gerrymander <- structure(list(district = c("AK-AL", "AL-01", "AL-02", "AL-03", "AL-04", "AL-05", "AL-06", "AL-07", "AR-01", "AR-02", "AR-03", "AR-04", "AZ-01", "AZ-02", "AZ-03", "AZ-04", "AZ-05", "AZ-06", "AZ-07", "AZ-08", "AZ-09", "CA-01", "CA-02", "CA-03", "CA-04", "CA-05", "CA-06", "CA-07", "CA-08", "CA-09", "CA-10", "CA-11", "CA-12", "CA-13", "CA-14", "CA-15", "CA-16", "CA-17", "CA-18", "CA-19", "CA-20", "CA-21", "CA-22", "CA-23", "CA-24", "CA-25", "CA-26", "CA-27", "CA-28", "CA-29", "CA-30", "CA-31", "CA-32", "CA-33", "CA-34", "CA-35", "CA-36", "CA-37", "CA-38", "CA-39", "CA-40", "CA-41", "CA-42", "CA-43", "CA-44", "CA-45", "CA-46", "CA-47", "CA-48", "CA-49", "CA-50", "CA-51", "CA-52", "CA-53", "CO-01", "CO-02", "CO-03", "CO-04", "CO-05", "CO-06", "CO-07", "CT-01", "CT-02", "CT-03", "CT-04", "CT-05", "DE-AL", "FL-01", "FL-02", "FL-03", "FL-04", "FL-05", "FL-06", "FL-07", "FL-08", "FL-09", "FL-10", "FL-11", "FL-12", "FL-13", "FL-14", "FL-15", "FL-16", "FL-17", "FL-18", "FL-19", "FL-20", "FL-21", "FL-22", "FL-23", "FL-24", "FL-25", "FL-26", "FL-27", "GA-01", "GA-02", "GA-03", "GA-04", "GA-05", "GA-06", "GA-07", "GA-08", "GA-09", "GA-10", "GA-11", "GA-12", "GA-13", "GA-14", "HI-01", "HI-02", "IA-01", "IA-02", "IA-03", "IA-04", "ID-01", "ID-02", "IL-01", "IL-02", "IL-03", "IL-04", "IL-05", "IL-06", "IL-07", "IL-08", "IL-09", "IL-10", "IL-11", "IL-12", "IL-13", "IL-14", "IL-15", "IL-16", "IL-17", "IL-18", "IN-01", "IN-02", "IN-03", "IN-04", "IN-05", "IN-06", "IN-07", "IN-08", "IN-09", "KS-01", "KS-02", "KS-03", "KS-04", "KY-01", "KY-02", "KY-03", "KY-04", "KY-05", "KY-06", "LA-01", "LA-02", "LA-03", "LA-04", "LA-05", "LA-06", "MA-01", "MA-02", "MA-03", "MA-04", "MA-05", "MA-06", "MA-07", "MA-08", "MA-09", "MD-01", "MD-02", "MD-03", "MD-04", "MD-05", "MD-06", "MD-07", "MD-08", "ME-01", "ME-02", "MI-01", "MI-02", "MI-03", "MI-04", "MI-05", "MI-06", "MI-07", "MI-08", "MI-09", "MI-10", "MI-11", "MI-12", "MI-13", "MI-14", "MN-01", "MN-02", "MN-03", "MN-04", "MN-05", "MN-06", "MN-07", "MN-08", "MO-01", "MO-02", "MO-03", "MO-04", "MO-05", "MO-06", "MO-07", "MO-08", "MS-01", "MS-02", "MS-03", "MS-04", "MT-AL", "NC-01", "NC-02", "NC-03", "NC-04", "NC-05", "NC-06", "NC-07", "NC-08", "NC-09", "NC-10", "NC-11", "NC-12", "NC-13", "ND-AL", "NE-01", "NE-02", "NE-03", "NH-01", "NH-02", "NJ-01", "NJ-02", "NJ-03", "NJ-04", "NJ-05", "NJ-06", "NJ-07", "NJ-08", "NJ-09", "NJ-10", "NJ-11", "NJ-12", "NM-01", "NM-02", "NM-03", "NV-01", "NV-02", "NV-03", "NV-04", "NY-01", "NY-02", "NY-03", "NY-04", "NY-05", "NY-06", "NY-07", "NY-08", "NY-09", "NY-10", "NY-11", "NY-12", "NY-13", "NY-14", "NY-15", "NY-16", "NY-17", "NY-18", "NY-19", "NY-20", "NY-21", "NY-22", "NY-23", "NY-24", "NY-25", "NY-26", "NY-27", "OH-01", "OH-02", "OH-03", "OH-04", "OH-05", "OH-06", "OH-07", "OH-08", "OH-09", "OH-10", "OH-11", "OH-12", "OH-13", "OH-14", "OH-15", "OH-16", "OK-01", "OK-02", "OK-03", "OK-04", "OK-05", "OR-01", "OR-02", "OR-03", "OR-04", "OR-05", "PA-01", "PA-02", "PA-03", "PA-04", "PA-05", "PA-06", "PA-07", "PA-08", "PA-09", "PA-10", "PA-11", "PA-12", "PA-13", "PA-14", "PA-15", "PA-16", "PA-17", "PA-18", "RI-01", "RI-02", "SC-01", "SC-02", "SC-03", "SC-04", "SC-05", "SC-06", "SC-07", "SD-AL", "TN-01", "TN-02", "TN-03", "TN-04", "TN-05", "TN-06", "TN-07", "TN-08", "TN-09", "TX-01", "TX-02", "TX-03", "TX-04", "TX-05", "TX-06", "TX-07", "TX-08", "TX-09", "TX-10", "TX-11", "TX-12", "TX-13", "TX-14", "TX-15", "TX-16", "TX-17", "TX-18", "TX-19", "TX-20", "TX-21", "TX-22", "TX-23", "TX-24", "TX-25", "TX-26", "TX-27", "TX-28", "TX-29", "TX-30", "TX-31", "TX-32", "TX-33", "TX-34", "TX-35", "TX-36", "UT-01", "UT-02", "UT-03", "UT-04", "VA-01", "VA-02", "VA-03", "VA-04", "VA-05", "VA-06", "VA-07", "VA-08", "VA-09", "VA-10", "VA-11", "VT-AL", "WA-01", "WA-02", "WA-03", "WA-04", "WA-05", "WA-06", "WA-07", "WA-08", "WA-09", "WA-10", "WI-01", "WI-02", "WI-03", "WI-04", "WI-05", "WI-06", "WI-07", "WI-08", "WV-01", "WV-02", "WV-03", "WY-AL"), last_name = c("Young", "Byrne", "Roby", "Rogers", "Aderholt", "Brooks", "Palmer", "Sewell", "Crawford", "Hill", "Womack", "Westerman", "O'Halleran", "McSally", "Grijalva", "Gosar", "Biggs", "Schweikert", "Gallego", "Franks", "Sinema", "LaMalfa", "Huffman", "Garamendi", "McClintock", "Thompson", "Matsui", "Bera", "Cook", "McNerney", "Denham", "DeSaulnier", "Pelosi", "Lee", "Speier", "Swalwell", "Costa", "Khanna", "Eshoo", "Lofgren", "Panetta", "Valadao", "Nunes", "McCarthy", "Carbajal", "Knight", "Brownley", "Chu", "Schiff", "Cardenas", "Sherman", "Aguilar", "Napolitano", "Lieu", "Becerram", "Torres", "Ruiz", "Bass", "Sanchez", "Royce", "Roybal-Allard", "Takano", "Calvert", "Waters", "Barragan", "Walters", "Correa", "Lowenthal", "Rohrabacher", "Issa", "Hunter", "Vargas", "Peters", "Davis", "DeGette", "Polis", "Tipton", "Buck", "Lamborn", "Coffman", "Perlmutter", "Larson", "Courtney", "DeLauro", "Himes", "Esty", "Blunt Rochester", "Gaetz", "Dunn", "Yoho", "Rutherford", "Lawson", "DeSantis", "Murphy", "Posey", "Soto", "Demings", "Webster", "Bilirakis", "Crist", "Castor", "Ross", "Buchanan", "Rooney", "Mast", "Rooney", "Hastings", "Frankel", "Deutch", "Wasserman Schultz", "Wilson", "Diaz-Balart", "Curbelo", "Ros-Lehtinen", "Carter", "Bishop", "Ferguson", "Johnson", "Lewis", "Price", "Woodall", "Scott", "Collins", "Hice", "Loudermilk", "Allen", "Scott", "Graves", "Hanabusa", "Gabbard", "Blum", "Loebsack", "Young", "King", "Labrador", "Simpson", "Rush", "Kelly", "Lipinski", "Gutierrez", "Quigley", "Roskam", "Davis", "Krishnamoorthi", "Schakowsky", "Schneider", "Foster", "Bost", "Davis", "Hultgren", "Shimkus", "Kinzinger", "Bustos", "LaHood", "Visclosky", "Walorski", "Banks", "Rokita", "Brooks", "Messer", "Carson", "Bucshon", "Hollingsworth", "Marshall", "Jenkins", "Yoder", "Pompeo", "Comer", "Guthrie", "Yarmuth", "Massie", "Rogers", "Barr", "Scalise", "Richmond", "Higgins", "Johnson", "Abraham", "Graves", "Neal", "McGovern", "Tsongas", "Kennedy", "Clark", "Moulton", "Capuano", "Lynch", "Keating", "Harris", "Ruppersberger", "Sarbanes", "Brown", "Hoyer", "Delaney", "Cummings", "Raskin", "Pingree", "Poliquin", "Bergman", "Huizenga", "Amash", "Moolenaar", "Kildee", "Upton", "Walberg", "Bishop", "Levin", "Mitchell", "Trott", "Dingell", "Conyers", "Lawrence", "Walz", "Lewis", "Paulsen", "McCollum", "Ellison", "Emmer", "Peterson", "Nolan", "Clay", "Wagner", "Luetkemeyer", "Hartzler", "Cleaver", "Graves", "Long", "Smith", "Kelly", "Thompson", "Harper", "Palazzo", "Zinke", "Butterfield", "Holding", "Jones", "Price", "Foxx", "Walker", "Rouzer", "Hudson", "Pittenger", "McHenry", "Meadows", "Adams", "Budd", "Cramer", "Fortenberry", "Bacon", "Smith", "Shea-Porter", "Kuster", "Norcross", "LoBiondo", "MacArthur", "Smith", "Gottheimer", "Pallone", "Lance", "Sires", "Pascrell", "Payne", "Frelinghuysen", "Watson Coleman", "Lujan Grisham", "Pearce", "Lujan", "Titus", "Amodei", "Rosen", "Kihuen", "Zeldin", "King", "Suozzi", "Rice", "Meeks", "Meng", "Velazquez", "Jeffries", "Clarke", "Nadler", "Donovan", "Maloney", "Espaillat", "Crowley", "Serrano", "Engel", "Lowey", "Maloney", "Faso", "Tonko", "Stefanik", "Tenney", "Reed", "Katko", "Slaughter", "Higgins", "Collins", "Chabot", "Wenstrup", "Beatty", "Jordan", "Latta", "Johnson", "Gibbs", "Davidson", "Kaptur", "Turner", "Fudge", "Tiberi", "Ryan", "Joyce", "Stivers", "Renacci", "Bridenstine", "Mullin", "Lucas", "Cole", "Russell", "Bonamici", "Walden", "Blumenauer", "DeFazio", "Schrader", "Brady", "Evans", "Kelly", "Perry", "Thompson", "Costello", "Meehan", "Fitzpatrick", "Schuster", "Marino", "Barletta", "Rothfus", "Boyle", "Doyle", "Dent", "Smucker", "Cartwright", "Murphy", "Cicilline", "Langevin", "Sanford", "Wilson", "Duncan", "Gowdy", "Mulvaney", "Clyburn", "Rice", "Noem", "Roe", "Duncan", "Fleischmann", "DesJarlais", "Cooper", "Black", "Blackburn", "Kustoff", "Cohen", "Gohmert", "Poe", "Johnson", "Ratcliffe", "Hensarling", "Barton", "Culberson", "Brady", "Green", "McCaul", "Conaway", "Granger", "Thornberry", "Weber", "Gonzalez", "O'Rourke", "Flores", "Jackson-Lee", "Arrington", "Castro", "Smith", "Olson", "Hurd", "Marchant", "Williams", "Burgess", "Farenthold", "Cuellar", "Green", "Johnson", "Carter", "Sessions", "Veasey", "Vela", "Doggett", "Babin", "Bishop", "Stewart", "Chaffetz", "Love", "Wittman", "Taylor", "Scott", "McEachin", "Garrett", "Goodlatte", "Brat", "Beyer", "Griffith", "Comstock", "Connolly", "Welch", "DelBene", "Larsen", "Herrera