prediction.py

import numpy as np
import pickle
import streamlit as st
import pandas as pd
from sklearn.model_selection import train_test_split

churn_data = pd.read_csv(
    "C:\Users\aksha\Downloads\Customer-Churn-Analysis-and-Classification-main\Customer-Churn-Analysis-and-Classification-main\tel_churn.csv")
x = churn_data.drop('Churn', axis=1)
y = churn_data['Churn']
x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2)

loaded_model = pickle.load(open(
   "C:\Users\aksha\Downloads\Customer-Churn-Analysis-and-Classification-main\Customer-Churn-Analysis-and-Classification-main\model.sav", 'rb'))


def chrun_prediction(input_data):

    input_data_as_numpy_array = np.asarray(input_data)
    input_data_reshaped = input_data_as_numpy_array.reshape(1, -1)
    prediction = loaded_model.predict(input_data_reshaped)
    print(prediction)

    if (prediction[0] == 0):
        return 'The person will not churn'
    else:
        return 'The person will churn'


def main():

    st.title(":green[How to Use Prediction System]")
    st.subheader(
        "Just Enter all parameters in Prediction Page and click on :blue[Churn Analysis Prediction.]")

    st.subheader("Enter Your Data")

    SeniorCitizen = st.text_input(
        'SeniorCitizen ( If a person is SeniorCitizen Enter = 1 | else Enter = 0 )')
    MonthlyCharges = st.text_input(
        'MonthlyCharges ( Enter your Monthy Charges rate )')
    TotalCharges = st.text_input(
        'TotalCharges ( Enter your Total Charges rate )')
    gender_Female = st.text_input(
        'gender_Female ( If a person is Female Enter = 1 | else Enter = 0 )')
    gender_Male = st.text_input(
        'gender_Male ( If a person is Male Enter = 1 | else Enter = 0 )')
    Partner_No = st.text_input(
        'Partner_No ( If There is No Partner Enter = 1 | else Enter = 0 )')
    Partner_Yes = st.text_input(
        'Partner_Yes ( If There is Any Partner Enter = 1 | else Enter = 0 )')
    Dependents_No = st.text_input(
        'Dependents_No ( If There is No Dependents Enter = 1 | else Enter = 0 )')
    Dependents_Yes = st.text_input(
        'Dependents_Yes ( If There is Any Dependents Enter = 1 | else Enter = 0 )')
    PhoneService_No = st.text_input(
        'PhoneService_No ( If There is No Phone Service Enter = 1 | else Enter = 0 )')
    PhoneService_Yes = st.text_input(
        'PhoneService_Yes ( If There is Any Phone Service Enter = 1 | else Enter = 0 )')
    MultipleLines_No = st.text_input(
        'MultipleLines_No ( If There is No Multiple Lines Enter = 1 | else Enter = 0 )')
    MultipleLines_No_phone_service = st.text_input(
        'MultipleLines_No phone service ( If There is No Phone Service Multiple Lines Enter = 1 | else Enter = 0 )')
    MultipleLines_Yes = st.text_input(
        'MultipleLines_Yes ( If There is Any Multiple Lines Enter = 1 | else Enter = 0 )')
    InternetService_DSL = st.text_input(
        'InternetService_DSL ( If Internet Service is DSL Enter = 1 | else Enter = 0 )')
    InternetService_Fiber_optic = st.text_input(
        'InternetService_Fiber optic ( If Internet Service is Fiber Optic Enter = 1 | else Enter = 0 )')
    InternetService_No = st.text_input(
        'InternetService_No ( If There is No Internet Service Enter = 1 | else Enter = 0 )')
    OnlineSecurity_No = st.text_input(
        'OnlineSecurity_No ( If There is No Online Security Enter = 1 | else Enter = 0 )')
    OnlineSecurity_No_internet_service = st.text_input(
        'OnlineSecurity_No internet service ( If There is No Internet Service Online Security Enter = 1 | else Enter = 0 )')
    OnlineSecurity_Yes = st.text_input(
        'OnlineSecurity_Yes ( If There is Any Online Security Enter = 1 | else Enter = 0 )')
    OnlineBackup_No = st.text_input(
        'OnlineBackup_No ( If There is No Online Backup Enter = 1 | else Enter = 0 )')
    OnlineBackup_No_internet_service = st.text_input(
        'OnlineBackup_No internet service ( If There is No Internet Service Online Backup Enter = 1 | else Enter = 0 )')
    OnlineBackup_Yes = st.text_input(
        'OnlineBackup_Yes ( If There is Any Online Backup Enter = 1 | else Enter = 0 )')
    DeviceProtection_No = st.text_input(
        'DeviceProtection_No ( If there is No Device Protection Enter = 1 | else Enter = 0 )')
    DeviceProtection_No_internet_service = st.text_input(
        'DeviceProtection_No internet service ( If There is No Internet Service Device Protection Enter = 1 | else Enter = 0 )')
    DeviceProtection_Yes = st.text_input(
        'DeviceProtection_Yes ( If There is Any Device Protection Enter = 1 | else Enter = 0 )')
    TechSupport_No = st.text_input(
        'TechSupport_No ( If There is No Tech Support Enter = 1 | else Enter = 0 )')
    TechSupport_No_internet_service = st.text_input(
        'TechSupport_No internet service ( If There is No Internet Service Tech Support Enter = 1 | else Enter = 0 )')
    TechSupport_Yes = st.text_input(
        'TechSupport_Yes ( If There is Any Tech Support Enter = 1 | else Enter = 0 )')
    StreamingTV_No = st.text_input(
        'StreamingTV_No ( If There is No SteamingTV Enter = 1 | else Enter = 0 )')
    StreamingTV_No_internet_service = st.text_input(
        'StreamingTV_No internet service ( If There is No Internet Service StreamingTV Enter = 1 | else Enter = 0 )')
    StreamingTV_Yes = st.text_input(
        'StreamingTV_Yes ( If There is Any StreamingTV Enter = 1 | else Enter = 0 )')
    StreamingMovies_No = st.text_input(
        'StreamingMovies_No ( If There is No Streaming Movies Enter = 1 | else Enter = 0 )')
    StreamingMovies_No_internet_service = st.text_input(
        'StreamingMovies_No internet service ( If There is No Internet Service Streaming Movies Enter = 1 | else Enter = 0 )')
    StreamingMovies_Yes = st.text_input(
        'StreamingMovies_Yes ( If There is Any Streaming Movies Enter = 1 | else Enter = 0 )')
    Contract_Month_to_month = st.text_input(
        'Contract_Month-to-month ( If There is Any Month-To_Month Contract Enter = 1 | else Enter = 0 )')
    Contract_One_year = st.text_input(
        'Contract_One year ( If There is Any One Year Contract Enter = 1 | else Enter = 0 )')
    Contract_Two_year = st.text_input(
        'Contract_Two year ( If There is Any Two Year Contract Enter = 1 | else Enter = 0 )')
    PaperlessBilling_No = st.text_input(
        'PaperlessBilling_No ( If There is No Paperless Billing Enter = 1 | else Enter = 0 )')
    PaperlessBilling_Yes = st.text_input(
        'PaperlessBilling_Yes ( If There is Any Paperless Billing Enter = 1 | else Enter = 0 )')
    PaymentMethod_Bank_transfer_automatic = st.text_input(
        'PaymentMethod_Bank transfer (automatic) ( If a Person Use Any Automatic Bank_Transfer Payment Method Enter = 1 | else Enter = 0 )')
    PaymentMethod_Credit_card_automatic = st.text_input(
        'PaymentMethod_Credit card (automatic) ( If a Person Use Any Automatic Credit_Card Payment Method Enter = 1 | else Enter = 0 )')
    PaymentMethod_Electronic_check = st.text_input(
        'PaymentMethod_Electronic check ( If a Person Use Any Automatic Electronic_Check Payment Method Enter = 1 | else Enter = 0 )')
    PaymentMethod_Mailed_check = st.text_input(
        'PaymentMethod_Mailed check ( If a Person Use Any Automatic Mailed_Check Payment Method Enter = 1 | else Enter = 0 )')
    tenure_group_1_12 = st.text_input(
        'tenure_group_1 - 12 ( If a Person"s Tenure is Between 1 to 12  Enter = 1 | else Enter = 0 )')
    tenure_group_13_24 = st.text_input(
        'tenure_group_13 - 24 ( If a Person"s Tenure is Between 13 to 24 Enter = 1 | else Enter = 0 )')
    tenure_group_25_36 = st.text_input(
        'tenure_group_25 - 36 ( If a Person"s Tenure is Between 25 to 36 Enter = 1 | else Enter = 0 )')
    tenure_group_37_48 = st.text_input(
        'tenure_group_37 - 48 ( If a Person"s Tenure is Between 37 to 48 Enter = 1 | else Enter = 0 )')
    tenure_group_49_60 = st.text_input(
        'tenure_group_49 - 60 ( If a Person"s Tenure is Between 49 to 60 Enter = 1 | else Enter = 0 )')
    tenure_group_61_72 = st.text_input(
        'tenure_group_61 - 72 ( If a Person"s Tenure is Between 61 to 72 Enter = 1 | else Enter = 0 )')

