我有一个数据帧,看起来是这样的:
name | session | sessionvote | voter response |
---|---|---|---|
Tim | 116 | 1 | Y |
Tim | 116 | 2 | N |
Tim | 117 | 1 | Y |
Tim | 117 | 2 | Y |
Dave | 117 | 1 | N |
Dave | 117 | 2 | Y |
Larry | 116 | 1 | Y |
Larry | 116 | 2 | Y |
Larry | 117 | 1 | Y |
John | 117 | 1 | N |
name
是指主题,session
是指会议(可以进行多票表决),sessionvote
是指该届会议的ID或投票号,voter response
是指主题对该特定会议投票的投票.
我想要计算每对用户之间的相似性分数,基于他们的投票相似性,只使用他们都出席的投票的数据.相似性分数应按如下方式计算(相同的投票响应数/两个受试者出席的票数).例如,蒂姆和拉里在三张相同的选票上都出席了(116-1,116-2,117-1),他们在其中两张选票上的回答相同(116-1,117-1),但在他们都出席的第三张选票上不同(116-2).要计算他们的得分,应为2(Tim和Larry的共享回复数)/3(Tim和Larry都出席的投票数量),给他们的相似度得分为0.66.
我认为最简单的方法是生成一个如下所示的矩阵:
Tim | Dave | Larry | John | |
---|---|---|---|---|
Tim | 1 | .5 | .66 | 0 |
Dave | .5 | 1 | 0 | 1 |
Larry | .66 | 0 | 1 | 0 |
John | 0 | 1 | 0 | 1 |
虽然我可以概念化我希望它是什么样子,但我不确定如何将该数据帧转换为基于这些行的矩阵.任何帮助都将不胜感激.
更新:我已经包括了下面的dput
个输出.这是我试图使用的数据的子集.完整的数据集要大得多.
structure(list(name = c("YOUNG, Donald Edwin", "SENSENBRENNER, Frank James, Jr.",
"ROGERS, Harold Dallas (Hal)", "SMITH, Christopher Henry", "HOYER, Steny Hamilton",
"KAPTUR, Marcia Carolyn (Marcy)", "VISCLOSKY, Peter", "DeFAZIO, Peter Anthony",
"LEWIS, John R.", "PRICE, David Eugene", "UPTON, Frederick Stephen",
"PELOSI, Nancy", "PALLONE, Frank, Jr.", "ENGEL, Eliot Lance",
"LOWEY, Nita M.", "NEAL, Richard Edmund", "SCHIFF, Adam", "DAVIS, Susan A.",
"LYNCH, Stephen F.", "McCOLLUM, Betty", "GRAVES, Samuel", "LANGEVIN, James",
"WILSON, Addison Graves (Joe)", "LARSEN, Richard Ray (Rick)",
"CLAY, William Lacy, Jr.", "ROGERS, Mike Dennis", "GRIJALVA, Raúl M.",
"NUNES, Devin", "SÁNCHEZ, Linda T.", "DIAZ-BALART, Mario", "SCOTT, David",
"CASE, Ed", "KING, Steve", "RUPPERSBERGER, C. A. (Dutch)", "BUTTERFIELD, George Kenneth, Jr. (G.K.)",
"TURNER, Michael R.", "RYAN, Timothy J.", "COLE, Tom", "BURGESS, Michael C.",
"CARTER, John R.", "BISHOP, Robert (Rob)", "COSTA, Jim", "WASSERMAN SCHULTZ, Debbie",
"LIPINSKI, Daniel", "CLEAVER, Emanuel, II", "FORTENBERRY, Jeff",
"HIGGINS, Brian", "FOXX, Virginia Ann", "McHENRY, Patrick T.",
"GOHMERT, Louie", "GREEN, Al", "McCAUL, Michael T.", "CONAWAY, K. Michael",
"MARCHANT, Kenny", "CUELLAR, Henry", "McMORRIS RODGERS, Cathy",
"MOORE, Gwendolynne S. (Gwen)", "MATSUI, Doris", "SIRES, Albio",
"McNERNEY, Jerry", "MCCARTHY, Kevin", "LAMBORN, Doug", "PERLMUTTER, Ed",
"COURTNEY, Joe", "CASTOR, Kathy", "BUCHANAN, Vernon G.", "JOHNSON, Hank",
"LOEBSACK, Dave", "YARMUTH, John", "SARBANES, John", "WALBERG, Tim",
"SMITH, Adrian", "CLARKE, Yvette Diane", "JORDAN, Jim", "COHEN, Stephen",
"FOSTER, Bill", "WELCH, Peter", "LATTA, Robert E.", "WITTMAN, Robert J.",
