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Delete app.py
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app.py
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import joblib
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import pandas as pd
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import streamlit as st
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EDU_DICT = {'Preschool': 1,
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'1st-4th': 2,
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'5th-6th': 3,
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'7th-8th': 4,
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'9th': 5,
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'10th': 6,
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'11th': 7,
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'12th': 8,
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'HS-grad': 9,
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'Some-college': 10,
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'Assoc-voc': 11,
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'Assoc-acdm': 12,
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'Bachelors': 13,
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'Masters': 14,
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'Prof-school': 15,
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'Doctorate': 16
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}
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model = joblib.load('model.joblib')
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unique_values = joblib.load(unique_values.joblib)
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unique_class = unique_values["workclass"]
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unique_education = unique_values["education"]
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unique_marital_status = unique_values["marital.status"]
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unique_relationship = unique_values["relationship"]
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unique_occupation = unique_values["occupation"]
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unique_sex = unique_values["sex"]
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unique_race = unique_values["race"]
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unique_country = unique_values["native.country"]
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def main():
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st.title("Adult Income")
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with st.form("questionaire"):
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age = st.slider('Age',min_value=10,max_values=100)
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workclass = st.selectbox('Workclass',options=unique_class)
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education = st.selectbox('Educations',options=unique_education)
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Marital_Status = st.selectbox('Marital Status',options=unique_marital_status)
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occupation = st.selectbox('Occupation',options=unique_occupation)
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relationship = st.selectbox('Relationship',options=unique_relationship)
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race = st.selectbox('Race',options=unique_race)
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sex = st.selectbox('Sex',options=unique_sex)
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hours_per_week = st.selectbox('Hours per week',min_value=1,max_values=100)
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native_country = st.selectbox('Native country',options=unique_country)
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# clicked==True only when the button is clicked
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clicked = st.form_submit_button("Predict income")
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if clicked:
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result=model.predict(pd.DataFrame({"age": [age],
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"workclass": [workclass],
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"education": [EDU_DICT[education]],
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"marital.status": [Marital_Status],
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"occupation": [occupation],
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"relationship": [relationship],
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"race": [race],
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"sex": [sex],
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"hours.per.week": [hours_per_week],
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"native.country": [native_country]}))
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# Show prediction
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result = '>50K' if result[0] == 1 else '<=50K'
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st.success("Your predicted income is "+result)
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if __name__=='__main__':
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main()
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