Update app2.py

app2.py

@@ -1252,6 +1252,161 @@ def get_trend_description(df):
     else:
         return "The number of cases has remained relatively stable over the five-year period."
 
+PRACTICE_AREAS = [
+    "Personal Injury", "Medical Malpractice", "Criminal Law", "DUI & DWI", "Family Law",
+    "Divorce", "Bankruptcy", "Business Law", "Consumer Law", "Employment Law",
+    "Estate Planning", "Foreclosure Defense", "Immigration Law", "Intellectual Property",
+    "Nursing Home Abuse", "Probate", "Products Liability", "Real Estate Law", "Tax Law",
+    "Traffic Tickets", "Workers' Compensation", "Agricultural Law", "Animal & Dog Law",
+    "Antitrust Law", "Appeals & Appellate", "Arbitration & Mediation", "Asbestos & Mesothelioma",
+    "Cannabis & Marijuana Law", "Civil Rights", "Collections", "Communications & Internet Law",
+    "Construction Law", "Domestic Violence", "Education Law", "Elder Law",
+    "Energy, Oil & Gas Law", "Entertainment & Sports Law", "Environmental Law",
+    "Gov & Administrative Law", "Health Care Law", "Insurance Claims", "Insurance Defense",
+    "International Law", "Juvenile Law", "Landlord Tenant", "Legal Malpractice",
+    "Maritime Law", "Military Law", "Municipal Law", "Native American Law", "Patents",
+    "Securities Law", "Social Security Disability", "Stockbroker & Investment Fraud",
+    "Trademarks", "White Collar Crime"
+]
+
+STATES = [
+    "Alabama", "Alaska", "Arizona", "Arkansas", "California", "Colorado", "Connecticut",
+    "Delaware", "Florida", "Georgia", "Hawaii", "Idaho", "Illinois", "Indiana", "Iowa",
+    "Kansas", "Kentucky", "Louisiana", "Maine", "Maryland", "Massachusetts", "Michigan",
+    "Minnesota", "Mississippi", "Missouri", "Montana", "Nebraska", "Nevada", "New Hampshire",
+    "New Jersey", "New Mexico", "New York", "North Carolina", "North Dakota", "Ohio",
+    "Oklahoma", "Oregon", "Pennsylvania", "Rhode Island", "South Carolina", "South Dakota",
+    "Tennessee", "Texas", "Utah", "Vermont", "Virginia", "Washington", "West Virginia",
+    "Wisconsin", "Wyoming", "Washington, DC"
+]
+
+CITIES_BY_STATE = {
+    "Alabama": ["Birmingham", "Montgomery", "Mobile", "Huntsville", "Tuscaloosa", "Hoover", "Dothan", "Auburn", "Decatur", "Madison", "Florence", "Gadsden", "Vestavia Hills", "Prattville", "Phenix City", "Alabaster", "Bessemer", "Prichard", "Opelika", "Enterprise"],
+    "Alaska": ["Anchorage", "Fairbanks", "Juneau", "Sitka", "Ketchikan", "Wasilla", "Kenai", "Kodiak", "Bethel", "Palmer", "Homer", "Unalaska", "Barrow", "Soldotna", "Valdez", "Nome", "Kotzebue", "Seward", "Wrangell", "Dillingham"],
+    "Arizona": ["Phoenix", "Tucson", "Mesa", "Chandler", "Glendale", "Scottsdale", "Gilbert", "Tempe", "Peoria", "Surprise", "Yuma", "Avondale", "Goodyear", "Flagstaff", "Buckeye", "Lake Havasu City", "Casa Grande", "Sierra Vista", "Maricopa", "Oro Valley"],
+    "Arkansas": ["Little Rock", "Fort Smith", "Fayetteville", "Springdale", "Jonesboro", "North Little Rock", "Conway", "Rogers", "Pine Bluff", "Bentonville", "Hot Springs", "Benton", "Texarkana", "Sherwood", "Jacksonville", "Russellville", "Bella Vista", "West Memphis", "Paragould", "Cabot"],
+    "California": ["Los Angeles", "San Diego", "San Jose", "San Francisco", "Fresno", "Sacramento", "Long Beach", "Oakland", "Bakersfield", "Anaheim", "Santa Ana", "Riverside", "Stockton", "Irvine", "Chula Vista", "Fremont", "San Bernardino", "Modesto", "Fontana", "Oxnard"],
