Added app.py

.gitignore

@@ -0,0 +1 @@
+__pycache__/

README.md

@@ -1,12 +1,13 @@
 ---
 title: Twitter Sentiment Analysis
-emoji: 🐢
-colorFrom: purple
-colorTo: purple
+emoji: 🚀
+colorFrom: red
+colorTo: gray
 sdk: gradio
-sdk_version: 4.31.3
+sdk_version: 4.31.0
 app_file: app.py
 pinned: false
+license: mit
 ---
 
 Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

app.py

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+import gradio as gr
+import pickle
+
+def load_model(selected_model):
+    with open(selected_model, 'rb') as file:
+        loaded_model = pickle.load(file)
+    return loaded_model
+
+def predict(model, text):
+    encoder = {
+        0:'assets/negative.jpeg',
+        1:'assets/neutral.jpeg',
+        2:'assets/positive.jpeg'
+    }
+    selected_model = None
+    with open('vectorizer.pkl', 'rb') as file:
+        vectorizer = pickle.load(file)
+
+    if 'Random Forest' == model:
+        selected_model = "models/rf_twitter.pkl"
+    elif 'Logistic Regression' == model:
+        selected_model = "models/lg_twitter.pkl"
+    elif 'Naive Bayes' == model:
+        selected_model = "models/nb_twitter.pkl"
+    elif 'Decision Tree' == model:
+        selected_model = "models/dt_twitter.pkl"
+    elif 'KNN' == model:
+        selected_model = "models/knn_twitter.pkl"
+    else:
+        selected_model = "models/lg_twitter.pkl"
+    loaded_model = load_model(selected_model)
+    text_vector = vectorizer.transform([text])
+    prediction = loaded_model.predict(text_vector)
+    return encoder[prediction[0]]
+
+models = gr.Radio(['Random Forest', 'Logistic Regression','Naive Bayes','Decision Tree','KNN'], label="Choose model")
+demo = gr.Interface(fn=predict, inputs=[models,"text"], outputs="image", title="Sentiment Analysis") 
+demo.launch(share=True)

models/dt_twitter.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:f7427c1f226174c0b192cc64386b230782ed9a346a2fbb964f1e4a7d56c90f7a
+size 173206

models/knn_twitter.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:10fe0593d64f1fb9bc266a4d79e85e05c147a3edac6d12a89c4eac68d4620751
+size 1706336

models/lg_twitter.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:0a501ffd33adfebee1a00270455b491a8a2c0761c6953b1c4571fc6e2f5e93ad
+size 409544

models/nb_twitter.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:c781a929e0ea8829f5ad1d370628194b90f665cfbf2ef19434f776832d58fe31
+size 818217

models/rf_twitter.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:e39b4494902459acbf2a03a05f09a0284d5cf7ea09ef45263539365862f9a295
+size 22849926

requirements.txt

@@ -0,0 +1,76 @@
+aiofiles==23.2.1
+altair==5.3.0
+annotated-types==0.6.0
+anyio==4.3.0
+attrs==23.2.0
+certifi==2024.2.2
+charset-normalizer==3.3.2
+click==8.1.7
+colorama==0.4.6
+contourpy==1.2.1
+cycler==0.12.1
+dnspython==2.6.1
+email_validator==2.1.1
+fastapi==0.111.0
+fastapi-cli==0.0.3
+ffmpy==0.3.2
+filelock==3.14.0
+fonttools==4.51.0
+fsspec==2024.5.0
+gradio==4.31.3
+gradio_client==0.16.3
+h11==0.14.0
+httpcore==1.0.5
+httptools==0.6.1
+httpx==0.27.0
+huggingface-hub==0.23.0
+idna==3.7
+importlib_resources==6.4.0
+Jinja2==3.1.4
+joblib==1.4.2
+jsonschema==4.22.0
+jsonschema-specifications==2023.12.1
+kiwisolver==1.4.5
+markdown-it-py==3.0.0
+MarkupSafe==2.1.5
+matplotlib==3.9.0
+mdurl==0.1.2
+numpy==1.26.4
+orjson==3.10.3
+packaging==24.0
+pandas==2.2.2
+pillow==10.3.0
+pydantic==2.7.1
+pydantic_core==2.18.2
+pydub==0.25.1
+Pygments==2.18.0
+pyparsing==3.1.2
+python-dateutil==2.9.0.post0
+python-dotenv==1.0.1
+python-multipart==0.0.9
+pytz==2024.1
+PyYAML==6.0.1
+referencing==0.35.1
+requests==2.31.0
+rich==13.7.1
+rpds-py==0.18.1
+ruff==0.4.4
+scikit-learn==1.4.2
+scipy==1.13.0
+semantic-version==2.10.0
+shellingham==1.5.4
+six==1.16.0
+sniffio==1.3.1
+starlette==0.37.2
+threadpoolctl==3.5.0
+tomlkit==0.12.0
+toolz==0.12.1
+tqdm==4.66.4
+typer==0.12.3
+typing_extensions==4.11.0
+tzdata==2024.1
+ujson==5.10.0
+urllib3==2.2.1
+uvicorn==0.29.0
+watchfiles==0.21.0
+websockets==11.0.3

vectorizer.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:cff2d31eea3389535165621b202e2b043185a19e56492bb9da8fa32a1bf1dce1
+size 484905