d
+size 200927

requirement.txt

@@ -0,0 +1,3 @@
+joblib
+scikit-learn
+pandas

vectorizer.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7b4a4d5e573a7d96883de60593abbeb9c874e70fa118f295796bd09b408724d6
+size 162168