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import numpy as np |
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import pandas as pd |
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import matplotlib.pyplot as plt |
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import seaborn as sns |
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df = pd.read_csv('insurance.csv') |
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df['sex'] = df['sex'].map({'male':0,'female':1}) |
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df['smoker'] = df['smoker'].map({'yes':1,'no':0}) |
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df['region'] = df['region'].map({'southwest':0,'southeast':1,'northwest':2,'northeast':3}) |
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from sklearn.model_selection import train_test_split |
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x_train, x_test, y_train, y_test = train_test_split(df.drop('charges',axis=1), df['charges'], test_size=0.2, random_state=42) |
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from sklearn.ensemble import RandomForestRegressor |
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rf = RandomForestRegressor() |
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rf.fit(x_train.values,y_train.values) |
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def func(a, b, c, d, e, f): |
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x_test = [[a, b, c, d, e, f]] |
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result = rf.predict(x_test)[0] |
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rounded_result = round(result, 2) |
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str="Your Medical Expenses could be: ₹" |
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str1="Thankyou🤗 for using our Model" |
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return f"{str}{rounded_result}\n\n{str1}" |
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import gradio as gr |
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demo = gr.Interface( |
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fn= func, |
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inputs=[ |
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gr.Textbox(label="Enter Your Age", placeholder="Enter Your Age", elem_id="gender",type='text'), |
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gr.Textbox(label="Enter Your Gender", placeholder="Enter 0 for Male and 1 for Female", elem_id="gender",type='text'), |
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gr.Textbox(label="Enter Your BMI Index", placeholder="Enter BMI Index Value", elem_id="gender",type='text'), |
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gr.Textbox(label="Number of Children Covered by Health Insurance", placeholder="Enter Number of Children", elem_id="gender",type='text'), |
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gr.Textbox(label="Are You a Smoker?", placeholder="Enter 0 for NO and 1 for YES",elem_id="gender",type='text'), |
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gr.Textbox(label="Enter Your Region", placeholder="Enter value between 0-3", elem_id="gender",type='text'), |
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], |
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outputs='text', |
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theme=gr.themes.Soft(), |
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title="<h1 id=title-first> Welcome to HEALTHSURE <br> <span id=title-second>Predict Your Medical Cost Expenses here using a ML Model</span> </h1>", |
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description="<p id=desc>◾ Please Enter the Data in following way(Important)<br>◾ Gender: <span id=desc-info> Male=0 Female=1 </span><br> ◾ Smoker:<span id=desc-info> NO=0 YES=1 </span><br>◾ Region:<span id=desc-info> Southwest=0 Southeast=1 Northwest=2 Northeast=3 </span> <br><br>**Some Examples are given at bottom You can try them by clicking on it.<br>**Enter only Numeric Value", |
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css=""" |
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.gradio-container {background-color: #eefdec}" |
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#gender { background-color : teal !important; } |
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#gender textarea {background-color: #ecf7fd; font-size : 15px; color : black; |
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font-weight : bold; !important;} |
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#desc {font-weight : bold; color : black !important;} |
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#desc-info{font-weight:normal;} |
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h1 {text-align : center; font-size: 40px !important;} |
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#title-first {color:black; !important;} |
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#title-second {color:green; font-size: 17px !important;} |
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#a-tag { color : white !important;} |
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#a-tag:hover {text-decoration : none !important;} |
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""", |
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examples=[[54, 0, 33.63, 1, 0, 2],[18, 1, 40.26, 0, 0, 1],[54, 1, 23, 3, 0, 0],[45, 0, 20.35, 3, 0, 1]] |
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) |
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demo.launch(inline=False) |
