class: center, middle, inverse, title-slide # Data visualisation: ## A bridge between politics, society, and statistics ### Zoe Meers ### United States Studies Centre, University of Sydney ### 4 May 2020 --- class: inverse, left, middle * Election forecasting * Data journalism * Political data visualisation in **R** * Data analytics in think tanks --- # Election forecasting: FiveThirtyEight <iframe width="1280" height="600" src="https://projects.fivethirtyeight.com/2020-primary-forecast/" frameborder="0" allowfullscreen></iframe> --- ## 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 --- class: inverse, center, middle 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)*] --- ## 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 --- class: inverse, center, middle But you *can* create beautiful production-ready graphs in **R** as well! --- ## 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 --- ## Visualising legislatures with **ggparliament** --- ## Visualising legislatures with **ggparliament** class: split-40 count: false .column[.content[ ```r *election_data ``` ]] .column[.content[ ``` ## 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 #008AC5 ``` ]] --- class: split-40 count: false .column[.content[ ```r election_data %>% * filter(country == "USA" & * house == "Representatives") ``` ]] .column[.content[ ``` ## 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 #3333FF ``` ]] --- class: split-40 count: false .column[.content[ ```r election_data %>% filter(country == "USA" & house == "Representatives") %>% * group_split(year) ``` ]] .column[.content[ ``` ## [[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> ``` ]] --- class: split-40 count: false .column[.content[ ```r election_data %>% filter(country == "USA" & house == "Representatives") %>% group_split(year) %>% * map_dfr( * ~ggparliament::parliament_data(., * party_seats = .$seats, * parl_rows = 10, * type = "semicircle") * ) ``` ]] .column[.content[ ``` ## 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 Representatives Democratic Dem 201 0 ## 399 2012 USA Representatives Democratic Dem 201 0 ## 400 2012 USA Representatives Democratic Dem 201 0 ## 401 2012 USA Representatives Democratic Dem 201 0 ## 402 2012 USA Representatives Democratic Dem 201 0 ## 403 2012 USA Representatives Democratic Dem 201 0 ## 404 2012 USA Representatives Democratic Dem 201 0 ## 405 2012 USA Representatives Democratic Dem 201 0 ## 406 2012 USA Representatives Democratic Dem 201 0 ## 407 2012 USA Representatives Democratic Dem 201 0 ## 408 2012 USA Representatives Democratic Dem 201 0 ## 409 2012 USA Representatives Democratic Dem 201 0 ## 410 2012 USA Representatives Democratic Dem 201 0 ## 411 2012 USA Representatives Democratic Dem 201 0 ## 412 2012 USA Representatives Democratic Dem 201 0 ## 413 2012 USA Representatives Democratic Dem 201 0 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1017 #E81B23 -9.444444e-01 1.635826e+00 9 2.09439510 ## 1018 #E81B23 -8.888889e-01 1.539601e+00 8 2.09439510 ## 1019 #E81B23 -8.009696e-01 1.461583e+00 7 2.07211430 ## 1020 #E81B23 -7.454984e-01 1.365278e+00 6 2.07059516 ## 1021 #E81B23 -6.900397e-01 1.268962e+00 5 2.06885370 ## 1022 #E81B23 -6.345965e-01 1.172632e+00 4 2.06683727 ## 1023 #E81B23 -9.030667e-01 1.784508e+00 10 2.03927944 ## 1024 #E81B23 -8.477318e-01 1.687973e+00 9 2.03621746 ## 1025 #E81B23 -7.924237e-01 1.591401e+00 8 2.03279525 ## 1026 #E81B23 -5.447913e-01 1.094088e+00 3 2.03279525 ## 1027 #E81B23 -4.893268e-01 9.975606e-01 2 2.02683397 ## 1028 #E81B23 -4.338837e-01 9.009689e-01 1 2.01959528 ## 1029 #E81B23 -7.015579e-01 1.511818e+00 7 2.00527191 ## 1030 #E81B23 -6.462011e-01 1.414983e+00 6 1.99919533 ## 1031 #E81B23 -5.908769e-01 1.318061e+00 5 1.99222949 ## 1032 #E81B23 -8.033908e-01 1.831547e+00 10 1.98416378 ## 1033 #E81B23 -5.355939e-01 1.221031e+00 4 1.98416378 ## 1034 #E81B23 -7.481507e-01 1.734408e+00 9 1.97803982 ## 1035 #E81B23 -6.929527e-01 1.637165e+00 8 1.97119539 ## 1036 #E81B23 -4.415176e-01 1.139688e+00 3 1.94039546 ## 1037 #E81B23 -5.990130e-01 1.555301e+00 