"CARSON, André", "BILIRAKIS, Gus", "SCALISE, Steve", "SPEIER, Karen Lorraine Jacqueline (Jackie)",
"KIRKPATRICK, Ann", "McCLINTOCK, Tom", "HIMES, James A.", "POSEY, Bill",
"GUTHRIE, Brett", "PINGREE, Chellie", "LUETKEMEYER, Blaine",
"TITUS, Alice (Dina)", "LUJÁN, Ben Ray", "TONKO, Paul", "FUDGE, Marcia L.",
"SCHRADER, Kurt", "THOMPSON, Glenn", "ROE, David P. (Phil)",
"OLSON, Pete", "CONNOLLY, Gerald E. (Gerry)", "QUIGLEY, Mike",
"CHU, Judy", "GARAMENDI, John", "DEUTCH, Theodore E. (Ted)",
"GRAVES, Tom", "HUNTER, Duncan Duane", "REED, Thomas W. II",
"SEWELL, Terri", "GOSAR, Paul", "SCHWEIKERT, David", "CRAWFORD, Rick",
"WOMACK, Steve", "BASS, Karen", "TIPTON, Scott", "WEBSTER, Daniel A.",
"WILSON, Frederica", "WOODALL, Rob", "SCOTT, Austin", "KINZINGER, Adam",
"BUCSHON, Larry", "RICHMOND, Cedric", "HARRIS, Andy", "KEATING, William R.",
"HUIZENGA, Bill", "AMASH, Justin", "PALAZZO, Steven", "HARTZLER, Vicky",
"LONG, Billy", "JOHNSON, Bill", "STIVERS, Steve", "GIBBS, Bob",
"KELLY, Mike", "MARINO, Thomas A.", "CICILLINE, David N.", "DUNCAN, Jeff",
"FLEISCHMANN, Chuck", "DESJARLAIS, Scott", "FLORES, Bill", "HERRERA BEUTLER, Jaime",
"McKINLEY, David", "DUFFY, Sean", "GRIFFITH, H. Morgan", "ROBY, Martha",
"BROOKS, Mo", "AMODEI, Mark E.", "BONAMICI, Suzanne", "LaMALFA, Doug",
"HUFFMAN, Jared", "BERA, Ami", "COOK, Paul", "SWALWELL, Eric",
"BROWNLEY, Julia", "CÁRDENAS, Tony", "RUIZ, Raul", "TAKANO, Mark",
"LOWENTHAL, Alan", "VARGAS, Juan", "PETERS, Scott", "YOHO, Ted",
"FRANKEL, Lois", "COLLINS, Doug", "GABBARD, Tulsi", "SCHNEIDER, Brad",
"DAVIS, Rodney", "BUSTOS, Cheri", "WALORSKI, Jackie", "BROOKS, Susan",
"BARR, Garland H. (Andy) IV", "KENNEDY, Joseph P. III", "WAGNER, Ann",
"HORSFORD, Steven", "KUSTER, Ann McLane", "MENG, Grace", "JEFFRIES, Hakeem",
"MALONEY, Sean Patrick", "COLLINS, Chris", "HUDSON, Richard",
"MEADOWS, Mark", "HOLDING, George E.B.", "WENSTRUP, Brad", "BEATTY, Joyce",
"JOYCE, David", "MULLIN, Markwayne", "PERRY, Scott", "CARTWRIGHT, Matt",
"RICE, Tom", "WEBER, Randy", "CASTRO, Joaquin", "WILLIAMS, Roger",
"VEASEY, Marc", "VELA, Filemon", "STEWART, Chris", "KILMER, Derek",
"HECK, Denny", "POCAN, Mark", "KELLY, Robin L.", "KILDEE, Dan",
"SMITH, Jason", "CLARK, Katherine M.", "BYRNE, Bradley", "PALMER, Gary James",
"GALLEGO, Ruben", "HILL, French", "DESAULNIER, Mark James", "AGUILAR, Peter Rey",
"LIEU, Ted", "TORRES, Norma Judith", "BUCK, Kenneth Robert",
"CARTER, Buddy", "HICE, Jody Brownlow", "LOUDERMILK, Barry D.",
"ALLEN, Rick W.", "BOST, Mike", "ABRAHAM, Ralph", "GRAVES, Garret",
"MOULTON, Seth", "MOOLENAAR, John", "DINGELL, Debbie", "LAWRENCE, Brenda L",
"EMMER, Thomas Earl II", "NORCROSS, Donald", "WATSON COLEMAN, Bonnie",
