election_dataData visualisation:
A bridge between politics, society, and statistics
Zoe Meers
United States Studies Centre, University of Sydney
4 May 2020
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Election forecasting
Data journalism
Political data visualisation in R
Data analytics in think tanks
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Election forecasting: FiveThirtyEight
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Election forecasting: FiveThirtyEight
Poll aggregation and probabilistic forecasts during an election campaign
Short term forecasting versus long term electoral system and voting behaviour research
Compelling, interactive displays of data
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We've come a long way from this:
"There are three kinds of lies: lies, damned lies, and statistics." -[Author unknown, via Mark Twain in Chapters from My Autobiography (1907)]
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Data journalism
Not unique to FiveThirtyEight
Data journalism teams exist in most major newsrooms globally, including the New York Times, the Washington Post, the Financial Times, the Guardian, and so on
In Australia the most prolific newsroom data viz teams are at the ABC and Guardian Australia
Interactive JavaScript-based web pages - scrolly telling, d3.js - are key
R and/or Python are used for the data analysis stage, rarely for the final product
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But you can create beautiful production-ready graphs in R as well!
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Visualising political data in R
Some useful packages for politics & data are:
- fivethirtyeight, politicaldata, ggparliament
ggparliament is an R package for visualising the physical shape of legislatures
It is a ggplot2 extension
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Visualising legislatures with ggparliament
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Visualising legislatures with ggparliament
class: split-40 count: false
## year country house party_long## 1 2016 USA Senate Republican## 2 2014 USA Senate Republican## 3 2012 USA Senate Democratic## 4 2016 USA Representatives Republican## 5 2014 USA Representatives Republican## 6 2012 USA Representatives Republican## 7 2018 USA Representatives Republican## 8 2018 USA Representatives Democratic## 9 2017 UK Commons Labour## 10 2017 UK Commons Scottish National Party## 11 2017 UK Commons Liberal Democrats## 12 2017 UK Commons Democratic Unionist## 13 2017 UK Commons Sinn Fein## 14 2017 UK Commons Plaid Cymru## 15 2017 UK Commons Green## 16 2017 UK Commons Independent## 17 2015 UK Commons Labour## 18 2015 UK Commons Scottish National Party## 19 2015 UK Commons Liberal Democrats## 20 2015 UK Commons Democratic Unionist## 21 2015 UK Commons Sinn Fein## 22 2015 UK Commons Plaid Cymru## 23 2015 UK Commons Social Democratic & Labour## 24 2015 UK Commons Ulster Unionist## 25 2015 UK Commons UK Independence Party## 26 2015 UK Commons Green## 27 2015 UK Commons Independent## 28 2010 UK Commons Labour## 29 2010 UK Commons Democratic Unionist## 30 2010 UK Commons Scottish National Party## 31 2010 UK Commons Sinn Fein## 32 2010 UK Commons Plaid Cymru## 33 2010 UK Commons Social Democratic & Labour## 34 2010 UK Commons Green## 35 2010 UK Commons Alliance## 36 2010 UK Commons Independent## 37 2016 Australia Representatives Labour## 38 2016 Australia Representatives Greens## 39 2016 Australia Representatives Xenophon Team## 40 2016 Australia Representatives Independent## 41 2016 Australia Representatives Katter's Australian## 42 2013 Australia Representatives Labour## 43 2013 Australia Representatives Independent## 44 2013 Australia Representatives Greens## 45 2013 Australia Representatives Palmer United## 46 2013 Australia Representatives Katter's Australian## 47 2010 Australia Representatives Liberal## 48 2010 Australia Representatives Liberal National## 49 2010 Australia Representatives National## 50 2010 Australia Representatives Greens## 51 2010 Australia Representatives Nationals WA## 52 2010 Australia Representatives Country Liberal## 53 2016 Australia Senate Labour## 54 2016 Australia Senate Greens## 55 2016 Australia Senate Hanson's One Nation## 56 2016 Australia Senate Xenophon Team## 57 2016 Australia Senate Liberal Democrats## 58 2016 Australia Senate Family First## 59 2016 Australia Senate Lambie Network## 60 2016 Australia Senate Hinch's Justice Party## 61 2013 Australia Senate Labour## 62 2013 Australia Senate Greens## 63 2013 Australia Senate Palmer United## 64 2013 Australia Senate Xenophon Team## 65 2013 Australia Senate Liberal Democrats## 66 2013 Australia Senate Family First## 67 2013 Australia Senate Democratic Labour## 68 2013 Australia Senate Motoring Enthusiast## 69 2010 Australia Senate Labour## 70 2010 Australia Senate Greens## 71 2010 Australia Senate Democratic Labour## 72 2010 Australia Senate Independent## 73 2016 Russia Duma Communist## 74 2016 Russia Duma Liberal Democratic Party of Russia## 75 2016 Russia Duma A Just Russia## 76 2016 Russia Duma Rodina## 77 2016 Russia Duma Civic Platform## 78 2016 Russia Duma Independent## 79 2011 Russia Duma Communist## 80 2011 Russia Duma A Just Russia## 81 2011 Russia Duma Liberal Democratic Party of Russia## 82 2007 Russia Duma Communist## 83 2007 Russia Duma Liberal Democratic Party of Russia## 84 2007 Russia Duma A Just Russia## 85 2016 USA Senate Democratic## 86 2016 USA Senate Independent## 87 2014 USA Senate Democratic## 88 2014 USA Senate Independent## 89 2012 USA Senate Republican## 90 2012 USA Senate Independent## 91 2016 USA Representatives Democratic## 92 2014 USA Representatives Democratic## 93 2012 USA Representatives Democratic## 94 2005 Germany Bundestag Social Democratic Party## 95 2017 Germany Bundestag Social Democratic Party## 96 2009 Germany Bundestag Free Democratic Party## 97 1990 Germany Bundestag Free Democratic Party## 98 2009 Germany Bundestag The Left## 99 2017 Germany Bundestag The Left## 100 2009 Germany Bundestag Alliance 90/The Greens## 101 2017 Germany Bundestag Alliance 90/The Greens## 102 2013 Germany Bundestag The Left## 103 2013 Germany Bundestag Alliance 90/The Greens## 104 2005 Germany Bundestag Free Democratic Party## 105 2002 Germany Bundestag Christian Social Union in Bavaria## 106 2013 Germany Bundestag Christian Social Union in Bavaria## 107 2002 Germany Bundestag Alliance 90/The Greens## 108 2005 Germany Bundestag The Left## 109 2005 Germany Bundestag Alliance 90/The Greens## 110 1990 Germany Bundestag Christian Social Union in Bavaria## 111 1994 Germany Bundestag Christian Social Union in Bavaria## 112 1994 Germany Bundestag Alliance 90/The Greens## 113 2002 Germany Bundestag Free Democratic Party## 114 1998 Germany Bundestag Christian Social Union in Bavaria## 115 1998 Germany Bundestag Alliance 90/The Greens## 116 1994 Germany Bundestag Free Democratic Party## 117 2017 Germany Bundestag Christian Social Union in Bavaria## 118 2005 Germany Bundestag Christian Social Union in Bavaria## 119 1998 Germany Bundestag Free Democratic Party## 120 1998 Germany Bundestag Party of Democratic Socialism## 121 1994 Germany Bundestag Party of Democratic Socialism## 122 1990 Germany Bundestag Party of Democratic Socialism## 123 1990 Germany Bundestag Alliance 90/The Greens## 124 2002 Germany Bundestag Party of Democratic Socialism## 125 2017 UK Commons Conservative## 126 2015 UK Commons Conservative## 127 2010 UK Commons Conservative## 128 2010 UK Commons Liberal Democrats## 129 2016 Australia Representatives Liberal## 130 2016 Australia Representatives Liberal National## 131 2016 Australia Representatives National## 132 2013 Australia Representatives Liberal## 133 2013 Australia Representatives Liberal National## 134 2013 Australia Representatives National## 135 2013 Australia Representatives Country Liberal## 136 2010 Australia Representatives Independent## 137 2010 Australia Representatives Labour## 138 2016 Australia Senate Liberal## 139 2016 Australia Senate Liberal National## 140 2016 Australia Senate National## 141 2016 Australia Senate Country Liberal## 142 2013 Australia Senate Liberal## 143 2010 Australia Senate Liberal## 144 2010 Australia Senate Liberal National## 145 2010 Australia Senate National## 146 2010 Australia Senate Country Liberal## 147 2016 Russia Duma United Russia## 148 2011 Russia Duma United Russia## 149 2007 Russia Duma United Russia## 150 1998 Germany Bundestag Social Democratic Party## 151 1990 Germany Bundestag Christian Democratic Union## 152 2013 Germany Bundestag Christian Democratic Union## 153 1994 Germany Bundestag Social Democratic Party## 154 2002 Germany Bundestag Social Democratic Party## 155 1994 Germany Bundestag Christian Democratic Union## 156 1990 Germany Bundestag Social Democratic Party## 157 2005 Germany Bundestag Christian Democratic Union## 158 2017 Germany Bundestag Christian Democratic Union## 159 1998 Germany Bundestag Christian Democratic Union## 160 2009 Germany Bundestag Christian Democratic Union## 161 2013 Germany Bundestag Social Democratic Party## 162 2002 Germany Bundestag Christian Democratic Union## 163 2009 Germany Bundestag Social Democratic Party## 164 2017 Germany Bundestag Alternative for Germany## 165 2017 Germany Bundestag Free Democratic Party## 166 2009 Germany Bundestag Christian Social Union in Bavaria## party_short seats government colour## 1 GOP 52 1 #E81B23## 2 GOP 54 1 #E81B23## 3 Dem 53 1 #3333FF## 4 GOP 241 1 #E81B23## 5 GOP 247 1 #E81B23## 6 GOP 234 1 #E81B23## 7 GOP 199 0 #E81B23## 8 Dem 235 1 #E81B23## 9 Lab 262 0 #DC241F## 10 SNP 35 0 #FEF987## 11 LibDem 12 0 #FAA61A## 12 DUP 10 1 #D46A4C## 13 SF 7 0 #008800## 14 PC 4 0 #008142## 15 Green 1 0 #6AB023## 16 Ind 1 0 #B4B4B4## 17 Lab 232 0 #DC241F## 18 SNP 56 0 #FEF987## 19 LibDem 8 0 #FAA61A## 20 DUP 8 0 #D46A4C## 21 SF 4 0 #008800## 22 PC 3 0 #008142## 23 SDLP 3 0 #99FF66## 24 UUP 2 0 #9999FF## 25 UKIP 1 0 #70147A## 26 Green 1 0 #6AB023## 27 Ind 1 0 #B4B4B4## 28 Lab 258 0 #DC241F## 29 DUP 8 0 #D46A4C## 30 SNP 6 0 #FEF987## 31 SF 5 0 #008800## 32 PC 3 0 #008142## 33 SDLP 3 0 #99FF66## 34 Green 1 0 #6AB023## 35 Alliance 1 0 #F6CB2F## 36 Ind 1 0 #B4B4B4## 37 Lab 69 0 #F00011## 38 Green 1 0 #10C25B## 39 Xenophon 1 0 #FF6300## 40 Ind 2 0 #B8B8B8## 41 Katter 1 0 #FE6F5E## 42 Lab 55 0 #F00011## 43 Ind 2 0 #B8B8B8## 44 Green 1 0 #10C25B## 45 Palmer 1 0 #FFED00## 46 Katter 1 0 #FE6F5E## 47 Lib 44 0 #080CAB## 48 LNP 21 0 #1456F1## 49 Nat 6 0 #008000## 50 Green 1 0 #10C25B## 51 Nat WA 1 0 #008000## 52 CLP 1 0 #FF7F00## 53 Lab 26 0 #F00011## 54 Green 9 0 #10C25B## 55 HON 4 0 #F8F16F## 56 Xenophon 3 0 #FF6300## 57 LibDem 1 0 #F9E518## 58 FF 1 0 #00CCFF## 59 Lambie 1 0 #FFFF00## 60 Hinch 1 0 #002F5D## 61 Lab 25 0 #F00011## 62 Green 10 0 #10C25B## 63 Palmer 3 0 #FFED00## 64 Xenophon 1 0 #FF6300## 65 LibDem 1 0 #F9E518## 66 FF 1 0 #00CCFF## 67 Dem Lab 1 0 #008080## 68 Motoring 1 0 #191970## 69 Lab 31 0 #F00011## 70 Green 9 0 #10C25B## 71 Dem Lab 1 0 #008080## 72 Ind 1 0 #B4B4B4## 73 CPRF 42 0 #D50000## 74 LDPR 39 0 #2862B3## 75 JR 23 0 #FAB512## 76 Rodina 1 0 #EA484A## 77 CPI 1 0 #641263## 78 Ind 1 0 #B4B4B4## 79 CPRF 92 0 #D50000## 80 JR 64 0 #FAB512## 81 LDPR 56 0 #2862B3## 82 CPRF 57 0 #D50000## 83 LDPR 40 0 #2862B3## 84 JR 38 0 #FAB512## 85 Dem 46 0 #3333FF## 86 Ind 2 0 #B4B4B4## 87 Dem 44 0 #3333FF## 88 Ind 2 0 #B4B4B4## 89 GOP 45 0 #E81B23## 90 Ind 2 0 #B4B4B4## 91 Dem 194 0 #3333FF## 92 Dem 188 0 #3333FF## 93 Dem 201 0 #3333FF## 94 SDP 180 0 #EB001F## 95 SDP 153 0 #EB001F## 96 FDP 93 0 #FFED00## 97 FDP 79 0 #FFED00## 98 LINKE 76 0 #BE3075## 99 LINKE 69 0 #BE3075## 100 GRUNE 68 0 #64A12D## 101 GRUNE 67 0 #64A12D## 102 LINKE 64 0 #BE3075## 103 GRUNE 63 0 #64A12D## 104 FDP 61 0 #FFED00## 105 CSU 58 0 #008AC5## 106 CSU 56 0 #008AC5## 107 GRUNE 55 0 #64A12D## 108 LINKE 54 0 #BE3075## 109 GRUNE 51 0 #64A12D## 110 CSU 51 0 #008AC5## 111 CSU 50 0 #008AC5## 112 GRUNE 49 0 #64A12D## 113 FDP 47 0 #FFED00## 114 CSU 47 0 #008AC5## 115 GRUNE 47 0 #64A12D## 116 FDP 47 0 #FFED00## 117 CSU 46 0 #008AC5## 118 CSU 46 0 #008AC5## 119 FDP 43 0 #FFED00## 120 PDS 36 0 #CD1811## 121 PDS 30 0 #CD1811## 122 PDS 17 0 #CD1811## 123 GRUNE 8 0 #64A12D## 124 PDS 2 0 #CD1811## 125 Con 317 1 #0087DC## 126 Con 330 1 #0087DC## 127 Con 306 1 #0087DC## 128 LibDem 57 1 #FAA61A## 129 Lib 45 1 #080CAB## 130 LNP 21 1 #1456F1## 131 Nat 10 1 #008000## 132 Lib 58 1 #080CAB## 133 LNP 22 1 #1456F1## 134 Nat 9 1 #008000## 135 CLP 1 1 #FF7F00## 136 Ind 4 0 #B8B8B8## 137 Lab 72 1 #F00011## 138 Lib 21 1 #080CAB## 139 LNP 5 1 #1456F1## 140 Nat 3 1 #008000## 141 CLP 1 1 #FF7F00## 142 Lib 33 1 #080CAB## 143 Lib 24 1 #080CAB## 144 LNP 6 1 #1456F1## 145 Nat 3 1 #008000## 146 CLP 1 1 #FF7F00## 147 UR 343 1 #0C2C84## 148 UR 238 1 #0C2C84## 149 UR 315 1 #0C2C84## 150 SDP 298 1 #EB001F## 151 CDU 268 1 #000000## 152 CDU 255 1 #000000## 153 SDP 252 1 #EB001F## 154 SDP 251 1 #EB001F## 155 CDU 244 1 #000000## 156 SDP 239 1 #EB001F## 157 CDU 222 1 #000000## 158 CDU 200 1 #000000## 159 CDU 198 1 #000000## 160 CDU 194 1 #000000## 161 SDP 193 1 #EB001F## 162 CDU 190 1 #000000## 163 SDP 146 1 #EB001F## 164 AFD 94 1 #009EE0## 165 FDP 80 1 #FFED00## 166 CSU 45 1 #008AC510 / 24
election_data %>% filter(country == "USA" & house == "Representatives")## year country house party_long party_short seats government colour## 1 2016 USA Representatives Republican GOP 241 1 #E81B23## 2 2014 USA Representatives Republican GOP 247 1 #E81B23## 3 2012 USA Representatives Republican GOP 234 1 #E81B23## 4 2018 USA Representatives Republican GOP 199 0 #E81B23## 5 2018 USA Representatives Democratic Dem 235 1 #E81B23## 6 2016 USA Representatives Democratic Dem 194 0 #3333FF## 7 2014 USA Representatives Democratic Dem 188 0 #3333FF## 8 2012 USA Representatives Democratic Dem 201 0 #3333FF10 / 24
election_data %>% filter(country == "USA" & house == "Representatives") %>% group_split(year)## [[1]]## # A tibble: 2 x 8## year country house party_long party_short seats government colour ## <dbl> <chr> <chr> <chr> <chr> <dbl> <dbl> <chr> ## 1 2012 USA Representatives Republican GOP 234 1 #E81B23## 2 2012 USA Representatives Democratic Dem 201 0 #3333FF## ## [[2]]## # A tibble: 2 x 8## year country house party_long party_short seats government colour ## <dbl> <chr> <chr> <chr> <chr> <dbl> <dbl> <chr> ## 1 2014 USA Representatives Republican GOP 247 1 #E81B23## 2 2014 USA Representatives Democratic Dem 188 0 #3333FF## ## [[3]]## # A tibble: 2 x 8## year country house party_long party_short seats government colour ## <dbl> <chr> <chr> <chr> <chr> <dbl> <dbl> <chr> ## 1 2016 USA Representatives Republican GOP 241 1 #E81B23## 2 2016 USA Representatives Democratic Dem 194 0 #3333FF## ## [[4]]## # A tibble: 2 x 8## year country house party_long party_short seats government colour ## <dbl> <chr> <chr> <chr> <chr> <dbl> <dbl> <chr> ## 1 2018 USA Representatives Republican GOP 199 0 #E81B23## 2 2018 USA Representatives Democratic Dem 235 1 #E81B23## ## attr(,"ptype")## # A tibble: 0 x 8## # … with 8 variables: year <dbl>, country <chr>, house <chr>, party_long <chr>,## # party_short <chr>, seats <dbl>, government <dbl>, colour <chr>10 / 24
election_data %>% filter(country == "USA" & house == "Representatives") %>% group_split(year) %>% map_dfr( ~ggparliament::parliament_data(., party_seats = .$seats, parl_rows = 10, type = "semicircle") )## year country house party_long party_short seats government## 1 2012 USA Representatives Republican GOP 234 1## 2 2012 USA Representatives Republican GOP 234 1## 3 2012 USA Representatives Republican GOP 234 1## 4 2012 USA Representatives Republican GOP 234 1## 5 2012 USA Representatives Republican GOP 234 1## 6 2012 USA Representatives Republican GOP 234 1## 7 2012 USA Representatives Republican GOP 234 1## 8 2012 USA Representatives Republican GOP 234 1## 9 2012 USA Representatives Republican GOP 234 1## 10 2012 USA Representatives Republican GOP 234 1## 11 2012 USA Representatives Republican GOP 234 1## 12 2012 USA Representatives Republican GOP 234 1## 13 2012 USA Representatives Republican GOP 234 1## 14 2012 USA Representatives Republican GOP 234 1## 15 2012 USA Representatives Republican GOP 234 1## 16 2012 USA Representatives Republican GOP 234 1## 17 2012 USA Representatives Republican GOP 234 1## 18 2012 USA Representatives Republican GOP 234 1## 19 2012 USA Representatives Republican GOP 234 1## 20 2012 USA Representatives Republican GOP 234 1## 21 2012 USA Representatives Republican GOP 234 1## 22 2012 USA Representatives Republican GOP 234 1## 23 2012 USA Representatives Republican GOP 234 1## 24 2012 USA Representatives Republican GOP 234 1## 25 2012 USA Representatives Republican GOP 234 1## 26 2012 USA Representatives Republican GOP 234 1## 27 2012 USA Representatives Republican GOP 234 1## 28 2012 USA Representatives Republican GOP 234 1## 29 2012 USA Representatives Republican GOP 234 1## 30 2012 USA Representatives Republican GOP 234 1## 31 2012 USA Representatives Republican GOP 234 1## 32 2012 USA Representatives Republican GOP 234 1## 33 2012 USA Representatives Republican GOP 234 1## 34 2012 USA Representatives Republican GOP 234 1## 35 2012 USA Representatives Republican GOP 234 1## 36 2012 USA Representatives Republican GOP 234 1## 37 2012 USA Representatives Republican GOP 234 1## 38 2012 USA Representatives Republican GOP 234 1## 39 2012 USA Representatives Republican GOP 234 1## 40 2012 USA Representatives Republican GOP 234 1## 41 2012 USA Representatives Republican GOP 234 1## 42 2012 USA Representatives Republican GOP 234 1## 43 2012 USA Representatives Republican GOP 234 1## 44 2012 USA Representatives Republican GOP 234 1## 45 2012 USA Representatives Republican GOP 234 1## 46 2012 USA Representatives Republican GOP 234 1## 47 2012 USA Representatives Republican GOP 234 1## 48 2012 USA Representatives Republican GOP 234 1## 49 2012 USA Representatives Republican GOP 234 1## 50 2012 USA Representatives Republican GOP 234 1## 51 2012 USA Representatives Republican GOP 234 1## 52 2012 USA Representatives Republican GOP 234 1## 53 2012 USA Representatives Republican GOP 234 1## 54 2012 USA Representatives Republican GOP 234 1## 55 2012 USA Representatives Republican GOP 234 1## 56 2012 USA Representatives Republican GOP 234 1## 57 2012 USA Representatives Republican GOP 234 1## 58 2012 USA Representatives Republican GOP 234 1## 59 2012 USA Representatives Republican GOP 234 1## 60 2012 USA Representatives Republican GOP 234 1## 61 2012 USA Representatives Republican GOP 234 1## 62 2012 USA Representatives Republican GOP 234 1## 63 2012 USA Representatives Republican GOP 234 1## 64 2012 USA Representatives Republican GOP 234 1## 65 2012 USA Representatives Republican GOP 234 1## 66 2012 USA Representatives Republican GOP 234 1## 67 2012 USA Representatives Republican GOP 234 1## 68 2012 USA Representatives Republican GOP 234 1## 69 2012 USA Representatives Republican GOP 234 1## 70 2012 USA Representatives Republican GOP 234 1## 71 2012 USA Representatives Republican GOP 234 1## 72 2012 USA Representatives Republican GOP 234 1## 73 2012 USA Representatives Republican GOP 234 1## 74 2012 USA Representatives Republican GOP 234 1## 75 2012 USA Representatives Republican GOP 234 1## 76 2012 USA Representatives Republican GOP 234 1## 77 2012 USA Representatives Republican GOP 234 1## 78 2012 USA Representatives Republican GOP 234 1## 79 2012 USA Representatives Republican GOP 234 1## 80 2012 USA Representatives Republican GOP 234 1## 81 2012 USA Representatives Republican GOP 234 1## 82 2012 USA Representatives Republican GOP 234 1## 83 2012 USA Representatives Republican GOP 234 1## 84 2012 USA Representatives Republican GOP 234 1## 85 2012 USA Representatives Republican GOP 234 1## 86 2012 USA Representatives Republican GOP 234 1## 87 2012 USA Representatives Republican GOP 234 1## 88 2012 USA Representatives Republican GOP 234 1## 89 2012 USA Representatives Republican GOP 234 1## 90 2012 USA Representatives Republican GOP 234 1## 91 2012 USA Representatives Republican GOP 234 1## 92 2012 USA Representatives Republican GOP 234 1## 93 2012 USA Representatives Republican GOP 234 1## 94 2012 USA Representatives Republican GOP 234 1## 95 2012 USA Representatives Republican GOP 234 1## 96 2012 USA Representatives Republican GOP 234 1## 97 2012 USA Representatives Republican GOP 234 1## 98 2012 USA Representatives Republican GOP 234 1## 99 2012 USA Representatives Republican GOP 234 1## 100 2012 USA Representatives Republican GOP 234 1## 101 2012 USA Representatives Republican GOP 234 1## 102 2012 USA Representatives Republican GOP 234 1## 103 2012 USA Representatives Republican GOP 234 1## 104 2012 USA Representatives Republican GOP 234 1## 105 2012 USA Representatives Republican GOP 234 1## 106 2012 USA Representatives Republican GOP 234 1## 107 2012 USA Representatives Republican GOP 234 1## 108 2012 USA Representatives Republican GOP 234 1## 109 2012 USA Representatives Republican GOP 234 1## 110 2012 USA Representatives Republican GOP 234 1## 111 2012 USA Representatives Republican GOP 234 1## 112 2012 USA Representatives Republican GOP 234 1## 113 2012 USA Representatives Republican GOP 234 1## 114 2012 USA Representatives Republican GOP 234 1## 115 2012 USA Representatives Republican GOP 234 1## 116 2012 USA Representatives Republican GOP 234 1## 117 2012 USA Representatives Republican GOP 234 1## 118 2012 USA Representatives Republican GOP 234 1## 119 2012 USA Representatives Republican GOP 234 1## 120 2012 USA Representatives Republican GOP 234 1## 121 2012 USA Representatives Republican GOP 234 1## 122 2012 USA Representatives Republican GOP 234 1## 123 2012 USA Representatives Republican GOP 234 1## 124 2012 USA Representatives Republican GOP 234 1## 125 2012 USA Representatives Republican GOP 234 1## 126 2012 USA Representatives Republican GOP 234 1## 127 2012 USA Representatives Republican GOP 234 1## 128 2012 USA Representatives Republican GOP 234 1## 129 2012 USA Representatives Republican GOP 234 1## 130 2012 USA Representatives Republican GOP 234 1## 131 2012 USA Representatives Republican GOP 234 1## 132 2012 USA Representatives Republican GOP 234 1## 133 2012 USA Representatives Republican GOP 234 1## 134 2012 USA Representatives Republican GOP 234 1## 135 2012 USA Representatives Republican GOP 234 1## 136 2012 USA Representatives Republican GOP 234 1## 137 2012 USA Representatives Republican GOP 234 1## 138 2012 USA Representatives Republican GOP 234 1## 139 2012 USA Representatives Republican GOP 234 1## 140 2012 USA Representatives Republican GOP 234 1## 141 2012 USA Representatives Republican GOP 234 1## 142 2012 USA Representatives Republican GOP 234 1## 143 2012 USA Representatives Republican GOP 234 1## 144 2012 USA Representatives Republican GOP 234 1## 145 2012 USA Representatives Republican GOP 234 1## 146 2012 USA Representatives Republican GOP 234 1## 147 2012 USA Representatives Republican GOP 234 1## 148 2012 USA Representatives Republican GOP 234 1## 149 2012 USA Representatives Republican GOP 234 1## 150 2012 USA Representatives Republican GOP 234 1## 151 2012 USA Representatives Republican GOP 234 1## 152 2012 USA Representatives Republican GOP 234 1## 153 2012 USA Representatives Republican GOP 234 1## 154 2012 USA Representatives Republican GOP 234 1## 155 2012 USA Representatives Republican GOP 234 1## 156 2012 USA Representatives Republican GOP 234 1## 157 2012 USA Representatives Republican GOP 234 1## 158 2012 USA Representatives Republican GOP 234 1## 159 2012 USA Representatives Republican GOP 234 1## 160 2012 USA Representatives Republican GOP 234 1## 161 2012 USA Representatives Republican GOP 234 1## 162 2012 USA Representatives Republican GOP 234 1## 163 2012 USA Representatives Republican GOP 234 1## 164 2012 USA Representatives Republican GOP 234 1## 165 2012 USA Representatives Republican GOP 234 1## 166 2012 USA Representatives Republican GOP 234 1## 167 2012 USA Representatives Republican GOP 234 1## 168 2012 USA Representatives Republican GOP 234 1## 169 2012 USA Representatives Republican GOP 234 1## 170 2012 USA Representatives Republican GOP 234 1## 171 2012 USA Representatives Republican GOP 234 1## 172 2012 USA Representatives Republican GOP 234 1## 173 2012 USA Representatives Republican GOP 234 1## 174 2012 USA Representatives Republican GOP 234 1## 175 2012 USA Representatives Republican GOP 234 1## 176 2012 USA Representatives Republican GOP 234 1## 177 2012 USA Representatives Republican GOP 234 1## 178 2012 USA Representatives Republican GOP 234 1## 179 2012 USA Representatives Republican GOP 234 1## 180 2012 USA Representatives Republican GOP 234 1## 181 2012 USA Representatives Republican GOP 234 1## 182 2012 USA Representatives Republican GOP 234 1## 183 2012 USA Representatives Republican GOP 234 1## 184 2012 USA Representatives Republican GOP 234 1## 185 2012 USA Representatives Republican GOP 234 1## 186 2012 USA Representatives Republican GOP 234 1## 187 2012 USA Representatives Republican GOP 234 1## 188 2012 USA Representatives Republican GOP 234 1## 189 2012 USA Representatives Republican GOP 234 1## 190 2012 USA Representatives Republican GOP 234 1## 191 2012 USA Representatives Republican GOP 234 1## 192 2012 USA Representatives Republican GOP 234 1## 193 2012 USA Representatives Republican GOP 234 1## 194 2012 USA Representatives Republican GOP 234 1## 195 2012 USA Representatives Republican GOP 234 1## 196 2012 USA Representatives Republican GOP 234 1## 197 2012 USA Representatives Republican GOP 234 1## 198 2012 USA Representatives Republican GOP 234 1## 199 2012 USA Representatives Republican GOP 234 1## 200 2012 USA Representatives Republican GOP 234 1## 201 2012 USA Representatives Republican GOP 234 1## 202 2012 USA Representatives Republican GOP 234 1## 203 2012 USA Representatives Republican GOP 234 1## 204 2012 USA Representatives Republican GOP 234 1## 205 2012 USA Representatives Republican GOP 234 1## 206 2012 USA Representatives Republican GOP 234 1## 207 2012 USA Representatives Republican GOP 234 1## 208 2012 USA Representatives Republican GOP 234 1## 209 2012 USA Representatives Republican GOP 234 1## 210 2012 USA Representatives Republican GOP 234 1## 211 2012 USA Representatives Republican GOP 234 1## 212 2012 USA Representatives Republican GOP 234 1## 213 2012 USA Representatives Republican GOP 234 1## 214 2012 USA Representatives Republican GOP 234 1## 215 2012 USA Representatives Republican GOP 234 1## 216 2012 USA Representatives Republican GOP 234 1## 217 2012 USA Representatives Republican GOP 234 1## 218 2012 USA Representatives Republican GOP 234 1## 219 2012 USA Representatives Republican GOP 234 1## 220 2012 USA Representatives Republican GOP 234 1## 221 2012 USA Representatives Republican GOP 234 1## 222 2012 USA Representatives Republican GOP 234 1## 223 2012 USA Representatives Republican GOP 234 1## 224 2012 USA Representatives Republican GOP 234 1## 225 2012 USA Representatives Republican GOP 234 1## 226 2012 USA Representatives Republican GOP 234 1## 227 2012 USA Representatives Republican GOP 234 1## 228 2012 USA Representatives Republican GOP 234 1## 229 2012 USA Representatives Republican GOP 234 1## 230 2012 USA Representatives Republican GOP 234 1## 231 2012 USA Representatives Republican GOP 234 1## 232 2012 USA Representatives Republican GOP 234 1## 233 2012 USA Representatives Republican GOP 234 1## 234 2012 USA Representatives Republican GOP 234 1## 235 2012 USA Representatives Democratic Dem 201 0## 236 2012 USA Representatives Democratic Dem 201 0## 237 2012 USA Representatives Democratic Dem 201 0## 238 2012 USA Representatives Democratic Dem 201 0## 239 2012 USA Representatives Democratic Dem 201 0## 240 2012 USA Representatives Democratic Dem 201 0## 241 2012 USA Representatives Democratic Dem 201 0## 242 2012 USA Representatives Democratic Dem 201 0## 243 2012 USA Representatives Democratic Dem 201 0## 244 2012 USA Representatives Democratic Dem 201 0## 245 2012 USA Representatives Democratic Dem 201 0## 246 2012 USA Representatives Democratic Dem 201 0## 247 2012 USA Representatives Democratic Dem 201 0## 248 2012 USA Representatives Democratic Dem 201 0## 249 2012 USA Representatives Democratic Dem 201 0## 250 2012 USA Representatives Democratic Dem 201 0## 251 2012 USA Representatives Democratic Dem 201 0## 252 2012 USA Representatives Democratic Dem 201 0## 253 2012 USA Representatives Democratic Dem 201 0## 254 2012 USA Representatives Democratic Dem 201 0## 255 2012 USA Representatives Democratic Dem 201 0## 256 2012 USA Representatives Democratic Dem 201 0## 257 2012 USA Representatives Democratic Dem 201 0## 258 2012 USA Representatives Democratic Dem 201 0## 259 2012 USA Representatives Democratic Dem 201 0## 260 2012 USA Representatives Democratic Dem 201 0## 261 2012 USA Representatives Democratic Dem 201 0## 262 2012 USA Representatives Democratic Dem 201 0## 263 2012 USA Representatives Democratic Dem 201 0## 264 2012 USA Representatives Democratic Dem 201 0## 265 2012 USA Representatives Democratic Dem 201 0## 266 2012 USA Representatives Democratic Dem 201 0## 267 2012 USA Representatives Democratic Dem 201 0## 268 2012 USA Representatives Democratic Dem 201 0## 269 2012 USA Representatives Democratic Dem 201 0## 270 2012 USA Representatives Democratic Dem 201 0## 271 2012 USA Representatives Democratic Dem 201 0## 272 2012 USA Representatives Democratic Dem 201 0## 273 2012 USA Representatives Democratic Dem 201 0## 274 2012 USA Representatives Democratic Dem 201 0## 275 2012 USA Representatives Democratic Dem 201 0## 276 2012 USA Representatives Democratic Dem 201 0## 277 2012 USA Representatives Democratic Dem 201 0## 278 2012 USA Representatives Democratic Dem 201 0## 279 2012 USA Representatives Democratic Dem 201 0## 280 2012 USA Representatives Democratic Dem 201 0## 281 2012 USA Representatives Democratic Dem 201 0## 282 2012 USA Representatives Democratic Dem 201 0## 283 2012 USA Representatives Democratic Dem 201 0## 284 2012 USA Representatives Democratic Dem 201 0## 285 2012 USA Representatives Democratic Dem 201 0## 286 2012 USA Representatives Democratic Dem 201 0## 287 2012 USA Representatives Democratic Dem 201 0## 288 2012 USA Representatives Democratic Dem 201 0## 289 2012 USA Representatives Democratic Dem 201 0## 290 2012 USA Representatives Democratic Dem 201 0## 291 2012 USA Representatives Democratic Dem 201 0## 292 2012 USA Representatives Democratic Dem 201 0## 293 2012 USA Representatives Democratic Dem 201 0## 294 2012 USA Representatives Democratic Dem 201 0## 295 2012 USA Representatives Democratic Dem 201 0## 296 2012 USA Representatives Democratic Dem 201 0## 297 2012 USA Representatives Democratic Dem 201 0## 298 2012 USA Representatives Democratic Dem 201 0## 299 2012 USA Representatives Democratic Dem 201 0## 300 2012 USA Representatives Democratic Dem 201 0## 301 2012 USA Representatives Democratic Dem 201 0## 302 2012 USA Representatives