+    "Colorado": ["Denver", "Colorado Springs", "Aurora", "Fort Collins", "Lakewood", "Thornton", "Arvada", "Westminster", "Pueblo", "Centennial", "Boulder", "Greeley", "Longmont", "Loveland", "Broomfield", "Grand Junction", "Castle Rock", "Commerce City", "Parker", "Northglenn"],
+    "Connecticut": ["Bridgeport", "New Haven", "Stamford", "Hartford", "Waterbury", "Norwalk", "Danbury", "New Britain", "West Hartford", "Greenwich", "Hamden", "Meriden", "Bristol", "Manchester", "West Haven", "Milford", "Stratford", "East Hartford", "Middletown", "Wallingford"],
+    "Delaware": ["Wilmington", "Dover", "Newark", "Middletown", "Smyrna", "Milford", "Seaford", "Georgetown", "Elsmere", "New Castle", "Millsboro", "Laurel", "Harrington", "Camden", "Clayton", "Lewes", "Milton", "Selbyville", "Rehoboth Beach", "Delaware City"],
+    "Florida": ["Jacksonville", "Miami", "Tampa", "Orlando", "St. Petersburg", "Hialeah", "Tallahassee", "Fort Lauderdale", "Port St. Lucie", "Cape Coral", "Pembroke Pines", "Hollywood", "Miramar", "Gainesville", "Coral Springs", "Miami Gardens", "Clearwater", "Palm Bay", "Pompano Beach", "West Palm Beach"],
+    "Georgia": ["Atlanta", "Augusta", "Columbus", "Macon", "Savannah", "Athens", "Sandy Springs", "Roswell", "Johns Creek", "Albany", "Warner Robins", "Alpharetta", "Marietta", "Valdosta", "Smyrna", "Dunwoody", "Rome", "East Point", "Milton", "Gainesville"],
+    "Hawaii": ["Honolulu", "East Honolulu", "Pearl City", "Hilo", "Kailua", "Waipahu", "Kaneohe", "Mililani Town", "Kahului", "Ewa Gentry", "Kihei", "Makakilo", "Wahiawa", "Schofield Barracks", "Wailuku", "Kapolei", "Ewa Beach", "Royal Kunia", "Halawa", "Waimalu"],
+    "Idaho": ["Boise", "Meridian", "Nampa", "Idaho Falls", "Pocatello", "Caldwell", "Coeur d'Alene", "Twin Falls", "Lewiston", "Post Falls", "Rexburg", "Eagle", "Moscow", "Mountain Home", "Ammon", "Kuna", "Hayden", "Chubbuck", "Garden City", "Blackfoot"],
+    "Illinois": ["Chicago", "Aurora", "Joliet", "Naperville", "Rockford", "Elgin", "Springfield", "Peoria", "Champaign", "Waukegan", "Cicero", "Bloomington", "Arlington Heights", "Evanston", "Decatur", "Schaumburg", "Bolingbrook", "Palatine", "Skokie", "Des Plaines"],
+    "Indiana": ["Indianapolis", "Fort Wayne", "Evansville", "South Bend", "Carmel", "Fishers", "Bloomington", "Hammond", "Gary", "Lafayette", "Muncie", "Terre Haute", "Kokomo", "Anderson", "Noblesville", "Greenwood", "Elkhart", "Mishawaka", "Lawrence", "Jeffersonville"],
+    "Iowa": ["Des Moines", "Cedar Rapids", "Davenport", "Sioux City", "Iowa City", "Waterloo", "Ames", "West Des Moines", "Council Bluffs", "Dubuque", "Ankeny", "Urbandale", "Cedar Falls", "Marion", "Bettendorf", "Mason City", "Clinton", "Marshalltown", "Burlington", "Ottumwa"],
+    "Kansas": ["Wichita", "Overland Park", "Kansas City", "Olathe", "Topeka", "Lawrence", "Shawnee", "Manhattan", "Lenexa", "Salina", "Hutchinson", "Leavenworth", "Leawood", "Dodge City", "Garden City", "Junction City", "Emporia", "Derby", "Prairie Village", "Hays"],
+    "Kentucky": ["Louisville", "Lexington", "Bowling Green", "Owensboro", "Covington", "Richmond", "Georgetown", "Florence", "Hopkinsville", "Nicholasville", "Frankfort", "Henderson", "Jeffersontown", "Elizabethtown", "Independence", "Radcliff", "Ashland", "Madisonville", "Erlanger", "Winchester"],