"ZELDIN, Lee M", "RICE, Kathleen Maura", "STEFANIK, Elise M",
"KATKO, John", "WALKER, Bradley Mark", "ROUZER, David", "ADAMS, Alma",
"BOYLE, Brendan Francis", "RATCLIFFE, John", "HURD, William Ballard",
"BABIN, Brian", "BEYER, Donald Sternoff Jr.", "NEWHOUSE, Daniel Milton",
"MOONEY, Alex X.", "GROTHMAN, Glenn", "KELLY, Trent", "LaHOOD, Darin",
"WESTERMAN, Bruce Eugene", "DAVIDSON, Warren", "COMER, James",
"EVANS, Dwight", "ARRINGTON, Jodey Cook", "BACON, Donald J.",
"BANKS, James E.", "BARRAGÁN, Nanette Diaz", "BERGMAN, John",
"BIGGS, Andrew S.", "BLUNT ROCHESTER, Lisa", "BROWN, Anthony Gregory",
"BUDD, Theodore Paul", "CARBAJAL, Salud", "CHENEY, Liz", "CORREA, Jose Luis",
"CRIST, Charlie Joseph Jr.", "DEMINGS, Valdez Butler", "DUNN, Neal Patrick",
"ESPAILLAT, Adriano J.", "FERGUSON, Anderson Drew IV", "FITZPATRICK, Brian K.",
"GAETZ, Matthew L. II", "GALLAGHER, Michael", "GONZALEZ, Vicente Jr.",
"GOTTHEIMER, Josh S.", "HIGGINS, Clay", "HOLLINGSWORTH, Joseph Albert III",
"JAYAPAL, Pramila", "JOHNSON, Mike", "KHANNA, Rohit", "KRISHNAMOORTHI, S. Raja",
"KUSTOFF, David", "LAWSON, Alfred Jr.", "MARSHALL, Roger Wayne",
"MAST, Brian Jeffery", "MCEACHIN, Aston Donald", "MITCHELL, Paul",
"MURPHY, Stephanie", "O'HALLERAN, Thomas C.", "PANETTA, James Varni",
"RASKIN, Jamie Ben", "ROONEY, Francis", "RUTHERFORD, John Henry",
"SMUCKER, Lloyd K.", "SOTO, Darren Michael", "SUOZZI, Thomas",
"ESTES, Ron", "GIANFORTE, Greg", "NORMAN, Ralph", "GOMEZ, Jimmy",
"CURTIS, John R.", "LAMB, Conor", "LESKO, Debbie", "CLOUD, Michael",
"BALDERSON, Troy", "HERN, Kevin", "MORELLE, Joseph D.", "SCANLON, Mary Gay",
"WILD, Susan", "ALLRED, Colin", "ARMSTRONG, Kelly", "AXNE, Cynthia",
"BAIRD, James", "BRINDISI, Anthony", "BURCHETT, Timothy", "CASTEN, Sean",
"CISNEROS, Gil", "CLINE, Benjamin", "COX, TJ", "CRAIG, Angela",
"CRENSHAW, Daniel", "CROW, Jason", "CUNNINGHAM, Joe", "DAVIDS, Sharice",
"DEAN, Madeleine", "DELGADO, Antonio", "ESCOBAR, Veronica", "FINKENAUER, Abby",
"FLETCHER, Elizabeth", "FULCHER, Russell", "GARCÍA, Jesús",
"GARCIA, Sylvia", "GOLDEN, Jared", "GONZALEZ, Anthony", "GOODEN, Lance",
"GREEN, Mark", "GUEST, Michael", "HAALAND, Debra", "HAGEDORN, Jim",
"HARDER, Josh", "HAYES, Jahana", "HILL, Katie", "HORN, Kendra",
"HOULAHAN, Christina", "JOHNSON, Dustin", "JOYCE, John", "KIM, Andy",
"LEE, Susie", "LEVIN, Mike", "LEVIN, Andy", "LURIA, Elaine",
"MALINOWSKI, Tomaz", "McADAMS, Ben", "McBATH, Lucy", "MEUSER, Dan",
"MILLER, Carol", "MUCARSEL-POWELL, Debbie", "NEGUSE, Joseph",
"OCASIO-CORTEZ, Alexandria", "OMAR, Ilhan", "PAPPAS, Chris",
"PENCE, Gregory", "PHILLIPS, Dean", "PORTER, Katie", "PRESSLEY, Ayanna",
