Logistic / Logisti-gradio.py
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#!/usr/bin/env python
# coding: utf-8
# In[1]:
import pickle
import gradio as gr
# In[3]:
def pred(Age,Parch,Sex_female,Sex_male,Embarked_C,Embarked_Q,Embarked_S):
with open("survived.pkl", "rb") as f:
clf = pickle.load(f)
preds = clf.predict([[Age,Parch,Sex_female,Sex_male,Embarked_C,Embarked_Q,Embarked_S]])
if preds == 1:
return "He\She Survived"
return "He\she Not survived"
#Create the input component for Gradio since we are expecting 4 inputs
Age = gr.Number(label = "Enter the Age of the Individual")
Parch = gr.Dropdown([0,1,2,3,4,5,6],label= "parch")
Sex_female = gr.Radio([0,1],label = "Female")
Sex_male = gr.Radio([0,1],label = "male")
Embarked_C = gr.Radio([0,1],label = "Embarked_C")
Embarked_Q = gr.Radio([0,1],label = "Embarked_Q")
Embarked_S = gr.Radio([0,1],label = "Embarked_S")
# We create the output
output = gr.Textbox(label="Survival status")
app = gr.Interface(fn = pred, inputs=[Age,Parch,Sex_female,Sex_male,Embarked_C,Embarked_Q,Embarked_S], outputs=output,title="Titanic Survival",)
app.launch(share=True)
# In[ ]: