How to use successful_project method in Lemoncheesecake

Best Python code snippet using lemoncheesecake

kickstarter.py

Source:kickstarter.py

1# import libraries2import streamlit as st3import pandas as pd4import numpy as np5from bokeh.models.widgets import Div6import pickle7import csv8from time import strftime9from joblib import load10from recommendation import project_recommendation11#load model12# filename = 'final_model.sav'13# model = pickle.load(open(filename, 'rb'))14#useful functions15def get_time():16 time = strftime("%Y-%m-%dT%H:%M")17 return time18def write_to_disk(name, email):19 data = open('file.log', 'a')20 timestamp = get_time()21 data.write('DateStamp={}, Name={}, Email={} \n'.format(timestamp, name, email))22 data.close()23def model_run(data):24 x_tst = pd.DataFrame(data)25 print(x_tst)26 model= load("rf_final.joblib")27 y_pred = model.predict(x_tst)28 return y_pred29## Main Page details:30st.markdown("<h1 style='color: SteelBlue;'>KickStarter Crowdfunding Recomendation Engine</h1>", unsafe_allow_html=True)31st.markdown("<h2 style='margin: 0px 0px 0px 0px;'>Idea</h2>", unsafe_allow_html=True)32st.markdown("<p style='margin: 0px 0px 0px 0px;text-align: justify;'>Kickstarter is one of the most popular crowdfunding platform on the internet. The aim of this project is to predict the success or failure of a Kickstarter campaign at launch time.</p>", unsafe_allow_html=True)33st.markdown("<h2 style='margin: 0px 0px 0px 0px;'>Abstract</h2>", unsafe_allow_html=True)34st.markdown("<p style='margin: 0px 0px 0px 0px;text-align: justify;'>Crowdfunding is the practice of funding a project or venture by raising monetary contributions from many people. The majority of today’s crowdfunding happens online through various websites and one of the most prominent is Kickstarter. The steps to start a Kickstarter project are; start a campaign, set the minimum funding goal, set reward levels, and choose a deadline. The most important aspect to know about launching a Kickstarter project is that if the project falls short of meeting its minimum funding goal, the project will not receive any fund. The projects analyzed in this project fall into one of 14 categories and 51 subcategories. Only 55% of campaigns reach their funding goal thus it is extremely important for creators to know the factor(s) that might impact the outcome of their project before launch.</p>", unsafe_allow_html=True)35st.markdown("<p style='margin: 0px 0px 0px 0px;text-align: justify;'><br>This project will take inputs from users using website and machine learning algorithms will provide various prediction / recommendations which are helpful to conduct the crowdfunding project.</br></p>", unsafe_allow_html=True)36st.markdown("<p style='margin: 0px 0px 0px 0px;text-align: justify;'><br>Input from the Users on Website / Predictor for ML Algorithm</br></p>", unsafe_allow_html=True)37st.markdown("<ul><li>Category and Subcategory of Project</li><li>Goal in Dollars</li><li>Location of the Project (City and State)</li><li>Levels, Duration and No. of Update for the Projects</li></ul>", unsafe_allow_html=True)38if st.button('Go to GitHub'):39 js = "window.open('https://github.com/shaishav11/Kickstarter-Crowdfunding-Recommendation-Engine')" # New tab or window40 html = '<img src onerror="{}">'.format(js)41 div = Div(text=html)42 st.bokeh_chart(div)43if st.button('Go to Tableau'):44 js = "window.open('https://public.tableau.com/profile/shaishav.shah#!/')" # New tab or window45 html = '<img src onerror="{}">'.format(js)46 div = Div(text=html)47 st.bokeh_chart(div)48## Sidebar details49st.sidebar.markdown("<h2 style='text-align: left'>KickStarter Crowdfunding Prediction Demo</h2>", unsafe_allow_html=True)50st.sidebar.markdown("<h3 style='text-align: left'>Enter your project details:</h3>", unsafe_allow_html=True)51title = st.sidebar.text_input("Enter name for the project?")52description = st.sidebar.text_input("Enter project description?")53cat = st.sidebar.selectbox( 'Select the category of the project?', ('Select Category', 'Art', 'Comics', 'Dance', 'Design', 'Fashion', 'Film & Video', 'Film &amp; Video', 'Food', 'Games', 'Music', 'Photography', 'Publishing', 'Technology', 'Theater'))54if cat=='Select Category':55 sub_cat = st.sidebar.text_input( 'Select the Sub category of the project?', 'Select Sub Category') 56 cat=1000057 sub_cat = 1000058if cat=='Art': 59 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Art', 'Conceptual Art', 'Digital Art', 'Illustration', 'Mixed Media', 'Painting', 'Performance Art', 'Public Art', 'Sculpture'))60 cat=061if cat=='Comics': 62 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', (('Select Sub Category','Comics')))63 cat=164if cat=='Dance': 65 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', (('Select Sub Category','Dance')))66 cat=267if cat=='Design': 68 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Crafts', 'Design', 'Graphic Design', 'Product Design'))69 cat=370if cat=='Fashion': 71 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Fashion'))72 cat=473if cat=='Film & Video': 74 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Categgory','Animation', 'Documentary', 'Film &amp; Video', 'Narrative Film', 'Short Film', 'Webseries'))75 cat=576if cat=='Film &amp; Video': 77 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Animation', 'Documentary', 'Film &amp; Video', 'Narrative Film', 'Short Film', 'Webseries'))78 cat=679if cat=='Food': 80 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Food'))81 cat=782if cat=='Games': 83 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Board & Card Games', 'Board &amp; Card Games', 'Games', 'Video Games'))84 cat=885if cat=='Music': 86 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Classical Music', 'Country & Folk', 'Country &amp; Folk', 'Electronic Music', 'Hip-Hop', 'Indie Rock', 'Jazz', 'Music', 'Pop', 'Rock', 'World Music'))87 cat=988if cat=='Photography': 89 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Photography'))90 cat=1091if cat=='Publishing': 92 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Nonfiction', 'Fiction', 'Art Book', 'Journalism', 'Poetry',93 'Publishing', "Children's Book", 'Periodical'))94 cat=1195if cat=='Technology': 96 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Technology', 'Open Software', 'Open Hardware'))97 cat=1298if cat=='Theater': 99 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Theater'))100 cat=13101state = st.sidebar.selectbox( 'Select the state for your project?', ('Select City', 'AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', 'GA', 'HI', 'IA', 'ID', 'IL', 'IN', 'KS', 'KY', 'LA', 'MA', 'MD', 'ME', 'MI', 'MN', 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', 'OK', 'OR', 'PA', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', 'WA', 'WI', 'WV', 'WY'))102if state== 'Select City':103 city = st.sidebar.text_input( 'Select the city for the project?', 'Select City') 104 state=10000105 city = 10000106if state=="AK": 107 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Aleutians West', 'Anchorage', 'Barrow', 'Beluga', 'Bristol Bay', 'Deadhorse', 'Delta Junction', 'Denali', 'Fairbanks', 'Homer', 'Hoonah', 'Juneau', 'Kenai', 'Kodiak', 'Kwethluk', 'Nome', 'North Pole', 'Prudhoe Bay', 'Russian Mission', 'Sand Point', 'Sitka', 'Soldotna', 'Talkeetna', 'Unalakleet', 'Wasilla', 'Wrangell'))108 state=0109if state=="AL": 110 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Alabaster', 'Albertville', 'Andalusia', 'Anniston', 'Athens', 'Auburn', 'Bay Minette', 'Birmingham', 'Chelsea', 'Daphne', 'Decatur', 'Dothan', 'Elkmont', 'Evergreen', 'Fairhope', 'Florence', 'Fort Payne', 'Greensboro', 'Guntersville', 'Hoover', 'Huntsville', 'Jacksonville', 'Loxley', 'Madison', 'Mobile', 'Montgomery', 'Muscle Shoals', 'Pell City', 'Phenix City', 'Piedmont', 'Prattville', 'Sheffield', 'Tuscaloosa', 'Waverly', 'Wilsonville'))111 state=1112if state=="AR": 113 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Arkadelphia', 'Batesville', 'Benton', 'Bentonville', 'Bethel Heights', 'Clarendon', 'Conway', 'El Dorado', 'Eureka Springs', 'Farmington', 'Fayetteville', 'Forrest City', 'Fort Smith', 'Greenbrier', 'Hot Springs', 'Jacksonville', 'Jonesboro', 'Kingsland', 'Little Rock', 'Malvern', 'Mountain Home', 'North Little Rock', 'Northwest', 'Pine Bluff', 'Rogers', 'Russellville', 'Sherwood', 'Siloam Springs', 'Texarkana', 'Ward'))114 state=2115if state=="AZ": 116 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Apache Junction', 'Arizona City', 'Benson', 'Bisbee', 'Buckeye', 'Cave Creek', 'Chandler', 'Chino Valley', 'Coconino', 'Cornville', 'Cottonwood', 'Eloy', 'Flagstaff', 'Fountain Hills', 'Gilbert', 'Glendale', 'Globe', 'Grand Canyon', 'Hualapai', 'Jerome', 'Kingman', 'Lakeside', 'Litchfield Park', 'Littlefield', 'Marble Canyon', 'Maricopa', 'Mayer', 'Mesa', 'Nogales', 'Page', 'Patagonia', 'Payson', 'Peoria', 'Phoenix', 'Pinetop', 'Prescott', 'Prescott Valley', 'Queen Creek', 'Rimrock', 'Ruby', 'Sahuarita', 'San Carlos', 'Scottsdale', 'Sedona', 'Sells', 'Show Low', 'Sierra Vista', 'St Johns', 'Superior', 'Surprise', 'Taylor', 'Tempe', 'Tucson', 'Young', 'Yuma'))117 state=3118if state=="CA": 119 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Acton', 'Adelanto', 'Agoura Hills', 'Alameda', 'Albany', 'Alhambra', 'Aliso Viejo', 'Alturas', 'Alum Rock', 'American Canyon', 'Anaheim', 'Angwin', 'Antioch', 'Apple Valley', 'Aptos', 'Arcadia', 'Arcata', 'Atascadero', 'Atlanta', 'Auburn', 'Avalon', 'Azusa', 'Bakersfield', 'Barstow', 'Belmont', 'Benicia', 'Berkeley', 'Beverly Hills', 'Big Bear', 'Big Bear Lake', 'Big Pine', 'Big Sur', 'Bishop', 'Blue Lake', 'Bodega', 'Bolinas', 'Boonville', 'Boyes Hot Springs', 'Brawley', 'Brea', 'Brentwood', 'Burbank', 'Burlingame', 'Calabasas', 'California City', 'Camarillo', 'Cameron Park', 'Campbell', 'Campo', 'Canoga Park', 'Canyon Country', 'Canyon Lake', 'Capistrano Beach', 'Carlsbad', 'Carmel Valley', 'Carmichael', 'Castaic', 'Castro Valley', 'Central', 'Central Coast', 'Ceres', 'Cerritos', 'Chico', 'Chino', 'Chino Hills', 'Chula Vista', 'Claremont', 'Clayton', 'Clearlake', 'Clovis', 'Colfax', 'Compton', 'Concord', 'Corona', 'Coronado', 'Corte Madera', 'Costa Mesa', 'Coulterville', 'Covina', 'Crestline', 'Culver City', 'Cupertino', 'Cypress', 'Daly City', 'Dana Point', 'Danville', 'Davis', 'Death Valley', 'Del Mar', 'Desert Hot Springs', 'Diamond Bar', 'Dinuba', 'Dixon', 'Downey', 'Dublin', 'East Los Angeles', 'East Palo Alto', 'El Cajon', 'El Centro', 'El Cerrito', 'El Dorado', 'El Monte', 'Elk Grove', 'Emeryville', 'Encinitas', 'Escondido', 'Eureka', 'Exeter', 'Fair Oaks', 'Fairfax', 'Fairfield', 'Fallbrook', 'Folsom', 'Fontana', 'Fortuna', 'Fountain Valley', 'Fremont', 'French Camp', 'Fresno', 'Fullerton', 'Garden Grove', 'Gardena', 'Gilroy', 'Glendale', 'Glendora', 'Goleta', 'Granada Hills', 'Grass Valley', 'Hacienda Heights', 'Half Moon Bay', 'Harmony', 'Hawthorne', 'Hayward', 'Healdsburg', 'Hemet', 'Hermosa Beach', 'Hesperia', 'Highland', 'Hollister', 'Hollywood', 'Hoopa', 'Huntington Beach', 'Idyllwild', 'Independence', 'Indio', 'Inglewood', 'Irvine', 'Isla Vista', 'Jamestown', 'Joshua Tree', 'Julian', 'Kentfield', 'King City', 'La Crescenta', 'La Jolla', 'La Mesa', 'La Mirada', 'La Puente', 'La Quinta', 'Ladera Ranch', 'Lafayette', 'Laguna Beach', 'Laguna Hills', 'Laguna Niguel', 'Lake Arrowhead', 'Lake Elsinore', 'Lake Forest', 'Lakewood', 'Lancaster', 'Larkspur', 'Lawndale', 'Lemoore', 'Lennox', 'Leucadia', 'Lincoln', 'Littlerock', 'Livermore', 'Lodi', 'Loma Linda', 'Lompoc', 'Long Beach', 'Loomis', 'Los Alamitos', 'Los Alamos', 'Los Altos', 'Los Angeles', 'Los Banos', 'Los Gatos', 'Loyalton', 'Lytle Creek', 'Malibu', 'Mammoth Lakes', 'Manhattan Beach', 'Manteca', 'Marina', 'Marina Del Rey', 'Martinez', 'Mendocino', 'Menlo Park', 'Merced', 'Mill Valley', 'Millbrae', 'Milpitas', 'Mission Viejo', 'Modesto', 'Mojave', 'Montebello', 'Monterey', 'Moorpark', 'Moraga', 'Moreno Valley', 'Morgan Hill', 'Morro Bay', 'Moss Landing', 'Mount Shasta', 'Mountain View', 'Mt Baldy', 'Murphys', 'Murrieta', 'Napa', 'Nevada City', 'Newbury Park', 'Newhall', 'Newman', 'Newport Beach', 'Nicasio', 'Niland', 'North Antelope Valley', 'North Hollywood', 'Northridge', 'Norwalk', 'Novato', 'Oak Park', 'Oakdale', 'Oakhurst', 'Oakland', 'Oakley', 'Occidental', 'Oceanside', 'Ojai', 'Ontario', 'Orange', 'Oroville', 'Oxnard', 'Pacific Grove', 'Pacifica', 'Palm Desert', 'Palm Springs', 'Palmdale', 'Palo Alto', 'Palos Verdes Estates', 'Pasadena', 'Paso Robles', 'Pendleton', 'Perris', 'Pescadero', 'Petaluma', 'Pinole', 'Pismo Beach', 'Pittsburg', 'Placentia', 'Placerville', 'Pleasant Hill', 'Pleasanton', 'Point Reyes Sta', 'Pomona', 'Porterville', 'Portola Valley', 'Poway', 'Prunedale', 'Quincy', 'Rancho Cucamonga', 'Rancho Palos Verdes', 'Rancho Santa Margarita', 'Redding', 'Redlands', 'Redondo Beach', 'Redway', 'Redwood City', 'Redwood Valley', 'Rialto', 'Richmond', 'Ridgecrest', 'Riverbank', 'Riverside', 'Rocklin', 'Rohnert Park', 'Roseville', 'Running Springs', 'Sacramento', 'Saint Helena', 'Salinas', 'San Anselmo', 'San Bernardino', 'San Bruno', 'San Buenaventura (Ventura)', 'San Carlos', 'San Clemente', 'San Diego', 'San Fernando', 'San Fernando Valley', 'San Francisco', 'San Gabriel', 'San Jacinto', 'San Jose', 'San Juan Capistrano', 'San Leandro', 'San Luis Obispo', 'San Marcos', 'San Mateo', 'San Pablo', 'San Pedro', 'San Rafael', 'San Ramon', 'Santa Ana', 'Santa Barbara', 'Santa Clara', 'Santa Clarita', 'Santa Cruz', 'Santa Maria', 'Santa Monica', 'Santa Nella Village', 'Santa Paula', 'Santa Rosa', 'Santa Ynez Valley', 'Sausalito', 'Sea Ranch', 'Seal Beach', 'Seaside', 'Sebastopol', 'Sequoia National Park', 'Sherman Oaks', 'Sierra Madre', 'Signal Hill', 'Silver Lake', 'Silverado', 'Simi Valley', 'Sonoma', 'Sonora', 'Soquel', 'South Lake Tahoe', 'South Pasadena', 'South San Francisco', 'Squaw Valley', 'Stanford', 'Stockton', 'Studio City', 'Sun City', 'Sunnyvale', 'Sunol', 'Tahoe City', 'Tahoe Vista', 'Tehachapi', 'Temecula', 'Thousand Oaks', 'Three Rivers', 'Tiburon', 'Tomales', 'Topanga', 'Torrance', 'Trabuco', 'Tracy', 'Truckee', 'Tujunga', 'Tulare', 'Turlock', 'Tustin', 'Twain Harte', 'Twentynine Palms', 'Twentynine Palms Morongo Valley', 'Ukiah', 'Union City', 'Upland', 'Vacaville', 'Valencia', 'Vallejo', 'Venice', 'Ventura', 'Victorville', 'View Park Windsor Hills', 'Visalia', 'Vista', 'Walnut', 'Walnut Creek', 'Walnut Grove', 'Watsonville', 'Weaverville', 'Weed', 'West Hills', 'West Hollywood', 'West Sacramento', 'Westlake Village', 'Westminster', 'Whittier', 'Winters', 'Winton', 'Woodland', 'Yorba Linda', 'Yosemite National Park', 'Yuba City', 'Yucaipa', 'Yucca Valley'))120 state=4121if state=="CO": 122 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Alamosa', 'Arvada', 'Aspen', 'Aurora', 'Battlement Mesa', 'Berthoud', 'Boulder', 'Breckenridge', 'Broomfield', 'Buena Vista', 'Carbondale', 'Castle Rock', 'Centennial', 'Colorado Springs', 'Commerce City', 'Cortez', 'Craig', 'Crested Butte', 'Crestone', 'Cripple Creek', 'Denver', 'Dillon', 'Durango', 'Edgewater', 'Edwards', 'Estes Park', 'Evergreen', 'Federal Heights', 'Fort Collins', 'Frisco', 'Gardner', 'Golden', 'Grand Junction', 'Grand Lake', 'Greeley', 'Guadalupe', 'Highlands Ranch', 'Johnstown', 'Kersey', 'Kremmling', 'Lafayette', 'Lakewood', 'Leadville', 'Littleton', 'Longmont', 'Louisville', 'Loveland', 'Lyons', 'Manitou Springs', 'Marble', 'Naturita', 'Nederland', 'Nucla', 'Pagosa Springs', 'Paonia', 'Parker', 'Pueblo', 'Pueblo West', 'Red Feather Lakes', 'Silverton', 'Snowmass', 'Springfield', 'Superior', 'Telluride', 'Thornton', 'Vail', 'Ward', 'Westminster', 'Windsor', 'Woodland Park'))123 state=5124if state=="CT": 125 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Andover', 'Ansonia', 'Bethlehem', 'Branford', 'Bridgeport', 'Bristol', 'Canton', 'Central Manchester', 'Chester', 'Clinton', 'Cos Cob', 'Coventry', 'Cromwell', 'Danbury', 'Deep River', 'Eastford', 'Easton', 'Enfield', 'Fairfield', 'Greenwich', 'Groton', 'Guilford Center', 'Hamden', 'Hartford', 'Jewett City', 'Lakeville', 'Litchfield', 'Mansfield', 'Meriden', 'Middletown', 'Milford', 'Monroe', 'Montville', 'Morris', 'Mystic', 'Naugatuck', 'New Britain', 'New Canaan', 'New Hartford', 'New Haven', 'New London', 'New Milford', 'Newington', 'Newtown', 'Norwalk', 'Norwich', 'Old Lyme', 'Old Saybrook', 'Plainville', 'Podunk', 'Pomfret', 'Portland', 'Putnam', 'Redding', 'Ridgefield', 'Roxbury', 'Salem', 'Salisbury', 'Sandy Hook', 'Shelton', 'Sherman', 'Simsbury Center', 'Southington', 'Sprague', 'Stafford', 'Stafford Springs', 'Stamford', 'Stonington', 'Stratford', 'Tariffville', 'Tolland', 'Torrington', 'Trumbull', 'Wallingford', 'Waterbury', 'Watertown', 'West Hartford', 'West Haven', 'Westbrook', 'Weston', 'Westport', 'Wilton', 'Windsor', 'Wolcott', 'Woodbridge', 'Woodbury'))126 state=6127if state=="DC": 128 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Washington'))129 state=7130if state=="DE": 131 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Bethany Beach', 'Camden', 'Dagsboro', 'Dover', 'Middletown', 'New Castle', 'Newark', 'Odessa', 'Seaford', 'Wilmington'))132 state=8133if state=="FL": 134 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Alachua', 'Altamonte Springs', 'Apalachicola', 'Apopka', 'Baker', 'Beverly Hills', 'Boca Raton', 'Bonita Springs', 'Boynton Beach', 'Bradenton', 'Bushnell', 'Cape Canaveral', 'Cape Coral', 'Chipley', 'Clearwater', 'Clermont', 'Cocoa', 'Cocoa Beach', 'Coconut Creek', 'Cooper City', 'Coral Gables', 'Coral Springs', 'Crestview', 'Dade City', 'Davie', 'Daytona Beach', 'De Bary', 'De Funiak Springs', 'De Land', 'Deerfield Beach', 'Delray Beach', 'Deltona', 'Destin', 'Duck Key', 'Dunedin', 'Eastpoint', 'Edgewater', 'Eglin Afb', 'El Portal', 'Estero', 'Eustis', 'Everglades', 'Fernandina Beach', 'Flagler Beach', 'Fort Lauderdale', 'Fort Myers', 'Fort Pierce', 'Fort Walton Beach', 'Fort White', 'Frostproof', 'Gainesville', 'Greenacres', 'Gulfport', 'Haines City', 'Hallandale', 'High Springs', 'Hobe Sound', 'Hollywood', 'Homeland', 'Homosassa', 'Hudson', 'Hutchinson Island South', 'Indian Harbour Beach', 'Jacksonville', 'Jacksonville Beach', 'Jensen Beach', 'Jupiter', 'Key Biscayne', 'Key Largo', 'Key West', 'Kissimmee', 'Lake City', 'Lake Helen', 'Lake Mary', 'Lake Worth', 'Lakeland', 'Largo', 'Leesburg', 'Lehigh Acres', 'Little Havana', 'Longwood', 'Lynn Haven', 'Macclenny', 'Madeira Beach', 'Marathon', 'Margate', 'Melbourne', 'Merritt Island', 'Miami', 'Miami Beach', 'Miami Gardens', 'Miami Lakes', 'Milton', 'Miramar', 'Naples', 'New Port Richey', 'New Smyrna Beach', 'New York', 'Newberry', 'Niceville', 'North Port', 'North Redington Beach', 'Ocala', 'Oldsmar', 'Orange Park', 'Orlando', 'Ormond Beach', 'Oviedo', 'Palm Bay', 'Palm Beach', 'Palm Coast', 'Palm Harbor', 'Palmetto', 'Panama City', 'Panama City Beach', 'Pembroke Pines', 'Pensacola', 'Pinellas Park', 'Plant City', 'Pompano Beach', 'Ponce De Leon', 'Port Charlotte', 'Port Richey', 'Port Salerno', 'Port St Lucie', 'Punta Gorda', 'Quincy', 'Rockledge', 'Safety Harbor', 'Sanford', 'Sanibel', 'Sarasota', 'Seffner', 'Seminole', 'Seneca', 'South Beach', 'Southport', 'St Augustine', 'St Pete Beach', 'St Petersburg', 'Sunrise', 'Tallahassee', 'Tamarac', 'Tampa', 'Titusville', 'Trinity', 'Valrico', 'Venice', 'Vero Beach', 'Wesley Chapel', 'West Melbourne', 'West Palm Beach', 'Windermere', 'Winter Haven', 'Winter Park', 'Zephyrhills'))135 state=9136if state=="GA": 137 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Acworth', 'Albany', 'Alpharetta', 'Athens', 'Athens Clarke County', 'Atlanta', 'Atlanta Decatur', 'Augusta', 'Avondale Estates', 'Barwick', 'Bethlehem', 'Blairsville', 'Blue Ridge', 'Brunswick', 'Buckhead', 'Buford', 'Canton', 'Carrollton', 'Chickamauga', 'Clarkesville', 'Clermont', 'Cleveland', 'Columbus', 'Commerce', 'Conyers', 'Cordele', 'Covington', 'Cumming', 'Dahlonega', 'Dallas', 'Dalton', 'Dawsonville', 'Decatur', 'Douglasville', 'Duluth', 'East Point', 'Ellijay', 