"RESCHENTHALER, Guy", "RIGGLEMAN, Denver", "ROSE, Max", "ROSE, John",
"ROUDA, Harley", "ROY, Charles", "SCHRIER, Kim", "SHALALA, Donna",
"SHERRILL, Mikie", "SPANBERGER, Abigail", "SPANO, Ross", "STANTON, Greg",
"STAUBER, Peter", "STEIL, Bryan", "STEUBE, William", "STEVENS, Haley",
"TAYLOR, Nicholas", "TIMMONS, William", "TLAIB, Rashida", "TORRES SMALL, Xochitl",
"TRAHAN, Lori", "TRONE, David", "UNDERWOOD, Lauren", "WALTZ, Michael",
"WATKINS, Steve", "WEXTON, Jennifer", "WRIGHT, Ron", "WATERS, Maxine",
"DeLAURO, Rosa L.", "PETERSON, Collin Clark", "SERRANO, José E.",
"ESHOO, Anna Georges", "ROYBAL-ALLARD, Lucille", "CALVERT, Ken",
"HASTINGS, Alcee Lamar", "BISHOP, Sanford Dixon, Jr.", "RUSH, Bobby L.",
"THOMPSON, Bennie", "KING, Peter T.", "NADLER, Jerrold Lewis",
"VELÁZQUEZ, Nydia M.", "MALONEY, Carolyn Bosher", "LUCAS, Frank D.",
"LOFGREN, Zoe", "CHABOT, Steve", "DOYLE, Michael F.", "DOGGETT, Lloyd Alton, II",
"THORNBERRY, William McClellan (Mac)", "JACKSON LEE, Sheila",
"CUMMINGS, Elijah Eugene", "BLUMENAUER, Earl", "ADERHOLT, Robert",
"SHERMAN, Brad", "DeGETTE, Diana", "DAVIS, Danny K.", "SHIMKUS, John M.",
"McGOVERN, James P.", "PASCRELL, William J., Jr.", "BRADY, Kevin Patrick",
"GRANGER, Kay", "SMITH, Adam", "KIND, Ron", "MEEKS, Gregory W.",
"LEE, Barbara", "THOMPSON, Michael", "NAPOLITANO, Grace Flores",
"LARSON, John B.", "SIMPSON, Michael K.", "SCHAKOWSKY, Janice D.",
"WALDEN, Greg", "DelBENE, Suzan K.", "MASSIE, Thomas", "PAYNE, Donald, Jr.",
"CLYBURN, James Enos", "JOHNSON, Eddie Bernice", "SCOTT, Robert C.",
"YOUNG, Donald Edwin", "SENSENBRENNER, Frank James, Jr.", "ROGERS, Harold Dallas (Hal)",
"SMITH, Christopher Henry", "HOYER, Steny Hamilton", "COOPER, James Hayes Shofner",
"KAPTUR, Marcia Carolyn (Marcy)", "VISCLOSKY, Peter", "DeFAZIO, Peter Anthony",
"LEWIS, John R.", "PRICE, David Eugene", "UPTON, Frederick Stephen",
"PALLONE, Frank, Jr.", "ENGEL, Eliot Lance", "LOWEY, Nita M.",
"NEAL, Richard Edmund", "SCHIFF, Adam", "DAVIS, Susan A.", "LYNCH, Stephen F.",
"McCOLLUM, Betty", "GRAVES, Samuel", "LANGEVIN, James", "WILSON, Addison Graves (Joe)",
"LARSEN, Richard Ray (Rick)", "CLAY, William Lacy, Jr.", "ROGERS, Mike Dennis",
"GRIJALVA, Raúl M.", "NUNES, Devin", "SÁNCHEZ, Linda T.", "DIAZ-BALART, Mario",
"SCOTT, David", "CASE, Ed", "KING, Steve", "RUPPERSBERGER, C. A. (Dutch)",
"BUTTERFIELD, George Kenneth, Jr. (G.K.)", "TURNER, Michael R.",
"RYAN, Timothy J.", "COLE, Tom", "BURGESS, Michael C.", "CARTER, John R.",
"BISHOP, Robert (Rob)", "COSTA, Jim", "WASSERMAN SCHULTZ, Debbie",
"LIPINSKI, Daniel", "CLEAVER, Emanuel, II", "FORTENBERRY, Jeff",
