|
|
import streamlit as st |
|
|
import numpy as np |
|
|
import pickle |
|
|
import streamlit.components.v1 as components |
|
|
from sklearn.preprocessing import LabelEncoder |
|
|
le = LabelEncoder() |
|
|
|
|
|
|
|
|
def load_model(): |
|
|
return pickle.load(open('Startup_Success_Rate_Pred_ra.pkl', 'rb')) |
|
|
|
|
|
|
|
|
def model_prediction(model, features): |
|
|
predicted = str(model.predict(features)[0]) |
|
|
return predicted |
|
|
|
|
|
def transform(text): |
|
|
text = le.fit_transform(text) |
|
|
return text[0] |
|
|
|
|
|
|
|
|
def app_design(): |
|
|
|
|
|
image = '34.png' |
|
|
st.image(image, use_column_width=True) |
|
|
|
|
|
st.subheader("Enter the following values:") |
|
|
|
|
|
state_code = st.text_input("State Code") |
|
|
state_code = transform([state_code]) |
|
|
name = st.text_input("Name") |
|
|
name = transform([name]) |
|
|
labels = st.number_input("Labels") |
|
|
founded_at = st.text_input("Founded At (DD/MM/YYY)") |
|
|
founded_at = transform([founded_at]) |
|
|
closed_at = st.text_input("Closed At (DD/MM/YYYY)") |
|
|
closed_at = transform([closed_at]) |
|
|
category_code = st.text_input("Category Code") |
|
|
category_code = transform([category_code]) |
|
|
is_mobile = st.selectbox("Is Mobile Startup",('Yes','No')) |
|
|
if is_mobile == 'Yes': |
|
|
is_mobile = 1 |
|
|
else: |
|
|
is_mobile = 0 |
|
|
is_gamesvideo = st.selectbox("Is Video Games Startup",('Yes','No')) |
|
|
if is_gamesvideo == 'Yes': |
|
|
is_gamesvideo = 1 |
|
|
else: |
|
|
is_gamesvideo = 0 |
|
|
|
|
|
|
|
|
|
|
|
features = [[state_code, name, labels, founded_at, closed_at, category_code, is_mobile,is_gamesvideo]] |
|
|
|
|
|
|
|
|
model = load_model() |
|
|
|
|
|
|
|
|
if st.button('Predict Success Rate'): |
|
|
predicted_value = model_prediction(model, features) |
|
|
if predicted_value=='1': |
|
|
st.success("The Startup will close") |
|
|
else: |
|
|
st.success("The Startup will not close") |
|
|
|
|
|
def about_hidevs(): |
|
|
|
|
|
components.html(""" |
|
|
<div> |
|
|
<h4>🚀 Unlock Your Dream Job with HiDevs Community!</h4> |
|
|
<p class="subtitle">🔍 Seeking the perfect job? HiDevs Community is your gateway to career success in the tech industry. Explore free expert courses, job-seeking support, and career transformation tips.</p> |
|
|
<p class="subtitle">💼 We offer an upskill program in <b>Gen AI, Data Science, Machine Learning</b>, and assist startups in adopting <b>Gen AI</b> at minimal development costs.</p> |
|
|
<p class="subtitle">🆓 Best of all, everything we offer is <b>completely free</b>! We are dedicated to helping society.</p> |
|
|
<p class="subtitle">Book free of cost 1:1 mentorship on any topic of your choice — <a class="link" href="https://topmate.io/deepakchawla1307">topmate</a></p> |
|
|
<p class="subtitle">✨ We dedicate over 30 minutes to each applicant’s resume, LinkedIn profile, mock interview, and upskill program. If you’d like our guidance, check out our services <a class="link" href="https://hidevscommunity.wixsite.com/hidevs">here</a></p> |
|
|
<p class="subtitle">💡 Join us now, and turbocharge your career!</p> |
|
|
<p class="subtitle"><a class="link" href="https://hidevscommunity.wixsite.com/hidevs" target="__blank">Website</a> |
|
|
<a class="link" href="https://www.youtube.com/@HidevsCommunity1307/" target="__blank">YouTube</a> |
|
|
<a class="link" href="https://www.instagram.com/hidevs_community/" target="__blank">Instagram</a> |
|
|
<a class="link" href="https://medium.com/@hidevscommunity" target="__blank">Medium</a> |
|
|
<a class="link" href="https://www.linkedin.com/company/hidevs-community/" target="__blank">LinkedIn</a> |
|
|
<a class="link" href="https://github.com/hidevscommunity" target="__blank">GitHub</a></p> |
|
|
</div> |
|
|
""", |
|
|
height=600) |
|
|
|
|
|
def main(): |
|
|
|
|
|
|
|
|
st.set_page_config( |
|
|
page_title="Startup Success Rate Predication", |
|
|
page_icon=":chart_with_upwards_trend:", |
|
|
) |
|
|
|
|
|
st.title("Welcome to our Startup Success Rate Predication App!") |
|
|
|
|
|
app_design() |
|
|
st.header("About HiDevs Community") |
|
|
about_hidevs() |
|
|
|
|
|
if __name__ == '__main__': |
|
|
main() |