+    "Louisiana": ["New Orleans", "Baton Rouge", "Shreveport", "Lafayette", "Lake Charles", "Kenner", "Bossier City", "Monroe", "Alexandria", "New Iberia", "Houma", "Slidell", "Ruston", "Hammond", "Pineville", "Zachary", "Thibodaux", "Crowley", "Baker", "Minden"],
+    "Maine": ["Portland", "Lewiston", "Bangor", "South Portland", "Auburn", "Biddeford", "Sanford", "Brunswick", "Augusta", "Scarborough", "Saco", "Westbrook", "Windham", "Gorham", "Waterville", "York", "Falmouth", "Kennebunk", "Orono", "Standish"],
+    "Maryland": ["Baltimore", "Frederick", "Rockville", "Gaithersburg", "Bowie", "Hagerstown", "Annapolis", "College Park", "Salisbury", "Laurel", "Greenbelt", "Cumberland", "Westminster", "Hyattsville", "Takoma Park", "Easton", "Elkton", "Aberdeen", "Havre de Grace", "Cambridge"],
+    "Massachusetts": ["Boston", "Worcester", "Springfield", "Lowell", "Cambridge", "New Bedford", "Brockton", "Quincy", "Lynn", "Fall River", "Newton", "Lawrence", "Somerville", "Framingham", "Haverhill", "Waltham", "Malden", "Brookline", "Plymouth", "Medford"],
+    "Michigan": ["Detroit", "Grand Rapids", "Warren", "Sterling Heights", "Ann Arbor", "Lansing", "Flint", "Dearborn", "Livonia", "Troy", "Westland", "Farmington Hills", "Kalamazoo", "Wyoming", "Southfield", "Rochester Hills", "Taylor", "St. Clair Shores", "Pontiac", "Royal Oak"],
+    "Minnesota": ["Minneapolis", "St. Paul", "Rochester", "Duluth", "Bloomington", "Brooklyn Park", "Plymouth", "St. Cloud", "Eagan", "Woodbury", "Maple Grove", "Eden Prairie", "Coon Rapids", "Burnsville", "Blaine", "Lakeville", "Minnetonka", "Apple Valley", "Edina", "St. Louis Park"],
+    "Mississippi": ["Jackson", "Gulfport", "Southaven", "Hattiesburg", "Biloxi", "Meridian", "Tupelo", "Greenville", "Olive Branch", "Horn Lake", "Clinton", "Pearl", "Madison", "Starkville", "Oxford", "Columbus", "Vicksburg", "Pascagoula", "Brandon", "Ridgeland"],
+    "Missouri": ["Kansas City", "St. Louis", "Springfield", "Columbia", "Independence", "Lee's Summit", "O'Fallon", "St. Joseph", "St. Charles", "St. Peters", "Blue Springs", "Florissant", "Joplin", "Chesterfield", "Jefferson City", "Cape Girardeau", "Wentzville", "Wildwood", "University City", "Ballwin"],
+    "Montana": ["Billings", "Missoula", "Great Falls", "Bozeman", "Butte", "Helena", "Kalispell", "Havre", "Anaconda", "Miles City", "Belgrade", "Livingston", "Laurel", "Whitefish", "Lewistown", "Sidney", "Columbia Falls", "Polson", "Hamilton", "Glendive"],
+    "Nebraska": ["Omaha", "Lincoln", "Bellevue", "Grand Island", "Kearney", "Fremont", "Hastings", "Norfolk", "North Platte", "Columbus", "Papillion", "La Vista", "Scottsbluff", "South Sioux City", "Beatrice", "Lexington", "Alliance", "Gering", "Blair", "York"],
+    "Nevada": ["Las Vegas", "Henderson", "Reno", "North Las Vegas", "Sparks", "Carson City", "Fernley", "Elko", "Mesquite", "Boulder City", "Fallon", "Winnemucca", "West Wendover", "Ely", "Yerington", "Carlin", "Lovelock", "Wells", "Caliente", "Searchlight"],
+    "New Hampshire": ["Manchester", "Nashua", "Concord", "Dover", "Rochester", "Keene", "Derry", "Portsmouth", "Laconia", "Lebanon", "Claremont", "Somersworth", "Londonderry", "Durham", "Hampton", "Milford", "Exeter", "Merrimack", "Salem", "Hudson"],
