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| import gradio as gr | |
| import pickle | |
| def example1(): | |
| model = pickle.load(open('model.pkl', 'rb')) | |
| input_model = [[65,1.8,2,0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1]] | |
| pred=model.predict(input_model) | |
| churn = "False" | |
| if pred[0] == 1: | |
| churn = "He Will Churn" | |
| elif pred[0] == 0: | |
| churn = "He Will Not Churn" | |
| return churn | |
| def example2(): | |
| model = pickle.load(open('model.pkl', 'rb')) | |
| input_model = [[41,2,2,0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0]] | |
| pred=model.predict(input_model) | |
| churn = "False" | |
| if pred[0] == 1: | |
| churn = "He Will Churn" | |
| elif pred[0] == 0: | |
| churn = "He Will Not Churn" | |
| return churn | |
| def example3(): | |
| model = pickle.load(open('model.pkl', 'rb')) | |
| input_model = [[10,1.1,2,0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0]] | |
| pred=model.predict(input_model) | |
| churn = "False" | |
| if pred[0] == 1: | |
| churn = "He Will Churn" | |
| elif pred[0] == 0: | |
| churn = "He Will Not Churn" | |
| return churn | |
| def example4(): | |
| model = pickle.load(open('model.pkl', 'rb')) | |
| input_model = [[7,0.8,5,0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0,0, 0, 1]] | |
| pred=model.predict(input_model) | |
| churn = "False" | |
| if pred[0] == 0: | |
| churn = "She Will Churn" | |
| elif pred[0] == 1: | |
| churn = "She Will Not Churn" | |
| return churn | |
| def greet(Total_Transaction, Total_Ct_Chng_Q4_Q1, Total_Relationship_Count, Education=None, Annual_Income=None, Marital_Status=None, Card_Type=None): | |
| educ, edud, edug, eduh, edup, eduu, ai0, ai40, ai60, ai80, ai120, msd, msm, mss, ctb, ctg, cts = 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 | |
| if Annual_Income == "0k-40k": | |
| ai0 = 1 | |
| elif Annual_Income == "40k-60k": | |
| ai40 = 1 | |
| elif Annual_Income == "60k-80k": | |
| ai60 = 1 | |
| elif Annual_Income == "80k-120k": | |
| ai80 = 1 | |
| elif Annual_Income == "120k+": | |
| ai120 = 1 | |
| if Marital_Status == "Single": | |
| mss = 1 | |
| elif Marital_Status == "Married": | |
| msm = 1 | |
| elif Marital_Status == "Divorced": | |
| msd = 1 | |
| if Card_Type == "Blue": | |
| ctb = 1 | |
| elif Card_Type == "Gold": | |
| ctg = 1 | |
| elif Card_Type == "Silver": | |
| cts = 1 | |
| if Education == "College": | |
| educ = 1 | |
| elif Education == "Doctorate": | |
| edud = 1 | |
| elif Education == "Graduate": | |
| edug = 1 | |
| elif Education == "High-School": | |
| eduh = 1 | |
| elif Education == "Post-Graduate": | |
| edup = 1 | |
| elif Education == "Uneducated": | |
| eduu = 1 | |
| input_model = [[Total_Transaction,Total_Ct_Chng_Q4_Q1,Total_Relationship_Count,educ, edud, edug, eduh, edup, eduu, ai120, ai40, ai60, ai80, ai0, msd, msm, mss,ctb, ctg, cts]] | |
| model = pickle.load(open('model.pkl', 'rb')) | |
| pred=model.predict(input_model) | |
| churn = "False" | |
| if pred[0] == 1: | |
| churn = "True" | |
| elif pred[0] == 0: | |
| churn = "False" | |
| return churn | |
| with gr.Blocks() as demo: | |
| with gr.Row(): | |
| with gr.Column(scale=1,min_width=600): | |
| gr.Image("logo2.png").style(height='7') | |
| Total_Transaction = gr.Slider(0, 200,label="Total Transaction Count") | |
