Upload 4 files

app.py

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+import streamlit as st
+import pickle
+
+
+class SMSSpamDetection:
+    def __init__(self):
+        st.header('🦜🔗 SMS Spam Detection')
+
+
+    def model_response(self, text):
+        with open('vectorizer.pickle', 'rb') as f:
+            cv = pickle.load(f)
+        res = cv.transform([text]).toarray()
+        with open('spam.pickle', 'rb') as f:
+            clf = pickle.load(f)
+        op = clf.predict(res)
+        if op[0] == 'ham':
+            label = 'not spam'
+        else:
+            label = 'spam'
+        return label
+
+    def get_input(self):
+        input_text = st.text_input("Post your message here: ", key='input')
+        return input_text
+
+sms = SMSSpamDetection()
+user_input = sms.get_input()
+response = sms.model_response(user_input)
+
+submit = st.button("Submit")
+
+if submit:
+    st.subheader("Output")
+    st.write(f"The given message was: {response}")

requirements.txt

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+altair==5.1.2
+attrs==23.1.0
+blinker==1.6.3
+cachetools==5.3.2
+certifi==2023.7.22
+charset-normalizer==3.3.1
+click==8.1.7
+colorama==0.4.6
+Flask==3.0.0
+gitdb==4.0.11
+GitPython==3.1.40
+idna==3.4
+importlib-metadata==6.8.0
+itsdangerous==2.1.2
+Jinja2==3.1.2
+joblib==1.3.2
+jsonschema==4.19.1
+jsonschema-specifications==2023.7.1
+markdown-it-py==3.0.0
+MarkupSafe==2.1.3
+mdurl==0.1.2
+numpy==1.26.1
+packaging==23.2
+pandas==2.1.1
+Pillow==10.1.0
+protobuf==4.24.4
+pyarrow==13.0.0
+pydeck==0.8.1b0
+Pygments==2.16.1
+python-dateutil==2.8.2
+pytz==2023.3.post1
+referencing==0.30.2
+requests==2.31.0
+rich==13.6.0
+rpds-py==0.10.6
+scikit-learn==1.3.1
+scipy==1.11.3
+six==1.16.0
+smmap==5.0.1
+streamlit==1.27.2
+tenacity==8.2.3
+threadpoolctl==3.2.0
+toml==0.10.2
+toolz==0.12.0
+tornado==6.3.3
+typing_extensions==4.8.0
+tzdata==2023.3
+tzlocal==5.2
+urllib3==2.0.7
+validators==0.22.0
+watchdog==3.0.0
+Werkzeug==3.0.0
+zipp==3.17.0

spam.pickle

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+version https://git-lfs.github.com/spec/v1
+oid sha256:3c7506f1435b2e4b44951cc16d01da7730ae68d4e525e7d69326a74ae02c8503
+size 239512

vectorizer.pickle

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ea278e6ce2c5dd8d604ccc0c2ff33494feeedce956cfa0d4009f777bfa7885ec
+size 90546