'Fairburn', 'Fayetteville', 'Flintstone', 'Flovilla', 'Flowery Branch', 'Forest Park', 'Gainesville', 'Griffin', 'Grovetown', 'Helen', 'Jackson', 'Jasper', 'Jersey', 'Jonesboro', 'Kennesaw', 'La Grange', 'Lawrenceville', 'Lilburn', 'Lithonia', 'Loganville', 'Macon', 'Madison', 'Marietta', 'Mc Donough', 'Milledgeville', 'Moultrie', 'Newnan', 'Norcross', 'Oxford', 'Pelham', 'Powder Springs', 'Ringgold', 'Rome', 'Roswell', 'Sandy Springs', 'Savannah', 'Smyrna', 'Snellville', 'St Marys', 'St Simons', 'Statesboro', 'Stockbridge', 'Stone Mountain', 'Sugar Hill', 'Suwanee', 'Thomasville', 'Tifton', 'Tucker', 'Tybee Island', 'Valdosta', 'Villa Rica', 'Waverly Hall', 'Waycross', 'White Plains', 'Woodstock'))138 state=10139if state=="HI": 140 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Aiea', 'Anahola', 'Captain Cook', 'Ewa Beach', 'Haiku', 'Haleiwa', 'Hawaiian Beaches', 'Hawi', 'Hilo', 'Honokaa', 'Honolulu', 'Kahuku', 'Kahului', 'Kailua', 'Kailua Kona', 'Kamuela', 'Kapaa', 'Kapolei', 'Kawaihae', 'Keaau', 'Kihei', 'Kilauea', 'Kula', 'Lahaina', 'Laie', 'Makawao', 'Naalehu', 'Paia', 'Papaikou', 'Pearl City', 'Pearl Harbor', 'Pukalani', 'P’ÜÎ\\x81hoa', 'Waianae', 'Wailuku'))141 state=11142if state=="IA": 143 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Ackworth', 'Albert City', 'Ames', 'Bedford', 'Bettendorf', 'Brooklyn', 'Burlington', 'Cedar Falls', 'Cedar Rapids', 'Clive', 'Council Bluffs', 'Davenport', 'Decorah', 'Des Moines', 'Dubuque', 'Durant', 'Fairfield', 'Indianola', 'Iowa City', 'Keokuk', 'Lawton', 'Mason City', 'Muscatine', 'Newton', 'Ottumwa', 'Peterson', 'Richland', 'Rock Rapids', 'Sergeant Bluff', 'Sioux City', 'Storm Lake', 'Tipton', 'Urbandale', 'Waterloo', 'Waverly', 'West Des Moines', 'Windsor Heights'))144 state=12145if state=="ID": 146 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Blackfoot', 'Boise', 'Bruneau', 'Burley', 'Council', 'Eagle', 'Emmett', 'Garden City', 'Greenleaf', 'Idaho City', 'Idaho Falls', 'Jerome', 'Ketchum', 'Lewiston', 'Meridian', 'Moscow', 'Mountain Home', 'Nampa', 'Payette', 'Pocatello', 'Rexburg', 'Sandpoint', 'Stanley', 'Twin Falls', 'Victor'))147 state=13148if state=="IL": 149 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Addison', 'Antioch', 'Arcola', 'Arlington Heights', 'Aurora', 'Austin', 'Belvidere', 'Berwyn', 'Bethalto', 'Bloomington', 'Bolingbrook', 'Brookfield', 'Buffalo Grove', 'Bushnell', 'Byron', 'Carbondale', 'Cary', 'Champaign', 'Chicago', 'Chicago Heights', 'Chicago Metropolitan Area', 'Clarendon Hills', 'Coal City', 'Crystal Lake', 'De Kalb', 'Decatur', 'Des Plaines', 'Dixon', 'Downers Grove', 'East Peoria', 'East St Louis', 'Effingham', 'Elgin', 'Elk Grove Village', 'Elmhurst', 'Evanston', 'Fox Lake', 'Frankfort', 'Freeport', 'Geff', 'Geneva', 'Glen Ellyn', 'Glenview', 'Greenfield', 'Greenville', 'Hanover Park', 'Harrisburg', 'Harvey', 'Highland', 'Highland Park', 'Homer', 'Joliet', 'Kankakee', 'Lake Forest', 'Lake Zurich', 'Lincoln', 'Lisle', 'Lombard', 'Lyons', 'Macomb', 'Marion', 'Mc Henry', 'Moline', 'Mt Vernon', 'Mundelein', 'Naperville', 'New Lenox', 'Niles', 'Normal', 'Northern', 'Oak Park', 'Ohio', 'Olympia Fields', 'Ottawa', 'Pawnee', 'Peoria', 'Peoria Heights', 'Plainfield', 'Plano', 'Posen', 'Rock Island', 'Rockford', 'Round Lake', 'Sandwich', 'Savoy', 'Schaumburg', 'Skokie', 'South Elgin', 'Spring Valley', 'Springfield', 'St Charles', 'Sterling', 'Summit', 'Thompsonville', 'Troy', 'Tuscola', 'Union', 'Urbana', 'Vernon Hills', 'Warrenville', 'Wauconda', 'Waukegan', 'Westmont', 'Wheaton', 'Woodstock', 'Yorkville'))150 state=14151if state=="IN": 152 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Alexandria', 'Anderson', 'Angola', 'Attica', 'Auburn', 'Batesville', 'Bedford', 'Bloomington', 'Bryant', 'Carmel', 'Chesterton', 'Columbus', 'Cromwell', 'Crown Point', 'De Motte', 'Denver', 'Dyer', 'Elkhart', 'Ellettsville', 'Erie', 'Evansville', 'Fillmore', 'Fishers', 'Fort Wayne', 'Fowler', 'Franklin', 'Gary', 'Gas City', 'Georgetown', 'Goshen', 'Granger', 'Greencastle', 'Greenfield', 'Greenwood', 'Griffin', 'Hanover', 'Highland', 'Huntington', 'Indianapolis', 'Jasper', 'Jeffersonville', 'Kokomo', 'La Porte', 'Lafayette', 'Lebanon', 'Logansport', 'Madison', 'Marengo', 'Marion', 'Markle', 'Merrillville', 'Michigan City', 'Middlebury', 'Mishawaka', 'Mooresville', 'Mt Vernon', 'Mulberry', 'Muncie', 'Munster', 'Nashville', 'New Albany', 'New Harmony', 'New Haven', 'Noblesville', 'Northwest', 'Osceola', 'Pendleton', 'Peru', 'Plainfield', 'Plymouth', 'Redkey', 'Rensselaer', 'Richmond', 'Rockville', 'Rome City', 'Sellersburg', 'Shelbyville', 'South Bend', 'Terre Haute', 'Upland', 'Utica', 'Valparaiso', 'Vernon', 'Vincennes', 'Wabash', 'Washington', 'West Lafayette', 'Winona Lake', 'Yorktown'))153 state=15154if state=="KS": 155 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Canada', 'Coffeyville', 'Great Bend', 'Greensburg', 'Hays', 'Haysville', 'Junction City', 'Kansas City', 'Lawrence', 'Leavenworth', 'Lenexa', 'Manhattan', 'Olathe', 'Overland Park', 'Parsons', 'Pittsburg', 'Prairie Village', 'Russell', 'Salina', 'Shawnee', 'Topeka', 'Udall', 'Wichita'))156 state=16157if state=="KY": 158 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Ashland', 'Bellevue', 'Berea', 'Booneville', 'Bowling Green', 'Brandenburg', 'Burlington', 'Campton', 'Carrollton', 'Cold Spring', 'Corbin', 'Covington', 'Crestwood', 'Danville', 'Dawson Springs', 'Dayton', 'De Mossville', 'Elizabethtown', 'Flatwoods', 'Florence', 'Frankfort', 'Glasgow', 'Hawesville', 'Hazard', 'Henderson', 'Hopkinsville', 'Hyden', 'Independence', 'Jackson', 'La Grange', 'Lawrenceburg', 'Leitchfield', 'Lexington', 'Louisville', 'Maysville', 'Morehead', 'Mt Sterling', 'Murray', 'Northern', 'Paducah', 'Paintsville', 'Pikeville', 'Radcliff', 'Richmond', 'Russellville', 'Salt Lick', 'Somerset', 'Vanceburg', 'Wilmore'))159 state=17160if state=="LA": 161 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Amite City', 'Arcadia', 'Baton Rouge', 'Bogalusa', 'Bossier City', 'Boston', 'Buras', 'Chalmette', 'Covington', 'Cut Off', 'De Ridder', 'Dulac', 'Erath', 'Ferriday', 'Fort Polk', 'Hammond', 'Kentwood', 'Lafayette', 'Lake Charles', 'Leesville', 'Mandeville', 'Metairie', 'Monroe', 'Montegut', 'New Iberia', 'New Orleans', 'Port Sulphur', 'Ruston', 'Scott', 'Shreveport', 'Simsboro', 'Slidell', 'St Francisville', 'Thibodaux', 'Transylvania', 'West Monroe'))162 state=18163if state=="MA": 164 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Adams', 'Amesbury', 'Amherst', 'Aquinnah', 'Arlington', 'Ashfield', 'Ashland', 'Barnstable', 'Barnstable Town', 'Becket', 'Bedford', 'Belchertown', 'Beverly', 'Billerica', 'Boston', 'Bourne', 'Braintree', 'Brewster', 'Brighton', 'Brockton', 'Brookline', 'Buzzards Bay', 'Cambridge', 'Chatham', 'Chelmsford', 'Chelsea', 'Concord', 'Conway', 'Cotuit', 'Danvers', 'Dartmouth', 'Deerfield', 'Dudley', 'Easthampton', 'Egremont', 'Everett', 'Fall River', 'Feeding Hills', 'Fitchburg', 'Framingham', 'Franklin', 'Gardner', 'Gloucester', 'Goshen', 'Grafton', 'Granby', 'Great Barrington', 'Greenfield', 'Groton', 'Hadley', 'Hardwick', 'Harwich Center', 'Hatfield', 'Hingham', 'Holyoke', 'Hudson', 'Hull', 'Huntington', 'Hyannis', 'Ipswich', 'Jamaica Plain', 'Lancaster', 'Leicester', 'Lenox', 'Leominster', 'Leverett', 'Lexington', 'Leyden', 'Lowell', 'Lunenburg', 'Lynn', 'Manchester By The Sea', 'Marblehead', 'Marlborough', 'Mashpee', 'Maynard', 'Medfield', 'Medford', 'Medway', 'Methuen', 'Milford', 'Millis', 'Milton', 'Nantucket', 'Needham', 'New Bedford', 'Newton', 'North Adams', 'North Andover', 'North Attleboro', 'Northampton', 'Norton', 'Oak Bluffs', 'Orleans', 'Oxford', 'Peabody', 'Pittsfield', 'Plainfield', 'Plymouth', 'Provincetown', 'Quincy', 'Rehoboth', 'Revere', 'Richmond', 'Rockport', 'Rowley', 'Salem', 'Scituate', 'Shelburne Falls', 'Shrewsbury', 'Somerset', 'Somerville', 'South Dennis', 'Springfield', 'Stockbridge', 'Stoughton', 'Stow', 'Swampscott', 'Swansea', 'Taunton', 'Templeton', 'Tewksbury', 'Uxbridge', 'Vineyard Haven', 'Wakefield', 'Walpole', 'Waltham', 'Watertown', 'Wayland', 'Webster', 'Wellesley', 'Wellfleet', 'West Brookfield', 'West Concord', 'West Stockbridge', 'West Tisbury', 'Williamsburg', 'Williamstown', 'Worcester'))165 state=19166if state=="MD": 167 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Adelphi', 'Annapolis', 'Baltimore', 'Bel Air', 'Berlin', 'Bethesda', 'Bladensburg', 'Bowie', 'Boyds', 'Brunswick', 'Burtonsville', 'California', 'Cambridge', 'Catonsville', 'Clinton', 'College Park', 'Colora', 'Columbia', 'Cumberland', 'Damascus', 'Denton', 'Easton', 'Elkridge', 'Elkton', 'Ellicott City', 'Emmitsburg', 'Essex', 'Forest Hill', 'Frederick', 'Frostburg', 'Gaithersburg', 'Germantown', 'Glen Burnie', 'Greenbelt', 'Hagerstown', 'Havre De Grace', 'Huntingtown', 'Hurlock', 'Hyattsville', 'Jessup', 'Kensington', 'Largo', 'Laurel', 'Leonardtown', 'Mardela Springs', 'Millersville', 'Montgomery Village', 'Mt Airy', 'Newmarket', 'North Bethesda', 'North East', 'Oakland', 'Ocean City', 'Odenton', 'Olney', 'Owings Mills', 'Oxon Hill', 'Pasadena', 'Point Of Rocks', 'Rockville', 'Royal Oak', 'Sabillasville', 'Salisbury', 'Severn', 'Severna Park', 'Silver Spring', 'Stevensville', 'Takoma Park', 'Thurmont', 'Towson', 'Upper Marlboro', 'Waldorf', 'Westminster'))168 state=20169if state=="ME": 170 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Alfred', 'Athens', 'Augusta', 'Bailey Island', 'Bangor', 'Bar Harbor', 'Bath', 'Belfast', 'Belmont', 'Biddeford', 'Blue Hill', 'Boothbay', 'Boothbay Harbor', 'Bridgton', 'Brownfield', 'Brunswick', 'Buckfield', 'Bucksport', 'Camden', 'Caribou', 'Carmel', 'Denmark', 'Eliot', 'Ellsworth', 'Falmouth', 'Fort Fairfield', 'Hallowell', 'Houlton', 'Kennebunk', 'Kennebunkport', 'Kittery', 'Lewiston', 'Lincolnville', 'Lisbon Falls', 'Long Island', 'Lowell', 'Machias', 'Maine', 'Milbridge', 'Milo', 'Monhegan', 'Montville', 'Mt Desert', 'Mt Vernon', 'New Sharon', 'Orono', 'Poland', 'Portland', 'Presque Isle', 'Quoddy', 'Rangeley', 'Rockland', 'Rockport', 'Saco', 'Sanford', 'Scarborough', 'Skowhegan', 'South Berwick', 'South Eliot', 'South Portland', 'Steuben', 'Thomaston', 'Turner', 'Union', 'Unity', 'Waldoboro', 'Waterville', 'Wayne', 'Westbrook', 'Winter Harbor', 'Yarmouth', 'York'))171 state=21172if state=="MI": 173 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Adrian', 'Albion', 'Ann Arbor', 'Auburn Hills', 'Battle Creek', 'Bay City', 'Benton Harbor', 'Big Rapids', 'Birmingham', 'Bloomfield Hills', 'Boyne City', 'Brighton', 'Britton', 'Buchanan', 'Byron Center', 'Cadillac', 'Calumet', 'Canton', 'Carleton', 'Caseville', 'Cedar Springs', 'Charlevoix', 'Chelsea', 'Clarkston', 'Climax', 'Crystal Falls', 'Davison', 'Dearborn', 'Dearborn Heights', 'Detroit', 'Dorr', 'Drummond', 'East Jordan', 'East Lansing', 'Elberta', 'Escanaba', 'Farwell', 'Ferndale', 'Flint', 'Goodrich', 'Grand Haven', 'Grand Rapids', 'Grand Rapids Charter Township', 'Greenland', 'Greenville', 'Hamtramck', 'Harbor Springs', 'Harrisville', 'Hartland', 'Hillsdale', 'Holland', 'Hopkins', 'Horton', 'Houghton', 'Howell', 'Huntington Woods', 'Imlay City', 'Indian River', 'Inkster', 'Interlochen', 'Ionia', 'Iron Mountain', 'Iron River', 'Jackson', 'Kalamazoo', 'Kentwood', 'Lake City', 'Lake Orion', 'Lambertville', 'Lansing', 'Lapeer', 'Lee', 'Leonard', 'Livonia', 'Ludington', 'Mackinac Island', 'Macomb', 'Mancelona', 'Marquette', 'Marshall', 'Mesick', 'Michiana', 'Midland', 'Milford', 'Mohawk', 'Monroe', 'Mt Pleasant', 'Muskegon', 'Nashville', 'Newaygo', 'Novi', 'Oak Park', 'Olivet', 'Orion', 'Otsego', 'Owosso', 'Oxford', 'Paw Paw', 'Petoskey', 'Pinckney', 'Plymouth', 'Pontiac', 'Port Huron', 'Ray', 'Redford', 'Rochester', 'Rochester Hills', 'Rockford', 'Romulus', 'Roscommon', 'Royal Oak', 'Saginaw', 'Saranac', 'Shepherd', 'Skandia', 'Southgate', 'Sparta', 'Spring Lake', 'St Clair', 'St Clair Shores', 'St James', 'St Johns', 'St Joseph', 'St Louis', 'Sterling Heights', 'Sturgis', 'Taylor', 'Temperance', 'Traverse', 'Traverse City', 'Troy', 'Utica', 'Vicksburg', 'Village Of Clarkston', 'Waterford', 'Waterford Township', 'West Bloomfield Township', 'West Branch', 'Westland', 'White Lake', 'Whitehall', 'Whitmore Lake', 'Williamston', 'Wixom', 'Wyandotte', 'Wyoming', 'Ypsilanti'))174 state=22175if state=="MN": 176 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Aitkin', 'Annandale', 'Anoka', 'Baudette', 'Baxter', 'Belle Plaine', 'Bemidji', 'Big Lake', 'Bloomington', 'Brainerd', 'Buffalo', 'Burnsville', 'Cass Lake', 'Central', 'Chaska', 'Cottage Grove', 'Crosslake', 'Delano', 'Duluth', 'Eagan', 'Eden Prairie', 'Ely', 'Fairmont', 'Faribault', 'Farmington', 'Forest Lake', 'Glyndon', 'Grand Rapids', 'Green Lake', 'Hopkins', 'Hugo', 'Hutchinson', 'Iron Range', 'Lake Benton', 'Little Canada', 'Luverne', 'Madison', 'Mankato', 'Maplewood', 'Marine On St Croix', 'Medicine Lake', 'Menahga', 'Millville', 'Minneapolis', 'Minnesota Lake', 'Minnetonka', 'Moorhead', 'Morris', 'Northfield', 'Oakdale', 'Owatonna', 'Park Rapids', 'Roseville', 'Saint Cloud', 'Sauk Rapids', 'Savage', 'Shafer', 'Shakopee', 'Shoreview', 'St Cloud', 'St Paul', 'St Peter', 'St. Louis Park', 'Stillwater', 'Two Harbors', 'Vadnais Heights', 'Walnut Grove', 'Waseca', 'Watson', 'Willow River', 'Winona', 'Woodbury'))177 state=23178if state=="MO": 179 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Branson', 'Brentwood', 'Cape Girardeau', 'Chesterfield', 'Columbia', 'Conway', 'Desloge', 'Eagleville', 'Farmington', 'Florissant', 'Fulton', 'Grain Valley', 'Grandview', 'Hannibal', 'Ironton', 'Joplin', 'Kansas City', 'Kirkwood', 'Lake Ozark', 'Lebanon', 'Lexington', 'Macon', 'Maplewood', 'Maysville', 'Neosho', 'Nixa', 'Osage Beach', 'Osceola', 'Owensville', 'Roaring River', 'Scott City', 'Smithville', 'Springfield', 'St Louis', 'St Peters', 'St Robert', 'St. Joseph', 'Thayer', 'Trenton', 'University City', 'Warrensburg', 'Warrenton', 'Webb City', 'West Plains', 'Williamsville', 'Willow Springs'))180 state=24181if state=="MS": 182 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Bay St. Louis', 'Biloxi', 'Blue Springs', 'Brandon', 'Carson', 'Clarksdale', 'Cleveland', 'Clinton', 'Columbus', 'Como', 'Corinth', 'Delta', 'Gulfport', 'Hattiesburg', 'Jackson', 'Meridian', 'Miss State', 'Mound Bayou', 'Ocean Springs', 'Olive Branch', 'Oxford', 'Pearlington', 'Philadelphia', 'Poplarville', 'Port Gibson', 'Ridgeland', 'Starkville', 'Tupelo', 'Yazoo City'))183 state=25184if state=="MT": 185 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Belgrade', 'Big Sandy', 'Big Timber', 'Billings', 'Bozeman', 'Browning', 'Butte', 'Clyde Park', 'Columbia Falls', 'Crow Agency', 'Gallatin Gateway', 'Gardiner', 'Glacier National Park', 'Great Falls', 'Heart Butte', 'Helena', 'Kalispell', 'Lame Deer', 'Livingston', 'Missoula', 'Philipsburg', 'Sidney', 'Stevensville'))186 state=26187if state=="NC": 188 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Apex', 'Asheboro', 'Asheville', 'Atlantic Beach', 'Ayden', 'Banner Elk', 'Beaufort', 'Benson', 'Black Mountain', 'Boone', 'Brevard', 'Bryson City', 'Buies Creek', 'Burlington', 'Burnsville', 'Cameron', 'Carrboro', 'Cary', 'Chapel Hill', 'Charlotte', 'Clayton', 'Climax', 'Como', 'Concord', 'Conover', 'Cullowhee', 'Durham', 'Eden', 'Elk', 'Elkin', 'Elon', 'Elroy', 'Fayetteville', 'Fort Bragg', 'Franklin', 'Fuquay Varina', 'Gastonia', 'Gilkey', 'Graham', 'Greensboro', 'Greenville', 'Hatteras', 'Havelock', 'Hendersonville', 'Hertford', 'Hickory', 'High Point', 'Highlands', 'Hillsborough', 'Huntersville', 'Jacksonville', 'Jamestown', 'Kannapolis', 'Kernersville', 'King', 'Kinston', 'Lexington', 'Linden', 'Lumberton', 'Marion', 'Mars Hill', 'Marshall', 'Matthews', 'Mebane', 'Mint Hill', 'Mocksville', 'Monroe', 'Mooresville', 'Morganton', 'Morrisville', 'New Bern', 'New Hope', 'Newton', 'Old Fort', 'Oxford', 'Pilot Mountain', 'Pittsboro', 'Pleasant Garden', 'Raleigh', 'Richlands', 'Rocky Mt', 'Rutherfordton', 'Salisbury', 'Saluda', 'Sanford', 'Saxapahaw', 'Seagrove', 'Shelby', 'Siler City', 'Southern Pines', 'Southern Shores', 'Southport', 'Statesville', 'Sylva', 'Thomasville', 'Topsail', 'Triangle', 'West End', 'Westfield', 'Whitsett', 'Wilkesboro', 'Wilmington', 'Winston Salem', 'Zirconia'))189 state=27190if state=="ND": 191 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Bismarck', 'Fargo', 'Grand Forks', 'Hettinger', 'Kensal', 'Minot', 'Neche', 'New Leipzig', 'New Town', 'Williston'))192 state=28193if state=="NE": 194 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Bayard', 'Blue Hill', 'Bruning', 'Clarkson', 'Cozad', 'Elkhorn', 'Gering', 'Grand Island', 'Kearney', 'Kenesaw', 'Lincoln', 'Minden', 'North Platte', 'Omaha', 'Palmyra', 'Santee', 'Scottsbluff', 'Sidney', 'Sutton', 'York'))195 state=29196if state=="NH": 197 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Alstead', 'Amherst', 'Antrim', 'Barrington', 'Bedford', 'Bethlehem', 'Claremont', 'Concord', 'Derry', 'Dover', 'Durham', 'East Wakefield', 'Effingham', 'Exeter', 'Farmington', 'Fitzwilliam', 'Gilmanton Iw', 'Hampstead', 'Hampton', 'Hanover', 'Henniker', 'Hinsdale', 'Hollis', 'Keene', 'Lancaster', 'Londonderry', 'Lyme', 'Manchester', 'Meredith', 'Merrimack', 'Nashua', 'New Hampton', 'New London', 'Newmarket', 'Northwood', 'Peterborough', 'Plymouth', 'Portsmouth', 'Raymond', 'Rochester', 'Rollinsford', 'Salem', 'Somersworth', 'Sutton', 'Thornton', 'Tilton', 'Warren', 'Weare', 'Winchester'))198 state=30199if state=="NJ": 200 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Absecon', 'Allentown', 'Andover', 'Asbury Park', 'Atlantic City', 'Avenel', 'Barnegat', 'Barrington', 'Bayonne', 'Beach Haven West', 'Belleville', 'Belmar', 'Bergenfield', 'Berkeley', 'Bloomfield', 'Bogota', 'Boonton', 'Bordentown', 'Branchburg', 'Brick', 'Brick Township', 'Bridgewater', 'Bridgewater Township', 'Burlington', 'Butler', 'Byram', 'Caldwell', 'Camden', 'Cape May', 'Carteret', 'Chatsworth', 'Cherry Hill', 'Clarksboro', 'Clifton', 'Clinton', 'Collingswood', 'Colonia', 'Cranbury', 'Cranford', 'Cresskill', 'Delran', 'Denville', 'Dumont', 'East Brunswick', 'East Hanover', 'East Orange', 'Eastampton', 'Edison', 'Egg Harbor Township', 'Elizabeth', 'Emerson', 'Englewood', 'Englewood Cliffs', 'Ewing', 'Fair Lawn', 'Fanwood', 'Farmingdale', 'Flanders', 'Flemington', 'Florham Park', 'Fort Dix', 'Fort Lee', 'Franklin Lakes', 'Franklin Park', 'Freehold', 'Frenchtown', 'Glassboro', 'Gloucester City', 'Green Brook', 'Hackensack', 'Hackettstown', 'Haddon Heights', 'Haddonfield', 'Haledon', 'Hamburg', 'Hamilton', 'Hamilton Township', 'Hammonton', 'Hardyston', 'Harrison', 'Hawthorne', 'Hewitt', 'Highland Park', 'Hightstown', 'Hillsdale', 'Hillside', 'Hoboken', 'Holmdel Township', 'Hopatcong', 'Jackson', 'Jersey City', 'Kearny', 'Keyport', 'Kinnelon', 'Lake Hopatcong', 'Laurence Harbor', 'Layton', 'Leonia', 'Linden', 'Lindenwold', 'Little Egg Harbor', 'Long Branch', 'Loveladies', 'Madison', 'Mahwah', 'Manahawkin', 'Manalapan', 'Manasquan', 'Maplewood', 'Marlboro', 'Marlton', 'Matawan', 'Mays Landing', 'Maywood', 'Mendham', 'Mendham Township', 'Metuchen', 'Middlesex', 'Middletown', 'Millville', 'Monroe Township', 'Montclair', 'Montville', 'Moorestown', 'Morristown', 'Mt Holly', 'Mullica Hill', 'National Park', 'Neptune City', 'Netcong', 'New Brunswick', 'New Providence', 'Newark', 'Newfield', 'Newton', 'North Bergen', 'North Brunswick Township', 'North Hanover', 'North Wildwood', 'Northfield', 'Norwood', 'Nutley', 'Oakhurst', 'Oakland', 'Oaklyn', 'Ocean Grove', 'Old Bridge', 'Paramus', 'Parsippany', 'Paterson', 'Paulsboro', 'Pennington', 'Pennsauken', 'Phillipsburg', 'Piscataway', 'Plainfield', 'Plainsboro', 'Point Pleasant', 'Point Pleasant Beach', 'Port Norris', 'Princeton', 'Rahway', 'Randolph', 'Red Bank', 'Ridgewood', 'Ringwood', 'River Vale', 'Robbinsville', 'Rockaway', 'Rumson', 'Rutherford', 'Sayreville', 'Scotch Plains', 'Secaucus', 'Sewaren', 'Ship Bottom', 'Short Hills', 'Sicklerville', 'Somers Point', 'Somerset', 'South Bound Brook', 'South Orange', 'Sparta', 