Upload 5 files

app.py

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+import streamlit as st
+import pickle
+import numpy as np
+
+
+with open("Model/vectorizer_text.pkl", "rb") as f:
+    vectorizer_text = pickle.load(f)
+
+with open("Model/vectorizer_title.pkl", "rb") as f:
+    vectorizer_title = pickle.load(f)
+
+with open("Model/logistic_regression_model.pkl", "rb") as f:
+    logistic_regression_model = pickle.load(f)
+
+
+# Streamlit app header
+st.header("Fake News Prediction")
+st.subheader("Created by Snehangshu Bhuin")
+
+# Input fields for user
+title = st.text_input("News Title")
+text = st.text_area("Description")
+
+# Prediction button
+if st.button("Predict"):
+    # Transform the input text
+    title_transformed = vectorizer_title.transform([title])
+    text_transformed = vectorizer_text.transform([text])
+    
+
+    input_features = np.hstack((title_transformed.toarray(), text_transformed.toarray()))
+    
+    # Make prediction
+    prediction = logistic_regression_model.predict(input_features)
+    print(prediction)
+    # Display the prediction result
+    if prediction == 1:
+        st.success("The news is likely Real")
+    else:
+        st.error("The news is likely Fake")

logistic_regression_model.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:6c0c9cf6183cb3d9f18f592ceacfc02b0df28f264f988585cec3f67a9cc96c82
+size 40706

requirements.txt

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+absl-py==2.1.0
+altair==5.2.0
+anyio==4.3.0
+argon2-cffi==23.1.0
+argon2-cffi-bindings==21.2.0
+arrow==1.3.0
+asttokens==2.4.1
+astunparse==1.6.3
+async-lru==2.0.4
+attrs==23.2.0
+Babel==2.14.0
+beautifulsoup4==4.12.3
+bleach==6.1.0
+blinker==1.7.0
+cachetools==5.3.2
+certifi==2024.2.2
+cffi==1.16.0
+charset-normalizer==3.3.2
+click==8.1.7
+colorama==0.4.6
+comm==0.2.1
+contourpy==1.2.0
+cycler==0.12.1
+debugpy==1.8.1
+decorator==5.1.1
+defusedxml==0.7.1
+distlib==0.3.8
+executing==2.0.1
+fastjsonschema==2.19.1
+filelock==3.15.1
+flatbuffers==23.5.26
+fonttools==4.49.0
+fqdn==1.5.1
+gast==0.5.4
+gitdb==4.0.11
+GitPython==3.1.42
+google-auth==2.28.0
+google-auth-oauthlib==1.2.0
+google-pasta==0.2.0
+grpcio==1.60.1
+h11==0.14.0
+h5py==3.10.0
+httpcore==1.0.4
+httpx==0.27.0
+idna==3.6
+importlib-metadata==7.0.1
+ipykernel==6.29.2
+ipython==8.21.0
+ipywidgets==8.1.2
+isoduration==20.11.0
+jedi==0.19.1
+Jinja2==3.1.3
+joblib==1.3.2
+json5==0.9.17
+jsonpointer==2.4
+jsonschema==4.21.1
+jsonschema-specifications==2023.12.1
+jupyter==1.0.0
+jupyter-console==6.6.3
+jupyter-events==0.9.0
+jupyter-lsp==2.2.2
+jupyter_client==8.6.0
+jupyter_core==5.7.1
+jupyter_server==2.12.5
+jupyter_server_terminals==0.5.2
+jupyterlab==4.1.2
+jupyterlab_pygments==0.3.0
+jupyterlab_server==2.25.3
+jupyterlab_widgets==3.0.10
+keras==2.15.0
+kiwisolver==1.4.5
+lab==8.0
+libclang==16.0.6
+Markdown==3.5.2
+markdown-it-py==3.0.0
+MarkupSafe==2.1.5
+matplotlib==3.8.3
+matplotlib-inline==0.1.6
+mdurl==0.1.2
+mistune==3.0.2
+ml-dtypes==0.2.0
+namex==0.0.8
+nbclient==0.9.0
+nbconvert==7.16.1
+nbformat==5.9.2
+nest-asyncio==1.6.0
+nltk==3.8.1
+notebook==7.1.0
+notebook_shim==0.2.4
+numpy==1.26.4
+oauthlib==3.2.2
+opt-einsum==3.3.0
+optree==0.11.0
+overrides==7.7.0
+packaging==23.2
+pandas==2.2.0
+pandocfilters==1.5.1
+parso==0.8.3
+pillow==10.2.0
+platformdirs==4.2.0
+prometheus_client==0.20.0
+prompt-toolkit==3.0.43
+protobuf==4.25.3
+psutil==5.9.8
+pure-eval==0.2.2
+pyarrow==15.0.0
+pyasn1==0.5.1
+pyasn1-modules==0.3.0
+pycparser==2.21
+pydeck==0.8.1b0
+Pygments==2.17.2
+pyparsing==3.1.1
+python-dateutil==2.8.2
+python-json-logger==2.0.7
+pytz==2024.1
+pywin32==306
+pywinpty==2.0.12
+PyYAML==6.0.1
+pyzmq==25.1.2
+qtconsole==5.5.1
+QtPy==2.4.1
+referencing==0.33.0
+regex==2023.12.25
+requests==2.31.0
+requests-oauthlib==1.3.1
+rfc3339-validator==0.1.4
+rfc3986-validator==0.1.1
+rich==13.7.0
+rpds-py==0.18.0
+rsa==4.9
+scikit-learn==1.4.1.post1
+scipy==1.12.0
+seaborn==0.13.2
+Send2Trash==1.8.2
+simplejson==3.19.2
+six==1.16.0
+smmap==5.0.1
+sniffio==1.3.0
+soupsieve==2.5
+stack-data==0.6.3
+streamlit==1.31.1
+tenacity==8.2.3
+tensorboard==2.15.2
+tensorboard-data-server==0.7.2
+tensorflow==2.15.0
+tensorflow-estimator==2.15.0
+tensorflow-intel==2.15.0
+tensorflow-io-gcs-filesystem==0.31.0
+termcolor==2.4.0
+terminado==0.18.0
+threadpoolctl==3.3.0
+tinycss2==1.2.1
+toml==0.10.2
+toolz==0.12.1
+tornado==6.4
+tqdm==4.66.2
+traitlets==5.14.1
+txt2tags==3.9
+types-python-dateutil==2.8.19.20240106
+typing_extensions==4.9.0
+tzdata==2024.1
+tzlocal==5.2
+uri-template==1.3.0
+urllib3==2.2.1
+validators==0.22.0
+virtualenv==20.26.2
+watchdog==4.0.0
+wcwidth==0.2.13
+webcolors==1.13
+webencodings==0.5.1
+websocket-client==1.7.0
+Werkzeug==3.0.1
+widgetsnbextension==4.0.10
+wrapt==1.14.1
+xgboost==2.0.3
+zipp==3.17.0

vectorizer_text.pkl

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+oid sha256:13038e1cbf88a684ad47b3cebae278bcf1b2fcbae47db9f6f6a4e2b55fc158cb
+size 63941465

vectorizer_title.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:56c39a7a99e61bca6feda62d4efeee491ad019110253f7c316d33ab05dcd5b23
+size 3138441