Democratic Dem 201 0## 303 2012 USA Representatives Democratic Dem 201 0## 304 2012 USA Representatives Democratic Dem 201 0## 305 2012 USA Representatives Democratic Dem 201 0## 306 2012 USA Representatives Democratic Dem 201 0## 307 2012 USA Representatives Democratic Dem 201 0## 308 2012 USA Representatives Democratic Dem 201 0## 309 2012 USA Representatives Democratic Dem 201 0## 310 2012 USA Representatives Democratic Dem 201 0## 311 2012 USA Representatives Democratic Dem 201 0## 312 2012 USA Representatives Democratic Dem 201 0## 313 2012 USA Representatives Democratic Dem 201 0## 314 2012 USA Representatives Democratic Dem 201 0## 315 2012 USA Representatives Democratic Dem 201 0## 316 2012 USA Representatives Democratic Dem 201 0## 317 2012 USA Representatives Democratic Dem 201 0## 318 2012 USA Representatives Democratic Dem 201 0## 319 2012 USA Representatives Democratic Dem 201 0## 320 2012 USA Representatives Democratic Dem 201 0## 321 2012 USA Representatives Democratic Dem 201 0## 322 2012 USA Representatives Democratic Dem 201 0## 323 2012 USA Representatives Democratic Dem 201 0## 324 2012 USA Representatives Democratic Dem 201 0## 325 2012 USA Representatives Democratic Dem 201 0## 326 2012 USA Representatives Democratic Dem 201 0## 327 2012 USA Representatives Democratic Dem 201 0## 328 2012 USA Representatives Democratic Dem 201 0## 329 2012 USA Representatives Democratic Dem 201 0## 330 2012 USA Representatives Democratic Dem 201 0## 331 2012 USA Representatives Democratic Dem 201 0## 332 2012 USA Representatives Democratic Dem 201 0## 333 2012 USA Representatives Democratic Dem 201 0## 334 2012 USA Representatives Democratic Dem 201 0## 335 2012 USA Representatives Democratic Dem 201 0## 336 2012 USA Representatives Democratic Dem 201 0## 337 2012 USA Representatives Democratic Dem 201 0## 338 2012 USA Representatives Democratic Dem 201 0## 339 2012 USA Representatives Democratic Dem 201 0## 340 2012 USA Representatives Democratic Dem 201 0## 341 2012 USA Representatives Democratic Dem 201 0## 342 2012 USA Representatives Democratic Dem 201 0## 343 2012 USA Representatives Democratic Dem 201 0## 344 2012 USA Representatives Democratic Dem 201 0## 345 2012 USA Representatives Democratic Dem 201 0## 346 2012 USA Representatives Democratic Dem 201 0## 347 2012 USA Representatives Democratic Dem 201 0## 348 2012 USA Representatives Democratic Dem 201 0## 349 2012 USA Representatives Democratic Dem 201 0## 350 2012 USA Representatives Democratic Dem 201 0## 351 2012 USA Representatives Democratic Dem 201 0## 352 2012 USA Representatives Democratic Dem 201 0## 353 2012 USA Representatives Democratic Dem 201 0## 354 2012 USA Representatives Democratic Dem 201 0## 355 2012 USA Representatives Democratic Dem 201 0## 356 2012 USA Representatives Democratic Dem 201 0## 357 2012 USA Representatives Democratic Dem 201 0## 358 2012 USA Representatives Democratic Dem 201 0## 359 2012 USA Representatives Democratic Dem 201 0## 360 2012 USA Representatives Democratic Dem 201 0## 361 2012 USA Representatives Democratic Dem 201 0## 362 2012 USA Representatives Democratic Dem 201 0## 363 2012 USA Representatives Democratic Dem 201 0## 364 2012 USA Representatives Democratic Dem 201 0## 365 2012 USA Representatives Democratic Dem 201 0## 366 2012 USA Representatives Democratic Dem 201 0## 367 2012 USA Representatives Democratic Dem 201 0## 368 2012 USA Representatives Democratic Dem 201 0## 369 2012 USA Representatives Democratic Dem 201 0## 370 2012 USA Representatives Democratic Dem 201 0## 371 2012 USA Representatives Democratic Dem 201 0## 372 2012 USA Representatives Democratic Dem 201 0## 373 2012 USA Representatives Democratic Dem 201 0## 374 2012 USA Representatives Democratic Dem 201 0## 375 2012 USA Representatives Democratic Dem 201 0## 376 2012 USA Representatives Democratic Dem 201 0## 377 2012 USA Representatives Democratic Dem 201 0## 378 2012 USA Representatives Democratic Dem 201 0## 379 2012 USA Representatives Democratic Dem 201 0## 380 2012 USA Representatives Democratic Dem 201 0## 381 2012 USA Representatives Democratic Dem 201 0## 382 2012 USA Representatives Democratic Dem 201 0## 383 2012 USA Representatives Democratic Dem 201 0## 384 2012 USA Representatives Democratic Dem 201 0## 385 2012 USA Representatives Democratic Dem 201 0## 386 2012 USA Representatives Democratic Dem 201 0## 387 2012 USA Representatives Democratic Dem 201 0## 388 2012 USA Representatives Democratic Dem 201 0## 389 2012 USA Representatives Democratic Dem 201 0## 390 2012 USA Representatives Democratic Dem 201 0## 391 2012 USA Representatives Democratic Dem 201 0## 392 2012 USA Representatives Democratic Dem 201 0## 393 2012 USA Representatives Democratic Dem 201 0## 394 2012 USA Representatives Democratic Dem 201 0## 395 2012 USA Representatives Democratic Dem 201 0## 396 2012 USA Representatives Democratic Dem 201 0## 397 2012 USA Representatives Democratic Dem 201 0## 398 2012 USA 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-3.834213e-01 1.962903e+00 10 1.76370114## 1496 #E81B23 -2.750094e-01 1.418023e+00 5 1.76235685## 1497 #E81B23 -3.331223e-01 1.746288e+00 8 1.75929189## 1498 #E81B23 -2.245827e-01 1.201412e+00 3 1.75559589## 1499 #E81B23 -3.280021e-01 1.860192e+00 9 1.74532925## 1500 #E81B23 -2.772156e-01 1.643450e+00 7 1.73790232## 1501 #E81B23 -2.194595e-01 1.315148e+00 4 1.73614331## 1502 #E81B23 -1.682531e-01 1.098298e+00 2 1.72280887## 1503 #E81B23 -2.213786e-01 1.539722e+00 6 1.71359599## 1504 #E81B23 -2.747071e-01 1.981044e+00 10 1.70858548## 1505 #E81B23 -2.228146e-01 1.763759e+00 8 1.69646003## 1506 #E81B23 -2.192866e-01 1.876117e+00 9 1.68715161## 1507 #E81B23 -1.656538e-01 1.434914e+00 5 1.68573264## 1508 #E81B23 -1.119645e-01 9.937122e-01 1 1.68299606## 1509 #E81B23 -1.668262e-01 1.658296e+00 7 1.67105992## 1510 #E81B23 -1.127724e-01 1.217008e+00 3 1.66319611## 1511 #E81B23 -1.651587e-01 1.993169e+00 10 1.65346982## 1512 #E81B23 -1.101058e-01 1.328779e+00 4 1.65346982## 1513 #E81B23 -1.109721e-01 1.551592e+00 6 1.64219616## 1514 #E81B23 -1.116276e-01 1.774270e+00 8 1.63362818## 1515 #E81B23 -1.098291e-01 1.885693e+00 9 1.62897397## 1516 #E81B23 -5.627685e-02 1.109685e+00 2 1.62146718## 1517 #E81B23 -5.532617e-02 1.443384e+00 5 1.60910843## 1518 #E81B23 -5.569163e-02 1.665736e+00 7 1.60421753## 1519 #E81B23 -5.510868e-02 1.999241e+00 10 1.59835416## 1520 #E81B23 -2.858885e-16 1.777778e+00 8 1.57079633## 1521 #E81B23 1.156611e-16 1.888889e+00 9 1.57079633## 1522 #E81B23 9.525031e-17 1.555556e+00 6 1.57079633## 1523 #E81B23 8.164312e-17 1.333333e+00 4 1.57079633## 1524 #E81B23 7.483953e-17 1.222222e+00 3 1.57079633## 1525 #E81B23 6.123234e-17 1.000000e+00 1 1.57079633## 1526 #E81B23 5.510868e-02 1.999241e+00 10 1.54323850## 1527 #E81B23 5.569163e-02 1.665736e+00 7 1.53737513## 1528 #E81B23 5.532617e-02 1.443384e+00 5 1.53248422## 1529 #E81B23 5.627685e-02 1.109685e+00 2 1.52012548## 1530 #E81B23 1.098291e-01 1.885693e+00 9 1.51261869## 1531 #E81B23 1.116276e-01 1.774270e+00 8 1.50796447## 1532 #E81B23 1.109721e-01 1.551592e+00 6 1.49939649## 1533 #E81B23 1.651587e-01 1.993169e+00 10 1.48812284## 1534 #E81B23 1.101058e-01 1.328779e+00 4 1.48812284## 1535 #E81B23 1.127724e-01 1.217008e+00 3 1.47839654## 1536 #E81B23 1.668262e-01 1.658296e+00 7 1.47053273## 1537 #E81B23 1.119645e-01 9.937122e-01 1 1.45859659## 1538 #E81B23 1.656538e-01 1.434914e+00 5 1.45586001## 1539 #E81B23 2.192866e-01 1.876117e+00 9 1.45444104## 1540 #E81B23 2.228146e-01 1.763759e+00 8 1.44513262## 1541 #E81B23 2.747071e-01 1.981044e+00 10 1.43300718## 1542 #E81B23 2.213786e-01 1.539722e+00 6 1.42799666## 1543 #E81B23 1.682531e-01 1.098298e+00 2 1.41878378## 1544 #E81B23 2.194595e-01 1.315148e+00 4 1.40544935## 1545 #E81B23 2.772156e-01 1.643450e+00 7 1.40369033## 1546 #E81B23 3.280021e-01 1.860192e+00 9 1.39626340## 1547 #E81B23 2.245827e-01 1.201412e+00 3 1.38599676## 1548 #E81B23 3.331223e-01 1.746288e+00 8 1.38230077## 1549 #E81B23 2.750094e-01 1.418023e+00 5 1.37923580## 1550 #E81B23 3.834213e-01 1.962903e+00 10 1.37789151## 1551 #E81B23 3.306571e-01 1.520006e+00 6 1.35659683## 1552 #E81B23 2.225209e-01 9.749279e-01 1 1.34639685## 1553 #E81B23 4.356078e-01 1.837974e+00 9 1.33808576## 1554 #E81B23 3.863669e-01 1.621264e+00 7 1.33684794## 1555 #E81B23 4.909710e-01 1.938801e+00 10 1.32277585## 1556 #E81B23 3.273140e-01 1.292534e+00 4 1.32277585## 1557 #E81B23 4.421154e-01 1.721926e+00 8 1.31946891## 1558 #E81B23 2.785028e-01 1.075641e+00 2 1.31744208## 1559 #E81B23 3.827511e-01 1.392811e+00 5 1.30261159## 1560 #E81B23 3.344770e-01 1.175565e+00 3 1.29359698## 1561 #E81B23 4.382506e-01 1.492545e+00 6 1.28519699## 1562 #E81B23 5.417394e-01 1.809536e+00 9 1.27990812## 1563 #E81B23 4.937926e-01 1.591837e+00 7 1.27000554## 1564 #E81B23 5.970296e-01 1.908810e+00 10 1.26766019## 1565 #E81B23 5.493635e-01 1.690767e+00 8 1.25663706## 1566 #E81B23 4.329326e-01 1.261090e+00 4 1.24010236## 1567 #E81B23 3.302791e-01 9.438833e-01 1 1.23419711## 1568 #E81B23 4.882466e-01 1.359425e+00 5 1.22598738## 1569 #E81B23 6.460380e-01 1.774975e+00 9 1.22173048## 1570 #E81B23 3.858947e-01 1.041947e+00 2 1.21610038## 1571 #E81B23 5.436109e-01 1.457477e+00 6 1.21379716## 1572 #E81B23 7.012751e-01 1.873022e+00 10 1.21254453## 1573 #E81B23 5.990130e-01 1.555301e+00 7 1.20316314## 1574 #E81B23 4.415176e-01 1.139688e+00 3 1.20119719## 1575 #E81B23 6.544436e-01 1.652936e+00 8 1.19380521## 1576 #E81B23 7.481507e-01 1.734408e+00 9 1.16355283## 1577 #E81B23 8.033908e-01 1.831547e+00 10 1.15742887## 1578 #E81B23 5.355939e-01 1.221031e+00 4 1.15742887## 1579 #E81B23 5.908769e-01 1.318061e+00 5 1.14936317## 1580 #E81B23 6.462011e-01 1.414983e+00 6 1.14239733## 1581 #E81B23 7.015579e-01 1.511818e+00 7 1.13632075## 1582 #E81B23 7.569410e-01 1.608581e+00 8 1.13097336## 1583 #E81B23 4.338837e-01 9.009689e-01 1 1.12199738## 1584 #E81B23 4.893268e-01 9.975606e-01 2 1.11475868## 1585 #E81B23 5.447913e-01 1.094088e+00 3 1.10879741## 1586 #E81B23 8.477318e-01 1.687973e+00 9 1.10537519## 1587 #E81B23 9.030667e-01 1.784508e+00 10 1.10231321## 1588 #E81B23 6.345965e-01 1.172632e+00 4 1.07475538## 1589 #E81B23 6.900397e-01 1.268962e+00 5 1.07273895## 1590 #E81B23 7.454984e-01 1.365278e+00 6 1.07099750## 1591 #E81B23 8.009696e-01 1.461583e+00 7 1.06947835## 1592 #E81B23 8.564510e-01 1.557879e+00 8 1.06814150## 1593 #E81B23 1.000000e+00 1.732051e+00 10 1.04719755## 1594 #E81B23 9.444444e-01 1.635826e+00 9 1.04719755## 1595 #E81B23 6.434171e-01 1.039154e+00 3 1.01639762## 1596 #E81B23 5.877378e-01 9.429381e-01 2 1.01341699## 1597 #E81B23 5.320321e-01 8.467242e-01 1 1.00979764## 1598 #E81B23 9.525810e-01 1.501027e+00 8 1.00530965## 1599 #E81B23 8.968039e-01 1.404820e+00 7 1.00263595## 1600 #E81B23 8.409968e-01 1.308617e+00 6 0.99959766## 1601 #E81B23 7.851531e-01 1.212417e+00 5 0.99611474## 1602 #E81B23 1.093896e+00 1.674333e+00 10 0.99208189## 1603 #E81B23 7.292642e-01 1.116222e+00 4 0.99208189## 1604 #E81B23 1.037961e+00 1.578144e+00 9 0.98901991## 1605 #E81B23 1.044952e+00 1.438252e+00 8 0.94247780## 1606 #E81B23 1.184471e+00 1.611530e+00 10 0.93696623## 1607 #E81B23 9.886329e-01 1.341783e+00 7 0.93579356## 1608 #E81B23 1.127966e+00 1.515122e+00 9 0.93084227## 1609 #E81B23 9.322097e-01 1.245286e+00 6 0.92819783## 1610 #E81B23 7.365534e-01 9.753544e-01 3 0.92399784## 1611 #E81B23 8.756589e-01 1.148756e+00 5 0.91949053## 1612 #E81B23 6.801178e-01 8.786397e-01 2 0.91207529## 1613 #E81B23 8.189503e-01 1.052187e+00 4 0.90940840## 1614 #E81B23 6.234898e-01 7.818315e-01 1 0.89759790## 1615 #E81B23 1.271447e+00 1.543833e+00 10 0.88185057## 1616 #E81B23 1.133198e+00 1.369801e+00 8 0.87964594## 1617 #E81B23 1.214154e+00 1.446973e+00 9 0.87266463## 1618 #E81B23 1.076046e+00 1.272754e+00 7 0.86895116## 1619 #E81B23 1.018672e+00 1.175610e+00 6 0.85679800## 1620 #E81B23 9.610260e-01 1.078355e+00 5 0.84286632## 1621 #E81B23 8.234058e-01 9.032331e-01 3 0.83159806## 1622 #E81B23 1.354563e+00 1.471448e+00 10 0.82673491## 1623 #E81B23 9.030421e-01 9.809652e-01 4 0.82673491## 1624 #E81B23 1.216973e+00 1.295944e+00 8 0.81681409## 1625 #E81B23 1.296234e+00 1.373928e+00 9 0.81448698## 1626 #E81B23 7.655188e-01 8.053253e-01 2 0.81073359## 1627 #E81B23 1.158654e+00 1.198039e+00 7 0.80210876## 1628 #E81B23 1.099944e+00 1.099944e+00 6 0.78539816## 1629 #E81B23 7.071068e-01 7.071068e-01 1 0.78539816## 1630 #E81B23 1.433565e+00 1.394594e+00 10 0.77161925## 1631 #E81B23 1.040753e+00 1.001625e+00 5 0.76624211## 1632 #E81B23 1.373928e+00 1.296234e+00 9 0.75630934## 1633 #E81B23 1.295944e+00 1.216973e+00 8 0.75398224## 1634 #E81B23 9.809652e-01 9.030421e-01 4 0.74406142## 1635 #E81B23 9.032331e-01 8.234058e-01 3 0.73919827## 1636 #E81B23 1.236087e+00 1.117975e+00 7 0.73526637## 1637 #E81B23 1.508213e+00 1.313504e+00 10 0.71650359## 1638 #E81B23 1.175610e+00 1.018672e+00 6 0.71399833## 1639 #E81B23 8.430646e-01 7.237472e-01 2 0.70939189## 1640 #E81B23 1.446973e+00 1.214154e+00 9 0.69813170## 1641 #E81B23 1.369801e+00 1.133198e+00 8 0.69115038## 1642 #E81B23 1.114373e+00 9.190169e-01 5 0.68961790## 1643 #E81B23 7.818315e-01 6.234898e-01 1 0.67319843## 1644 #E81B23 1.307999e+00 1.032916e+00 7 0.66842397## 1645 #E81B23 1.578281e+00 1.228425e+00 10 0.66138793## 1646 #E81B23 1.052187e+00 8.189503e-01 4 0.66138793## 1647 #E81B23 9.753544e-01 7.365534e-01 3 0.64679849## 1648 #E81B23 1.245286e+00 9.322097e-01 6 0.64259850## 1649 #E81B23 1.515122e+00 1.127966e+00 9 0.63995406## 1650 #E81B23 1.438252e+00 1.044952e+00 8 0.62831853## 1651 #E81B23 1.181454e+00 8.310158e-01 5 0.61299369## 1652 #E81B23 9.119594e-01 6.347425e-01 2 0.60805019## 1653 #E81B23 1.643556e+00 1.139616e+00 10 0.60627227## 1654 #E81B23 1.374069e+00 9.432452e-01 7 0.60158157## 1655 #E81B23 1.578144e+00 1.037961e+00 9 0.58177642## 1656 #E81B23 1.116222e+00 7.292642e-01 4 0.57871444## 1657 #E81B23 1.308617e+00 8.409968e-01 6 0.57119866## 1658 #E81B23 1.501027e+00 9.525810e-01 8 0.56548668## 1659 #E81B23 8.467242e-01 5.320321e-01 1 0.56099869## 1660 #E81B23 1.039154e+00 6.434171e-01 3 0.55439870## 1661 #E81B23 1.703839e+00 1.047346e+00 10 0.55115661## 1662 #E81B23 1.241601e+00 7.381381e-01 5 0.53636948## 1663 #E81B23 1.434003e+00 8.493611e-01 7 0.53473918## 1664 #E81B23 1.635826e+00 9.444444e-01 9 0.52359878## 1665 #E81B23 9.714962e-01 5.392244e-01 2 0.50670849## 1666 #E81B23 1.557879e+00 8.564510e-01 8 0.50265482## 1667 #E81B23 1.365278e+00 7.454984e-01 6 0.49979883## 1668 #E81B23 1.758948e+00 9.518948e-01 10 0.49604095## 1669 #E81B23 1.172632e+00 6.345965e-01 4 0.49604095## 1670 #E81B23 1.487531e+00 7.516835e-01 7 0.46789678## 1671 #E81B23 1.687973e+00 8.477318e-01 9 0.46542113## 1672 #E81B23 1.094088e+00 5.447913e-01 3 0.46199892## 1673 #E81B23 1.294461e+00 6.409287e-01 5 0.45974527## 1674 #E81B23 9.009689e-01 4.338837e-01 1 0.44879895## 1675 #E81B23 1.808714e+00 8.535529e-01 10 0.44092528## 1676 #E81B23 1.608581e+00 7.569410e-01 8 0.43982297## 1677 #E81B23 1.414983e+00 6.462011e-01 6 0.42839900## 1678 #E81B23 1.221031e+00 5.355939e-01 4 0.41336745## 1679 #E81B23 1.734408e+00 7.481507e-01 9 0.40724349## 1680 #E81B23 1.021064e+00 4.381732e-01 2 0.40536679## 1681 #E81B23 1.534416e+00 6.506488e-01 7 0.40105438## 1682 #E81B23 1.852988e+00 7.526187e-01 10 0.38580962## 1683 #E81B23 1.339726e+00 5.399580e-01 5 0.38312106## 1684 #E81B23 1.652936e+00 6.544436e-01 8 0.37699112## 1685 #E81B23 1.139688e+00 4.415176e-01 3 0.36959914## 1686 #E81B23 1.457477e+00 5.436109e-01 6 0.35699917## 1687 #E81B23 1.774975e+00 6.460380e-01 9 0.34906585## 1688 #E81B23 9.438833e-01 3.302791e-01 1 0.33659921## 1689 #E81B23 1.574448e+00 5.467081e-01 7 0.33421198## 1690 #E81B23 1.891634e+00 6.493989e-01 10 0.33069396## 1691 #E81B23 1.261090e+00 4.329326e-01 4 0.33069396## 1692 #E81B23 1.690767e+00 5.493635e-01 8 0.31415927## 1693 #E81B23 1.377128e+00 4.358186e-01 5 0.30649684## 1694 #E81B23 1.060155e+00 3.326257e-01 2 0.30402510## 1695 #E81B23 1.809536e+00 5.417394e-01 9 0.29088821## 1696 #E81B23 1.492545e+00 4.382506e-01 6 0.28559933## 1697 #E81B23 1.175565e+00 3.344770e-01 3 0.27719935## 1698 #E81B23 1.924536e+00 5.442069e-01 10 0.27557830## 1699 #E81B23 1.607449e+00 4.403257e-01 7 0.26736959## 1700 #E81B23 1.721926e+00 4.421154e-01 8 0.25132741## 1701 #E81B23 1.292534e+00 3.273140e-01 4 0.24802047## 1702 #E81B23 1.837974e+00 4.356078e-01 9 0.23271057## 1703 #E81B23 1.406449e+00 3.291217e-01 5 0.22987263## 1704 #E81B23 9.749279e-01 2.225209e-01 1 0.22439948## 1705 #E81B23 1.951593e+00 4.373622e-01 10 0.22046264## 1706 #E81B23 1.520006e+00 3.306571e-01 6 0.21419950## 1707 #E81B23 1.088367e+00 2.236650e-01 2 0.20268340## 1708 #E81B23 1.633270e+00 3.319766e-01 7 0.20052719## 1709 #E81B23 1.746288e+00 3.331223e-01 8 0.18849556## 1710 #E81B23 1.201412e+00 2.245827e-01 3 0.18479957## 1711 #E81B23 1.860192e+00 3.280021e-01 9 0.17453293## 1712 #E81B23 1.972723e+00 3.291892e-01 10 0.16534698## 1713 #E81B23 1.315148e+00 2.194595e-01 4 0.16534698## 1714 #E81B23 1.427516e+00 2.204934e-01 5 0.15324842## 1715 #E81B23 1.539722e+00 2.213786e-01 6 0.14279967## 1716 #E81B23 1.651796e+00 2.221449e-01 7 0.13368479## 1717 #E81B23 1.763759e+00 2.228146e-01 8 0.12566371## 1718 #E81B23 1.876117e+00 2.192866e-01 9 0.11635528## 1719 #E81B23 9.937122e-01 1.119645e-01 1 0.11219974## 1720 #E81B23 1.987861e+00 2.200164e-01 10 0.11023132## 1721 #E81B23 1.105410e+00 1.124092e-01 2 0.10134170## 1722 #E81B23 1.217008e+00 1.127724e-01 3 0.09239978## 1723 #E81B23 1.328779e+00 1.101058e-01 4 0.08267349## 1724 #E81B23 1.440206e+00 1.105711e-01 5 0.07662421## 1725 #E81B23 1.551592e+00 1.109721e-01 6 0.07139983## 1726 #E81B23 1.662945e+00 1.113211e-01 7 0.06684240## 1727 #E81B23 1.774270e+00 1.116276e-01 8 0.06283185## 1728 #E81B23 1.885693e+00 1.098291e-01 9 0.05817764## 1729 #E81B23 1.996963e+00 1.101755e-01 10 0.05511566## 1730 #E81B23 2.000000e+00 0.000000e+00 10 0.00000000## 1731 #E81B23 1.888889e+00 0.000000e+00 9 0.00000000## 1732 #E81B23 1.777778e+00 0.000000e+00 8 0.00000000## 1733 #E81B23 1.666667e+00 0.000000e+00 7 0.00000000## 1734 #E81B23 1.555556e+00 0.000000e+00 6 0.00000000## 1735 #E81B23 1.444444e+00 0.000000e+00 5 0.00000000## 1736 #E81B23 1.333333e+00 0.000000e+00 4 0.00000000## 1737 #E81B23 1.222222e+00 0.000000e+00 3 0.00000000## 1738 #E81B23 1.111111e+00 0.000000e+00 2 0.00000000## 1739 #E81B23 1.000000e+00 0.000000e+00 1 0.0000000010 / 24
election_data %>% filter(country == "USA" & house == "Representatives") %>% group_split(year) %>% map_dfr( ~ggparliament::parliament_data(., party_seats = .$seats, parl_rows = 10, type = "semicircle") ) %>% select(-c(country, house, party_long, seats) )## year party_short government colour x y row## 1 2012 GOP 1 #E81B23 -2.000000e+00 2.449294e-16 10## 2 2012 GOP 1 #E81B23 -1.888889e+00 2.313222e-16 9## 3 2012 GOP 1 #E81B23 -1.777778e+00 2.177150e-16 8## 4 2012 GOP 1 #E81B23 -1.666667e+00 2.041078e-16 7## 5 2012 GOP 1 #E81B23 -1.555556e+00 1.905006e-16 6## 6 2012 GOP 1 #E81B23 -1.444444e+00 1.768934e-16 5## 7 2012 GOP 1 #E81B23 -1.333333e+00 1.632862e-16 4## 8 2012 GOP 1 #E81B23 -1.222222e+00 1.496791e-16 3## 9 2012 GOP 1 #E81B23 -1.111111e+00 1.360719e-16 2## 10 2012 GOP 1 #E81B23 -1.000000e+00 1.224647e-16 1## 11 2012 GOP 1 #E81B23 -1.996963e+00 1.101755e-01 10## 12 2012 GOP 1 #E81B23 -1.885693e+00 1.098291e-01 9## 13 2012 GOP 1 #E81B23 -1.774406e+00 1.094416e-01 8## 14 2012 GOP 1 #E81B23 -1.662945e+00 1.113211e-01 7## 15 2012 GOP 1 #E81B23 -1.551592e+00 1.109721e-01 6## 16 2012 GOP 1 #E81B23 -1.440206e+00 1.105711e-01 5## 17 2012 GOP 1 #E81B23 -1.328779e+00 1.101058e-01 4## 18 2012 GOP 1 #E81B23 -1.217008e+00 1.127724e-01 3## 19 2012 GOP 1 #E81B23 -1.105410e+00 1.124092e-01 2## 20 2012 GOP 1 #E81B23 -1.987861e+00 2.200164e-01 10## 21 2012 GOP 1 #E81B23 -9.937122e-01 1.119645e-01 1## 22 2012 GOP 1 #E81B23 -1.876117e+00 2.192866e-01 9## 23 2012 GOP 1 #E81B23 -1.764303e+00 2.184681e-01 8## 24 2012 GOP 1 #E81B23 -1.651796e+00 2.221449e-01 7## 25 2012 GOP 1 #E81B23 -1.539722e+00 2.213786e-01 6## 26 2012 GOP 1 #E81B23 -1.427516e+00 2.204934e-01 5## 27 2012 GOP 1 #E81B23 -1.972723e+00 3.291892e-01 10## 28 2012 GOP 1 #E81B23 -1.315148e+00 2.194595e-01 4## 29 2012 GOP 1 #E81B23 -1.860192e+00 3.280021e-01 9## 30 2012 GOP 1 #E81B23 -1.747508e+00 3.266658e-01 8## 31 2012 GOP 1 #E81B23 -1.201412e+00 2.245827e-01 3## 32 2012 GOP 1 #E81B23 -1.633270e+00 3.319766e-01 7## 33 2012 GOP 1 #E81B23 -1.088367e+00 2.236650e-01 2## 34 2012 GOP 1 #E81B23 -1.520006e+00 3.306571e-01 6## 35 2012 GOP 1 #E81B23 -1.951593e+00 4.373622e-01 10## 36 2012 GOP 1 #E81B23 -9.749279e-01 2.225209e-01 1## 37 2012 GOP 1 #E81B23 -1.406449e+00 3.291217e-01 5## 38 2012 GOP 1 #E81B23 -1.837974e+00 4.356078e-01 9## 39 2012 GOP 1 #E81B23 -1.724083e+00 4.336244e-01 8## 40 2012 GOP 1 #E81B23 -1.292534e+00 3.273140e-01 4## 41 2012 GOP 1 #E81B23 -1.607449e+00 4.403257e-01 7## 42 2012 GOP 1 #E81B23 -1.924536e+00 5.442069e-01 10## 43 2012 GOP 1 #E81B23 -1.175565e+00 3.344770e-01 3## 44 2012 GOP 1 #E81B23 -1.492545e+00 4.382506e-01 6## 45 2012 GOP 1 #E81B23 -1.809536e+00 5.417394e-01 9## 46 2012 GOP 1 #E81B23 -1.060155e+00 3.326257e-01 2## 47 2012 GOP 1 #E81B23 -1.377128e+00 4.358186e-01 5## 48 2012 GOP 1 #E81B23 -1.694119e+00 5.389381e-01 8## 49 2012 GOP 1 #E81B23 -1.891634e+00 6.493989e-01 10## 50 2012 GOP 1 #E81B23 -1.261090e+00 4.329326e-01 4## 51 2012 GOP 1 #E81B23 -1.574448e+00 5.467081e-01 7## 52 2012 GOP 1 #E81B23 -9.438833e-01 3.302791e-01 1## 53 2012 GOP 1 #E81B23 -1.774975e+00 6.460380e-01 9## 54 2012 GOP 1 #E81B23 -1.457477e+00 5.436109e-01 6## 55 2012 GOP 1 #E81B23 -1.657728e+00 6.422074e-01 8## 56 2012 GOP 1 #E81B23 -1.139688e+00 4.415176e-01 3## 57 2012 GOP 1 #E81B23 -1.339726e+00 5.399580e-01 5## 58 2012 GOP 1 #E81B23 -1.852988e+00 7.526187e-01 10## 59 2012 GOP 1 #E81B23 -1.534416e+00 6.506488e-01 7## 60 2012 GOP 1 #E81B23 -1.021064e+00 4.381732e-01 2## 61 2012 GOP 1 #E81B23 -1.734408e+00 7.481507e-01 9## 62 2012 GOP 1 #E81B23 -1.221031e+00 5.355939e-01 4## 63 2012 GOP 1 #E81B23 -1.414983e+00 6.462011e-01 6## 64 2012 GOP 1 #E81B23 -1.615049e+00 7.430406e-01 8## 65 2012 GOP 1 #E81B23 -1.808714e+00 8.535529e-01 10## 66 2012 GOP 1 #E81B23 -9.009689e-01 4.338837e-01 1## 67 2012 GOP 1 #E81B23 -1.294461e+00 6.409287e-01 5## 68 2012 GOP 1 #E81B23 -1.094088e+00 5.447913e-01 3## 69 2012 GOP 1 #E81B23 -1.687973e+00 8.477318e-01 9## 70 2012 GOP 1 #E81B23 -1.487531e+00 7.516835e-01 7## 71 2012 GOP 1 #E81B23 -1.566244e+00 8.410552e-01 8## 72 2012 GOP 1 #E81B23 -1.758948e+00 9.518948e-01 10## 73 2012 GOP 1 #E81B23 -1.172632e+00 6.345965e-01 4## 74 2012 GOP 1 #E81B23 -1.365278e+00 7.454984e-01 6## 75 2012 GOP 1 #E81B23 -9.714962e-01 5.392244e-01 2## 76 2012 GOP 1 #E81B23 -1.635826e+00 9.444444e-01 9## 77 2012 GOP 1 #E81B23 -1.434003e+00 8.493611e-01 7## 78 2012 GOP 1 #E81B23 -1.241601e+00 7.381381e-01 5## 79 2012 GOP 1 #E81B23 -1.703839e+00 1.047346e+00 10## 80 2012 GOP 1 #E81B23 -1.039154e+00 6.434171e-01 3## 81 2012 GOP 1 #E81B23 -1.511497e+00 9.358794e-01 8## 82 2012 GOP 1 #E81B23 -8.467242e-01 5.320321e-01 1## 83 2012 GOP 1 #E81B23 -1.308617e+00 8.409968e-01 6## 84 2012 GOP 1 #E81B23 -1.116222e+00 7.292642e-01 4## 85 2012 GOP 1 #E81B23 -1.578144e+00 1.037961e+00 9## 86 2012 GOP 1 #E81B23 -1.374069e+00 9.432452e-01 7## 87 2012 GOP 1 #E81B23 -1.643556e+00 1.139616e+00 10## 88 2012 GOP 1 #E81B23 -9.119594e-01 6.347425e-01 2## 89 2012 GOP 1 #E81B23 -1.181454e+00 8.310158e-01 5## 90 2012 GOP 1 #E81B23 -1.451017e+00 1.027153e+00 8## 91 2012 GOP 1 #E81B23 -1.515122e+00 1.127966e+00 9## 92 2012 GOP 1 #E81B23 -1.245286e+00 9.322097e-01 6## 93 2012 GOP 1 #E81B23 -9.753544e-01 7.365534e-01 3## 94 2012 GOP 1 #E81B23 -1.578281e+00 1.228425e+00 10## 95 2012 GOP 1 #E81B23 -1.052187e+00 8.189503e-01 4## 96 2012 GOP 1 #E81B23 -1.307999e+00 1.032916e+00 7## 97 2012 GOP 1 #E81B23 -7.818315e-01 6.234898e-01 1## 98 2012 GOP 1 #E81B23 -1.385032e+00 1.114531e+00 8## 99 2012 GOP 1 #E81B23 -1.114373e+00 9.190169e-01 5## 100 2012 GOP 1 #E81B23 -1.446973e+00 1.214154e+00 9## 101 2012 GOP 1 #E81B23 -8.430646e-01 7.237472e-01 2## 102 2012 GOP 1 #E81B23 -1.175610e+00 1.018672e+00 6## 103 2012 GOP 1 #E81B23 -1.508213e+00 1.313504e+00 10## 104 2012 GOP 1 #E81B23 -1.236087e+00 1.117975e+00 7## 105 2012 GOP 1 #E81B23 -1.313794e+00 1.197681e+00 8## 106 2012 GOP 1 #E81B23 -9.032331e-01 8.234058e-01 3## 107 2012 GOP 1 #E81B23 -9.809652e-01 9.030421e-01 4## 108 2012 GOP 1 #E81B23 -1.373928e+00 1.296234e+00 9## 109 2012 GOP 1 #E81B23 -1.040753e+00 1.001625e+00 5## 110 2012 GOP 1 #E81B23 -1.433565e+00 1.394594e+00 10## 111 2012 GOP 1 #E81B23 -1.099944e+00 1.099944e+00 6## 112 2012 GOP 1 #E81B23 -7.071068e-01 7.071068e-01 1## 113 2012 GOP 1 #E81B23 -1.237571e+00 1.276288e+00 8## 114 2012 GOP 1 #E81B23 -1.158654e+00 1.198039e+00 7## 115 2012 GOP 1 #E81B23 -7.655188e-01 8.053253e-01 2## 116 2012 GOP 1 #E81B23 -1.296234e+00 1.373928e+00 9## 117 2012 GOP 1 #E81B23 -1.354563e+00 1.471448e+00 10## 118 2012 GOP 1 #E81B23 -9.030421e-01 9.809652e-01 4## 119 2012 GOP 1 #E81B23 -8.234058e-01 9.032331e-01 3## 120 2012 GOP 1 #E81B23 -9.610260e-01 1.078355e+00 5## 121 2012 GOP 1 #E81B23 -1.018672e+00 1.175610e+00 6## 122 2012 GOP 1 #E81B23 -1.156655e+00 1.350053e+00 8## 123 2012 GOP 1 #E81B23 -1.076046e+00 1.272754e+00 7## 124 2012 GOP 1 #E81B23 -1.214154e+00 1.446973e+00 9## 125 2012 GOP 1 #E81B23 -1.271447e+00 1.543833e+00 10## 126 2012 GOP 1 #E81B23 -6.234898e-01 7.818315e-01 1## 127 2012 GOP 1 #E81B23 -8.189503e-01 1.052187e+00 4## 128 2012 GOP 1 #E81B23 -6.801178e-01 8.786397e-01 2## 129 2012 GOP 1 #E81B23 -8.756589e-01 1.148756e+00 5## 130 2012 GOP 1 #E81B23 -1.071350e+00 1.418697e+00 8## 131 2012 GOP 1 #E81B23 -7.365534e-01 9.753544e-01 3## 132 2012 GOP 1 #E81B23 -9.322097e-01 1.245286e+00 6## 133 2012 GOP 1 #E81B23 -1.127966e+00 1.515122e+00 9## 134 2012 GOP 1 #E81B23 -9.886329e-01 1.341783e+00 7## 135 2012 GOP 1 #E81B23 -1.184471e+00 1.611530e+00 10## 136 2012 GOP 1 #E81B23 -9.819822e-01 1.481960e+00 8## 137 2012 GOP 1 #E81B23 -1.037961e+00 1.578144e+00 9## 138 2012 GOP 1 #E81B23 -1.093896e+00 1.674333e+00 10## 139 2012 GOP 1 #E81B23 -7.292642e-01 1.116222e+00 4## 140 2012 GOP 1 #E81B23 -7.851531e-01 1.212417e+00 5## 141 2012 GOP 1 #E81B23 -8.409968e-01 1.308617e+00 6## 142 2012 GOP 1 #E81B23 -8.968039e-01 1.404820e+00 7## 143 2012 GOP 1 #E81B23 -5.320321e-01 8.467242e-01 1## 144 2012 GOP 1 #E81B23 -5.877378e-01 9.429381e-01 2## 145 2012 GOP 1 #E81B23 -6.434171e-01 1.039154e+00 3## 146 2012 GOP 1 #E81B23 -1.000000e+00 1.732051e+00 10## 147 2012 GOP 1 #E81B23 -9.444444e-01 1.635826e+00 9## 148 2012 GOP 1 #E81B23 -8.888889e-01 1.539601e+00 8## 149 2012 GOP 1 #E81B23 -8.009696e-01 1.461583e+00 7## 150 2012 GOP 1 #E81B23 -7.454984e-01 1.365278e+00 6## 151 2012 GOP 1 #E81B23 -6.900397e-01 1.268962e+00 5## 152 2012 GOP 1 #E81B23 -6.345965e-01 1.172632e+00 4## 153 2012 GOP 1 #E81B23 -9.030667e-01 1.784508e+00 10## 154 2012 GOP 1 #E81B23 -8.477318e-01 1.687973e+00 9## 155 2012 GOP 1 #E81B23 -7.924237e-01 1.591401e+00 8## 156 2012 GOP 1 #E81B23 -5.447913e-01 1.094088e+00 3## 157 2012 GOP 1 #E81B23 -4.893268e-01 9.975606e-01 2## 158 2012 GOP 1 #E81B23 -4.338837e-01 9.009689e-01 1## 159 2012 GOP 1 #E81B23 -7.015579e-01 1.511818e+00 7## 160 2012 GOP 1 #E81B23 -6.462011e-01 1.414983e+00 6## 161 2012 GOP 1 #E81B23 -5.908769e-01 1.318061e+00 5## 162 2012 GOP 1 #E81B23 -8.033908e-01 1.831547e+00 10## 163 2012 GOP 1 #E81B23 -5.355939e-01 1.221031e+00 4## 164 2012 GOP 1 #E81B23 -7.481507e-01 1.734408e+00 9## 165 2012 GOP 1 #E81B23 -6.929527e-01 1.637165e+00 8## 166 2012 GOP 1 #E81B23 -4.415176e-01 1.139688e+00 3## 167 2012 GOP 1 #E81B23 -5.990130e-01 1.555301e+00 7## 168 2012 GOP 1 #E81B23 -7.012751e-01 1.873022e+00 10## 169 2012 GOP 1 #E81B23 -5.436109e-01 1.457477e+00 6## 170 2012 GOP 1 #E81B23 -3.858947e-01 1.041947e+00 2## 171 2012 GOP 1 #E81B23 -6.460380e-01 1.774975e+00 9## 172 2012 GOP 1 #E81B23 -4.882466e-01 1.359425e+00 5## 173 2012 GOP 1 #E81B23 -5.908530e-01 1.676719e+00 8## 174 2012 GOP 1 #E81B23 -3.302791e-01 9.438833e-01 1## 175 2012 GOP 1 #E81B23 -4.329326e-01 1.261090e+00 4## 176 2012 GOP 1 #E81B23 -5.970296e-01 1.908810e+00 10## 177 2012 GOP 1 #E81B23 -4.937926e-01 1.591837e+00 7## 178 2012 GOP 1 #E81B23 -5.417394e-01 1.809536e+00 9## 179 2012 GOP 1 #E81B23 -4.382506e-01 1.492545e+00 6## 180 2012 GOP 1 #E81B23 -3.344770e-01 1.175565e+00 3## 181 2012 GOP 1 #E81B23 -4.865120e-01 1.709912e+00 8## 182 2012 GOP 1 #E81B23 -3.827511e-01 1.392811e+00 5## 183 2012 GOP 1 #E81B23 -2.785028e-01 1.075641e+00 2## 184 2012 GOP 1 #E81B23 -4.909710e-01 1.938801e+00 10## 185 2012 GOP 1 #E81B23 -3.273140e-01 1.292534e+00 4## 186 2012 GOP 1 #E81B23 -3.863669e-01 1.621264e+00 7## 187 2012 GOP 1 #E81B23 -4.356078e-01 1.837974e+00 9## 188 2012 GOP 1 #E81B23 -2.225209e-01 9.749279e-01 1## 189 2012 GOP 1 #E81B23 -3.803255e-01 1.736619e+00 8## 190 2012 GOP 1 #E81B23 -3.306571e-01 1.520006e+00 6## 191 2012 GOP 1 #E81B23 -3.834213e-01 1.962903e+00 10## 192 2012 GOP 1 #E81B23 -2.750094e-01 1.418023e+00 5## 193 2012 GOP 1 #E81B23 -2.245827e-01 1.201412e+00 3## 194 2012 GOP 1 #E81B23 -3.280021e-01 1.860192e+00 9## 195 2012 GOP 1 #E81B23 -2.772156e-01 1.643450e+00 7## 196 2012 GOP 1 #E81B23 -2.194595e-01 1.315148e+00 4## 197 2012 GOP 1 #E81B23 -2.726963e-01 1.756739e+00 8## 198 2012 GOP 1 #E81B23 -1.682531e-01 1.098298e+00 2## 199 2012 GOP 1 #E81B23 -2.213786e-01 1.539722e+00 6## 200 2012 GOP 1 #E81B23 -2.747071e-01 1.981044e+00 10## 201 2012 GOP 1 #E81B23 -2.192866e-01 1.876117e+00 9## 202 2012 GOP 1 #E81B23 -1.656538e-01 1.434914e+00 5## 203 2012 GOP 1 #E81B23 -1.119645e-01 9.937122e-01 1## 204 2012 GOP 1 #E81B23 -1.668262e-01 1.658296e+00 7## 205 2012 GOP 1 #E81B23 -1.640326e-01 1.770194e+00 8## 206 2012 GOP 1 #E81B23 -1.127724e-01 1.217008e+00 3## 207 2012 GOP 1 #E81B23 -1.651587e-01 1.993169e+00 10## 208 2012 GOP 1 #E81B23 -1.101058e-01 1.328779e+00 4## 209 2012 GOP 1 #E81B23 -1.109721e-01 1.551592e+00 6## 210 2012 GOP 1 #E81B23 -1.098291e-01 1.885693e+00 9## 211 2012 GOP 1 #E81B23 -5.627685e-02 1.109685e+00 2## 212 2012 GOP 1 #E81B23 -5.532617e-02 1.443384e+00 5## 213 2012 GOP 1 #E81B23 -5.569163e-02 1.665736e+00 7## 214 2012 GOP 1 #E81B23 -5.474677e-02 1.776935e+00 8## 215 2012 GOP 1 #E81B23 -5.510868e-02 1.999241e+00 10## 216 2012 GOP 1 #E81B23 1.156611e-16 1.888889e+00 9## 217 2012 GOP 1 #E81B23 9.525031e-17 1.555556e+00 6## 218 2012 GOP 1 #E81B23 8.164312e-17 1.333333e+00 4## 219 2012 GOP 1 #E81B23 7.483953e-17 1.222222e+00 3## 220 2012 GOP 1 #E81B23 6.123234e-17 1.000000e+00 1## 221 2012 GOP 1 #E81B23 5.510868e-02 1.999241e+00 10## 222 2012 GOP 1 #E81B23 5.474677e-02 1.776935e+00 8## 223 2012 GOP 1 #E81B23 5.569163e-02 1.665736e+00 7## 224 2012 GOP 1 #E81B23 5.532617e-02 1.443384e+00 5## 225 2012 GOP 1 #E81B23 5.627685e-02 1.109685e+00 2## 226 2012 GOP 1 #E81B23 1.098291e-01 1.885693e+00 9## 227 2012 GOP 1 #E81B23 1.109721e-01 1.551592e+00 6## 228 2012 GOP 1 #E81B23 1.651587e-01 1.993169e+00 10## 229 2012 GOP 1 #E81B23 1.101058e-01 1.328779e+00 4## 230 2012 GOP 1 #E81B23 1.640326e-01 1.770194e+00 8## 231 2012 GOP 1 #E81B23 1.127724e-01 1.217008e+00 3## 232 2012 GOP 1 #E81B23 1.668262e-01 