+    "New Jersey": ["Newark", "Jersey City", "Paterson", "Elizabeth", "Trenton", "Clifton", "Camden", "Passaic", "Union City", "Bayonne", "East Orange", "Vineland", "New Brunswick", "Hoboken", "Perth Amboy", "West New York", "Plainfield", "Hackensack", "Sayreville", "North Bergen"],
+    "New Mexico": ["Albuquerque", "Las Cruces", "Rio Rancho", "Santa Fe", "Roswell", "Farmington", "Clovis", "Hobbs", "Alamogordo", "Carlsbad", "Gallup", "Deming", "Los Lunas", "Chaparral", "Sunland Park", "Los Alamos", "Portales", "Lovington", "Silver City", "Artesia"],
+    "New York": ["New York City", "Buffalo", "Rochester", "Yonkers", "Syracuse", "Albany", "New Rochelle", "Mount Vernon", "Schenectady", "Utica", "White Plains", "Hempstead", "Troy", "Niagara Falls", "Binghamton", "Freeport", "Valley Stream", "Long Beach", "Rome", "North Tonawanda"],
+    "North Carolina": ["Charlotte", "Raleigh", "Greensboro", "Durham", "Winston-Salem", "Fayetteville", "Cary", "Wilmington", "High Point", "Greenville", "Asheville", "Concord", "Gastonia", "Jacksonville", "Chapel Hill", "Rocky Mount", "Burlington", "Wilson", "Huntersville", "Kannapolis"],
+    "North Dakota": ["Fargo", "Bismarck", "Grand Forks", "Minot", "West Fargo", "Williston", "Dickinson", "Mandan", "Jamestown", "Wahpeton", "Devils Lake", "Valley City", "Watford City", "Grafton", "Lincoln", "Beulah", "Rugby", "Stanley", "Horace", "Casselton"],
+    "Ohio": ["Columbus", "Cleveland", "Cincinnati", "Toledo", "Akron", "Dayton", "Parma", "Canton", "Youngstown", "Lorain", "Hamilton", "Springfield", "Kettering", "Elyria", "Lakewood", "Cuyahoga Falls", "Middletown", "Euclid", "Mansfield", "Newark"],
+    "Oklahoma": ["Oklahoma City", "Tulsa", "Norman", "Broken Arrow", "Lawton", "Edmond", "Moore", "Midwest City", "Enid", "Stillwater", "Muskogee", "Bartlesville", "Owasso", "Shawnee", "Ponca City", "Ardmore", "Duncan", "Del City", "Bixby", "Sapulpa"],
+    "Oregon": ["Portland", "Salem", "Eugene", "Gresham", "Hillsboro", "Beaverton", "Bend", "Medford", "Springfield", "Corvallis", "Albany", "Tigard", "Lake Oswego", "Keizer", "Grants Pass", "Oregon City", "McMinnville", "Redmond", "Tualatin", "West Linn"],
+    "Pennsylvania": ["Philadelphia", "Pittsburgh", "Allentown", "Erie", "Reading", "Scranton", "Bethlehem", "Lancaster", "Harrisburg", "Altoona", "York", "State College", "Wilkes-Barre", "Chester", "Williamsport", "Easton", "Lebanon", "Hazleton", "New Castle", "Johnstown"],
+    "Rhode Island": ["Providence", "Warwick", "Cranston", "Pawtucket", "East Providence", "Woonsocket", "Coventry", "Cumberland", "North Providence", "South Kingstown", "West Warwick", "Johnston", "North Kingstown", "Newport", "Bristol", "Westerly", "Smithfield", "Lincoln", "Central Falls", "Portsmouth"],
+    "South Carolina": ["Columbia", "Charleston", "North Charleston", "Mount Pleasant", "Rock Hill", "Greenville", "Summerville", "Sumter", "Hilton Head Island", "Florence", "Spartanburg", "Goose Creek", "Aiken", "Myrtle Beach", "Anderson", "Greer", "Mauldin", "Greenwood", "North Augusta", "Easley"],
+    "South Dakota": ["Sioux Falls", "Rapid City", "Aberdeen", "Brookings", "Watertown", "Mitchell", "Yankton", "Pierre", "Huron", "Vermillion", "Spearfish", "Brandon", "Box Elder", "Madison", "Sturgis", "Belle Fourche", "Turns", "Dell Rapids", "Mobridge", "Milbank"],