"HIGGINS, Brian", "FOXX, Virginia Ann", "McHENRY, Patrick T.",
"GOHMERT, Louie", "GREEN, Al", "McCAUL, Michael T.", "CONAWAY, K. Michael",
"MARCHANT, Kenny", "CUELLAR, Henry", "McMORRIS RODGERS, Cathy",
"MOORE, Gwendolynne S. (Gwen)", "MATSUI, Doris", "SIRES, Albio",
"McNERNEY, Jerry", "MCCARTHY, Kevin", "LAMBORN, Doug", "PERLMUTTER, Ed",
"COURTNEY, Joe", "CASTOR, Kathy", "BUCHANAN, Vernon G.", "JOHNSON, Hank",
"LOEBSACK, Dave", "YARMUTH, John", "SARBANES, John", "WALBERG, Tim",
"SMITH, Adrian", "CLARKE, Yvette Diane", "JORDAN, Jim", "COHEN, Stephen",
"FOSTER, Bill", "WELCH, Peter", "LATTA, Robert E.", "WITTMAN, Robert J.",
"CARSON, André", "BILIRAKIS, Gus", "SCALISE, Steve", "SPEIER, Karen Lorraine Jacqueline (Jackie)",
"KIRKPATRICK, Ann", "McCLINTOCK, Tom", "HIMES, James A.", "POSEY, Bill",
"GUTHRIE, Brett", "PINGREE, Chellie", "LUETKEMEYER, Blaine",
"TITUS, Alice (Dina)", "LUJÁN, Ben Ray", "TONKO, Paul", "FUDGE, Marcia L.",
"SCHRADER, Kurt", "THOMPSON, Glenn", "ROE, David P. (Phil)",
"OLSON, Pete", "CONNOLLY, Gerald E. (Gerry)", "QUIGLEY, Mike",
"CHU, Judy", "GARAMENDI, John", "DEUTCH, Theodore E. (Ted)",
"GRAVES, Tom", "HUNTER, Duncan Duane", "REED, Thomas W. II",
"SEWELL, Terri", "GOSAR, Paul", "SCHWEIKERT, David", "CRAWFORD, Rick",
"WOMACK, Steve", "TIPTON, Scott", "WEBSTER, Daniel A.", "WOODALL, Rob",
"SCOTT, Austin", "KINZINGER, Adam", "BUCSHON, Larry", "RICHMOND, Cedric",
"HARRIS, Andy", "KEATING, William R.", "HUIZENGA, Bill", "AMASH, Justin",
"PALAZZO, Steven", "HARTZLER, Vicky", "LONG, Billy", "JOHNSON, Bill",
"STIVERS, Steve", "GIBBS, Bob", "KELLY, Mike", "MARINO, Thomas A.",
"CICILLINE, David N.", "DUNCAN, Jeff", "FLEISCHMANN, Chuck",
"DESJARLAIS, Scott", "FLORES, Bill", "HERRERA BEUTLER, Jaime",
"McKINLEY, David", "DUFFY, Sean", "GRIFFITH, H. Morgan", "ROBY, Martha",
"BROOKS, Mo", "AMODEI, Mark E.", "BONAMICI, Suzanne", "LaMALFA, Doug",
"HUFFMAN, Jared", "BERA, Ami", "COOK, Paul", "SWALWELL, Eric",
"BROWNLEY, Julia", "RUIZ, Raul", "TAKANO, Mark", "LOWENTHAL, Alan",
"VARGAS, Juan", "PETERS, Scott", "YOHO, Ted", "FRANKEL, Lois",
"COLLINS, Doug", "GABBARD, Tulsi", "SCHNEIDER, Brad", "DAVIS, Rodney",
"BUSTOS, Cheri", "WALORSKI, Jackie", "BROOKS, Susan", "BARR, Garland H. (Andy) IV",
"KENNEDY, Joseph P. III", "WAGNER, Ann", "HORSFORD, Steven",
"KUSTER, Ann McLane", "MENG, Grace", "JEFFRIES, Hakeem", "MALONEY, Sean Patrick",
"COLLINS, Chris", "HUDSON, Richard", "MEADOWS, Mark", "HOLDING, George E.B.",
"WENSTRUP, Brad", "BEATTY, Joyce", "JOYCE, David", "MULLIN, Markwayne",
"PERRY, Scott", "CARTWRIGHT, Matt", "RICE, Tom", "WEBER, Randy",
