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Browse files- app.py +50 -0
- bank.pkl +3 -0
- requirements.txt +2 -0
app.py
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import streamlit as st
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import pickle
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import pandas as pd
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st.title("Müşteri devamlılık tahmin modeli")
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model=pickle.load(open("bank.pkl","rb"))
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crscore=st.number_input("CreditScore", value=600)
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geography=st.selectbox("Geography",{"France","Spain","Germany"})
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gender=st.selectbox("Gender",{"Male","Female"})
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age=st.number_input("Age")
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tenure=st.number_input("Tenure")
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balance=st.number_input("Balance")
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nop=st.number_input("NumOfProducts")
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hcc=st.number_input("HasCrCard")
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iam=st.number_input("IsActiveMember")
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es=st.number_input("EstimatedSalary")
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# DataFrame oluşturma
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df = pd.DataFrame({
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"CreditScore": [crscore],
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"Geography": [geography],
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"Gender": [gender],
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"Age": [age],
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"Tenure": [tenure],
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"Balance": [balance],
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"NumOfProducts": [nop],
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"HasCrCard": [hcc],
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"IsActiveMember": [iam],
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"EstimatedSalary": [es],
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})
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d={"Male":1,"Female":0}
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df["Gender"]=df["Gender"].map(d)
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d={"France":0,"Spain":1,"Germany":2}
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df["Geography"]=df["Geography"].map(d)
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if st.button("Tahmin Et"):
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tahmin=model.predict(df)
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#class_names={
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# 0: "düşük maliyetli",
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# 1: "orta maliyet",
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# 2: "yüksek maliyet",
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# 3: "çok yüksek maliyet"
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# }
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#st.success(class_names[tahmin])
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st.write(tahmin.argmax())
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bank.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:e564bc4dbed85235de196c351143986cd6df6afab3c82f7107cc1d9585dfcf6b
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size 136488
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requirements.txt
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streamlit
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scikit-learn
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