    predict = ''

    if st.button('Churn Analysis Prediction'):
        predict = chrun_prediction([SeniorCitizen, MonthlyCharges, TotalCharges, gender_Female, gender_Male, Partner_No, Partner_Yes, Dependents_No, Dependents_Yes, PhoneService_No, PhoneService_Yes, MultipleLines_No, MultipleLines_No_phone_service, MultipleLines_Yes, InternetService_DSL, InternetService_Fiber_optic, InternetService_No, OnlineSecurity_No, OnlineSecurity_No_internet_service, OnlineSecurity_Yes, OnlineBackup_No, OnlineBackup_No_internet_service, OnlineBackup_Yes, DeviceProtection_No, DeviceProtection_No_internet_service, DeviceProtection_Yes, TechSupport_No,
                                   TechSupport_No_internet_service, TechSupport_Yes, StreamingTV_No, StreamingTV_No_internet_service, StreamingTV_Yes, StreamingMovies_No, StreamingMovies_No_internet_service, StreamingMovies_Yes, Contract_Month_to_month, Contract_One_year, Contract_Two_year, PaperlessBilling_No, PaperlessBilling_Yes, PaymentMethod_Bank_transfer_automatic, PaymentMethod_Credit_card_automatic, PaymentMethod_Electronic_check, PaymentMethod_Mailed_check, tenure_group_1_12, tenure_group_13_24, tenure_group_25_36, tenure_group_37_48, tenure_group_49_60, tenure_group_61_72])

    st.success(predict)


if __name__ == '__main__':
    main()