"CASTRO, Joaquin", "WILLIAMS, Roger", "VEASEY, Marc", "VELA, Filemon",
"STEWART, Chris", "KILMER, Derek", "HECK, Denny", "POCAN, Mark",
"KELLY, Robin L.", "KILDEE, Dan", "SMITH, Jason", "CLARK, Katherine M.",
"BYRNE, Bradley", "PALMER, Gary James", "GALLEGO, Ruben", "HILL, French",
"DESAULNIER, Mark James", "AGUILAR, Peter Rey", "LIEU, Ted",
"TORRES, Norma Judith", "BUCK, Kenneth Robert", "CARTER, Buddy",
"HICE, Jody Brownlow", "LOUDERMILK, Barry D.", "ALLEN, Rick W.",
"BOST, Mike", "ABRAHAM, Ralph", "GRAVES, Garret", "MOULTON, Seth",
"MOOLENAAR, John", "DINGELL, Debbie", "LAWRENCE, Brenda L", "EMMER, Thomas Earl II",
"NORCROSS, Donald", "WATSON COLEMAN, Bonnie", "ZELDIN, Lee M",
"RICE, Kathleen Maura", "STEFANIK, Elise M", "KATKO, John", "WALKER, Bradley Mark",
"ROUZER, David", "ADAMS, Alma", "BOYLE, Brendan Francis", "RATCLIFFE, John",
"HURD, William Ballard", "BABIN, Brian", "BEYER, Donald Sternoff Jr.",
"NEWHOUSE, Daniel Milton", "MOONEY, Alex X.", "GROTHMAN, Glenn",
"KELLY, Trent", "LaHOOD, Darin", "WESTERMAN, Bruce Eugene", "DAVIDSON, Warren",
"COMER, James", "EVANS, Dwight", "ARRINGTON, Jodey Cook", "BACON, Donald J.",
"BANKS, James E.", "BARRAGÁN, Nanette Diaz", "BERGMAN, John",
"BIGGS, Andrew S.", "BLUNT ROCHESTER, Lisa", "BROWN, Anthony Gregory",
"BUDD, Theodore Paul", "CARBAJAL, Salud", "CHENEY, Liz", "CORREA, Jose Luis",
"CRIST, Charlie Joseph Jr.", "DEMINGS, Valdez Butler", "DUNN, Neal Patrick",
"ESPAILLAT, Adriano J.", "FERGUSON, Anderson Drew IV", "FITZPATRICK, Brian K.",
"GAETZ, Matthew L. II", "GALLAGHER, Michael", "GONZALEZ, Vicente Jr.",
"GOTTHEIMER, Josh S.", "HIGGINS, Clay", "HOLLINGSWORTH, Joseph Albert III",
"JAYAPAL, Pramila", "JOHNSON, Mike", "KHANNA, Rohit", "KRISHNAMOORTHI, S. Raja",
"KUSTOFF, David", "LAWSON, Alfred Jr.", "MARSHALL, Roger Wayne",
"MAST, Brian Jeffery", "MCEACHIN, Aston Donald", "MITCHELL, Paul",
"MURPHY, Stephanie", "O'HALLERAN, Thomas C.", "PANETTA, James Varni",
"RASKIN, Jamie Ben", "ROONEY, Francis", "RUTHERFORD, John Henry",
"SOTO, Darren Michael", "SUOZZI, Thomas", "ESTES, Ron", "GIANFORTE, Greg",
"NORMAN, Ralph", "GOMEZ, Jimmy", "CURTIS, John R.", "LAMB, Conor",
"LESKO, Debbie", "CLOUD, Michael", "BALDERSON, Troy", "HERN, Kevin",
"MORELLE, Joseph D.", "SCANLON, Mary Gay", "ALLRED, Colin", "ARMSTRONG, Kelly",
"AXNE, Cynthia", "BAIRD, James", "BRINDISI, Anthony", "BURCHETT, Timothy",
"CASTEN, Sean", "CISNEROS, Gil", "CLINE, Benjamin", "COX, TJ",
"CRAIG, Angela", "CRENSHAW, Daniel", "CROW, Jason", "CUNNINGHAM, Joe",
"DAVIDS, Sharice", "DEAN, Madeleine", "DELGADO, Antonio", "ESCOBAR, Veronica",
"FINKENAUER, Abby", "FLETCHER, Elizabeth", "FULCHER, Russell",