1.658296e+00 7## 233 2012 GOP 1 #E81B23 1.119645e-01 9.937122e-01 1## 234 2012 GOP 1 #E81B23 1.656538e-01 1.434914e+00 5## 235 2012 Dem 0 #3333FF 2.192866e-01 1.876117e+00 9## 236 2012 Dem 0 #3333FF 2.747071e-01 1.981044e+00 10## 237 2012 Dem 0 #3333FF 2.213786e-01 1.539722e+00 6## 238 2012 Dem 0 #3333FF 1.682531e-01 1.098298e+00 2## 239 2012 Dem 0 #3333FF 2.726963e-01 1.756739e+00 8## 240 2012 Dem 0 #3333FF 2.194595e-01 1.315148e+00 4## 241 2012 Dem 0 #3333FF 2.772156e-01 1.643450e+00 7## 242 2012 Dem 0 #3333FF 3.280021e-01 1.860192e+00 9## 243 2012 Dem 0 #3333FF 2.245827e-01 1.201412e+00 3## 244 2012 Dem 0 #3333FF 2.750094e-01 1.418023e+00 5## 245 2012 Dem 0 #3333FF 3.834213e-01 1.962903e+00 10## 246 2012 Dem 0 #3333FF 3.306571e-01 1.520006e+00 6## 247 2012 Dem 0 #3333FF 3.803255e-01 1.736619e+00 8## 248 2012 Dem 0 #3333FF 2.225209e-01 9.749279e-01 1## 249 2012 Dem 0 #3333FF 4.356078e-01 1.837974e+00 9## 250 2012 Dem 0 #3333FF 3.863669e-01 1.621264e+00 7## 251 2012 Dem 0 #3333FF 4.909710e-01 1.938801e+00 10## 252 2012 Dem 0 #3333FF 3.273140e-01 1.292534e+00 4## 253 2012 Dem 0 #3333FF 2.785028e-01 1.075641e+00 2## 254 2012 Dem 0 #3333FF 3.827511e-01 1.392811e+00 5## 255 2012 Dem 0 #3333FF 3.344770e-01 1.175565e+00 3## 256 2012 Dem 0 #3333FF 4.865120e-01 1.709912e+00 8## 257 2012 Dem 0 #3333FF 4.382506e-01 1.492545e+00 6## 258 2012 Dem 0 #3333FF 5.417394e-01 1.809536e+00 9## 259 2012 Dem 0 #3333FF 4.937926e-01 1.591837e+00 7## 260 2012 Dem 0 #3333FF 5.970296e-01 1.908810e+00 10## 261 2012 Dem 0 #3333FF 4.329326e-01 1.261090e+00 4## 262 2012 Dem 0 #3333FF 3.302791e-01 9.438833e-01 1## 263 2012 Dem 0 #3333FF 5.908530e-01 1.676719e+00 8## 264 2012 Dem 0 #3333FF 4.882466e-01 1.359425e+00 5## 265 2012 Dem 0 #3333FF 6.460380e-01 1.774975e+00 9## 266 2012 Dem 0 #3333FF 3.858947e-01 1.041947e+00 2## 267 2012 Dem 0 #3333FF 5.436109e-01 1.457477e+00 6## 268 2012 Dem 0 #3333FF 7.012751e-01 1.873022e+00 10## 269 2012 Dem 0 #3333FF 5.990130e-01 1.555301e+00 7## 270 2012 Dem 0 #3333FF 4.415176e-01 1.139688e+00 3## 271 2012 Dem 0 #3333FF 6.929527e-01 1.637165e+00 8## 272 2012 Dem 0 #3333FF 7.481507e-01 1.734408e+00 9## 273 2012 Dem 0 #3333FF 8.033908e-01 1.831547e+00 10## 274 2012 Dem 0 #3333FF 5.355939e-01 1.221031e+00 4## 275 2012 Dem 0 #3333FF 5.908769e-01 1.318061e+00 5## 276 2012 Dem 0 #3333FF 6.462011e-01 1.414983e+00 6## 277 2012 Dem 0 #3333FF 7.015579e-01 1.511818e+00 7## 278 2012 Dem 0 #3333FF 4.338837e-01 9.009689e-01 1## 279 2012 Dem 0 #3333FF 4.893268e-01 9.975606e-01 2## 280 2012 Dem 0 #3333FF 7.924237e-01 1.591401e+00 8## 281 2012 Dem 0 #3333FF 5.447913e-01 1.094088e+00 3## 282 2012 Dem 0 #3333FF 8.477318e-01 1.687973e+00 9## 283 2012 Dem 0 #3333FF 9.030667e-01 1.784508e+00 10## 284 2012 Dem 0 #3333FF 6.345965e-01 1.172632e+00 4## 285 2012 Dem 0 #3333FF 6.900397e-01 1.268962e+00 5## 286 2012 Dem 0 #3333FF 7.454984e-01 1.365278e+00 6## 287 2012 Dem 0 #3333FF 8.009696e-01 1.461583e+00 7## 288 2012 Dem 0 #3333FF 1.000000e+00 1.732051e+00 10## 289 2012 Dem 0 #3333FF 9.444444e-01 1.635826e+00 9## 290 2012 Dem 0 #3333FF 8.888889e-01 1.539601e+00 8## 291 2012 Dem 0 #3333FF 6.434171e-01 1.039154e+00 3## 292 2012 Dem 0 #3333FF 5.877378e-01 9.429381e-01 2## 293 2012 Dem 0 #3333FF 5.320321e-01 8.467242e-01 1## 294 2012 Dem 0 #3333FF 8.968039e-01 1.404820e+00 7## 295 2012 Dem 0 #3333FF 8.409968e-01 1.308617e+00 6## 296 2012 Dem 0 #3333FF 7.851531e-01 1.212417e+00 5## 297 2012 Dem 0 #3333FF 1.093896e+00 1.674333e+00 10## 298 2012 Dem 0 #3333FF 7.292642e-01 1.116222e+00 4## 299 2012 Dem 0 #3333FF 1.037961e+00 1.578144e+00 9## 300 2012 Dem 0 #3333FF 9.819822e-01 1.481960e+00 8## 301 2012 Dem 0 #3333FF 1.184471e+00 1.611530e+00 10## 302 2012 Dem 0 #3333FF 9.886329e-01 1.341783e+00 7## 303 2012 Dem 0 #3333FF 1.127966e+00 1.515122e+00 9## 304 2012 Dem 0 #3333FF 9.322097e-01 1.245286e+00 6## 305 2012 Dem 0 #3333FF 7.365534e-01 9.753544e-01 3## 306 2012 Dem 0 #3333FF 1.071350e+00 1.418697e+00 8## 307 2012 Dem 0 #3333FF 8.756589e-01 1.148756e+00 5## 308 2012 Dem 0 #3333FF 6.801178e-01 8.786397e-01 2## 309 2012 Dem 0 #3333FF 8.189503e-01 1.052187e+00 4## 310 2012 Dem 0 #3333FF 6.234898e-01 7.818315e-01 1## 311 2012 Dem 0 #3333FF 1.271447e+00 1.543833e+00 10## 312 2012 Dem 0 #3333FF 1.214154e+00 1.446973e+00 9## 313 2012 Dem 0 #3333FF 1.076046e+00 1.272754e+00 7## 314 2012 Dem 0 #3333FF 1.156655e+00 1.350053e+00 8## 315 2012 Dem 0 #3333FF 1.018672e+00 1.175610e+00 6## 316 2012 Dem 0 #3333FF 9.610260e-01 1.078355e+00 5## 317 2012 Dem 0 #3333FF 8.234058e-01 9.032331e-01 3## 318 2012 Dem 0 #3333FF 1.354563e+00 1.471448e+00 10## 319 2012 Dem 0 #3333FF 9.030421e-01 9.809652e-01 4## 320 2012 Dem 0 #3333FF 1.296234e+00 1.373928e+00 9## 321 2012 Dem 0 #3333FF 7.655188e-01 8.053253e-01 2## 322 2012 Dem 0 #3333FF 1.158654e+00 1.198039e+00 7## 323 2012 Dem 0 #3333FF 1.237571e+00 1.276288e+00 8## 324 2012 Dem 0 #3333FF 1.099944e+00 1.099944e+00 6## 325 2012 Dem 0 #3333FF 7.071068e-01 7.071068e-01 1## 326 2012 Dem 0 #3333FF 1.433565e+00 1.394594e+00 10## 327 2012 Dem 0 #3333FF 1.040753e+00 1.001625e+00 5## 328 2012 Dem 0 #3333FF 1.373928e+00 1.296234e+00 9## 329 2012 Dem 0 #3333FF 9.809652e-01 9.030421e-01 4## 330 2012 Dem 0 #3333FF 1.313794e+00 1.197681e+00 8## 331 2012 Dem 0 #3333FF 9.032331e-01 8.234058e-01 3## 332 2012 Dem 0 #3333FF 1.236087e+00 1.117975e+00 7## 333 2012 Dem 0 #3333FF 1.508213e+00 1.313504e+00 10## 334 2012 Dem 0 #3333FF 1.175610e+00 1.018672e+00 6## 335 2012 Dem 0 #3333FF 8.430646e-01 7.237472e-01 2## 336 2012 Dem 0 #3333FF 1.446973e+00 1.214154e+00 9## 337 2012 Dem 0 #3333FF 1.114373e+00 9.190169e-01 5## 338 2012 Dem 0 #3333FF 1.385032e+00 1.114531e+00 8## 339 2012 Dem 0 #3333FF 7.818315e-01 6.234898e-01 1## 340 2012 Dem 0 #3333FF 1.307999e+00 1.032916e+00 7## 341 2012 Dem 0 #3333FF 1.578281e+00 1.228425e+00 10## 342 2012 Dem 0 #3333FF 1.052187e+00 8.189503e-01 4## 343 2012 Dem 0 #3333FF 9.753544e-01 7.365534e-01 3## 344 2012 Dem 0 #3333FF 1.245286e+00 9.322097e-01 6## 345 2012 Dem 0 #3333FF 1.515122e+00 1.127966e+00 9## 346 2012 Dem 0 #3333FF 1.451017e+00 1.027153e+00 8## 347 2012 Dem 0 #3333FF 1.181454e+00 8.310158e-01 5## 348 2012 Dem 0 #3333FF 9.119594e-01 6.347425e-01 2## 349 2012 Dem 0 #3333FF 1.643556e+00 1.139616e+00 10## 350 2012 Dem 0 #3333FF 1.374069e+00 9.432452e-01 7## 351 2012 Dem 0 #3333FF 1.578144e+00 1.037961e+00 9## 352 2012 Dem 0 #3333FF 1.116222e+00 7.292642e-01 4## 353 2012 Dem 0 #3333FF 1.308617e+00 8.409968e-01 6## 354 2012 Dem 0 #3333FF 8.467242e-01 5.320321e-01 1## 355 2012 Dem 0 #3333FF 1.511497e+00 9.358794e-01 8## 356 2012 Dem 0 #3333FF 1.039154e+00 6.434171e-01 3## 357 2012 Dem 0 #3333FF 1.703839e+00 1.047346e+00 10## 358 2012 Dem 0 #3333FF 1.241601e+00 7.381381e-01 5## 359 2012 Dem 0 #3333FF 1.434003e+00 8.493611e-01 7## 360 2012 Dem 0 #3333FF 1.635826e+00 9.444444e-01 9## 361 2012 Dem 0 #3333FF 9.714962e-01 5.392244e-01 2## 362 2012 Dem 0 #3333FF 1.365278e+00 7.454984e-01 6## 363 2012 Dem 0 #3333FF 1.758948e+00 9.518948e-01 10## 364 2012 Dem 0 #3333FF 1.172632e+00 6.345965e-01 4## 365 2012 Dem 0 #3333FF 1.566244e+00 8.410552e-01 8## 366 2012 Dem 0 #3333FF 1.487531e+00 7.516835e-01 7## 367 2012 Dem 0 #3333FF 1.687973e+00 8.477318e-01 9## 368 2012 Dem 0 #3333FF 1.094088e+00 5.447913e-01 3## 369 2012 Dem 0 #3333FF 1.294461e+00 6.409287e-01 5## 370 2012 Dem 0 #3333FF 9.009689e-01 4.338837e-01 1## 371 2012 Dem 0 #3333FF 1.808714e+00 8.535529e-01 10## 372 2012 Dem 0 #3333FF 1.615049e+00 7.430406e-01 8## 373 2012 Dem 0 #3333FF 1.414983e+00 6.462011e-01 6## 374 2012 Dem 0 #3333FF 1.221031e+00 5.355939e-01 4## 375 2012 Dem 0 #3333FF 1.734408e+00 7.481507e-01 9## 376 2012 Dem 0 #3333FF 1.021064e+00 4.381732e-01 2## 377 2012 Dem 0 #3333FF 1.534416e+00 6.506488e-01 7## 378 2012 Dem 0 #3333FF 1.852988e+00 7.526187e-01 10## 379 2012 Dem 0 #3333FF 1.339726e+00 5.399580e-01 5## 380 2012 Dem 0 #3333FF 1.657728e+00 6.422074e-01 8## 381 2012 Dem 0 #3333FF 1.139688e+00 4.415176e-01 3## 382 2012 Dem 0 #3333FF 1.457477e+00 5.436109e-01 6## 383 2012 Dem 0 #3333FF 1.774975e+00 6.460380e-01 9## 384 2012 Dem 0 #3333FF 9.438833e-01 3.302791e-01 1## 385 2012 Dem 0 #3333FF 1.574448e+00 5.467081e-01 7## 386 2012 Dem 0 #3333FF 1.891634e+00 6.493989e-01 10## 387 2012 Dem 0 #3333FF 1.261090e+00 4.329326e-01 4## 388 2012 Dem 0 #3333FF 1.694119e+00 5.389381e-01 8## 389 2012 Dem 0 #3333FF 1.377128e+00 4.358186e-01 5## 390 2012 Dem 0 #3333FF 1.060155e+00 3.326257e-01 2## 391 2012 Dem 0 #3333FF 1.809536e+00 5.417394e-01 9## 392 2012 Dem 0 #3333FF 1.492545e+00 4.382506e-01 6## 393 2012 Dem 0 #3333FF 1.175565e+00 3.344770e-01 3## 394 2012 Dem 0 #3333FF 1.924536e+00 5.442069e-01 10## 395 2012 Dem 0 #3333FF 1.607449e+00 4.403257e-01 7## 396 2012 Dem 0 #3333FF 1.292534e+00 3.273140e-01 4## 397 2012 Dem 0 #3333FF 1.724083e+00 4.336244e-01 8## 398 2012 Dem 0 #3333FF 1.837974e+00 4.356078e-01 9## 399 2012 Dem 0 #3333FF 1.406449e+00 3.291217e-01 5## 400 2012 Dem 0 #3333FF 9.749279e-01 2.225209e-01 1## 401 2012 Dem 0 #3333FF 1.951593e+00 4.373622e-01 10## 402 2012 Dem 0 #3333FF 1.520006e+00 3.306571e-01 6## 403 2012 Dem 0 #3333FF 1.088367e+00 2.236650e-01 2## 404 2012 Dem 0 #3333FF 1.633270e+00 3.319766e-01 7## 405 2012 Dem 0 #3333FF 1.747508e+00 3.266658e-01 8## 406 2012 Dem 0 #3333FF 1.201412e+00 2.245827e-01 3## 407 2012 Dem 0 #3333FF 1.860192e+00 3.280021e-01 9## 408 2012 Dem 0 #3333FF 1.972723e+00 3.291892e-01 10## 409 2012 Dem 0 #3333FF 1.315148e+00 2.194595e-01 4## 410 2012 Dem 0 #3333FF 1.427516e+00 2.204934e-01 5## 411 2012 Dem 0 #3333FF 1.539722e+00 2.213786e-01 6## 412 2012 Dem 0 #3333FF 1.651796e+00 2.221449e-01 7## 413 2012 Dem 0 #3333FF 1.764303e+00 2.184681e-01 8## 414 2012 Dem 0 #3333FF 1.876117e+00 2.192866e-01 9## 415 2012 Dem 0 #3333FF 9.937122e-01 1.119645e-01 1## 416 2012 Dem 0 #3333FF 1.987861e+00 2.200164e-01 10## 417 2012 Dem 0 #3333FF 1.105410e+00 1.124092e-01 2## 418 2012 Dem 0 #3333FF 1.217008e+00 1.127724e-01 3## 419 2012 Dem 0 #3333FF 1.328779e+00 1.101058e-01 4## 420 2012 Dem 0 #3333FF 1.440206e+00 1.105711e-01 5## 421 2012 Dem 0 #3333FF 1.551592e+00 1.109721e-01 6## 422 2012 Dem 0 #3333FF 1.662945e+00 1.113211e-01 7## 423 2012 Dem 0 #3333FF 1.774406e+00 1.094416e-01 8## 424 2012 Dem 0 #3333FF 1.885693e+00 1.098291e-01 9## 425 2012 Dem 0 #3333FF 1.996963e+00 1.101755e-01 10## 426 2012 Dem 0 #3333FF 2.000000e+00 0.000000e+00 10## 427 2012 Dem 0 #3333FF 1.888889e+00 0.000000e+00 9## 428 2012 Dem 0 #3333FF 1.777778e+00 0.000000e+00 8## 429 2012 Dem 0 #3333FF 1.666667e+00 0.000000e+00 7## 430 2012 Dem 0 #3333FF 1.555556e+00 0.000000e+00 6## 431 2012 Dem 0 #3333FF 1.444444e+00 0.000000e+00 5## 432 2012 Dem 0 #3333FF 1.333333e+00 0.000000e+00 4## 433 2012 Dem 0 #3333FF 1.222222e+00 0.000000e+00 3## 434 2012 Dem 0 #3333FF 1.111111e+00 0.000000e+00 2## 435 2012 Dem 0 #3333FF 1.000000e+00 0.000000e+00 1## 436 2014 GOP 1 #E81B23 -2.000000e+00 2.449294e-16 10## 437 2014 GOP 1 #E81B23 -1.888889e+00 2.313222e-16 9## 438 2014 GOP 1 #E81B23 -1.777778e+00 2.177150e-16 8## 439 2014 GOP 1 #E81B23 -1.666667e+00 2.041078e-16 7## 440 2014 GOP 1 #E81B23 -1.555556e+00 1.905006e-16 6## 441 2014 GOP 1 #E81B23 -1.444444e+00 1.768934e-16 5## 442 2014 GOP 1 #E81B23 -1.333333e+00 1.632862e-16 4## 443 2014 GOP 1 #E81B23 -1.222222e+00 1.496791e-16 3## 444 2014 GOP 1 #E81B23 -1.111111e+00 1.360719e-16 2## 445 2014 GOP 1 #E81B23 -1.000000e+00 1.224647e-16 1## 446 2014 GOP 1 #E81B23 -1.996963e+00 1.101755e-01 10## 447 2014 GOP 1 #E81B23 -1.885693e+00 1.098291e-01 9## 448 2014 GOP 1 #E81B23 -1.774406e+00 1.094416e-01 8## 449 2014 GOP 1 #E81B23 -1.662945e+00 1.113211e-01 7## 450 2014 GOP 1 #E81B23 -1.551592e+00 1.109721e-01 6## 451 2014 GOP 1 #E81B23 -1.440206e+00 1.105711e-01 5## 452 2014 GOP 1 #E81B23 -1.328779e+00 1.101058e-01 4## 453 2014 GOP 1 #E81B23 -1.217008e+00 1.127724e-01 3## 454 2014 GOP 1 #E81B23 -1.105410e+00 1.124092e-01 2## 455 2014 GOP 1 #E81B23 -1.987861e+00 2.200164e-01 10## 456 2014 GOP 1 #E81B23 -9.937122e-01 1.119645e-01 1## 457 2014 GOP 1 #E81B23 -1.876117e+00 2.192866e-01 9## 458 2014 GOP 1 #E81B23 -1.764303e+00 2.184681e-01 8## 459 2014 GOP 1 #E81B23 -1.651796e+00 2.221449e-01 7## 460 2014 GOP 1 #E81B23 -1.539722e+00 2.213786e-01 6## 461 2014 GOP 1 #E81B23 -1.427516e+00 2.204934e-01 5## 462 2014 GOP 1 #E81B23 -1.972723e+00 3.291892e-01 10## 463 2014 GOP 1 #E81B23 -1.315148e+00 2.194595e-01 4## 464 2014 GOP 1 #E81B23 -1.860192e+00 3.280021e-01 9## 465 2014 GOP 1 #E81B23 -1.747508e+00 3.266658e-01 8## 466 2014 GOP 1 #E81B23 -1.201412e+00 2.245827e-01 3## 467 2014 GOP 1 #E81B23 -1.633270e+00 3.319766e-01 7## 468 2014 GOP 1 #E81B23 -1.088367e+00 2.236650e-01 2## 469 2014 GOP 1 #E81B23 -1.520006e+00 3.306571e-01 6## 470 2014 GOP 1 #E81B23 -1.951593e+00 4.373622e-01 10## 471 2014 GOP 1 #E81B23 -9.749279e-01 2.225209e-01 1## 472 2014 GOP 1 #E81B23 -1.406449e+00 3.291217e-01 5## 473 2014 GOP 1 #E81B23 -1.837974e+00 4.356078e-01 9## 474 2014 GOP 1 #E81B23 -1.724083e+00 4.336244e-01 8## 475 2014 GOP 1 #E81B23 -1.292534e+00 3.273140e-01 4## 476 2014 GOP 1 #E81B23 -1.607449e+00 4.403257e-01 7## 477 2014 GOP 1 #E81B23 -1.924536e+00 5.442069e-01 10## 478 2014 GOP 1 #E81B23 -1.175565e+00 3.344770e-01 3## 479 2014 GOP 1 #E81B23 -1.492545e+00 4.382506e-01 6## 480 2014 GOP 1 #E81B23 -1.809536e+00 5.417394e-01 9## 481 2014 GOP 1 #E81B23 -1.060155e+00 3.326257e-01 2## 482 2014 GOP 1 #E81B23 -1.377128e+00 4.358186e-01 5## 483 2014 GOP 1 #E81B23 -1.694119e+00 5.389381e-01 8## 484 2014 GOP 1 #E81B23 -1.891634e+00 6.493989e-01 10## 485 2014 GOP 1 #E81B23 -1.261090e+00 4.329326e-01 4## 486 2014 GOP 1 #E81B23 -1.574448e+00 5.467081e-01 7## 487 2014 GOP 1 #E81B23 -9.438833e-01 3.302791e-01 1## 488 2014 GOP 1 #E81B23 -1.774975e+00 6.460380e-01 9## 489 2014 GOP 1 #E81B23 -1.457477e+00 5.436109e-01 6## 490 2014 GOP 1 #E81B23 -1.657728e+00 6.422074e-01 8## 491 2014 GOP 1 #E81B23 -1.139688e+00 4.415176e-01 3## 492 2014 GOP 1 #E81B23 -1.339726e+00 5.399580e-01 5## 493 2014 GOP 1 #E81B23 -1.852988e+00 7.526187e-01 10## 494 2014 GOP 1 #E81B23 -1.534416e+00 6.506488e-01 7## 495 2014 GOP 1 #E81B23 -1.021064e+00 4.381732e-01 2## 496 2014 GOP 1 #E81B23 -1.734408e+00 7.481507e-01 9## 497 2014 GOP 1 #E81B23 -1.221031e+00 5.355939e-01 4## 498 2014 GOP 1 #E81B23 -1.414983e+00 6.462011e-01 6## 499 2014 GOP 1 #E81B23 -1.615049e+00 7.430406e-01 8## 500 2014 GOP 1 #E81B23 -1.808714e+00 8.535529e-01 10## 501 2014 GOP 1 #E81B23 -9.009689e-01 4.338837e-01 1## 502 2014 GOP 1 #E81B23 -1.294461e+00 6.409287e-01 5## 503 2014 GOP 1 #E81B23 -1.094088e+00 5.447913e-01 3## 504 2014 GOP 1 #E81B23 -1.687973e+00 8.477318e-01 9## 505 2014 GOP 1 #E81B23 -1.487531e+00 7.516835e-01 7## 506 2014 GOP 1 #E81B23 -1.566244e+00 8.410552e-01 8## 507 2014 GOP 1 #E81B23 -1.758948e+00 9.518948e-01 10## 508 2014 GOP 1 #E81B23 -1.172632e+00 6.345965e-01 4## 509 2014 GOP 1 #E81B23 -1.365278e+00 7.454984e-01 6## 510 2014 GOP 1 #E81B23 -9.714962e-01 5.392244e-01 2## 511 2014 GOP 1 #E81B23 -1.635826e+00 9.444444e-01 9## 512 2014 GOP 1 #E81B23 -1.434003e+00 8.493611e-01 7## 513 2014 GOP 1 #E81B23 -1.241601e+00 7.381381e-01 5## 514 2014 GOP 1 #E81B23 -1.703839e+00 1.047346e+00 10## 515 2014 GOP 1 #E81B23 -1.039154e+00 6.434171e-01 3## 516 2014 GOP 1 #E81B23 -1.511497e+00 9.358794e-01 8## 517 2014 GOP 1 #E81B23 -8.467242e-01 5.320321e-01 1## 518 2014 GOP 1 #E81B23 -1.308617e+00 8.409968e-01 6## 519 2014 GOP 1 #E81B23 -1.116222e+00 7.292642e-01 4## 520 2014 GOP 1 #E81B23 -1.578144e+00 1.037961e+00 9## 521 2014 GOP 1 #E81B23 -1.374069e+00 9.432452e-01 7## 522 2014 GOP 1 #E81B23 -1.643556e+00 1.139616e+00 10## 523 2014 GOP 1 #E81B23 -9.119594e-01 6.347425e-01 2## 524 2014 GOP 1 #E81B23 -1.181454e+00 8.310158e-01 5## 525 2014 GOP 1 #E81B23 -1.451017e+00 1.027153e+00 8## 526 2014 GOP 1 #E81B23 -1.515122e+00 1.127966e+00 9## 527 2014 GOP 1 #E81B23 -1.245286e+00 9.322097e-01 6## 528 2014 GOP 1 #E81B23 -9.753544e-01 7.365534e-01 3## 529 2014 GOP 1 #E81B23 -1.578281e+00 1.228425e+00 10## 530 2014 GOP 1 #E81B23 -1.052187e+00 8.189503e-01 4## 531 2014 GOP 1 #E81B23 -1.307999e+00 1.032916e+00 7## 532 2014 GOP 1 #E81B23 -7.818315e-01 6.234898e-01 1## 533 2014 GOP 1 #E81B23 -1.385032e+00 1.114531e+00 8## 534 2014 GOP 1 #E81B23 -1.114373e+00 9.190169e-01 5## 535 2014 GOP 1 #E81B23 -1.446973e+00 1.214154e+00 9## 536 2014 GOP 1 #E81B23 -8.430646e-01 7.237472e-01 2## 537 2014 GOP 1 #E81B23 -1.175610e+00 1.018672e+00 6## 538 2014 GOP 1 #E81B23 -1.508213e+00 1.313504e+00 10## 539 2014 GOP 1 #E81B23 -1.236087e+00 1.117975e+00 7## 540 2014 GOP 1 #E81B23 -1.313794e+00 1.197681e+00 8## 541 2014 GOP 1 #E81B23 -9.032331e-01 8.234058e-01 3## 542 2014 GOP 1 #E81B23 -9.809652e-01 9.030421e-01 4## 543 2014 GOP 1 #E81B23 -1.373928e+00 1.296234e+00 9## 544 2014 GOP 1 #E81B23 -1.040753e+00 1.001625e+00 5## 545 2014 GOP 1 #E81B23 -1.433565e+00 1.394594e+00 10## 546 2014 GOP 1 #E81B23 -1.099944e+00 1.099944e+00 6## 547 2014 GOP 1 #E81B23 -7.071068e-01 7.071068e-01 1## 548 2014 GOP 1 #E81B23 -1.237571e+00 1.276288e+00 8## 549 2014 GOP 1 #E81B23 -1.158654e+00 1.198039e+00 7## 550 2014 GOP 1 #E81B23 -7.655188e-01 8.053253e-01 2## 551 2014 GOP 1 #E81B23 -1.296234e+00 1.373928e+00 9## 552 2014 GOP 1 #E81B23 -1.354563e+00 1.471448e+00 10## 553 2014 GOP 1 #E81B23 -9.030421e-01 9.809652e-01 4## 554 2014 GOP 1 #E81B23 -8.234058e-01 9.032331e-01 3## 555 2014 GOP 1 #E81B23 -9.610260e-01 1.078355e+00 5## 556 2014 GOP 1 #E81B23 -1.018672e+00 1.175610e+00 6## 557 2014 GOP 1 #E81B23 -1.156655e+00 1.350053e+00 8## 558 2014 GOP 1 #E81B23 -1.076046e+00 1.272754e+00 7## 559 2014 GOP 1 #E81B23 -1.214154e+00 1.446973e+00 9## 560 2014 GOP 1 #E81B23 -1.271447e+00 1.543833e+00 10## 561 2014 GOP 1 #E81B23 -6.234898e-01 7.818315e-01 1## 562 2014 GOP 1 #E81B23 -8.189503e-01 1.052187e+00 4## 563 2014 GOP 1 #E81B23 -6.801178e-01 8.786397e-01 2## 564 2014 GOP 1 #E81B23 -8.756589e-01 1.148756e+00 5## 565 2014 GOP 1 #E81B23 -1.071350e+00 1.418697e+00 8## 566 2014 GOP 1 #E81B23 -7.365534e-01 9.753544e-01 3## 567 2014 GOP 1 #E81B23 -9.322097e-01 1.245286e+00 6## 568 2014 GOP 1 #E81B23 -1.127966e+00 1.515122e+00 9## 569 2014 GOP 1 #E81B23 -9.886329e-01 1.341783e+00 7## 570 2014 GOP 1 #E81B23 -1.184471e+00 1.611530e+00 10## 571 2014 GOP 1 #E81B23 -9.819822e-01 1.481960e+00 8## 572 2014 GOP 1 #E81B23 -1.037961e+00 1.578144e+00 9## 573 2014 GOP 1 #E81B23 -1.093896e+00 1.674333e+00 10## 574 2014 GOP 1 #E81B23 -7.292642e-01 1.116222e+00 4## 575 2014 GOP 1 #E81B23 -7.851531e-01 1.212417e+00 5## 576 2014 GOP 1 #E81B23 -8.409968e-01 1.308617e+00 6## 577 2014 GOP 1 #E81B23 -8.968039e-01 1.404820e+00 7## 578 2014 GOP 1 #E81B23 -5.320321e-01 8.467242e-01 1## 579 2014 GOP 1 #E81B23 -5.877378e-01 9.429381e-01 2## 580 2014 GOP 1 #E81B23 -6.434171e-01 1.039154e+00 3## 581 2014 GOP 1 #E81B23 -1.000000e+00 1.732051e+00 10## 582 2014 GOP 1 #E81B23 -9.444444e-01 1.635826e+00 9## 583 2014 GOP 1 #E81B23 -8.888889e-01 1.539601e+00 8## 584 2014 GOP 1 #E81B23 -8.009696e-01 1.461583e+00 7## 585 2014 GOP 1 #E81B23 -7.454984e-01 1.365278e+00 6## 586 2014 GOP 1 #E81B23 -6.900397e-01 1.268962e+00 5## 587 2014 GOP 1 #E81B23 -6.345965e-01 1.172632e+00 4## 588 2014 GOP 1 #E81B23 -9.030667e-01 1.784508e+00 10## 589 2014 GOP 1 #E81B23 -8.477318e-01 1.687973e+00 9## 590 2014 GOP 1 #E81B23 -7.924237e-01 1.591401e+00 8## 591 2014 GOP 1 #E81B23 -5.447913e-01 1.094088e+00 3## 592 2014 GOP 1 #E81B23 -4.893268e-01 9.975606e-01 2## 593 2014 GOP 1 #E81B23 -4.338837e-01 9.009689e-01 1## 594 2014 GOP 1 #E81B23 -7.015579e-01 1.511818e+00 7## 595 2014 GOP 1 #E81B23 -6.462011e-01 1.414983e+00 6## 596 2014 GOP 1 #E81B23 -5.908769e-01 1.318061e+00 5## 597 2014 GOP 1 #E81B23 -8.033908e-01 1.831547e+00 10## 598 2014 GOP 1 #E81B23 -5.355939e-01 1.221031e+00 4## 599 2014 GOP 1 #E81B23 -7.481507e-01 1.734408e+00 9## 600 2014 GOP 1 #E81B23 -6.929527e-01 1.637165e+00 8## 601 2014 GOP 1 #E81B23 -4.415176e-01 1.139688e+00 3## 602 2014 GOP 1 #E81B23 -5.990130e-01 1.555301e+00 7## 603 2014 GOP 1 #E81B23 -7.012751e-01 1.873022e+00 10## 604 2014 GOP 1 #E81B23 -5.436109e-01 1.457477e+00 6## 605 2014 GOP 1 #E81B23 -3.858947e-01 1.041947e+00 2## 606 2014 GOP 1 #E81B23 -6.460380e-01 1.774975e+00 9## 607 2014 GOP 1 #E81B23 -4.882466e-01 1.359425e+00 5## 608 2014 GOP 1 #E81B23 -5.908530e-01 1.676719e+00 8## 609 2014 GOP 1 #E81B23 -3.302791e-01 9.438833e-01 1## 610 2014 GOP 1 #E81B23 -4.329326e-01 1.261090e+00 4## 611 2014 GOP 1 #E81B23 -5.970296e-01 1.908810e+00 10## 612 2014 GOP 1 #E81B23 -4.937926e-01 1.591837e+00 7## 613 2014 GOP 1 #E81B23 -5.417394e-01 1.809536e+00 9## 614 2014 GOP 1 #E81B23 -4.382506e-01 1.492545e+00 6## 615 2014 GOP 1 #E81B23 -3.344770e-01 1.175565e+00 3## 616 2014 GOP 1 #E81B23 -4.865120e-01 1.709912e+00 8## 617 2014 GOP 1 #E81B23 -3.827511e-01 1.392811e+00 5## 618 2014 GOP 1 #E81B23 -2.785028e-01 1.075641e+00 2## 619 2014 GOP 1 #E81B23 -4.909710e-01 1.938801e+00 10## 620 2014 GOP 1 #E81B23 -3.273140e-01 1.292534e+00 4## 621 2014 GOP 1 #E81B23 -3.863669e-01 1.621264e+00 7## 622 2014 GOP 1 #E81B23 -4.356078e-01 1.837974e+00 9## 623 2014 GOP 1 #E81B23 -2.225209e-01 9.749279e-01 1## 624 2014 GOP 1 #E81B23 -3.803255e-01 1.736619e+00 8## 625 2014 GOP 1 #E81B23 -3.306571e-01 1.520006e+00 6## 626 2014 GOP 1 #E81B23 -3.834213e-01 1.962903e+00 10## 627 2014 GOP 1 #E81B23 -2.750094e-01 1.418023e+00 5## 628 2014 GOP 1 #E81B23 -2.245827e-01 1.201412e+00 3## 629 2014 GOP 1 #E81B23 -3.280021e-01 1.860192e+00 9## 630 2014 GOP 1 #E81B23 -2.772156e-01 1.643450e+00 7## 631 2014 GOP 1 #E81B23 -2.194595e-01 1.315148e+00 4## 632 2014 GOP 1 #E81B23 -2.726963e-01 1.756739e+00 8## 633 2014 GOP 1 #E81B23 -1.682531e-01 1.098298e+00 2## 634 2014 GOP 1 #E81B23 -2.213786e-01 1.539722e+00 6## 635 2014 GOP 1 #E81B23 -2.747071e-01 1.981044e+00 10## 636 2014 GOP 1 #E81B23 -2.192866e-01 1.876117e+00 9## 637 2014 GOP 1 #E81B23 -1.656538e-01 1.434914e+00 5## 638 2014 GOP 1 #E81B23 -1.119645e-01 9.937122e-01 1## 639 2014 GOP 1 #E81B23 -1.668262e-01 1.658296e+00 7## 640 2014 GOP 1 #E81B23 -1.640326e-01 1.770194e+00 8## 641 2014 GOP 1 #E81B23 -1.127724e-01 1.217008e+00 3## 642 2014 GOP 1 #E81B23 -1.651587e-01 1.993169e+00 10## 643 2014 GOP 1 #E81B23 -1.101058e-01 1.328779e+00 4## 644 2014 GOP 1 #E81B23 -1.109721e-01 1.551592e+00 6## 645 2014 GOP 1 #E81B23 -1.098291e-01 1.885693e+00 9## 646 2014 GOP 1 #E81B23 -5.627685e-02 1.109685e+00 2## 647 2014 GOP 1 #E81B23 -5.532617e-02 1.443384e+00 5## 648 2014 GOP 1 #E81B23 -5.569163e-02 1.665736e+00 7## 649 2014 GOP 1 #E81B23 -5.474677e-02 1.776935e+00 8## 650 2014 GOP 1 #E81B23 -5.510868e-02 1.999241e+00 10## 651 2014 GOP 1 #E81B23 1.156611e-16 1.888889e+00 9## 652 2014 GOP 1 #E81B23 9.525031e-17 1.555556e+00 6## 653 2014 GOP 1 #E81B23 8.164312e-17 1.333333e+00 4## 654 2014 GOP 1 #E81B23 7.483953e-17 1.222222e+00 3## 655 2014 GOP 1 #E81B23 6.123234e-17 1.000000e+00 1## 656 2014 GOP 1 #E81B23 5.510868e-02 1.999241e+00 10## 657 2014 GOP 1 #E81B23 5.474677e-02 1.776935e+00 8## 658 2014 GOP 1 #E81B23 5.569163e-02 1.665736e+00 7## 659 2014 GOP 1 #E81B23 5.532617e-02 1.443384e+00 5## 660 2014 GOP 1 #E81B23 5.627685e-02 1.109685e+00 2## 661 2014 GOP 1 #E81B23 1.098291e-01 1.885693e+00 9## 662 2014 GOP 1 #E81B23 1.109721e-01 1.551592e+00 6## 663 2014 GOP 1 #E81B23 1.651587e-01 1.993169e+00 10## 664 2014 GOP 1 #E81B23 1.101058e-01 1.328779e+00 4## 665 2014 GOP 1 #E81B23 1.640326e-01 1.770194e+00 8## 666 2014 GOP 1 #E81B23 1.127724e-01 1.217008e+00 3## 667 2014 GOP 1 #E81B23 1.668262e-01 1.658296e+00 7## 668 2014 GOP 1 #E81B23 1.119645e-01 9.937122e-01 1## 669 2014 GOP 1 #E81B23 1.656538e-01 1.434914e+00 5## 670 2014 GOP 1 #E81B23 2.192866e-01 1.876117e+00 9## 671 2014 GOP 1 #E81B23 2.747071e-01 1.981044e+00 10## 672 2014 GOP 1 #E81B23 2.213786e-01 1.539722e+00 6## 673 2014 GOP 1 #E81B23 1.682531e-01 1.098298e+00 2## 674 2014 GOP 1 #E81B23 2.726963e-01 1.756739e+00 8## 675 2014 GOP 1 #E81B23 2.194595e-01 1.315148e+00 4## 676 2014 GOP 1 #E81B23 2.772156e-01 1.643450e+00 7## 677 2014 GOP 1 #E81B23 3.280021e-01 1.860192e+00 9## 678 2014 GOP 1 #E81B23 2.245827e-01 1.201412e+00 3## 679 2014 GOP 1 #E81B23 2.750094e-01 1.418023e+00 5## 680 2014 GOP 1 #E81B23 3.834213e-01 1.962903e+00 10## 681 2014 GOP 1 #E81B23 3.306571e-01 1.520006e+00 6## 682 2014 GOP 1 #E81B23 3.803255e-01 1.736619e+00 8## 683 2014 Dem 0 #3333FF 2.225209e-01 9.749279e-01 1## 684 2014 Dem 0 #3333FF 4.356078e-01 1.837974e+00 9## 685 2014 Dem 0 #3333FF 3.863669e-01 1.621264e+00 7## 686 2014 Dem 0 #3333FF 4.909710e-01 1.938801e+00 10## 687 2014 Dem 0 #3333FF 3.273140e-01 1.292534e+00 4## 688 2014 Dem 0 #3333FF 2.785028e-01 1.075641e+00 2## 689 2014 Dem 0 #3333FF 3.827511e-01 1.392811e+00 5## 690 2014 Dem 0 #3333FF 3.344770e-01 1.175565e+00 3## 691 2014 Dem 0 #3333FF 4.865120e-01 1.709912e+00 8## 692 2014 Dem 0 #3333FF 4.382506e-01 1.492545e+00 6## 693 2014 Dem 0 #3333FF 5.417394e-01 1.809536e+00 9## 694 2014 Dem 0 #3333FF 4.937926e-01 1.591837e+00 7## 695 2014 Dem 0 #3333FF 5.970296e-01 1.908810e+00 10## 696 2014 Dem 0 #3333FF 4.329326e-01 1.261090e+00 4## 697 2014 Dem 0 #3333FF 3.302791e-01 9.438833e-01 1## 698 2014 Dem 0 #3333FF 5.908530e-01 1.676719e+00 8## 699 2014 Dem 0 #3333FF 4.882466e-01 1.359425e+00 5## 700 2014 Dem 0 #3333FF 6.460380e-01 1.774975e+00 9## 701 2014 Dem 0 #3333FF 3.858947e-01 1.041947e+00 2## 702 2014 Dem 0 #3333FF 5.436109e-01 1.457477e+00 6## 703 2014 Dem 0 #3333FF 7.012751e-01 1.873022e+00 10## 704 2014 Dem 0 #3333FF 5.990130e-01 1.555301e+00 7## 705 2014 Dem 0 #3333FF 4.415176e-01 1.139688e+00 3## 706 2014 Dem 0 #3333FF 6.929527e-01 1.637165e+00 8## 707 2014 Dem 0 #3333FF 7.481507e-01 1.734408e+00 9## 708 2014 Dem 0 #3333FF 8.033908e-01 1.831547e+00 10## 709 2014 Dem 0 #3333FF 5.355939e-01 1.221031e+00 4## 710 2014 Dem 0 #3333FF 5.908769e-01 1.318061e+00 5## 711 2014 Dem 0 #3333FF 6.462011e-01 1.414983e+00 6## 712 2014 Dem 0 #3333FF 7.015579e-01 1.511818e+00 7## 713 2014 Dem 0 #3333FF 4.338837e-01 9.009689e-01 1## 714 2014 Dem 0 #3333FF 4.893268e-01 9.975606e-01 2## 715 2014 Dem 0 #3333FF 7.924237e-01 1.591401e+00 8## 716 2014 Dem 0 #3333FF 5.447913e-01 1.094088e+00 3## 717 2014 Dem 0 #3333FF 8.477318e-01 1.687973e+00 9## 718 2014 Dem 0 #3333FF 9.030667e-01 1.784508e+00 10## 719 2014 Dem 0 #3333FF 6.345965e-01 1.172632e+00 4## 720 2014 Dem 0 #3333FF 6.900397e-01 1.268962e+00 5## 721 2014 Dem 0 #3333FF 7.454984e-01 1.365278e+00 6## 722 2014 Dem 0 #3333FF 8.009696e-01 1.461583e+00 7## 723 2014 Dem 0 #3333FF 1.000000e+00 1.732051e+00 10## 724 2014 Dem 0 #3333FF 9.444444e-01 1.635826e+00 9## 725 2014 Dem 0 #3333FF 8.888889e-01 1.539601e+00 8## 726 2014 Dem 0 #3333FF 6.434171e-01 1.039154e+00 3## 727 2014 Dem 0 #3333FF 5.877378e-01 9.429381e-01 2## 728 2014 Dem 0 #3333FF 5.320321e-01 8.467242e-01 1## 729 2014 Dem 0 #3333FF 8.968039e-01 1.404820e+00 7## 730 2014 Dem 0 #3333FF 8.409968e-01 1.308617e+00 6## 731 2014 Dem 0 #3333FF 7.851531e-01 1.212417e+00 5## 732 2014 Dem 0 #3333FF 1.093896e+00 1.674333e+00 10## 733 2014 Dem 0 #3333FF 7.292642e-01 1.116222e+00 4## 734 2014 Dem 0 #3333FF 1.037961e+00 1.578144e+00 9## 735 2014 Dem 0 #3333FF 9.819822e-01 1.481960e+00 8## 736 2014 Dem 0 #3333FF 1.184471e+00 1.611530e+00 10## 737 2014 Dem 0 #3333FF 9.886329e-01 1.341783e+00 7## 738 2014 Dem 0 #3333FF 1.127966e+00 1.515122e+00 9## 739 2014 Dem 0 #3333FF 9.322097e-01 1.245286e+00 6## 740 2014 Dem 0 #3333FF 7.365534e-01 9.753544e-01 3## 741 2014 Dem 0 #3333FF 1.071350e+00 1.418697e+00 8## 742 2014 Dem 0 #3333FF 8.756589e-01 1.148756e+00 5## 743 2014 Dem 0 #3333FF 6.801178e-01 8.786397e-01 2## 744 2014 Dem 0 #3333FF 8.189503e-01 1.052187e+00 4## 745 2014 Dem 0 #3333FF 6.234898e-01 7.818315e-01 1## 746 2014 Dem 0 #3333FF 1.271447e+00 1.543833e+00 10## 747 2014 Dem 0 #3333FF 1.214154e+00 1.446973e+00 9## 748 2014 Dem 0 #3333FF 1.076046e+00 1.272754e+00 7## 749 2014 Dem 0 #3333FF 1.156655e+00 1.350053e+00 8## 750 2014 Dem 0 #3333FF 1.018672e+00 1.175610e+00 6## 751 2014 Dem 0 #3333FF 9.610260e-01 1.078355e+00 5## 752 2014 Dem 0 #3333FF 8.234058e-01 9.032331e-01 3## 753 2014 Dem 0 #3333FF 1.354563e+00 1.471448e+00 10## 754 2014 Dem 0 #3333FF 9.030421e-01 9.809652e-01 4## 755 2014 Dem 0 #3333FF 1.296234e+00 1.373928e+00 9## 756 2014 Dem 0 #3333FF 7.655188e-01 8.053253e-01 2## 757 2014 Dem 0 #3333FF 1.158654e+00 1.198039e+00 7## 758 2014 Dem 0 #3333FF 1.237571e+00 1.276288e+00 8## 759 2014 Dem 0 #3333FF 1.099944e+00 1.099944e+00 6## 760 2014 Dem 0 #3333FF 7.071068e-01 7.071068e-01 1## 761 2014 Dem 0 #3333FF 1.433565e+00 1.394594e+00 10## 762 2014 Dem 0 #3333FF 1.040753e+00 1.001625e+00 5## 763 2014 Dem 0 #3333FF 1.373928e+00 1.296234e+00 9## 764 2014 Dem 0 #3333FF 9.809652e-01 9.030421e-01 4## 765 2014 Dem 0 #3333FF 1.313794e+00 1.197681e+00 8## 766 2014 Dem 0 #3333FF 9.032331e-01 8.234058e-01 3## 767 2014 Dem 0 #3333FF 1.236087e+00 1.117975e+00 7## 768 2014 Dem 0 #3333FF 1.508213e+00 1.313504e+00 10## 769 2014 Dem 0 #3333FF 1.175610e+00 1.018672e+00 6## 770 2014 Dem 0 #3333FF 8.430646e-01 7.237472e-01 2## 771 2014 Dem 0 #3333FF 1.446973e+00 1.214154e+00 9## 772 2014 Dem 0 #3333FF 1.114373e+00 9.190169e-01 5## 773 2014 Dem 0 #3333FF 1.385032e+00 1.114531e+00 8## 774 2014 Dem 0 #3333FF 7.818315e-01 6.234898e-01 1## 775 2014 Dem 0 #3333FF 1.307999e+00 1.032916e+00 7## 776 2014 Dem 0 #3333FF 1.578281e+00 1.228425e+00 10## 777 2014 Dem 0 #3333FF 1.052187e+00 8.189503e-01 4## 778 2014 Dem 0 #3333FF 9.753544e-01 7.365534e-01 3## 779 2014 Dem 0 #3333FF 1.245286e+00 9.322097e-01 6## 780 2014 Dem 0 #3333FF 1.515122e+00 1.127966e+00 9## 781 2014 Dem 0 #3333FF 1.451017e+00 1.027153e+00 8## 782 2014 Dem 0 #3333FF 1.181454e+00 8.310158e-01 5## 783 2014 Dem 0 #3333FF 9.119594e-01 6.347425e-01 2## 784 2014 Dem 0 #3333FF 1.643556e+00 1.139616e+00 10## 785 2014 Dem 0 #3333FF 1.374069e+00 9.432452e-01 7## 786 2014 Dem 0 #3333FF 1.578144e+00 1.037961e+00 9## 787 2014 Dem 0 #3333FF 1.116222e+00 7.292642e-01 4## 788 2014 Dem 0 #3333FF 1.308617e+00 8.409968e-01 6## 789 2014 Dem 0 #3333FF 8.467242e-01 5.320321e-01 1## 790 2014 Dem 0 #3333FF 1.511497e+00 9.358794e-01 8## 791 2014 Dem 0 #3333FF 1.039154e+00 6.434171e-01 3## 792 2014 Dem 0 #3333FF 1.703839e+00 1.047346e+00 10## 793 2014 Dem 0 #3333FF 1.241601e+00 7.381381e-01 5## 794 2014 Dem 0 #3333FF 1.434003e+00 8.493611e-01 7## 795 2014 Dem 0 #3333FF 1.635826e+00 9.444444e-01 9## 796 2014 Dem 0 #3333FF 9.714962e-01 5.392244e-01 2## 797 2014 Dem 0 #3333FF 1.365278e+00 7.454984e-01 6## 798 2014 Dem 0 #3333FF 1.758948e+00 9.518948e-01 10## 799 2014 Dem 0 #3333FF 1.172632e+00 6.345965e-01 4## 800 2014 Dem 0 #3333FF 1.566244e+00 8.410552e-01 8## 801 2014 Dem 0 #3333FF 1.487531e+00 7.516835e-01 7## 802 2014 Dem 0 #3333FF 1.687973e+00 8.477318e-01 9## 803 2014 Dem 0 #3333FF 1.094088e+00 5.447913e-01 3## 804 2014 Dem 0 #3333FF 1.294461e+00 6.409287e-01 5## 805 2014 Dem 0 #3333FF 9.009689e-01 4.338837e-01 1## 806 2014 Dem 0 #3333FF 1.808714e+00 8.535529e-01 10## 807 2014 Dem 0 #3333FF 1.615049e+00 7.430406e-01 8## 808 2014 Dem 0 #3333FF 1.414983e+00 6.462011e-01 6## 809 2014 Dem 0 #3333FF 1.221031e+00 5.355939e-01 4## 810 2014 Dem 0 #3333FF 1.734408e+00 7.481507e-01 9## 811 2014 Dem 0 #3333FF 1.021064e+00 4.381732e-01 2## 812 2014 Dem 0 #3333FF 