+    "Tennessee": ["Nashville", "Memphis", "Knoxville", "Chattanooga", "Clarksville", "Murfreesboro", "Franklin", "Jackson", "Johnson City", "Bartlett", "Hendersonville", "Kingsport", "Collierville", "Cleveland", "Smyrna", "Germantown", "Brentwood", "Columbia", "La Vergne", "Spring Hill"],
+    "Texas": ["Houston", "San Antonio", "Dallas", "Austin", "Fort Worth", "El Paso", "Arlington", "Corpus Christi", "Plano", "Laredo", "Lubbock", "Garland", "Irving", "Amarillo", "Grand Prairie", "McKinney", "Frisco", "Brownsville", "Pasadena", "Mesquite"],
+    "Utah": ["Salt Lake City", "West Valley City", "Provo", "West Jordan", "Orem", "Sandy", "Ogden", "St. George", "Layton", "Taylorsville", "South Jordan", "Lehi", "Logan", "Murray", "Draper", "Bountiful", "Riverton", "Roy", "Spanish Fork", "Pleasant Grove"],
+    "Vermont": ["Burlington", "South Burlington", "Rutland", "Essex Junction", "Bennington", "Brattleboro", "Colchester", "Hartford", "Milton", "Barre", "Winooski", "St. Albans", "Montpelier", "Middlebury", "St. Johnsbury", "Swanton", "Springfield", "Morristown", "Williston", "Newport"],
+    "Virginia": ["Virginia Beach", "Norfolk", "Chesapeake", "Richmond", "Newport News", "Alexandria", "Hampton", "Roanoke", "Portsmouth", "Suffolk", "Lynchburg", "Harrisonburg", "Leesburg", "Charlottesville", "Danville", "Blacksburg", "Manassas", "Petersburg", "Winchester", "Salem"],
+    "Washington": ["Seattle", "Spokane", "Tacoma", "Vancouver", "Bellevue", "Kent", "Everett", "Renton", "Yakima", "Federal Way", "Spokane Valley", "Bellingham", "Kennewick", "Auburn", "Pasco", "Marysville", "Lakewood", "Redmond", "Shoreline", "Richland"],
+    "West Virginia": ["Charleston", "Huntington", "Morgantown", "Parkersburg", "Wheeling", "Weirton", "Fairmont", "Martinsburg", "Beckley", "Clarksburg", "South Charleston", "St. Albans", "Vienna", "Bluefield", "Dunbar", "Elkins", "Bridgeport", "Nitro", "Hurricane", "Buckhannon"],
+    "Wisconsin": ["Milwaukee", "Madison", "Green Bay", "Kenosha", "Racine", "Appleton", "Waukesha", "Oshkosh", "Eau Claire", "Janesville", "West Allis", "La Crosse", "Sheboygan", "Wauwatosa", "Fond du Lac", "New Berlin", "Wausau", "Brookfield", "Beloit", "Greenfield"],
+    "Wyoming": ["Cheyenne", "Casper", "Laramie", "Gillette", "Rock Springs", "Sheridan", "Green River", "Evanston", "Riverton", "Jackson", "Cody", "Rawlins", "Lander", "Torrington", "Powell", "Douglas", "Worland", "Buffalo", "Wheatland", "Newcastle"],
+    "Washington, DC": ["Washington"]
+}
+def find_lawyers(practice_area, state, city=None):
+    base_url = "https://www.justia.com/lawyers"
+    formatted_practice_area = format_url_component(practice_area)
+    formatted_state = format_url_component(state)
+    
+    if city:
+        formatted_city = format_url_component(city)
+        search_url = f"{base_url}/{formatted_practice_area}/{formatted_state}/{formatted_city}"
+    else:
+        search_url = f"{base_url}/{formatted_practice_area}/{formatted_state}"
+    
+    response = requests.get(search_url)
+    soup = BeautifulSoup(response.content, 'html.parser')
+    
+    lawyers = []
+    lawyer_cards = soup.find_all('div', class_='lawyer-card')
+    
+    for card in lawyer_cards[:5]:  # Limit to top 5 results
+        name = card.find('h3', class_='lawyer-name').text.strip()
+        location = card.find('div', class_='lawyer-location').text.strip()
+        practice_areas = card.find('div', class_='lawyer-practice-areas').text.strip()