Beutler", "Newhouse", "McMorris Rodgers", "Kilmer", "Jayapal", "Reichert", "Smith", "Heck", "Ryan", "Pocan", "Kind", "Moore", "Sensenbrenner", "Grothman", "Duffy", "Gallagher", "McKinley", "Mooney", "Jenkins", "Cheney"), first_name = c("Don", "Bradley", "Martha", "Mike D.", "Rob", "Mo", "Gary", "Terri", "Rick", "French", "Steve", "Bruce", "Tom", "Martha", "Raul", "Paul", "Andy", "David", "Ruben", "Trent", "Kyrsten", "Doug", "Jared", "John", "Tom", "Mike", "Doris", "Ami", "Paul", "Jerry", "Jeff", "Mark", "Nancy", "Barbara", "Jackie", "Eric", "Jim", "Ro", "Anna", "Zoe", "Jimmy", "David", "Devin", "Kevin", "Salud", "Steve", "Julia", "Judy", "Adam", "Tony", "Brad", "Pete", "Grace", "Ted", "Xavier", "Norma", "Raul", "Karen", "Linda", "Ed", "Lucille", "Mark", "Ken", "Maxine", "Nanette", "Mimi", "Lou", "Alan", "Dana", "Darrell", "Duncan", "Juan", "Scott", "Susan", "Diana", "Jared", "Scott", "Ken", "Doug", "Mike", "Ed", "John", "Joe", "Rosa", "Jim", "Elizabeth", "Lisa", "Matt", "Neal", "Ted", "John", "Al", "Ron", "Stephanie", "Bill", "Darren", "Val", "Dan", "Gus", "Charlie", "Kathy", "Dennis", "Vern", "Tom", "Brian", "Francis", "Alcee", "Lois", "Ted", "Debbie", "Frederica", "Mario", "Carlos", "Ileana", "Buddy", "Sanford", "Drew", "Hank", "John", "Tom", "Rob", "Austin", "Doug", "Jodi", "Barry", "Rick", "David", "Tom", "Colleen", "Tulsi", "Rod", "David", "David", "Steve", "Raul", "Mike", "Bobby", "Robin", "Dan", "Luis", "Mike", "Peter", "Danny", "Raja", "Jan", "Brad", "Bill", "Mike", "Rodney", "Randy", "John", "Adam", "Cheri", "Darin", "Pete", "Jackie", "Jim", "Todd", "Susan", "Luke", "Andre", "Larry", "Trey", "Roger", "Lynn", "Kevin", "Mike", "James", "Brett", "John", "Thomas", "Hal", "Andy", "Steve", "Cedric", "Clay", "Mike", "Ralph", "Garret", "Richard", "Jim", "Niki", "Joe", "Katherine", "Seth", "Mike", "Stephen", "Bill", "Andy", "Dutch", "John", "Anthony", "Steny", "John", "Elijah", "Jamie", "Chellie", "Bruce", "Jack", "Bill", "Justin", "John", "Dan", "Fred", "Tim", "Mike", "Sander", "Paul", "Dave", "Debbie", "John", "Brenda", "Tim", "Jason", "Erik", "Betty", "Keith", "Tom", "Collin", "Rick", "Lacy", "Ann", "Blaine", "Vicki", "Emanuel", "Sam", "Billy", "Jason", "Trent", "Bennie", "Gregg", "Steven", "Ryan", "G.K.", "George", "Walter", "David", "Virginia", "Mark", "David", "Richard", "Robert", "Patrick", "Mark", "Alma", "Ted", "Kevin", "Jeff", "Don", "Adrian", "Carol", "Annie", "Donald", "Frank", "Tom", "Chris", "Josh", "Frank", "Leonard", "Albio", "Bill", "Donald", "Rodney", "Bonnie", "Michelle", "Steve", "Ben", "Dina", "Mark", "Jacky", "Ruben", "Lee", "Peter", "Tom", "Kathleen", "Gregory", "Grace", "Nydia", "Hakeem", "Yvette", "Jerrold", "Dan", "Carolyn", "Adriano", "Joe", "Jose", "Eliot", "Nita", "Sean", "John", "Paul", "Elise", "Claudia", "Tom", "John", "Louise", "Brian", "Chris", "Steve", "Brad", "Joyce", "Jim", "Bob", "Bill", "Bob", "Warren", "Marcy", "Michael", "Marcia", "Patrick", "Tim", "David", "Steve", "Jim", "Jim", "Markwayne", "Frank", "Tom", "Steve", "Suzanne", "Greg", "Earl", "Peter", "Kurt", "Bob", "Dwight", "Mike", "Scott", "Glenn", "Ryan", "Pat", "Brian", "Bill", "Tom", "Lou", "Keith", "Brendan", "Michael", "Charlie", "Lloyd", "Matt", "Tim", "David", "Jim", "Mark", "Joe", "Jeff", "Trey", "Mick", "Jim", "Tom", "Kristi", "Phil", "John", "Chuck", "Scott", "Jim", "Diane", "Marsha", "David", "Steve", "Louie", "Ted", "Sam", "John", "Jeb", "Joe", "John", "Kevin", "Al", "Michael", "Michael", "Kay", "Mac", "Randy", "Vicente", "Beto", "Bill", "Sheila", "Jodey", "Joaquin", "Lamar", "Pete", "Will", "Kenny", "Roger", "Michael", "Blake", "Henry", "Gene", "E.B.", "John", "Pete", "Marc", "Filemon", "Lloyd", "Brian", "Rob", "Chris", "Jason", "Mia", "Rob", "Scott", "Bobby", "Donald", "Tom", "Bob", "Dave", "Don", "Morgan", "Barbara", "Gerry", "Peter", "Suzan", "Rick", "Jaime", "Dan", "Cathy", "Derek", "Pramila", "David", "Adam", "Denny", "Paul", "Mark", "Ron", "Gwen", "Jim", "Glenn", "Sean", "Mike", "David", "Alex", "Evan", "Liz" ), party16 = c("R", "R", "R", "R", "R", "R", "R", "D", "R", "R", "R", "R", "D", "R", "D", "R", "R", "R", "D", "R", "D", "R", "D", "D", "R", "D", "D", "D", "R", "D", "R", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "R", "R", "R", "D", "R", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "R", "D", "D", "R", "D", "D", "R", "D", "D", "R", "R", "R", "D", "D", "D", "D", "D", "R", "R", "R", "R", "D", "D", "D", "D", "D", "D", "D", "R", "R", "R", "R", "D", "R", "D", "R", "D", "D", "R", "R", "D", "D", "R", "R", "R", "R", "R", "D", "D", "D", "D", "D", "R", "R", "R", "R", "D", "R", "D", "D", "R", "R", "R", "R", "R", "R", "R", "D", "R", "D", "D", "R", "D", "R", "R", "R", "R", "D", "D", "D", "D", "D", "R", "D", "D", "D", "D", "D", "R", "R", "R", "R", "R", "D", "R", "D", "R", "R", "R", "R", "R", "D", "R", "R", "R", "R", "R", "R", "R", "R", "D", "R", "R", "R", "R", "D", "R", "R", "R", "R", "D", "D", "D", "D", "D", "D", "D", "D", "D", "R", "D", "D", "D", "D", "D", "D", "D", "D", "R", "R", "R", "R", "R", "D", "R", "R", "R", "D", "R", "R", "D", "D", "D", "D", "R", "R", "D", "D", "R", "D", "D", "D", "R", "R", "R", "D", "R", "R", "R", "R", "D", "R", "R", "R", "D", "R", "R", "D", "R", "R", "R", "R", "R", "R", "R", "D", "R", "R", "R", "R", "R", "D", "D", "D", "R", "R", "R", "D", "D", "R", "D", "D", "D", "R", "D", "D", "R", "D", "D", "R", "D", "D", "R", "R", "D", "D", "D", "D", "D", "D", "D", "D", "R", "D", "D", "D", "D", "D", "D", "D", "R", "D", "R", "R", "R", "R", "D", "D", "R", "R", "R", "D", "R", "R", "R", "R", "R", "D", "R", "D", "R", "D", "R", "R", "R", "R", "R", "R", "R", "R", "D", "R", "D", "D", "D", "D", "D", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "D", "D", "R", "R", "D", "R", "D", "D", "R", "R", "R", "R", "R", "D", "R", "R", "R", "R", "R", "R", "D", "R", "R", "R", "D", "R", "R", "R", "R", "R", "R", "R", "R", "D", "R", "R", "R", "R", "R", "D", "D", "R", "D", "R", "D", "R", "R", "R", "R", "R", "R", "R", "D", "D", "D", "R", "R", "D", "D", "D", "R", "R", "R", "R", "R", "R", "R", "D", "D", "R", "R", "R", "D", "R", "R", "D", "D", "D", "D", "R", "R", "R", "D", "D", "R", "D", "D", "R", "D", "D", "D", "R", "R", "R", "R", "R", "R", "R", "R"), clinton16 = c(37.600000000000001, 34.100000000000001, 33, 32.299999999999997, 17.399999999999999, 31.300000000000001, 26.100000000000001, 69.799999999999997, 30.199999999999999, 41.700000000000003, 30.5, 31.300000000000001, 46.600000000000001, 49.600000000000001, 62.399999999999999, 27.5, 36.5, 42.399999999999999, 71.799999999999997, 37, 54.700000000000003, 36.5, 69, 53, 39.299999999999997, 69.200000000000003, 69.200000000000003, 52.299999999999997, 39.600000000000001, 56.600000000000001, 48.5, 71.5, 86.200000000000003, 87.400000000000006, 76.900000000000006, 69.900000000000006, 58, 73.900000000000006, 73.400000000000006, 72.900000000000006, 70.400000000000006, 55.200000000000003, 42.600000000000001, 36.100000000000001, 56.700000000000003, 50.299999999999997, 57.899999999999999, 66, 72.099999999999994, 77.700000000000003, 69.099999999999994, 57.700000000000003, 66.599999999999994, 67.799999999999997, 83.599999999999994, 67.700000000000003, 52.200000000000003, 85.700000000000003, 67, 51.5, 82.200000000000003, 61, 41.399999999999999, 78.400000000000006, 83, 49.799999999999997, 66.299999999999997, 62.600000000000001, 47.899999999999999, 50.700000000000003, 39.600000000000001, 71.799999999999997, 58.100000000000001, 64.5, 69, 56.200000000000003, 40, 34.299999999999997, 33.200000000000003, 50.200000000000003, 51.399999999999999, 59.399999999999999, 48.700000000000003, 55.899999999999999, 59.600000000000001, 49.899999999999999, 53.399999999999999, 28.199999999999999, 30.600000000000001, 40.200000000000003, 34.100000000000001, 61.299999999999997, 39.899999999999999, 51.399999999999999, 37.700000000000003, 54.799999999999997, 61.799999999999997, 32.5, 38.799999999999997, 49.600000000000001, 57.200000000000003, 43.100000000000001, 43, 35, 44.100000000000001, 37.5, 80.200000000000003, 58.600000000000001, 56.799999999999997, 61.899999999999999, 83, 47.899999999999999, 56.700000000000003, 58.600000000000001, 40.899999999999999, 55, 32.799999999999997, 75.299999999999997, 85, 46.799999999999997, 44.799999999999997, 34.399999999999999, 19.300000000000001, 35.799999999999997, 35.299999999999997, 40.700000000000003, 71, 