1.534416e+00 6.506488e-01 7## 813 2014 Dem 0 #3333FF 1.852988e+00 7.526187e-01 10## 814 2014 Dem 0 #3333FF 1.339726e+00 5.399580e-01 5## 815 2014 Dem 0 #3333FF 1.657728e+00 6.422074e-01 8## 816 2014 Dem 0 #3333FF 1.139688e+00 4.415176e-01 3## 817 2014 Dem 0 #3333FF 1.457477e+00 5.436109e-01 6## 818 2014 Dem 0 #3333FF 1.774975e+00 6.460380e-01 9## 819 2014 Dem 0 #3333FF 9.438833e-01 3.302791e-01 1## 820 2014 Dem 0 #3333FF 1.574448e+00 5.467081e-01 7## 821 2014 Dem 0 #3333FF 1.891634e+00 6.493989e-01 10## 822 2014 Dem 0 #3333FF 1.261090e+00 4.329326e-01 4## 823 2014 Dem 0 #3333FF 1.694119e+00 5.389381e-01 8## 824 2014 Dem 0 #3333FF 1.377128e+00 4.358186e-01 5## 825 2014 Dem 0 #3333FF 1.060155e+00 3.326257e-01 2## 826 2014 Dem 0 #3333FF 1.809536e+00 5.417394e-01 9## 827 2014 Dem 0 #3333FF 1.492545e+00 4.382506e-01 6## 828 2014 Dem 0 #3333FF 1.175565e+00 3.344770e-01 3## 829 2014 Dem 0 #3333FF 1.924536e+00 5.442069e-01 10## 830 2014 Dem 0 #3333FF 1.607449e+00 4.403257e-01 7## 831 2014 Dem 0 #3333FF 1.292534e+00 3.273140e-01 4## 832 2014 Dem 0 #3333FF 1.724083e+00 4.336244e-01 8## 833 2014 Dem 0 #3333FF 1.837974e+00 4.356078e-01 9## 834 2014 Dem 0 #3333FF 1.406449e+00 3.291217e-01 5## 835 2014 Dem 0 #3333FF 9.749279e-01 2.225209e-01 1## 836 2014 Dem 0 #3333FF 1.951593e+00 4.373622e-01 10## 837 2014 Dem 0 #3333FF 1.520006e+00 3.306571e-01 6## 838 2014 Dem 0 #3333FF 1.088367e+00 2.236650e-01 2## 839 2014 Dem 0 #3333FF 1.633270e+00 3.319766e-01 7## 840 2014 Dem 0 #3333FF 1.747508e+00 3.266658e-01 8## 841 2014 Dem 0 #3333FF 1.201412e+00 2.245827e-01 3## 842 2014 Dem 0 #3333FF 1.860192e+00 3.280021e-01 9## 843 2014 Dem 0 #3333FF 1.972723e+00 3.291892e-01 10## 844 2014 Dem 0 #3333FF 1.315148e+00 2.194595e-01 4## 845 2014 Dem 0 #3333FF 1.427516e+00 2.204934e-01 5## 846 2014 Dem 0 #3333FF 1.539722e+00 2.213786e-01 6## 847 2014 Dem 0 #3333FF 1.651796e+00 2.221449e-01 7## 848 2014 Dem 0 #3333FF 1.764303e+00 2.184681e-01 8## 849 2014 Dem 0 #3333FF 1.876117e+00 2.192866e-01 9## 850 2014 Dem 0 #3333FF 9.937122e-01 1.119645e-01 1## 851 2014 Dem 0 #3333FF 1.987861e+00 2.200164e-01 10## 852 2014 Dem 0 #3333FF 1.105410e+00 1.124092e-01 2## 853 2014 Dem 0 #3333FF 1.217008e+00 1.127724e-01 3## 854 2014 Dem 0 #3333FF 1.328779e+00 1.101058e-01 4## 855 2014 Dem 0 #3333FF 1.440206e+00 1.105711e-01 5## 856 2014 Dem 0 #3333FF 1.551592e+00 1.109721e-01 6## 857 2014 Dem 0 #3333FF 1.662945e+00 1.113211e-01 7## 858 2014 Dem 0 #3333FF 1.774406e+00 1.094416e-01 8## 859 2014 Dem 0 #3333FF 1.885693e+00 1.098291e-01 9## 860 2014 Dem 0 #3333FF 1.996963e+00 1.101755e-01 10## 861 2014 Dem 0 #3333FF 2.000000e+00 0.000000e+00 10## 862 2014 Dem 0 #3333FF 1.888889e+00 0.000000e+00 9## 863 2014 Dem 0 #3333FF 1.777778e+00 0.000000e+00 8## 864 2014 Dem 0 #3333FF 1.666667e+00 0.000000e+00 7## 865 2014 Dem 0 #3333FF 1.555556e+00 0.000000e+00 6## 866 2014 Dem 0 #3333FF 1.444444e+00 0.000000e+00 5## 867 2014 Dem 0 #3333FF 1.333333e+00 0.000000e+00 4## 868 2014 Dem 0 #3333FF 1.222222e+00 0.000000e+00 3## 869 2014 Dem 0 #3333FF 1.111111e+00 0.000000e+00 2## 870 2014 Dem 0 #3333FF 1.000000e+00 0.000000e+00 1## 871 2016 GOP 1 #E81B23 -2.000000e+00 2.449294e-16 10## 872 2016 GOP 1 #E81B23 -1.888889e+00 2.313222e-16 9## 873 2016 GOP 1 #E81B23 -1.777778e+00 2.177150e-16 8## 874 2016 GOP 1 #E81B23 -1.666667e+00 2.041078e-16 7## 875 2016 GOP 1 #E81B23 -1.555556e+00 1.905006e-16 6## 876 2016 GOP 1 #E81B23 -1.444444e+00 1.768934e-16 5## 877 2016 GOP 1 #E81B23 -1.333333e+00 1.632862e-16 4## 878 2016 GOP 1 #E81B23 -1.222222e+00 1.496791e-16 3## 879 2016 GOP 1 #E81B23 -1.111111e+00 1.360719e-16 2## 880 2016 GOP 1 #E81B23 -1.000000e+00 1.224647e-16 1## 881 2016 GOP 1 #E81B23 -1.996963e+00 1.101755e-01 10## 882 2016 GOP 1 #E81B23 -1.885693e+00 1.098291e-01 9## 883 2016 GOP 1 #E81B23 -1.774406e+00 1.094416e-01 8## 884 2016 GOP 1 #E81B23 -1.662945e+00 1.113211e-01 7## 885 2016 GOP 1 #E81B23 -1.551592e+00 1.109721e-01 6## 886 2016 GOP 1 #E81B23 -1.440206e+00 1.105711e-01 5## 887 2016 GOP 1 #E81B23 -1.328779e+00 1.101058e-01 4## 888 2016 GOP 1 #E81B23 -1.217008e+00 1.127724e-01 3## 889 2016 GOP 1 #E81B23 -1.105410e+00 1.124092e-01 2## 890 2016 GOP 1 #E81B23 -1.987861e+00 2.200164e-01 10## 891 2016 GOP 1 #E81B23 -9.937122e-01 1.119645e-01 1## 892 2016 GOP 1 #E81B23 -1.876117e+00 2.192866e-01 9## 893 2016 GOP 1 #E81B23 -1.764303e+00 2.184681e-01 8## 894 2016 GOP 1 #E81B23 -1.651796e+00 2.221449e-01 7## 895 2016 GOP 1 #E81B23 -1.539722e+00 2.213786e-01 6## 896 2016 GOP 1 #E81B23 -1.427516e+00 2.204934e-01 5## 897 2016 GOP 1 #E81B23 -1.972723e+00 3.291892e-01 10## 898 2016 GOP 1 #E81B23 -1.315148e+00 2.194595e-01 4## 899 2016 GOP 1 #E81B23 -1.860192e+00 3.280021e-01 9## 900 2016 GOP 1 #E81B23 -1.747508e+00 3.266658e-01 8## 901 2016 GOP 1 #E81B23 -1.201412e+00 2.245827e-01 3## 902 2016 GOP 1 #E81B23 -1.633270e+00 3.319766e-01 7## 903 2016 GOP 1 #E81B23 -1.088367e+00 2.236650e-01 2## 904 2016 GOP 1 #E81B23 -1.520006e+00 3.306571e-01 6## 905 2016 GOP 1 #E81B23 -1.951593e+00 4.373622e-01 10## 906 2016 GOP 1 #E81B23 -9.749279e-01 2.225209e-01 1## 907 2016 GOP 1 #E81B23 -1.406449e+00 3.291217e-01 5## 908 2016 GOP 1 #E81B23 -1.837974e+00 4.356078e-01 9## 909 2016 GOP 1 #E81B23 -1.724083e+00 4.336244e-01 8## 910 2016 GOP 1 #E81B23 -1.292534e+00 3.273140e-01 4## 911 2016 GOP 1 #E81B23 -1.607449e+00 4.403257e-01 7## 912 2016 GOP 1 #E81B23 -1.924536e+00 5.442069e-01 10## 913 2016 GOP 1 #E81B23 -1.175565e+00 3.344770e-01 3## 914 2016 GOP 1 #E81B23 -1.492545e+00 4.382506e-01 6## 915 2016 GOP 1 #E81B23 -1.809536e+00 5.417394e-01 9## 916 2016 GOP 1 #E81B23 -1.060155e+00 3.326257e-01 2## 917 2016 GOP 1 #E81B23 -1.377128e+00 4.358186e-01 5## 918 2016 GOP 1 #E81B23 -1.694119e+00 5.389381e-01 8## 919 2016 GOP 1 #E81B23 -1.891634e+00 6.493989e-01 10## 920 2016 GOP 1 #E81B23 -1.261090e+00 4.329326e-01 4## 921 2016 GOP 1 #E81B23 -1.574448e+00 5.467081e-01 7## 922 2016 GOP 1 #E81B23 -9.438833e-01 3.302791e-01 1## 923 2016 GOP 1 #E81B23 -1.774975e+00 6.460380e-01 9## 924 2016 GOP 1 #E81B23 -1.457477e+00 5.436109e-01 6## 925 2016 GOP 1 #E81B23 -1.657728e+00 6.422074e-01 8## 926 2016 GOP 1 #E81B23 -1.139688e+00 4.415176e-01 3## 927 2016 GOP 1 #E81B23 -1.339726e+00 5.399580e-01 5## 928 2016 GOP 1 #E81B23 -1.852988e+00 7.526187e-01 10## 929 2016 GOP 1 #E81B23 -1.534416e+00 6.506488e-01 7## 930 2016 GOP 1 #E81B23 -1.021064e+00 4.381732e-01 2## 931 2016 GOP 1 #E81B23 -1.734408e+00 7.481507e-01 9## 932 2016 GOP 1 #E81B23 -1.221031e+00 5.355939e-01 4## 933 2016 GOP 1 #E81B23 -1.414983e+00 6.462011e-01 6## 934 2016 GOP 1 #E81B23 -1.615049e+00 7.430406e-01 8## 935 2016 GOP 1 #E81B23 -1.808714e+00 8.535529e-01 10## 936 2016 GOP 1 #E81B23 -9.009689e-01 4.338837e-01 1## 937 2016 GOP 1 #E81B23 -1.294461e+00 6.409287e-01 5## 938 2016 GOP 1 #E81B23 -1.094088e+00 5.447913e-01 3## 939 2016 GOP 1 #E81B23 -1.687973e+00 8.477318e-01 9## 940 2016 GOP 1 #E81B23 -1.487531e+00 7.516835e-01 7## 941 2016 GOP 1 #E81B23 -1.566244e+00 8.410552e-01 8## 942 2016 GOP 1 #E81B23 -1.758948e+00 9.518948e-01 10## 943 2016 GOP 1 #E81B23 -1.172632e+00 6.345965e-01 4## 944 2016 GOP 1 #E81B23 -1.365278e+00 7.454984e-01 6## 945 2016 GOP 1 #E81B23 -9.714962e-01 5.392244e-01 2## 946 2016 GOP 1 #E81B23 -1.635826e+00 9.444444e-01 9## 947 2016 GOP 1 #E81B23 -1.434003e+00 8.493611e-01 7## 948 2016 GOP 1 #E81B23 -1.241601e+00 7.381381e-01 5## 949 2016 GOP 1 #E81B23 -1.703839e+00 1.047346e+00 10## 950 2016 GOP 1 #E81B23 -1.039154e+00 6.434171e-01 3## 951 2016 GOP 1 #E81B23 -1.511497e+00 9.358794e-01 8## 952 2016 GOP 1 #E81B23 -8.467242e-01 5.320321e-01 1## 953 2016 GOP 1 #E81B23 -1.308617e+00 8.409968e-01 6## 954 2016 GOP 1 #E81B23 -1.116222e+00 7.292642e-01 4## 955 2016 GOP 1 #E81B23 -1.578144e+00 1.037961e+00 9## 956 2016 GOP 1 #E81B23 -1.374069e+00 9.432452e-01 7## 957 2016 GOP 1 #E81B23 -1.643556e+00 1.139616e+00 10## 958 2016 GOP 1 #E81B23 -9.119594e-01 6.347425e-01 2## 959 2016 GOP 1 #E81B23 -1.181454e+00 8.310158e-01 5## 960 2016 GOP 1 #E81B23 -1.451017e+00 1.027153e+00 8## 961 2016 GOP 1 #E81B23 -1.515122e+00 1.127966e+00 9## 962 2016 GOP 1 #E81B23 -1.245286e+00 9.322097e-01 6## 963 2016 GOP 1 #E81B23 -9.753544e-01 7.365534e-01 3## 964 2016 GOP 1 #E81B23 -1.578281e+00 1.228425e+00 10## 965 2016 GOP 1 #E81B23 -1.052187e+00 8.189503e-01 4## 966 2016 GOP 1 #E81B23 -1.307999e+00 1.032916e+00 7## 967 2016 GOP 1 #E81B23 -7.818315e-01 6.234898e-01 1## 968 2016 GOP 1 #E81B23 -1.385032e+00 1.114531e+00 8## 969 2016 GOP 1 #E81B23 -1.114373e+00 9.190169e-01 5## 970 2016 GOP 1 #E81B23 -1.446973e+00 1.214154e+00 9## 971 2016 GOP 1 #E81B23 -8.430646e-01 7.237472e-01 2## 972 2016 GOP 1 #E81B23 -1.175610e+00 1.018672e+00 6## 973 2016 GOP 1 #E81B23 -1.508213e+00 1.313504e+00 10## 974 2016 GOP 1 #E81B23 -1.236087e+00 1.117975e+00 7## 975 2016 GOP 1 #E81B23 -1.313794e+00 1.197681e+00 8## 976 2016 GOP 1 #E81B23 -9.032331e-01 8.234058e-01 3## 977 2016 GOP 1 #E81B23 -9.809652e-01 9.030421e-01 4## 978 2016 GOP 1 #E81B23 -1.373928e+00 1.296234e+00 9## 979 2016 GOP 1 #E81B23 -1.040753e+00 1.001625e+00 5## 980 2016 GOP 1 #E81B23 -1.433565e+00 1.394594e+00 10## 981 2016 GOP 1 #E81B23 -1.099944e+00 1.099944e+00 6## 982 2016 GOP 1 #E81B23 -7.071068e-01 7.071068e-01 1## 983 2016 GOP 1 #E81B23 -1.237571e+00 1.276288e+00 8## 984 2016 GOP 1 #E81B23 -1.158654e+00 1.198039e+00 7## 985 2016 GOP 1 #E81B23 -7.655188e-01 8.053253e-01 2## 986 2016 GOP 1 #E81B23 -1.296234e+00 1.373928e+00 9## 987 2016 GOP 1 #E81B23 -1.354563e+00 1.471448e+00 10## 988 2016 GOP 1 #E81B23 -9.030421e-01 9.809652e-01 4## 989 2016 GOP 1 #E81B23 -8.234058e-01 9.032331e-01 3## 990 2016 GOP 1 #E81B23 -9.610260e-01 1.078355e+00 5## 991 2016 GOP 1 #E81B23 -1.018672e+00 1.175610e+00 6## 992 2016 GOP 1 #E81B23 -1.156655e+00 1.350053e+00 8## 993 2016 GOP 1 #E81B23 -1.076046e+00 1.272754e+00 7## 994 2016 GOP 1 #E81B23 -1.214154e+00 1.446973e+00 9## 995 2016 GOP 1 #E81B23 -1.271447e+00 1.543833e+00 10## 996 2016 GOP 1 #E81B23 -6.234898e-01 7.818315e-01 1## 997 2016 GOP 1 #E81B23 -8.189503e-01 1.052187e+00 4## 998 2016 GOP 1 #E81B23 -6.801178e-01 8.786397e-01 2## 999 2016 GOP 1 #E81B23 -8.756589e-01 1.148756e+00 5## 1000 2016 GOP 1 #E81B23 -1.071350e+00 1.418697e+00 8## 1001 2016 GOP 1 #E81B23 -7.365534e-01 9.753544e-01 3## 1002 2016 GOP 1 #E81B23 -9.322097e-01 1.245286e+00 6## 1003 2016 GOP 1 #E81B23 -1.127966e+00 1.515122e+00 9## 1004 2016 GOP 1 #E81B23 -9.886329e-01 1.341783e+00 7## 1005 2016 GOP 1 #E81B23 -1.184471e+00 1.611530e+00 10## 1006 2016 GOP 1 #E81B23 -9.819822e-01 1.481960e+00 8## 1007 2016 GOP 1 #E81B23 -1.037961e+00 1.578144e+00 9## 1008 2016 GOP 1 #E81B23 -1.093896e+00 1.674333e+00 10## 1009 2016 GOP 1 #E81B23 -7.292642e-01 1.116222e+00 4## 1010 2016 GOP 1 #E81B23 -7.851531e-01 1.212417e+00 5## 1011 2016 GOP 1 #E81B23 -8.409968e-01 1.308617e+00 6## 1012 2016 GOP 1 #E81B23 -8.968039e-01 1.404820e+00 7## 1013 2016 GOP 1 #E81B23 -5.320321e-01 8.467242e-01 1## 1014 2016 GOP 1 #E81B23 -5.877378e-01 9.429381e-01 2## 1015 2016 GOP 1 #E81B23 -6.434171e-01 1.039154e+00 3## 1016 2016 GOP 1 #E81B23 -1.000000e+00 1.732051e+00 10## 1017 2016 GOP 1 #E81B23 -9.444444e-01 1.635826e+00 9## 1018 2016 GOP 1 #E81B23 -8.888889e-01 1.539601e+00 8## 1019 2016 GOP 1 #E81B23 -8.009696e-01 1.461583e+00 7## 1020 2016 GOP 1 #E81B23 -7.454984e-01 1.365278e+00 6## 1021 2016 GOP 1 #E81B23 -6.900397e-01 1.268962e+00 5## 1022 2016 GOP 1 #E81B23 -6.345965e-01 1.172632e+00 4## 1023 2016 GOP 1 #E81B23 -9.030667e-01 1.784508e+00 10## 1024 2016 GOP 1 #E81B23 -8.477318e-01 1.687973e+00 9## 1025 2016 GOP 1 #E81B23 -7.924237e-01 1.591401e+00 8## 1026 2016 GOP 1 #E81B23 -5.447913e-01 1.094088e+00 3## 1027 2016 GOP 1 #E81B23 -4.893268e-01 9.975606e-01 2## 1028 2016 GOP 1 #E81B23 -4.338837e-01 9.009689e-01 1## 1029 2016 GOP 1 #E81B23 -7.015579e-01 1.511818e+00 7## 1030 2016 GOP 1 #E81B23 -6.462011e-01 1.414983e+00 6## 1031 2016 GOP 1 #E81B23 -5.908769e-01 1.318061e+00 5## 1032 2016 GOP 1 #E81B23 -8.033908e-01 1.831547e+00 10## 1033 2016 GOP 1 #E81B23 -5.355939e-01 1.221031e+00 4## 1034 2016 GOP 1 #E81B23 -7.481507e-01 1.734408e+00 9## 1035 2016 GOP 1 #E81B23 -6.929527e-01 1.637165e+00 8## 1036 2016 GOP 1 #E81B23 -4.415176e-01 1.139688e+00 3## 1037 2016 GOP 1 #E81B23 -5.990130e-01 1.555301e+00 7## 1038 2016 GOP 1 #E81B23 -7.012751e-01 1.873022e+00 10## 1039 2016 GOP 1 #E81B23 -5.436109e-01 1.457477e+00 6## 1040 2016 GOP 1 #E81B23 -3.858947e-01 1.041947e+00 2## 1041 2016 GOP 1 #E81B23 -6.460380e-01 1.774975e+00 9## 1042 2016 GOP 1 #E81B23 -4.882466e-01 1.359425e+00 5## 1043 2016 GOP 1 #E81B23 -5.908530e-01 1.676719e+00 8## 1044 2016 GOP 1 #E81B23 -3.302791e-01 9.438833e-01 1## 1045 2016 GOP 1 #E81B23 -4.329326e-01 1.261090e+00 4## 1046 2016 GOP 1 #E81B23 -5.970296e-01 1.908810e+00 10## 1047 2016 GOP 1 #E81B23 -4.937926e-01 1.591837e+00 7## 1048 2016 GOP 1 #E81B23 -5.417394e-01 1.809536e+00 9## 1049 2016 GOP 1 #E81B23 -4.382506e-01 1.492545e+00 6## 1050 2016 GOP 1 #E81B23 -3.344770e-01 1.175565e+00 3## 1051 2016 GOP 1 #E81B23 -4.865120e-01 1.709912e+00 8## 1052 2016 GOP 1 #E81B23 -3.827511e-01 1.392811e+00 5## 1053 2016 GOP 1 #E81B23 -2.785028e-01 1.075641e+00 2## 1054 2016 GOP 1 #E81B23 -4.909710e-01 1.938801e+00 10## 1055 2016 GOP 1 #E81B23 -3.273140e-01 1.292534e+00 4## 1056 2016 GOP 1 #E81B23 -3.863669e-01 1.621264e+00 7## 1057 2016 GOP 1 #E81B23 -4.356078e-01 1.837974e+00 9## 1058 2016 GOP 1 #E81B23 -2.225209e-01 9.749279e-01 1## 1059 2016 GOP 1 #E81B23 -3.803255e-01 1.736619e+00 8## 1060 2016 GOP 1 #E81B23 -3.306571e-01 1.520006e+00 6## 1061 2016 GOP 1 #E81B23 -3.834213e-01 1.962903e+00 10## 1062 2016 GOP 1 #E81B23 -2.750094e-01 1.418023e+00 5## 1063 2016 GOP 1 #E81B23 -2.245827e-01 1.201412e+00 3## 1064 2016 GOP 1 #E81B23 -3.280021e-01 1.860192e+00 9## 1065 2016 GOP 1 #E81B23 -2.772156e-01 1.643450e+00 7## 1066 2016 GOP 1 #E81B23 -2.194595e-01 1.315148e+00 4## 1067 2016 GOP 1 #E81B23 -2.726963e-01 1.756739e+00 8## 1068 2016 GOP 1 #E81B23 -1.682531e-01 1.098298e+00 2## 1069 2016 GOP 1 #E81B23 -2.213786e-01 1.539722e+00 6## 1070 2016 GOP 1 #E81B23 -2.747071e-01 1.981044e+00 10## 1071 2016 GOP 1 #E81B23 -2.192866e-01 1.876117e+00 9## 1072 2016 GOP 1 #E81B23 -1.656538e-01 1.434914e+00 5## 1073 2016 GOP 1 #E81B23 -1.119645e-01 9.937122e-01 1## 1074 2016 GOP 1 #E81B23 -1.668262e-01 1.658296e+00 7## 1075 2016 GOP 1 #E81B23 -1.640326e-01 1.770194e+00 8## 1076 2016 GOP 1 #E81B23 -1.127724e-01 1.217008e+00 3## 1077 2016 GOP 1 #E81B23 -1.651587e-01 1.993169e+00 10## 1078 2016 GOP 1 #E81B23 -1.101058e-01 1.328779e+00 4## 1079 2016 GOP 1 #E81B23 -1.109721e-01 1.551592e+00 6## 1080 2016 GOP 1 #E81B23 -1.098291e-01 1.885693e+00 9## 1081 2016 GOP 1 #E81B23 -5.627685e-02 1.109685e+00 2## 1082 2016 GOP 1 #E81B23 -5.532617e-02 1.443384e+00 5## 1083 2016 GOP 1 #E81B23 -5.569163e-02 1.665736e+00 7## 1084 2016 GOP 1 #E81B23 -5.474677e-02 1.776935e+00 8## 1085 2016 GOP 1 #E81B23 -5.510868e-02 1.999241e+00 10## 1086 2016 GOP 1 #E81B23 1.156611e-16 1.888889e+00 9## 1087 2016 GOP 1 #E81B23 9.525031e-17 1.555556e+00 6## 1088 2016 GOP 1 #E81B23 8.164312e-17 1.333333e+00 4## 1089 2016 GOP 1 #E81B23 7.483953e-17 1.222222e+00 3## 1090 2016 GOP 1 #E81B23 6.123234e-17 1.000000e+00 1## 1091 2016 GOP 1 #E81B23 5.510868e-02 1.999241e+00 10## 1092 2016 GOP 1 #E81B23 5.474677e-02 1.776935e+00 8## 1093 2016 GOP 1 #E81B23 5.569163e-02 1.665736e+00 7## 1094 2016 GOP 1 #E81B23 5.532617e-02 1.443384e+00 5## 1095 2016 GOP 1 #E81B23 5.627685e-02 1.109685e+00 2## 1096 2016 GOP 1 #E81B23 1.098291e-01 1.885693e+00 9## 1097 2016 GOP 1 #E81B23 1.109721e-01 1.551592e+00 6## 1098 2016 GOP 1 #E81B23 1.651587e-01 1.993169e+00 10## 1099 2016 GOP 1 #E81B23 1.101058e-01 1.328779e+00 4## 1100 2016 GOP 1 #E81B23 1.640326e-01 1.770194e+00 8## 1101 2016 GOP 1 #E81B23 1.127724e-01 1.217008e+00 3## 1102 2016 GOP 1 #E81B23 1.668262e-01 1.658296e+00 7## 1103 2016 GOP 1 #E81B23 1.119645e-01 9.937122e-01 1## 1104 2016 GOP 1 #E81B23 1.656538e-01 1.434914e+00 5## 1105 2016 GOP 1 #E81B23 2.192866e-01 1.876117e+00 9## 1106 2016 GOP 1 #E81B23 2.747071e-01 1.981044e+00 10## 1107 2016 GOP 1 #E81B23 2.213786e-01 1.539722e+00 6## 1108 2016 GOP 1 #E81B23 1.682531e-01 1.098298e+00 2## 1109 2016 GOP 1 #E81B23 2.726963e-01 1.756739e+00 8## 1110 2016 GOP 1 #E81B23 2.194595e-01 1.315148e+00 4## 1111 2016 GOP 1 #E81B23 2.772156e-01 1.643450e+00 7## 1112 2016 Dem 0 #3333FF 3.280021e-01 1.860192e+00 9## 1113 2016 Dem 0 #3333FF 2.245827e-01 1.201412e+00 3## 1114 2016 Dem 0 #3333FF 2.750094e-01 1.418023e+00 5## 1115 2016 Dem 0 #3333FF 3.834213e-01 1.962903e+00 10## 1116 2016 Dem 0 #3333FF 3.306571e-01 1.520006e+00 6## 1117 2016 Dem 0 #3333FF 3.803255e-01 1.736619e+00 8## 1118 2016 Dem 0 #3333FF 2.225209e-01 9.749279e-01 1## 1119 2016 Dem 0 #3333FF 4.356078e-01 1.837974e+00 9## 1120 2016 Dem 0 #3333FF 3.863669e-01 1.621264e+00 7## 1121 2016 Dem 0 #3333FF 4.909710e-01 1.938801e+00 10## 1122 2016 Dem 0 #3333FF 3.273140e-01 1.292534e+00 4## 1123 2016 Dem 0 #3333FF 2.785028e-01 1.075641e+00 2## 1124 2016 Dem 0 #3333FF 3.827511e-01 1.392811e+00 5## 1125 2016 Dem 0 #3333FF 3.344770e-01 1.175565e+00 3## 1126 2016 Dem 0 #3333FF 4.865120e-01 1.709912e+00 8## 1127 2016 Dem 0 #3333FF 4.382506e-01 1.492545e+00 6## 1128 2016 Dem 0 #3333FF 5.417394e-01 1.809536e+00 9## 1129 2016 Dem 0 #3333FF 4.937926e-01 1.591837e+00 7## 1130 2016 Dem 0 #3333FF 5.970296e-01 1.908810e+00 10## 1131 2016 Dem 0 #3333FF 4.329326e-01 1.261090e+00 4## 1132 2016 Dem 0 #3333FF 3.302791e-01 9.438833e-01 1## 1133 2016 Dem 0 #3333FF 5.908530e-01 1.676719e+00 8## 1134 2016 Dem 0 #3333FF 4.882466e-01 1.359425e+00 5## 1135 2016 Dem 0 #3333FF 6.460380e-01 1.774975e+00 9## 1136 2016 Dem 0 #3333FF 3.858947e-01 1.041947e+00 2## 1137 2016 Dem 0 #3333FF 5.436109e-01 1.457477e+00 6## 1138 2016 Dem 0 #3333FF 7.012751e-01 1.873022e+00 10## 1139 2016 Dem 0 #3333FF 5.990130e-01 1.555301e+00 7## 1140 2016 Dem 0 #3333FF 4.415176e-01 1.139688e+00 3## 1141 2016 Dem 0 #3333FF 6.929527e-01 1.637165e+00 8## 1142 2016 Dem 0 #3333FF 7.481507e-01 1.734408e+00 9## 1143 2016 Dem 0 #3333FF 8.033908e-01 1.831547e+00 10## 1144 2016 Dem 0 #3333FF 5.355939e-01 1.221031e+00 4## 1145 2016 Dem 0 #3333FF 5.908769e-01 1.318061e+00 5## 1146 2016 Dem 0 #3333FF 6.462011e-01 1.414983e+00 6## 1147 2016 Dem 0 #3333FF 7.015579e-01 1.511818e+00 7## 1148 2016 Dem 0 #3333FF 4.338837e-01 9.009689e-01 1## 1149 2016 Dem 0 #3333FF 4.893268e-01 9.975606e-01 2## 1150 2016 Dem 0 #3333FF 7.924237e-01 1.591401e+00 8## 1151 2016 Dem 0 #3333FF 5.447913e-01 1.094088e+00 3## 1152 2016 Dem 0 #3333FF 8.477318e-01 1.687973e+00 9## 1153 2016 Dem 0 #3333FF 9.030667e-01 1.784508e+00 10## 1154 2016 Dem 0 #3333FF 6.345965e-01 1.172632e+00 4## 1155 2016 Dem 0 #3333FF 6.900397e-01 1.268962e+00 5## 1156 2016 Dem 0 #3333FF 7.454984e-01 1.365278e+00 6## 1157 2016 Dem 0 #3333FF 8.009696e-01 1.461583e+00 7## 1158 2016 Dem 0 #3333FF 1.000000e+00 1.732051e+00 10## 1159 2016 Dem 0 #3333FF 9.444444e-01 1.635826e+00 9## 1160 2016 Dem 0 #3333FF 8.888889e-01 1.539601e+00 8## 1161 2016 Dem 0 #3333FF 6.434171e-01 1.039154e+00 3## 1162 2016 Dem 0 #3333FF 5.877378e-01 9.429381e-01 2## 1163 2016 Dem 0 #3333FF 5.320321e-01 8.467242e-01 1## 1164 2016 Dem 0 #3333FF 8.968039e-01 1.404820e+00 7## 1165 2016 Dem 0 #3333FF 8.409968e-01 1.308617e+00 6## 1166 2016 Dem 0 #3333FF 7.851531e-01 1.212417e+00 5## 1167 2016 Dem 0 #3333FF 1.093896e+00 1.674333e+00 10## 1168 2016 Dem 0 #3333FF 7.292642e-01 1.116222e+00 4## 1169 2016 Dem 0 #3333FF 1.037961e+00 1.578144e+00 9## 1170 2016 Dem 0 #3333FF 9.819822e-01 1.481960e+00 8## 1171 2016 Dem 0 #3333FF 1.184471e+00 1.611530e+00 10## 1172 2016 Dem 0 #3333FF 9.886329e-01 1.341783e+00 7## 1173 2016 Dem 0 #3333FF 1.127966e+00 1.515122e+00 9## 1174 2016 Dem 0 #3333FF 9.322097e-01 1.245286e+00 6## 1175 2016 Dem 0 #3333FF 7.365534e-01 9.753544e-01 3## 1176 2016 Dem 0 #3333FF 1.071350e+00 1.418697e+00 8## 1177 2016 Dem 0 #3333FF 8.756589e-01 1.148756e+00 5## 1178 2016 Dem 0 #3333FF 6.801178e-01 8.786397e-01 2## 1179 2016 Dem 0 #3333FF 8.189503e-01 1.052187e+00 4## 1180 2016 Dem 0 #3333FF 6.234898e-01 7.818315e-01 1## 1181 2016 Dem 0 #3333FF 1.271447e+00 1.543833e+00 10## 1182 2016 Dem 0 #3333FF 1.214154e+00 1.446973e+00 9## 1183 2016 Dem 0 #3333FF 1.076046e+00 1.272754e+00 7## 1184 2016 Dem 0 #3333FF 1.156655e+00 1.350053e+00 8## 1185 2016 Dem 0 #3333FF 1.018672e+00 1.175610e+00 6## 1186 2016 Dem 0 #3333FF 9.610260e-01 1.078355e+00 5## 1187 2016 Dem 0 #3333FF 8.234058e-01 9.032331e-01 3## 1188 2016 Dem 0 #3333FF 1.354563e+00 1.471448e+00 10## 1189 2016 Dem 0 #3333FF 9.030421e-01 9.809652e-01 4## 1190 2016 Dem 0 #3333FF 1.296234e+00 1.373928e+00 9## 1191 2016 Dem 0 #3333FF 7.655188e-01 8.053253e-01 2## 1192 2016 Dem 0 #3333FF 1.158654e+00 1.198039e+00 7## 1193 2016 Dem 0 #3333FF 1.237571e+00 1.276288e+00 8## 1194 2016 Dem 0 #3333FF 1.099944e+00 1.099944e+00 6## 1195 2016 Dem 0 #3333FF 7.071068e-01 7.071068e-01 1## 1196 2016 Dem 0 #3333FF 1.433565e+00 1.394594e+00 10## 1197 2016 Dem 0 #3333FF 1.040753e+00 1.001625e+00 5## 1198 2016 Dem 0 #3333FF 1.373928e+00 1.296234e+00 9## 1199 2016 Dem 0 #3333FF 9.809652e-01 9.030421e-01 4## 1200 2016 Dem 0 #3333FF 1.313794e+00 1.197681e+00 8## 1201 2016 Dem 0 #3333FF 9.032331e-01 8.234058e-01 3## 1202 2016 Dem 0 #3333FF 1.236087e+00 1.117975e+00 7## 1203 2016 Dem 0 #3333FF 1.508213e+00 1.313504e+00 10## 1204 2016 Dem 0 #3333FF 1.175610e+00 1.018672e+00 6## 1205 2016 Dem 0 #3333FF 8.430646e-01 7.237472e-01 2## 1206 2016 Dem 0 #3333FF 1.446973e+00 1.214154e+00 9## 1207 2016 Dem 0 #3333FF 1.114373e+00 9.190169e-01 5## 1208 2016 Dem 0 #3333FF 1.385032e+00 1.114531e+00 8## 1209 2016 Dem 0 #3333FF 7.818315e-01 6.234898e-01 1## 1210 2016 Dem 0 #3333FF 1.307999e+00 1.032916e+00 7## 1211 2016 Dem 0 #3333FF 1.578281e+00 1.228425e+00 10## 1212 2016 Dem 0 #3333FF 1.052187e+00 8.189503e-01 4## 1213 2016 Dem 0 #3333FF 9.753544e-01 7.365534e-01 3## 1214 2016 Dem 0 #3333FF 1.245286e+00 9.322097e-01 6## 1215 2016 Dem 0 #3333FF 1.515122e+00 1.127966e+00 9## 1216 2016 Dem 0 #3333FF 1.451017e+00 1.027153e+00 8## 1217 2016 Dem 0 #3333FF 1.181454e+00 8.310158e-01 5## 1218 2016 Dem 0 #3333FF 9.119594e-01 6.347425e-01 2## 1219 2016 Dem 0 #3333FF 1.643556e+00 1.139616e+00 10## 1220 2016 Dem 0 #3333FF 1.374069e+00 9.432452e-01 7## 1221 2016 Dem 0 #3333FF 1.578144e+00 1.037961e+00 9## 1222 2016 Dem 0 #3333FF 1.116222e+00 7.292642e-01 4## 1223 2016 Dem 0 #3333FF 1.308617e+00 8.409968e-01 6## 1224 2016 Dem 0 #3333FF 8.467242e-01 5.320321e-01 1## 1225 2016 Dem 0 #3333FF 1.511497e+00 9.358794e-01 8## 1226 2016 Dem 0 #3333FF 1.039154e+00 6.434171e-01 3## 1227 2016 Dem 0 #3333FF 1.703839e+00 1.047346e+00 10## 1228 2016 Dem 0 #3333FF 1.241601e+00 7.381381e-01 5## 1229 2016 Dem 0 #3333FF 1.434003e+00 8.493611e-01 7## 1230 2016 Dem 0 #3333FF 1.635826e+00 9.444444e-01 9## 1231 2016 Dem 0 #3333FF 9.714962e-01 5.392244e-01 2## 1232 2016 Dem 0 #3333FF 1.365278e+00 7.454984e-01 6## 1233 2016 Dem 0 #3333FF 1.758948e+00 9.518948e-01 10## 1234 2016 Dem 0 #3333FF 1.172632e+00 6.345965e-01 4## 1235 2016 Dem 0 #3333FF 1.566244e+00 8.410552e-01 8## 1236 2016 Dem 0 #3333FF 1.487531e+00 7.516835e-01 7## 1237 2016 Dem 0 #3333FF 1.687973e+00 8.477318e-01 9## 1238 2016 Dem 0 #3333FF 1.094088e+00 5.447913e-01 3## 1239 2016 Dem 0 #3333FF 1.294461e+00 6.409287e-01 5## 1240 2016 Dem 0 #3333FF 9.009689e-01 4.338837e-01 1## 1241 2016 Dem 0 #3333FF 1.808714e+00 8.535529e-01 10## 1242 2016 Dem 0 #3333FF 1.615049e+00 7.430406e-01 8## 1243 2016 Dem 0 #3333FF 1.414983e+00 6.462011e-01 6## 1244 2016 Dem 0 #3333FF 1.221031e+00 5.355939e-01 4## 1245 2016 Dem 0 #3333FF 1.734408e+00 7.481507e-01 9## 1246 2016 Dem 0 #3333FF 1.021064e+00 4.381732e-01 2## 1247 2016 Dem 0 #3333FF 1.534416e+00 6.506488e-01 7## 1248 2016 Dem 0 #3333FF 1.852988e+00 7.526187e-01 10## 1249 2016 Dem 0 #3333FF 1.339726e+00 5.399580e-01 5## 1250 2016 Dem 0 #3333FF 1.657728e+00 6.422074e-01 8## 1251 2016 Dem 0 #3333FF 1.139688e+00 4.415176e-01 3## 1252 2016 Dem 0 #3333FF 1.457477e+00 5.436109e-01 6## 1253 2016 Dem 0 #3333FF 1.774975e+00 6.460380e-01 9## 1254 2016 Dem 0 #3333FF 9.438833e-01 3.302791e-01 1## 1255 2016 Dem 0 #3333FF 1.574448e+00 5.467081e-01 7## 1256 2016 Dem 0 #3333FF 1.891634e+00 6.493989e-01 10## 1257 2016 Dem 0 #3333FF 1.261090e+00 4.329326e-01 4## 1258 2016 Dem 0 #3333FF 1.694119e+00 5.389381e-01 8## 1259 2016 Dem 0 #3333FF 1.377128e+00 4.358186e-01 5## 1260 2016 Dem 0 #3333FF 1.060155e+00 3.326257e-01 2## 1261 2016 Dem 0 #3333FF 1.809536e+00 5.417394e-01 9## 1262 2016 Dem 0 #3333FF 1.492545e+00 4.382506e-01 6## 1263 2016 Dem 0 #3333FF 1.175565e+00 3.344770e-01 3## 1264 2016 Dem 0 #3333FF 1.924536e+00 5.442069e-01 10## 1265 2016 Dem 0 #3333FF 1.607449e+00 4.403257e-01 7## 1266 2016 Dem 0 #3333FF 1.292534e+00 3.273140e-01 4## 1267 2016 Dem 0 #3333FF 1.724083e+00 4.336244e-01 8## 1268 2016 Dem 0 #3333FF 1.837974e+00 4.356078e-01 9## 1269 2016 Dem 0 #3333FF 1.406449e+00 3.291217e-01 5## 1270 2016 Dem 0 #3333FF 9.749279e-01 2.225209e-01 1## 1271 2016 Dem 0 #3333FF 1.951593e+00 4.373622e-01 10## 1272 2016 Dem 0 #3333FF 1.520006e+00 3.306571e-01 6## 1273 2016 Dem 0 #3333FF 1.088367e+00 2.236650e-01 2## 1274 2016 Dem 0 #3333FF 1.633270e+00 3.319766e-01 7## 1275 2016 Dem 0 #3333FF 1.747508e+00 3.266658e-01 8## 1276 2016 Dem 0 #3333FF 1.201412e+00 2.245827e-01 3## 1277 2016 Dem 0 #3333FF 1.860192e+00 3.280021e-01 9## 1278 2016 Dem 0 #3333FF 1.972723e+00 3.291892e-01 10## 1279 2016 Dem 0 #3333FF 1.315148e+00 2.194595e-01 4## 1280 2016 Dem 0 #3333FF 1.427516e+00 2.204934e-01 5## 1281 2016 Dem 0 #3333FF 1.539722e+00 2.213786e-01 6## 1282 2016 Dem 0 #3333FF 1.651796e+00 2.221449e-01 7## 1283 2016 Dem 0 #3333FF 1.764303e+00 2.184681e-01 8## 1284 2016 Dem 0 #3333FF 1.876117e+00 2.192866e-01 9## 1285 2016 Dem 0 #3333FF 9.937122e-01 1.119645e-01 1## 1286 2016 Dem 0 #3333FF 1.987861e+00 2.200164e-01 10## 1287 2016 Dem 0 #3333FF 1.105410e+00 1.124092e-01 2## 1288 2016 Dem 0 #3333FF 1.217008e+00 1.127724e-01 3## 1289 2016 Dem 0 #3333FF 1.328779e+00 1.101058e-01 4## 1290 2016 Dem 0 #3333FF 1.440206e+00 1.105711e-01 5## 1291 2016 Dem 0 #3333FF 1.551592e+00 1.109721e-01 6## 1292 2016 Dem 0 #3333FF 1.662945e+00 1.113211e-01 7## 1293 2016 Dem 0 #3333FF 1.774406e+00 1.094416e-01 8## 1294 2016 Dem 0 #3333FF 1.885693e+00 1.098291e-01 9## 1295 2016 Dem 0 #3333FF 1.996963e+00 1.101755e-01 10## 1296 2016 Dem 0 #3333FF 2.000000e+00 0.000000e+00 10## 1297 2016 Dem 0 #3333FF 1.888889e+00 0.000000e+00 9## 1298 2016 Dem 0 #3333FF 1.777778e+00 0.000000e+00 8## 1299 2016 Dem 0 #3333FF 1.666667e+00 0.000000e+00 7## 1300 2016 Dem 0 #3333FF 1.555556e+00 0.000000e+00 6## 1301 2016 Dem 0 #3333FF 1.444444e+00 0.000000e+00 5## 1302 2016 Dem 0 #3333FF 1.333333e+00 0.000000e+00 4## 1303 2016 Dem 0 #3333FF 1.222222e+00 0.000000e+00 3## 1304 2016 Dem 0 #3333FF 1.111111e+00 0.000000e+00 2## 1305 2016 Dem 0 #3333FF 1.000000e+00 0.000000e+00 1## 1306 2018 GOP 0 #E81B23 -2.000000e+00 2.449294e-16 10## 1307 2018 GOP 0 #E81B23 -1.888889e+00 2.313222e-16 9## 1308 2018 GOP 0 #E81B23 -1.777778e+00 2.177150e-16 8## 1309 2018 GOP 0 #E81B23 -1.666667e+00 2.041078e-16 7## 1310 2018 GOP 0 #E81B23 -1.555556e+00 1.905006e-16 6## 1311 2018 GOP 0 #E81B23 -1.444444e+00 1.768934e-16 5## 1312 2018 GOP 0 #E81B23 -1.333333e+00 1.632862e-16 4## 1313 2018 GOP 0 #E81B23 -1.222222e+00 1.496791e-16 3## 1314 2018 GOP 0 #E81B23 -1.111111e+00 1.360719e-16 2## 1315 2018 GOP 0 #E81B23 -1.000000e+00 1.224647e-16 1## 1316 2018 GOP 0 #E81B23 -1.996963e+00 1.101755e-01 10## 1317 2018 GOP 0 #E81B23 -1.885693e+00 1.098291e-01 9## 1318 2018 GOP 0 #E81B23 -1.774270e+00 1.116276e-01 8## 1319 2018 GOP 0 #E81B23 -1.662945e+00 1.113211e-01 7## 1320 2018 GOP 0 #E81B23 -1.551592e+00 1.109721e-01 6## 1321 2018 GOP 0 #E81B23 -1.440206e+00 1.105711e-01 5## 1322 2018 GOP 0 #E81B23 -1.328779e+00 1.101058e-01 4## 1323 2018 GOP 0 #E81B23 -1.217008e+00 1.127724e-01 3## 1324 2018 GOP 0 #E81B23 -1.105410e+00 1.124092e-01 2## 1325 2018 GOP 0 #E81B23 -1.987861e+00 2.200164e-01 10## 1326 2018 GOP 0 #E81B23 -9.937122e-01 1.119645e-01 1## 1327 2018 GOP 0 #E81B23 -1.876117e+00 2.192866e-01 9## 1328 2018 GOP 0 #E81B23 -1.763759e+00 2.228146e-01 8## 1329 2018 GOP 0 #E81B23 -1.651796e+00 2.221449e-01 7## 1330 2018 GOP 0 #E81B23 -1.539722e+00 2.213786e-01 6## 1331 2018 GOP 0 #E81B23 -1.427516e+00 2.204934e-01 5## 1332 2018 GOP 0 #E81B23 -1.972723e+00 3.291892e-01 10## 1333 2018 GOP 0 #E81B23 -1.315148e+00 2.194595e-01 4## 1334 2018 GOP 0 #E81B23 -1.860192e+00 3.280021e-01 9## 1335 2018 GOP 0 #E81B23 -1.201412e+00 2.245827e-01 3## 1336 2018 GOP 0 #E81B23 -1.746288e+00 3.331223e-01 8## 1337 2018 GOP 0 #E81B23 -1.633270e+00 3.319766e-01 7## 1338 2018 GOP 0 #E81B23 -1.088367e+00 2.236650e-01 2## 1339 2018 GOP 0 #E81B23 -1.520006e+00 3.306571e-01 6## 1340 2018 GOP 0 #E81B23 -1.951593e+00 4.373622e-01 10## 1341 2018 GOP 0 #E81B23 -9.749279e-01 2.225209e-01 1## 1342 2018 GOP 0 #E81B23 -1.406449e+00 3.291217e-01 5## 1343 2018 GOP 0 #E81B23 -1.837974e+00 4.356078e-01 9## 1344 2018 GOP 0 #E81B23 -1.292534e+00 3.273140e-01 4## 1345 2018 GOP 0 #E81B23 -1.721926e+00 4.421154e-01 8## 1346 2018 GOP 0 #E81B23 -1.607449e+00 4.403257e-01 7## 1347 2018 GOP 0 #E81B23 -1.924536e+00 5.442069e-01 10## 1348 2018 GOP 0 #E81B23 -1.175565e+00 3.344770e-01 3## 1349 2018 GOP 0 #E81B23 -1.492545e+00 4.382506e-01 6## 1350 2018 GOP 0 #E81B23 -1.809536e+00 5.417394e-01 9## 1351 2018 GOP 0 #E81B23 -1.060155e+00 3.326257e-01 2## 1352 2018 GOP 0 #E81B23 -1.377128e+00 4.358186e-01 5## 1353 2018 GOP 0 #E81B23 -1.690767e+00 5.493635e-01 8## 1354 2018 GOP 0 #E81B23 -1.891634e+00 6.493989e-01 10## 1355 2018 GOP 0 #E81B23 -1.261090e+00 4.329326e-01 4## 1356 2018 GOP 0 #E81B23 -1.574448e+00 5.467081e-01 7## 1357 2018 GOP 0 #E81B23 -9.438833e-01 3.302791e-01 1## 1358 2018 GOP 0 #E81B23 -1.774975e+00 6.460380e-01 9## 1359 2018 GOP 0 #E81B23 -1.457477e+00 5.436109e-01 6## 1360 2018 GOP 0 #E81B23 -1.139688e+00 4.415176e-01 3## 1361 2018 GOP 0 #E81B23 -1.652936e+00 6.544436e-01 8## 1362 2018 GOP 0 #E81B23 -1.339726e+00 5.399580e-01 5## 1363 2018 GOP 0 #E81B23 -1.852988e+00 7.526187e-01 10## 1364 2018 GOP 0 #E81B23 -1.534416e+00 6.506488e-01 7## 1365 2018 GOP 0 #E81B23 -1.021064e+00 4.381732e-01 2## 1366 2018 GOP 0 #E81B23 -1.734408e+00 7.481507e-01 9## 1367 2018 GOP 0 #E81B23 -1.221031e+00 5.355939e-01 4## 1368 2018 GOP 0 #E81B23 -1.414983e+00 6.462011e-01 6## 1369 2018 GOP 0 #E81B23 -1.608581e+00 7.569410e-01 8## 1370 2018 GOP 0 #E81B23 -1.808714e+00 8.535529e-01 10## 1371 2018 GOP 0 #E81B23 -9.009689e-01 4.338837e-01 1## 1372 2018 GOP 0 #E81B23 -1.294461e+00 6.409287e-01 5## 1373 2018 GOP 0 #E81B23 -1.094088e+00 5.447913e-01 3## 1374 2018 GOP 0 #E81B23 -1.687973e+00 8.477318e-01 9## 1375 2018 GOP 0 #E81B23 -1.487531e+00 7.516835e-01 7## 1376 2018 GOP 0 #E81B23 -1.758948e+00 9.518948e-01 10## 1377 2018 GOP 0 #E81B23 -1.172632e+00 6.345965e-01 4## 1378 2018 GOP 0 #E81B23 -1.365278e+00 7.454984e-01 6## 1379 2018 GOP 0 #E81B23 -1.557879e+00 8.564510e-01 8## 1380 2018 GOP 0 #E81B23 -9.714962e-01 5.392244e-01 2## 1381 2018 GOP 0 #E81B23 -1.635826e+00 9.444444e-01 9## 1382 2018 GOP 0 #E81B23 -1.434003e+00 8.493611e-01 7## 1383 2018 GOP 0 #E81B23 -1.241601e+00 7.381381e-01 5## 1384 2018 GOP 0 #E81B23 -1.703839e+00 1.047346e+00 10## 1385 2018 GOP 0 #E81B23 -1.039154e+00 6.434171e-01 3## 1386 2018 GOP 0 #E81B23 -8.467242e-01 5.320321e-01 1## 1387 2018 GOP 0 #E81B23 -1.501027e+00 9.525810e-01 8## 1388 2018 GOP 0 #E81B23 -1.308617e+00 8.409968e-01 6## 1389 2018 GOP 0 #E81B23 -1.116222e+00 7.292642e-01 4## 1390 2018 GOP 0 #E81B23 -1.578144e+00 1.037961e+00 9## 1391 2018 GOP 0 #E81B23 -1.374069e+00 9.432452e-01 7## 1392 2018 GOP 0 #E81B23 -1.643556e+00 1.139616e+00 10## 1393 2018 GOP 0 #E81B23 -9.119594e-01 6.347425e-01 2## 1394 2018 GOP 0 #E81B23 -1.181454e+00 8.310158e-01 5## 1395 2018 GOP 0 #E81B23 -1.438252e+00 1.044952e+00 8## 1396 2018 GOP 0 #E81B23 -1.515122e+00 1.127966e+00 9## 1397 2018 GOP 0 #E81B23 -1.245286e+00 9.322097e-01 6## 1398 2018 GOP 0 #E81B23 -9.753544e-01 7.365534e-01 3## 1399 2018 GOP 0 #E81B23 -1.578281e+00 1.228425e+00 10## 1400 2018 GOP 0 #E81B23 -1.052187e+00 8.189503e-01 4## 1401 2018 GOP 0 #E81B23 -1.307999e+00 1.032916e+00 7## 1402 2018 GOP 0 #E81B23 -7.818315e-01 6.234898e-01 1## 1403 2018 GOP 0 #E81B23 -1.114373e+00 9.190169e-01 5## 1404 2018 GOP 0 #E81B23 -1.369801e+00 1.133198e+00 8## 1405 2018 GOP 0 #E81B23 -1.446973e+00 1.214154e+00 9## 1406 2018 GOP 0 #E81B23 -8.430646e-01 7.237472e-01 2## 1407 2018 GOP 0 #E81B23 -1.175610e+00 1.018672e+00 6## 1408 2018 GOP 0 #E81B23 -1.508213e+00 1.313504e+00 10## 1409 2018 GOP 0 #E81B23 -1.236087e+00 1.117975e+00 7## 1410 2018 GOP 0 #E81B23 -9.032331e-01 8.234058e-01 3## 1411 2018 GOP 0 #E81B23 -9.809652e-01 9.030421e-01 4## 1412 2018 GOP 0 #E81B23 -1.295944e+00 1.216973e+00 8## 1413 2018 GOP 0 #E81B23 -1.373928e+00 1.296234e+00 9## 1414 2018 GOP 0 #E81B23 -1.040753e+00 1.001625e+00 5## 1415 2018 GOP 0 #E81B23 -1.433565e+00 1.394594e+00 10## 1416 2018 GOP 0 #E81B23 -1.099944e+00 1.099944e+00 6## 1417 2018 GOP 0 #E81B23 -7.071068e-01 7.071068e-01 1## 1418 2018 GOP 0 #E81B23 -1.158654e+00 1.198039e+00 7## 1419 2018 GOP 0 #E81B23 -7.655188e-01 8.053253e-01 2## 1420 2018 GOP 0 #E81B23 -1.296234e+00 1.373928e+00 9## 1421 2018 GOP 0 #E81B23 -1.216973e+00 1.295944e+00 8## 1422 2018 GOP 0 #E81B23 -1.354563e+00 1.471448e+00 10## 1423 2018 GOP 0 #E81B23 -9.030421e-01 9.809652e-01 4## 1424 2018 GOP 0 #E81B23 -8.234058e-01 9.032331e-01 3## 1425 2018 GOP 0 #E81B23 -9.610260e-01 1.078355e+00 5## 1426 2018 GOP 0 #E81B23 -1.018672e+00 1.175610e+00 6## 1427 2018 GOP 0 #E81B23 -1.076046e+00 1.272754e+00 7## 1428 2018 GOP 0 #E81B23 -1.214154e+00 1.446973e+00 9## 1429 2018 GOP 0 #E81B23 -1.133198e+00 1.369801e+00 8## 1430 2018 GOP 0 #E81B23 -1.271447e+00 1.543833e+00 10## 1431 2018 GOP 0 #E81B23 -6.234898e-01 7.818315e-01 1## 1432 2018 GOP 0 #E81B23 -8.189503e-01 1.052187e+00 4## 1433 2018 GOP 0 #E81B23 -6.801178e-01 8.786397e-01 2## 1434 2018 GOP 0 #E81B23 -8.756589e-01 1.148756e+00 5## 1435 2018 GOP 0 #E81B23 -7.365534e-01 9.753544e-01 3## 1436 2018 GOP 0 #E81B23 -9.322097e-01 1.245286e+00 6## 1437 2018 GOP 0 #E81B23 -1.127966e+00 1.515122e+00 9## 1438 2018 GOP 0 #E81B23 -9.886329e-01 1.341783e+00 7## 1439 2018 GOP 0 #E81B23 -1.184471e+00 1.611530e+00 10## 1440 2018 GOP 0 #E81B23 -1.044952e+00 1.438252e+00 8## 1441 2018 GOP 0 #E81B23 -1.037961e+00 1.578144e+00 9## 1442 2018 GOP 0 #E81B23 -1.093896e+00 1.674333e+00 10## 1443 2018 GOP 0 #E81B23 -7.292642e-01 1.116222e+00 4## 1444 2018 GOP 0 #E81B23 -7.851531e-01 1.212417e+00 5## 1445 2018 GOP 0 #E81B23 -8.409968e-01 1.308617e+00 6## 1446 2018 GOP 0 #E81B23 -8.968039e-01 1.404820e+00 7## 1447 2018 GOP 0 #E81B23 -9.525810e-01 1.501027e+00 8## 1448 2018 GOP 0 #E81B23 -5.320321e-01 8.467242e-01 1## 1449 2018 GOP 0 #E81B23 -5.877378e-01 9.429381e-01 2## 1450 2018 GOP 0 #E81B23 -6.434171e-01 1.039154e+00 3## 1451 2018 GOP 0 #E81B23 -1.000000e+00 1.732051e+00 10## 1452 2018 GOP 0 #E81B23 -9.444444e-01 1.635826e+00 9## 1453 2018 GOP 0 #E81B23 -8.564510e-01 1.557879e+00 8## 1454 2018 GOP 0 #E81B23 -8.009696e-01 1.461583e+00 7## 1455 2018 GOP 0 #E81B23 -7.454984e-01 1.365278e+00 6## 1456 2018 GOP 0 #E81B23 -6.900397e-01 1.268962e+00 5## 1457 2018 GOP 0 #E81B23 -6.345965e-01 1.172632e+00 4## 1458 2018 GOP 0 #E81B23 -9.030667e-01 1.784508e+00 10## 1459 2018 GOP 0 #E81B23 -8.477318e-01 1.687973e+00 9## 1460 2018 GOP 0 #E81B23 -5.447913e-01 1.094088e+00 3## 1461 2018 GOP 0 #E81B23 -4.893268e-01 9.975606e-01 2## 1462 2018 GOP 0 #E81B23 -4.338837e-01 9.009689e-01 1## 1463 2018 GOP 0 #E81B23 -7.569410e-01 1.608581e+00 8## 1464 2018 GOP 0 #E81B23 -7.015579e-01 1.511818e+00 7## 1465 2018 GOP 0 #E81B23 -6.462011e-01 1.414983e+00 6## 1466 2018 GOP 0 #E81B23 -5.908769e-01 1.318061e+00 5## 1467 2018 GOP 0 #E81B23 -8.033908e-01 1.831547e+00 10## 1468 2018 GOP 0 #E81B23 -5.355939e-01 1.221031e+00 4## 1469 2018 GOP 0 #E81B23 -7.481507e-01 1.734408e+00 9## 1470 2018 GOP 0 #E81B23 -6.544436e-01 1.652936e+00 8## 1471 2018 GOP 0 #E81B23 -4.415176e-01 1.139688e+00 3## 1472 2018 GOP 0 #E81B23 -5.990130e-01 1.555301e+00 7## 1473 2018 GOP 0 #E81B23 -7.012751e-01 1.873022e+00 10## 1474 2018 GOP 0 #E81B23 -5.436109e-01 1.457477e+00 6## 1475 2018 GOP 0 #E81B23 -3.858947e-01 1.041947e+00 2## 1476 2018 GOP 0 #E81B23 -6.460380e-01 1.774975e+00 9## 1477 2018 GOP 0 #E81B23 -4.882466e-01 1.359425e+00 5## 1478 2018 GOP 0 #E81B23 -3.302791e-01 9.438833e-01 1## 1479 2018 GOP 0 #E81B23 -4.329326e-01 1.261090e+00 4## 1480 2018 GOP 0 #E81B23 -5.493635e-01 1.690767e+00 8## 1481 2018 GOP 0 #E81B23 -5.970296e-01 1.908810e+00 10## 1482 2018 GOP 0 #E81B23 -4.937926e-01 1.591837e+00 7## 1483 2018 GOP 0 #E81B23 -5.417394e-01 1.809536e+00 9## 1484 2018 GOP 0 #E81B23 -4.382506e-01 1.492545e+00 6## 1485 2018 GOP 0 #E81B23 -3.344770e-01 1.175565e+00 3## 1486 2018 GOP 0 #E81B23 -3.827511e-01 1.392811e+00 5## 1487 2018 GOP 0 #E81B23 -2.785028e-01 1.075641e+00 2## 1488 2018 GOP 0 #E81B23 -4.421154e-01 1.721926e+00 8## 1489 2018 GOP 0 #E81B23 -4.909710e-01 1.938801e+00 10## 1490 2018 GOP 0 #E81B23 -3.273140e-01 1.292534e+00 4## 1491 2018 GOP 0 #E81B23 -3.863669e-01 1.621264e+00 7## 1492 2018 GOP 0 #E81B23 -4.356078e-01 1.837974e+00 9## 1493 2018 GOP 0 #E81B23 -2.225209e-01 9.749279e-01 1## 1494 2018 GOP 0 #E81B23 -3.306571e-01 1.520006e+00 6## 1495 2018 GOP 0 #E81B23 -3.834213e-01 1.962903e+00 10## 1496 2018 GOP 0 #E81B23 -2.750094e-01 1.418023e+00 5## 1497 2018 GOP 0 #E81B23 -3.331223e-01 1.746288e+00 8## 1498 2018 GOP 0 #E81B23 -2.245827e-01 1.201412e+00 3## 1499 2018 GOP 0 #E81B23 -3.280021e-01 1.860192e+00 9## 1500 2018 GOP 0 #E81B23 -2.772156e-01 1.643450e+00 7## 1501 2018 GOP 0 #E81B23 -2.194595e-01 1.315148e+00 4## 1502 2018 GOP 0 #E81B23 -1.682531e-01 1.098298e+00 2## 1503 2018 GOP 0 #E81B23 -2.213786e-01 1.539722e+00 6## 1504 2018 GOP 0 #E81B23 -2.747071e-01 1.981044e+00 10## 1505 2018 Dem 1 #E81B23 -2.228146e-01 1.763759e+00 8## 1506 2018 Dem 1 #E81B23 -2.192866e-01 1.876117e+00 9## 1507 2018 Dem 1 #E81B23 -1.656538e-01 1.434914e+00 5## 1508 2018 Dem 1 #E81B23 -1.119645e-01 9.937122e-01 1## 1509 2018 Dem 1 #E81B23 -1.668262e-01 1.658296e+00 7## 1510 2018 Dem 1 #E81B23 -1.127724e-01 1.217008e+00 3## 1511 2018 Dem 1 #E81B23 -1.651587e-01 1.993169e+00 10## 1512 2018 Dem 1 #E81B23 -1.101058e-01 1.328779e+00 4## 1513 2018 Dem 1 #E81B23 -1.109721e-01 1.551592e+00 6## 1514 2018 Dem 1 #E81B23 -1.116276e-01 1.774270e+00 8## 1515 2018 Dem 1 #E81B23 -1.098291e-01 1.885693e+00 9## 1516 2018 Dem 1 #E81B23 -5.627685e-02 1.109685e+00 2## 1517 2018 Dem 1 #E81B23 -5.532617e-02 1.443384e+00 5## 1518 2018 Dem 1 #E81B23 -5.569163e-02 1.665736e+00 7## 1519 2018 Dem 1 #E81B23 -5.510868e-02 1.999241e+00 10## 1520 2018 Dem 1 #E81B23 -2.858885e-16 1.777778e+00 8## 1521 2018 Dem 1 #E81B23 1.156611e-16 1.888889e+00 9## 1522 2018 Dem 1 #E81B23 9.525031e-17 1.555556e+00 6## 1523 2018 Dem 1 #E81B23 8.164312e-17 1.333333e+00 4## 1524 2018 Dem 1 #E81B23 7.483953e-17 1.222222e+00 3## 1525 2018 Dem 1 #E81B23 6.123234e-17 1.000000e+00 1## 1526 2018 Dem 1 #E81B23 5.510868e-02 1.999241e+00 10## 1527 2018 Dem 1 #E81B23 5.569163e-02 1.665736e+00 7## 1528 2018 Dem 1 #E81B23 5.532617e-02 1.443384e+00 5## 1529 2018 Dem 1 #E81B23 5.627685e-02 1.109685e+00 2## 1530 2018 Dem 1 #E81B23 1.098291e-01 1.885693e+00 9## 1531 2018 Dem 1 #E81B23 1.116276e-01 1.774270e+00 8## 1532 2018 Dem 1 #E81B23 1.109721e-01 1.551592e+00 6## 1533 2018 Dem 1 #E81B23 1.651587e-01 1.993169e+00 10## 1534 2018 Dem 1 #E81B23 1.101058e-01 1.328779e+00 4## 1535 2018 Dem 1 #E81B23 1.127724e-01 1.217008e+00 3## 1536 2018 Dem 1 #E81B23 1.668262e-01 1.658296e+00 7## 1537 2018 Dem 1 #E81B23 1.119645e-01 9.937122e-01 1## 1538 2018 Dem 1 #E81B23 1.656538e-01 1.434914e+00 5## 1539 2018 Dem 1 #E81B23 2.192866e-01 1.876117e+00 9## 1540 2018 Dem 1 #E81B23 2.228146e-01 1.763759e+00 8## 1541 2018 Dem 1 #E81B23 2.747071e-01 1.981044e+00 10## 1542 2018 Dem 1 #E81B23 2.213786e-01 1.539722e+00 6## 1543 2018 Dem 1 #E81B23 1.682531e-01 1.098298e+00 2## 1544 2018 Dem 1 #E81B23 2.194595e-01 1.315148e+00 4## 1545 2018 Dem 1 #E81B23 2.772156e-01 1.643450e+00 7## 1546 2018 Dem 1 #E81B23 3.280021e-01 1.860192e+00 9## 1547 2018 Dem 1 #E81B23 2.245827e-01 1.201412e+00 3## 1548 2018 Dem 1 #E81B23 3.331223e-01 1.746288e+00 8## 1549 2018 Dem 1 #E81B23 2.750094e-01 1.418023e+00 5## 1550 2018 Dem 1 #E81B23 3.834213e-01 1.962903e+00 10## 1551 2018 Dem 1 #E81B23 3.306571e-01 1.520006e+00 6## 1552 2018 Dem 1 #E81B23 2.225209e-01 9.749279e-01 1## 1553 2018 Dem 1 #E81B23 4.356078e-01 1.837974e+00 9## 1554 2018 Dem 1 #E81B23 3.863669e-01 1.621264e+00 7## 1555 2018 Dem 1 #E81B23 4.909710e-01 1.938801e+00 10## 1556 2018 Dem 1 #E81B23 3.273140e-01 1.292534e+00 4## 1557 2018 Dem 1 #E81B23 4.421154e-01 1.721926e+00 8## 1558 2018 Dem 1 #E81B23 2.785028e-01 1.075641e+00 2## 1559 2018 Dem 1 #E81B23 3.827511e-01 1.392811e+00 5## 1560 2018 Dem 1 #E81B23 3.344770e-01 1.175565e+00 3## 1561 2018 Dem 1 #E81B23 4.382506e-01 1.492545e+00 6## 1562 2018 Dem 1 #E81B23 5.417394e-01 1.809536e+00 9## 1563 2018 Dem 1 #E81B23 4.937926e-01 1.591837e+00 7## 1564 2018 Dem 1 #E81B23 5.970296e-01 1.908810e+00 10## 1565 2018 Dem 1 #E81B23 5.493635e-01 1.690767e+00 8## 1566 2018 Dem 1 #E81B23 4.329326e-01 1.261090e+00 4## 1567 2018 Dem 1 #E81B23 3.302791e-01 9.438833e-01 1## 1568 2018 Dem 1 #E81B23 4.882466e-01 1.359425e+00 5## 1569 2018 Dem 1 #E81B23 6.460380e-01 1.774975e+00 9## 1570 2018 Dem 1 #E81B23 3.858947e-01 1.041947e+00 2## 1571 2018 Dem 1 #E81B23 5.436109e-01 1.457477e+00 6## 1572 2018 Dem 1 #E81B23 7.012751e-01 1.873022e+00 10## 1573 2018 Dem 1 #E81B23 5.990130e-01 1.555301e+00 7## 1574 2018 Dem 1 #E81B23 4.415176e-01 1.139688e+00 3## 1575 2018 Dem 1 #E81B23 6.544436e-01 1.652936e+00 8## 1576 2018 Dem 1 #E81B23 7.481507e-01 1.734408e+00 9## 1577 2018 Dem 1 #E81B23 8.033908e-01 1.831547e+00 10## 1578 2018 Dem 1 #E81B23 5.355939e-01 1.221031e+00 4## 1579 2018 Dem 1 #E81B23 5.908769e-01 1.318061e+00 5## 1580 2018 Dem 1 #E81B23 6.462011e-01 1.414983e+00 6## 1581 2018 Dem 1 #E81B23 7.015579e-01 1.511818e+00 7## 1582 2018 Dem 1 #E81B23 7.569410e-01 1.608581e+00 8## 1583 2018 Dem 1 #E81B23 4.338837e-01 9.009689e-01 1## 1584 2018 Dem 1 #E81B23 4.893268e-01 9.975606e-01 2## 1585 2018 Dem 1 #E81B23 5.447913e-01 1.094088e+00 3## 1586 2018 Dem 1 #E81B23 8.477318e-01 1.687973e+00 9## 1587 2018 Dem 1 #E81B23 9.030667e-01 1.784508e+00 10## 1588 2018 Dem 1 #E81B23 6.345965e-01 1.172632e+00 4## 1589 2018 Dem 1 #E81B23 6.900397e-01 1.268962e+00 5## 1590 2018 Dem 1 #E81B23 7.454984e-01 1.365278e+00 6## 1591 2018 Dem 1 #E81B23 8.009696e-01 1.461583e+00 7## 1592 2018 Dem 1 #E81B23 8.564510e-01 1.557879e+00 8## 1593 2018 Dem 1 #E81B23 1.000000e+00 1.732051e+00 10## 1594 2018 Dem 1 #E81B23 9.444444e-01 1.635826e+00 9## 1595 2018 Dem 1 #E81B23 6.434171e-01 1.039154e+00 3## 1596 2018 Dem 1 #E81B23 5.877378e-01 9.429381e-01 2## 1597 2018 Dem 1 #E81B23 5.320321e-01 8.467242e-01 1## 1598 2018 Dem 1 #E81B23 9.525810e-01 1.501027e+00 8## 1599 2018 Dem 1 #E81B23 8.968039e-01 1.404820e+00 7## 1600 2018 Dem 1 #E81B23 8.409968e-01 1.308617e+00 6## 1601 2018 Dem 1 #E81B23 7.851531e-01 1.212417e+00 5## 1602 2018 Dem 1 #E81B23 1.093896e+00 1.674333e+00 10## 1603 2018 Dem 1 #E81B23 7.292642e-01 1.116222e+00 4## 1604 2018 Dem 1 #E81B23 1.037961e+00 1.578144e+00 9## 1605 2018 Dem 1 #E81B23 1.044952e+00 1.438252e+00 8## 1606 2018 Dem 1 #E81B23 1.184471e+00 1.611530e+00 10## 1607 2018 Dem 1 #E81B23 9.886329e-01 1.341783e+00 7## 1608 2018 Dem 1 #E81B23 1.127966e+00 1.515122e+00 9## 1609 2018 Dem 1 #E81B23 9.322097e-01 1.245286e+00 6## 1610 2018 Dem 1 #E81B23 7.365534e-01 9.753544e-01 3## 1611 2018 Dem 1 #E81B23 8.756589e-01 1.148756e+00 5## 1612 2018 Dem 1 #E81B23 6.801178e-01 8.786397e-01 2## 1613 2018 Dem 1 #E81B23 8.189503e-01 1.052187e+00 4## 1614 2018 Dem 1 #E81B23 6.234898e-01 7.818315e-01 1## 1615 2018 Dem 1 #E81B23 1.271447e+00 1.543833e+00 10## 1616 2018 Dem 1 #E81B23 1.133198e+00 1.369801e+00 8## 1617 2018 Dem 1 #E81B23 1.214154e+00 1.446973e+00 9## 1618 2018 Dem 1 #E81B23 1.076046e+00 1.272754e+00 7## 1619 2018 Dem 1 #E81B23 1.018672e+00 1.175610e+00 6## 1620 2018 Dem 1 #E81B23 9.610260e-01 1.078355e+00 5## 1621 2018 Dem 1 #E81B23 8.234058e-01 9.032331e-01 3## 1622 2018 Dem 1 #E81B23 1.354563e+00 1.471448e+00 10## 1623 2018 Dem 1 #E81B23 9.030421e-01 9.809652e-01 4## 1624 2018 Dem 1 #E81B23 1.216973e+00 1.295944e+00 8## 1625 2018 Dem 1 #E81B23 1.296234e+00 1.373928e+00 9## 1626 2018 Dem 1 #E81B23 7.655188e-01 8.053253e-01 2## 1627 2018 Dem 1 #E81B23 1.158654e+00 1.198039e+00 7## 1628 2018 Dem 1 #E81B23 1.099944e+00 1.099944e+00 6## 1629 2018 Dem 1 #E81B23 7.071068e-01 7.071068e-01 1## 1630 2018 Dem 1 #E81B23 1.433565e+00 1.394594e+00 10## 1631 2018 Dem 1 #E81B23 1.040753e+00 1.001625e+00 5## 1632 2018 Dem 1 #E81B23 1.373928e+00 1.296234e+00 9## 1633 2018 Dem 1 #E81B23 1.295944e+00 1.216973e+00 8## 1634 2018 Dem 1 #E81B23 9.809652e-01 9.030421e-01 4## 1635 2018 Dem 1 #E81B23 9.032331e-01 8.234058e-01 3## 1636 2018 Dem 1 #E81B23 1.236087e+00 1.117975e+00 7## 1637 2018 Dem 1 #E81B23 1.508213e+00 1.313504e+00 10## 1638 2018 Dem 1 #E81B23 1.175610e+00 1.018672e+00 6## 1639 2018 Dem 1 #E81B23 8.430646e-01 7.237472e-01 2## 1640 2018 Dem 1 #E81B23 1.446973e+00 1.214154e+00 9## 1641 2018 Dem 1 #E81B23 1.369801e+00 1.133198e+00 8## 1642 2018 Dem 1 #E81B23 1.114373e+00 9.190169e-01 5## 1643 2018 Dem 1 #E81B23 7.818315e-01 6.234898e-01 1## 1644 2018 Dem 1 #E81B23 1.307999e+00 1.032916e+00 7## 1645 2018 Dem 1 #E81B23 1.578281e+00 1.228425e+00 10## 1646 2018 Dem 1 #E81B23 1.052187e+00 8.189503e-01 4## 1647 2018 Dem 1 #E81B23 9.753544e-01 7.365534e-01 3## 1648 2018 Dem 1 #E81B23 1.245286e+00 9.322097e-01 6## 1649 2018 Dem 1 #E81B23 1.515122e+00 1.127966e+00 9## 1650 2018 Dem 1 #E81B23 1.438252e+00 1.044952e+00 8## 1651 2018 Dem 1 #E81B23 1.181454e+00 8.310158e-01 5## 1652 2018 Dem 1 #E81B23 9.119594e-01 6.347425e-01 2## 1653 2018 Dem 1 #E81B23 1.643556e+00 1.139616e+00 10## 1654 2018 Dem 1 #E81B23 1.374069e+00 9.432452e-01 7## 1655 2018 Dem 1 #E81B23 1.578144e+00 1.037961e+00 9## 1656 2018 Dem 1 #E81B23 1.116222e+00 7.292642e-01 4## 1657 2018 Dem 1 #E81B23 1.308617e+00 8.409968e-01 6## 1658 2018 Dem 1 #E81B23 1.501027e+00 9.525810e-01 8## 1659 2018 Dem 1 #E81B23 8.467242e-01 5.320321e-01 1## 1660 2018 Dem 1 #E81B23 1.039154e+00 6.434171e-01 3## 1661 2018 Dem 1 #E81B23 1.703839e+00 1.047346e+00 10## 1662 2018 Dem 1 #E81B23 1.241601e+00 7.381381e-01 5## 1663 2018 Dem 1 #E81B23 1.434003e+00 8.493611e-01 7## 1664 2018 Dem 1 #E81B23 1.635826e+00 9.444444e-01 9## 1665 2018 Dem 1 #E81B23 9.714962e-01 5.392244e-01 2## 1666 2018 Dem 1 #E81B23 1.557879e+00 8.564510e-01 8## 1667 2018 Dem 1 #E81B23 1.365278e+00 7.454984e-01 6## 1668 2018 Dem 1 #E81B23 1.758948e+00 9.518948e-01 10## 1669 2018 Dem 1 #E81B23 1.172632e+00 6.345965e-01 4## 1670 2018 Dem 1 #E81B23 1.487531e+00 7.516835e-01 7## 1671 2018 Dem 1 #E81B23 1.687973e+00 8.477318e-01 9## 1672 2018 Dem 1 #E81B23 1.094088e+00 5.447913e-01 3## 1673 2018 Dem 1 #E81B23 1.294461e+00 6.409287e-01 5## 1674 2018 Dem 1 #E81B23 9.009689e-01 4.338837e-01 1## 1675 2018 Dem 1 #E81B23 1.808714e+00 8.535529e-01 10## 1676 2018 Dem 1 #E81B23 1.608581e+00 7.569410e-01 8## 1677 2018 Dem 1 #E81B23 1.414983e+00 6.462011e-01 6## 1678 2018 Dem 1 #E81B23 1.221031e+00 5.355939e-01 4## 1679 2018 Dem 1 #E81B23 1.734408e+00 7.481507e-01 9## 1680 2018 Dem 1 #E81B23 1.021064e+00 4.381732e-01 2## 1681 2018 Dem 1 #E81B23 1.534416e+00 6.506488e-01 7## 1682 2018 Dem 1 #E81B23 1.852988e+00 7.526187e-01 10## 1683 2018 Dem 1 #E81B23 1.339726e+00 5.399580e-01 5## 1684 2018 Dem 1 #E81B23 1.652936e+00 6.544436e-01 8## 1685 2018 Dem 1 #E81B23 1.139688e+00 4.415176e-01 3## 1686 2018 Dem 1 #E81B23 1.457477e+00 5.436109e-01 6## 1687 2018 Dem 1 #E81B23 1.774975e+00 6.460380e-01 9## 1688 2018 Dem 1 #E81B23 9.438833e-01 3.302791e-01 1## 1689 2018 Dem 1 #E81B23 1.574448e+00 5.467081e-01 7## 1690 2018 Dem 1 #E81B23 1.891634e+00 6.493989e-01 10## 1691 2018 Dem 1 #E81B23 1.261090e+00 4.329326e-01 4## 1692 2018 Dem 1 #E81B23 1.690767e+00 5.493635e-01 8## 1693 2018 Dem 1 #E81B23 1.377128e+00 4.358186e-01 5## 1694 2018 Dem 1 #E81B23 1.060155e+00 3.326257e-01 2## 1695 2018 Dem 1 #E81B23 1.809536e+00 5.417394e-01 9## 1696 2018 Dem 1 #E81B23 1.492545e+00 4.382506e-01 6## 1697 2018 Dem 1 #E81B23 1.175565e+00 3.344770e-01 3## 1698 2018 Dem 1 #E81B23 1.924536e+00 5.442069e-01 10## 1699 2018 Dem 1 #E81B23 1.607449e+00 4.403257e-01 7## 1700 2018 Dem 1 #E81B23 1.721926e+00 4.421154e-01 8## 1701 2018 Dem 1 #E81B23 1.292534e+00 3.273140e-01 4## 1702 2018 Dem 1 #E81B23 1.837974e+00 4.356078e-01 9## 1703 2018 Dem 1 #E81B23 1.406449e+00 3.291217e-01 5## 1704 2018 Dem 1 #E81B23 9.749279e-01 2.225209e-01 1## 1705 2018 Dem 1 #E81B23 1.951593e+00 4.373622e-01 10## 1706 2018 Dem 1 #E81B23 1.520006e+00 3.306571e-01 6## 1707 2018 Dem 1 #E81B23 1.088367e+00 2.236650e-01 2## 1708 2018 Dem 1 #E81B23 1.633270e+00 3.319766e-01 7## 1709 2018 Dem 1 #E81B23 1.746288e+00 3.331223e-01 8## 1710 2018 Dem 1 #E81B23 1.201412e+00 2.245827e-01 3## 1711 2018 Dem 1 #E81B23 1.860192e+00 3.280021e-01 9## 1712 2018 Dem 1 #E81B23 1.972723e+00 3.291892e-01 10## 1713 2018 Dem 1 #E81B23 1.315148e+00 2.194595e-01 4## 1714 2018 Dem 1 #E81B23 1.427516e+00 2.204934e-01 5## 1715 2018 Dem 1 #E81B23 1.539722e+00 2.213786e-01 6## 1716 2018 Dem 1 #E81B23 1.651796e+00 2.221449e-01 7## 1717 2018 Dem 1 #E81B23 1.763759e+00 2.228146e-01 8## 1718 2018 Dem 1 #E81B23 1.876117e+00 2.192866e-01 9## 1719 2018 Dem 1 #E81B23 9.937122e-01 1.119645e-01 1## 1720 2018 Dem 1 #E81B23 1.987861e+00 2.200164e-01 10## 1721 2018 Dem 1 #E81B23 1.105410e+00 1.124092e-01 2## 1722 2018 Dem 1 #E81B23 1.217008e+00 1.127724e-01 3## 1723 2018 Dem 1 #E81B23 1.328779e+00 1.101058e-01 4## 1724 2018 Dem 1 #E81B23 1.440206e+00 1.105711e-01 5## 1725 2018 Dem 1 #E81B23 1.551592e+00 1.109721e-01 6## 1726 2018 Dem 1 #E81B23 1.662945e+00 1.113211e-01 7## 1727 2018 Dem 1 #E81B23 1.774270e+00 1.116276e-01 8## 1728 2018 Dem 1 #E81B23 1.885693e+00 1.098291e-01 9## 1729 2018 Dem 1 #E81B23 1.996963e+00 1.101755e-01 10## 1730 2018 Dem 1 #E81B23 2.000000e+00 0.000000e+00 10## 1731 2018 Dem 1 #E81B23 1.888889e+00 0.000000e+00 9## 1732 2018 Dem 1 #E81B23 1.777778e+00 0.000000e+00 8## 1733 2018 Dem 1 #E81B23 1.666667e+00 0.000000e+00 7## 1734 2018 Dem 1 #E81B23 1.555556e+00 0.000000e+00 6## 1735 2018 Dem 1 #E81B23 1.444444e+00 0.000000e+00 5## 1736 2018 Dem 1 #E81B23 1.333333e+00 0.000000e+00 4## 1737 2018 Dem 1 #E81B23 1.222222e+00 0.000000e+00 3## 1738 2018 Dem 1 #E81B23 1.111111e+00 0.000000e+00 2## 1739 2018 Dem 1 #E81B23 1.000000e+00 0.000000e+00 1## theta## 1 3.14159265## 2 3.14159265## 3 3.14159265## 4 3.14159265## 5 3.14159265## 6 3.14159265## 7 3.14159265## 8 3.14159265## 9 3.14159265## 10 3.14159265## 11 3.08647699## 12 3.08341501## 13 3.07999280## 14 3.07475026## 15 3.07019282## 16 3.06496844## 17 3.05891916## 18 3.04919287## 19 3.04025096## 20 3.03136133## 21 3.02939292## 22 3.02523737## 23 3.01839294## 24 3.00790786## 25 2.99879299## 26 2.98834423## 27 2.97624567## 28 2.97624567## 29 2.96705973## 30 2.95679309## 31 2.95679309## 32 2.94106546## 33 2.93890926## 34 2.92739315## 35 2.92113001## 36 2.91719318## 37 2.91172002## 38 2.90888209## 39 2.89519323## 40 2.89357218## 41 2.87422307## 42 2.86601435## 43 2.86439330## 44 2.85599332## 45 2.85070444## 46 2.83756756## 47 2.83509581## 48 2.83359337## 49 2.81089869## 50 2.81089869## 51 2.80738067## 52 2.80499344## 53 2.79252680## 54 2.78459349## 55 2.77199352## 56 2.77199352## 57 2.75847160## 58 2.75578303## 59 2.74053827## 60 2.73622586## 61 2.73434916## 62 2.72822520## 63 2.71319366## 64 2.71039366## 65 2.70066737## 66 2.69279370## 67 2.68184739## 68 2.67959373## 69 2.67617152## 70 2.67369588## 71 2.64879381## 72 2.64555171## 73 2.64555171## 74 2.64179382## 75 2.63488416## 76 2.61799388## 77 2.60685348## 78 2.60522318## 79 2.59043605## 80 2.58719395## 81 2.58719395## 82 2.58059397## 83 2.57039399## 84 2.56287822## 85 2.55981624## 86 2.54001108## 87 2.53532039## 88 2.53354246## 89 2.52859897## 90 2.52559409## 91 2.50163859## 92 2.49899416## 93 2.49479417## 94 2.48020473## 95 2.48020473## 96 2.47316868## 97 2.46839423## 98 2.46399424## 99 2.45197475## 100 2.44346095## 101 2.43220076## 102 2.42759432## 103 2.42508907## 104 2.40632629## 105 2.40239438## 106 2.40239438## 107 2.39753124## 108 2.38528331## 109 2.37535054## 110 2.36997341## 111 2.35619449## 112 2.35619449## 113 2.34079453## 114 2.33948389## 115 2.33085907## 116 2.32710567## 117 2.31485774## 118 2.31485774## 119 2.30999460## 120 2.29872633## 121 2.28479466## 122 2.27919467## 123 2.27264149## 124 2.26892803## 125 2.25974208## 126 2.24399475## 127 2.23218425## 128 2.22951737## 129 2.22210212## 130 2.21759481## 131 2.21759481## 132 2.21339482## 133 2.21075039## 134 2.20579910## 135 2.20462642## 136 2.15599496## 137 2.15257274## 138 2.14951076## 139 2.14951076## 140 2.14547791## 141 2.14199499## 142 2.13895670## 143 2.13179501## 144 2.12817567## 145 2.12519503## 146 2.09439510## 147 2.09439510## 148 2.09439510## 149 2.07211430## 150 2.07059516## 151 2.06885370## 152 2.06683727## 153 2.03927944## 154 2.03621746## 155 2.03279525## 156 2.03279525## 157 2.02683397## 158 2.01959528## 159 2.00527191## 160 1.99919533## 161 1.99222949## 162 1.98416378## 163 1.98416378## 164 1.97803982## 165 1.97119539## 166 1.94039546## 167 1.93842951## 168 1.92904812## 169 1.92779549## 170 1.92549227## 171 1.91986218## 172 1.91560528## 173 1.90959553## 174 1.90739554## 175 1.90149029## 176 1.87393246## 177 1.87158711## 178 1.86168454## 179 1.85639566## 180 1.84799568## 181 1.84799568## 182 1.83898107## 183 1.82415057## 184 1.81881680## 185 1.81881680## 186 1.80474472## 187 1.80350689## 188 1.79519580## 189 1.78639582## 190 1.78499583## 191 1.76370114## 192 1.76235685## 193 1.75559589## 194 1.74532925## 195 1.73790232## 196 1.73614331## 197 1.72479597## 198 1.72280887## 199 1.71359599## 200 1.70858548## 201 1.68715161## 202 1.68573264## 203 1.68299606## 204 1.67105992## 205 1.66319611## 206 1.66319611## 207 1.65346982## 208 1.65346982## 209 1.64219616## 210 1.62897397## 211 1.62146718## 212 1.60910843## 213 1.60421753## 214 1.60159625## 215 1.59835416## 216 1.57079633## 217 1.57079633## 218 1.57079633## 219 1.57079633## 220 1.57079633## 221 1.54323850## 222 1.53999640## 223 1.53737513## 224 1.53248422## 225 1.52012548## 226 1.51261869## 227 1.49939649## 228 1.48812284## 229 1.48812284## 230 1.47839654## 231 1.47839654## 232 1.47053273## 233 1.45859659## 234 1.45586001## 235 1.45444104## 236 1.43300718## 237 1.42799666## 238 1.41878378## 239 1.41679669## 240 1.40544935## 241 1.40369033## 242 1.39626340## 243 1.38599676## 244 1.37923580## 245 1.37789151## 246 1.35659683## 247 1.35519683## 248 1.34639685## 249 1.33808576## 250 1.33684794## 251 1.32277585## 252 1.32277585## 253 1.31744208## 254 1.30261159## 255 1.29359698## 256 1.29359698## 257 1.28519699## 258 1.27990812## 259 1.27000554## 260 1.26766019## 261 1.24010236## 262 1.23419711## 263 1.23199712## 264 1.22598738## 265 1.22173048## 266 1.21610038## 267 1.21379716## 268 1.21254453## 269 1.20316314## 270 1.20119719## 271 1.17039726## 272 1.16355283## 273 1.15742887## 274 1.15742887## 275 1.14936317## 276 1.14239733## 277 1.13632075## 278 1.12199738## 279 1.11475868## 280 1.10879741## 281 1.10879741## 282 1.10537519## 283 1.10231321## 284 1.07475538## 285 1.07273895## 286 1.07099750## 287 1.06947835## 288 1.04719755## 289 1.04719755## 290 1.04719755## 291 1.01639762## 292 1.01341699## 293 1.00979764## 294 1.00263595## 295 0.99959766## 296 0.99611474## 297 0.99208189## 298 0.99208189## 299 0.98901991## 300 0.98559770## 301 0.93696623## 302 0.93579356## 303 0.93084227## 304 0.92819783## 305 0.92399784## 306 0.92399784## 307 0.91949053## 308 0.91207529## 309 0.90940840## 310 0.89759790## 311 0.88185057## 312 0.87266463## 313 0.86895116## 314 0.86239798## 315 0.85679800## 316 0.84286632## 317 0.83159806## 318 0.82673491## 319 0.82673491## 320 0.81448698## 321 0.81073359## 322 0.80210876## 323 0.80079813## 324 0.78539816## 325 0.78539816## 326 0.77161925## 327 0.76624211## 328 0.75630934## 329 0.74406142## 330 0.73919827## 331 0.73919827## 332 0.73526637## 333 0.71650359## 334 0.71399833## 335 0.70939189## 336 0.69813170## 337 0.68961790## 338 0.67759842## 339 0.67319843## 340 0.66842397## 341 0.66138793## 342 0.66138793## 343 0.64679849## 344 0.64259850## 345 0.63995406## 346 0.61599856## 347 0.61299369## 348 0.60805019## 349 0.60627227## 350 0.60158157## 351 0.58177642## 352 0.57871444## 353 0.57119866## 354 0.56099869## 355 0.55439870## 356 0.55439870## 357 0.55115661## 358 0.53636948## 359 0.53473918## 360 0.52359878## 361 0.50670849## 362 0.49979883## 363 0.49604095## 364 0.49604095## 365 0.49279885## 366 0.46789678## 367 0.46542113## 368 0.46199892## 369 0.45974527## 370 0.44879895## 371 0.44092528## 372 0.43119899## 373 0.42839900## 374 0.41336745## 375 0.40724349## 376 0.40536679## 377 0.40105438## 378 0.38580962## 379 0.38312106## 380 0.36959914## 381 0.36959914## 382 0.35699917## 383 0.34906585## 384 0.33659921## 385 0.33421198## 386 0.33069396## 387 0.33069396## 388 0.30799928## 389 0.30649684## 390 0.30402510## 391 0.29088821## 392 0.28559933## 393 0.27719935## 394 0.27557830## 395 0.26736959## 396 0.24802047## 397 0.24639942## 398 0.23271057## 399 0.22987263## 400 0.22439948## 401 0.22046264## 402 0.21419950## 403 0.20268340## 404 0.20052719## 405 0.18479957## 406 0.18479957## 407 0.17453293## 408 0.16534698## 409 0.16534698## 410 0.15324842## 411 0.14279967## 412 0.13368479## 413 0.12319971## 414 0.11635528## 415 0.11219974## 416 0.11023132## 417 0.10134170## 418 0.09239978## 419 0.08267349## 420 0.07662421## 421 0.07139983## 422 0.06684240## 423 0.06159986## 424 0.05817764## 425 0.05511566## 426 0.00000000## 427 0.00000000## 428 0.00000000## 429 0.00000000## 430 0.00000000## 431 0.00000000## 432 0.00000000## 433 0.00000000## 434 0.00000000## 435 0.00000000## 436 3.14159265## 437 3.14159265## 438 3.14159265## 439 3.14159265## 440 3.14159265## 441 3.14159265## 442 3.14159265## 443 3.14159265## 444 3.14159265## 445 3.14159265## 446 3.08647699## 447 3.08341501## 448 3.07999280## 449 3.07475026## 450 3.07019282## 451 3.06496844## 452 3.05891916## 453 3.04919287## 454 3.04025096## 455 3.03136133## 456 3.02939292## 457 3.02523737## 458 3.01839294## 459 3.00790786## 460 2.99879299## 461 2.98834423## 462 2.97624567## 463 2.97624567## 464 2.96705973## 465 2.95679309## 466 2.95679309## 467 2.94106546## 468 2.93890926## 469 2.92739315## 470 2.92113001## 471 2.91719318## 472 2.91172002## 473 2.90888209## 474 2.89519323## 475 2.89357218## 476 2.87422307## 477 2.86601435## 478 2.86439330## 479 2.85599332## 480 2.85070444## 481 2.83756756## 482 2.83509581## 483 2.83359337## 484 2.81089869## 485 2.81089869## 486 2.80738067## 487 2.80499344## 488 2.79252680## 489 2.78459349## 490 2.77199352## 491 2.77199352## 492 2.75847160## 493 2.75578303## 494 2.74053827## 495 2.73622586## 496 2.73434916## 497 2.72822520## 498 2.71319366## 499 2.71039366## 500 2.70066737## 501 2.69279370## 502 2.68184739## 503 2.67959373## 504 2.67617152## 505 2.67369588## 506 2.64879381## 507 2.64555171## 508 2.64555171## 509 2.64179382## 510 2.63488416## 511 2.61799388## 512 2.60685348## 513 2.60522318## 514 2.59043605## 515 2.58719395## 516 2.58719395## 517 2.58059397## 518 2.57039399## 519 2.56287822## 520 2.55981624## 521 2.54001108## 522 2.53532039## 523 2.53354246## 524 2.52859897## 525 2.52559409## 526 2.50163859## 527 2.49899416## 528 2.49479417## 529 2.48020473## 530 2.48020473## 531 2.47316868## 532 2.46839423## 533 2.46399424## 534 2.45197475## 535 2.44346095## 536 2.43220076## 537 2.42759432## 538 2.42508907## 539 2.40632629## 540 2.40239438## 541 2.40239438## 542 2.39753124## 543 2.38528331## 544 2.37535054## 545 2.36997341## 546 2.35619449## 547 2.35619449## 548 2.34079453## 549 2.33948389## 550 2.33085907## 551 2.32710567## 552 2.31485774## 553 2.31485774## 554 2.30999460## 555 2.29872633## 556 2.28479466## 557 2.27919467## 558 2.27264149## 559 2.26892803## 560 2.25974208## 561 2.24399475## 562 2.23218425## 563 2.22951737## 564 2.22210212## 565 2.21759481## 566 2.21759481## 567 2.21339482## 568 2.21075039## 569 2.20579910## 570 2.20462642## 571 2.15599496## 572 2.15257274## 573 2.14951076## 574 2.14951076## 575 2.14547791## 576 2.14199499## 577 2.13895670## 578 2.13179501## 579 2.12817567## 580 2.12519503## 581 2.09439510## 582 2.09439510## 583 2.09439510## 584 2.07211430## 585 2.07059516## 586 2.06885370## 587 2.06683727## 588 2.03927944## 589 2.03621746## 590 2.03279525## 591 2.03279525## 592 2.02683397## 593 2.01959528## 594 2.00527191## 595 1.99919533## 596 1.99222949## 597 1.98416378## 598 1.98416378## 599 1.97803982## 600 1.97119539## 601 1.94039546## 602 1.93842951## 603 1.92904812## 604 1.92779549## 605 1.92549227## 606 1.91986218## 607 1.91560528## 608 1.90959553## 609 1.90739554## 610 1.90149029## 611 1.87393246## 612 1.87158711## 613 1.86168454## 614 1.85639566## 615 1.84799568## 616 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675 1.40544935## 676 1.40369033## 677 1.39626340## 678 1.38599676## 679 1.37923580## 680 1.37789151## 681 1.35659683## 682 1.35519683## 683 1.34639685## 684 1.33808576## 685 1.33684794## 686 1.32277585## 687 1.32277585## 688 1.31744208## 689 1.30261159## 690 1.29359698## 691 1.29359698## 692 1.28519699## 693 1.27990812## 694 1.27000554## 695 1.26766019## 696 1.24010236## 697 1.23419711## 698 1.23199712## 699 1.22598738## 700 1.22173048## 701 1.21610038## 702 1.21379716## 703 1.21254453## 704 1.20316314## 705 1.20119719## 706 1.17039726## 707 1.16355283## 708 1.15742887## 709 1.15742887## 710 1.14936317## 711 1.14239733## 712 1.13632075## 713 1.12199738## 714 1.11475868## 715 1.10879741## 716 1.10879741## 717 1.10537519## 718 1.10231321## 719 1.07475538## 720 1.07273895## 721 1.07099750## 722 1.06947835## 723 1.04719755## 724 1.04719755## 725 1.04719755## 726 1.01639762## 727 1.01341699## 728 1.00979764## 729 1.00263595## 730 0.99959766## 731 0.99611474## 732 0.99208189## 733 0.99208189## 734 0.98901991## 735 0.98559770## 736 0.93696623## 737 0.93579356## 738 0.93084227## 739 0.92819783## 740 0.92399784## 741 0.92399784## 742 0.91949053## 743 0.91207529## 