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import joblib | |
import pandas as pd | |
import streamlit as st #<- | |
model = joblib.load('model (1).joblib') #<- | |
unique_values = joblib.load('unique_values (1).joblib') #<- | |
unique_job_title = unique_values["job_title"] | |
unique_experience_level = unique_values["experience_level"] | |
unique_employment_type = unique_values["employment_type"] | |
unique_employee_residence= unique_values["employee_residence"] | |
unique_company_location = unique_values["company_location"] | |
unique_company_size = unique_values["company_size"] | |
def main(): #<- defined main | |
st.title("Rate of your Job's Salary") #<- app name | |
with st.form("questionaire"): #<- input from user | |
job_title=st.selectbox('job_title',options=unique_job_title) #<- | |
experience_level=st.selectbox('experience_level',options=unique_experience_level) #<- | |
employment_type=st.selectbox('employment_type',options=unique_employment_type) | |
employee_residence=st.selectbox('employee_residence',options=unique_employee_residence) | |
company_location=st.selectbox('company_location',options=unique_company_location) | |
company_size =st.selectbox('company_size',options=unique_company_size) | |
work_Year= st.number_input('work_year',min_value=2019,max_value=2022) | |
#<- | |
remote_ratio=st.radio( | |
"Select your remote_ratio 👇", | |
[0,50,100]) | |
salary_in_usd=st.slider('salary_in_usd',min_value=0, max_value=600000) #<- | |
# clicked==True only when the button is clicked | |
clicked = st.form_submit_button("Show my job salary Rate") | |
if clicked: | |
result=model.predict(pd.DataFrame({"job_title": [job_title], | |
"experience_level": [experience_level], | |
"employment_type": [employment_type], | |
"employee_residence": [employee_residence], | |
"company_location": [company_location], | |
"company_size": [company_size], | |
"work_Year": [work_Year], | |
"remote_ratio": [remote_ratio], | |
"salary_in_usd": [salary_in_usd]})) | |
# Show prediction | |
result= '<300k' if result[0]=='<300k'else '>=300k' | |
#print report | |
st.success("Your job salary rating is "+result) | |
# Run main() | |
#when import but dont wanna run main so.. | |
if __name__== "__main__": | |
main() | |