'Spotswood', 'Spring Lake', 'Springfield', 'Stratford', 'Succasunna', 'Summit', 'Sussex', 'Teaneck', 'Tenafly', 'Tewksbury', 'Toms River', 'Totowa', 'Trenton', 'Union', 'Union City', 'Upper Freehold', 'Upper Pittsgrove', 'Ventnor City', 'Vernon', 'Vineland', 'Wall Township', 'Washington', 'Wayne', 'Weehawken', 'West Deptford Township', 'West Long Branch', 'West Orange', 'Westwood', 'Whitehouse Station', 'Wildwood', 'Willingboro', 'Winslow', 'Woodbury', 'Woodbury Heights'))201 state=31202if state=="NM": 203 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Albuquerque', 'Alcalde', 'Artesia', 'Aztec', 'Cerrillos', 'Clovis', 'Cochiti Lake', 'Desert', 'El Morro', 'Espanola', 'Farmington', 'Galisteo', 'Gallup', 'La Luz', 'Las Cruces', 'Las Vegas', 'Los Alamos', 'Luna', 'Madrid', 'Mora', 'Paguate', 'Portales', 'Questa', 'Rio Rancho', 'Roswell', 'Ruidoso', 'Santa Fe', 'Shiprock', 'Socorro', 'Taos', 'Tijeras', 'Truth Or Consequences'))204 state=32205if state=="NV": 206 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Battle Mountain', 'Boulder City', 'Carson City', 'Dayton', 'Fallon', 'Gardnerville', 'Gerlach Empire', 'Henderson', 'Imlay', 'Las Vegas', 'Minden', 'North Las Vegas', 'Reno', 'Sparks', 'Stateline', 'Tonopah'))207 state=33208if state=="NY": 209 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Adirondack', 'Albany', 'Albion', 'Alexandria Bay', 'Alfred', 'Angola', 'Annandale On Hudson', 'Astoria', 'Auburn', 'Averill Park', 'Avon', 'Babylon', 'Baldwinsville', 'Ballston Spa', 'Barrytown', 'Bay Shore', 'Bayport', 'Beacon', 'Bedford Stuyvesant', 'Bellmore', 'Bethpage', 'Binghamton', 'Bohemia', 'Brentwood', 'Brewster', 'Bridgehampton', 'Bronx', 'Bronxville', 'Brooklyn', 'Buffalo', 'Bushwick', 'Canaan', 'Canandaigua', 'Candor', 'Canton', 'Catskill', 'Cazenovia', 'Centerport', 'Chappaqua', 'Chatham', 'Cherry Valley', 'Chittenango', 'Clinton Corners', 'Cold Brook', 'Cold Spring', 'Colonie', 'Coney Island', 'Corning', 'Cornwall', 'Cortlandt Manor', 'Cragsmoor', 'Croton On Hudson', 'Crown Heights', 'Cutchogue', 'Delancey', 'Delhi', 'Dix Hills', 'Durham', 'East Aurora', 'East Greenbush', 'East Hampton', 'East Harlem', 'East Meadow', 'East Northport', 'East Village', 'Ellenville', 'Elmhurst', 'Endicott', 'Esopus', 'Far Rockaway', 'Farmingdale', 'Ferndale', 'Fishkill', 'Florida', 'Flushing', 'Forest Hills', 'Franklin Square', 'Fredonia', 'Freeport', 'Geneseo', 'Geneva', 'Ghent', 'Gilgo Oak Beach Captree', 'Glen Cove', 'Glens Falls', 'Goldens Bridge', 'Goshen', 'Grand Island', 'Great Neck', 'Greenlawn', 'Greenpoint', 'Greenport', 'Greenwich', 'Greenwood Lake', 'Hamilton', 'Hammondsport', 'Hancock', 'Harlem', 'Hastings On Hudson', 'Haverstraw', 'Hawthorne', 'Hector', 'Hempstead', 'Herkimer', 'Hicksville', 'High Falls', 'Highland', 'Highland Mills', 'Hoboken', 'Holland', 'Holtsville', 'Honeoye Falls', 'Hopewell Junction', 'Horseheads', 'Hudson', 'Hunter', 'Huntington', 'Huntington Station', 'Hyde Park', 'Ilion', 'Inlet', 'Islip', 'Ithaca', 'Jay', 'Jersey City', 'Kinderhook', 'Kingston', 'Kirkville', 'Lake George', 'Lake Placid', 'Levittown', 'Lewiston', 'Lindenhurst', 'Liverpool', 'Long Beach', 'Long Island', 'Long Island City', 'Lower East Side', 'Lynbrook', 'Macedon', 'Mahopac', 'Mamaroneck', 'Manhattan', 'Marbletown', 'Marcellus', 'Margaretville', 'Marion', 'Massapequa', 'Mastic', 'Mastic Beach', 'Middletown', 'Millerton', 'Mohawk', 'Monroe', 'Monsey', 'Montauk', 'Montgomery', 'Montrose', 'Mount Vernon', 'Mt Vernon', 'Munnsville', 'Nanuet', 'New', 'New City', 'New Paltz', 'New Rochelle', 'New York', 'Newburgh', 'Niagara Falls', 'Niskayuna', 'North Creek', 'Northport', 'Nyack', 'Oneonta', 'Ossining', 'Oswego', 'Oyster Bay', 'Palenville', 'Parish', 'Park Slope', 'Patchogue', 'Pearl River', 'Peekskill', 'Philadelphia', 'Piermont', 'Pine Plains', 'Plattsburgh', 'Pleasant Valley', 'Pleasantville', 'Port Chester', 'Port Ewen', 'Port Jefferson', 'Potsdam', 'Poughkeepsie', 'Pound Ridge', 'Purchase', 'Queens', 'Queensbury', 'Red Hook', 'Redwood', 'Ridge', 'Ridgewood', 'Rochester', 'Rockland', 'Rockville Centre', 'Rocky Point', 'Rome', 'Ronkonkoma', 'Rosendale', 'Rotterdam', 'Sag Harbor', 'Saint James', 'Salamanca', 'Salem', 'Saranac Lake', 'Saratoga Springs', 'Saugerties', 'Sayville', 'Scarsdale', 'Schenectady', 'Scotia', 'Seaford', 'Shandaken', 'Shelter Island', 'Sidney', 'Smithtown', 'Soho', 'Somers', 'South Salem', 'Southampton', 'Southold', 'Spring Valley', 'Staten Island', 'Stillwater', 'Stone Ridge', 'Stony Brook', 'Stony Point', 'Suffern', 'Sunnyside', 'Sylvan Beach', 'Syracuse', 'Tarrytown', 'Thurston', 'Tivoli', 'Tomkins Cove', 'Troy', 'Truxton', 'Tuckahoe', 'Ulysses', 'Utica', 'Valley Cottage', 'Vestal', 'Wainscott', 'Walden', 'Walworth', 'Wappingers Falls', 'Warsaw', 'Warwick', 'Washington Heights', 'Washingtonville', 'Wassaic', 'Watertown', 'Watkins Glen', 'Wawayanda', 'Wayland', 'West Babylon', 'West Fulton', 'West Hempstead', 'Westhampton Beach', 'Westport', 'White Plains', 'Williamsburg', 'Willsboro', 'Windsor', 'Woodmere', 'Woodstock', 'Wynantskill', 'Yonkers', 'Yorktown Heights'))210 state=34211if state=="OH": 212 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Akron', 'Ashland', 'Ashtabula', 'Athens', 'Bainbridge', 'Batavia', 'Bellefontaine', 'Bellville', 'Bluffton', 'Bowling Green', 'Brookville', 'Butler Township', 'Cadiz', 'Canal Fulton', 'Canal Winchester', 'Canton', 'Cardington', 'Cedarville', 'Centerville', 'Chagrin Falls', 'Chesterhill', 'Cincinnati', 'Clayton', 'Cleveland', 'Cleveland Heights', 'Columbus', 'Concord', 'Conneaut', 'Continental', 'Cuyahoga Falls', 'Dalton', 'Dayton', 'Defiance', 'Delaware', 'Eastlake', 'Edon', 'Elmore', 'Elyria', 'Euclid', 'Fairborn', 'Findlay', 'Gallipolis', 'Granville', 'Green', 'Hamilton', 'Hebron', 'Hilliard', 'Holgate', 'Huber Heights', 'Hudson', 'Kent', 'Kettering', 'Lakewood', 'Lebanon', 'Lorain', 'Madeira', 'Maineville', 'Mansfield', 'Mantua', 'Marietta', 'Marion', 'Martins Ferry', 'Mason', 'Massillon', 'Mentor', 'Middlefield', 'Middleport', 'Middletown', 'Monroe', 'Moraine', 'Mt Gilead', 'Napoleon', 'New Concord', 'New Lexington', 'New Philadelphia', 'Newark', 'North Canton', 'North Lewisburg', 'North Royalton', 'Northwood', 'Norwood', 'Oberlin', 'Ohio City', 'Oregon', 'Orrville', 'Oxford', 'Parma', 'Port Clinton', 'Quaker City', 'Richfield', 'Richwood', 'Rutland', 'Sandusky', 'Seville', 'Shaker Heights', 'Sidney', 'South Amherst', 'Springfield', 'Stow', 'Thompson', 'Toledo', 'Toronto', 'Troy', 'Urbana', 'Wadsworth', 'Warren', 'Washington Court House', 'Waynesburg', 'Wellsville', 'West Chester', 'Westerville', 'Whitehouse', 'Wilmington', 'Wooster', 'Yellow Springs', 'Youngstown', 'Zanesville'))213 state=35214if state=="OK": 215 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Ada', 'Bartlesville', 'Bristow', 'Broken Arrow', 'Durant', 'Edmond', 'El Reno', 'Fort Sill', 'Guymon', 'Lawton', 'Lindsay', 'Mannford', 'Midwest City', 'Muskogee', 'Mustang', 'Mutual', 'Noble', 'Norman', 'Oklahoma City', 'Sallisaw', 'Seminole', 'Shawnee', 'Stillwater', 'Stroud', 'Sulphur', 'Tahlequah', 'Tulsa', 'Wagoner', 'Weatherford'))216 state=36217if state=="OR": 218 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Albany', 'Amity', 'Ashland', 'Astoria', 'Bandon', 'Banks', 'Beaverton', 'Bend', 'Brownsville', 'Canby', 'Central Point', 'Coos Bay', 'Corvallis', 'Cottage Grove', 'Crescent Lake', 'Damascus', 'Elkton', 'Enterprise', 'Eugene', 'Forest Grove', 'Gold Beach', 'Grants Pass', 'Gresham', 'Hermiston', 'Hillsboro', 'Hood River', 'Jacksonville', 'Klamath Falls', 'La Grande', 'Lake Oswego', 'Lebanon', 'Mc Minnville', 'Medford', 'Milwaukie', 'Molalla', 'Myrtle Creek', 'Neskowin', 'Newberg', 'Newport', 'North Bend', 'Northwest Josephine', 'Nyssa', 'Oregon City', 'Otis', 'Pacific City', 'Phoenix', 'Port Orford', 'Portland', 'Reedsport', 'Roseburg', 'Salem', 'Sandy', 'Seaside', 'Sherwood', 'Silverton', 'Sisters', 'Springfield', 'Talent', 'The Dalles', 'Tigard', 'Tillamook', 'Tualatin', 'Union', 'Warren', 'Williams', 'Wilsonville', 'Woodburn', 'Yachats'))219 state=37220if state=="PA": 221 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Allentown', 'Altoona', 'Ambler', 'Amity', 'Ardmore', 'Bally', 'Beaver Falls', 'Bensalem', 'Bethlehem', 'Blooming Grove', 'Bloomsburg', 'Boalsburg', 'Boiling Springs', 'Braddock', 'Bradford', 'Bryn Mawr', 'Butler', 'Camp Hill', 'Carbondale', 'Carlisle', 'Carmichaels', 'Centralia', 'Chadds Ford', 'Chalfont', 'Chambersburg', 'Cheltenham', 'Chester Springs', 'Cheswick', 'Clarion', 'Coatesville', 'Collegeville', 'Coudersport', 'Danville', 'Delaware Water Gap', 'Dillsburg', 'Dormont', 'Downingtown', 'Doylestown', 'Dunmore', 'East Stroudsburg', 'Easton', 'Edinboro', 'Elizabethtown', 'Elverson', 'Erie', 'Etters', 'Everett', 'Exton', 'Factoryville', 'Fleetwood', 'Germany', 'Gettysburg', 'Glen Rock', 'Glenolden', 'Glenside', 'Greencastle', 'Greensburg', 'Grove City', 'Halifax', 'Hamburg', 'Hamilton', 'Harleysville', 'Harrisburg', 'Hatboro', 'Hawley', 'Hazleton', 'Hellam', 'Hermitage', 'Hershey', 'Hookstown', 'Howard', 'Hummelstown', 'Indiana', 'Ivyland', 'Jim Thorpe', 'Johnstown', 'Kane', 'King Of Prussia', 'Kutztown', 'Lake City', 'Lancaster', 'Landenberg', 'Langhorne', 'Lansdale', 'Latrobe', 'Lebanon', 'Lewisburg', 'Lewistown', 'Ligonier', 'Lumberville', 'Luzerne', 'Macungie', 'Maple Glen', 'Mars', 'Marysville', 'Mc Keesport', 'Meadville', 'Mechanicsburg', 'Media', 'Middletown', 'Mt Joy', 'Muncy', 'Nanticoke', 'New Castle', 'New Cumberland', 'New Hope', 'New Oxford', 'New Wilmington', 'Newport', 'Newtown', 'Newtown Square', 'North Versailles', 'Northampton', 'Oliver', 'Oxford', 'Pen Argyl', 'Penndel', 'Perkasie', 'Philadelphia', 'Phoenixville', 'Pittsburgh', 'Pittston', 'Plainfield', 'Pocono', 'Pottsville', 'Quakertown', 'Reading', 'Riegelsville', 'Rockledge', 'Roseto', 'Royersford', 'Saltsburg', 'Schwenksville', 'Scranton', 'Shade Gap', 'Shenandoah', 'Shippensburg', 'Slippery Rock', 'South Woodbury', 'Southampton', 'State College', 'Stewartstown', 'Stillwater', 'Stroudsburg', 'Turtle Creek', 'Vanderbilt', 'Waynesboro', 'Wernersville', 'West Chester', 'West Grove', 'Wilkes Barre', 'Williamsport', 'Willow Grove', 'Yardley', 'York'))222 state=38223if state=="RI": 224 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Barrington', 'Bristol', 'Cranston', 'Cumberland', 'East Greenwich', 'East Providence', 'Exeter', 'Foster', 'Johnston', 'Kingston', 'Lincoln', 'Narragansett', 'Newport', 'North Kingstown', 'North Providence', 'North Smithfield', 'Pawtucket', 'Providence', 'Rumford', 'Scituate', 'Smithfield', 'South Kingstown', 'Wakefield Peacedale', 'Warwick', 'West Warwick', 'Woonsocket'))225 state=39226if state=="SC": 227 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Aiken', 'Anderson', 'Back Swamp', 'Beaufort', 'Belton', 'Bluffton', 'Boiling Springs', 'Camden', 'Charleston', 'Cheraw', 'Cleland Crossroads', 'Clemson', 'Columbia', 'Conway', 'Dalzell', 'Dorchester', 'Easley', 'Edgefield', 'Florence', 'Folly Beach', 'Fort Mill', 'Gaston', 'Greenville', 'Greenwood', 'Hilton Head Island', 'Lake City', 'Lancaster', 'Lexington', 'Little River', 'Manning', 'Moncks Corner', 'Mount Pleasant', 'Myrtle Beach', 'Newberry', 'North', 'North Augusta', 'North Charleston', 'North Myrtle Beach', 'Orangeburg', 'Pickens', 'Ridge Spring', 'Rock Hill', 'Seneca', 'Simpsonville', 'Spartanburg', 'Summerville', 'Sumter', 'Travelers Rest', 'Walhalla', 'Wellford', 'West Columbia'))228 state=40229if state=="SD": 230 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Aberdeen', 'Beresford', 'Brandon', 'Brookings', 'Bullhead', 'Custer', 'Eagle Butte', 'Faulkton', 'Gayville', 'Harrisburg', 'Hill City', 'Hot Springs', 'Interior', 'Lead', 'Lower Brule', 'Madison', 'Mission', 'Mitchell', 'Oneota', 'Pierre', 'Pine Ridge', 'Rapid City', 'Sioux Falls', 'Southwest Meade', 'West Shannon', 'Yankton'))231 state=41232if state=="TN": 233 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Bell Buckle', 'Bethel Springs', 'Blaine', 'Bluff City', 'Bristol', 'Chattanooga', 'Clarksville', 'Cleveland', 'Clinton', 'Collegedale', 'Columbia', 'Cookeville', 'Covington', 'Dayton', 'Dover', 'East Nashville', 'Elizabethton', 'Erwin', 'Fairview', 'Franklin', 'Gatlinburg', 'Greenbrier', 'Greeneville', 'Hendersonville', 'Jackson', 'Jefferson City', 'Johnson City', 'Jonesborough', 'Kingsport', 'Knoxville', 'Lexington', 'Manchester', 'Martin', 'Maryville', 'Memphis', 'Morristown', 'Mt Juliet', 'Murfreesboro', 'Nashville', 'Nashville Davidson (Balance)', 'Newport', 'Oak Ridge', 'Pigeon Forge', 'Portland', 'Selmer', 'Smyrna', 'Springfield', 'Summertown', 'Wartburg', 'Westmoreland', 'White House'))234 state=42235if state=="TX": 236 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Abilene', 'Ackerly', 'Addison', 'Allen', 'Amarillo', 'Arlington', 'Austin', 'Avery', 'Bandera', 'Beaumont', 'Beckville', 'Bedford', 'Bellaire', 'Blanco', 'Boerne', 'Brownsville', 'Bryan', 'Buda', 'Buna', 'Burleson', 'Cameron', 'Canyon', 'Canyon Lake', 'Carrollton', 'Cedar Park', 'Central', 'Channing', 'Childress', 'China Grove', 'Christoval', 'Coldspring', 'College Station', 'Comfort', 'Corinth', 'Corpus Christi', 'Corsicana', 'Cross Plains', 'Crystal City', 'Dallas', 'Decatur', 'Del Rio', 'Dell City', 'Denison', 'Denton', 'Dickinson', 'Dublin', 'Earth', 'East', 'Edinburg', 'El Paso', 'Euless', 'Fairfield', 'Ferris', 'Floresville', 'Flower Mound', 'Forney', 'Fort Bliss', 'Fort Worth', 'Friona', 'Frisco', 'Fulshear', 'Gainesville', 'Galveston', 'Garland', 'Georgetown', 'Grand Prairie', 'Grapevine', 'Greenville', 'Gun Barrel City', 'Hallettsville', 'Harlingen San Benito', 'Henderson', 'High Island', 'Houston', 'Huntsville', 'Hurst', 'Irving', 'Italy', 'Katy', 'Kilgore', 'Killeen', 'Kingsbury', 'Kyle', 'Lago Vista', 'Lake Jackson', 'Laredo', 'League City', 'Leander', 'Lewisville', 'Llano', 'Longview', 'Lubbock', 'Lufkin', 'Marfa', 'Marlin', 'Mc Allen', 'Mc Kinney', 'Melissa', 'Meridian', 'Mesquite', 'Midland', 'Mission', 'Nacogdoches', 'Nederland', 'New Braunfels', 'Odessa', 'Palestine', 'Panhandle', 'Paris', 'Pearland', 'Pecos', 'Pilot Point', 'Plano', 'Ponder', 'Port Arthur', 'Quitman', 'Rockport', 'Round Rock', 'Rowlett', 'Sachse', 'Samnorwood', 'San Angelo', 'San Antonio', 'San Marcos', 'Seabrook', 'Shenandoah', 'Sierra Blanca', 'Smithville', 'Southwest', 'Spring', 'Springtown', 'Sugar Land', 'Sulphur Springs', 'Temple', 'Terlingua', 'Texarkana', 'The Colony', 'The Woodlands', 'Tomball', 'Tyler', 'University Park', 'Van Alstyne', 'Waco', 'Waller', 'Waxahachie', 'Weatherford', 'West', 'Weston', 'Wills Point', 'Wimberley'))237 state=43238if state=="UT": 239 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'American Fork', 'Blanding', 'Bountiful', 'Brigham City', 'Cedar City', 'Cedar Hills', 'Centerville', 'Draper', 'Eagle Mountain', 'Ephraim', 'Green River', 'Heber', 'Honeyville', 'Hurricane', 'Kanab', 'Kaysville', 'Layton', 'Lehi', 'Logan', 'Mapleton', 'Midway', 'Moab', 'Ogden', 'Orem', 'Park City', 'Payson', 'Pleasant Grove', 'Pleasant View', 'Providence', 'Provo', 'Riverton', 'Salem', 'Salt Lake City', 'Sandy', 'Saratoga Springs', 'Smithfield', 'South Jordan', 'Spanish Fork', 'Springville', 'St George', 'Syracuse', 'Tooele', 'West Jordan'))240 state=44241if state=="VA": 242 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Alexandria', 'Amherst', 'Annandale', 'Ararat', 'Arlington', 'Arrington', 'Ashburn', 'Beaverdam', 'Berryville', 'Big Stone Gap', 'Blacksburg', 'Blue Ridge', 'Bridgewater', 'Bristol', 'Bristow', 'Buckingham', 'Charlottesville', 'Chesapeake', 'Chesterfield', 'Colonial Beach', 'Culpeper', 'Dahlgren', 'Danville', 'Dublin', 'Emporia', 'Fairfax', 'Falls Church', 'Farmville', 'Floyd', 'Forest', 'Fork Union', 'Fredericksburg', 'Front Royal', 'Gainesville', 'Glen Allen', 'Gloucester', 'Hampton', 'Harrisonburg', 'Herndon', 'Ivanhoe', 'Leesburg', 'Lorton', 'Luray', 'Lynchburg', 'Manassas', 'Marion', 'Martinsville', 'Mechanicsville', 'Midlothian', 'Mineral', 'Montpelier', 'Newport News', 'Norfolk', 'North Springfield', 'Northern', 'Oakton', 'Parksley', 'Peaks', 'Portsmouth', 'Powhatan', 'Pulaski', 'Purcellville', 'Quantico', 'Radford', 'Red Oak', 'Richmond', 'Roanoke', 'South Boston', 'South Hill', 'Springfield', 'Stafford', 'Staunton', 'Sterling', 'Suffolk', 'Taylorstown', 'Tazewell', 'Verona', 'Vienna', 'Virgilina', 'Virginia Beach', 'Wakefield', 'Washington', 'Waynesboro', 'Williamsburg', 'Winchester', 'Wise', 'Woodbridge', 'Woodstock', 'Yorktown'))243 state=45244if state=="VT": 245 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Barnard', 'Barre', 'Barton', 'Bellows Falls', 'Bennington', 'Brandon', 'Brattleboro', 'Bristol', 'Brookfield', 'Brookline', 'Burlington', 'Calais', 'Castleton', 'Chittenden', 'Elmore', 'Enosburg Falls', 'Essex Junction', 'Fairlee', 'Franklin', 'Hardwick', 'Hinesburg', 'Hyde Park', 'Johnson', 'Lincoln', 'Ludlow', 'Manchester', 'Middlebury', 'Milton', 'Montpelier', 'Morrisville', 'Newbury', 'Newfane', 'Norwich', 'Poultney', 'Putney', 'Randolph', 'Richmond', 'Roxbury', 'Rutland', 'Sharon', 'Sheffield', 'Shelburne', 'Shoreham', 'St Johnsbury', 'Starksboro', 'Stockbridge', 'Stowe', 'Sunderland', 'Taftsville', 'Tinmouth', 'Townshend', 'Tunbridge', 'Vergennes', 'Waitsfield', 'Wells', 'West Dover', 'West Topsham', 'Westminster', 'White River Junction', 'Williston', 'Windsor', 'Woodstock'))246 state=46247if state=="WA": 248 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Aberdeen', 'Anacortes', 'Arlington', 'Auburn', 'Bainbridge Island', 'Bellevue', 'Bellingham', 'Birch Bay', 'Blaine', 'Bonney Lake', 'Bothell', 'Bremerton', 'Buckley', 'Burbank', 'Burien', 'Camano Island', 'Camas', 'Carlton', 'Centralia', 'Chehalis', 'Cheney', 'Clinton', 'Colfax', 'Coupeville', 'Desert Aire', 'Duvall', 'Edmonds', 'Ellensburg', 'Enumclaw', 'Everett', 'Forks', 'Fort Lewis', 'Frederickson', 'Freeland', 'Friday Harbor', 'George', 'Gig Harbor', 'Hoquiam', 'Indianola', 'Issaquah', 'Kelso', 'Kenmore', 'Kennewick', 'Kent', 'Kettle Falls', 'Kingston', 'Kirkland', 'Lacey', 'Leavenworth', 'Longview', 'Lopez Island', 'Lynden', 'Lynnwood', 'Mabton', 'Marysville', 'Mercer Island', 'Mill Creek', 'Monroe', 'Montesano', 'Moses Lake', 'Mountlake Terrace', 'Mt Vernon', 'Neah Bay', 'Oak Harbor', 'Olalla', 'Olympia', 'Orcas', 'Pasco', 'Port Angeles', 'Port Orchard', 'Port Townsend', 'Poulsbo', 'Pullman', 'Puyallup', 'Quilcene', 'Redmond', 'Renton', 'Richland', 'Ridgefield', 'Roslyn', 'Sammamish', 'Seattle', 'Sequim', 'Shelton', 'Shoreline', 'Snohomish', 'Spokane', 'Spokane Valley', 'Sprague', 'Stanwood', 'Stehekin', 'Steilacoom', 'Sultan', 'Sumner', 'Suquamish', 'Tacoma', 'Tieton', 'Twisp', 'Vancouver', 'Vashon', 'Walla Walla', 'Wenatchee', 'White Salmon', 'White Swan', 'Wilbur', 'Woodland', 'Yakima', 'Yelm'))249 state=47250if state=="WI": 251 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Amery', 'Appleton', 'Baraboo', 'Bayfield', 'Beaver Dam', 'Beloit', 'Brodhead', 'Brown Deer', 'Chippewa Falls', 'Clayton', 'De Forest', 'De Pere', 'Delavan', 'Dodgeville', 'Eau Claire', 'Edgerton', 'Elm Grove', 'Fish Creek', 'Fremont', 'Green Bay', 'Hartford', 'Hubertus', 'Jacksonport', 'Kaukauna', 'Kenosha', 'La Pointe', 'Lake Geneva', 'Madison', 'Manitowoc', 'Mazomanie', 'Menasha', 'Menomonie', 'Mequon', 'Merrill', 'Milwaukee', 'Mukwonago', 'Neenah', 'Nelson', 'New Richmond', 'Oak Creek', 'Oconomowoc', 'Oregon', 'Osceola', 'Oshkosh', 'Oulu', 'Pepin', 'Plymouth', 'Racine', 'Randolph', 'Rhinelander', 'Rice Lake', 'River Falls', 'Sauk City', 'Saukville', 'Sharon', 'Sheboygan Falls', 'Shell Lake', 'Sparta', 'Steuben', 'Stevens Point', 'Sturgeon Bay', 'Sun Prairie', 'Superior', 'Tomah', 'Union Grove', 'Viroqua', 'Washburn', 'Washington Island', 'Waukesha', 'Waunakee', 'Wausau', 'Wauwatosa', 'West Bend', 'Westby', 'Whitewater', 'Wisconsin Dells'))252 state=48253if state=="WV": 254 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Athens', 'Barboursville', 'Beaver', 'Buckhannon', 'Cass', 'Charleston', 'Clarksburg', 'Elkins', 'Fairmont', 'Falling Waters', 'Granville', 'Harpers