22.100000000000001, 63.100000000000001, 61.399999999999999, 45.200000000000003, 45, 45, 33.5, 25.399999999999999, 29.800000000000001, 75.400000000000006, 78, 55.200000000000003, 82.099999999999994, 70.5, 50.200000000000003, 87.400000000000006, 58.100000000000001, 70.099999999999994, 62, 58.899999999999999, 40.200000000000003, 44.200000000000003, 44.799999999999997, 24.5, 38.299999999999997, 46.700000000000003, 33.299999999999997, 54.100000000000001, 36.100000000000001, 30.100000000000001, 30.199999999999999, 41.299999999999997, 27.399999999999999, 59, 30.899999999999999, 34.200000000000003, 24.300000000000001, 37.399999999999999, 47.200000000000003, 33, 23.899999999999999, 27.600000000000001, 54.899999999999999, 29.300000000000001, 17.5, 39.399999999999999, 26.699999999999999, 74.599999999999994, 29.199999999999999, 36.600000000000001, 34.100000000000001, 31, 57.200000000000003, 56.200000000000003, 58.200000000000003, 59.200000000000003, 69.299999999999997, 56.100000000000001, 84.099999999999994, 60.399999999999999, 52.5, 33.5, 60.200000000000003, 62.899999999999999, 77.700000000000003, 63.600000000000001, 55.799999999999997, 75.5, 64.599999999999994, 54.100000000000001, 41.100000000000001, 36.600000000000001, 38.200000000000003, 42.200000000000003, 34.700000000000003, 49.700000000000003, 42.899999999999999, 38.700000000000003, 43.899999999999999, 51.5, 31.600000000000001, 45.299999999999997, 60.799999999999997, 78.799999999999997, 79.200000000000003, 38.399999999999999, 45.299999999999997, 50.799999999999997, 61.5, 73.700000000000003, 33.200000000000003, 31, 38.600000000000001, 77, 42.299999999999997, 28.100000000000001, 29.300000000000001, 54.100000000000001, 31.699999999999999, 24.699999999999999, 21, 32.399999999999999, 63.600000000000001, 36.799999999999997, 28.199999999999999, 35.899999999999999, 67.5, 43.600000000000001, 36.899999999999999, 68.200000000000003, 39.799999999999997, 41.399999999999999, 39.899999999999999, 41.100000000000001, 42.799999999999997, 36.399999999999999, 34, 68.400000000000006, 44, 27.699999999999999, 36.200000000000003, 46, 20, 46.600000000000001, 48.600000000000001, 60.600000000000001, 46, 45.200000000000003, 41, 47.700000000000003, 56.200000000000003, 48.600000000000001, 75.700000000000003, 64.299999999999997, 85.200000000000003, 47.899999999999999, 65, 51.600000000000001, 39.899999999999999, 51.799999999999997, 61.600000000000001, 39.700000000000003, 46.5, 49.5, 42.200000000000003, 43.899999999999999, 51.600000000000001, 53.399999999999999, 85.700000000000003, 65.099999999999994, 86.900000000000006, 84.599999999999994, 83.5, 78.299999999999997, 43.799999999999997, 83.299999999999997, 92.299999999999997, 77.700000000000003, 93.799999999999997, 75.099999999999994, 58.600000000000001, 47.100000000000001, 44, 54, 40, 39.299999999999997, 39.700000000000003, 48.899999999999999, 55.5, 57.600000000000001, 35.200000000000003, 44.600000000000001, 39.700000000000003, 67, 30.699999999999999, 34.600000000000001, 26.699999999999999, 32.799999999999997, 30.600000000000001, 58.700000000000003, 44, 80.5, 41.899999999999999, 51.100000000000001, 42.100000000000001, 39.899999999999999, 39.5, 32.700000000000003, 22.800000000000001, 20.899999999999999, 28.300000000000001, 39.799999999999997, 57.299999999999997, 36.399999999999999, 70.700000000000003, 46.100000000000001, 48.299999999999997, 79.5, 90.400000000000006, 35, 37.100000000000001, 33.5, 48.200000000000003, 49.299999999999997, 48, 27.199999999999999, 30.199999999999999, 36.200000000000003, 37.899999999999999, 65.299999999999997, 66, 44.200000000000003, 44.200000000000003, 43.299999999999997, 38.5, 60.5, 51.100000000000001, 40.399999999999999, 38.600000000000001, 29, 34.5, 38.799999999999997, 66.799999999999997, 39.100000000000001, 31.699999999999999, 19.699999999999999, 29.699999999999999, 30.199999999999999, 27.399999999999999, 56.600000000000001, 23.699999999999999, 28.199999999999999, 30.699999999999999, 77.5, 25.300000000000001, 43.100000000000001, 40.600000000000001, 21.800000000000001, 34.299999999999997, 41.899999999999999, 48.5, 23.899999999999999, 79.299999999999997, 43.200000000000003, 19.100000000000001, 32.700000000000003, 