"GARCÍA, Jesús", "GARCIA, Sylvia", "GOLDEN, Jared", "GONZALEZ, Anthony",
"GOODEN, Lance", "GREEN, Mark", "GUEST, Michael", "HAALAND, Debra",
"HAGEDORN, Jim", "HARDER, Josh", "HAYES, Jahana", "HILL, Katie",
"HORN, Kendra", "HOULAHAN, Christina", "JOHNSON, Dustin", "JOYCE, John",
"KIM, Andy", "LEE, Susie", "LEVIN, Mike", "LEVIN, Andy", "LURIA, Elaine",
"MALINOWSKI, Tomaz", "McADAMS, Ben", "McBATH, Lucy", "MEUSER, Dan",
"MILLER, Carol", "MUCARSEL-POWELL, Debbie", "NEGUSE, Joseph",
"OCASIO-CORTEZ, Alexandria", "OMAR, Ilhan", "PAPPAS, Chris",
"PENCE, Gregory", "PHILLIPS, Dean", "PORTER, Katie", "PRESSLEY, Ayanna",
"RESCHENTHALER, Guy", "RIGGLEMAN, Denver", "ROSE, Max", "ROSE, John",
"ROUDA, Harley", "ROY, Charles", "SCHRIER, Kim", "SHALALA, Donna",
"SHERRILL, Mikie", "SLOTKIN, Elissa", "SPANBERGER, Abigail",
"SPANO, Ross", "STANTON, Greg", "STAUBER, Peter", "STEIL, Bryan",
"STEUBE, William", "STEVENS, Haley", "TAYLOR, Nicholas", "TIMMONS, William",
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116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116, 116,
116, 116, 116, 116, 116, 116), sessionvote = c(1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2), voter_response = c("n",
"n", "n", "n", "y", "y", "y", "y", "y", "y", "n", "y", "y", "y",
"y", "y", "y", "y", "y", "y", "n", "y", "n", "y", "y", "n", "y",
"n", "y", "n", "y", "y", "n", "y", "y", "n", "y", "n", "n", "n",
"n", "y", "y", "y", "y", "n", "y", "n", "n", "n", "y", "n", "n",
"n", "y", "n", "y", "y", "y", "y", "n", "n", "y", "y", "y", "n",
"y", "y", "y", "y", "n", "n", "y", "n", "y", "y", "y", "n", "n",
"y", "n", "n", "y", "y", "n", "y", "n", "n", "y", "n", "y", "y",
"y", "y", "n", "n", "n", "n", "y", "y", "y", "y", "y", "n", "n",
"n", "y", "n", "n", "n", "n", "y", "n", "n", "y", "n", "n", "n",
"n", "y", "n", "y", "n", "n", "n", "n", "n", "n", "n", "n", "n",
"n", "y", "n", "n", "n", "n", "n", "n", "n", "n", "n", "n", "n",
"y", "n", "y", "y", "n", "y", "y", "y", "y", "y", "y", "y", "y",
"n", "y", "n", "y", "y", "n", "y", "n", "n", "n", "y", "n", "y",
"y", "y", "y", "y", "n", "n", "n", "n", "n", "y", "n", "n", "n",
"y", "n", "n", "y", "n", "y", "y", "n", "y", "y", "y", "y", "y",
"n", "y", "n", "n", "y", "n", "y", "y", "y", "y", "n", "n", "n",
"n", "n", "n", "n", "n", "y", "n", "y", "y", "n", "y", "y", "n",
"n", "n", "n", "n", "n", "y", "y", "n", "n", "n", "y", "n", "n",
"n", "n", "n", "n", "n", "n", "y", "n", "n", "n", "y", "n", "n",
"y", "y", "n", "y", "n", "y", "y", "y", "n", "y", "n", "n", "n",
"n", "y", "y", "n", "n", "y", "n", "y", "y", "n", "y", "n", "n",
"y", "n", "y", "y", "y", "y", "n", "n", "n", "y", "y", "n", "n",