Ferry', 'Hillsboro', 'Huntington', 'Hurricane', 'Inwood', 'Jane Lew', 'Jolo', 'Lewisburg', 'Madison', 'Martinsburg', 'Meadow Bridge', 'Morgantown', 'Northern', 'Parkersburg', 'Ripley', 'Southern', 'Spencer', 'St Albans', 'Wheeling'))255 state=49256if state=="WY": 257 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Buffalo', 'Casper', 'Cheyenne', 'Cody', 'Dubois', 'Gillette', 'Jackson', 'Laramie', 'Midwest', 'Newcastle', 'Powder River'))258 state=50259goal = st.sidebar.text_input("Enter goal for the project? (without commas)", 0)260updates = st.sidebar.text_input("Enter total number of updates for the project?", 0)261duration = st.sidebar.text_input("Enter duration of the project? (in days)", 0)262level = st.sidebar.text_input("Enter Number of Levels? (Max 15):", 0)263name = st.sidebar.text_input("Enter your Full Name:")264email = st.sidebar.text_input("Enter your Email ID")265if sub_cat=="Animation": sub_cat=0266if sub_cat=="Art": sub_cat=1267if sub_cat=="Art Book": sub_cat=2268if sub_cat=="Board & Card Games": sub_cat=3269if sub_cat=="Board &amp; Card Games": sub_cat=4270if sub_cat=="Children's Book": sub_cat=5271if sub_cat=="Classical Music": sub_cat=6272if sub_cat=="Comics": sub_cat=7273if sub_cat=="Conceptual Art": sub_cat=8274if sub_cat=="Country & Folk": sub_cat=9275if sub_cat=="Country &amp; Folk": sub_cat=10276if sub_cat=="Crafts": sub_cat=11277if sub_cat=="Dance": sub_cat=12278if sub_cat=="Design": sub_cat=13279if sub_cat=="Digital Art": sub_cat=14280if sub_cat=="Documentary": sub_cat=15281if sub_cat=="Electronic Music": sub_cat=16282if sub_cat=="Fashion": sub_cat=17283if sub_cat=="Fiction": sub_cat=18284if sub_cat=="Film &amp; Video": sub_cat=19285if sub_cat=="Food": sub_cat=20286if sub_cat=="Games": sub_cat=21287if 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city=28473164if city=="Truth Or Consequences": city=28483165if city=="Truxton": city=28493166if city=="Tualatin": city=28503167if city=="Tuckahoe": city=28513168if city=="Tucker": city=28523169if city=="Tucson": city=28533170if city=="Tujunga": city=28543171if city=="Tulare": city=28553172if city=="Tulsa": city=28563173if city=="Tunbridge": city=28573174if city=="Tupelo": city=28583175if city=="Turlock": city=28593176if city=="Turner": city=28603177if city=="Turtle Creek": city=28613178if city=="Tuscaloosa": city=28623179if city=="Tuscola": city=28633180if city=="Tustin": city=28643181if city=="Twain Harte": city=28653182if city=="Twentynine Palms": city=28663183if city=="Twentynine Palms Morongo Valley": city=28673184if city=="Twin Falls": city=28683185if city=="Twisp": city=28693186if city=="Two Harbors": city=28703187if city=="Tybee Island": city=28713188if city=="Tyler": city=28723189if city=="Udall": city=28733190if city=="Ukiah": city=28743191if city=="Ulysses": city=28753192if city=="Unalakleet": city=28763193if city=="Union": city=28773194if city=="Union City": city=28783195if city=="Union Grove": city=28793196if city=="Unity": city=28803197if city=="University City": city=28813198if city=="University Park": city=28823199if city=="Upland": city=28833200if city=="Upper Freehold": city=28843201if city=="Upper Marlboro": city=28853202if city=="Upper Pittsgrove": city=28863203if city=="Urbana": city=28873204if city=="Urbandale": city=28883205if city=="Utica": city=28893206if city=="Uxbridge": city=28903207if city=="Vacaville": city=28913208if city=="Vadnais Heights": city=28923209if city=="Vail": city=28933210if city=="Valdosta": city=28943211if city=="Valencia": city=28953212if city=="Vallejo": city=28963213if city=="Valley Cottage": city=28973214if city=="Valparaiso": city=28983215if city=="Valrico": city=28993216if city=="Van Alstyne": city=29003217if city=="Vanceburg": city=29013218if city=="Vancouver": city=29023219if city=="Vanderbilt": city=29033220if city=="Vashon": city=29043221if city=="Venice": city=29053222if city=="Ventnor City": city=29063223if city=="Ventura": city=29073224if city=="Vergennes": city=29083225if city=="Vernon": city=29093226if city=="Vernon Hills": city=29103227if city=="Vero Beach": city=29113228if city=="Verona": city=29123229if city=="Vestal": city=29133230if city=="Vicksburg": city=29143231if city=="Victor": city=29153232if city=="Victorville": city=29163233if city=="Vienna": city=29173234if city=="View Park Windsor Hills": city=29183235if city=="Villa Rica": city=29193236if city=="Village Of Clarkston": city=29203237if city=="Vincennes": city=29213238if city=="Vineland": city=29223239if city=="Vineyard Haven": city=29233240if city=="Virgilina": city=29243241if city=="Virginia Beach": city=29253242if city=="Viroqua": city=29263243if city=="Visalia": city=29273244if city=="Vista": city=29283245if city=="Wabash": city=29293246if city=="Waco": city=29303247if city=="Wadsworth": city=29313248if city=="Wagoner": city=29323249if city=="Waianae": city=29333250if city=="Wailuku": city=29343251if city=="Wainscott": city=29353252if city=="Waitsfield": city=29363253if city=="Wakefield": city=29373254if city=="Wakefield Peacedale": city=29383255if city=="Walden": city=29393256if city=="Waldoboro": city=29403257if city=="Waldorf": city=29413258if city=="Walhalla": city=29423259if city=="Wall Township": city=29433260if city=="Walla Walla": city=29443261if city=="Waller": city=29453262if city=="Wallingford": city=29463263if city=="Walnut": city=29473264if city=="Walnut Creek": city=29483265if city=="Walnut Grove": city=29493266if city=="Walpole": city=29503267if city=="Waltham": city=29513268if city=="Walworth": city=29523269if city=="Wappingers Falls": city=29533270if city=="Ward": city=29543271if city=="Warren": city=29553272if city=="Warrensburg": city=29563273if city=="Warrenton": city=29573274if city=="Warrenville": city=29583275if city=="Warsaw": city=29593276if city=="Wartburg": city=29603277if city=="Warwick": city=29613278if city=="Waseca": city=29623279if city=="Washburn": city=29633280if city=="Washington": city=29643281if city=="Washington Court House": city=29653282if city=="Washington Heights": city=29663283if city=="Washington Island": city=29673284if city=="Washingtonville": city=29683285if city=="Wasilla": city=29693286if city=="Wassaic": city=29703287if city=="Waterbury": city=29713288if city=="Waterford": city=29723289if city=="Waterford Township": city=29733290if city=="Waterloo": city=29743291if city=="Watertown": city=29753292if city=="Waterville": city=29763293if city=="Watkins Glen": city=29773294if city=="Watson": city=29783295if city=="Watsonville": city=29793296if city=="Wauconda": city=29803297if city=="Waukegan": city=29813298if city=="Waukesha": city=29823299if city=="Waunakee": city=29833300if city=="Wausau": city=29843301if city=="Wauwatosa": city=29853302if city=="Waverly": city=29863303if city=="Waverly Hall": city=29873304if city=="Wawayanda": city=29883305if city=="Waxahachie": city=29893306if city=="Waycross": city=29903307if city=="Wayland": city=29913308if city=="Wayne": city=29923309if city=="Waynesboro": city=29933310if city=="Waynesburg": city=29943311if city=="Weare": city=29953312if city=="Weatherford": city=29963313if city=="Weaverville": city=29973314if city=="Webb City": city=29983315if city=="Webster": city=29993316if city=="Weed": city=30003317if city=="Weehawken": city=30013318if city=="Wellesley": city=30023319if city=="Wellfleet": city=30033320if city=="Wellford": city=30043321if city=="Wells": city=30053322if city=="Wellsville": city=30063323if city=="Wenatchee": city=30073324if city=="Wernersville": city=30083325if city=="Wesley Chapel": city=30093326if city=="West": city=30103327if city=="West Babylon": city=30113328if city=="West Bend": city=30123329if city=="West Bloomfield Township": city=30133330if city=="West Branch": city=30143331if city=="West Brookfield": city=30153332if city=="West Chester": city=30163333if city=="West Columbia": city=30173334if city=="West Concord": city=30183335if city=="West Deptford Township": city=30193336if city=="West Des Moines": city=30203337if city=="West Dover": city=30213338if city=="West End": city=30223339if city=="West Fulton": city=30233340if city=="West Grove": city=30243341if city=="West Hartford": city=30253342if city=="West Haven": city=30263343if city=="West Hempstead": city=30273344if city=="West Hills": city=30283345if city=="West Hollywood": city=30293346if city=="West Jordan": city=30303347if city=="West Lafayette": city=30313348if city=="West Long Branch": city=30323349if city=="West Melbourne": city=30333350if city=="West Monroe": city=30343351if city=="West Orange": city=30353352if city=="West Palm Beach": city=30363353if city=="West Plains": city=30373354if city=="West Sacramento": city=30383355if city=="West Shannon": city=30393356if city=="West Stockbridge": city=30403357if city=="West Tisbury": city=30413358if city=="West Topsham": city=30423359if city=="West Warwick": city=30433360if city=="Westbrook": city=30443361if city=="Westby": city=30453362if city=="Westerville": city=30463363if city=="Westfield": city=30473364if city=="Westhampton Beach": city=30483365if city=="Westlake Village": city=30493366if city=="Westland": city=30503367if city=="Westminster": city=30513368if city=="Westmont": city=30523369if city=="Westmoreland": city=30533370if city=="Weston": city=30543371if city=="Westport": city=30553372if city=="Westwood": city=30563373if city=="Wheaton": city=30573374if city=="Wheeling": city=30583375if city=="White House": city=30593376if city=="White Lake": city=30603377if city=="White Plains": city=30613378if city=="White River Junction": city=30623379if city=="White Salmon": city=30633380if city=="White Swan": city=30643381if city=="Whitehall": city=30653382if city=="Whitehouse": city=30663383if city=="Whitehouse Station": city=30673384if city=="Whitewater": city=30683385if city=="Whitmore Lake": city=30693386if city=="Whitsett": city=30703387if city=="Whittier": city=30713388if city=="Wichita": city=30723389if city=="Wilbur": city=30733390if city=="Wildwood": city=30743391if city=="Wilkes Barre": city=30753392if city=="Wilkesboro": city=30763393if city=="Williams": city=30773394if city=="Williamsburg": city=30783395if city=="Williamsport": city=30793396if city=="Williamston": city=30803397if city=="Williamstown": city=30813398if city=="Williamsville": city=30823399if city=="Willingboro": city=30833400if city=="Williston": city=30843401if city=="Willow Grove": city=30853402if city=="Willow River": city=30863403if city=="Willow Springs": city=30873404if city=="Wills Point": city=30883405if city=="Willsboro": city=30893406if city=="Wilmington": city=30903407if city=="Wilmore": city=30913408if city=="Wilsonville": city=30923409if city=="Wilton": city=30933410if city=="Wimberley": city=30943411if city=="Winchester": city=30953412if city=="Windermere": city=30963413if city=="Windsor": city=30973414if city=="Windsor Heights": city=30983415if city=="Winona": city=30993416if city=="Winona Lake": city=31003417if city=="Winslow": city=31013418if city=="Winston Salem": city=31023419if city=="Winter Harbor": city=31033420if city=="Winter Haven": city=31043421if city=="Winter Park": city=31053422if city=="Winters": city=31063423if city=="Winton": city=31073424if city=="Wisconsin Dells": city=31083425if city=="Wise": city=31093426if city=="Wixom": city=31103427if city=="Wolcott": city=31113428if city=="Woodbridge": city=31123429if city=="Woodburn": city=31133430if city=="Woodbury": city=31143431if city=="Woodbury Heights": city=31153432if city=="Woodland": city=31163433if city=="Woodland Park": city=31173434if city=="Woodmere": city=31183435if city=="Woodstock": city=31193436if city=="Woonsocket": city=31203437if city=="Wooster": city=31213438if city=="Worcester": city=31223439if city=="Wrangell": city=31233440if city=="Wyandotte": city=31243441if city=="Wynantskill": city=31253442if city=="Wyoming": city=31263443if city=="Yachats": city=31273444if city=="Yakima": city=31283445if city=="Yankton": city=31293446if city=="Yardley": city=31303447if city=="Yarmouth": city=31313448if city=="Yazoo City": city=31323449if city=="Yellow Springs": city=31333450if city=="Yelm": city=31343451if city=="Yonkers": city=31353452if city=="Yorba Linda": city=31363453if city=="York": city=31373454if city=="Yorktown": city=31383455if city=="Yorktown Heights": city=31393456if city=="Yorkville": city=31403457if city=="Yosemite National Park": city=31413458if city=="Young": city=31423459if city=="Youngstown": city=31433460if city=="Ypsilanti": city=31443461if city=="Yuba City": city=31453462if city=="Yucaipa": city=31463463if city=="Yucca Valley": city=31473464if city=="Yuma": city=31483465if city=="Zanesville": city=31493466if city=="Zephyrhills": city=31503467if city=="Zirconia": city=31513468## Prediction:3469prediction = st.sidebar.button("Get Prediction")3470if prediction:3471 st.markdown("<h1 style='text-align: center; color: SteelBlue;'>KickStarter Prediction Results:</h1>", unsafe_allow_html=True)3472 3473 print('\n')3474 print(cat, sub_cat, city, state, goal, updates, level, duration)3475 # if (int(cat) == False or int(sub_cat) ==False or int(city) ==False or int(state) ==False or float(goal) ==False or int(updates) ==False or int(level) ==False or int(duration) ==False):3476 # st.markdown("<h2 style='text-align: center; color: red;'>Error: All Fields are Required</h2>", unsafe_allow_html=True)3477 3478 if int(cat) == 10000:3479 st.markdown("<h2 style='text-align: center; color: red;'>Error: Select valid Category</h2>", unsafe_allow_html=True)3480 elif int(sub_cat) == 10000:3481 st.markdown("<h2 style='text-align: center; color: red;'>Error: Select valid Sub Category Category</h2>", unsafe_allow_html=True)3482 elif int(city) == 10000:3483 st.markdown("<h2 style='text-align: center; color: red;'>Error: Select valid City</h2>", unsafe_allow_html=True)3484 elif int(state) == 10000:3485 st.markdown("<h2 style='text-align: center; color: red;'>Error: Select valid State</h2>", unsafe_allow_html=True)3486 elif int(goal) == 0:3487 st.markdown("<h2 style='text-align: center; color: red;'>Error: Goal cannot be zero</h2>", unsafe_allow_html=True)3488 elif int(updates) < 0:3489 st.markdown("<h2 style='text-align: center; color: red;'>Error: Updates cannot be negative</h2>", unsafe_allow_html=True)3490 elif int(level) == 0:3491 st.markdown("<h2 style='text-align: center; color: red;'>Error: Levels cannot be zero</h2>", unsafe_allow_html=True)3492 elif int(level) >15:3493 st.markdown("<h2 style='text-align: center; color: red;'>Error: Levels cannot be greater than 15</h2>", unsafe_allow_html=True)3494 elif int(duration) == 0:3495 st.markdown("<h2 style='text-align: center; color: red;'>Error: Project duration cannot be zero</h2>", unsafe_allow_html=True)3496 else:3497 # email and details3498 write_to_disk(name, email)3499 data = {'city': [int(city)], 'subcategory': [int(sub_cat)], 'state': [int(state)], 'goal': [float(goal)], 'levels': [int(level)], 'duration': [float(duration)], 'updates': [int(updates)]}3500 print(data)3501 y_pred = model_run(data)3502 # data log3503 data_csv = [[title, description, cat, sub_cat, state, city, goal, updates, duration, level, y_pred]]3504 with open('data_storage.csv', 'a') as f:3505 writer = csv.writer(f)3506 writer.writerows(data_csv)3507 print('Csv file written')3508 f.close()3509 if y_pred == 1:3510 st.markdown("<h2 style='text-align: center; color: green;'>Congratualtions!</h2>", unsafe_allow_html=True)3511 st.markdown("<p style='margin: 0px 0px 0px 0px;text-align: justify;'>Looks like the project you are about to start is going be classifed as successful project. This means that the project will get the required funding and backing based on the previous year's data. Go ahead and start a new project. Good Luck with your project.</p>", unsafe_allow_html=True)3512 elif y_pred == 0:3513 st.markdown("<h2 style='text-align: center; color: red;'>Oops!!</h2>", unsafe_allow_html=True)3514 st.markdown("<p style='margin: 0px 0px 0px 0px;text-align: justify;'>Looks like the project you are about to start is going be classifed as failed project. This means that, based on your current project details, you will not be getting the required funding and backing based on the previous year's data.</p>", unsafe_allow_html=True)3515 st.markdown("<p style='margin: 0px 0px 0px 0px;text-align: justify;'><br>Don't Worry, we have a recommendation for you. This recommendation can be useful to get your project suffient backing and funding</br></p>", unsafe_allow_html=True)3516 st.markdown("<h2 style='text-align: center; color: Green;'>Our Recommendation:</h2>", unsafe_allow_html=True)3517 data = {'city': int(city), 'subcategory': int(sub_cat), 'state': int(state), 'goal': float(goal), 'levels': int(level), 'duration': float(duration), 'updates': int(updates), 'category': int(cat)}3518 successful_project,failed_projects,avg_goal,avg_update,avg_duration,avg_level, counter = project_recommendation(data)3519 total_projects = successful_project + failed_projects3520 print(successful_project,failed_projects,avg_goal,avg_update,avg_duration,avg_level)3521 if counter == 0: 3522 open_statement = 'Previously, {} projects were posted based on your current selection of Category, Subcategory, State and City. Out of which {} projects were successfull and {} projects were failed.'.format(total_projects, successful_project, failed_projects)3523 statement1 = "Based on our recommendation engine's analysis, you can adjust between {} and {}". format(round(avg_goal*0.90,2), round(avg_goal*1.1,2))3524 statement2 = "Based on our recommendation engine's analysis, number of updates you can provide during the projects should be between {} and {}". format(int(avg_update), int(avg_update*1.1)+1)3525 statement3 = "Based on our recommendation engine's analysis, duration of your project can be between {} and {}". format(int(avg_duration*0.9), int(avg_duration*1.1)+1)3526 statement4 = "Based on our recommendation engine's analysis, number of levels for your projects can be between {} and {}". format(int(avg_level*0.9), int(avg_level*1.1)+1)3527 # print(open_statement)3528 st.write(open_statement)3529 st.write(statement1)3530 st.write(statement2)3531 st.write(statement3)3532 st.write(statement4)3533 if counter == 1:3534 open_statement = 'This is the first time someone is trying to do this creative project in the selected city. Previously, {} projects were posted based on your current selection of Category and Subcategory across USA. Out of which {} projects were successfull and {} projects were failed.'.format(total_projects, successful_project, failed_projects)3535 statement1 = "Based on our recommendation engine's analysis, you can adjust between {} and {}". format(round(avg_goal*0.90,2), round(avg_goal*1.1,2))3536 statement2 = "Based on our recommendation engine's analysis, number of updates you can provide during the projects should be between {} and {}". format(int(avg_update), int(avg_update*1.1)+1)3537 statement3 = "Based on our recommendation engine's analysis, duration of your project can be between {} and {}". format(int(avg_duration*0.9), int(avg_duration*1.1)+1)3538 statement4 = "Based on our recommendation engine's analysis, number of levels for your projects can be between {} and {}". format(int(avg_level*0.9), int(avg_level*1.1)+1)3539 # print(open_statement)3540 st.write(open_statement)3541 st.write(statement1)3542 st.write(statement2)3543 st.write(statement3)3544 st.write(statement4)3545 else:3546 st.markdown("<h2 style='text-align: center; color: orange;'>Warning</h2>", unsafe_allow_html=True)3547 st.markdown("<p style='margin: 0px 0px 0px 0px;text-align: justify;'>No record found in previous data, please try again with different attributes</p>", unsafe_allow_html=True)3548if st.sidebar.button('Use Cases'):3549 js = "window.open('https://github.com/shaishav11/Kickstarter-Crowdfunding-Recommendation-Engine/blob/master/streamlit_app/Kickstarter_Web_Application_Use_Cases.pdf')" # New tab or window3550 html = '<img src onerror="{}">'.format(js)3551 div = Div(text=html)3552 st.bokeh_chart(div)...