16.899999999999999, 38.399999999999999, 56.700000000000003, 67.900000000000006, 38.799999999999997, 76.5, 23.5, 61, 42.5, 44.200000000000003, 49.799999999999997, 44.5, 40.200000000000003, 34.399999999999999, 36.5, 58.299999999999997, 71.099999999999994, 79.099999999999994, 40.799999999999997, 48.5, 72.900000000000006, 59.200000000000003, 64.099999999999994, 25.199999999999999, 22.399999999999999, 32, 23.300000000000001, 32.399999999999999, 41.200000000000003, 45.399999999999999, 63.600000000000001, 58.700000000000003, 42.299999999999997, 34.899999999999999, 44, 73.5, 27.300000000000001, 52.200000000000003, 66.900000000000006, 56.700000000000003, 54.100000000000001, 56.899999999999999, 42.5, 35.100000000000001, 39.100000000000001, 51.799999999999997, 82.099999999999994, 47.700000000000003, 70.5, 51.299999999999997, 42.299999999999997, 65.799999999999997, 44.799999999999997, 74, 37.299999999999997, 38.799999999999997, 37.299999999999997, 38.600000000000001, 26.399999999999999, 29.399999999999999, 23.300000000000001, 22.5), trump16 = c(52.799999999999997, 63.5, 64.900000000000006, 65.299999999999997, 80.400000000000006, 64.700000000000003, 70.799999999999997, 28.600000000000001, 65, 52.399999999999999, 61.899999999999999, 64.200000000000003, 47.700000000000003, 44.700000000000003, 32.5, 67.700000000000003, 57.600000000000001, 52.399999999999999, 22.600000000000001, 58.100000000000001, 38.399999999999999, 56.200000000000003, 23.300000000000001, 40.399999999999999, 54, 24.300000000000001, 24.399999999999999, 40.899999999999999, 54.700000000000003, 38, 45.5, 22.699999999999999, 8.6999999999999993, 6.7999999999999998, 18.199999999999999, 24.199999999999999, 36.399999999999999, 20.5, 20.199999999999999, 21.5, 23.199999999999999, 39.700000000000003, 52.100000000000001, 58.100000000000001, 36.5, 43.600000000000001, 36, 28.399999999999999, 22.300000000000001, 16.800000000000001, 25.699999999999999, 36.600000000000001, 27.699999999999999, 26.5, 10.699999999999999, 26.899999999999999, 43.399999999999999, 9.5999999999999996, 27.399999999999999, 42.899999999999999, 12.800000000000001, 33.100000000000001, 53.399999999999999, 16.699999999999999, 12.300000000000001, 44.399999999999999, 27.899999999999999, 31, 46.200000000000003, 43.200000000000003, 54.600000000000001, 22.800000000000001, 35.600000000000001, 29.600000000000001, 23.199999999999999, 34.899999999999999, 52, 57.399999999999999, 57.200000000000003, 41.299999999999997, 39.399999999999999, 36.299999999999997, 45.799999999999997, 40.399999999999999, 36.600000000000001, 45.799999999999997, 41.899999999999999, 67.5, 66.200000000000003, 56.200000000000003, 62.100000000000001, 35.899999999999999, 56.899999999999999, 44.100000000000001, 58.399999999999999, 41.899999999999999, 34.899999999999999, 64.799999999999997, 57.399999999999999, 46.399999999999999, 39, 53.100000000000001, 53.700000000000003, 62.200000000000003, 53.299999999999997, 59.600000000000001, 18.100000000000001, 39.100000000000001, 41, 35.799999999999997, 15.300000000000001, 49.600000000000001, 40.600000000000001, 38.899999999999999, 56.399999999999999, 43.299999999999997, 64.299999999999997, 22.199999999999999, 11.9, 48.299999999999997, 51.100000000000001, 63.299999999999997, 77.799999999999997, 61.299999999999997, 60.299999999999997, 56.899999999999999, 26.600000000000001, 75, 30.5, 29.600000000000001, 48.700000000000003, 49.100000000000001, 48.5, 60.899999999999999, 63.700000000000003, 54.5, 21.399999999999999, 19.100000000000001, 39.899999999999999, 13.199999999999999, 23.899999999999999, 43.200000000000003, 9.1999999999999993, 36.399999999999999, 24.899999999999999, 32.600000000000001, 35.399999999999999, 55, 49.700000000000003, 48.700000000000003, 70.700000000000003, 55.5, 47.399999999999999, 60.600000000000001, 41.5, 59.299999999999997, 65.099999999999994, 64.299999999999997, 53.100000000000001, 67.700000000000003, 36.200000000000003, 64.599999999999994, 61.100000000000001, 69.299999999999997, 55.799999999999997, 46, 60.200000000000003, 72.400000000000006, 67.5, 39.899999999999999, 65.200000000000003, 79.599999999999994, 54.700000000000003, 68.700000000000003, 22.199999999999999, 67.299999999999997, 