744 0.90940840## 745 0.89759790## 746 0.88185057## 747 0.87266463## 748 0.86895116## 749 0.86239798## 750 0.85679800## 751 0.84286632## 752 0.83159806## 753 0.82673491## 754 0.82673491## 755 0.81448698## 756 0.81073359## 757 0.80210876## 758 0.80079813## 759 0.78539816## 760 0.78539816## 761 0.77161925## 762 0.76624211## 763 0.75630934## 764 0.74406142## 765 0.73919827## 766 0.73919827## 767 0.73526637## 768 0.71650359## 769 0.71399833## 770 0.70939189## 771 0.69813170## 772 0.68961790## 773 0.67759842## 774 0.67319843## 775 0.66842397## 776 0.66138793## 777 0.66138793## 778 0.64679849## 779 0.64259850## 780 0.63995406## 781 0.61599856## 782 0.61299369## 783 0.60805019## 784 0.60627227## 785 0.60158157## 786 0.58177642## 787 0.57871444## 788 0.57119866## 789 0.56099869## 790 0.55439870## 791 0.55439870## 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0.11219974## 851 0.11023132## 852 0.10134170## 853 0.09239978## 854 0.08267349## 855 0.07662421## 856 0.07139983## 857 0.06684240## 858 0.06159986## 859 0.05817764## 860 0.05511566## 861 0.00000000## 862 0.00000000## 863 0.00000000## 864 0.00000000## 865 0.00000000## 866 0.00000000## 867 0.00000000## 868 0.00000000## 869 0.00000000## 870 0.00000000## 871 3.14159265## 872 3.14159265## 873 3.14159265## 874 3.14159265## 875 3.14159265## 876 3.14159265## 877 3.14159265## 878 3.14159265## 879 3.14159265## 880 3.14159265## 881 3.08647699## 882 3.08341501## 883 3.07999280## 884 3.07475026## 885 3.07019282## 886 3.06496844## 887 3.05891916## 888 3.04919287## 889 3.04025096## 890 3.03136133## 891 3.02939292## 892 3.02523737## 893 3.01839294## 894 3.00790786## 895 2.99879299## 896 2.98834423## 897 2.97624567## 898 2.97624567## 899 2.96705973## 900 2.95679309## 901 2.95679309## 902 2.94106546## 903 2.93890926## 904 2.92739315## 905 2.92113001## 906 2.91719318## 907 2.91172002## 908 2.90888209## 909 2.89519323## 910 2.89357218## 911 2.87422307## 912 2.86601435## 913 2.86439330## 914 2.85599332## 915 2.85070444## 916 2.83756756## 917 2.83509581## 918 2.83359337## 919 2.81089869## 920 2.81089869## 921 2.80738067## 922 2.80499344## 923 2.79252680## 924 2.78459349## 925 2.77199352## 926 2.77199352## 927 2.75847160## 928 2.75578303## 929 2.74053827## 930 2.73622586## 931 2.73434916## 932 2.72822520## 933 2.71319366## 934 2.71039366## 935 2.70066737## 936 2.69279370## 937 2.68184739## 938 2.67959373## 939 2.67617152## 940 2.67369588## 941 2.64879381## 942 2.64555171## 943 2.64555171## 944 2.64179382## 945 2.63488416## 946 2.61799388## 947 2.60685348## 948 2.60522318## 949 2.59043605## 950 2.58719395## 951 2.58719395## 952 2.58059397## 953 2.57039399## 954 2.56287822## 955 2.55981624## 956 2.54001108## 957 2.53532039## 958 2.53354246## 959 2.52859897## 960 2.52559409## 961 2.50163859## 962 2.49899416## 963 2.49479417## 964 2.48020473## 965 2.48020473## 966 2.47316868## 967 2.46839423## 968 2.46399424## 969 2.45197475## 970 2.44346095## 971 2.43220076## 972 2.42759432## 973 2.42508907## 974 2.40632629## 975 2.40239438## 976 2.40239438## 977 2.39753124## 978 2.38528331## 979 2.37535054## 980 2.36997341## 981 2.35619449## 982 2.35619449## 983 2.34079453## 984 2.33948389## 985 2.33085907## 986 2.32710567## 987 2.31485774## 988 2.31485774## 989 2.30999460## 990 2.29872633## 991 2.28479466## 992 2.27919467## 993 2.27264149## 994 2.26892803## 995 2.25974208## 996 2.24399475## 997 2.23218425## 998 2.22951737## 999 2.22210212## 1000 2.21759481## 1001 2.21759481## 1002 2.21339482## 1003 2.21075039## 1004 2.20579910## 1005 2.20462642## 1006 2.15599496## 1007 2.15257274## 1008 2.14951076## 1009 2.14951076## 1010 2.14547791## 1011 2.14199499## 1012 2.13895670## 1013 2.13179501## 1014 2.12817567## 1015 2.12519503## 1016 2.09439510## 1017 2.09439510## 1018 2.09439510## 1019 2.07211430## 1020 2.07059516## 1021 2.06885370## 1022 2.06683727## 1023 2.03927944## 1024 2.03621746## 1025 2.03279525## 1026 2.03279525## 1027 2.02683397## 1028 2.01959528## 1029 2.00527191## 1030 1.99919533## 1031 1.99222949## 1032 1.98416378## 1033 1.98416378## 1034 1.97803982## 1035 1.97119539## 1036 1.94039546## 1037 1.93842951## 1038 1.92904812## 1039 1.92779549## 1040 1.92549227## 1041 1.91986218## 1042 1.91560528## 1043 1.90959553## 1044 1.90739554## 1045 1.90149029## 1046 1.87393246## 1047 1.87158711## 1048 1.86168454## 1049 1.85639566## 1050 1.84799568## 1051 1.84799568## 1052 1.83898107## 1053 1.82415057## 1054 1.81881680## 1055 1.81881680## 1056 1.80474472## 1057 1.80350689## 1058 1.79519580## 1059 1.78639582## 1060 1.78499583## 1061 1.76370114## 1062 1.76235685## 1063 1.75559589## 1064 1.74532925## 1065 1.73790232## 1066 1.73614331## 1067 1.72479597## 1068 1.72280887## 1069 1.71359599## 1070 1.70858548## 1071 1.68715161## 1072 1.68573264## 1073 1.68299606## 1074 1.67105992## 1075 1.66319611## 1076 1.66319611## 1077 1.65346982## 1078 1.65346982## 1079 1.64219616## 1080 1.62897397## 1081 1.62146718## 1082 1.60910843## 1083 1.60421753## 1084 1.60159625## 1085 1.59835416## 1086 1.57079633## 1087 1.57079633## 1088 1.57079633## 1089 1.57079633## 1090 1.57079633## 1091 1.54323850## 1092 1.53999640## 1093 1.53737513## 1094 1.53248422## 1095 1.52012548## 1096 1.51261869## 1097 1.49939649## 1098 1.48812284## 1099 1.48812284## 1100 1.47839654## 1101 1.47839654## 1102 1.47053273## 1103 1.45859659## 1104 1.45586001## 1105 1.45444104## 1106 1.43300718## 1107 1.42799666## 1108 1.41878378## 1109 1.41679669## 1110 1.40544935## 1111 1.40369033## 1112 1.39626340## 1113 1.38599676## 1114 1.37923580## 1115 1.37789151## 1116 1.35659683## 1117 1.35519683## 1118 1.34639685## 1119 1.33808576## 1120 1.33684794## 1121 1.32277585## 1122 1.32277585## 1123 1.31744208## 1124 1.30261159## 1125 1.29359698## 1126 1.29359698## 1127 1.28519699## 1128 1.27990812## 1129 1.27000554## 1130 1.26766019## 1131 1.24010236## 1132 1.23419711## 1133 1.23199712## 1134 1.22598738## 1135 1.22173048## 1136 1.21610038## 1137 1.21379716## 1138 1.21254453## 1139 1.20316314## 1140 1.20119719## 1141 1.17039726## 1142 1.16355283## 1143 1.15742887## 1144 1.15742887## 1145 1.14936317## 1146 1.14239733## 1147 1.13632075## 1148 1.12199738## 1149 1.11475868## 1150 1.10879741## 1151 1.10879741## 1152 1.10537519## 1153 1.10231321## 1154 1.07475538## 1155 1.07273895## 1156 1.07099750## 1157 1.06947835## 1158 1.04719755## 1159 1.04719755## 1160 1.04719755## 1161 1.01639762## 1162 1.01341699## 1163 1.00979764## 1164 1.00263595## 1165 0.99959766## 1166 0.99611474## 1167 0.99208189## 1168 0.99208189## 1169 0.98901991## 1170 0.98559770## 1171 0.93696623## 1172 0.93579356## 1173 0.93084227## 1174 0.92819783## 1175 0.92399784## 1176 0.92399784## 1177 0.91949053## 1178 0.91207529## 1179 0.90940840## 1180 0.89759790## 1181 0.88185057## 1182 0.87266463## 1183 0.86895116## 1184 0.86239798## 1185 0.85679800## 1186 0.84286632## 1187 0.83159806## 1188 0.82673491## 1189 0.82673491## 1190 0.81448698## 1191 0.81073359## 1192 0.80210876## 1193 0.80079813## 1194 0.78539816## 1195 0.78539816## 1196 0.77161925## 1197 0.76624211## 1198 0.75630934## 1199 0.74406142## 1200 0.73919827## 1201 0.73919827## 1202 0.73526637## 1203 0.71650359## 1204 0.71399833## 1205 0.70939189## 1206 0.69813170## 1207 0.68961790## 1208 0.67759842## 1209 0.67319843## 1210 0.66842397## 1211 0.66138793## 1212 0.66138793## 1213 0.64679849## 1214 0.64259850## 1215 0.63995406## 1216 0.61599856## 1217 0.61299369## 1218 0.60805019## 1219 0.60627227## 1220 0.60158157## 1221 0.58177642## 1222 0.57871444## 1223 0.57119866## 1224 0.56099869## 1225 0.55439870## 1226 0.55439870## 1227 0.55115661## 1228 0.53636948## 1229 0.53473918## 1230 0.52359878## 1231 0.50670849## 1232 0.49979883## 1233 0.49604095## 1234 0.49604095## 1235 0.49279885## 1236 0.46789678## 1237 0.46542113## 1238 0.46199892## 1239 0.45974527## 1240 0.44879895## 1241 0.44092528## 1242 0.43119899## 1243 0.42839900## 1244 0.41336745## 1245 0.40724349## 1246 0.40536679## 1247 0.40105438## 1248 0.38580962## 1249 0.38312106## 1250 0.36959914## 1251 0.36959914## 1252 0.35699917## 1253 0.34906585## 1254 0.33659921## 1255 0.33421198## 1256 0.33069396## 1257 0.33069396## 1258 0.30799928## 1259 0.30649684## 1260 0.30402510## 1261 0.29088821## 1262 0.28559933## 1263 0.27719935## 1264 0.27557830## 1265 0.26736959## 1266 0.24802047## 1267 0.24639942## 1268 0.23271057## 1269 0.22987263## 1270 0.22439948## 1271 0.22046264## 1272 0.21419950## 1273 0.20268340## 1274 0.20052719## 1275 0.18479957## 1276 0.18479957## 1277 0.17453293## 1278 0.16534698## 1279 0.16534698## 1280 0.15324842## 1281 0.14279967## 1282 0.13368479## 1283 0.12319971## 1284 0.11635528## 1285 0.11219974## 1286 0.11023132## 1287 0.10134170## 1288 0.09239978## 1289 0.08267349## 1290 0.07662421## 1291 0.07139983## 1292 0.06684240## 1293 0.06159986## 1294 0.05817764## 1295 0.05511566## 1296 0.00000000## 1297 0.00000000## 1298 0.00000000## 1299 0.00000000## 1300 0.00000000## 1301 0.00000000## 1302 0.00000000## 1303 0.00000000## 1304 0.00000000## 1305 0.00000000## 1306 3.14159265## 1307 3.14159265## 1308 3.14159265## 1309 3.14159265## 1310 3.14159265## 1311 3.14159265## 1312 3.14159265## 1313 3.14159265## 1314 3.14159265## 1315 3.14159265## 1316 3.08647699## 1317 3.08341501## 1318 3.07876080## 1319 3.07475026## 1320 3.07019282## 1321 3.06496844## 1322 3.05891916## 1323 3.04919287## 1324 3.04025096## 1325 3.03136133## 1326 3.02939292## 1327 3.02523737## 1328 3.01592895## 1329 3.00790786## 1330 2.99879299## 1331 2.98834423## 1332 2.97624567## 1333 2.97624567## 1334 2.96705973## 1335 2.95679309## 1336 2.95309709## 1337 2.94106546## 1338 2.93890926## 1339 2.92739315## 1340 2.92113001## 1341 2.91719318## 1342 2.91172002## 1343 2.90888209## 1344 2.89357218## 1345 2.89026524## 1346 2.87422307## 1347 2.86601435## 1348 2.86439330## 1349 2.85599332## 1350 2.85070444## 1351 2.83756756## 1352 2.83509581## 1353 2.82743339## 1354 2.81089869## 1355 2.81089869## 1356 2.80738067## 1357 2.80499344## 1358 2.79252680## 1359 2.78459349## 1360 2.77199352## 1361 2.76460154## 1362 2.75847160## 1363 2.75578303## 1364 2.74053827## 1365 2.73622586## 1366 2.73434916## 1367 2.72822520## 1368 2.71319366## 1369 2.70176968## 1370 2.70066737## 1371 2.69279370## 1372 2.68184739## 1373 2.67959373## 1374 2.67617152## 1375 2.67369588## 1376 2.64555171## 1377 2.64555171## 1378 2.64179382## 1379 2.63893783## 1380 2.63488416## 1381 2.61799388## 1382 2.60685348## 1383 2.60522318## 1384 2.59043605## 1385 2.58719395## 1386 2.58059397## 1387 2.57610598## 1388 2.57039399## 1389 2.56287822## 1390 2.55981624## 1391 2.54001108## 1392 2.53532039## 1393 2.53354246## 1394 2.52859897## 1395 2.51327412## 1396 2.50163859## 1397 2.49899416## 1398 2.49479417## 1399 2.48020473## 1400 2.48020473## 1401 2.47316868## 1402 2.46839423## 1403 2.45197475## 1404 2.45044227## 1405 2.44346095## 1406 2.43220076## 1407 2.42759432## 1408 2.42508907## 1409 2.40632629## 1410 2.40239438## 1411 2.39753124## 1412 2.38761042## 1413 2.38528331## 1414 2.37535054## 1415 2.36997341## 1416 2.35619449## 1417 2.35619449## 1418 2.33948389## 1419 2.33085907## 1420 2.32710567## 1421 2.32477856## 1422 2.31485774## 1423 2.31485774## 1424 2.30999460## 1425 2.29872633## 1426 2.28479466## 1427 2.27264149## 1428 2.26892803## 1429 2.26194671## 1430 2.25974208## 1431 2.24399475## 1432 2.23218425## 1433 2.22951737## 1434 2.22210212## 1435 2.21759481## 1436 2.21339482## 1437 2.21075039## 1438 2.20579910## 1439 2.20462642## 1440 2.19911486## 1441 2.15257274## 1442 2.14951076## 1443 2.14951076## 1444 2.14547791## 1445 2.14199499## 1446 2.13895670## 1447 2.13628300## 1448 2.13179501## 1449 2.12817567## 1450 2.12519503## 1451 2.09439510## 1452 2.09439510## 1453 2.07345115## 1454 2.07211430## 1455 2.07059516## 1456 2.06885370## 1457 2.06683727## 1458 2.03927944## 1459 2.03621746## 1460 2.03279525## 1461 2.02683397## 1462 2.01959528## 1463 2.01061930## 1464 2.00527191## 1465 1.99919533## 1466 1.99222949## 1467 1.98416378## 1468 1.98416378## 1469 1.97803982## 1470 1.94778745## 1471 1.94039546## 1472 1.93842951## 1473 1.92904812## 1474 1.92779549## 1475 1.92549227## 1476 1.91986218## 1477 1.91560528## 1478 1.90739554## 1479 1.90149029## 1480 1.88495559## 1481 1.87393246## 1482 1.87158711## 1483 1.86168454## 1484 1.85639566## 1485 1.84799568## 1486 1.83898107## 1487 1.82415057## 1488 1.82212374## 1489 1.81881680## 1490 1.81881680## 1491 1.80474472## 1492 1.80350689## 1493 1.79519580## 1494 1.78499583## 1495 1.76370114## 1496 1.76235685## 1497 1.75929189## 1498 1.75559589## 1499 1.74532925## 1500 1.73790232## 1501 1.73614331## 1502 1.72280887## 1503 1.71359599## 1504 1.70858548## 1505 1.69646003## 1506 1.68715161## 1507 1.68573264## 1508 1.68299606## 1509 1.67105992## 1510 1.66319611## 1511 1.65346982## 1512 1.65346982## 1513 1.64219616## 1514 1.63362818## 1515 1.62897397## 1516 1.62146718## 1517 1.60910843## 1518 1.60421753## 1519 1.59835416## 1520 1.57079633## 1521 1.57079633## 1522 1.57079633## 1523 1.57079633## 1524 1.57079633## 1525 1.57079633## 1526 1.54323850## 1527 1.53737513## 1528 1.53248422## 1529 1.52012548## 1530 1.51261869## 1531 1.50796447## 1532 1.49939649## 1533 1.48812284## 1534 1.48812284## 1535 1.47839654## 1536 1.47053273## 1537 1.45859659## 1538 1.45586001## 1539 1.45444104## 1540 1.44513262## 1541 1.43300718## 1542 1.42799666## 1543 1.41878378## 1544 1.40544935## 1545 1.40369033## 1546 1.39626340## 1547 1.38599676## 1548 1.38230077## 1549 1.37923580## 1550 1.37789151## 1551 1.35659683## 1552 1.34639685## 1553 1.33808576## 1554 1.33684794## 1555 1.32277585## 1556 1.32277585## 1557 1.31946891## 1558 1.31744208## 1559 1.30261159## 1560 1.29359698## 1561 1.28519699## 1562 1.27990812## 1563 1.27000554## 1564 1.26766019## 1565 1.25663706## 1566 1.24010236## 1567 1.23419711## 1568 1.22598738## 1569 1.22173048## 1570 1.21610038## 1571 1.21379716## 1572 1.21254453## 1573 1.20316314## 1574 1.20119719## 1575 1.19380521## 1576 1.16355283## 1577 1.15742887## 1578 1.15742887## 1579 1.14936317## 1580 1.14239733## 1581 1.13632075## 1582 1.13097336## 1583 1.12199738## 1584 1.11475868## 1585 1.10879741## 1586 1.10537519## 1587 1.10231321## 1588 1.07475538## 1589 1.07273895## 1590 1.07099750## 1591 1.06947835## 1592 1.06814150## 1593 1.04719755## 1594 1.04719755## 1595 1.01639762## 1596 1.01341699## 1597 1.00979764## 1598 1.00530965## 1599 1.00263595## 1600 0.99959766## 1601 0.99611474## 1602 0.99208189## 1603 0.99208189## 1604 0.98901991## 1605 0.94247780## 1606 0.93696623## 1607 0.93579356## 1608 0.93084227## 1609 0.92819783## 1610 0.92399784## 1611 0.91949053## 1612 0.91207529## 1613 0.90940840## 1614 0.89759790## 1615 0.88185057## 1616 0.87964594## 1617 0.87266463## 1618 0.86895116## 1619 0.85679800## 1620 0.84286632## 1621 0.83159806## 1622 0.82673491## 1623 0.82673491## 1624 0.81681409## 1625 0.81448698## 1626 0.81073359## 1627 0.80210876## 1628 0.78539816## 1629 0.78539816## 1630 0.77161925## 1631 0.76624211## 1632 0.75630934## 1633 0.75398224## 1634 0.74406142## 1635 0.73919827## 1636 0.73526637## 1637 0.71650359## 1638 0.71399833## 1639 0.70939189## 1640 0.69813170## 1641 0.69115038## 1642 0.68961790## 1643 0.67319843## 1644 0.66842397## 1645 0.66138793## 1646 0.66138793## 1647 0.64679849## 1648 0.64259850## 1649 0.63995406## 1650 0.62831853## 1651 0.61299369## 1652 0.60805019## 1653 0.60627227## 1654 0.60158157## 1655 0.58177642## 1656 0.57871444## 1657 0.57119866## 1658 0.56548668## 1659 0.56099869## 1660 0.55439870## 1661 0.55115661## 1662 0.53636948## 1663 0.53473918## 1664 0.52359878## 1665 0.50670849## 1666 0.50265482## 1667 0.49979883## 1668 0.49604095## 1669 0.49604095## 1670 0.46789678## 1671 0.46542113## 1672 0.46199892## 1673 0.45974527## 1674 0.44879895## 1675 0.44092528## 1676 0.43982297## 1677 0.42839900## 1678 0.41336745## 1679 0.40724349## 1680 0.40536679## 1681 0.40105438## 1682 0.38580962## 1683 0.38312106## 1684 0.37699112## 1685 0.36959914## 1686 0.35699917## 1687 0.34906585## 1688 0.33659921## 1689 0.33421198## 1690 0.33069396## 1691 0.33069396## 1692 0.31415927## 1693 0.30649684## 1694 0.30402510## 1695 0.29088821## 1696 0.28559933## 1697 0.27719935## 1698 0.27557830## 1699 0.26736959## 1700 0.25132741## 1701 0.24802047## 1702 0.23271057## 1703 0.22987263## 1704 0.22439948## 1705 0.22046264## 1706 0.21419950## 1707 0.20268340## 1708 0.20052719## 1709 0.18849556## 1710 0.18479957## 1711 0.17453293## 1712 0.16534698## 1713 0.16534698## 1714 0.15324842## 1715 0.14279967## 1716 0.13368479## 1717 0.12566371## 1718 0.11635528## 1719 0.11219974## 1720 0.11023132## 1721 0.10134170## 1722 0.09239978## 1723 0.08267349## 1724 0.07662421## 1725 0.07139983## 1726 0.06684240## 1727 0.06283185## 1728 0.05817764## 1729 0.05511566## 1730 0.00000000## 1731 0.00000000## 1732 0.00000000## 1733 0.00000000## 1734 0.00000000## 1735 0.00000000## 1736 0.00000000## 1737 0.00000000## 1738 0.00000000## 1739 0.0000000010 / 24
election_data %>% filter(country == "USA" & house == "Representatives") %>% group_split(year) %>% map_dfr( ~ggparliament::parliament_data(., party_seats = .$seats, parl_rows = 10, type = "semicircle") ) %>% select(-c(country, house, party_long, seats) ) %>% ggplot(aes(x, y))
10 / 24
election_data %>% filter(country == "USA" & house == "Representatives") %>% group_split(year) %>% map_dfr( ~ggparliament::parliament_data(., party_seats = .$seats, parl_rows = 10, type = "semicircle") ) %>% select(-c(country, house, party_long, seats) ) %>% ggplot(aes(x, y)) + facet_wrap(~year, nrow = 2)
10 / 24
election_data %>% filter(country == "USA" & house == "Representatives") %>% group_split(year) %>% map_dfr( ~ggparliament::parliament_data(., party_seats = .$seats, parl_rows = 10, type = "semicircle") ) %>% select(-c(country, house, party_long, seats) ) %>% ggplot(aes(x, y)) + facet_wrap(~year, nrow = 2) + ggparliament::theme_ggparliament()
10 / 24
election_data %>% filter(country == "USA" & house == "Representatives") %>% group_split(year) %>% map_dfr( ~ggparliament::parliament_data(., party_seats = .$seats, parl_rows = 10, type = "semicircle") ) %>% select(-c(country, house, party_long, seats) ) %>% ggplot(aes(x, y)) + facet_wrap(~year, nrow = 2) + ggparliament::theme_ggparliament() + ggparliament::geom_parliament_seats( size = 1, aes(colour = party_short) )
10 / 24
election_data %>% filter(country == "USA" & house == "Representatives") %>% group_split(year) %>% map_dfr( ~ggparliament::parliament_data(., party_seats = .$seats, parl_rows = 10, type = "semicircle") ) %>% select(-c(country, house, party_long, seats) ) %>% ggplot(aes(x, y)) + facet_wrap(~year, nrow = 2) + ggparliament::theme_ggparliament() + ggparliament::geom_parliament_seats( size = 1, aes(colour = party_short) ) + theme(legend.position = 'bottom')
10 / 24
election_data %>% filter(country == "USA" & house == "Representatives") %>% group_split(year) %>% map_dfr( ~ggparliament::parliament_data(., party_seats = .$seats, parl_rows = 10, type = "semicircle") ) %>% select(-c(country, house, party_long, seats) ) %>% ggplot(aes(x, y)) + facet_wrap(~year, nrow = 2) + ggparliament::theme_ggparliament() + ggparliament::geom_parliament_seats( size = 1, aes(colour = party_short) ) + theme(legend.position = 'bottom') + ggparliament::geom_highlight_government( government == 1, size = 1.1, colour = "grey" )
10 / 24
election_data %>% filter(country == "USA" & house == "Representatives") %>% group_split(year) %>% map_dfr( ~ggparliament::parliament_data(., party_seats = .$seats, parl_rows = 10, type = "semicircle") ) %>% select(-c(country, house, party_long, seats) ) %>% ggplot(aes(x, y)) + facet_wrap(~year, nrow = 2) + ggparliament::theme_ggparliament() + ggparliament::geom_parliament_seats( size = 1, aes(colour = party_short) ) + theme(legend.position = 'bottom') + ggparliament::geom_highlight_government( government == 1, size = 1.1, colour = "grey" ) + labs(colour = NULL, title = "American Congress", subtitle = "The party that has control of Congress is highlighted in grey." )
10 / 24
election_data %>% filter(country == "USA" & house == "Representatives") %>% group_split(year) %>% map_dfr( ~ggparliament::parliament_data(., party_seats = .$seats, parl_rows = 10, type = "semicircle") ) %>% select(-c(country, house, party_long, seats) ) %>% ggplot(aes(x, y)) + facet_wrap(~year, nrow = 2) + ggparliament::theme_ggparliament() + ggparliament::geom_parliament_seats( size = 1, aes(colour = party_short) ) + theme(legend.position = 'bottom') + ggparliament::geom_highlight_government( government == 1, size = 1.1, colour = "grey" ) + labs(colour = NULL, title = "American Congress", subtitle = "The party that has control of Congress is highlighted in grey." ) + scale_colour_manual(values = c("#E81B23","#3333FF"), limits = c("GOP", "Dem"))
10 / 24
Visualising legislatures with ggparliament
11 / 24
Visualising legislatures with ggparliament
class: split-40 count: false
australia <- ggparliament::election_data12 / 24
australia <- ggparliament::election_data %>% filter(country == "Australia" & house == "Representatives" & year == 2016)12 / 24
australia <- ggparliament::election_data %>% filter(country == "Australia" & house == "Representatives" & year == 2016) ggparliament::parliament_data( election_data = australia, party_seats = australia$seats, parl_rows = 4, type = "horseshoe")## year country house party_long party_short seats## 1 2016 Australia Representatives Labour Lab 69## 1.1 2016 Australia Representatives Labour Lab 69## 1.2 2016 Australia Representatives Labour Lab 69## 1.3 2016 Australia Representatives Labour Lab 69## 1.4 2016 Australia Representatives Labour Lab 69## 1.5 2016 Australia Representatives Labour Lab 69## 1.6 2016 Australia Representatives Labour Lab 69## 1.7 2016 Australia Representatives Labour Lab 69## 1.8 2016 Australia Representatives Labour Lab 69## 1.9 2016 Australia Representatives Labour Lab 69## 1.10 2016 Australia Representatives Labour Lab 69## 1.11 2016 Australia Representatives Labour Lab 69## 1.12 2016 Australia Representatives Labour Lab 69## 1.13 2016 Australia Representatives Labour Lab 69## 1.14 2016 Australia Representatives Labour Lab 69## 1.15 2016 Australia Representatives Labour Lab 69## 1.16 2016 Australia Representatives Labour Lab 69## 1.17 2016 Australia Representatives Labour Lab 69## 1.18 2016 Australia Representatives Labour Lab 69## 1.19 2016 Australia Representatives Labour Lab 69## 1.20 2016 Australia Representatives Labour Lab 69## 1.21 2016 Australia Representatives Labour Lab 69## 1.22 2016 Australia Representatives Labour Lab 69## 1.23 2016 Australia Representatives Labour Lab 69## 1.24 2016 Australia Representatives Labour Lab 69## 1.25 2016 Australia Representatives Labour Lab 69## 1.26 2016 Australia Representatives Labour Lab 69## 1.27 2016 Australia Representatives Labour Lab 69## 1.28 2016 Australia Representatives Labour Lab 69## 1.29 2016 Australia Representatives Labour Lab 69## 1.30 2016 Australia Representatives Labour Lab 69## 1.31 2016 Australia Representatives Labour Lab 69## 1.32 2016 Australia Representatives Labour Lab 69## 1.33 2016 Australia Representatives Labour Lab 69## 1.34 2016 Australia Representatives Labour Lab 69## 1.35 2016 Australia Representatives Labour Lab 69## 1.36 2016 Australia Representatives Labour Lab 69## 1.37 2016 Australia Representatives Labour Lab 69## 1.38 2016 Australia Representatives Labour Lab 69## 1.39 2016 Australia Representatives Labour Lab 69## 1.40 2016 Australia Representatives Labour Lab 69## 1.41 2016 Australia Representatives Labour Lab 69## 1.42 2016 Australia Representatives Labour Lab 69## 1.43 2016 Australia Representatives Labour Lab 69## 1.44 2016 Australia Representatives Labour Lab 69## 1.45 2016 Australia Representatives Labour Lab 69## 1.46 2016 Australia Representatives Labour Lab 69## 1.47 2016 Australia Representatives Labour Lab 69## 1.48 2016 Australia Representatives Labour Lab 69## 1.49 2016 Australia Representatives Labour Lab 69## 1.50 2016 Australia Representatives Labour Lab 69## 1.51 2016 Australia Representatives Labour Lab 69## 1.52 2016 Australia Representatives Labour Lab 69## 1.53 2016 Australia Representatives Labour Lab 69## 1.54 2016 Australia Representatives Labour Lab 69## 1.55 2016 Australia Representatives Labour Lab 69## 1.56 2016 Australia Representatives Labour Lab 69## 1.57 2016 Australia Representatives Labour Lab 69## 1.58 2016 Australia Representatives Labour Lab 69## 1.59 2016 Australia Representatives Labour Lab 69## 1.60 2016 Australia Representatives Labour Lab 69## 1.61 2016 Australia Representatives Labour Lab 69## 1.62 2016 Australia Representatives Labour Lab 69## 1.63 2016 Australia Representatives Labour Lab 69## 1.64 2016 Australia Representatives Labour Lab 69## 1.65 2016 Australia Representatives Labour Lab 69## 1.66 2016 Australia Representatives Labour Lab 69## 1.67 2016 Australia Representatives Labour Lab 69## 1.68 2016 Australia Representatives Labour Lab 69## 2 2016 Australia Representatives Greens Green 1## 3 2016 Australia Representatives Xenophon Team Xenophon 1## 4 2016 Australia Representatives Independent Ind 2## 4.1 2016 Australia Representatives Independent Ind 2## 5 2016 Australia Representatives Katter's Australian Katter 1## 6 2016 Australia Representatives Liberal Lib 45## 6.1 2016 Australia Representatives Liberal Lib 45## 6.2 2016 Australia Representatives Liberal Lib 45## 6.3 2016 Australia Representatives Liberal Lib 45## 6.4 2016 Australia Representatives Liberal Lib 45## 6.5 2016 Australia Representatives Liberal Lib 45## 6.6 2016 Australia Representatives Liberal Lib 45## 6.7 2016 Australia Representatives Liberal Lib 45## 6.8 2016 Australia Representatives Liberal Lib 45## 6.9 2016 Australia Representatives Liberal Lib 45## 6.10 2016 Australia Representatives Liberal Lib 45## 6.11 2016 Australia Representatives Liberal Lib 45## 6.12 2016 Australia Representatives Liberal Lib 45## 6.13 2016 Australia Representatives Liberal Lib 45## 6.14 2016 Australia Representatives Liberal Lib 45## 6.15 2016 Australia Representatives Liberal Lib 45## 6.16 2016 Australia Representatives Liberal Lib 45## 6.17 2016 Australia Representatives Liberal Lib 45## 6.18 2016 Australia Representatives Liberal Lib 45## 6.19 2016 Australia Representatives Liberal Lib 45## 6.20 2016 Australia Representatives Liberal Lib 45## 6.21 2016 Australia Representatives Liberal Lib 45## 6.22 2016 Australia Representatives Liberal Lib 45## 6.23 2016 Australia Representatives Liberal Lib 45## 6.24 2016 Australia Representatives Liberal Lib 45## 6.25 2016 Australia Representatives Liberal Lib 45## 6.26 2016 Australia Representatives Liberal Lib 45## 6.27 2016 Australia Representatives Liberal Lib 45## 6.28 2016 Australia Representatives Liberal Lib 45## 6.29 2016 Australia Representatives Liberal Lib 45## 6.30 2016 Australia Representatives Liberal Lib 45## 6.31 2016 Australia Representatives Liberal Lib 45## 6.32 2016 Australia Representatives Liberal Lib 45## 6.33 2016 Australia Representatives Liberal Lib 45## 6.34 2016 Australia Representatives Liberal Lib 45## 6.35 2016 Australia Representatives Liberal Lib 45## 6.36 2016 Australia Representatives Liberal Lib 45## 6.37 2016 Australia Representatives Liberal Lib 45## 6.38 2016 Australia Representatives Liberal Lib 45## 6.39 2016 Australia Representatives Liberal Lib 45## 6.40 2016 Australia Representatives Liberal Lib 45## 6.41 2016 Australia Representatives Liberal Lib 45## 6.42 2016 Australia Representatives Liberal Lib 45## 6.43 2016 Australia Representatives Liberal Lib 45## 6.44 2016 Australia Representatives Liberal Lib 45## 7 2016 Australia Representatives Liberal National LNP 21## 7.1 2016 Australia Representatives Liberal National LNP 21## 7.2 2016 Australia Representatives Liberal National LNP 21## 7.3 2016 Australia Representatives Liberal National LNP 21## 7.4 2016 Australia Representatives Liberal National LNP 21## 7.5 2016 Australia Representatives Liberal National LNP 21## 7.6 2016 Australia Representatives Liberal National LNP 21## 7.7 2016 Australia Representatives Liberal National LNP 21## 7.8 2016 Australia Representatives Liberal National LNP 21## 7.9 2016 Australia Representatives Liberal National LNP 21## 7.10 2016 Australia Representatives Liberal National LNP 21## 7.11 2016 Australia Representatives Liberal National LNP 21## 7.12 2016 Australia Representatives Liberal National LNP 21## 7.13 2016 Australia Representatives Liberal National LNP 21## 7.14 2016 Australia Representatives Liberal National LNP 21## 7.15 2016 Australia Representatives Liberal National LNP 21## 7.16 2016 Australia Representatives Liberal National LNP 21## 7.17 2016 Australia Representatives Liberal National LNP 21## 7.18 2016 Australia Representatives Liberal National LNP 21## 7.19 2016 Australia Representatives Liberal National LNP 21## 7.20 2016 Australia Representatives Liberal National LNP 21## 8 2016 Australia Representatives National Nat 10## 8.1 2016 Australia Representatives National Nat 10## 8.2 2016 Australia Representatives National Nat 10## 8.3 2016 Australia Representatives National Nat 10## 8.4 2016 Australia Representatives National Nat 10## 8.5 2016 Australia Representatives National Nat 10## 8.6 2016 Australia Representatives National Nat 10## 8.7 2016 Australia Representatives National Nat 10## 8.8 2016 Australia Representatives National Nat 10## 8.9 2016 Australia Representatives National Nat 10## government colour x y row theta## 1 0 #F00011 -1.000000e+01 1.224647e-15 4 3.14159265## 1.1 0 #F00011 -9.333333e+00 1.143004e-15 3 3.14159265## 1.2 0 #F00011 -8.666667e+00 1.061361e-15 2 3.14159265## 1.3 0 #F00011 -8.000000e+00 9.797174e-16 1 3.14159265## 1.4 0 #F00011 -9.970658e+00 7.654925e-01 4 3.06496844## 1.5 0 #F00011 -9.301455e+00 7.707406e-01 3 3.05891916## 1.6 0 #F00011 -8.631777e+00 7.768740e-01 2 3.05183286## 1.7 0 #F00011 -7.961478e+00 7.841371e-01 1 3.04341788## 1.8 0 #F00011 -9.882804e+00 1.526493e+00 4 2.98834423## 1.9 0 #F00011 -9.206039e+00 1.536216e+00 3 2.97624567## 1.10 0 #F00011 -8.527390e+00 1.547493e+00 2 2.96207307## 1.11 0 #F00011 -7.846282e+00 1.560723e+00 1 2.94524311## 1.12 0 #F00011 -9.736954e+00 2.278535e+00 4 2.91172002## 1.13 0 #F00011 -9.047736e+00 2.291198e+00 3 2.89357218## 1.14 0 #F00011 -8.354345e+00 2.305653e+00 2 2.87231328## 1.15 0 #F00011 -7.655523e+00 2.322277e+00 1 2.84706834## 1.16 0 #F00011 -9.533964e+00 3.017206e+00 4 2.83509581## 1.17 0 #F00011 -8.827628e+00 3.030528e+00 3 2.81089869## 1.18 0 #F00011 -8.114036e+00 3.045248e+00 2 2.78255349## 1.19 0 #F00011 -9.275025e+00 3.738171e+00 4 2.75847160## 1.20 0 #F00011 -7.391036e+00 3.061467e+00 1 2.74889357## 1.21 0 #F00011 -8.547218e+00 3.749157e+00 3 2.72822520## 1.22 0 #F00011 -7.808397e+00 3.760326e+00 2 2.69279370## 1.23 0 #F00011 -8.961656e+00 4.437198e+00 4 2.68184739## 1.24 0 #F00011 -7.055370e+00 3.771174e+00 1 2.65071880## 1.25 0 #F00011 -8.208422e+00 4.442176e+00 3 2.64555171## 1.26 0 #F00011 -8.595696e+00 5.110187e+00 4 2.60522318## 1.27 0 #F00011 -7.439890e+00 4.445127e+00 2 2.60303391## 1.28 0 #F00011 -7.813554e+00 5.104849e+00 3 2.56287822## 1.29 0 #F00011 -6.651757e+00 4.444562e+00 1 2.55254403## 1.30 0 #F00011 -8.179294e+00 5.753187e+00 4 2.52859897## 1.31 