Thai Tran commited on
Commit
045ec76
·
1 Parent(s): ccd0cd8
Files changed (3) hide show
  1. app.py +26 -0
  2. logreg_model.pkl +3 -0
  3. requirements.txt +4 -0
app.py ADDED
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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))
logreg_model.pkl ADDED
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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
requirements.txt ADDED
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+ streamlit
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+ pandas
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+ scikit-learn
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+ pickle