60.600000000000001, 63.5, 64.799999999999997, 36.5, 36.799999999999997, 35.399999999999999, 35, 25.699999999999999, 38.200000000000003, 11.9, 34.399999999999999, 41.799999999999997, 61.899999999999999, 35.600000000000001, 32.100000000000001, 19.199999999999999, 32.600000000000001, 39.700000000000003, 20.5, 30.899999999999999, 39.299999999999997, 51.399999999999999, 57.899999999999999, 55.799999999999997, 51.600000000000001, 59.5, 45.5, 51.299999999999997, 55.700000000000003, 50.600000000000001, 43.700000000000003, 63.799999999999997, 49.700000000000003, 34.5, 18.100000000000001, 18.300000000000001, 53.299999999999997, 46.5, 41.399999999999999, 30.600000000000001, 18.5, 58.899999999999999, 61.799999999999997, 54.200000000000003, 18.800000000000001, 52.600000000000001, 67.099999999999994, 65.299999999999997, 40.600000000000001, 63.100000000000001, 70.400000000000006, 75.400000000000006, 65.400000000000006, 35.100000000000001, 61.299999999999997, 69.400000000000006, 56.5, 30.5, 53.200000000000003, 60.5, 28.199999999999999, 57.399999999999999, 56.100000000000001, 57.600000000000001, 56.100000000000001, 54.399999999999999, 61, 63.200000000000003, 28.399999999999999, 53.399999999999999, 64.099999999999994, 57.5, 48.200000000000003, 74.900000000000006, 48.200000000000003, 46.200000000000003, 36.100000000000001, 50.600000000000001, 51.399999999999999, 55.799999999999997, 48.799999999999997, 40.600000000000001, 47.5, 21.5, 33.100000000000001, 12.800000000000001, 48.799999999999997, 31.800000000000001, 35.100000000000001, 50.100000000000001, 36.700000000000003, 32.600000000000001, 52, 47.5, 44.600000000000001, 54.5, 53, 45.5, 43.799999999999997, 12.699999999999999, 32.100000000000001, 10.4, 13.5, 14.4, 18.800000000000001, 53.600000000000001, 13.5, 5.4000000000000004, 19.800000000000001, 4.9000000000000004, 22.5, 38.399999999999999, 49, 50.799999999999997, 40.5, 53.899999999999999, 54.799999999999997, 54.5, 45.299999999999997, 39.100000000000001, 38, 59.700000000000003, 51.200000000000003, 55.799999999999997, 28.600000000000001, 64.299999999999997, 59.700000000000003, 69.299999999999997, 62.5, 65.099999999999994, 36.5, 51.299999999999997, 17, 53.200000000000003, 44.600000000000001, 53.600000000000001, 55.299999999999997, 56.100000000000001, 61.399999999999999, 72.900000000000006, 73.599999999999994, 65.700000000000003, 53.200000000000003, 34.5, 56.5, 22.5, 46, 44.100000000000001, 18.199999999999999, 7.5999999999999996, 61.100000000000001, 58.600000000000001, 62.299999999999997, 47.600000000000001, 47, 48.200000000000003, 69.700000000000003, 66.099999999999994, 60, 58.700000000000003, 31.699999999999999, 30.5, 51.799999999999997, 51, 53.399999999999999, 58.100000000000001, 34.899999999999999, 44, 53.5, 56.299999999999997, 67, 60.200000000000003, 57.299999999999997, 30.300000000000001, 58, 61.5, 76.700000000000003, 65.099999999999994, 65.400000000000006, 68.599999999999994, 38.200000000000003, 72.599999999999994, 67.5, 66.299999999999997, 19.800000000000001, 72.200000000000003, 52.399999999999999, 54.799999999999997, 75.400000000000006, 62.700000000000003, 54.200000000000003, 47.100000000000001, 72.700000000000003, 18, 52.299999999999997, 77.799999999999997, 62.899999999999999, 79.900000000000006, 58.200000000000003, 40, 27.199999999999999, 56.299999999999997, 20, 72.5, 34.299999999999997, 52.5, 52.100000000000001, 46.399999999999999, 50.700000000000003, 55.100000000000001, 60.899999999999999, 60.100000000000001, 38.5, 25.399999999999999, 18.300000000000001, 53.5, 46.600000000000001, 23.699999999999999, 37.700000000000003, 30.5, 72, 49.700000000000003, 46, 47.200000000000003, 39.100000000000001, 53.600000000000001, 48.799999999999997, 31.899999999999999, 37.100000000000001, 53.399999999999999, 59.700000000000003, 50.5, 20.899999999999999, 68.799999999999997, 42.200000000000003, 27.5, 30.300000000000001, 37.799999999999997, 34.799999999999997, 49.899999999999999, 57.899999999999999, 52.200000000000003, 39.5, 12.199999999999999, 44.700000000000003, 23.300000000000001, 39.899999999999999, 52.600000000000001, 29, 49.299999999999997, 21.800000000000001, 57.399999999999999, 55.700000000000003, 57.799999999999997, 56.200000000000003, 