+        profile_url = card.find('a', class_='lawyer-name')['href']
+        
+        phone_elem = card.find('div', class_='lawyer-phone')
+        phone = phone_elem.text.strip() if phone_elem else "N/A"
+        
+        rating_elem = card.find('div', class_='lawyer-rating')
+        rating = rating_elem.text.strip() if rating_elem else "N/A"
+        
+        lawyers.append({
+            'name': name,
+            'location': location,
+            'practice_areas': practice_areas,
+            'phone': phone,
+            'rating': rating,
+            'profile_url': profile_url
+        })
+    
+    return lawyers
+
+def format_url_component(s):
+    return s.lower().replace(' ', '-').replace(',', '').replace('&', 'and')
+
+def lawyer_finder_ui():
+    st.subheader("Find the Best Lawyer for Your Case")
+    
+    practice_area = st.selectbox("Select a Practice Area:", PRACTICE_AREAS)
+    state = st.selectbox("Select a State:", STATES)
+    
+    cities = CITIES_BY_STATE.get(state, [])
+    if cities:
+        city = st.selectbox("Select a City (optional):", [""] + cities)
+    else:
+        city = None
+        st.info("No major cities available for the selected state. The search will be performed statewide.")
+    
+    if st.button("Find Lawyers", type="primary"):
+        with st.spinner("Searching for the best lawyers..."):
+            lawyers = find_lawyers(practice_area, state, city)
+            
+            if lawyers:
+                st.success(f"Found {len(lawyers)} potential lawyers for your case.")
+                for lawyer in lawyers:
+                    with st.expander(f"{lawyer['name']} - {lawyer['location']}"):
+                        col1, col2 = st.columns([2, 1])
+                        with col1:
+                            st.markdown(f"**Practice Areas:** {lawyer['practice_areas']}")
+                            st.markdown(f"**Phone:** {lawyer['phone']}")
+                            st.markdown(f"**Rating:** {lawyer['rating']}")
+                        with col2:
+                            st.markdown(f"[![View Profile](https://img.shields.io/badge/View_Profile-Justia-blue?style=for-the-badge)]({lawyer['profile_url']})")
+            else:
+                st.warning("No lawyers found matching your criteria. Try broadening your search.")
+
 class LegalDataRetriever:
     def __init__(self):
         self.session = requests.Session()
@@ -1607,7 +1762,7 @@ with st.sidebar:
     
     feature = st.selectbox(
         "Select a feature",
-        ["Legal Chatbot", "Document Analysis", "Case Precedent Finder", "Legal Cost Estimator", "Contract Analysis", "Case Trend Visualizer", "Case Information Retrieval", "Automated Legal Brief Generation"]
+        ["Legal Chatbot", "Document Analysis", "Case Precedent Finder", "Legal Cost Estimator", "Contract Analysis", "Case Trend Visualizer", "Case Information Retrieval", "Automated Legal Brief Generation", "Find a Lawyer"]
     )
 if feature == "Legal Chatbot":
     st.subheader("Legal Chatbot")
@@ -1768,7 +1923,9 @@ elif feature == "Case Information Retrieval":
 
 elif feature == "Automated Legal Brief Generation":
     automated_legal_brief_generation_ui()
-    
+
+elif feature == "Find a Lawyer":
+    lawyer_finder_ui()
 st.markdown("---")
 st.markdown(
     """