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app.py

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+import gradio as gr
+import pandas as pd
+import numpy as np
+
+import warnings
+
+warnings.filterwarnings('ignore')
+
+url = 'https://raw.githubusercontent.com/ArushiS12/gradio-heroku/main/Zomato-Chennai.csv'
+data = pd.read_csv(url)
+
+
+def cuisine(Cuisine, Area):
+    l = [Cuisine]
+    x = data['Cuisine'].str.contains('|'.join(l))
+    data['Flag'] = np.where(x, 'Yes', 'No')
+    df = data.loc[data['Flag'] == 'Yes']
+    if Area:
+        df1 = df[df['Area'] == Area]
+        final1 = df1.drop('Flag', axis=1)
+        return final1
+    else:
+        final = df.drop('Flag', axis=1)
+        return final
+
+
+cuisine_options = ['American', 'Andhra', 'Arabian', 'Asian', 'Bakery', 'Bar Food', 'BBQ', 'Beverages', 'Biryani',
+                   'Bubble Tea', 'Burger', 'Burmese', 'Cafe', 'Charcoal Chicken', 'Chettinad', 'Chinese', 'Coffee',
+                   'Continental', 'Desserts', 'Drinks Only', 'European', 'Fast Food', 'Finger Food', 'French',
+                   'Gujarati', 'Healthy Food', 'Hyderabadi', 'Ice Cream', 'Irish', 'Italian', 'Japanese', 'Juices',
+                   'Kebab', 'Kerala', 'Konkan', 'Korean', 'Lebanese', 'Malaysian', 'Mangalorean', 'Mediterranean',
+                   'Mexican', 'Middle Eastern', 'Mithai', 'Modern Indian', 'Momos', 'Mughlai', 'North Indian',
+                   'Oriental', 'Pancake', 'Pasta', 'Pizza', 'Rajasthani', 'Rolls', 'Salad', 'Sandwich', 'Seafood',
+                   'Shake', 'Sichuan', 'Singaporean', 'South Indian', 'Spanish', 'Steak', 'Street Food', 'Sushi',
+                   'Tamil', 'Tea', 'Tex-Mex', 'Thai', 'Tibetan', 'Turkish', 'Vietnamese', 'Waffle', 'Wraps']
+area_options = ['Abhiramapuram', 'Adyar', 'Akkarai', 'Alandur', 'Alwarpet', 'Ambattur',
+                'Ampa Skywalk Mall Aminijikarai', 'Anna Nagar East', 'Anna Nagar West', 'Anna Salai', 'Arumbakkam',
+                'Ashok Nagar', 'Avadi', 'Besant Nagar', 'Chetpet', 'Choolaimed', 'Chromepet', 'Citadines',
+                'Courtyard by Marriott Teynampet', 'Crowne Plaza Adyar Park Alwarpet', 'E Hotel Royapettah', 'Egatoor',
+                'Egmore', 'Ekkaduthangal', 'Feathers A Radha Hotel', 'Foodies Kitchen', 'Forum Vijaya Mall Vadapalani',
+                'George Town', 'Gopalapuram', 'Grand by GRT Hotels', 'Green Park Hotel Vadapalani', 'GST Road',
+                'Guindy', 'Hablis Hotel Guindy', 'Hilton Guindy', 'Holiday Inn OMR IT Expressway',
+                'Hotel Abu Palace Egmore', 'Hotel Maris Gopalapuram', 'Hotel Palmgrove Nungambakkam',
+                'Hotel Park Elanza Nungambakkam', 'Hotel Rajpark Alwarpet', 'Hyatt Regency Teynampet', 'IBIS OMR',
+                'Injambakkam', 'Ispahani Centre Nungambakkam',
+                'InterContinental  Mahabalipuram Resort East Coast Road (ECR)', 'ITC Grand Chola Guindy',
+                'Jaag Hotels T.Nagar', 'K.K. Nagar', 'Kanathur', 'Karapakkam', 'Kilpauk',
+                'Kipling East Coast Road (ECR)', 'Kodambakkam', 'Kolathur', 'Kotturpuram', 'Kovalam',
+                'Lemon Tree Hotel Guindy', 'Madipakkam', 'Maduravoyal', 'Mahabalipuram', 'Mandaveli', 'Medavakkam',
+                'Meenambakkam', 'Mogappair', 'MRC Nagar', 'Muttukadu', 'Mylapore', 'Nandanam', 'Navallur',
+                'Neelangarai', 'New Woodlands Hotel Mylapore', 'Novotel  Nandanam', 'Novotel  OMR', 'Nungambakkam',
+                'Okkiyampet', 'Old Mahabalipuram Road (OMR)', 'OMR Food Street Kandanchavadi', 'Paati Veedu T.Nagar',
+                'Palavakkam', 'Pallikaranai', 'Perambur', 'Perungudi', 'Phoenix Market City Velachery', 'Poonamalle',
+                'Porur', 'Potheri', 'Purasavakkam', 'RA Puram', 'Radisson Blu Egmore',
+                'Radisson Blu Temple Bay Mamallapuram', 'Ramada Plaza Guindy', 'Ramapuram', 'Royapettah', 'Saidapet',
+                'Saligramam', 'Selaiyur', 'Semmancheri', 'Sheraton Grand Neelangarai', 'Sholinganallur',
+                'Somerset Greenways', 'St. Thomas Mount', 'T. Nagar', 'Taj Club House Thousand Lights',
+                'Taj Coromandel Nungambakkam', "Taj Fisherman's Cove Resort & Spa Kanchipuram District", 'Tambaram',
+                'Taramani', 'Teynampet', 'The Accord Metropolitan T. Nagar', "The King's Hotel Egmore",
+                'The Leela Palace MRC Nagar', 'The Park Nungambakkam', 'The Raintree Alwarpet',
+                'The Residency T. Nagar', 'The Residency Towers T. Nagar', 'The Savara Hotel RK Salai (Cathedral Road)',
+                'The Westin Velachery', 'Thiruvanmiyur', 'Thousand Lights', 'Thuraipakkam', 'Tiruvottiyur',
+                'Triplicane', 'Turyaa', 'Vadapalani', 'Valasaravakkam', 'Velachery', 'Vepery', 'Virugambakkam',
+                'VR Mall Anna Nagar', 'Washermenpet', 'West Mambalam', 'Zone by The Park Pallikaranai']
+
+with gr.Blocks() as demo:
+    gr.Markdown("<h1><center>Dine-out Restaurants in Chennai</center></h1>")
+    gr.Markdown('<h3><span style="font-weight:normal">Search for your nearby restaurants.</span></h3>')
+
+    with gr.Row():
+        name = gr.Dropdown(cuisine_options, label="Cuisine")
+        name1 = gr.Dropdown(area_options, label="Location")
+
+    with gr.Row():
+        submit_btn = gr.Button("Submit")
+        clear_btn = gr.Button("Clear")
+
+    output = gr.DataFrame(label="Restaurants", wrap=True)
+
+    submit_btn.click(fn=cuisine, inputs=[name, name1], outputs=output)
+    clear_btn.click(None, inputs=[], outputs=output, _js="() => (null)\n")
+
+demo.launch()

requirements.txt

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+gradio
+pandas
+numpy