68, 65.799999999999997, 72.5, 70.099999999999994), dem16 = c(0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0), state = c("AK", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AR", "AR", "AR", "AR", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CT", "CT", "CT", "CT", "CT", "DE", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "GA", "HI", "HI", "IA", "IA", "IA", "IA", "ID", "ID", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "IN", "KS", "KS", "KS", "KS", "KY", "KY", "KY", "KY", "KY", "KY", "LA", "LA", "LA", "LA", "LA", "LA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "MD", "ME", "ME", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MS", "MS", "MS", "MS", "MT", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "ND", "NE", "NE", "NE", "NH", "NH", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NM", "NM", "NM", "NV", "NV", "NV", "NV", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OK", "OK", "OK", "OK", "OK", "OR", "OR", "OR", "OR", "OR", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "RI", "RI", "SC", "SC", "SC", "SC", "SC", "SC", "SC", "SD", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "UT", "UT", "UT", "UT", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VA", "VT", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WA", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WI", "WV", "WV", "WV", "WY"), party18 = c("R", "R", "R", "R", "R", "R", "R", "D", "R", "R", "R", "R", "D", "D", "D", "R", "R", "R", "D", "R", "D", "R", "D", "D", "R", "D", "D", "D", "R", "D", "R", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "R", "R", "R", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "R", "D", "D", "R", "D", "D", "R", "D", "D", "D", "D", "R", "D", "D", "D", "D", "D", "R", "R", "R", "D", "D", "D", "D", "D", "D", "D", "D", "R", "R", "R", "R", "D", "R", "D", "R", "D", "D", "R", "R", "D", "D", "R", "R", "R", "R", "R", "D", "D", "D", "D", "D", "R", "D", "D", "R", "D", "R", "D", "D", "D", "R", "R", "R", "R", "R", "R", "D", "R", "D", "D", "D", "D", "D", "R", "R", "R", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "R", "R", "D", "R", "R", "D", "R", "D", "R", "R", "R", "R", "R", "D", "R", "R", "R", "R", "D", "R", "R", "R", "D", "R", "R", "R", "R", "D", "R", "R", "R", "R", "D", "D", "D", "D", "D", "D", "D", "D", "D", "R", "D", "D", "D", "D", "D", "D", "D", "D", "R", "R", "R", "R", "R", "D", "R", "R", "D", "D", "R", "D", "D", "D", "D", "R", "D", "D", "D", "D", "R", "D", "R", "D", "R", "R", "R", "D", "R", "R", "R", "R", "D", "R", "R", "R", "D", "R", "R", "D", "R", "R", "R", "R", "R", "R", "R", "D", "R", "R", "R", "R", "R", "D", "D", "D", "D", "R", "R", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "R", "D", "D", "R", "R", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "D", "R", "R", "R", "R", "D", "D", "R", "R", "R", "D", "R", "R", "R", "R", "R", "D", "R", "D", "R", "D", "R", "R", "R", "R", "R", "R", "R", "D", "D", "R", "D", "D", "D", "R", "D", "D", "D", "D", "D", "D", "D", "R", "R", "R", "R", "R", "R", "R", "R", "D", "D", "D", "D", "D", "R", "R", "R", "R", "D", "R", "R", "R", "R", "R", "R", "D", "R", "R", "R", "D", "R", "R", "R", "R", "R", "R", "D", "R", "D", "R", "R", "R", "R", "R", "D", "D", "R", "D", "R", "D", "R", "R", "R", "R", "R", "R", "R", "D", "D", "D", "R", "D", "D", "D", "D", "R", "R", "R", "R", "R", "R", "D", "D", "D", "R", "R", "D", "D", "R", "D", "D", "D", "D", "D", "R", "R", "R", "D", "D", "D", "D", "D", "R", "D", "D", "D", "R", "R", "R", "R", "R", "R", "R", "R"), dem18 = c(0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0), flip18 = c(0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, -1, 1, 1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, -1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, -1, -1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0), gerry = structure(c(2L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 1L, 1L, 1L, 1L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 2L, 1L, 1L, 1L, 3L, 3L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 2L), .Label = c("low", "mid", "high"), class = "factor")), row.names = c(NA, -435L), class = c("tbl_df", "tbl", "data.frame"))