test.py

Source:test.py

1# import libraries2import streamlit as st3import pandas as pd4import numpy as np5from bokeh.models.widgets import Div6import pickle7import csv8from time import strftime9from joblib import load10from recommendation import project_recommendation11#load model12# filename = 'final_model.sav'13# model = pickle.load(open(filename, 'rb'))14#useful functions15def get_time():16 time = strftime("%Y-%m-%dT%H:%M")17 return time18def write_to_disk(name, email):19 data = open('file.log', 'a')20 timestamp = get_time()21 data.write('DateStamp={}, Name={}, Email={} \n'.format(timestamp, name, email))22 data.close()23def model_run(data):24 x_tst = pd.DataFrame(data)25 print(x_tst)26 model= load("rf_final.joblib")27 y_pred = model.predict(x_tst)28 return y_pred29## Main Page details:30st.markdown("<h1 style='color: SteelBlue;'>KickStarter Crowdfunding Recomendation Engine</h1>", unsafe_allow_html=True)31st.markdown("<h2 style='margin: 0px 0px 0px 0px;'>Idea</h2>", unsafe_allow_html=True)32st.markdown("<p style='margin: 0px 0px 0px 0px;text-align: justify;'>Kickstarter is one of the most popular crowdfunding platform on the internet. The aim of this project is to predict the success or failure of a Kickstarter campaign at launch time.</p>", unsafe_allow_html=True)33st.markdown("<h2 style='margin: 0px 0px 0px 0px;'>Abstract</h2>", unsafe_allow_html=True)34st.markdown("<p style='margin: 0px 0px 0px 0px;text-align: justify;'>Crowdfunding is the practice of funding a project or venture by raising monetary contributions from many people. The majority of today’s crowdfunding happens online through various websites and one of the most prominent is Kickstarter. The steps to start a Kickstarter project are; start a campaign, set the minimum funding goal, set reward levels, and choose a deadline. The most important aspect to know about launching a Kickstarter project is that if the project falls short of meeting its minimum funding goal, the project will not receive any fund. The projects analyzed in this project fall into one of 14 categories and 51 subcategories. Only 55% of campaigns reach their funding goal thus it is extremely important for creators to know the factor(s) that might impact the outcome of their project before launch.</p>", unsafe_allow_html=True)35st.markdown("<p style='margin: 0px 0px 0px 0px;text-align: justify;'><br>This project will take inputs from users using website and machine learning algorithms will provide various prediction / recommendations which are helpful to conduct the crowdfunding project.</br></p>", unsafe_allow_html=True)36st.markdown("<p style='margin: 0px 0px 0px 0px;text-align: justify;'><br>Input from the Users on Website / Predictor for ML Algorithm</br></p>", unsafe_allow_html=True)37st.markdown("<ul><li>Category and Subcategory of Project</li><li>Goal in Dollars</li><li>Location of the Project (City and State)</li><li>Levels, Duration and No. of Update for the Projects</li></ul>", unsafe_allow_html=True)38if st.button('Go to GitHub'):39 js = "window.open('https://github.com/shaishav11/Kickstarter-Crowdfunding-Recommendation-Engine')" # New tab or window40 html = '<img src onerror="{}">'.format(js)41 div = Div(text=html)42 st.bokeh_chart(div)43if st.button('Go to Tableau'):44 js = "window.open('https://public.tableau.com/profile/shaishav.shah#!/')" # New tab or window45 html = '<img src onerror="{}">'.format(js)46 div = Div(text=html)47 st.bokeh_chart(div)48## Sidebar details49st.sidebar.markdown("<h2 style='text-align: left'>KickStarter Crowdfunding Prediction Demo</h2>", unsafe_allow_html=True)50st.sidebar.markdown("<h3 style='text-align: left'>Enter your project details:</h3>", unsafe_allow_html=True)51cat = st.sidebar.selectbox( 'Select the category of the project?', ('Art', 'Comics', 'Dance', 'Design', 'Fashion', 'Film & Video', 'Film &amp; Video', 'Food', 'Games', 'Music', 'Photography', 'Publishing', 'Technology', 'Theater'))52if cat=='Art': 53 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Art', 'Conceptual Art', 'Digital Art', 'Illustration', 'Mixed Media', 'Painting', 'Performance Art', 'Public Art', 'Sculpture'))54 cat=055if cat=='Comics': 56 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', (('Select Sub Category','Comics')))57 cat=158if cat=='Dance': 59 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', (('Select Sub Category','Dance')))60 cat=261if cat=='Design': 62 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Crafts', 'Design', 'Graphic Design', 'Product Design'))63 cat=364if cat=='Fashion': 65 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Fashion'))66 cat=467if cat=='Film & Video': 68 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Categgory','Animation', 'Documentary', 'Film &amp; Video', 'Narrative Film', 'Short Film', 'Webseries'))69 cat=570if cat=='Film &amp; Video': 71 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Animation', 'Documentary', 'Film &amp; Video', 'Narrative Film', 'Short Film', 'Webseries'))72 cat=673if cat=='Food': 74 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Food'))75 cat=776if cat=='Games': 77 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Board & Card Games', 'Board &amp; Card Games', 'Games', 'Video Games'))78 cat=879if cat=='Music': 80 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Classical Music', 'Country & Folk', 'Country &amp; Folk', 'Electronic Music', 'Hip-Hop', 'Indie Rock', 'Jazz', 'Music', 'Pop', 'Rock', 'World Music'))81 cat=982if cat=='Photography': 83 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Photography'))84 cat=1085if cat=='Publishing': 86 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Nonfiction', 'Fiction', 'Art Book', 'Journalism', 'Poetry',87 'Publishing', "Children's Book", 'Periodical'))88 cat=1189if cat=='Technology': 90 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Technology', 'Open Software', 'Open Hardware'))91 cat=1292if cat=='Theater': 93 sub_cat = st.sidebar.selectbox( 'Select the Sub category of the project?', ('Select Sub Category','Theater'))94 cat=1395state = st.sidebar.selectbox( 'Select the state for your project?', ('AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', 'GA', 'HI', 'IA', 'ID', 'IL', 'IN', 'KS', 'KY', 'LA', 'MA', 'MD', 'ME', 'MI', 'MN', 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', 'NH', 'NJ', 'NM', 'NV', 'NY', 'OH', 'OK', 'OR', 'PA', 'RI', 'SC', 'SD', 'TN', 'TX', 'UT', 'VA', 'VT', 'WA', 'WI', 'WV', 'WY'))96if state=="AK": 97 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Aleutians West', 'Anchorage', 'Barrow', 'Beluga', 'Bristol Bay', 'Deadhorse', 'Delta Junction', 'Denali', 'Fairbanks', 'Homer', 'Hoonah', 'Juneau', 'Kenai', 'Kodiak', 'Kwethluk', 'Nome', 'North Pole', 'Prudhoe Bay', 'Russian Mission', 'Sand Point', 'Sitka', 'Soldotna', 'Talkeetna', 'Unalakleet', 'Wasilla', 'Wrangell'))98 state=099if state=="AL": 100 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Alabaster', 'Albertville', 'Andalusia', 'Anniston', 'Athens', 'Auburn', 'Bay Minette', 'Birmingham', 'Chelsea', 'Daphne', 'Decatur', 'Dothan', 'Elkmont', 'Evergreen', 'Fairhope', 'Florence', 'Fort Payne', 'Greensboro', 'Guntersville', 'Hoover', 'Huntsville', 'Jacksonville', 'Loxley', 'Madison', 'Mobile', 'Montgomery', 'Muscle Shoals', 'Pell City', 'Phenix City', 'Piedmont', 'Prattville', 'Sheffield', 'Tuscaloosa', 'Waverly', 'Wilsonville'))101 state=1102if state=="AR": 103 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Arkadelphia', 'Batesville', 'Benton', 'Bentonville', 'Bethel Heights', 'Clarendon', 'Conway', 'El Dorado', 'Eureka Springs', 'Farmington', 'Fayetteville', 'Forrest City', 'Fort Smith', 'Greenbrier', 'Hot Springs', 'Jacksonville', 'Jonesboro', 'Kingsland', 'Little Rock', 'Malvern', 'Mountain Home', 'North Little Rock', 'Northwest', 'Pine Bluff', 'Rogers', 'Russellville', 'Sherwood', 'Siloam Springs', 'Texarkana', 'Ward'))104 state=2105if state=="AZ": 106 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Apache Junction', 'Arizona City', 'Benson', 'Bisbee', 'Buckeye', 'Cave Creek', 'Chandler', 'Chino Valley', 'Coconino', 'Cornville', 'Cottonwood', 'Eloy', 'Flagstaff', 'Fountain Hills', 'Gilbert', 'Glendale', 'Globe', 'Grand Canyon', 'Hualapai', 'Jerome', 'Kingman', 'Lakeside', 'Litchfield Park', 'Littlefield', 'Marble Canyon', 'Maricopa', 'Mayer', 'Mesa', 'Nogales', 'Page', 'Patagonia', 'Payson', 'Peoria', 'Phoenix', 'Pinetop', 'Prescott', 'Prescott Valley', 'Queen Creek', 'Rimrock', 'Ruby', 'Sahuarita', 'San Carlos', 'Scottsdale', 'Sedona', 'Sells', 'Show Low', 'Sierra Vista', 'St Johns', 'Superior', 'Surprise', 'Taylor', 'Tempe', 'Tucson', 'Young', 'Yuma'))107 state=3108if state=="CA": 109 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Acton', 'Adelanto', 'Agoura Hills', 'Alameda', 'Albany', 'Alhambra', 'Aliso Viejo', 'Alturas', 'Alum Rock', 'American Canyon', 'Anaheim', 'Angwin', 'Antioch', 'Apple Valley', 'Aptos', 'Arcadia', 'Arcata', 'Atascadero', 'Atlanta', 'Auburn', 'Avalon', 'Azusa', 'Bakersfield', 'Barstow', 'Belmont', 'Benicia', 'Berkeley', 'Beverly Hills', 'Big Bear', 'Big Bear Lake', 'Big Pine', 'Big Sur', 'Bishop', 'Blue Lake', 'Bodega', 'Bolinas', 'Boonville', 'Boyes Hot Springs', 'Brawley', 'Brea', 'Brentwood', 'Burbank', 'Burlingame', 'Calabasas', 'California City', 'Camarillo', 'Cameron Park', 'Campbell', 'Campo', 'Canoga Park', 'Canyon Country', 'Canyon Lake', 'Capistrano Beach', 'Carlsbad', 'Carmel Valley', 'Carmichael', 'Castaic', 'Castro Valley', 'Central', 'Central Coast', 'Ceres', 'Cerritos', 'Chico', 'Chino', 'Chino Hills', 'Chula Vista', 'Claremont', 'Clayton', 'Clearlake', 'Clovis', 'Colfax', 'Compton', 'Concord', 'Corona', 'Coronado', 'Corte Madera', 'Costa Mesa', 'Coulterville', 'Covina', 'Crestline', 'Culver City', 'Cupertino', 'Cypress', 'Daly City', 'Dana Point', 'Danville', 'Davis', 'Death Valley', 'Del Mar', 'Desert Hot Springs', 'Diamond Bar', 'Dinuba', 'Dixon', 'Downey', 'Dublin', 'East Los Angeles', 'East Palo Alto', 'El Cajon', 'El Centro', 'El Cerrito', 'El Dorado', 'El Monte', 'Elk Grove', 'Emeryville', 'Encinitas', 'Escondido', 'Eureka', 'Exeter', 'Fair Oaks', 'Fairfax', 'Fairfield', 'Fallbrook', 'Folsom', 'Fontana', 'Fortuna', 'Fountain Valley', 'Fremont', 'French Camp', 'Fresno', 'Fullerton', 'Garden Grove', 'Gardena', 'Gilroy', 'Glendale', 'Glendora', 'Goleta', 'Granada Hills', 'Grass Valley', 'Hacienda Heights', 'Half Moon Bay', 'Harmony', 'Hawthorne', 'Hayward', 'Healdsburg', 'Hemet', 'Hermosa Beach', 'Hesperia', 'Highland', 'Hollister', 'Hollywood', 'Hoopa', 'Huntington Beach', 'Idyllwild', 'Independence', 'Indio', 'Inglewood', 'Irvine', 'Isla Vista', 'Jamestown', 'Joshua Tree', 'Julian', 'Kentfield', 'King City', 'La Crescenta', 'La Jolla', 'La Mesa', 'La Mirada', 'La Puente', 'La Quinta', 'Ladera Ranch', 'Lafayette', 'Laguna Beach', 'Laguna Hills', 'Laguna Niguel', 'Lake Arrowhead', 'Lake Elsinore', 'Lake Forest', 'Lakewood', 'Lancaster', 'Larkspur', 'Lawndale', 'Lemoore', 'Lennox', 'Leucadia', 'Lincoln', 'Littlerock', 'Livermore', 'Lodi', 'Loma Linda', 'Lompoc', 'Long Beach', 'Loomis', 'Los Alamitos', 'Los Alamos', 'Los Altos', 'Los Angeles', 'Los Banos', 'Los Gatos', 'Loyalton', 'Lytle Creek', 'Malibu', 'Mammoth Lakes', 'Manhattan Beach', 'Manteca', 'Marina', 'Marina Del Rey', 'Martinez', 'Mendocino', 'Menlo Park', 'Merced', 'Mill Valley', 'Millbrae', 'Milpitas', 'Mission Viejo', 'Modesto', 'Mojave', 'Montebello', 'Monterey', 'Moorpark', 'Moraga', 'Moreno Valley', 'Morgan Hill', 'Morro Bay', 'Moss Landing', 'Mount Shasta', 'Mountain View', 'Mt Baldy', 'Murphys', 'Murrieta', 'Napa', 'Nevada City', 'Newbury Park', 'Newhall', 'Newman', 'Newport Beach', 'Nicasio', 'Niland', 'North Antelope Valley', 'North Hollywood', 'Northridge', 'Norwalk', 'Novato', 'Oak Park', 'Oakdale', 'Oakhurst', 'Oakland', 'Oakley', 'Occidental', 'Oceanside', 'Ojai', 'Ontario', 'Orange', 'Oroville', 'Oxnard', 'Pacific Grove', 'Pacifica', 'Palm Desert', 'Palm Springs', 'Palmdale', 'Palo Alto', 'Palos Verdes Estates', 'Pasadena', 'Paso Robles', 'Pendleton', 'Perris', 'Pescadero', 'Petaluma', 'Pinole', 'Pismo Beach', 'Pittsburg', 'Placentia', 'Placerville', 'Pleasant Hill', 'Pleasanton', 'Point Reyes Sta', 'Pomona', 'Porterville', 'Portola Valley', 'Poway', 'Prunedale', 'Quincy', 'Rancho Cucamonga', 'Rancho Palos Verdes', 'Rancho Santa Margarita', 'Redding', 'Redlands', 'Redondo Beach', 'Redway', 'Redwood City', 'Redwood Valley', 'Rialto', 'Richmond', 'Ridgecrest', 'Riverbank', 'Riverside', 'Rocklin', 'Rohnert Park', 'Roseville', 'Running Springs', 'Sacramento', 'Saint Helena', 'Salinas', 'San Anselmo', 'San Bernardino', 'San Bruno', 'San Buenaventura (Ventura)', 'San Carlos', 'San Clemente', 'San Diego', 'San Fernando', 'San Fernando Valley', 'San Francisco', 'San Gabriel', 'San Jacinto', 'San Jose', 'San Juan Capistrano', 'San Leandro', 'San Luis Obispo', 'San Marcos', 'San Mateo', 'San Pablo', 'San Pedro', 'San Rafael', 'San Ramon', 'Santa Ana', 'Santa Barbara', 'Santa Clara', 'Santa Clarita', 'Santa Cruz', 'Santa Maria', 'Santa Monica', 'Santa Nella Village', 'Santa Paula', 'Santa Rosa', 'Santa Ynez Valley', 'Sausalito', 'Sea Ranch', 'Seal Beach', 'Seaside', 'Sebastopol', 'Sequoia National Park', 'Sherman Oaks', 'Sierra Madre', 'Signal Hill', 'Silver Lake', 'Silverado', 'Simi Valley', 'Sonoma', 'Sonora', 'Soquel', 'South Lake Tahoe', 'South Pasadena', 'South San Francisco', 'Squaw Valley', 'Stanford', 'Stockton', 'Studio City', 'Sun City', 'Sunnyvale', 'Sunol', 'Tahoe City', 'Tahoe Vista', 'Tehachapi', 'Temecula', 'Thousand Oaks', 'Three Rivers', 'Tiburon', 'Tomales', 'Topanga', 'Torrance', 'Trabuco', 'Tracy', 'Truckee', 'Tujunga', 'Tulare', 'Turlock', 'Tustin', 'Twain Harte', 'Twentynine Palms', 'Twentynine Palms Morongo Valley', 'Ukiah', 'Union City', 'Upland', 'Vacaville', 'Valencia', 'Vallejo', 'Venice', 'Ventura', 'Victorville', 'View Park Windsor Hills', 'Visalia', 'Vista', 'Walnut', 'Walnut Creek', 'Walnut Grove', 'Watsonville', 'Weaverville', 'Weed', 'West Hills', 'West Hollywood', 'West Sacramento', 'Westlake Village', 'Westminster', 'Whittier', 'Winters', 'Winton', 'Woodland', 'Yorba Linda', 'Yosemite National Park', 'Yuba City', 'Yucaipa', 'Yucca Valley'))110 state=4111if state=="CO": 112 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Alamosa', 'Arvada', 'Aspen', 'Aurora', 'Battlement Mesa', 'Berthoud', 'Boulder', 'Breckenridge', 'Broomfield', 'Buena Vista', 'Carbondale', 'Castle Rock', 'Centennial', 'Colorado Springs', 'Commerce City', 'Cortez', 'Craig', 'Crested Butte', 'Crestone', 'Cripple Creek', 'Denver', 'Dillon', 'Durango', 'Edgewater', 'Edwards', 'Estes Park', 'Evergreen', 'Federal Heights', 'Fort Collins', 'Frisco', 'Gardner', 'Golden', 'Grand Junction', 'Grand Lake', 'Greeley', 'Guadalupe', 'Highlands Ranch', 'Johnstown', 'Kersey', 'Kremmling', 'Lafayette', 'Lakewood', 'Leadville', 'Littleton', 'Longmont', 'Louisville', 'Loveland', 'Lyons', 'Manitou Springs', 'Marble', 'Naturita', 'Nederland', 'Nucla', 'Pagosa Springs', 'Paonia', 'Parker', 'Pueblo', 'Pueblo West', 'Red Feather Lakes', 'Silverton', 'Snowmass', 'Springfield', 'Superior', 'Telluride', 'Thornton', 'Vail', 'Ward', 'Westminster', 'Windsor', 'Woodland Park'))113 state=5114if state=="CT": 115 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Andover', 'Ansonia', 'Bethlehem', 'Branford', 'Bridgeport', 'Bristol', 'Canton', 'Central Manchester', 'Chester', 'Clinton', 'Cos Cob', 'Coventry', 'Cromwell', 'Danbury', 'Deep River', 'Eastford', 'Easton', 'Enfield', 'Fairfield', 'Greenwich', 'Groton', 'Guilford Center', 'Hamden', 'Hartford', 'Jewett City', 'Lakeville', 'Litchfield', 'Mansfield', 'Meriden', 'Middletown', 'Milford', 'Monroe', 'Montville', 'Morris', 'Mystic', 'Naugatuck', 'New Britain', 'New Canaan', 'New Hartford', 'New Haven', 'New London', 'New Milford', 'Newington', 'Newtown', 'Norwalk', 'Norwich', 'Old Lyme', 'Old Saybrook', 'Plainville', 'Podunk', 'Pomfret', 'Portland', 'Putnam', 'Redding', 'Ridgefield', 'Roxbury', 'Salem', 'Salisbury', 'Sandy Hook', 'Shelton', 'Sherman', 'Simsbury Center', 'Southington', 'Sprague', 'Stafford', 'Stafford Springs', 'Stamford', 'Stonington', 'Stratford', 'Tariffville', 'Tolland', 'Torrington', 'Trumbull', 'Wallingford', 'Waterbury', 'Watertown', 'West Hartford', 'West Haven', 'Westbrook', 'Weston', 'Westport', 'Wilton', 'Windsor', 'Wolcott', 'Woodbridge', 'Woodbury'))116 state=6117if state=="DC": 118 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Washington'))119 state=7120if state=="DE": 121 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Bethany Beach', 'Camden', 'Dagsboro', 'Dover', 'Middletown', 'New Castle', 'Newark', 'Odessa', 'Seaford', 'Wilmington'))122 state=8123if state=="FL": 124 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Alachua', 'Altamonte Springs', 'Apalachicola', 'Apopka', 'Baker', 'Beverly Hills', 'Boca Raton', 'Bonita Springs', 'Boynton Beach', 'Bradenton', 'Bushnell', 'Cape Canaveral', 'Cape Coral', 'Chipley', 'Clearwater', 'Clermont', 'Cocoa', 'Cocoa Beach', 'Coconut Creek', 'Cooper City', 'Coral Gables', 'Coral Springs', 'Crestview', 'Dade City', 'Davie', 'Daytona Beach', 'De Bary', 'De Funiak Springs', 'De Land', 'Deerfield Beach', 'Delray Beach', 'Deltona', 'Destin', 'Duck Key', 'Dunedin', 'Eastpoint', 'Edgewater', 'Eglin Afb', 'El Portal', 'Estero', 'Eustis', 'Everglades', 'Fernandina Beach', 'Flagler Beach', 'Fort Lauderdale', 'Fort Myers', 'Fort Pierce', 'Fort Walton Beach', 'Fort White', 'Frostproof', 'Gainesville', 'Greenacres', 'Gulfport', 'Haines City', 'Hallandale', 'High Springs', 'Hobe Sound', 'Hollywood', 'Homeland', 'Homosassa', 'Hudson', 'Hutchinson Island South', 'Indian Harbour Beach', 'Jacksonville', 'Jacksonville Beach', 'Jensen Beach', 'Jupiter', 'Key Biscayne', 'Key Largo', 'Key West', 'Kissimmee', 'Lake City', 'Lake Helen', 'Lake Mary', 'Lake Worth', 'Lakeland', 'Largo', 'Leesburg', 'Lehigh Acres', 'Little Havana', 'Longwood', 'Lynn Haven', 'Macclenny', 'Madeira Beach', 'Marathon', 'Margate', 'Melbourne', 'Merritt Island', 'Miami', 'Miami Beach', 'Miami Gardens', 'Miami Lakes', 'Milton', 'Miramar', 'Naples', 'New Port Richey', 'New Smyrna Beach', 'New York', 'Newberry', 'Niceville', 'North Port', 'North Redington Beach', 'Ocala', 'Oldsmar', 'Orange Park', 'Orlando', 'Ormond Beach', 'Oviedo', 'Palm Bay', 'Palm Beach', 'Palm Coast', 'Palm Harbor', 'Palmetto', 'Panama City', 'Panama City Beach', 'Pembroke Pines', 'Pensacola', 'Pinellas Park', 'Plant City', 'Pompano Beach', 'Ponce De Leon', 'Port Charlotte', 'Port Richey', 'Port Salerno', 'Port St Lucie', 'Punta Gorda', 'Quincy', 'Rockledge', 'Safety Harbor', 'Sanford', 'Sanibel', 'Sarasota', 'Seffner', 'Seminole', 'Seneca', 'South Beach', 'Southport', 'St Augustine', 'St Pete Beach', 'St Petersburg', 'Sunrise', 'Tallahassee', 'Tamarac', 'Tampa', 'Titusville', 'Trinity', 'Valrico', 'Venice', 'Vero Beach', 'Wesley Chapel', 'West Melbourne', 'West Palm Beach', 'Windermere', 'Winter Haven', 'Winter Park', 'Zephyrhills'))125 state=9126if state=="GA": 127 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Acworth', 'Albany', 'Alpharetta', 'Athens', 'Athens Clarke County', 'Atlanta', 'Atlanta Decatur', 'Augusta', 'Avondale Estates', 'Barwick', 'Bethlehem', 'Blairsville', 'Blue Ridge', 'Brunswick', 'Buckhead', 'Buford', 'Canton', 'Carrollton', 'Chickamauga', 'Clarkesville', 'Clermont', 'Cleveland', 'Columbus', 'Commerce', 'Conyers', 'Cordele', 'Covington', 'Cumming', 'Dahlonega', 'Dallas', 'Dalton', 'Dawsonville', 'Decatur', 'Douglasville', 'Duluth', 'East Point', 'Ellijay', 'Fairburn', 'Fayetteville', 'Flintstone', 'Flovilla', 'Flowery Branch', 'Forest Park', 'Gainesville', 'Griffin', 'Grovetown', 'Helen', 'Jackson', 'Jasper', 'Jersey', 'Jonesboro', 'Kennesaw', 'La Grange', 'Lawrenceville', 'Lilburn', 'Lithonia', 'Loganville', 'Macon', 'Madison', 'Marietta', 'Mc Donough', 'Milledgeville', 'Moultrie', 'Newnan', 'Norcross', 'Oxford', 'Pelham', 'Powder Springs', 'Ringgold', 'Rome', 'Roswell', 'Sandy Springs', 