"n", "y", "n", "n", "n", "n", "n", "n", "y", "y", "y", "y", "n",
"y", "n", "n", "n", "y", "y", "n", "y", "y", "n", "n", "n", "y",
"y", "y", "y", "y", "y", "n", "y", "y", "n", "n", "n", "n", "n",
"y", "n", "y", "y", "y", "y", "y", "n", "n", "y", "y", "y", "y",
"y", "y", "n", "y", "n", "n", "y", "y", "y", "y", "y", "n", "y",
"y", "y", "n", "n", "n", "n", "y", "n", "y", "y", "n", "n", "n",
"y", "n", "n", "n", "y", "n", "n", "y", "y", "y", "y", "y", "n",
"n", "y", "n", "y", "y", "y", "y", "y", "y", "n", "y", "y", "y",
"y", "n", "y", "y", "y", "n", "y", "n", "y", "y", "n", "y", "y",
"y", "n", "y", "y", "y", "n", "y", "y", "n", "n", "y", "n", "y",
"y", "y", "y", "y", "n", "y", "n", "y", "n", "y", "y", "y", "y",
"n", "n", "n", "n", "y", "y", "y", "y", "y", "y", "y", "n", "y",
"y", "y", "y", "y", "y", "y", "y", "n", "y", "n", "y", "y", "n",
"y", "n", "y", "n", "y", "y", "n", "y", "y", "n", "y", "n", "n",
"n", "n", "y", "y", "y", "y", "n", "y", "n", "n", "n", "y", "n",
"n", "n", "y", "n", "y", "y", "y", "y", "n", "n", "y", "y", "y",
"n", "y", "y", "y", "y", "n", "n", "y", "n", "y", "y", "y", "n",
"n", "y", "n", "n", "y", "y", "n", "y", "n", "n", "y", "n", "y",
"y", "y", "y", "y", "n", "n", "n", "y", "y", "y", "y", "y", "n",
"n", "n", "y", "n", "n", "n", "n", "n", "n", "n", "n", "n", "n",
"y", "n", "y", "n", "n", "n", "n", "n", "n", "n", "n", "n", "n",
"y", "n", "n", "n", "n", "n", "n", "n", "n", "n", "n", "n", "y",
"n", "y", "y", "n", "y", "y", "y", "y", "y", "y", "y", "n", "y",
"n", "y", "y", "n", "y", "n", "n", "n", "y", "n", "y", "y", "y",
"y", "y", "n", "n", "n", "n", "n", "y", "n", "n", "n", "y", "n",
"n", "y", "n", "y", "y", "n", "y", "y", "y", "y", "y", "n", "y",
"n", "n", "y", "n", "y", "y", "y", "y", "n", "n", "n", "n", "n",
"n", "n", "n", "y", "n", "y", "y", "n", "y", "y", "n", "y", "n",
"n", "n", "n", "y", "y", "n", "n", "n", "y", "n", "n", "n", "n",
"n", "n", "n", "n", "y", "n", "n", "n", "y", "n", "n", "y", "y",
"n", "y", "n", "y", "y", "y", "n", "y", "n", "n", "n", "n", "y",
"y", "n", "n", "y", "n", "y", "y", "n", "y", "n", "n", "y", "n",
"y", "y", "y", "y", "n", "n", "y", "y", "n", "n", "n", "y", "n",
"y", "n", "n", "n", "n", "y", "y", "y", "n", "y", "n", "y", "n",
"y", "y", "n", "y", "y", "n", "y", "y", "y", "y", "y", "y", "y",
"y", "n", "y", "y", "y", "n", "n", "n", "n", "y", "n", "y", "y",
"y", "y", "y", "n", "n", "y", "y", "y", "y", "y", "y", "y", "y",
"n", "n", "y", "y", "y", "y", "y", "n", "y", "y", "y", "n", "n",
"y", "n", "y", "n", "y", "y", "y", "y", "y", "n", "y", "n", "n",
"n", "y", "n", "n", "y", "y")), row.names = c(NA, -800L), class = c("tbl_df",
"tbl", "data.frame"))