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sankar12345
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Upload 3 files
Browse files- app.py +33 -0
- logreg_model.pkl +3 -0
- requirements.txt +3 -0
app.py
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import streamlit as st
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import pandas as pd
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import pickle
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# Load Model
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model = pickle.load(open('logreg_model.pkl', 'rb'))
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st.title('Iris Variety Prediction')
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# Form
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with st.form(key='form_parameters'):
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sepal_length = st.slider('Sepal Length', 4.0, 8.0, 4.0)
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sepal_width = st.slider('Sepal Width', 2.0, 4.5, 2.0)
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petal_length = st.slider('Petal Length', 1.0, 7.0, 1.0)
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petal_width = st.slider('Petal Width', 0.1, 2.5, 0.1)
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st.markdown('---')
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submitted = st.form_submit_button('Predict')
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# Data Inference
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data_inf = {
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'sepal.length': sepal_length,
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'sepal.width': sepal_width,
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'petal.length': petal_length,
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'petal.width': petal_width
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}
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data_inf = pd.DataFrame([data_inf])
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if submitted:
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# Predict using Logistic Regression
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y_pred_inf = model.predict(data_inf)
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st.write('## Iris Variety = '+ str(y_pred_inf))
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logreg_model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:b4003b21b748e7ea2653ca442b58e0b7db51244bb23d9006b951b86faf475e7e
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size 1129
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requirements.txt
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streamlit
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pandas
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scikit-learn==1.0.2
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