'Savannah', 'Smyrna', 'Snellville', 'St Marys', 'St Simons', 'Statesboro', 'Stockbridge', 'Stone Mountain', 'Sugar Hill', 'Suwanee', 'Thomasville', 'Tifton', 'Tucker', 'Tybee Island', 'Valdosta', 'Villa Rica', 'Waverly Hall', 'Waycross', 'White Plains', 'Woodstock'))128 state=10129if state=="HI": 130 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Aiea', 'Anahola', 'Captain Cook', 'Ewa Beach', 'Haiku', 'Haleiwa', 'Hawaiian Beaches', 'Hawi', 'Hilo', 'Honokaa', 'Honolulu', 'Kahuku', 'Kahului', 'Kailua', 'Kailua Kona', 'Kamuela', 'Kapaa', 'Kapolei', 'Kawaihae', 'Keaau', 'Kihei', 'Kilauea', 'Kula', 'Lahaina', 'Laie', 'Makawao', 'Naalehu', 'Paia', 'Papaikou', 'Pearl City', 'Pearl Harbor', 'Pukalani', 'P’ÜÎ\\x81hoa', 'Waianae', 'Wailuku'))131 state=11132if state=="IA": 133 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Ackworth', 'Albert City', 'Ames', 'Bedford', 'Bettendorf', 'Brooklyn', 'Burlington', 'Cedar Falls', 'Cedar Rapids', 'Clive', 'Council Bluffs', 'Davenport', 'Decorah', 'Des Moines', 'Dubuque', 'Durant', 'Fairfield', 'Indianola', 'Iowa City', 'Keokuk', 'Lawton', 'Mason City', 'Muscatine', 'Newton', 'Ottumwa', 'Peterson', 'Richland', 'Rock Rapids', 'Sergeant Bluff', 'Sioux City', 'Storm Lake', 'Tipton', 'Urbandale', 'Waterloo', 'Waverly', 'West Des Moines', 'Windsor Heights'))134 state=12135if state=="ID": 136 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Blackfoot', 'Boise', 'Bruneau', 'Burley', 'Council', 'Eagle', 'Emmett', 'Garden City', 'Greenleaf', 'Idaho City', 'Idaho Falls', 'Jerome', 'Ketchum', 'Lewiston', 'Meridian', 'Moscow', 'Mountain Home', 'Nampa', 'Payette', 'Pocatello', 'Rexburg', 'Sandpoint', 'Stanley', 'Twin Falls', 'Victor'))137 state=13138if state=="IL": 139 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Addison', 'Antioch', 'Arcola', 'Arlington Heights', 'Aurora', 'Austin', 'Belvidere', 'Berwyn', 'Bethalto', 'Bloomington', 'Bolingbrook', 'Brookfield', 'Buffalo Grove', 'Bushnell', 'Byron', 'Carbondale', 'Cary', 'Champaign', 'Chicago', 'Chicago Heights', 'Chicago Metropolitan Area', 'Clarendon Hills', 'Coal City', 'Crystal Lake', 'De Kalb', 'Decatur', 'Des Plaines', 'Dixon', 'Downers Grove', 'East Peoria', 'East St Louis', 'Effingham', 'Elgin', 'Elk Grove Village', 'Elmhurst', 'Evanston', 'Fox Lake', 'Frankfort', 'Freeport', 'Geff', 'Geneva', 'Glen Ellyn', 'Glenview', 'Greenfield', 'Greenville', 'Hanover Park', 'Harrisburg', 'Harvey', 'Highland', 'Highland Park', 'Homer', 'Joliet', 'Kankakee', 'Lake Forest', 'Lake Zurich', 'Lincoln', 'Lisle', 'Lombard', 'Lyons', 'Macomb', 'Marion', 'Mc Henry', 'Moline', 'Mt Vernon', 'Mundelein', 'Naperville', 'New Lenox', 'Niles', 'Normal', 'Northern', 'Oak Park', 'Ohio', 'Olympia Fields', 'Ottawa', 'Pawnee', 'Peoria', 'Peoria Heights', 'Plainfield', 'Plano', 'Posen', 'Rock Island', 'Rockford', 'Round Lake', 'Sandwich', 'Savoy', 'Schaumburg', 'Skokie', 'South Elgin', 'Spring Valley', 'Springfield', 'St Charles', 'Sterling', 'Summit', 'Thompsonville', 'Troy', 'Tuscola', 'Union', 'Urbana', 'Vernon Hills', 'Warrenville', 'Wauconda', 'Waukegan', 'Westmont', 'Wheaton', 'Woodstock', 'Yorkville'))140 state=14141if state=="IN": 142 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Alexandria', 'Anderson', 'Angola', 'Attica', 'Auburn', 'Batesville', 'Bedford', 'Bloomington', 'Bryant', 'Carmel', 'Chesterton', 'Columbus', 'Cromwell', 'Crown Point', 'De Motte', 'Denver', 'Dyer', 'Elkhart', 'Ellettsville', 'Erie', 'Evansville', 'Fillmore', 'Fishers', 'Fort Wayne', 'Fowler', 'Franklin', 'Gary', 'Gas City', 'Georgetown', 'Goshen', 'Granger', 'Greencastle', 'Greenfield', 'Greenwood', 'Griffin', 'Hanover', 'Highland', 'Huntington', 'Indianapolis', 'Jasper', 'Jeffersonville', 'Kokomo', 'La Porte', 'Lafayette', 'Lebanon', 'Logansport', 'Madison', 'Marengo', 'Marion', 'Markle', 'Merrillville', 'Michigan City', 'Middlebury', 'Mishawaka', 'Mooresville', 'Mt Vernon', 'Mulberry', 'Muncie', 'Munster', 'Nashville', 'New Albany', 'New Harmony', 'New Haven', 'Noblesville', 'Northwest', 'Osceola', 'Pendleton', 'Peru', 'Plainfield', 'Plymouth', 'Redkey', 'Rensselaer', 'Richmond', 'Rockville', 'Rome City', 'Sellersburg', 'Shelbyville', 'South Bend', 'Terre Haute', 'Upland', 'Utica', 'Valparaiso', 'Vernon', 'Vincennes', 'Wabash', 'Washington', 'West Lafayette', 'Winona Lake', 'Yorktown'))143 state=15144if state=="KS": 145 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Canada', 'Coffeyville', 'Great Bend', 'Greensburg', 'Hays', 'Haysville', 'Junction City', 'Kansas City', 'Lawrence', 'Leavenworth', 'Lenexa', 'Manhattan', 'Olathe', 'Overland Park', 'Parsons', 'Pittsburg', 'Prairie Village', 'Russell', 'Salina', 'Shawnee', 'Topeka', 'Udall', 'Wichita'))146 state=16147if state=="KY": 148 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Ashland', 'Bellevue', 'Berea', 'Booneville', 'Bowling Green', 'Brandenburg', 'Burlington', 'Campton', 'Carrollton', 'Cold Spring', 'Corbin', 'Covington', 'Crestwood', 'Danville', 'Dawson Springs', 'Dayton', 'De Mossville', 'Elizabethtown', 'Flatwoods', 'Florence', 'Frankfort', 'Glasgow', 'Hawesville', 'Hazard', 'Henderson', 'Hopkinsville', 'Hyden', 'Independence', 'Jackson', 'La Grange', 'Lawrenceburg', 'Leitchfield', 'Lexington', 'Louisville', 'Maysville', 'Morehead', 'Mt Sterling', 'Murray', 'Northern', 'Paducah', 'Paintsville', 'Pikeville', 'Radcliff', 'Richmond', 'Russellville', 'Salt Lick', 'Somerset', 'Vanceburg', 'Wilmore'))149 state=17150if state=="LA": 151 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Amite City', 'Arcadia', 'Baton Rouge', 'Bogalusa', 'Bossier City', 'Boston', 'Buras', 'Chalmette', 'Covington', 'Cut Off', 'De Ridder', 'Dulac', 'Erath', 'Ferriday', 'Fort Polk', 'Hammond', 'Kentwood', 'Lafayette', 'Lake Charles', 'Leesville', 'Mandeville', 'Metairie', 'Monroe', 'Montegut', 'New Iberia', 'New Orleans', 'Port Sulphur', 'Ruston', 'Scott', 'Shreveport', 'Simsboro', 'Slidell', 'St Francisville', 'Thibodaux', 'Transylvania', 'West Monroe'))152 state=18153if state=="MA": 154 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Adams', 'Amesbury', 'Amherst', 'Aquinnah', 'Arlington', 'Ashfield', 'Ashland', 'Barnstable', 'Barnstable Town', 'Becket', 'Bedford', 'Belchertown', 'Beverly', 'Billerica', 'Boston', 'Bourne', 'Braintree', 'Brewster', 'Brighton', 'Brockton', 'Brookline', 'Buzzards Bay', 'Cambridge', 'Chatham', 'Chelmsford', 'Chelsea', 'Concord', 'Conway', 'Cotuit', 'Danvers', 'Dartmouth', 'Deerfield', 'Dudley', 'Easthampton', 'Egremont', 'Everett', 'Fall River', 'Feeding Hills', 'Fitchburg', 'Framingham', 'Franklin', 'Gardner', 'Gloucester', 'Goshen', 'Grafton', 'Granby', 'Great Barrington', 'Greenfield', 'Groton', 'Hadley', 'Hardwick', 'Harwich Center', 'Hatfield', 'Hingham', 'Holyoke', 'Hudson', 'Hull', 'Huntington', 'Hyannis', 'Ipswich', 'Jamaica Plain', 'Lancaster', 'Leicester', 'Lenox', 'Leominster', 'Leverett', 'Lexington', 'Leyden', 'Lowell', 'Lunenburg', 'Lynn', 'Manchester By The Sea', 'Marblehead', 'Marlborough', 'Mashpee', 'Maynard', 'Medfield', 'Medford', 'Medway', 'Methuen', 'Milford', 'Millis', 'Milton', 'Nantucket', 'Needham', 'New Bedford', 'Newton', 'North Adams', 'North Andover', 'North Attleboro', 'Northampton', 'Norton', 'Oak Bluffs', 'Orleans', 'Oxford', 'Peabody', 'Pittsfield', 'Plainfield', 'Plymouth', 'Provincetown', 'Quincy', 'Rehoboth', 'Revere', 'Richmond', 'Rockport', 'Rowley', 'Salem', 'Scituate', 'Shelburne Falls', 'Shrewsbury', 'Somerset', 'Somerville', 'South Dennis', 'Springfield', 'Stockbridge', 'Stoughton', 'Stow', 'Swampscott', 'Swansea', 'Taunton', 'Templeton', 'Tewksbury', 'Uxbridge', 'Vineyard Haven', 'Wakefield', 'Walpole', 'Waltham', 'Watertown', 'Wayland', 'Webster', 'Wellesley', 'Wellfleet', 'West Brookfield', 'West Concord', 'West Stockbridge', 'West Tisbury', 'Williamsburg', 'Williamstown', 'Worcester'))155 state=19156if state=="MD": 157 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Adelphi', 'Annapolis', 'Baltimore', 'Bel Air', 'Berlin', 'Bethesda', 'Bladensburg', 'Bowie', 'Boyds', 'Brunswick', 'Burtonsville', 'California', 'Cambridge', 'Catonsville', 'Clinton', 'College Park', 'Colora', 'Columbia', 'Cumberland', 'Damascus', 'Denton', 'Easton', 'Elkridge', 'Elkton', 'Ellicott City', 'Emmitsburg', 'Essex', 'Forest Hill', 'Frederick', 'Frostburg', 'Gaithersburg', 'Germantown', 'Glen Burnie', 'Greenbelt', 'Hagerstown', 'Havre De Grace', 'Huntingtown', 'Hurlock', 'Hyattsville', 'Jessup', 'Kensington', 'Largo', 'Laurel', 'Leonardtown', 'Mardela Springs', 'Millersville', 'Montgomery Village', 'Mt Airy', 'Newmarket', 'North Bethesda', 'North East', 'Oakland', 'Ocean City', 'Odenton', 'Olney', 'Owings Mills', 'Oxon Hill', 'Pasadena', 'Point Of Rocks', 'Rockville', 'Royal Oak', 'Sabillasville', 'Salisbury', 'Severn', 'Severna Park', 'Silver Spring', 'Stevensville', 'Takoma Park', 'Thurmont', 'Towson', 'Upper Marlboro', 'Waldorf', 'Westminster'))158 state=20159if state=="ME": 160 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Alfred', 'Athens', 'Augusta', 'Bailey Island', 'Bangor', 'Bar Harbor', 'Bath', 'Belfast', 'Belmont', 'Biddeford', 'Blue Hill', 'Boothbay', 'Boothbay Harbor', 'Bridgton', 'Brownfield', 'Brunswick', 'Buckfield', 'Bucksport', 'Camden', 'Caribou', 'Carmel', 'Denmark', 'Eliot', 'Ellsworth', 'Falmouth', 'Fort Fairfield', 'Hallowell', 'Houlton', 'Kennebunk', 'Kennebunkport', 'Kittery', 'Lewiston', 'Lincolnville', 'Lisbon Falls', 'Long Island', 'Lowell', 'Machias', 'Maine', 'Milbridge', 'Milo', 'Monhegan', 'Montville', 'Mt Desert', 'Mt Vernon', 'New Sharon', 'Orono', 'Poland', 'Portland', 'Presque Isle', 'Quoddy', 'Rangeley', 'Rockland', 'Rockport', 'Saco', 'Sanford', 'Scarborough', 'Skowhegan', 'South Berwick', 'South Eliot', 'South Portland', 'Steuben', 'Thomaston', 'Turner', 'Union', 'Unity', 'Waldoboro', 'Waterville', 'Wayne', 'Westbrook', 'Winter Harbor', 'Yarmouth', 'York'))161 state=21162if state=="MI": 163 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Adrian', 'Albion', 'Ann Arbor', 'Auburn Hills', 'Battle Creek', 'Bay City', 'Benton Harbor', 'Big Rapids', 'Birmingham', 'Bloomfield Hills', 'Boyne City', 'Brighton', 'Britton', 'Buchanan', 'Byron Center', 'Cadillac', 'Calumet', 'Canton', 'Carleton', 'Caseville', 'Cedar Springs', 'Charlevoix', 'Chelsea', 'Clarkston', 'Climax', 'Crystal Falls', 'Davison', 'Dearborn', 'Dearborn Heights', 'Detroit', 'Dorr', 'Drummond', 'East Jordan', 'East Lansing', 'Elberta', 'Escanaba', 'Farwell', 'Ferndale', 'Flint', 'Goodrich', 'Grand Haven', 'Grand Rapids', 'Grand Rapids Charter Township', 'Greenland', 'Greenville', 'Hamtramck', 'Harbor Springs', 'Harrisville', 'Hartland', 'Hillsdale', 'Holland', 'Hopkins', 'Horton', 'Houghton', 'Howell', 'Huntington Woods', 'Imlay City', 'Indian River', 'Inkster', 'Interlochen', 'Ionia', 'Iron Mountain', 'Iron River', 'Jackson', 'Kalamazoo', 'Kentwood', 'Lake City', 'Lake Orion', 'Lambertville', 'Lansing', 'Lapeer', 'Lee', 'Leonard', 'Livonia', 'Ludington', 'Mackinac Island', 'Macomb', 'Mancelona', 'Marquette', 'Marshall', 'Mesick', 'Michiana', 'Midland', 'Milford', 'Mohawk', 'Monroe', 'Mt Pleasant', 'Muskegon', 'Nashville', 'Newaygo', 'Novi', 'Oak Park', 'Olivet', 'Orion', 'Otsego', 'Owosso', 'Oxford', 'Paw Paw', 'Petoskey', 'Pinckney', 'Plymouth', 'Pontiac', 'Port Huron', 'Ray', 'Redford', 'Rochester', 'Rochester Hills', 'Rockford', 'Romulus', 'Roscommon', 'Royal Oak', 'Saginaw', 'Saranac', 'Shepherd', 'Skandia', 'Southgate', 'Sparta', 'Spring Lake', 'St Clair', 'St Clair Shores', 'St James', 'St Johns', 'St Joseph', 'St Louis', 'Sterling Heights', 'Sturgis', 'Taylor', 'Temperance', 'Traverse', 'Traverse City', 'Troy', 'Utica', 'Vicksburg', 'Village Of Clarkston', 'Waterford', 'Waterford Township', 'West Bloomfield Township', 'West Branch', 'Westland', 'White Lake', 'Whitehall', 'Whitmore Lake', 'Williamston', 'Wixom', 'Wyandotte', 'Wyoming', 'Ypsilanti'))164 state=22165if state=="MN": 166 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Aitkin', 'Annandale', 'Anoka', 'Baudette', 'Baxter', 'Belle Plaine', 'Bemidji', 'Big Lake', 'Bloomington', 'Brainerd', 'Buffalo', 'Burnsville', 'Cass Lake', 'Central', 'Chaska', 'Cottage Grove', 'Crosslake', 'Delano', 'Duluth', 'Eagan', 'Eden Prairie', 'Ely', 'Fairmont', 'Faribault', 'Farmington', 'Forest Lake', 'Glyndon', 'Grand Rapids', 'Green Lake', 'Hopkins', 'Hugo', 'Hutchinson', 'Iron Range', 'Lake Benton', 'Little Canada', 'Luverne', 'Madison', 'Mankato', 'Maplewood', 'Marine On St Croix', 'Medicine Lake', 'Menahga', 'Millville', 'Minneapolis', 'Minnesota Lake', 'Minnetonka', 'Moorhead', 'Morris', 'Northfield', 'Oakdale', 'Owatonna', 'Park Rapids', 'Roseville', 'Saint Cloud', 'Sauk Rapids', 'Savage', 'Shafer', 'Shakopee', 'Shoreview', 'St Cloud', 'St Paul', 'St Peter', 'St. Louis Park', 'Stillwater', 'Two Harbors', 'Vadnais Heights', 'Walnut Grove', 'Waseca', 'Watson', 'Willow River', 'Winona', 'Woodbury'))167 state=23168if state=="MO": 169 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Branson', 'Brentwood', 'Cape Girardeau', 'Chesterfield', 'Columbia', 'Conway', 'Desloge', 'Eagleville', 'Farmington', 'Florissant', 'Fulton', 'Grain Valley', 'Grandview', 'Hannibal', 'Ironton', 'Joplin', 'Kansas City', 'Kirkwood', 'Lake Ozark', 'Lebanon', 'Lexington', 'Macon', 'Maplewood', 'Maysville', 'Neosho', 'Nixa', 'Osage Beach', 'Osceola', 'Owensville', 'Roaring River', 'Scott City', 'Smithville', 'Springfield', 'St Louis', 'St Peters', 'St Robert', 'St. Joseph', 'Thayer', 'Trenton', 'University City', 'Warrensburg', 'Warrenton', 'Webb City', 'West Plains', 'Williamsville', 'Willow Springs'))170 state=24171if state=="MS": 172 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Bay St. Louis', 'Biloxi', 'Blue Springs', 'Brandon', 'Carson', 'Clarksdale', 'Cleveland', 'Clinton', 'Columbus', 'Como', 'Corinth', 'Delta', 'Gulfport', 'Hattiesburg', 'Jackson', 'Meridian', 'Miss State', 'Mound Bayou', 'Ocean Springs', 'Olive Branch', 'Oxford', 'Pearlington', 'Philadelphia', 'Poplarville', 'Port Gibson', 'Ridgeland', 'Starkville', 'Tupelo', 'Yazoo City'))173 state=25174if state=="MT": 175 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Belgrade', 'Big Sandy', 'Big Timber', 'Billings', 'Bozeman', 'Browning', 'Butte', 'Clyde Park', 'Columbia Falls', 'Crow Agency', 'Gallatin Gateway', 'Gardiner', 'Glacier National Park', 'Great Falls', 'Heart Butte', 'Helena', 'Kalispell', 'Lame Deer', 'Livingston', 'Missoula', 'Philipsburg', 'Sidney', 'Stevensville'))176 state=26177if state=="NC": 178 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Apex', 'Asheboro', 'Asheville', 'Atlantic Beach', 'Ayden', 'Banner Elk', 'Beaufort', 'Benson', 'Black Mountain', 'Boone', 'Brevard', 'Bryson City', 'Buies Creek', 'Burlington', 'Burnsville', 'Cameron', 'Carrboro', 'Cary', 'Chapel Hill', 'Charlotte', 'Clayton', 'Climax', 'Como', 'Concord', 'Conover', 'Cullowhee', 'Durham', 'Eden', 'Elk', 'Elkin', 'Elon', 'Elroy', 'Fayetteville', 'Fort Bragg', 'Franklin', 'Fuquay Varina', 'Gastonia', 'Gilkey', 'Graham', 'Greensboro', 'Greenville', 'Hatteras', 'Havelock', 'Hendersonville', 'Hertford', 'Hickory', 'High Point', 'Highlands', 'Hillsborough', 'Huntersville', 'Jacksonville', 'Jamestown', 'Kannapolis', 'Kernersville', 'King', 'Kinston', 'Lexington', 'Linden', 'Lumberton', 'Marion', 'Mars Hill', 'Marshall', 'Matthews', 'Mebane', 'Mint Hill', 'Mocksville', 'Monroe', 'Mooresville', 'Morganton', 'Morrisville', 'New Bern', 'New Hope', 'Newton', 'Old Fort', 'Oxford', 'Pilot Mountain', 'Pittsboro', 'Pleasant Garden', 'Raleigh', 'Richlands', 'Rocky Mt', 'Rutherfordton', 'Salisbury', 'Saluda', 'Sanford', 'Saxapahaw', 'Seagrove', 'Shelby', 'Siler City', 'Southern Pines', 'Southern Shores', 'Southport', 'Statesville', 'Sylva', 'Thomasville', 'Topsail', 'Triangle', 'West End', 'Westfield', 'Whitsett', 'Wilkesboro', 'Wilmington', 'Winston Salem', 'Zirconia'))179 state=27180if state=="ND": 181 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Bismarck', 'Fargo', 'Grand Forks', 'Hettinger', 'Kensal', 'Minot', 'Neche', 'New Leipzig', 'New Town', 'Williston'))182 state=28183if state=="NE": 184 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Bayard', 'Blue Hill', 'Bruning', 'Clarkson', 'Cozad', 'Elkhorn', 'Gering', 'Grand Island', 'Kearney', 'Kenesaw', 'Lincoln', 'Minden', 'North Platte', 'Omaha', 'Palmyra', 'Santee', 'Scottsbluff', 'Sidney', 'Sutton', 'York'))185 state=29186if state=="NH": 187 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Alstead', 'Amherst', 'Antrim', 'Barrington', 'Bedford', 'Bethlehem', 'Claremont', 'Concord', 'Derry', 'Dover', 'Durham', 'East Wakefield', 'Effingham', 'Exeter', 'Farmington', 'Fitzwilliam', 'Gilmanton Iw', 'Hampstead', 'Hampton', 'Hanover', 'Henniker', 'Hinsdale', 'Hollis', 'Keene', 'Lancaster', 'Londonderry', 'Lyme', 'Manchester', 'Meredith', 'Merrimack', 'Nashua', 'New Hampton', 'New London', 'Newmarket', 'Northwood', 'Peterborough', 'Plymouth', 'Portsmouth', 'Raymond', 'Rochester', 'Rollinsford', 'Salem', 'Somersworth', 'Sutton', 'Thornton', 'Tilton', 'Warren', 'Weare', 'Winchester'))188 state=30189if state=="NJ": 190 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Absecon', 'Allentown', 'Andover', 'Asbury Park', 'Atlantic City', 'Avenel', 'Barnegat', 'Barrington', 'Bayonne', 'Beach Haven West', 'Belleville', 'Belmar', 'Bergenfield', 'Berkeley', 'Bloomfield', 'Bogota', 'Boonton', 'Bordentown', 'Branchburg', 'Brick', 'Brick Township', 'Bridgewater', 'Bridgewater Township', 'Burlington', 'Butler', 'Byram', 'Caldwell', 'Camden', 'Cape May', 'Carteret', 'Chatsworth', 'Cherry Hill', 'Clarksboro', 'Clifton', 'Clinton', 'Collingswood', 'Colonia', 'Cranbury', 'Cranford', 'Cresskill', 'Delran', 'Denville', 'Dumont', 'East Brunswick', 'East Hanover', 'East Orange', 'Eastampton', 'Edison', 'Egg Harbor Township', 'Elizabeth', 'Emerson', 'Englewood', 'Englewood Cliffs', 'Ewing', 'Fair Lawn', 'Fanwood', 'Farmingdale', 'Flanders', 'Flemington', 'Florham Park', 'Fort Dix', 'Fort Lee', 'Franklin Lakes', 'Franklin Park', 'Freehold', 'Frenchtown', 'Glassboro', 'Gloucester City', 'Green Brook', 'Hackensack', 'Hackettstown', 'Haddon Heights', 'Haddonfield', 'Haledon', 'Hamburg', 'Hamilton', 'Hamilton Township', 'Hammonton', 'Hardyston', 'Harrison', 'Hawthorne', 'Hewitt', 'Highland Park', 'Hightstown', 'Hillsdale', 'Hillside', 'Hoboken', 'Holmdel Township', 'Hopatcong', 'Jackson', 'Jersey City', 'Kearny', 'Keyport', 'Kinnelon', 'Lake Hopatcong', 'Laurence Harbor', 'Layton', 'Leonia', 'Linden', 'Lindenwold', 'Little Egg Harbor', 'Long Branch', 'Loveladies', 'Madison', 'Mahwah', 'Manahawkin', 'Manalapan', 'Manasquan', 'Maplewood', 'Marlboro', 'Marlton', 'Matawan', 'Mays Landing', 'Maywood', 'Mendham', 'Mendham Township', 'Metuchen', 'Middlesex', 'Middletown', 'Millville', 'Monroe Township', 'Montclair', 'Montville', 'Moorestown', 'Morristown', 'Mt Holly', 'Mullica Hill', 'National Park', 'Neptune City', 'Netcong', 'New Brunswick', 'New Providence', 'Newark', 'Newfield', 'Newton', 'North Bergen', 'North Brunswick Township', 'North Hanover', 'North Wildwood', 'Northfield', 'Norwood', 'Nutley', 'Oakhurst', 'Oakland', 'Oaklyn', 'Ocean Grove', 'Old Bridge', 'Paramus', 'Parsippany', 'Paterson', 'Paulsboro', 'Pennington', 'Pennsauken', 'Phillipsburg', 'Piscataway', 'Plainfield', 'Plainsboro', 'Point Pleasant', 'Point Pleasant Beach', 'Port Norris', 'Princeton', 'Rahway', 'Randolph', 'Red Bank', 'Ridgewood', 'Ringwood', 'River Vale', 'Robbinsville', 'Rockaway', 'Rumson', 'Rutherford', 'Sayreville', 'Scotch Plains', 'Secaucus', 'Sewaren', 'Ship Bottom', 'Short Hills', 'Sicklerville', 'Somers Point', 'Somerset', 'South Bound Brook', 'South Orange', 'Sparta', 'Spotswood', 'Spring Lake', 'Springfield', 'Stratford', 'Succasunna', 'Summit', 'Sussex', 'Teaneck', 'Tenafly', 'Tewksbury', 'Toms River', 'Totowa', 'Trenton', 'Union', 'Union City', 'Upper Freehold', 'Upper Pittsgrove', 'Ventnor City', 'Vernon', 'Vineland', 'Wall Township', 'Washington', 'Wayne', 'Weehawken', 'West Deptford Township', 'West Long Branch', 'West