0 #F00011 -7.011481e+00 5.094139e+00 2 2.51327412## 1.32 0 #F00011 -7.365311e+00 5.732652e+00 3 2.48020473## 1.33 0 #F00011 -6.184084e+00 5.075146e+00 1 2.45436926## 1.34 0 #F00011 -7.714892e+00 6.362424e+00 4 2.45197475## 1.35 0 #F00011 -6.526619e+00 5.702136e+00 2 2.42351433## 1.36 0 #F00011 -6.866756e+00 6.321295e+00 3 2.39753124## 1.37 0 #F00011 -7.205216e+00 6.934325e+00 4 2.37535054## 1.38 0 #F00011 -5.656854e+00 5.656854e+00 1 2.35619449## 1.39 0 #F00011 -5.989210e+00 6.264222e+00 2 2.33375454## 1.40 0 #F00011 -6.321295e+00 6.866756e+00 3 2.31485774## 1.41 0 #F00011 -6.653257e+00 7.465532e+00 4 2.29872633## 1.42 0 #F00011 -5.075146e+00 6.184084e+00 1 2.25801972## 1.43 0 #F00011 -5.403578e+00 6.775873e+00 2 2.24399475## 1.44 0 #F00011 -5.732652e+00 7.365311e+00 3 2.23218425## 1.45 0 #F00011 -6.062254e+00 7.952929e+00 4 2.22210212## 1.46 0 #F00011 -4.444562e+00 6.651757e+00 1 2.15984495## 1.47 0 #F00011 -4.774441e+00 7.232968e+00 2 2.15423496## 1.48 0 #F00011 -5.104849e+00 7.813554e+00 3 2.14951076## 1.49 0 #F00011 -5.435676e+00 8.393654e+00 4 2.14547791## 1.50 0 #F00011 -4.777198e+00 8.785123e+00 4 2.06885370## 1.51 0 #F00011 -4.442176e+00 8.208422e+00 3 2.06683727## 1.52 0 #F00011 -4.106862e+00 7.631828e+00 2 2.06447517## 1.53 0 #F00011 -3.771174e+00 7.055370e+00 1 2.06167018## 1.54 0 #F00011 -4.090686e+00 9.125036e+00 4 1.99222949## 1.55 0 #F00011 -3.749157e+00 8.547218e+00 3 1.98416378## 1.56 0 #F00011 -3.406217e+00 7.969241e+00 2 1.97471538## 1.57 0 #F00011 -3.061467e+00 7.391036e+00 1 1.96349541## 1.58 0 #F00011 -3.380169e+00 9.411400e+00 4 1.91560528## 1.59 0 #F00011 -3.030528e+00 8.827628e+00 3 1.90149029## 1.60 0 #F00011 -2.678147e+00 8.242490e+00 2 1.88495559## 1.61 0 #F00011 -2.322277e+00 7.655523e+00 1 1.86532064## 1.62 0 #F00011 -2.649815e+00 9.642535e+00 4 1.83898107## 1.63 0 #F00011 -2.291198e+00 9.047736e+00 3 1.81881680## 1.64 0 #F00011 -1.928515e+00 8.449375e+00 2 1.79519580## 1.65 0 #F00011 -1.560723e+00 7.846282e+00 1 1.76714587## 1.66 0 #F00011 -1.903911e+00 9.817083e+00 4 1.76235685## 1.67 0 #F00011 -1.536216e+00 9.206039e+00 3 1.73614331## 1.68 0 #F00011 -1.163355e+00 8.588231e+00 2 1.70543601## 2 0 #10C25B -1.146834e+00 9.934021e+00 4 1.68573264## 3 0 #FF6300 -7.841371e-01 7.961478e+00 1 1.66897110## 4 0 #B8B8B8 -7.707406e-01 9.301455e+00 3 1.65346982## 4.1 0 #B8B8B8 -3.888285e-01 8.657940e+00 2 1.61567622## 5 0 #FE6F5E -3.830273e-01 9.992662e+00 4 1.60910843## 6 1 #080CAB 5.715018e-16 9.333333e+00 3 1.57079633## 6.1 1 #080CAB 4.898587e-16 8.000000e+00 1 1.57079633## 6.2 1 #080CAB 3.830273e-01 9.992662e+00 4 1.53248422## 6.3 1 #080CAB 3.888285e-01 8.657940e+00 2 1.52591643## 6.4 1 #080CAB 7.707406e-01 9.301455e+00 3 1.48812284## 6.5 1 #080CAB 7.841371e-01 7.961478e+00 1 1.47262156## 6.6 1 #080CAB 1.146834e+00 9.934021e+00 4 1.45586001## 6.7 1 #080CAB 1.163355e+00 8.588231e+00 2 1.43615664## 6.8 1 #080CAB 1.536216e+00 9.206039e+00 3 1.40544935## 6.9 1 #080CAB 1.903911e+00 9.817083e+00 4 1.37923580## 6.10 1 #080CAB 1.560723e+00 7.846282e+00 1 1.37444679## 6.11 1 #080CAB 1.928515e+00 8.449375e+00 2 1.34639685## 6.12 1 #080CAB 2.291198e+00 9.047736e+00 3 1.32277585## 6.13 1 #080CAB 2.649815e+00 9.642535e+00 4 1.30261159## 6.14 1 #080CAB 2.322277e+00 7.655523e+00 1 1.27627202## 6.15 1 #080CAB 2.678147e+00 8.242490e+00 2 1.25663706## 6.16 1 #080CAB 3.030528e+00 8.827628e+00 3 1.24010236## 6.17 1 #080CAB 3.380169e+00 9.411400e+00 4 1.22598738## 6.18 1 #080CAB 3.061467e+00 7.391036e+00 1 1.17809725## 6.19 1 #080CAB 3.406217e+00 7.969241e+00 2 1.16687727## 6.20 1 #080CAB 3.749157e+00 8.547218e+00 3 1.15742887## 6.21 1 #080CAB 4.090686e+00 9.125036e+00 4 1.14936317## 6.22 1 #080CAB 3.771174e+00 7.055370e+00 1 1.07992247## 6.23 1 #080CAB 4.106862e+00 7.631828e+00 2 1.07711748## 6.24 1 #080CAB 4.442176e+00 8.208422e+00 3 1.07475538## 6.25 1 #080CAB 4.777198e+00 8.785123e+00 4 1.07273895## 6.26 1 #080CAB 5.435676e+00 8.393654e+00 4 0.99611474## 6.27 1 #080CAB 5.104849e+00 7.813554e+00 3 0.99208189## 6.28 1 #080CAB 4.774441e+00 7.232968e+00 2 0.98735769## 6.29 1 #080CAB 4.444562e+00 6.651757e+00 1 0.98174770## 6.30 1 #080CAB 6.062254e+00 7.952929e+00 4 0.91949053## 6.31 1 #080CAB 5.732652e+00 7.365311e+00 3 0.90940840## 6.32 1 #080CAB 5.403578e+00 6.775873e+00 2 0.89759790## 6.33 1 #080CAB 5.075146e+00 6.184084e+00 1 0.88357293## 6.34 1 #080CAB 6.653257e+00 7.465532e+00 4 0.84286632## 6.35 1 #080CAB 6.321295e+00 6.866756e+00 3 0.82673491## 6.36 1 #080CAB 5.989210e+00 6.264222e+00 2 0.80783811## 6.37 1 #080CAB 5.656854e+00 5.656854e+00 1 0.78539816## 6.38 1 #080CAB 7.205216e+00 6.934325e+00 4 0.76624211## 6.39 1 #080CAB 6.866756e+00 6.321295e+00 3 0.74406142## 6.40 1 #080CAB 6.526619e+00 5.702136e+00 2 0.71807832## 6.41 1 #080CAB 7.714892e+00 6.362424e+00 4 0.68961790## 6.42 1 #080CAB 6.184084e+00 5.075146e+00 1 0.68722339## 6.43 1 #080CAB 7.365311e+00 5.732652e+00 3 0.66138793## 6.44 1 #080CAB 7.011481e+00 5.094139e+00 2 0.62831853## 7 1 #1456F1 8.179294e+00 5.753187e+00 4 0.61299369## 7.1 1 #1456F1 6.651757e+00 4.444562e+00 1 0.58904862## 7.2 1 #1456F1 7.813554e+00 5.104849e+00 3 0.57871444## 7.3 1 #1456F1 7.439890e+00 4.445127e+00 2 0.53855874## 7.4 1 #1456F1 8.595696e+00 5.110187e+00 4 0.53636948## 7.5 1 #1456F1 8.208422e+00 4.442176e+00 3 0.49604095## 7.6 1 #1456F1 7.055370e+00 3.771174e+00 1 0.49087385## 7.7 1 #1456F1 8.961656e+00 4.437198e+00 4 0.45974527## 7.8 1 #1456F1 7.808397e+00 3.760326e+00 2 0.44879895## 7.9 1 #1456F1 8.547218e+00 3.749157e+00 3 0.41336745## 7.10 1 #1456F1 7.391036e+00 3.061467e+00 1 0.39269908## 7.11 1 #1456F1 9.275025e+00 3.738171e+00 4 0.38312106## 7.12 1 #1456F1 8.114036e+00 3.045248e+00 2 0.35903916## 7.13 1 #1456F1 8.827628e+00 3.030528e+00 3 0.33069396## 7.14 1 #1456F1 9.533964e+00 3.017206e+00 4 0.30649684## 7.15 1 #1456F1 7.655523e+00 2.322277e+00 1 0.29452431## 7.16 1 #1456F1 8.354345e+00 2.305653e+00 2 0.26927937## 7.17 1 #1456F1 9.047736e+00 2.291198e+00 3 0.24802047## 7.18 1 #1456F1 9.736954e+00 2.278535e+00 4 0.22987263## 7.19 1 #1456F1 7.846282e+00 1.560723e+00 1 0.19634954## 7.20 1 #1456F1 8.527390e+00 1.547493e+00 2 0.17951958## 8 1 #008000 9.206039e+00 1.536216e+00 3 0.16534698## 8.1 1 #008000 9.882804e+00 1.526493e+00 4 0.15324842## 8.2 1 #008000 7.961478e+00 7.841371e-01 1 0.09817477## 8.3 1 #008000 8.631777e+00 7.768740e-01 2 0.08975979## 8.4 1 #008000 9.301455e+00 7.707406e-01 3 0.08267349## 8.5 1 #008000 9.970658e+00 7.654925e-01 4 0.07662421## 8.6 1 #008000 1.000000e+01 0.000000e+00 4 0.00000000## 8.7 1 #008000 9.333333e+00 0.000000e+00 3 0.00000000## 8.8 1 #008000 8.666667e+00 0.000000e+00 2 0.00000000## 8.9 1 #008000 8.000000e+00 0.000000e+00 1 0.0000000012 / 24
australia <- ggparliament::election_data %>% filter(country == "Australia" & house == "Representatives" & year == 2016) ggparliament::parliament_data( election_data = australia, party_seats = australia$seats, parl_rows = 4, type = "horseshoe") %>% ggplot(aes(x, y))
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australia <- ggparliament::election_data %>% filter(country == "Australia" & house == "Representatives" & year == 2016) ggparliament::parliament_data( election_data = australia, party_seats = australia$seats, parl_rows = 4, type = "horseshoe") %>% ggplot(aes(x, y)) + ggparliament::theme_ggparliament()
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australia <- ggparliament::election_data %>% filter(country == "Australia" & house == "Representatives" & year == 2016) ggparliament::parliament_data( election_data = australia, party_seats = australia$seats, parl_rows = 4, type = "horseshoe") %>% ggplot(aes(x, y)) + ggparliament::theme_ggparliament() + ggparliament::geom_parliament_seats( aes(colour = party_short) )
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australia <- ggparliament::election_data %>% filter(country == "Australia" & house == "Representatives" & year == 2016) ggparliament::parliament_data( election_data = australia, party_seats = australia$seats, parl_rows = 4, type = "horseshoe") %>% ggplot(aes(x, y)) + ggparliament::theme_ggparliament() + ggparliament::geom_parliament_seats( aes(colour = party_short) ) + scale_colour_manual(values = australia$colour, limits = australia$party_short)
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australia <- ggparliament::election_data %>% filter(country == "Australia" & house == "Representatives" & year == 2016) ggparliament::parliament_data( election_data = australia, party_seats = australia$seats, parl_rows = 4, type = "horseshoe") %>% ggplot(aes(x, y)) + ggparliament::theme_ggparliament() + ggparliament::geom_parliament_seats( aes(colour = party_short) ) + scale_colour_manual(values = australia$colour, limits = australia$party_short) + theme(legend.position = 'none')
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australia <- ggparliament::election_data %>% filter(country == "Australia" & house == "Representatives" & year == 2016) ggparliament::parliament_data( election_data = australia, party_seats = australia$seats, parl_rows = 4, type = "horseshoe") %>% ggplot(aes(x, y)) + ggparliament::theme_ggparliament() + ggparliament::geom_parliament_seats( aes(colour = party_short) ) + scale_colour_manual(values = australia$colour, limits = australia$party_short) + theme(legend.position = 'none') + ggparliament::draw_partylabels( type = "horseshoe", party_names = party_short, party_seats = seats, party_colours = colour)
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australia <- ggparliament::election_data %>% filter(country == "Australia" & house == "Representatives" & year == 2016) ggparliament::parliament_data( election_data = australia, party_seats = australia$seats, parl_rows = 4, type = "horseshoe") %>% ggplot(aes(x, y)) + ggparliament::theme_ggparliament() + ggparliament::geom_parliament_seats( aes(colour = party_short) ) + scale_colour_manual(values = australia$colour, limits = australia$party_short) + theme(legend.position = 'none') + ggparliament::draw_partylabels( type = "horseshoe", party_names = party_short, party_seats = seats, party_colours = colour) + ggparliament::draw_totalseats( n = 150, type = "horseshoe")
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australia <- ggparliament::election_data %>% filter(country == "Australia" & house == "Representatives" & year == 2016) ggparliament::parliament_data( election_data = australia, party_seats = australia$seats, parl_rows = 4, type = "horseshoe") %>% ggplot(aes(x, y)) + ggparliament::theme_ggparliament() + ggparliament::geom_parliament_seats( aes(colour = party_short) ) + scale_colour_manual(values = australia$colour, limits = australia$party_short) + theme(legend.position = 'none') + ggparliament::draw_partylabels( type = "horseshoe", party_names = party_short, party_seats = seats, party_colours = colour) + ggparliament::draw_totalseats( n = 150, type = "horseshoe") + labs(colour = NULL, title = "Australian House of Representatives, 2016 election" )
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australia <- ggparliament::election_data %>% filter(country == "Australia" & house == "Representatives" & year == 2016) ggparliament::parliament_data( election_data = australia, party_seats = australia$seats, parl_rows = 4, type = "horseshoe") %>% ggplot(aes(x, y)) + ggparliament::theme_ggparliament() + ggparliament::geom_parliament_seats( aes(colour = party_short) ) + scale_colour_manual(values = australia$colour, limits = australia$party_short) + theme(legend.position = 'none') + ggparliament::draw_partylabels( type = "horseshoe", party_names = party_short, party_seats = seats, party_colours = colour) + ggparliament::draw_totalseats( n = 150, type = "horseshoe") + labs(colour = NULL, title = "Australian House of Representatives, 2016 election" ) + coord_cartesian(clip = "off")
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Visualising legislatures with ggparliament
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Visualising legislatures with ggparliament
class: split-40 count: false
uk## # A tibble: 24 x 5## year party_short colour government seats## <dbl> <chr> <chr> <dbl> <dbl>## 1 2010 DUP #D46A4C 0 8## 2 2010 Lab #DC241F 0 258## 3 2010 LibDem #FAA61A 1 57## 4 2010 SNP #FEF987 0 6## 5 2010 Tories #0087DC 1 306## 6 2010 Other grey 0 14## 7 2015 DUP #D46A4C 0 8## 8 2015 Lab #DC241F 0 232## 9 2015 LibDem #FAA61A 0 8## 10 2015 SNP #FEF987 0 56## # … with 14 more rows14 / 24
uk %>% group_split(year)## [[1]]## # A tibble: 6 x 5## year party_short colour government seats## <dbl> <chr> <chr> <dbl> <dbl>## 1 2010 DUP #D46A4C 0 8## 2 2010 Lab #DC241F 0 258## 3 2010 LibDem #FAA61A 1 57## 4 2010 SNP #FEF987 0 6## 5 2010 Tories #0087DC 1 306## 6 2010 Other grey 0 14## ## [[2]]## # A tibble: 6 x 5## year party_short colour government seats## <dbl> <chr> <chr> <dbl> <dbl>## 1 2015 DUP #D46A4C 0 8## 2 2015 Lab #DC241F 0 232## 3 2015 LibDem #FAA61A 0 8## 4 2015 SNP #FEF987 0 56## 5 2015 Tories #0087DC 1 330## 6 2015 Other grey 0 15## ## [[3]]## # A tibble: 6 x 5## year party_short colour government seats## <dbl> <chr> <chr> <dbl> <dbl>## 1 2017 DUP #D46A4C 1 10## 2 2017 Lab #DC241F 0 262## 3 2017 LibDem #FAA61A 0 12## 4 2017 SNP #FEF987 0 35## 5 2017 Tories #0087DC 1 317## 6 2017 Other grey 0 13## ## [[4]]## # A tibble: 6 x 5## year party_short colour government seats## <dbl> <chr> <chr> <dbl> <dbl>## 1 2019 Lab #DC241F 0 203## 2 2019 SNP #FEF987 0 48## 3 2019 Tories #0087DC 1 365## 4 2019 LibDem #FAA61A 0 11## 5 2019 DUP #D46A4C 0 8## 6 2019 Other grey 0 15## ## attr(,"ptype")## # A tibble: 0 x 5## # … with 5 variables: year <dbl>, party_short <chr>, colour <chr>,## # government <dbl>, seats <dbl>14 / 24
uk %>% group_split(year) %>% map_dfr(~ggparliament::parliament_data( election_data = ., party_seats = .$seats, group = .$government, type = "opposing_benches"))## year party_short colour government seats x y## 1 2010 Tories #0087DC 1 306 1 1## 2 2010 Tories #0087DC 1 306 2 1## 3 2010 Tories #0087DC 1 306 3 1## 4 2010 Tories #0087DC 1 306 4 1## 5 2010 Tories #0087DC 1 306 5 1## 6 2010 Tories #0087DC 1 306 6 1## 7 2010 Tories #0087DC 1 306 7 1## 8 2010 Tories #0087DC 1 306 8 1## 9 2010 Tories #0087DC 1 306 9 1## 10 2010 Tories #0087DC 1 306 10 1## 11 2010 Tories #0087DC 1 306 11 1## 12 2010 Tories #0087DC 1 306 12 1## 13 2010 Tories #0087DC 1 306 13 1## 14 2010 Tories #0087DC 1 306 1 2## 15 2010 Tories #0087DC 1 306 2 2## 16 2010 Tories #0087DC 1 306 3 2## 17 2010 Tories #0087DC 1 306 4 2## 18 2010 Tories #0087DC 1 306 5 2## 19 2010 Tories #0087DC 1 306 6 2## 20 2010 Tories #0087DC 1 306 7 2## 21 2010 Tories #0087DC 1 306 8 2## 22 2010 Tories #0087DC 1 306 9 2## 23 2010 Tories #0087DC 1 306 10 2## 24 2010 Tories #0087DC 1 306 11 2## 25 2010 Tories #0087DC 1 306 12 2## 26 2010 Tories #0087DC 1 306 13 2## 27 2010 Tories #0087DC 1 306 1 3## 28 2010 Tories #0087DC 1 306 2 3## 29 2010 Tories #0087DC 1 306 3 3## 30 2010 Tories #0087DC 1 306 4 3## 31 2010 Tories #0087DC 1 306 5 3## 32 2010 Tories #0087DC 1 306 6 3## 33 2010 Tories #0087DC 1 306 7 3## 34 2010 Tories #0087DC 1 306 8 3## 35 2010 Tories #0087DC 1 306 9 3## 36 2010 Tories #0087DC 1 306 10 3## 37 2010 Tories #0087DC 1 306 11 3## 38 2010 Tories #0087DC 1 306 12 3## 39 2010 Tories #0087DC 1 306 13 3## 40 2010 Tories #0087DC 1 306 1 4## 41 2010 Tories #0087DC 1 306 2 4## 42 2010 Tories #0087DC 1 306 3 4## 43 2010 Tories #0087DC 1 306 4 4## 44 2010 Tories #0087DC 1 306 5 4## 45 2010 Tories #0087DC 1 306 6 4## 46 2010 Tories #0087DC 1 306 7 4## 47 2010 Tories #0087DC 1 306 8 4## 48 2010 Tories #0087DC 1 306 9 4## 49 2010 Tories #0087DC 1 306 10 4## 50 2010 Tories #0087DC 1 306 11 4## 51 2010 Tories #0087DC 1 306 12 4## 52 2010 Tories #0087DC 1 306 13 4## 53 2010 Tories #0087DC 1 306 1 5## 54 2010 Tories #0087DC 1 306 2 5## 55 2010 Tories #0087DC 1 306 3 5## 56 2010 Tories #0087DC 1 306 4 5## 57 2010 Tories #0087DC 1 306 5 5## 58 2010 Tories #0087DC 1 306 6 5## 59 2010 Tories #0087DC 1 306 7 5## 60 2010 Tories #0087DC 1 306 8 5## 61 2010 Tories #0087DC 1 306 9 5## 62 2010 Tories #0087DC 1 306 10 5## 63 2010 Tories #0087DC 1 306 11 5## 64 2010 Tories #0087DC 1 306 12 5## 65 2010 Tories #0087DC 1 306 13 5## 66 2010 Tories #0087DC 1 306 1 6## 67 2010 Tories #0087DC 1 306 2 6## 68 2010 Tories #0087DC 1 306 3 6## 69 2010 Tories #0087DC 1 306 4 6## 70 2010 Tories #0087DC 1 306 5 6## 71 2010 Tories #0087DC 1 306 6 6## 72 2010 Tories #0087DC 1 306 7 6## 73 2010 Tories #0087DC 1 306 8 6## 74 2010 Tories #0087DC 1 306 9 6## 75 2010 Tories #0087DC 1 306 10 6## 76 2010 Tories #0087DC 1 306 11 6## 77 2010 Tories #0087DC 1 306 12 6## 78 2010 Tories #0087DC 1 306 13 6## 79 2010 Tories #0087DC 1 306 1 7## 80 2010 Tories #0087DC 1 306 2 7## 81 2010 Tories #0087DC 1 306 3 7## 82 2010 Tories #0087DC 1 306 4 7## 83 2010 Tories #0087DC 1 306 5 7## 84 2010 Tories #0087DC 1 306 6 7## 85 2010 Tories #0087DC 1 306 7 7## 86 2010 Tories #0087DC 1 306 8 7## 87 2010 Tories #0087DC 1 306 9 7## 88 2010 Tories #0087DC 1 306 10 7## 89 2010 Tories #0087DC 1 306 11 7## 90 2010 Tories #0087DC 1 306 12 7## 91 2010 Tories #0087DC 1 306 13 7## 92 2010 Tories #0087DC 1 306 1 8## 93 2010 Tories #0087DC 1 306 2 8## 94 2010 Tories #0087DC 1 306 3 8## 95 2010 Tories #0087DC 1 306 4 8## 96 2010 Tories #0087DC 1 306 5 8## 97 2010 Tories #0087DC 1 306 6 8## 98 2010 Tories #0087DC 1 306 7 8## 99 2010 Tories #0087DC 1 306 8 8## 100 2010 Tories #0087DC 1 306 9 8## 101 2010 Tories #0087DC 1 306 10 8## 102 2010 Tories #0087DC 1 306 11 8## 103 2010 Tories #0087DC 1 306 12 8## 104 2010 Tories #0087DC 1 306 13 8## 105 2010 Tories #0087DC 1 306 1 9## 106 2010 Tories #0087DC 1 306 2 9## 107 2010 Tories #0087DC 1 306 3 9## 108 2010 Tories #0087DC 1 306 4 9## 109 2010 Tories #0087DC 1 306 5 9## 110 2010 Tories #0087DC 1 306 6 9## 111 2010 Tories #0087DC 1 306 7 9## 112 2010 Tories #0087DC 1 306 8 9## 113 2010 Tories #0087DC 1 306 9 9## 114 2010 Tories #0087DC 1 306 10 9## 115 2010 Tories #0087DC 1 306 11 9## 116 2010 Tories #0087DC 1 306 12 9## 117 2010 Tories #0087DC 1 306 13 9## 118 2010 Tories #0087DC 1 306 1 10## 119 2010 Tories #0087DC 1 306 2 10## 120 2010 Tories #0087DC 1 306 3 10## 121 2010 Tories #0087DC 1 306 4 10## 122 2010 Tories #0087DC 1 306 5 10## 123 2010 Tories #0087DC 1 306 6 10## 124 2010 Tories #0087DC 1 306 7 10## 125 2010 Tories #0087DC 1 306 8 10## 126 2010 Tories #0087DC 1 306 9 10## 127 2010 Tories #0087DC 1 306 10 10## 128 2010 Tories #0087DC 1 306 11 10## 129 2010 Tories #0087DC 1 306 12 10## 130 2010 Tories #0087DC 1 306 13 10## 131 2010 Tories #0087DC 1 306 1 11## 132 2010 Tories #0087DC 1 306 2 11## 133 2010 Tories #0087DC 1 306 3 11## 134 2010 Tories #0087DC 1 306 4 11## 135 2010 Tories #0087DC 1 306 5 11## 136 2010 Tories #0087DC 1 306 6 11## 137 2010 Tories #0087DC 1 306 7 11## 138 2010 Tories #0087DC 1 306 8 11## 139 2010 Tories #0087DC 1 306 9 11## 140 2010 Tories #0087DC 1 306 10 11## 141 2010 Tories #0087DC 1 306 11 11## 142 2010 Tories #0087DC 1 306 12 11## 143 2010 Tories #0087DC 1 306 13 11## 144 2010 Tories #0087DC 1 306 1 12## 145 2010 Tories #0087DC 1 306 2 12## 146 2010 Tories #0087DC 1 306 3 12## 147 2010 Tories #0087DC 1 306 4 12## 148 2010 Tories #0087DC 1 306 5 12## 149 2010 Tories #0087DC 1 306 6 12## 150 2010 Tories #0087DC 1 306 7 12## 151 2010 Tories #0087DC 1 306 8 12## 152 2010 Tories #0087DC 1 306 9 12## 153 2010 Tories #0087DC 1 306 10 12## 154 2010 Tories #0087DC 1 306 11 12## 155 2010 Tories #0087DC 1 306 12 12## 156 2010 Tories #0087DC 1 306 13 12## 157 2010 Tories #0087DC 1 306 1 13## 158 2010 Tories #0087DC 1 306 2 13## 159 2010 Tories #0087DC 1 306 3 13## 160 2010 Tories #0087DC 1 306 4 13## 161 2010 Tories #0087DC 1 306 5 13## 162 2010 Tories #0087DC 1 306 6 13## 163 2010 Tories #0087DC 1 306 7 13## 164 2010 Tories #0087DC 1 306 8 13## 165 2010 Tories #0087DC 1 306 9 13## 166 2010 Tories #0087DC 1 306 10 13## 167 2010 Tories #0087DC 1 306 11 13## 168 2010 Tories #0087DC 1 306 12 13## 169 2010 Tories #0087DC 1 306 13 13## 170 2010 Tories #0087DC 1 306 1 14## 171 2010 Tories #0087DC 1 306 2 14## 172 2010 Tories #0087DC 1 306 3 14## 173 2010 Tories #0087DC 1 306 4 14## 174 2010 Tories #0087DC 1 306 5 14## 175 2010 Tories #0087DC 1 306 6 14## 176 2010 Tories #0087DC 1 306 7 14## 177 2010 Tories #0087DC 1 306 8 14## 178 2010 Tories #0087DC 1 306 9 14## 179 2010 Tories #0087DC 1 306 10 14## 180 2010 Tories #0087DC 1 306 11 14## 181 2010 Tories #0087DC 1 306 12 14## 182 2010 Tories #0087DC 1 306 13 14## 183 2010 Tories #0087DC 1 306 1 15## 184 2010 Tories #0087DC 1 306 2 15## 185 2010 Tories #0087DC 1 306 3 15## 186 2010 Tories #0087DC 1 306 4 15## 187 2010 Tories #0087DC 1 306 5 15## 188 2010 Tories #0087DC 1 306 6 15## 189 2010 Tories #0087DC 1 306 7 15## 190 2010 Tories #0087DC 1 306 8 15## 191 2010 Tories #0087DC 1 306 9 15## 192 2010 Tories #0087DC 1 306 10 15## 193 2010 Tories #0087DC 1 306 11 15## 194 2010 Tories #0087DC 1 306 12 15## 195 2010 Tories #0087DC 1 306 13 15## 196 2010 Tories #0087DC 1 306 1 16## 197 2010 Tories #0087DC 1 306 2 16## 198 2010 Tories #0087DC 1 306 3 16## 199 2010 Tories #0087DC 1 306 4 16## 200 2010 Tories #0087DC 1 306 5 16## 201 2010 Tories #0087DC 1 306 6 16## 202 2010 Tories #0087DC 1 306 7 16## 203 2010 Tories #0087DC 1 306 8 16## 204 2010 Tories #0087DC 1 306 9 16## 205 2010 Tories #0087DC 1 306 10 16## 206 2010 Tories #0087DC 1 306 11 16## 207 2010 Tories #0087DC 1 306 12 16## 208 2010 Tories #0087DC 1 306 13 16## 209 2010 Tories #0087DC 1 306 1 17## 210 2010 Tories #0087DC 1 306 2 17## 211 2010 Tories #0087DC 1 306 3 17## 212 2010 Tories #0087DC 1 306 4 17## 213 2010 Tories #0087DC 1 306 5 17## 214 2010 Tories #0087DC 1 306 6 17## 215 2010 Tories #0087DC 1 306 7 17## 216 2010 Tories #0087DC 1 306 8 17## 217 2010 Tories #0087DC 1 306 9 17## 218 2010 Tories #0087DC 1 306 10 17## 219 2010 Tories #0087DC 1 306 11 17## 220 2010 Tories #0087DC 1 306 12 17## 221 2010 Tories #0087DC 1 306 13 17## 222 2010 Tories #0087DC 1 306 1 18## 223 2010 Tories #0087DC 1 306 2 18## 224 2010 Tories #0087DC 1 306 3 18## 225 2010 Tories #0087DC 1 306 4 18## 226 2010 Tories #0087DC 1 306 5 18## 227 2010 Tories #0087DC 1 306 6 18## 228 2010 Tories #0087DC 1 306 7 18## 229 2010 Tories #0087DC 1 306 8 18## 230 2010 Tories #0087DC 1 306 9 18## 231 2010 Tories #0087DC 1 306 10 18## 232 2010 Tories #0087DC 1 306 11 18## 233 2010 Tories #0087DC 1 306 12 18## 234 2010 Tories #0087DC 1 306 13 18## 235 2010 Tories #0087DC 1 306 1 19## 236 2010 Tories #0087DC 1 306 2 19## 237 2010 Tories #0087DC 1 306 3 19## 238 2010 Tories #0087DC 1 306 4 19## 239 2010 Tories #0087DC 1 306 5 19## 240 2010 Tories #0087DC 1 306 6 19## 241 2010 Tories #0087DC 1 306 7 19## 242 2010 Tories #0087DC 1 306 8 19## 243 2010 Tories #0087DC 1 306 9 19## 244 2010 Tories #0087DC 1 306 10 19## 245 2010 Tories #0087DC 1 306 11 19## 246 2010 Tories #0087DC 1 306 12 19## 247 2010 Tories #0087DC 1 306 13 19## 248 2010 Tories #0087DC 1 306 1 20## 249 2010 Tories #0087DC 1 306 2 20## 250 2010 Tories #0087DC 1 306 3 20## 251 2010 Tories #0087DC 1 306 4 20## 252 2010 Tories #0087DC 1 306 5 20## 253 2010 Tories #0087DC 1 306 6 20## 254 2010 Tories #0087DC 1 306 7 20## 255 2010 Tories #0087DC 1 306 8 20## 256 2010 Tories #0087DC 1 306 9 20## 257 2010 Tories #0087DC 1 306 10 20## 258 2010 Tories #0087DC 1 306 11 20## 259 2010 Tories #0087DC 1 306 12 20## 260 2010 Tories #0087DC 1 306 13 20## 261 2010 Tories #0087DC 1 306 1 21## 262 2010 Tories #0087DC 1 306 2 21## 263 2010 Tories #0087DC 1 306 3 21## 264 2010 Tories #0087DC 1 306 4 21## 265 2010 Tories #0087DC 1 306 5 21## 266 2010 Tories #0087DC 1 306 6 21## 267 2010 Tories #0087DC 1 306 7 21## 268 2010 Tories #0087DC 1 306 8 21## 269 2010 Tories #0087DC 1 306 9 21## 270 2010 Tories #0087DC 1 306 10 21## 271 2010 Tories #0087DC 1 306 11 21## 272 2010 Tories #0087DC 1 306 12 21## 273 2010 Tories #0087DC 1 306 13 21## 274 2010 Tories #0087DC 1 306 1 22## 275 2010 Tories #0087DC 1 306 2 22## 276 2010 Tories #0087DC 1 306 3 22## 277 2010 Tories #0087DC 1 306 4 22## 278 2010 Tories #0087DC 1 306 5 22## 279 2010 Tories #0087DC 1 306 6 22## 280 2010 Tories #0087DC 1 306 7 22## 281 2010 Tories #0087DC 1 306 8 22## 282 2010 Tories #0087DC 1 306 9 22## 283 2010 Tories #0087DC 1 306 10 22## 284 2010 Tories #0087DC 1 306 11 22## 285 2010 Tories #0087DC 1 306 12 22## 286 2010 Tories #0087DC 1 306 13 22## 287 2010 Tories #0087DC 1 306 1 23## 288 2010 Tories #0087DC 1 306 2 23## 289 2010 Tories #0087DC 1 306 3 23## 290 2010 Tories #0087DC 1 306 4 23## 291 2010 Tories #0087DC 1 306 5 23## 292 2010 Tories #0087DC 1 306 6 23## 293 2010 Tories #0087DC 1 306 7 23## 294 2010 Tories #0087DC 1 306 8 23## 295 2010 Tories #0087DC 1 306 9 23## 296 2010 Tories #0087DC 1 306 10 23## 297 2010 Tories #0087DC 1 306 11 23## 298 2010 Tories #0087DC 1 306 12 23## 299 2010 Tories #0087DC 1 306 13 23## 300 2010 Tories #0087DC 1 306 1 24## 301 2010 Tories #0087DC 1 306 2 24## 302 2010 Tories #0087DC 1 306 3 24## 303 2010 Tories #0087DC 1 306 4 24## 304 2010 Tories #0087DC 1 306 5 24## 305 2010 Tories #0087DC 1 306 6 24## 306 2010 Tories #0087DC 1 306 7 24## 307 2010 LibDem #FAA61A 1 57 8 24## 308 2010 LibDem #FAA61A 1 57 9 24## 309 2010 LibDem #FAA61A 1 57 10 24## 310 2010 LibDem #FAA61A 1 57 11 24## 311 2010 LibDem #FAA61A 1 57 12 24## 312 2010 LibDem #FAA61A 1 57 13 24## 313 2010 LibDem #FAA61A 1 57 1 25## 314 2010 LibDem #FAA61A 1 57 2 25## 315 2010 LibDem #FAA61A 1 57 3 25## 316 2010 LibDem #FAA61A 1 57 4 25## 317 2010 LibDem #FAA61A 1 57 5 25## 318 2010 LibDem #FAA61A 1 57 6 25## 319 2010 LibDem #FAA61A 1 57 7 25## 320 2010 LibDem #FAA61A 1 57 8 25## 321 2010 LibDem #FAA61A 1 57 9 25## 322 2010 LibDem #FAA61A 1 57 10 25## 323 2010 LibDem #FAA61A 1 57 11 25## 324 2010 LibDem #FAA61A 1 57 12 25## 325 2010 LibDem #FAA61A 1 57 13 25## 326 2010 LibDem #FAA61A 1 57 1 26## 327 2010 LibDem #FAA61A 1 57 2 26## 328 2010 LibDem #FAA61A 1 57 3 26## 329 2010 LibDem #FAA61A 1 57 4 26## 330 2010 LibDem #FAA61A 1 57 5 26## 331 2010 LibDem #FAA61A 1 57 6 26## 332 2010 LibDem #FAA61A 1 57 7 26## 333 2010 LibDem #FAA61A 1 57 8 26## 334 2010 LibDem #FAA61A 1 57 9 26## 335 2010 LibDem #FAA61A 1 57 10 26## 336 2010 LibDem #FAA61A 1 57 11 26## 337 2010 LibDem #FAA61A 1 57 12 26## 338 2010 LibDem #FAA61A 1 57 13 26## 339 2010 LibDem #FAA61A 1 57 1 27## 340 2010 LibDem #FAA61A 1 57 2 27## 341 2010 LibDem #FAA61A 1 57 3 27## 342 2010 LibDem #FAA61A 1 57 4 27## 343 2010 LibDem #FAA61A 1 57 5 27## 344 2010 LibDem #FAA61A 1 57 6 27## 345 2010 LibDem #FAA61A 1 57 7 27## 346 2010 LibDem #FAA61A 1 57 8 27## 347 2010 LibDem #FAA61A 1 57 9 27## 348 2010 LibDem #FAA61A 1 57 10 27## 349 2010 LibDem #FAA61A 1 57 11 27## 350 2010 LibDem #FAA61A 1 57 12 27## 351 2010 LibDem #FAA61A 1 57 13 27## 352 2010 LibDem #FAA61A 1 57 1 28## 353 2010 LibDem #FAA61A 1 57 2 28## 354 2010 LibDem #FAA61A 1 57 3 28## 355 2010 LibDem #FAA61A 1 57 4 28## 356 2010 LibDem #FAA61A 1 57 5 28## 357 2010 LibDem #FAA61A 1 57 6 28## 358 2010 LibDem #FAA61A 1 57 7 28## 359 2010 LibDem #FAA61A 1 57 8 28## 360 2010 LibDem #FAA61A 1 57 9 28## 361 2010 LibDem #FAA61A 1 57 10 28## 362 2010 LibDem #FAA61A 1 57 11 28## 363 2010 LibDem #FAA61A 1 57 12 28## 364 2010 Lab #DC241F 0 258 19 1## 365 2010 Lab #DC241F 0 258 20 1## 366 2010 Lab #DC241F 0 258 21 1## 367 2010 Lab #DC241F 0 258 22 1## 368 2010 Lab #DC241F 0 258 23 1## 369 2010 Lab #DC241F 0 258 24 1## 370 2010 Lab #DC241F 0 258 25 1## 371 2010 Lab #DC241F 0 258 26 1## 372 2010 Lab #DC241F 0 258 27 1## 373 2010 Lab #DC241F 0 258 28 1## 374 2010 Lab #DC241F 0 258 29 1## 375 2010 Lab #DC241F 0 258 30 1## 376 2010 Lab #DC241F 0 258 31 1## 377 2010 Lab #DC241F 0 258 19 2## 378 2010 Lab #DC241F 0 258 20 2## 379 2010 Lab #DC241F 0 258 21 2## 380 2010 Lab #DC241F 0 258 22 2## 381 2010 Lab #DC241F 0 258 23 2## 382 2010 Lab #DC241F 0 258 24 2## 383 2010 Lab #DC241F 0 258 25 2## 384 2010 Lab #DC241F 0 258 26 2## 385 2010 Lab #DC241F 0 258 27 2## 386 2010 Lab #DC241F 0 258 28 2## 387 2010 Lab #DC241F 0 258 29 2## 388 2010 Lab #DC241F 0 258 30 2## 389 2010 Lab #DC241F 0 258 31 2## 390 2010 Lab #DC241F 0 258 19 3## 391 2010 Lab #DC241F 0 258 20 3## 392 2010 Lab #DC241F 0 258 21 3## 393 2010 Lab #DC241F 0 258 22 3## 394 2010 Lab #DC241F 0 258 23 3## 395 2010 Lab #DC241F 0 258 24 3## 396 2010 Lab #DC241F 0 258 25 3## 397 2010 Lab #DC241F 0 258 26 3## 398 2010 Lab #DC241F 0 258 27 3## 399 2010 Lab #DC241F 0 258 28 3## 400 2010 Lab #DC241F 0 258 29 3## 401 2010 Lab #DC241F 0 258 30 3## 402 2010 Lab #DC241F 0 258 31 3## 403 2010 Lab #DC241F 0 258 19 4## 404 2010 Lab #DC241F 0 258 20 4## 405 2010 Lab #DC241F 0 258 21 4## 406 2010 Lab #DC241F 0 258 22 4## 407 2010 Lab #DC241F 0 258 23 4## 408 2010 Lab #DC241F 0 258 24 4## 409 2010 Lab #DC241F 0 258 25 4## 410 2010 Lab #DC241F 0 258 26 4## 411 2010 Lab #DC241F 0 258 27 4## 412 2010 Lab #DC241F 0 258 28 4## 413 2010 Lab #DC241F 0 258 29 4## 414 2010 Lab #DC241F 0 258 30 4## 415 2010 Lab #DC241F 0 258 31 4## 416 2010 Lab #DC241F 0 258 19 5## 417 2010 Lab #DC241F 0 258 20 5## 418 2010 Lab #DC241F 0 258 21 5## 419 2010 Lab #DC241F 0 258 22 5## 420 2010 Lab #DC241F 0 258 23 5## 421 2010 Lab #DC241F 0 258 24 5## 422 2010 Lab #DC241F 0 258 25 5## 423 2010 Lab #DC241F 0 258 26 5## 424 2010 Lab #DC241F 0 258 27 5## 425 2010 Lab #DC241F 0 258 28 5## 426 2010 Lab #DC241F 0 258 29 5## 427 2010 Lab #DC241F 0 258 30 5## 428 2010 Lab #DC241F 0 258 31 5## 429 2010 Lab #DC241F 0 258 19 6## 430 2010 Lab #DC241F 0 258 20 6## 431 2010 Lab #DC241F 0 258 21 6## 432 2010 Lab #DC241F 0 258 22 6## 433 2010 Lab #DC241F 0 258 23 6## 434 2010 Lab #DC241F 0 258 24 6## 435 2010 Lab #DC241F 0 258 25 6## 436 2010 Lab #DC241F 0 258 26 6## 437 2010 Lab #DC241F 0 258 27 6## 438 2010 Lab #DC241F 0 258 28 6## 439 2010 Lab #DC241F 0 258 29 6## 440 2010 Lab #DC241F 0 258 30 6## 441 2010 Lab #DC241F 0 258 31 6## 442 2010 Lab #DC241F 0 258 19 7## 443 2010 Lab #DC241F 0 258 20 7## 444 2010 Lab #DC241F 0 258 21 7## 445 2010 Lab #DC241F 0 258 22 7## 446 2010 Lab #DC241F 0 258 23 7## 447 2010 Lab #DC241F 0 258 24 7## 448 2010 Lab #DC241F 0 258 25 7## 449 2010 Lab #DC241F 0 258 26 7## 450 2010 Lab #DC241F 0 258 27 7## 451 2010 Lab #DC241F 0 258 28 7## 452 2010 Lab #DC241F 0 258 29 7## 453 2010 Lab #DC241F 0 258 30 7## 454 2010 Lab #DC241F 0 258 31 7## 455 2010 Lab #DC241F 0 258 19 8## 456 2010 Lab #DC241F 0 258 20 8## 457 2010 Lab #DC241F 0 258 21 8## 458 2010 Lab #DC241F 0 258 22 8## 459 2010 Lab #DC241F 0 258 23 8## 460 2010 Lab #DC241F 0 258 24 8## 461 2010 Lab #DC241F 0 258 25 8## 462 2010 Lab #DC241F 0 258 26 8## 463 2010 Lab #DC241F 0 258 27 8## 464 2010 Lab #DC241F 0 258 28 8## 465 2010 Lab #DC241F 0 258 29 8## 466 2010 Lab #DC241F 0 258 30 8## 467 2010 Lab #DC241F 0 258 31 8## 468 2010 Lab #DC241F 0 258 19 9## 469 2010 Lab #DC241F 0 258 20 9## 470 2010 Lab #DC241F 0 258 21 9## 471 2010 Lab #DC241F 0 258 22 9## 472 2010 Lab #DC241F 0 258 23 9## 473 2010 Lab #DC241F 0 258 24 9## 474 2010 Lab #DC241F 0 258 25 9## 475 2010 Lab #DC241F 0 258 26 9## 476 2010 Lab #DC241F 0 258 27 9## 477 2010 Lab #DC241F 0 258 28 9## 478 2010 Lab #DC241F 0 