| Total_Ct_Chng_Q4_Q1 = gr.Slider(0, 30,label="Transaction Count Q4 vs Q1") | |
| Total_Relationship_Count = gr.Slider(0, 20,step=1,label="Total Relationship Count") | |
| with gr.Column(scale=2,min_width=600): | |
| with gr.Row(): | |
| with gr.Column(scale=1,min_width=300): | |
| Annual_Income = gr.Dropdown(["0k-40k","40k-60k","60k-80k","80k-120K","120k+"],label="Annual Income") | |
| with gr.Column(scale=2,min_width=300): | |
| Education = gr.Dropdown(["College","Doctorate","Graduate","High-School","Post-Graduate","Uneducated","Unknown"],label="Education") | |
| with gr.Row(): | |
| with gr.Column(scale=3,min_width=300): | |
| Marital_Status = gr.Dropdown(["Single","Married","Divorced","Unknown"],label="Marital Status") | |
| with gr.Column(scale=4,min_width=300): | |
| Card_Type = gr.Dropdown(["Blue","Silver","Gold"],label="Crad Type") | |
| churn = gr.Textbox(value="", label="Churn") | |
| btn = gr.Button("PREDICT").style() | |
| btn.click(fn=greet, inputs=[Total_Transaction,Total_Ct_Chng_Q4_Q1,Total_Relationship_Count,Education,Annual_Income,Marital_Status,Card_Type], outputs=[churn]) | |
| gr.Markdown("""# Few Examples Based on Real-World Simulations""") | |
| with gr.Row(): | |
| with gr.Column(scale=1,min_width=300): | |
| gr.Image("avatars/1.png") | |
| churn1 = gr.Textbox(value="", label="Churn") | |
| btn1 = gr.Button("PREDICT").style() | |
| exp =1 | |
| btn1.click(fn=example1, inputs=[], outputs=[churn1]) | |
| gr.Markdown(""" | |
| # Corporate Professional! | |
| Total Transaction Count - 45\n | |
| Transaction Count Q4 vs Q1 - 1.3\n | |
| Total Relationship Count - 2\n | |
| Annual Income - 40k-60k\n | |
| Education - Graduate\n | |
| Marital Status - Married\n | |
| Card Type - Silver\n | |
| """) | |
| with gr.Column(scale=2,min_width=300): | |
| gr.Image("avatars/4.png") | |
| churn2 = gr.Textbox(value="", label="Churn") | |
| bt2 = gr.Button("PREDICT").style() | |
| bt2.click(fn=example4, inputs=[], outputs=[churn2]) | |
| gr.Markdown(""" | |
| # Medical Professional! | |
| Total Transaction Count - 7\n | |
| Transaction Count Q4 vs Q1 - 0.8\n | |
| Total Relationship Count - 5\n | |
| Annual Income - 80k-120k\n | |
| Education - Doctorate\n | |
| Marital Status - Married\n | |
| Card Type - Gold\n | |
| """) | |
| with gr.Column(scale=3,min_width=300): | |
| gr.Image("avatars/2.png") | |
| churn3 = gr.Textbox(value="", label="Churn") | |
| btn3 = gr.Button("PREDICT").style() | |
| btn3.click(fn=example2, inputs=[], outputs=[churn3]) | |
| gr.Markdown(""" | |
| # Freelance Photographer! | |
| Total Transaction Count - 41\n | |
| Transaction Count Q4 vs Q1 - 2\n | |
| Total Relationship Count - 2\n | |
| Annual Income - 0k-40k\n | |
| Education - High-School\n | |
| Marital Status - Single\n | |
| Card Type - Blue\n | |
| """) | |
| with gr.Column(scale=4,min_width=300): | |
| gr.Image("avatars/3.png") | |
| churn4 = gr.Textbox(value="", label="Churn") | |
| btn4 = gr.Button("PREDICT").style() | |
| btn4.click(fn=example3, inputs=[], outputs=[churn4]) | |
| gr.Markdown(""" | |
| # Retired Veteran Pensioner! | |
| Total Transaction Count - 10\n | |
| Transaction Count Q4 vs Q1 - 1.1\n | |
| Total Relationship Count - 2\n | |
| Annual Income - 80k-120k\n | |
| Education - Post-Graduate\n | |
| Marital Status - Divorced\n | |
| Card Type - GOld\n | |
| """) | |
| demo.launch() |