Orange', 'Westwood', 'Whitehouse Station', 'Wildwood', 'Willingboro', 'Winslow', 'Woodbury', 'Woodbury Heights'))191 state=31192if state=="NM": 193 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Albuquerque', 'Alcalde', 'Artesia', 'Aztec', 'Cerrillos', 'Clovis', 'Cochiti Lake', 'Desert', 'El Morro', 'Espanola', 'Farmington', 'Galisteo', 'Gallup', 'La Luz', 'Las Cruces', 'Las Vegas', 'Los Alamos', 'Luna', 'Madrid', 'Mora', 'Paguate', 'Portales', 'Questa', 'Rio Rancho', 'Roswell', 'Ruidoso', 'Santa Fe', 'Shiprock', 'Socorro', 'Taos', 'Tijeras', 'Truth Or Consequences'))194 state=32195if state=="NV": 196 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Battle Mountain', 'Boulder City', 'Carson City', 'Dayton', 'Fallon', 'Gardnerville', 'Gerlach Empire', 'Henderson', 'Imlay', 'Las Vegas', 'Minden', 'North Las Vegas', 'Reno', 'Sparks', 'Stateline', 'Tonopah'))197 state=33198if state=="NY": 199 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Adirondack', 'Albany', 'Albion', 'Alexandria Bay', 'Alfred', 'Angola', 'Annandale On Hudson', 'Astoria', 'Auburn', 'Averill Park', 'Avon', 'Babylon', 'Baldwinsville', 'Ballston Spa', 'Barrytown', 'Bay Shore', 'Bayport', 'Beacon', 'Bedford Stuyvesant', 'Bellmore', 'Bethpage', 'Binghamton', 'Bohemia', 'Brentwood', 'Brewster', 'Bridgehampton', 'Bronx', 'Bronxville', 'Brooklyn', 'Buffalo', 'Bushwick', 'Canaan', 'Canandaigua', 'Candor', 'Canton', 'Catskill', 'Cazenovia', 'Centerport', 'Chappaqua', 'Chatham', 'Cherry Valley', 'Chittenango', 'Clinton Corners', 'Cold Brook', 'Cold Spring', 'Colonie', 'Coney Island', 'Corning', 'Cornwall', 'Cortlandt Manor', 'Cragsmoor', 'Croton On Hudson', 'Crown Heights', 'Cutchogue', 'Delancey', 'Delhi', 'Dix Hills', 'Durham', 'East Aurora', 'East Greenbush', 'East Hampton', 'East Harlem', 'East Meadow', 'East Northport', 'East Village', 'Ellenville', 'Elmhurst', 'Endicott', 'Esopus', 'Far Rockaway', 'Farmingdale', 'Ferndale', 'Fishkill', 'Florida', 'Flushing', 'Forest Hills', 'Franklin Square', 'Fredonia', 'Freeport', 'Geneseo', 'Geneva', 'Ghent', 'Gilgo Oak Beach Captree', 'Glen Cove', 'Glens Falls', 'Goldens Bridge', 'Goshen', 'Grand Island', 'Great Neck', 'Greenlawn', 'Greenpoint', 'Greenport', 'Greenwich', 'Greenwood Lake', 'Hamilton', 'Hammondsport', 'Hancock', 'Harlem', 'Hastings On Hudson', 'Haverstraw', 'Hawthorne', 'Hector', 'Hempstead', 'Herkimer', 'Hicksville', 'High Falls', 'Highland', 'Highland Mills', 'Hoboken', 'Holland', 'Holtsville', 'Honeoye Falls', 'Hopewell Junction', 'Horseheads', 'Hudson', 'Hunter', 'Huntington', 'Huntington Station', 'Hyde Park', 'Ilion', 'Inlet', 'Islip', 'Ithaca', 'Jay', 'Jersey City', 'Kinderhook', 'Kingston', 'Kirkville', 'Lake George', 'Lake Placid', 'Levittown', 'Lewiston', 'Lindenhurst', 'Liverpool', 'Long Beach', 'Long Island', 'Long Island City', 'Lower East Side', 'Lynbrook', 'Macedon', 'Mahopac', 'Mamaroneck', 'Manhattan', 'Marbletown', 'Marcellus', 'Margaretville', 'Marion', 'Massapequa', 'Mastic', 'Mastic Beach', 'Middletown', 'Millerton', 'Mohawk', 'Monroe', 'Monsey', 'Montauk', 'Montgomery', 'Montrose', 'Mount Vernon', 'Mt Vernon', 'Munnsville', 'Nanuet', 'New', 'New City', 'New Paltz', 'New Rochelle', 'New York', 'Newburgh', 'Niagara Falls', 'Niskayuna', 'North Creek', 'Northport', 'Nyack', 'Oneonta', 'Ossining', 'Oswego', 'Oyster Bay', 'Palenville', 'Parish', 'Park Slope', 'Patchogue', 'Pearl River', 'Peekskill', 'Philadelphia', 'Piermont', 'Pine Plains', 'Plattsburgh', 'Pleasant Valley', 'Pleasantville', 'Port Chester', 'Port Ewen', 'Port Jefferson', 'Potsdam', 'Poughkeepsie', 'Pound Ridge', 'Purchase', 'Queens', 'Queensbury', 'Red Hook', 'Redwood', 'Ridge', 'Ridgewood', 'Rochester', 'Rockland', 'Rockville Centre', 'Rocky Point', 'Rome', 'Ronkonkoma', 'Rosendale', 'Rotterdam', 'Sag Harbor', 'Saint James', 'Salamanca', 'Salem', 'Saranac Lake', 'Saratoga Springs', 'Saugerties', 'Sayville', 'Scarsdale', 'Schenectady', 'Scotia', 'Seaford', 'Shandaken', 'Shelter Island', 'Sidney', 'Smithtown', 'Soho', 'Somers', 'South Salem', 'Southampton', 'Southold', 'Spring Valley', 'Staten Island', 'Stillwater', 'Stone Ridge', 'Stony Brook', 'Stony Point', 'Suffern', 'Sunnyside', 'Sylvan Beach', 'Syracuse', 'Tarrytown', 'Thurston', 'Tivoli', 'Tomkins Cove', 'Troy', 'Truxton', 'Tuckahoe', 'Ulysses', 'Utica', 'Valley Cottage', 'Vestal', 'Wainscott', 'Walden', 'Walworth', 'Wappingers Falls', 'Warsaw', 'Warwick', 'Washington Heights', 'Washingtonville', 'Wassaic', 'Watertown', 'Watkins Glen', 'Wawayanda', 'Wayland', 'West Babylon', 'West Fulton', 'West Hempstead', 'Westhampton Beach', 'Westport', 'White Plains', 'Williamsburg', 'Willsboro', 'Windsor', 'Woodmere', 'Woodstock', 'Wynantskill', 'Yonkers', 'Yorktown Heights'))200 state=34201if state=="OH": 202 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Akron', 'Ashland', 'Ashtabula', 'Athens', 'Bainbridge', 'Batavia', 'Bellefontaine', 'Bellville', 'Bluffton', 'Bowling Green', 'Brookville', 'Butler Township', 'Cadiz', 'Canal Fulton', 'Canal Winchester', 'Canton', 'Cardington', 'Cedarville', 'Centerville', 'Chagrin Falls', 'Chesterhill', 'Cincinnati', 'Clayton', 'Cleveland', 'Cleveland Heights', 'Columbus', 'Concord', 'Conneaut', 'Continental', 'Cuyahoga Falls', 'Dalton', 'Dayton', 'Defiance', 'Delaware', 'Eastlake', 'Edon', 'Elmore', 'Elyria', 'Euclid', 'Fairborn', 'Findlay', 'Gallipolis', 'Granville', 'Green', 'Hamilton', 'Hebron', 'Hilliard', 'Holgate', 'Huber Heights', 'Hudson', 'Kent', 'Kettering', 'Lakewood', 'Lebanon', 'Lorain', 'Madeira', 'Maineville', 'Mansfield', 'Mantua', 'Marietta', 'Marion', 'Martins Ferry', 'Mason', 'Massillon', 'Mentor', 'Middlefield', 'Middleport', 'Middletown', 'Monroe', 'Moraine', 'Mt Gilead', 'Napoleon', 'New Concord', 'New Lexington', 'New Philadelphia', 'Newark', 'North Canton', 'North Lewisburg', 'North Royalton', 'Northwood', 'Norwood', 'Oberlin', 'Ohio City', 'Oregon', 'Orrville', 'Oxford', 'Parma', 'Port Clinton', 'Quaker City', 'Richfield', 'Richwood', 'Rutland', 'Sandusky', 'Seville', 'Shaker Heights', 'Sidney', 'South Amherst', 'Springfield', 'Stow', 'Thompson', 'Toledo', 'Toronto', 'Troy', 'Urbana', 'Wadsworth', 'Warren', 'Washington Court House', 'Waynesburg', 'Wellsville', 'West Chester', 'Westerville', 'Whitehouse', 'Wilmington', 'Wooster', 'Yellow Springs', 'Youngstown', 'Zanesville'))203 state=35204if state=="OK": 205 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Ada', 'Bartlesville', 'Bristow', 'Broken Arrow', 'Durant', 'Edmond', 'El Reno', 'Fort Sill', 'Guymon', 'Lawton', 'Lindsay', 'Mannford', 'Midwest City', 'Muskogee', 'Mustang', 'Mutual', 'Noble', 'Norman', 'Oklahoma City', 'Sallisaw', 'Seminole', 'Shawnee', 'Stillwater', 'Stroud', 'Sulphur', 'Tahlequah', 'Tulsa', 'Wagoner', 'Weatherford'))206 state=36207if state=="OR": 208 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Albany', 'Amity', 'Ashland', 'Astoria', 'Bandon', 'Banks', 'Beaverton', 'Bend', 'Brownsville', 'Canby', 'Central Point', 'Coos Bay', 'Corvallis', 'Cottage Grove', 'Crescent Lake', 'Damascus', 'Elkton', 'Enterprise', 'Eugene', 'Forest Grove', 'Gold Beach', 'Grants Pass', 'Gresham', 'Hermiston', 'Hillsboro', 'Hood River', 'Jacksonville', 'Klamath Falls', 'La Grande', 'Lake Oswego', 'Lebanon', 'Mc Minnville', 'Medford', 'Milwaukie', 'Molalla', 'Myrtle Creek', 'Neskowin', 'Newberg', 'Newport', 'North Bend', 'Northwest Josephine', 'Nyssa', 'Oregon City', 'Otis', 'Pacific City', 'Phoenix', 'Port Orford', 'Portland', 'Reedsport', 'Roseburg', 'Salem', 'Sandy', 'Seaside', 'Sherwood', 'Silverton', 'Sisters', 'Springfield', 'Talent', 'The Dalles', 'Tigard', 'Tillamook', 'Tualatin', 'Union', 'Warren', 'Williams', 'Wilsonville', 'Woodburn', 'Yachats'))209 state=37210if state=="PA": 211 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Allentown', 'Altoona', 'Ambler', 'Amity', 'Ardmore', 'Bally', 'Beaver Falls', 'Bensalem', 'Bethlehem', 'Blooming Grove', 'Bloomsburg', 'Boalsburg', 'Boiling Springs', 'Braddock', 'Bradford', 'Bryn Mawr', 'Butler', 'Camp Hill', 'Carbondale', 'Carlisle', 'Carmichaels', 'Centralia', 'Chadds Ford', 'Chalfont', 'Chambersburg', 'Cheltenham', 'Chester Springs', 'Cheswick', 'Clarion', 'Coatesville', 'Collegeville', 'Coudersport', 'Danville', 'Delaware Water Gap', 'Dillsburg', 'Dormont', 'Downingtown', 'Doylestown', 'Dunmore', 'East Stroudsburg', 'Easton', 'Edinboro', 'Elizabethtown', 'Elverson', 'Erie', 'Etters', 'Everett', 'Exton', 'Factoryville', 'Fleetwood', 'Germany', 'Gettysburg', 'Glen Rock', 'Glenolden', 'Glenside', 'Greencastle', 'Greensburg', 'Grove City', 'Halifax', 'Hamburg', 'Hamilton', 'Harleysville', 'Harrisburg', 'Hatboro', 'Hawley', 'Hazleton', 'Hellam', 'Hermitage', 'Hershey', 'Hookstown', 'Howard', 'Hummelstown', 'Indiana', 'Ivyland', 'Jim Thorpe', 'Johnstown', 'Kane', 'King Of Prussia', 'Kutztown', 'Lake City', 'Lancaster', 'Landenberg', 'Langhorne', 'Lansdale', 'Latrobe', 'Lebanon', 'Lewisburg', 'Lewistown', 'Ligonier', 'Lumberville', 'Luzerne', 'Macungie', 'Maple Glen', 'Mars', 'Marysville', 'Mc Keesport', 'Meadville', 'Mechanicsburg', 'Media', 'Middletown', 'Mt Joy', 'Muncy', 'Nanticoke', 'New Castle', 'New Cumberland', 'New Hope', 'New Oxford', 'New Wilmington', 'Newport', 'Newtown', 'Newtown Square', 'North Versailles', 'Northampton', 'Oliver', 'Oxford', 'Pen Argyl', 'Penndel', 'Perkasie', 'Philadelphia', 'Phoenixville', 'Pittsburgh', 'Pittston', 'Plainfield', 'Pocono', 'Pottsville', 'Quakertown', 'Reading', 'Riegelsville', 'Rockledge', 'Roseto', 'Royersford', 'Saltsburg', 'Schwenksville', 'Scranton', 'Shade Gap', 'Shenandoah', 'Shippensburg', 'Slippery Rock', 'South Woodbury', 'Southampton', 'State College', 'Stewartstown', 'Stillwater', 'Stroudsburg', 'Turtle Creek', 'Vanderbilt', 'Waynesboro', 'Wernersville', 'West Chester', 'West Grove', 'Wilkes Barre', 'Williamsport', 'Willow Grove', 'Yardley', 'York'))212 state=38213if state=="RI": 214 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Barrington', 'Bristol', 'Cranston', 'Cumberland', 'East Greenwich', 'East Providence', 'Exeter', 'Foster', 'Johnston', 'Kingston', 'Lincoln', 'Narragansett', 'Newport', 'North Kingstown', 'North Providence', 'North Smithfield', 'Pawtucket', 'Providence', 'Rumford', 'Scituate', 'Smithfield', 'South Kingstown', 'Wakefield Peacedale', 'Warwick', 'West Warwick', 'Woonsocket'))215 state=39216if state=="SC": 217 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Aiken', 'Anderson', 'Back Swamp', 'Beaufort', 'Belton', 'Bluffton', 'Boiling Springs', 'Camden', 'Charleston', 'Cheraw', 'Cleland Crossroads', 'Clemson', 'Columbia', 'Conway', 'Dalzell', 'Dorchester', 'Easley', 'Edgefield', 'Florence', 'Folly Beach', 'Fort Mill', 'Gaston', 'Greenville', 'Greenwood', 'Hilton Head Island', 'Lake City', 'Lancaster', 'Lexington', 'Little River', 'Manning', 'Moncks Corner', 'Mount Pleasant', 'Myrtle Beach', 'Newberry', 'North', 'North Augusta', 'North Charleston', 'North Myrtle Beach', 'Orangeburg', 'Pickens', 'Ridge Spring', 'Rock Hill', 'Seneca', 'Simpsonville', 'Spartanburg', 'Summerville', 'Sumter', 'Travelers Rest', 'Walhalla', 'Wellford', 'West Columbia'))218 state=40219if state=="SD": 220 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Aberdeen', 'Beresford', 'Brandon', 'Brookings', 'Bullhead', 'Custer', 'Eagle Butte', 'Faulkton', 'Gayville', 'Harrisburg', 'Hill City', 'Hot Springs', 'Interior', 'Lead', 'Lower Brule', 'Madison', 'Mission', 'Mitchell', 'Oneota', 'Pierre', 'Pine Ridge', 'Rapid City', 'Sioux Falls', 'Southwest Meade', 'West Shannon', 'Yankton'))221 state=41222if state=="TN": 223 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Bell Buckle', 'Bethel Springs', 'Blaine', 'Bluff City', 'Bristol', 'Chattanooga', 'Clarksville', 'Cleveland', 'Clinton', 'Collegedale', 'Columbia', 'Cookeville', 'Covington', 'Dayton', 'Dover', 'East Nashville', 'Elizabethton', 'Erwin', 'Fairview', 'Franklin', 'Gatlinburg', 'Greenbrier', 'Greeneville', 'Hendersonville', 'Jackson', 'Jefferson City', 'Johnson City', 'Jonesborough', 'Kingsport', 'Knoxville', 'Lexington', 'Manchester', 'Martin', 'Maryville', 'Memphis', 'Morristown', 'Mt Juliet', 'Murfreesboro', 'Nashville', 'Nashville Davidson (Balance)', 'Newport', 'Oak Ridge', 'Pigeon Forge', 'Portland', 'Selmer', 'Smyrna', 'Springfield', 'Summertown', 'Wartburg', 'Westmoreland', 'White House'))224 state=42225if state=="TX": 226 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Abilene', 'Ackerly', 'Addison', 'Allen', 'Amarillo', 'Arlington', 'Austin', 'Avery', 'Bandera', 'Beaumont', 'Beckville', 'Bedford', 'Bellaire', 'Blanco', 'Boerne', 'Brownsville', 'Bryan', 'Buda', 'Buna', 'Burleson', 'Cameron', 'Canyon', 'Canyon Lake', 'Carrollton', 'Cedar Park', 'Central', 'Channing', 'Childress', 'China Grove', 'Christoval', 'Coldspring', 'College Station', 'Comfort', 'Corinth', 'Corpus Christi', 'Corsicana', 'Cross Plains', 'Crystal City', 'Dallas', 'Decatur', 'Del Rio', 'Dell City', 'Denison', 'Denton', 'Dickinson', 'Dublin', 'Earth', 'East', 'Edinburg', 'El Paso', 'Euless', 'Fairfield', 'Ferris', 'Floresville', 'Flower Mound', 'Forney', 'Fort Bliss', 'Fort Worth', 'Friona', 'Frisco', 'Fulshear', 'Gainesville', 'Galveston', 'Garland', 'Georgetown', 'Grand Prairie', 'Grapevine', 'Greenville', 'Gun Barrel City', 'Hallettsville', 'Harlingen San Benito', 'Henderson', 'High Island', 'Houston', 'Huntsville', 'Hurst', 'Irving', 'Italy', 'Katy', 'Kilgore', 'Killeen', 'Kingsbury', 'Kyle', 'Lago Vista', 'Lake Jackson', 'Laredo', 'League City', 'Leander', 'Lewisville', 'Llano', 'Longview', 'Lubbock', 'Lufkin', 'Marfa', 'Marlin', 'Mc Allen', 'Mc Kinney', 'Melissa', 'Meridian', 'Mesquite', 'Midland', 'Mission', 'Nacogdoches', 'Nederland', 'New Braunfels', 'Odessa', 'Palestine', 'Panhandle', 'Paris', 'Pearland', 'Pecos', 'Pilot Point', 'Plano', 'Ponder', 'Port Arthur', 'Quitman', 'Rockport', 'Round Rock', 'Rowlett', 'Sachse', 'Samnorwood', 'San Angelo', 'San Antonio', 'San Marcos', 'Seabrook', 'Shenandoah', 'Sierra Blanca', 'Smithville', 'Southwest', 'Spring', 'Springtown', 'Sugar Land', 'Sulphur Springs', 'Temple', 'Terlingua', 'Texarkana', 'The Colony', 'The Woodlands', 'Tomball', 'Tyler', 'University Park', 'Van Alstyne', 'Waco', 'Waller', 'Waxahachie', 'Weatherford', 'West', 'Weston', 'Wills Point', 'Wimberley'))227 state=43228if state=="UT": 229 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'American Fork', 'Blanding', 'Bountiful', 'Brigham City', 'Cedar City', 'Cedar Hills', 'Centerville', 'Draper', 'Eagle Mountain', 'Ephraim', 'Green River', 'Heber', 'Honeyville', 'Hurricane', 'Kanab', 'Kaysville', 'Layton', 'Lehi', 'Logan', 'Mapleton', 'Midway', 'Moab', 'Ogden', 'Orem', 'Park City', 'Payson', 'Pleasant Grove', 'Pleasant View', 'Providence', 'Provo', 'Riverton', 'Salem', 'Salt Lake City', 'Sandy', 'Saratoga Springs', 'Smithfield', 'South Jordan', 'Spanish Fork', 'Springville', 'St George', 'Syracuse', 'Tooele', 'West Jordan'))230 state=44231if state=="VA": 232 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Alexandria', 'Amherst', 'Annandale', 'Ararat', 'Arlington', 'Arrington', 'Ashburn', 'Beaverdam', 'Berryville', 'Big Stone Gap', 'Blacksburg', 'Blue Ridge', 'Bridgewater', 'Bristol', 'Bristow', 'Buckingham', 'Charlottesville', 'Chesapeake', 'Chesterfield', 'Colonial Beach', 'Culpeper', 'Dahlgren', 'Danville', 'Dublin', 'Emporia', 'Fairfax', 'Falls Church', 'Farmville', 'Floyd', 'Forest', 'Fork Union', 'Fredericksburg', 'Front Royal', 'Gainesville', 'Glen Allen', 'Gloucester', 'Hampton', 'Harrisonburg', 'Herndon', 'Ivanhoe', 'Leesburg', 'Lorton', 'Luray', 'Lynchburg', 'Manassas', 'Marion', 'Martinsville', 'Mechanicsville', 'Midlothian', 'Mineral', 'Montpelier', 'Newport News', 'Norfolk', 'North Springfield', 'Northern', 'Oakton', 'Parksley', 'Peaks', 'Portsmouth', 'Powhatan', 'Pulaski', 'Purcellville', 'Quantico', 'Radford', 'Red Oak', 'Richmond', 'Roanoke', 'South Boston', 'South Hill', 'Springfield', 'Stafford', 'Staunton', 'Sterling', 'Suffolk', 'Taylorstown', 'Tazewell', 'Verona', 'Vienna', 'Virgilina', 'Virginia Beach', 'Wakefield', 'Washington', 'Waynesboro', 'Williamsburg', 'Winchester', 'Wise', 'Woodbridge', 'Woodstock', 'Yorktown'))233 state=45234if state=="VT": 235 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Barnard', 'Barre', 'Barton', 'Bellows Falls', 'Bennington', 'Brandon', 'Brattleboro', 'Bristol', 'Brookfield', 'Brookline', 'Burlington', 'Calais', 'Castleton', 'Chittenden', 'Elmore', 'Enosburg Falls', 'Essex Junction', 'Fairlee', 'Franklin', 'Hardwick', 'Hinesburg', 'Hyde Park', 'Johnson', 'Lincoln', 'Ludlow', 'Manchester', 'Middlebury', 'Milton', 'Montpelier', 'Morrisville', 'Newbury', 'Newfane', 'Norwich', 'Poultney', 'Putney', 'Randolph', 'Richmond', 'Roxbury', 'Rutland', 'Sharon', 'Sheffield', 'Shelburne', 'Shoreham', 'St Johnsbury', 'Starksboro', 'Stockbridge', 'Stowe', 'Sunderland', 'Taftsville', 'Tinmouth', 'Townshend', 'Tunbridge', 'Vergennes', 'Waitsfield', 'Wells', 'West Dover', 'West Topsham', 'Westminster', 'White River Junction', 'Williston', 'Windsor', 'Woodstock'))236 state=46237if state=="WA": 238 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Aberdeen', 'Anacortes', 'Arlington', 'Auburn', 'Bainbridge Island', 'Bellevue', 'Bellingham', 'Birch Bay', 'Blaine', 'Bonney Lake', 'Bothell', 'Bremerton', 'Buckley', 'Burbank', 'Burien', 'Camano Island', 'Camas', 'Carlton', 'Centralia', 'Chehalis', 'Cheney', 'Clinton', 'Colfax', 'Coupeville', 'Desert Aire', 'Duvall', 'Edmonds', 'Ellensburg', 'Enumclaw', 'Everett', 'Forks', 'Fort Lewis', 'Frederickson', 'Freeland', 'Friday Harbor', 'George', 'Gig Harbor', 'Hoquiam', 'Indianola', 'Issaquah', 'Kelso', 'Kenmore', 'Kennewick', 'Kent', 'Kettle Falls', 'Kingston', 'Kirkland', 'Lacey', 'Leavenworth', 'Longview', 'Lopez Island', 'Lynden', 'Lynnwood', 'Mabton', 'Marysville', 'Mercer Island', 'Mill Creek', 'Monroe', 'Montesano', 'Moses Lake', 'Mountlake Terrace', 'Mt Vernon', 'Neah Bay', 'Oak Harbor', 'Olalla', 'Olympia', 'Orcas', 'Pasco', 'Port Angeles', 'Port Orchard', 'Port Townsend', 'Poulsbo', 'Pullman', 'Puyallup', 'Quilcene', 'Redmond', 'Renton', 'Richland', 'Ridgefield', 'Roslyn', 'Sammamish', 'Seattle', 'Sequim', 'Shelton', 'Shoreline', 'Snohomish', 'Spokane', 'Spokane Valley', 'Sprague', 'Stanwood', 'Stehekin', 'Steilacoom', 'Sultan', 'Sumner', 'Suquamish', 'Tacoma', 'Tieton', 'Twisp', 'Vancouver', 'Vashon', 'Walla Walla', 'Wenatchee', 'White Salmon', 'White Swan', 'Wilbur', 'Woodland', 'Yakima', 'Yelm'))239 state=47240if state=="WI": 241 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Amery', 'Appleton', 'Baraboo', 'Bayfield', 'Beaver Dam', 'Beloit', 'Brodhead', 'Brown Deer', 'Chippewa Falls', 'Clayton', 'De Forest', 'De Pere', 'Delavan', 'Dodgeville', 'Eau Claire', 'Edgerton', 'Elm Grove', 'Fish Creek', 'Fremont', 'Green Bay', 'Hartford', 'Hubertus', 'Jacksonport', 'Kaukauna', 'Kenosha', 'La Pointe', 'Lake Geneva', 'Madison', 'Manitowoc', 'Mazomanie', 'Menasha', 'Menomonie', 'Mequon', 'Merrill', 'Milwaukee', 'Mukwonago', 'Neenah', 'Nelson', 'New Richmond', 'Oak Creek', 'Oconomowoc', 'Oregon', 'Osceola', 'Oshkosh', 'Oulu', 'Pepin', 'Plymouth', 'Racine', 'Randolph', 'Rhinelander', 'Rice Lake', 'River Falls', 'Sauk City', 'Saukville', 'Sharon', 'Sheboygan Falls', 'Shell Lake', 'Sparta', 'Steuben', 'Stevens Point', 'Sturgeon Bay', 'Sun Prairie', 'Superior', 'Tomah', 'Union Grove', 'Viroqua', 'Washburn', 'Washington Island', 'Waukesha', 'Waunakee', 'Wausau', 'Wauwatosa', 'West Bend', 'Westby', 'Whitewater', 'Wisconsin Dells'))242 state=48243if state=="WV": 244 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Athens', 'Barboursville', 'Beaver', 'Buckhannon', 'Cass', 'Charleston', 'Clarksburg', 'Elkins', 'Fairmont', 'Falling Waters', 'Granville', 'Harpers Ferry', 'Hillsboro', 'Huntington', 'Hurricane', 'Inwood', 'Jane Lew', 'Jolo', 'Lewisburg', 'Madison', 'Martinsburg', 'Meadow Bridge', 'Morgantown', 'Northern', 'Parkersburg', 'Ripley', 'Southern', 'Spencer', 'St Albans', 'Wheeling'))245 state=49246if state=="WY": 247 city = st.sidebar.selectbox( 