258 29 9## 479 2010 Lab #DC241F 0 258 30 9## 480 2010 Lab #DC241F 0 258 31 9## 481 2010 Lab #DC241F 0 258 19 10## 482 2010 Lab #DC241F 0 258 20 10## 483 2010 Lab #DC241F 0 258 21 10## 484 2010 Lab #DC241F 0 258 22 10## 485 2010 Lab #DC241F 0 258 23 10## 486 2010 Lab #DC241F 0 258 24 10## 487 2010 Lab #DC241F 0 258 25 10## 488 2010 Lab #DC241F 0 258 26 10## 489 2010 Lab #DC241F 0 258 27 10## 490 2010 Lab #DC241F 0 258 28 10## 491 2010 Lab #DC241F 0 258 29 10## 492 2010 Lab #DC241F 0 258 30 10## 493 2010 Lab #DC241F 0 258 31 10## 494 2010 Lab #DC241F 0 258 19 11## 495 2010 Lab #DC241F 0 258 20 11## 496 2010 Lab #DC241F 0 258 21 11## 497 2010 Lab #DC241F 0 258 22 11## 498 2010 Lab #DC241F 0 258 23 11## 499 2010 Lab #DC241F 0 258 24 11## 500 2010 Lab #DC241F 0 258 25 11## 501 2010 Lab #DC241F 0 258 26 11## 502 2010 Lab #DC241F 0 258 27 11## 503 2010 Lab #DC241F 0 258 28 11## 504 2010 Lab #DC241F 0 258 29 11## 505 2010 Lab #DC241F 0 258 30 11## 506 2010 Lab #DC241F 0 258 31 11## 507 2010 Lab #DC241F 0 258 19 12## 508 2010 Lab #DC241F 0 258 20 12## 509 2010 Lab #DC241F 0 258 21 12## 510 2010 Lab #DC241F 0 258 22 12## 511 2010 Lab #DC241F 0 258 23 12## 512 2010 Lab #DC241F 0 258 24 12## 513 2010 Lab #DC241F 0 258 25 12## 514 2010 Lab #DC241F 0 258 26 12## 515 2010 Lab #DC241F 0 258 27 12## 516 2010 Lab #DC241F 0 258 28 12## 517 2010 Lab #DC241F 0 258 29 12## 518 2010 Lab #DC241F 0 258 30 12## 519 2010 Lab #DC241F 0 258 31 12## 520 2010 Lab #DC241F 0 258 19 13## 521 2010 Lab #DC241F 0 258 20 13## 522 2010 Lab #DC241F 0 258 21 13## 523 2010 Lab #DC241F 0 258 22 13## 524 2010 Lab #DC241F 0 258 23 13## 525 2010 Lab #DC241F 0 258 24 13## 526 2010 Lab #DC241F 0 258 25 13## 527 2010 Lab #DC241F 0 258 26 13## 528 2010 Lab #DC241F 0 258 27 13## 529 2010 Lab #DC241F 0 258 28 13## 530 2010 Lab #DC241F 0 258 29 13## 531 2010 Lab #DC241F 0 258 30 13## 532 2010 Lab #DC241F 0 258 31 13## 533 2010 Lab #DC241F 0 258 19 14## 534 2010 Lab #DC241F 0 258 20 14## 535 2010 Lab #DC241F 0 258 21 14## 536 2010 Lab #DC241F 0 258 22 14## 537 2010 Lab #DC241F 0 258 23 14## 538 2010 Lab #DC241F 0 258 24 14## 539 2010 Lab #DC241F 0 258 25 14## 540 2010 Lab #DC241F 0 258 26 14## 541 2010 Lab #DC241F 0 258 27 14## 542 2010 Lab #DC241F 0 258 28 14## 543 2010 Lab #DC241F 0 258 29 14## 544 2010 Lab #DC241F 0 258 30 14## 545 2010 Lab #DC241F 0 258 31 14## 546 2010 Lab #DC241F 0 258 19 15## 547 2010 Lab #DC241F 0 258 20 15## 548 2010 Lab #DC241F 0 258 21 15## 549 2010 Lab #DC241F 0 258 22 15## 550 2010 Lab #DC241F 0 258 23 15## 551 2010 Lab #DC241F 0 258 24 15## 552 2010 Lab #DC241F 0 258 25 15## 553 2010 Lab #DC241F 0 258 26 15## 554 2010 Lab #DC241F 0 258 27 15## 555 2010 Lab #DC241F 0 258 28 15## 556 2010 Lab #DC241F 0 258 29 15## 557 2010 Lab #DC241F 0 258 30 15## 558 2010 Lab #DC241F 0 258 31 15## 559 2010 Lab #DC241F 0 258 19 16## 560 2010 Lab #DC241F 0 258 20 16## 561 2010 Lab #DC241F 0 258 21 16## 562 2010 Lab #DC241F 0 258 22 16## 563 2010 Lab #DC241F 0 258 23 16## 564 2010 Lab #DC241F 0 258 24 16## 565 2010 Lab #DC241F 0 258 25 16## 566 2010 Lab #DC241F 0 258 26 16## 567 2010 Lab #DC241F 0 258 27 16## 568 2010 Lab #DC241F 0 258 28 16## 569 2010 Lab #DC241F 0 258 29 16## 570 2010 Lab #DC241F 0 258 30 16## 571 2010 Lab #DC241F 0 258 31 16## 572 2010 Lab #DC241F 0 258 19 17## 573 2010 Lab #DC241F 0 258 20 17## 574 2010 Lab #DC241F 0 258 21 17## 575 2010 Lab #DC241F 0 258 22 17## 576 2010 Lab #DC241F 0 258 23 17## 577 2010 Lab #DC241F 0 258 24 17## 578 2010 Lab #DC241F 0 258 25 17## 579 2010 Lab #DC241F 0 258 26 17## 580 2010 Lab #DC241F 0 258 27 17## 581 2010 Lab #DC241F 0 258 28 17## 582 2010 Lab #DC241F 0 258 29 17## 583 2010 Lab #DC241F 0 258 30 17## 584 2010 Lab #DC241F 0 258 31 17## 585 2010 Lab #DC241F 0 258 19 18## 586 2010 Lab #DC241F 0 258 20 18## 587 2010 Lab #DC241F 0 258 21 18## 588 2010 Lab #DC241F 0 258 22 18## 589 2010 Lab #DC241F 0 258 23 18## 590 2010 Lab #DC241F 0 258 24 18## 591 2010 Lab #DC241F 0 258 25 18## 592 2010 Lab #DC241F 0 258 26 18## 593 2010 Lab #DC241F 0 258 27 18## 594 2010 Lab #DC241F 0 258 28 18## 595 2010 Lab #DC241F 0 258 29 18## 596 2010 Lab #DC241F 0 258 30 18## 597 2010 Lab #DC241F 0 258 31 18## 598 2010 Lab #DC241F 0 258 19 19## 599 2010 Lab #DC241F 0 258 20 19## 600 2010 Lab #DC241F 0 258 21 19## 601 2010 Lab #DC241F 0 258 22 19## 602 2010 Lab #DC241F 0 258 23 19## 603 2010 Lab #DC241F 0 258 24 19## 604 2010 Lab #DC241F 0 258 25 19## 605 2010 Lab #DC241F 0 258 26 19## 606 2010 Lab #DC241F 0 258 27 19## 607 2010 Lab #DC241F 0 258 28 19## 608 2010 Lab #DC241F 0 258 29 19## 609 2010 Lab #DC241F 0 258 30 19## 610 2010 Lab #DC241F 0 258 31 19## 611 2010 Lab #DC241F 0 258 19 20## 612 2010 Lab #DC241F 0 258 20 20## 613 2010 Lab #DC241F 0 258 21 20## 614 2010 Lab #DC241F 0 258 22 20## 615 2010 Lab #DC241F 0 258 23 20## 616 2010 Lab #DC241F 0 258 24 20## 617 2010 Lab #DC241F 0 258 25 20## 618 2010 Lab #DC241F 0 258 26 20## 619 2010 Lab #DC241F 0 258 27 20## 620 2010 Lab #DC241F 0 258 28 20## 621 2010 Lab #DC241F 0 258 29 20## 622 2010 Other grey 0 14 30 20## 623 2010 Other grey 0 14 31 20## 624 2010 Other grey 0 14 19 21## 625 2010 Other grey 0 14 20 21## 626 2010 Other grey 0 14 21 21## 627 2010 Other grey 0 14 22 21## 628 2010 Other grey 0 14 23 21## 629 2010 Other grey 0 14 24 21## 630 2010 Other grey 0 14 25 21## 631 2010 Other grey 0 14 26 21## 632 2010 Other grey 0 14 27 21## 633 2010 Other grey 0 14 28 21## 634 2010 Other grey 0 14 29 21## 635 2010 Other grey 0 14 30 21## 636 2010 DUP #D46A4C 0 8 31 21## 637 2010 DUP #D46A4C 0 8 19 22## 638 2010 DUP #D46A4C 0 8 20 22## 639 2010 DUP #D46A4C 0 8 21 22## 640 2010 DUP #D46A4C 0 8 22 22## 641 2010 DUP #D46A4C 0 8 23 22## 642 2010 DUP #D46A4C 0 8 24 22## 643 2010 DUP #D46A4C 0 8 25 22## 644 2010 SNP #FEF987 0 6 26 22## 645 2010 SNP #FEF987 0 6 27 22## 646 2010 SNP #FEF987 0 6 28 22## 647 2010 SNP #FEF987 0 6 29 22## 648 2010 SNP #FEF987 0 6 30 22## 649 2010 SNP #FEF987 0 6 31 22## 650 2015 Tories #0087DC 1 330 1 1## 651 2015 Tories #0087DC 1 330 2 1## 652 2015 Tories #0087DC 1 330 3 1## 653 2015 Tories #0087DC 1 330 4 1## 654 2015 Tories #0087DC 1 330 5 1## 655 2015 Tories #0087DC 1 330 6 1## 656 2015 Tories #0087DC 1 330 7 1## 657 2015 Tories #0087DC 1 330 8 1## 658 2015 Tories #0087DC 1 330 9 1## 659 2015 Tories #0087DC 1 330 10 1## 660 2015 Tories #0087DC 1 330 11 1## 661 2015 Tories #0087DC 1 330 12 1## 662 2015 Tories #0087DC 1 330 13 1## 663 2015 Tories #0087DC 1 330 1 2## 664 2015 Tories #0087DC 1 330 2 2## 665 2015 Tories #0087DC 1 330 3 2## 666 2015 Tories #0087DC 1 330 4 2## 667 2015 Tories #0087DC 1 330 5 2## 668 2015 Tories 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232 29 10## 1108 2015 Lab #DC241F 0 232 30 10## 1109 2015 Lab #DC241F 0 232 31 10## 1110 2015 Lab #DC241F 0 232 19 11## 1111 2015 Lab #DC241F 0 232 20 11## 1112 2015 Lab #DC241F 0 232 21 11## 1113 2015 Lab #DC241F 0 232 22 11## 1114 2015 Lab #DC241F 0 232 23 11## 1115 2015 Lab #DC241F 0 232 24 11## 1116 2015 Lab #DC241F 0 232 25 11## 1117 2015 Lab #DC241F 0 232 26 11## 1118 2015 Lab #DC241F 0 232 27 11## 1119 2015 Lab #DC241F 0 232 28 11## 1120 2015 Lab #DC241F 0 232 29 11## 1121 2015 Lab #DC241F 0 232 30 11## 1122 2015 Lab #DC241F 0 232 31 11## 1123 2015 Lab #DC241F 0 232 19 12## 1124 2015 Lab #DC241F 0 232 20 12## 1125 2015 Lab #DC241F 0 232 21 12## 1126 2015 Lab #DC241F 0 232 22 12## 1127 2015 Lab #DC241F 0 232 23 12## 1128 2015 Lab #DC241F 0 232 24 12## 1129 2015 Lab #DC241F 0 232 25 12## 1130 2015 Lab #DC241F 0 232 26 12## 1131 2015 Lab #DC241F 0 232 27 12## 1132 2015 Lab #DC241F 0 232 28 12## 1133 2015 Lab #DC241F 0 232 29 12## 1134 2015 Lab #DC241F 0 232 30 12## 1135 2015 Lab #DC241F 0 232 31 12## 1136 2015 Lab #DC241F 0 232 19 13## 1137 2015 Lab #DC241F 0 232 20 13## 1138 2015 Lab #DC241F 0 232 21 13## 1139 2015 Lab #DC241F 0 232 22 13## 1140 2015 Lab #DC241F 0 232 23 13## 1141 2015 Lab #DC241F 0 232 24 13## 1142 2015 Lab #DC241F 0 232 25 13## 1143 2015 Lab #DC241F 0 232 26 13## 1144 2015 Lab #DC241F 0 232 27 13## 1145 2015 Lab #DC241F 0 232 28 13## 1146 2015 Lab #DC241F 0 232 29 13## 1147 2015 Lab #DC241F 0 232 30 13## 1148 2015 Lab #DC241F 0 232 31 13## 1149 2015 Lab #DC241F 0 232 19 14## 1150 2015 Lab #DC241F 0 232 20 14## 1151 2015 Lab #DC241F 0 232 21 14## 1152 2015 Lab #DC241F 0 232 22 14## 1153 2015 Lab #DC241F 0 232 23 14## 1154 2015 Lab #DC241F 0 232 24 14## 1155 2015 Lab #DC241F 0 232 25 14## 1156 2015 Lab #DC241F 0 232 26 14## 1157 2015 Lab #DC241F 0 232 27 14## 1158 2015 Lab #DC241F 0 232 28 14## 1159 2015 Lab #DC241F 0 232 29 14## 1160 2015 Lab #DC241F 0 232 30 14## 1161 2015 Lab #DC241F 0 232 31 14## 1162 2015 Lab #DC241F 0 232 19 15## 1163 2015 Lab #DC241F 0 232 20 15## 1164 2015 Lab #DC241F 0 232 21 15## 1165 2015 Lab #DC241F 0 232 22 15## 1166 2015 Lab #DC241F 0 232 23 15## 1167 2015 Lab #DC241F 0 232 24 15## 1168 2015 Lab #DC241F 0 232 25 15## 1169 2015 Lab #DC241F 0 232 26 15## 1170 2015 Lab #DC241F 0 232 27 15## 1171 2015 Lab #DC241F 0 232 28 15## 1172 2015 Lab #DC241F 0 232 29 15## 1173 2015 Lab #DC241F 0 232 30 15## 1174 2015 Lab #DC241F 0 232 31 15## 1175 2015 Lab #DC241F 0 232 19 16## 1176 2015 Lab #DC241F 0 232 20 16## 1177 2015 Lab #DC241F 0 232 21 16## 1178 2015 Lab #DC241F 0 232 22 16## 1179 2015 Lab #DC241F 0 232 23 16## 1180 2015 Lab #DC241F 0 232 24 16## 1181 2015 Lab #DC241F 0 232 25 16## 1182 2015 Lab #DC241F 0 232 26 16## 1183 2015 Lab #DC241F 0 232 27 16## 1184 2015 Lab #DC241F 0 232 28 16## 1185 2015 Lab #DC241F 0 232 29 16## 1186 2015 Lab #DC241F 0 232 30 16## 1187 2015 Lab #DC241F 0 232 31 16## 1188 2015 Lab #DC241F 0 232 19 17## 1189 2015 Lab #DC241F 0 232 20 17## 1190 2015 Lab #DC241F 0 232 21 17## 1191 2015 Lab #DC241F 0 232 22 17## 1192 2015 Lab #DC241F 0 232 23 17## 1193 2015 Lab #DC241F 0 232 24 17## 1194 2015 Lab #DC241F 0 232 25 17## 1195 2015 Lab #DC241F 0 232 26 17## 1196 2015 Lab #DC241F 0 232 27 17## 1197 2015 Lab #DC241F 0 232 28 17## 1198 2015 Lab #DC241F 0 232 29 17## 1199 2015 Lab #DC241F 0 232 30 17## 1200 2015 Lab #DC241F 0 232 31 17## 1201 2015 Lab #DC241F 0 232 19 18## 1202 2015 Lab #DC241F 0 232 20 18## 1203 2015 Lab #DC241F 0 232 21 18## 1204 2015 Lab #DC241F 0 232 22 18## 1205 2015 Lab #DC241F 0 232 23 18## 1206 2015 Lab #DC241F 0 232 24 18## 1207 2015 Lab #DC241F 0 232 25 18## 1208 2015 Lab #DC241F 0 232 26 18## 1209 2015 Lab #DC241F 0 232 27 18## 1210 2015 Lab #DC241F 0 232 28 18## 1211 2015 Lab #DC241F 0 232 29 18## 1212 2015 SNP #FEF987 0 56 30 18## 1213 2015 SNP #FEF987 0 56 31 18## 1214 2015 SNP #FEF987 0 56 19 19## 1215 2015 SNP #FEF987 0 56 20 19## 1216 2015 SNP #FEF987 0 56 21 19## 1217 2015 SNP #FEF987 0 56 22 19## 1218 2015 SNP #FEF987 0 56 23 19## 1219 2015 SNP #FEF987 0 56 24 19## 1220 2015 SNP #FEF987 0 56 25 19## 1221 2015 SNP #FEF987 0 56 26 19## 1222 2015 SNP #FEF987 0 56 27 19## 1223 2015 SNP #FEF987 0 56 28 19## 1224 2015 SNP #FEF987 0 56 29 19## 1225 2015 SNP #FEF987 0 56 30 19## 1226 2015 SNP #FEF987 0 56 31 19## 1227 2015 SNP #FEF987 0 56 19 20## 1228 2015 SNP #FEF987 0 56 20 20## 1229 2015 SNP #FEF987 0 56 21 20## 1230 2015 SNP #FEF987 0 56 22 20## 1231 2015 SNP #FEF987 0 56 23 20## 1232 2015 SNP #FEF987 0 56 24 20## 1233 2015 SNP #FEF987 0 56 25 20## 1234 2015 SNP #FEF987 0 56 26 20## 1235 2015 SNP #FEF987 0 56 27 20## 1236 2015 SNP #FEF987 0 56 28 20## 1237 2015 SNP #FEF987 0 56 29 20## 1238 2015 SNP #FEF987 0 56 30 20## 1239 2015 SNP #FEF987 0 56 31 20## 1240 2015 SNP #FEF987 0 56 19 21## 1241 2015 SNP #FEF987 0 56 20 21## 1242 2015 SNP #FEF987 0 56 21 21## 1243 2015 SNP #FEF987 0 56 22 21## 1244 2015 SNP #FEF987 0 56 23 21## 1245 2015 SNP #FEF987 0 56 24 21## 1246 2015 SNP #FEF987 0 56 25 21## 1247 2015 SNP #FEF987 0 56 26 21## 1248 2015 SNP #FEF987 0 56 27 21## 1249 2015 SNP #FEF987 0 56 28 21## 1250 2015 SNP #FEF987 0 56 29 21## 1251 2015 SNP #FEF987 0 56 30 21## 1252 2015 SNP #FEF987 0 56 31 21## 1253 2015 SNP #FEF987 0 56 19 22## 1254 2015 SNP #FEF987 0 56 20 22## 1255 2015 SNP #FEF987 0 56 21 22## 1256 2015 SNP #FEF987 0 56 22 22## 1257 2015 SNP #FEF987 0 56 23 22## 1258 2015 SNP #FEF987 0 56 24 22## 1259 2015 SNP #FEF987 0 56 25 22## 1260 2015 SNP #FEF987 0 56 26 22## 1261 2015 SNP #FEF987 0 56 27 22## 1262 2015 SNP #FEF987 0 56 28 22## 1263 2015 SNP #FEF987 0 56 29 22## 1264 2015 SNP #FEF987 0 56 30 22## 1265 2015 SNP #FEF987 0 56 31 22## 1266 2015 SNP #FEF987 0 56 19 23## 1267 2015 SNP #FEF987 0 56 20 23## 1268 2015 Other grey 0 15 21 23## 1269 2015 Other grey 0 15 22 23## 1270 2015 Other grey 0 15 23 23## 1271 2015 Other grey 0 15 24 23## 1272 2015 Other grey 0 15 25 23## 1273 2015 Other grey 0 15 26 23## 1274 2015 Other grey 0 15 27 23## 1275 2015 Other grey 0 15 28 23## 1276 2015 Other grey 0 15 29 23## 1277 2015 Other grey 0 15 30 23## 1278 2015 Other grey 0 15 31 23## 1279 2015 Other grey 0 15 19 24## 1280 2015 Other grey 0 15 20 24## 1281 2015 Other grey 0 15 21 24## 1282 2015 Other grey 0 15 22 24## 1283 2015 DUP #D46A4C 0 8 23 24## 1284 2015 DUP #D46A4C 0 8 24 24## 1285 2015 DUP #D46A4C 0 8 25 24## 1286 2015 DUP #D46A4C 0 8 26 24## 1287 2015 DUP #D46A4C 0 8 27 24## 1288 2015 DUP #D46A4C 0 8 28 24## 1289 2015 DUP #D46A4C 0 8 29 24## 1290 2015 DUP #D46A4C 0 8 30 24## 1291 2015 LibDem #FAA61A 0 8 31 24## 1292 2015 LibDem #FAA61A 0 8 19 25## 1293 2015 LibDem #FAA61A 0 8 20 25## 1294 2015 LibDem #FAA61A 0 8 21 25## 1295 2015 LibDem #FAA61A 0 8 22 25## 1296 2015 LibDem #FAA61A 0 8 23 25## 1297 2015 LibDem #FAA61A 0 8 24 25## 1298 2015 LibDem #FAA61A 0 8 25 25## 1299 2017 Tories #0087DC 1 317 1 1## 1300 2017 Tories #0087DC 1 317 2 1## 1301 2017 Tories #0087DC 1 317 3 1## 1302 2017 Tories #0087DC 1 317 4 1## 1303 2017 Tories #0087DC 1 317 5 1## 1304 2017 Tories #0087DC 1 317 6 1## 1305 2017 Tories #0087DC 1 317 7 1## 1306 2017 Tories #0087DC 1 317 8 1## 1307 2017 Tories #0087DC 1 317 9 1## 1308 2017 Tories #0087DC 1 317 10 1## 1309 2017 Tories #0087DC 1 317 11 1## 1310 2017 Tories #0087DC 1 317 12 1## 1311 2017 Tories #0087DC 1 317 13 1## 1312 2017 Tories #0087DC 1 317 1 2## 1313 2017 Tories #0087DC 1 317 2 2## 1314 2017 Tories #0087DC 1 317 3 2## 1315 2017 Tories #0087DC 1 317 4 2## 1316 2017 Tories #0087DC 1 317 5 2## 1317 2017 Tories #0087DC 1 317 6 2## 1318 2017 Tories #0087DC 1 317 7 2## 1319 2017 Tories #0087DC 1 317 8 2## 1320 2017 Tories #0087DC 1 317 9 2## 1321 2017 Tories #0087DC 1 317 10 2## 1322 2017 Tories #0087DC 1 317 11 2## 1323 2017 Tories #0087DC 1 317 12 2## 1324 2017 Tories #0087DC 1 317 13 2## 1325 2017 Tories #0087DC 1 317 1 3## 1326 2017 Tories #0087DC 1 317 2 3## 1327 2017 Tories #0087DC 1 317 3 3## 1328 2017 Tories #0087DC 1 317 4 3## 1329 2017 Tories #0087DC 1 317 5 3## 1330 2017 Tories #0087DC 1 317 6 3## 1331 2017 Tories #0087DC 1 317 7 3## 1332 2017 Tories #0087DC 1 317 8 3## 1333 2017 Tories #0087DC 1 317 9 3## 1334 2017 Tories #0087DC 1 317 10 3## 1335 2017 Tories #0087DC 1 317 11 3## 1336 2017 Tories #0087DC 1 317 12 3## 1337 2017 Tories #0087DC 1 317 13 3## 1338 2017 Tories #0087DC 1 317 1 4## 1339 2017 Tories #0087DC 1 317 2 4## 1340 2017 Tories #0087DC 1 317 3 4## 1341 2017 Tories #0087DC 1 317 4 4## 1342 2017 Tories #0087DC 1 317 5 4## 1343 2017 Tories #0087DC 1 317 6 4## 1344 2017 Tories #0087DC 1 317 7 4## 1345 2017 Tories #0087DC 1 317 8 4## 1346 2017 Tories #0087DC 1 317 9 4## 1347 2017 Tories #0087DC 1 317 10 4## 1348 2017 Tories #0087DC 1 317 11 4## 1349 2017 Tories #0087DC 1 317 12 4## 1350 2017 Tories #0087DC 1 317 13 4## 1351 2017 Tories #0087DC 1 317 1 5## 1352 2017 Tories #0087DC 1 317 2 5## 1353 2017 Tories #0087DC 1 317 3 5## 1354 2017 Tories #0087DC 1 317 4 5## 1355 2017 Tories #0087DC 1 317 5 5## 1356 2017 Tories #0087DC 1 317 6 5## 1357 2017 Tories #0087DC 1 317 7 5## 1358 2017 Tories #0087DC 1 317 8 5## 1359 2017 Tories #0087DC 1 317 9 5## 1360 2017 Tories #0087DC 1 317 10 5## 1361 2017 Tories #0087DC 1 317 11 5## 1362 2017 Tories #0087DC 1 317 12 5## 1363 2017 Tories #0087DC 1 317 13 5## 1364 2017 Tories #0087DC 1 317 1 6## 1365 2017 Tories #0087DC 1 317 2 6## 1366 2017 Tories #0087DC 1 317 3 6## 1367 2017 Tories #0087DC 1 317 4 6## 1368 2017 Tories #0087DC 1 317 5 6## 1369 2017 Tories #0087DC 1 317 6 6## 1370 2017 Tories #0087DC 1 317 7 6## 1371 2017 Tories #0087DC 1 317 8 6## 1372 2017 Tories #0087DC 1 317 9 6## 1373 2017 Tories #0087DC 1 317 10 6## 1374 2017 Tories #0087DC 1 317 11 6## 1375 2017 Tories #0087DC 1 317 12 6## 1376 2017 Tories #0087DC 1 317 13 6## 1377 2017 Tories #0087DC 1 317 1 7## 1378 2017 Tories #0087DC 1 317 2 7## 1379 2017 Tories #0087DC 1 317 3 7## 1380 2017 Tories #0087DC 1 317 4 7## 1381 2017 Tories #0087DC 1 317 5 7## 1382 2017 Tories #0087DC 1 317 6 7## 1383 2017 Tories #0087DC 1 317 7 7## 1384 2017 Tories #0087DC 1 317 8 7## 1385 2017 Tories #0087DC 1 317 9 7## 1386 2017 Tories #0087DC 1 317 10 7## 1387 2017 Tories #0087DC 1 317 11 7## 1388 2017 Tories #0087DC 1 317 12 7## 1389 2017 Tories #0087DC 1 317 13 7## 1390 2017 Tories #0087DC 1 317 1 8## 1391 2017 Tories #0087DC 1 317 2 8## 1392 2017 Tories #0087DC 1 317 3 8## 1393 2017 Tories #0087DC 1 317 4 8## 1394 2017 Tories #0087DC 1 317 5 8## 1395 2017 Tories #0087DC 1 317 6 8## 1396 2017 Tories #0087DC 1 317 7 8## 1397 2017 Tories #0087DC 1 317 8 8## 1398 2017 Tories #0087DC 1 317 9 8## 1399 2017 Tories #0087DC 1 317 10 8## 1400 2017 Tories #0087DC 1 317 11 8## 1401 2017 Tories #0087DC 1 317 12 8## 1402 2017 Tories #0087DC 1 317 13 8## 1403 2017 Tories #0087DC 1 317 1 9## 1404 2017 Tories #0087DC 1 317 2 9## 1405 2017 Tories #0087DC 1 317 3 9## 1406 2017 Tories #0087DC 1 317 4 9## 1407 2017 Tories #0087DC 1 317 5 9## 1408 2017 Tories #0087DC 1 317 6 9## 1409 2017 Tories #0087DC 1 317 7 9## 1410 2017 Tories #0087DC 1 317 8 9## 1411 2017 Tories 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Tories #0087DC 1 317 10 21## 1569 2017 Tories #0087DC 1 317 11 21## 1570 2017 Tories #0087DC 1 317 12 21## 1571 2017 Tories #0087DC 1 317 13 21## 1572 2017 Tories #0087DC 1 317 1 22## 1573 2017 Tories #0087DC 1 317 2 22## 1574 2017 Tories #0087DC 1 317 3 22## 1575 2017 Tories #0087DC 1 317 4 22## 1576 2017 Tories #0087DC 1 317 5 22## 1577 2017 Tories #0087DC 1 317 6 22## 1578 2017 Tories #0087DC 1 317 7 22## 1579 2017 Tories #0087DC 1 317 8 22## 1580 2017 Tories #0087DC 1 317 9 22## 1581 2017 Tories #0087DC 1 317 10 22## 1582 2017 Tories #0087DC 1 317 11 22## 1583 2017 Tories #0087DC 1 317 12 22## 1584 2017 Tories #0087DC 1 317 13 22## 1585 2017 Tories #0087DC 1 317 1 23## 1586 2017 Tories #0087DC 1 317 2 23## 1587 2017 Tories #0087DC 1 317 3 23## 1588 2017 Tories #0087DC 1 317 4 23## 1589 2017 Tories #0087DC 1 317 5 23## 1590 2017 Tories #0087DC 1 317 6 23## 1591 2017 Tories #0087DC 1 317 7 23## 1592 2017 Tories #0087DC 1 317 8 23## 1593 2017 Tories #0087DC 1 317 9 23## 1594 2017 Tories #0087DC 1 317 10 23## 1595 2017 Tories #0087DC 1 317 11 23## 1596 2017 Tories #0087DC 1 317 12 23## 1597 2017 Tories #0087DC 1 317 13 23## 1598 2017 Tories #0087DC 1 317 1 24## 1599 2017 Tories #0087DC 1 317 2 24## 1600 2017 Tories #0087DC 1 317 3 24## 1601 2017 Tories #0087DC 1 317 4 24## 1602 2017 Tories #0087DC 1 317 5 24## 1603 2017 Tories #0087DC 1 317 6 24## 1604 2017 Tories #0087DC 1 317 7 24## 1605 2017 Tories #0087DC 1 317 8 24## 1606 2017 Tories #0087DC 1 317 9 24## 1607 2017 Tories #0087DC 1 317 10 24## 1608 2017 Tories #0087DC 1 317 11 24## 1609 2017 Tories #0087DC 1 317 12 24## 1610 2017 Tories #0087DC 1 317 13 24## 1611 2017 Tories #0087DC 1 317 1 25## 1612 2017 Tories #0087DC 1 317 2 25## 1613 2017 Tories #0087DC 1 317 3 25## 1614 2017 Tories #0087DC 1 317 4 25## 1615 2017 Tories #0087DC 1 317 5 25## 1616 2017 DUP #D46A4C 1 10 6 25## 1617 2017 DUP #D46A4C 1 10 7 25## 1618 2017 DUP #D46A4C 1 10 8 25## 1619 2017 DUP #D46A4C 1 10 9 25## 1620 2017 DUP #D46A4C 1 10 10 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Tories #0087DC 1 365 1 24## 2248 2019 Tories #0087DC 1 365 2 24## 2249 2019 Tories #0087DC 1 365 3 24## 2250 2019 Tories #0087DC 1 365 4 24## 2251 2019 Tories #0087DC 1 365 5 24## 2252 2019 Tories #0087DC 1 365 6 24## 2253 2019 Tories #0087DC 1 365 7 24## 2254 2019 Tories #0087DC 1 365 8 24## 2255 2019 Tories #0087DC 1 365 9 24## 2256 2019 Tories #0087DC 1 365 10 24## 2257 2019 Tories #0087DC 1 365 11 24## 2258 2019 Tories #0087DC 1 365 12 24## 2259 2019 Tories #0087DC 1 365 13 24## 2260 2019 Tories #0087DC 1 365 1 25## 2261 2019 Tories #0087DC 1 365 2 25## 2262 2019 Tories #0087DC 1 365 3 25## 2263 2019 Tories #0087DC 1 365 4 25## 2264 2019 Tories #0087DC 1 365 5 25## 2265 2019 Tories #0087DC 1 365 6 25## 2266 2019 Tories #0087DC 1 365 7 25## 2267 2019 Tories #0087DC 1 365 8 25## 2268 2019 Tories #0087DC 1 365 9 25## 2269 2019 Tories #0087DC 1 365 10 25## 2270 2019 Tories #0087DC 1 365 11 25## 2271 2019 Tories #0087DC 1 365 12 25## 2272 2019 Tories #0087DC 1 365 13 25## 2273 2019 Tories #0087DC 1 365 1 26## 2274 2019 Tories #0087DC 1 365 2 26## 2275 2019 Tories #0087DC 1 365 3 26## 2276 2019 Tories #0087DC 1 365 4 26## 2277 2019 Tories #0087DC 1 365 5 26## 2278 2019 Tories #0087DC 1 365 6 26## 2279 2019 Tories #0087DC 1 365 7 26## 2280 2019 Tories #0087DC 1 365 8 26## 2281 2019 Tories #0087DC 1 365 9 26## 2282 2019 Tories #0087DC 1 365 10 26## 2283 2019 Tories #0087DC 1 365 11 26## 2284 2019 Tories #0087DC 1 365 12 26## 2285 2019 Tories #0087DC 1 365 13 26## 2286 2019 Tories #0087DC 1 365 1 27## 2287 2019 Tories #0087DC 1 365 2 27## 2288 2019 Tories #0087DC 1 365 3 27## 2289 2019 Tories #0087DC 1 365 4 27## 2290 2019 Tories #0087DC 1 365 5 27## 2291 2019 Tories #0087DC 1 365 6 27## 2292 2019 Tories #0087DC 1 365 7 27## 2293 2019 Tories #0087DC 1 365 8 27## 2294 2019 Tories #0087DC 1 365 9 27## 2295 2019 Tories #0087DC 1 365 10 27## 2296 2019 Tories #0087DC 1 365 11 27## 2297 2019 Tories #0087DC 1 365 12 27## 2298 2019 Tories #0087DC 1 365 13 27## 2299 2019 Tories #0087DC 1 365 1 28## 2300 2019 Tories #0087DC 1 365 2 28## 2301 2019 Tories #0087DC 1 365 3 28## 2302 2019 Tories #0087DC 1 365 4 28## 2303 2019 Tories #0087DC 1 365 5 28## 2304 2019 Tories #0087DC 1 365 6 28## 2305 2019 Tories #0087DC 1 365 7 28## 2306 2019 Tories #0087DC 1 365 8 28## 2307 2019 Tories #0087DC 1 365 9 28## 2308 2019 Tories #0087DC 1 365 10 28## 2309 2019 Tories #0087DC 1 365 11 28## 2310 2019 Tories #0087DC 1 365 12 28## 2311 2019 Tories #0087DC 1 365 13 28## 2312 2019 Tories #0087DC 1 365 1 29## 2313 2019 Lab #DC241F 0 203 19 1## 2314 2019 Lab #DC241F 0 203 20 1## 2315 2019 Lab #DC241F 0 203 21 1## 2316 2019 Lab #DC241F 0 203 22 1## 2317 2019 Lab #DC241F 0 203 23 1## 2318 2019 Lab #DC241F 0 203 24 1## 2319 2019 Lab #DC241F 0 203 25 1## 2320 2019 Lab #DC241F 0 203 26 1## 2321 2019 Lab #DC241F 0 203 27 1## 2322 2019 Lab #DC241F 0 203 28 1## 2323 2019 Lab #DC241F 0 203 29 1## 2324 2019 Lab #DC241F 0 203 30 1## 2325 2019 Lab #DC241F 0 203 31 1## 2326 2019 Lab 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21 17## 2524 2019 SNP #FEF987 0 48 22 17## 2525 2019 SNP #FEF987 0 48 23 17## 2526 2019 SNP #FEF987 0 48 24 17## 2527 2019 SNP #FEF987 0 48 25 17## 2528 2019 SNP #FEF987 0 48 26 17## 2529 2019 SNP #FEF987 0 48 27 17## 2530 2019 SNP #FEF987 0 48 28 17## 2531 2019 SNP #FEF987 0 48 29 17## 2532 2019 SNP #FEF987 0 48 30 17## 2533 2019 SNP #FEF987 0 48 31 17## 2534 2019 SNP #FEF987 0 48 19 18## 2535 2019 SNP #FEF987 0 48 20 18## 2536 2019 SNP #FEF987 0 48 21 18## 2537 2019 SNP #FEF987 0 48 22 18## 2538 2019 SNP #FEF987 0 48 23 18## 2539 2019 SNP #FEF987 0 48 24 18## 2540 2019 SNP #FEF987 0 48 25 18## 2541 2019 SNP #FEF987 0 48 26 18## 2542 2019 SNP #FEF987 0 48 27 18## 2543 2019 SNP #FEF987 0 48 28 18## 2544 2019 SNP #FEF987 0 48 29 18## 2545 2019 SNP #FEF987 0 48 30 18## 2546 2019 SNP #FEF987 0 48 31 18## 2547 2019 SNP #FEF987 0 48 19 19## 2548 2019 SNP #FEF987 0 48 20 19## 2549 2019 SNP #FEF987 0 48 21 19## 2550 2019 SNP #FEF987 0 48 22 19## 2551 2019 SNP #FEF987 0 48 23 19## 2552 2019 SNP #FEF987 0 48 24 19## 2553 2019 SNP #FEF987 0 48 25 19## 2554 2019 SNP #FEF987 0 48 26 19## 2555 2019 SNP #FEF987 0 48 27 19## 2556 2019 SNP #FEF987 0 48 28 19## 2557 2019 SNP #FEF987 0 48 29 19## 2558 2019 SNP #FEF987 0 48 30 19## 2559 2019 SNP #FEF987 0 48 31 19## 2560 2019 SNP #FEF987 0 48 19 20## 2561 2019 SNP #FEF987 0 48 20 20## 2562 2019 SNP #FEF987 0 48 21 20## 2563 2019 SNP #FEF987 0 48 22 20## 2564 2019 Other grey 0 15 23 20## 2565 2019 Other grey 0 15 24 20## 2566 2019 Other grey 0 15 25 20## 2567 2019 Other grey 0 15 26 20## 2568 2019 Other grey 0 15 27 20## 2569 2019 Other grey 0 15 28 20## 2570 2019 Other grey 0 15 29 20## 2571 2019 Other grey 0 15 30 20## 2572 2019 Other grey 0 15 31 20## 2573 2019 Other grey 0 15 19 21## 2574 2019 Other grey 0 15 20 21## 2575 2019 Other grey 0 15 21 21## 2576 2019 Other grey 0 15 22 21## 2577 2019 Other grey 0 15 23 21## 2578 2019 Other grey 0 15 24 21## 2579 2019 LibDem #FAA61A 0 11 25 21## 2580 2019 LibDem #FAA61A 0 11 26 21## 2581 2019 LibDem #FAA61A 0 11 27 21## 2582 2019 LibDem #FAA61A 0 11 28 21## 2583 2019 LibDem #FAA61A 0 11 29 21## 2584 2019 LibDem #FAA61A 0 11 30 21## 2585 2019 LibDem #FAA61A 0 11 31 21## 2586 2019 LibDem #FAA61A 0 11 19 22## 2587 2019 LibDem #FAA61A 0 11 20 22## 2588 2019 LibDem #FAA61A 0 11 21 22## 2589 2019 LibDem #FAA61A 0 11 22 22## 2590 2019 DUP #D46A4C 0 8 23 22## 2591 2019 DUP #D46A4C 0 8 24 22## 2592 2019 DUP #D46A4C 0 8 25 22## 2593 2019 DUP #D46A4C 0 8 26 22## 2594 2019 DUP #D46A4C 0 8 27 22## 2595 2019 DUP #D46A4C 0 8 28 22## 2596 2019 DUP #D46A4C 0 8 29 22## 2597 2019 DUP #D46A4C 0 8 30 2214 / 24
uk %>% group_split(year) %>% map_dfr(~ggparliament::parliament_data( election_data = ., party_seats = .$seats, group = .$government, type = "opposing_benches")) %>% ggplot(aes(x, y))
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uk %>% group_split(year) %>% map_dfr(~ggparliament::parliament_data( election_data = ., party_seats = .$seats, group = .$government, type = "opposing_benches")) %>% ggplot(aes(x, y)) + ggparliament::geom_parliament_seats( size = 1, aes(colour = party_short))
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uk %>% group_split(year) %>% map_dfr(~ggparliament::parliament_data( election_data = ., party_seats = .$seats, group = .$government, type = "opposing_benches")) %>% ggplot(aes(x, y)) + ggparliament::geom_parliament_seats( size = 1, aes(colour = party_short)) + facet_wrap(~year, ncol = 2)
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uk %>% group_split(year) %>% map_dfr(~ggparliament::parliament_data( election_data = ., party_seats = .$seats, group = .$government, type = "opposing_benches")) %>% ggplot(aes(x, y)) + ggparliament::geom_parliament_seats( size = 1, aes(colour = party_short)) + facet_wrap(~year, ncol = 2) + scale_color_manual(values = uk$colour, limits = uk$party_short)
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uk %>% group_split(year) %>% map_dfr(~ggparliament::parliament_data( election_data = ., party_seats = .$seats, group = .$government, type = "opposing_benches")) %>% ggplot(aes(x, y)) + ggparliament::geom_parliament_seats( size = 1, aes(colour = party_short)) + facet_wrap(~year, ncol = 2) + scale_color_manual(values = uk$colour, limits = uk$party_short) + ggparliament::theme_ggparliament( background_colour = TRUE)
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uk %>% group_split(year) %>% map_dfr(~ggparliament::parliament_data( election_data = ., party_seats = .$seats, group = .$government, type = "opposing_benches")) %>% ggplot(aes(x, y)) + ggparliament::geom_parliament_seats( size = 1, aes(colour = party_short)) + facet_wrap(~year, ncol = 2) + scale_color_manual(values = uk$colour, limits = uk$party_short) + ggparliament::theme_ggparliament( background_colour = TRUE) + labs(colour = "Parties", title = "UK House of Commons" )
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uk %>% group_split(year) %>% map_dfr(~ggparliament::parliament_data( election_data = ., party_seats = .$seats, group = .$government, type = "opposing_benches")) %>% ggplot(aes(x, y)) + ggparliament::geom_parliament_seats( size = 1, aes(colour = party_short)) + facet_wrap(~year, ncol = 2) + scale_color_manual(values = uk$colour, limits = uk$party_short) + ggparliament::theme_ggparliament( background_colour = TRUE) + labs(colour = "Parties", title = "UK House of Commons" ) + coord_flip()
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Data analytics in think tanks
Data-driven policy wonks
Urban Institue, Pew, Brookings, CSIS
USSC, Grattan, Lowy
Communicating for a general audience
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Data analytics in think tanks
Key things to keep in mind for data analytics in think tanks:
Simple, facts-based viz
Make any data analysis easy to peruse
Consider guiding the reader and pointing out what they should be looking at
- Scrolly telling
- Highlights
- Strategic annotations
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Data analytics in think tanks
Create a common workplace-wide ggplot2 theme, wrap it up into a package
Have extensive documentation and guides for data visualisation and analysis pipelines
Remember your audience
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Data analytics in think tanks
Mobile-friendly graphs in R
SVG/PNG/PDF
When knitting an RMD file to a HTML page and you want graphs that are responsive to a changing browser size, set
out.widthandout.heightinstead offig.widthandfig.heightThis is particularly important when dealing with HTML widgets that do not scale well
Other HTML arguments can be passed to
out-extra.
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Data analytics in think tanks
Some R Markdown tips for "interactive" content
The use of
{.tabset},{.tabset .tabset-pills}, and{.tabset .tabset-dropdown}in headersSwitching between graphs
Gives the impression of redrawing axes -- easy in JavaScript, hard in R (with the exception of Shiny)
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Data analytics in think tanks
Mathematical knowledge is comparatively less useful
What matters is being able to draw out insights that are relevant for public policy
Some combination of tools (R, Python), statistical knowledge, and substantive domain knowledge
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Data analytics in think tanks
The ability to code and do data analytics is very useful for think tanks
Rigorous analysis, consideration of missing information, uncertainty
Quantify what works and what does not
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Communicating with data
New skill set for traditionally qualitative domains
Requires more education around statistics in the social sciences
Particularly necessary in journalism
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Communicating with data
Quantifying social phenomena is very important when it comes to things like public opinion, budgets, election campaigns, support for policy initiatives, and other events such as pandemics...
Avoid the trap of people misusing statistics
Data visualisation helps -- takes complicated information and simplifies presentation.
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