'Select the city for your project?', ('Select City', 'Buffalo', 'Casper', 'Cheyenne', 'Cody', 'Dubois', 'Gillette', 'Jackson', 'Laramie', 'Midwest', 'Newcastle', 'Powder River'))248 state=50249goal = st.sidebar.text_input("Enter goal for the project? (without commas)", 0)250updates = st.sidebar.text_input("Enter total number of updates for the project?", 0)251duration = st.sidebar.text_input("Enter duration of the project? (in days)", 0)252level = st.sidebar.text_input("Enter Number of Levels? (Max 15):", 0)253Name = st.sidebar.text_input("Enter your Full Name:")254email = st.sidebar.text_input("Enter your Email ID")255if sub_cat=="Animation": sub_cat=0256if sub_cat=="Art": sub_cat=1257if sub_cat=="Art Book": sub_cat=2258if sub_cat=="Board & Card Games": sub_cat=3259if sub_cat=="Board &amp; Card Games": sub_cat=4260if sub_cat=="Children's Book": sub_cat=5261if sub_cat=="Classical Music": sub_cat=6262if sub_cat=="Comics": sub_cat=7263if sub_cat=="Conceptual Art": sub_cat=8264if sub_cat=="Country & Folk": sub_cat=9265if sub_cat=="Country &amp; Folk": sub_cat=10266if sub_cat=="Crafts": sub_cat=11267if sub_cat=="Dance": sub_cat=12268if sub_cat=="Design": sub_cat=13269if sub_cat=="Digital Art": sub_cat=14270if sub_cat=="Documentary": sub_cat=15271if sub_cat=="Electronic Music": sub_cat=16272if sub_cat=="Fashion": sub_cat=17273if sub_cat=="Fiction": sub_cat=18274if sub_cat=="Film &amp; Video": sub_cat=19275if sub_cat=="Food": sub_cat=20276if sub_cat=="Games": sub_cat=21277if sub_cat=="Graphic Design": sub_cat=22278if sub_cat=="Hip-Hop": sub_cat=23279if sub_cat=="Illustration": sub_cat=24280if sub_cat=="Indie Rock": sub_cat=25281if sub_cat=="Jazz": sub_cat=26282if sub_cat=="Journalism": sub_cat=27283if sub_cat=="Mixed Media": sub_cat=28284if sub_cat=="Music": sub_cat=29285if sub_cat=="Narrative Film": sub_cat=30286if sub_cat=="Nonfiction": sub_cat=31287if sub_cat=="Open Hardware": sub_cat=32288if sub_cat=="Open Software": sub_cat=33289if sub_cat=="Painting": sub_cat=34290if sub_cat=="Performance Art": sub_cat=35291if sub_cat=="Periodical": sub_cat=36292if sub_cat=="Photography": sub_cat=37293if sub_cat=="Poetry": sub_cat=38294if sub_cat=="Pop": sub_cat=39295if sub_cat=="Product Design": sub_cat=40296if sub_cat=="Public Art": sub_cat=41297if sub_cat=="Publishing": sub_cat=42298if sub_cat=="Rock": sub_cat=43299if sub_cat=="Sculpture": sub_cat=44300if sub_cat=="Short Film": sub_cat=45301if sub_cat=="Technology": sub_cat=46302if sub_cat=="Theater": sub_cat=47303if sub_cat=="Video Games": sub_cat=48304if sub_cat=="Webseries": sub_cat=49305if sub_cat=="World Music": sub_cat=50306if city=="1": city=0307if city=="Aberdeen": city=1308if city=="Abilene": city=2309if city=="Absecon": city=3310if city=="Ackerly": city=4311if city=="Ackworth": city=5312if city=="Acton": city=6313if city=="Acworth": city=7314if city=="Ada": city=8315if city=="Adams": city=9316if city=="Addison": city=10317if city=="Adelanto": city=11318if city=="Adelphi": city=12319if city=="Adirondack": city=13320if city=="Adrian": city=14321if city=="Agoura Hills": city=15322if city=="Aiea": city=16323if city=="Aiken": city=17324if city=="Aitkin": city=18325if city=="Akron": city=19326if city=="Alabaster": city=20327if city=="Alachua": city=21328if city=="Alameda": city=22329if city=="Alamosa": city=23330if city=="Albany": city=24331if city=="Albert City": city=25332if city=="Albertville": city=26333if city=="Albion": city=27334if city=="Albuquerque": city=28335if 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city=30683375if city=="Whitmore Lake": city=30693376if city=="Whitsett": city=30703377if city=="Whittier": city=30713378if city=="Wichita": city=30723379if city=="Wilbur": city=30733380if city=="Wildwood": city=30743381if city=="Wilkes Barre": city=30753382if city=="Wilkesboro": city=30763383if city=="Williams": city=30773384if city=="Williamsburg": city=30783385if city=="Williamsport": city=30793386if city=="Williamston": city=30803387if city=="Williamstown": city=30813388if city=="Williamsville": city=30823389if city=="Willingboro": city=30833390if city=="Williston": city=30843391if city=="Willow Grove": city=30853392if city=="Willow River": city=30863393if city=="Willow Springs": city=30873394if city=="Wills Point": city=30883395if city=="Willsboro": city=30893396if city=="Wilmington": city=30903397if city=="Wilmore": city=30913398if city=="Wilsonville": city=30923399if city=="Wilton": city=30933400if city=="Wimberley": city=30943401if city=="Winchester": city=30953402if city=="Windermere": city=30963403if city=="Windsor": city=30973404if city=="Windsor Heights": city=30983405if city=="Winona": city=30993406if city=="Winona Lake": city=31003407if city=="Winslow": city=31013408if city=="Winston Salem": city=31023409if city=="Winter Harbor": city=31033410if city=="Winter Haven": city=31043411if city=="Winter Park": city=31053412if city=="Winters": city=31063413if city=="Winton": city=31073414if city=="Wisconsin Dells": city=31083415if city=="Wise": city=31093416if city=="Wixom": city=31103417if city=="Wolcott": city=31113418if city=="Woodbridge": city=31123419if city=="Woodburn": city=31133420if city=="Woodbury": city=31143421if city=="Woodbury Heights": city=31153422if city=="Woodland": city=31163423if city=="Woodland Park": city=31173424if city=="Woodmere": city=31183425if city=="Woodstock": city=31193426if city=="Woonsocket": city=31203427if city=="Wooster": city=31213428if city=="Worcester": city=31223429if city=="Wrangell": city=31233430if city=="Wyandotte": city=31243431if city=="Wynantskill": city=31253432if city=="Wyoming": city=31263433if city=="Yachats": city=31273434if city=="Yakima": city=31283435if city=="Yankton": city=31293436if city=="Yardley": city=31303437if city=="Yarmouth": city=31313438if city=="Yazoo City": city=31323439if city=="Yellow Springs": city=31333440if city=="Yelm": city=31343441if city=="Yonkers": city=31353442if city=="Yorba Linda": city=31363443if city=="York": city=31373444if city=="Yorktown": city=31383445if city=="Yorktown Heights": city=31393446if city=="Yorkville": city=31403447if city=="Yosemite National Park": city=31413448if city=="Young": city=31423449if city=="Youngstown": city=31433450if city=="Ypsilanti": city=31443451if city=="Yuba City": city=31453452if city=="Yucaipa": city=31463453if city=="Yucca Valley": city=31473454if city=="Yuma": city=31483455if city=="Zanesville": city=31493456if city=="Zephyrhills": city=31503457if city=="Zirconia": city=31513458## Prediction:3459prediction = st.sidebar.button("Get Prediction")3460if prediction:3461 st.markdown("<h1 style='text-align: center; color: SteelBlue;'>KickStarter Prediction Results:</h1>", unsafe_allow_html=True)3462 if (int(cat) == False or int(sub_cat) ==False or int(city) ==False or int(state) ==False or float(goal) ==False or int(updates) ==False or int(level) ==False or int(duration) ==False):3463 st.markdown("<h2 style='text-align: center; color: red;'>Error: All Fields are Required</h2>", unsafe_allow_html=True)3464 else:3465 data = {'city': [int(city)], 'subcategory': [int(sub_cat)], 'state': [int(state)], 'goal': [float(goal)], 'levels': [int(level)], 'duration': [float(duration)], 'updates': [int(updates)]}3466 print(data)3467 y_pred = model_run(data)3468 if y_pred == 1:3469 st.markdown("<h2 style='text-align: center; color: green;'>Congratualtions!</h2>", unsafe_allow_html=True)3470 st.markdown("<p style='margin: 0px 0px 0px 0px;text-align: justify;'>Looks like the project you are about to start is going be classifed as successful project. This means that the project will get the required funding and backing based on the previous year's data. Go ahead and start a new project. All the best</p>", unsafe_allow_html=True)3471 elif y_pred == 0:3472 st.markdown("<h2 style='text-align: center; color: red;'>Oops!!</h2>", unsafe_allow_html=True)3473 st.markdown("<p style='margin: 0px 0px 0px 0px;text-align: justify;'>Looks like the project you are about to start is going be classifed as failed project. This means that, based on your current project details, you will not be getting the required funding and backing based on the previous year's data.</p>", unsafe_allow_html=True)3474 st.markdown("<p style='margin: 0px 0px 0px 0px;text-align: justify;'><br>Don't Worry, we have a recommendation for you. This recommendation can be useful to get your project suffient backing and funding</br></p>", unsafe_allow_html=True)3475 st.markdown("<h2 style='text-align: center; color: Green;'>Our Recommendation:</h2>", unsafe_allow_html=True)3476 data = {'city': int(city), 'subcategory': int(sub_cat), 'state': int(state), 'goal': float(goal), 'levels': int(level), 'duration': float(duration), 'updates': int(updates), 'category': int(cat)}3477 successful_project,failed_projects,avg_goal,avg_update,avg_duration,avg_level = project_recommendation(data)3478 total_projects = successful_project + failed_projects3479 open_statement = 'Previously, {} projects were posted based on your current selection of Category, Subcategory, State and City. Out of which {} projects were successfull and {} projects were failed.'.format(total_projects, successful_project, failed_projects)3480 statement1 = "Based on our recommendation engine's analysis, your goal should be between {} and {}". format(round(avg_goal*0.90,2), round(avg_goal*1.1,2))3481 statement2 = "Based on our recommendation engine's analysis, number of updates you provide during the projects should be between {} and {}". format(int(avg_update), int(avg_update*1.1)+1)3482 statement3 = "Based on our recommendation engine's analysis, duration of your project should be between {} and {}". format(int(avg_duration*90), int(avg_duration*1.1)+1)3483 statement4 = "Based on our recommendation engine's analysis, number of levels for your projects should be between {} and {}". format(int(avg_level*0.9), int(avg_level*1.1)+1)3484 # print(open_statement)3485 st.write(open_statement)3486 st.write(statement1)3487 st.write(statement2)3488 st.write(statement3)3489 st.write(statement4)3490 else:3491 st.markdown("<h2 style='text-align: center; color: orange;'>Warning</h2>", unsafe_allow_html=True)3492 st.markdown("<p style='margin: 0px 0px 0px 0px;text-align: justify;'>No record found in previous data, please try again with different attributes</p>", unsafe_allow_html=True)3493 3494# if recommendation_button:3495# print('OK')3496# data = {'city': int(city), 'subcategory': int(sub_cat), 'state': int(state), 'goal': float(goal), 'levels': int(level), 'duration': float(duration), 'updates': int(updates), 'category': int(cat)}3497# successful_project,failed_projects,avg_goal,avg_update,avg_duration,avg_level = project_recommendation(data)3498# total_projects = successful_project + failed_projects3499# open_statement = 'Previously, {} projects were posted based on your current selection of Category, Subcategory, State and City. Out of which {} projects were successfull and {} projects were failed.'.format(total_projects, successful_project, failed_projects)3500# statement1 = "Based on our recommendation engine's analysis, your goal should be between {} and {}". format(avg_goal*0.90, avg_goal*1.1)3501# statement2 = "Based on our recommendation engine's analysis, number of updates you provide during the projects should be between {} and {}". format(int(avg_update), int(avg_update*1.1)+1)3502# statement3 = "Based on our recommendation engine's analysis, duration of your projetc should be between {} and {}". format(int(avg_duration*90), int(avg_duration*1.1)+1)3503# statement4 = "Based on our recommendation engine's analysis, number of levels for your projects should be between {} and {}". format(int(avg_level*0.9), int(avg_level*1.1)+1)3504# # print(open_statement)3505# st.write(open_statement)3506# st.write(statement1)3507# st.write(statement2)3508# st.write(statement3)3509# st.write(statement4)...

solution.py

Source:solution.py

1from tkinter.messagebox import NO2from numpy import True_3from contributor import Contributor4from project import Project5def con_builder(c_list, line):6 c_list.append(Contributor(len(c_list), line[0]))7 return int(line[1]) 8 9def pro_builder(p_list, line):10 p_list.append(Project(line[0], int(line[1]), int(line[2]), int(line[3])))11 return int(line[4])12def skill_builder(skill, index, skill_level, skills_dict):13 if skill in skills_dict:14 if skill_level in skills_dict[skill]:15 skills_dict[skill][skill_level].append(index)16 else:17 skills_dict[skill][skill_level] = [index]18 else:19 skills_dict[skill] = {}20 skills_dict[skill][skill_level] = [index]21 22def add_con(skills_dict, skill, s_l, contributor_list, day, project_build, project_team_skills, project, added_con):23 for c_i in skills_dict[skill][s_l]:24 if contributor_list[c_i].last_project_end <= day:25 project_build.append(contributor_list[c_i].name)26 added_con.append(contributor_list[c_i])27 contributor_list[c_i].last_project_end = day + project.duration28 project_team_skills.update(contributor_list[c_i].skills)29 return True, c_i30 return False, -131def add_con_mentored_lvl_0(skill, contributor_list, day, project_build, project_team_skills, project, added_con):32 for c_i in contributor_list:33 if c_i.last_project_end <= day:34 project_build.append(c_i.name)35 added_con.append(c_i) # Could be an error36 c_i.last_project_end = day + project.duration37 project_team_skills.update(c_i.skills)38 c_i.skills[skill] = 139 return True, c_i.index40 return False, -141def update_skills_dict(skills_dict, updated_con_skill, contributor_list):42 for ci in updated_con_skill:43 skill = contributor_list[ci].last_updated_skill44 skill_level = contributor_list[ci].skills[skill]45 skill_builder(skill, ci, skill_level, skills_dict)46 if skill_level > 1:47 skills_dict[skill][skill_level-1].remove(ci)48 if len(skills_dict[skill][skill_level-1]) == 0:49 del skills_dict[skill][skill_level-1]50files = ['a_an_example.in.txt', 'b_better_start_small.in.txt', 'c_collaboration.in.txt',51 'd_dense_schedule.in.txt', 'e_exceptional_skills.in.txt', 'f_find_great_mentors.in.txt']52# files = ['b_better_start_small.in.txt']53'''54skills_dict = {55 "skill_name" = {56 "skill_level" = [list_of_contributors]57 }58}59'''60def main():61 contributor_list = None62 project_list = None63 skills_dict = None64 65 for j in range(len(files)):66 67 with open(files[j]) as f:68 lines = f.readlines()69 data_num = lines[0].rstrip()70 num_of_ppl = int(data_num.split(" ")[0])71 num_of_proj = int(data_num.split(" ")[1])72 con_left = True73 contributor_list = []74 contributor_list_single_skill = []75 project_list = []76 skills_dict = {}77 78 building = False79 skills_count = 080 81 for i in range(len(lines)):82 if i == 0:83 continue84 line = lines[i].rstrip().split(" ")85 86 if not building:87 building = True88 skills_count = con_builder(contributor_list, line) if len(contributor_list) < num_of_ppl else pro_builder(project_list, line) 89 if skills_count == 1:90 contributor_list_single_skill.append(contributor_list[-1])91 else:92 if con_left:93 contributor_list[-1].skills[line[0]] = int(line[1])94 skill_builder(line[0], len(contributor_list)-1, int(line[1]), skills_dict)95 else:96 project_list[-1].skills.append([line[0], int(line[1])])97 skills_count -= 198 if skills_count == 0:99 building = False100 if len(contributor_list) == num_of_ppl:101 con_left = False102 103 # project_list.sort(key=lambda x: x.best_before) # Might not be required104 105 day = 0106 project_days = []107 project_output_list = []108 109 while True:110 successful_project = []111 for project_index in range(len(project_list)):112 project = project_list[project_index]113 114 project_team_skills = {}115 project_build = [project.name]116 added_con = []117 updated_con_skill = []118 con_found = False119 project_impossible = False120 121 for i in range(len(project.skills)):122 skill = project.skills[i][0]123 skill_level = project.skills[i][1]124 125 if skill_level in skills_dict[skill]:126 con_found, c_i = add_con(skills_dict, skill, skill_level, contributor_list, day, project_build, project_team_skills, project, added_con)127 if con_found:128 con_found = False129 contributor_list[c_i].skills[skill] += 1130 contributor_list[c_i].last_updated_skill = skill131 updated_con_skill.append(c_i)132 continue133 134 if len(project.skills) > 1 and skill in project_team_skills:135 if project_team_skills[skill] >= skill_level:136 if skill_level == 1:137 con_found, c_i = add_con_mentored_lvl_0(skill, contributor_list_single_skill, day, project_build, project_team_skills, project, added_con)138 if con_found:139 con_found = False140 contributor_list[c_i].last_updated_skill = skill141 updated_con_skill.append(c_i)142 continue143 144 elif skill_level - 1 in skills_dict[skill]:145 con_found, c_i = add_con(skills_dict, skill, skill_level - 1, contributor_list, day, project_build, project_team_skills, project, added_con)146 if con_found:147 con_found = False148 contributor_list[c_i].skills[skill] += 1149 contributor_list[c_i].last_updated_skill = skill150 updated_con_skill.append(c_i)151 continue152 keys_gt_list = [k for k in skills_dict[skill].keys() if k >= skill_level]153 keys_gt_list.sort()154 155 if len(keys_gt_list) > 0:156 for s_l in keys_gt_list:157 for c_i in skills_dict[skill][s_l]:158 con_found, c_i_ph = add_con(skills_dict, skill, s_l, contributor_list, day, project_build, project_team_skills, project, added_con)159 if con_found == True:160 break161 if con_found == True:162 con_found = False163 break 164 165 else:166 project_impossible = True167 break168 169 if project_impossible or len(project_build) -1 != len(project.skills):170 for ci in added_con:171 ci.last_project_end -= project.duration172 for ci_i in updated_con_skill:173 contributor_list[ci_i].skills[contributor_list[ci_i].last_updated_skill] -= 1174 project_impossible = False175 176 elif len(project.skills) == 1 and len(project_build) == 1:177 continue178 179 else:180 project_output_list.append(project_build)181 project_days.append(project.duration)182 successful_project.append(project_index)183 if len(updated_con_skill) > 0:184 update_skills_dict(skills_dict, updated_con_skill, contributor_list)185 186 if len(project_days) > 0:187 project_days.sort()188 day += project_days.pop(0)189 for index in sorted(successful_project, reverse=True):190 del project_list[index]191 successful_project = []192 193 else:194 break195 196 print(project_output_list)197 198 # file_output = ['sol_b.txt', 'sol_c.txt','sol_d.txt', 'sol_e.txt', 'sol_f.txt']199 file_output = ['sol_a.txt', 'sol_b.txt', 'sol_c.txt','sol_d.txt', 'sol_e.txt', 'sol_f.txt']200 201 202 with open(f'solution/{file_output[j]}', 'w') as f:203 f.write(f"{len(project_output_list)}\n")204 for project_output in project_output_list:205 f.write(project_output[0])206 f.write('\n')207 for i in range(len(project_output)):208 if i == 0:209 continue210 f.write(project_output[i])211 f.write(' ')212 f.write('\n')213 214if __name__ == '__main__':...

test_cmd_run.py

Source:test_cmd_run.py

...50@pytest.fixture()51def project_with_fixtures(tmp_cwd):52 generate_project(tmp_cwd, "mysuite", TEST_MODULE_USING_FIXTURES, FIXTURE_MODULE)53@pytest.fixture()54def successful_project(project_with_fixtures):55 return project_with_fixtures56@pytest.fixture()57def run_project_mock(mocker):58 return mocker.patch("lemoncheesecake.cli.commands.run.run_project")59def test_run_with_filter(project, cmdout):60 assert run_main(["run", "mysuite.mytest1"]) == 061 assert_run_output(cmdout, "mysuite", failed_tests=["mytest1"])62def test_project_with_fixtures(project_with_fixtures, cmdout):63 assert run_main(["run", "mysuite.mytest1"]) == 064 assert_run_output(cmdout, "mysuite", successful_tests=["mytest1"])65def test_stop_on_failure(project, cmdout):66 assert run_main(["run", "--stop-on-failure"]) == 067 assert_run_output(cmdout, "mysuite", failed_tests=["mytest1"], skipped_tests=["mytest2"])68def test_cli_run(project, cmdout):...

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