7 1.93842951 ## 1038 #E81B23 -7.012751e-01 1.873022e+00 10 1.92904812 ## 1039 #E81B23 -5.436109e-01 1.457477e+00 6 1.92779549 ## 1040 #E81B23 -3.858947e-01 1.041947e+00 2 1.92549227 ## 1041 #E81B23 -6.460380e-01 1.774975e+00 9 1.91986218 ## 1042 #E81B23 -4.882466e-01 1.359425e+00 5 1.91560528 ## 1043 #E81B23 -5.908530e-01 1.676719e+00 8 1.90959553 ## 1044 #E81B23 -3.302791e-01 9.438833e-01 1 1.90739554 ## 1045 #E81B23 -4.329326e-01 1.261090e+00 4 1.90149029 ## 1046 #E81B23 -5.970296e-01 1.908810e+00 10 1.87393246 ## 1047 #E81B23 -4.937926e-01 1.591837e+00 7 1.87158711 ## 1048 #E81B23 -5.417394e-01 1.809536e+00 9 1.86168454 ## 1049 #E81B23 -4.382506e-01 1.492545e+00 6 1.85639566 ## 1050 #E81B23 -3.344770e-01 1.175565e+00 3 1.84799568 ## 1051 #E81B23 -4.865120e-01 1.709912e+00 8 1.84799568 ## 1052 #E81B23 -3.827511e-01 1.392811e+00 5 1.83898107 ## 1053 #E81B23 -2.785028e-01 1.075641e+00 2 1.82415057 ## 1054 #E81B23 -4.909710e-01 1.938801e+00 10 1.81881680 ## 1055 #E81B23 -3.273140e-01 1.292534e+00 4 1.81881680 ## 1056 #E81B23 -3.863669e-01 1.621264e+00 7 1.80474472 ## 1057 #E81B23 -4.356078e-01 1.837974e+00 9 1.80350689 ## 1058 #E81B23 -2.225209e-01 9.749279e-01 1 1.79519580 ## 1059 #E81B23 -3.803255e-01 1.736619e+00 8 1.78639582 ## 1060 #E81B23 -3.306571e-01 1.520006e+00 6 1.78499583 ## 1061 #E81B23 -3.834213e-01 1.962903e+00 10 1.76370114 ## 1062 #E81B23 -2.750094e-01 1.418023e+00 5 1.76235685 ## 1063 #E81B23 -2.245827e-01 1.201412e+00 3 1.75559589 ## 1064 #E81B23 -3.280021e-01 1.860192e+00 9 1.74532925 ## 1065 #E81B23 -2.772156e-01 1.643450e+00 7 1.73790232 ## 1066 #E81B23 -2.194595e-01 1.315148e+00 4 1.73614331 ## 1067 #E81B23 -2.726963e-01 1.756739e+00 8 1.72479597 ## 1068 #E81B23 -1.682531e-01 1.098298e+00 2 1.72280887 ## 1069 #E81B23 -2.213786e-01 1.539722e+00 6 1.71359599 ## 1070 #E81B23 -2.747071e-01 1.981044e+00 10 1.70858548 ## 1071 #E81B23 -2.192866e-01 1.876117e+00 9 1.68715161 ## 1072 #E81B23 -1.656538e-01 1.434914e+00 5 1.68573264 ## 1073 #E81B23 -1.119645e-01 9.937122e-01 1 1.68299606 ## 1074 #E81B23 -1.668262e-01 1.658296e+00 7 1.67105992 ## 1075 #E81B23 -1.640326e-01 1.770194e+00 8 1.66319611 ## 1076 #E81B23 -1.127724e-01 1.217008e+00 3 1.66319611 ## 1077 #E81B23 -1.651587e-01 1.993169e+00 10 1.65346982 ## 1078 #E81B23 -1.101058e-01 1.328779e+00 4 1.65346982 ## 1079 #E81B23 -1.109721e-01 1.551592e+00 6 1.64219616 ## 1080 #E81B23 -1.098291e-01 1.885693e+00 9 1.62897397 ## 1081 #E81B23 -5.627685e-02 1.109685e+00 2 1.62146718 ## 1082 #E81B23 -5.532617e-02 1.443384e+00 5 1.60910843 ## 1083 #E81B23 -5.569163e-02 1.665736e+00 7 1.60421753 ## 1084 #E81B23 -5.474677e-02 1.776935e+00 8 1.60159625 ## 1085 #E81B23 -5.510868e-02 1.999241e+00 10 1.59835416 ## 1086 #E81B23 1.156611e-16 1.888889e+00 9 1.57079633 ## 1087 #E81B23 9.525031e-17 1.555556e+00 6 1.57079633 ## 1088 #E81B23 8.164312e-17 1.333333e+00 4 1.57079633 ## 1089 #E81B23 7.483953e-17 1.222222e+00 3 1.57079633 ## 1090 #E81B23 6.123234e-17 1.000000e+00 1 1.57079633 ## 1091 #E81B23 5.510868e-02 1.999241e+00 10 1.54323850 ## 1092 #E81B23 5.474677e-02 1.776935e+00 8 1.53999640 ## 1093 #E81B23 5.569163e-02 1.665736e+00 7 1.53737513 ## 1094 #E81B23 5.532617e-02 1.443384e+00 5 1.53248422 ## 1095 #E81B23 5.627685e-02 1.109685e+00 2 1.52012548 ## 1096 #E81B23 1.098291e-01 1.885693e+00 9 1.51261869 ## 1097 #E81B23 1.109721e-01 1.551592e+00 6 1.49939649 ## 1098 #E81B23 1.651587e-01 1.993169e+00 10 1.48812284 ## 1099 #E81B23 1.101058e-01 1.328779e+00 4 1.48812284 ## 1100 #E81B23 1.640326e-01 1.770194e+00 8 1.47839654 ## 1101 #E81B23 1.127724e-01 1.217008e+00 3 1.47839654 ## 1102 #E81B23 1.668262e-01 1.658296e+00 7 1.47053273 ## 1103 #E81B23 1.119645e-01 9.937122e-01 1 1.45859659 ## 1104 #E81B23 1.656538e-01 1.434914e+00 5 1.45586001 ## 1105 #E81B23 2.192866e-01 1.876117e+00 9 1.45444104 ## 1106 #E81B23 2.747071e-01 1.981044e+00 10 1.43300718 ## 1107 #E81B23 2.213786e-01 1.539722e+00 6 1.42799666 ## 1108 #E81B23 1.682531e-01 1.098298e+00 2 1.41878378 ## 1109 #E81B23 2.726963e-01 1.756739e+00 8 1.41679669 ## 1110 #E81B23 2.194595e-01 1.315148e+00 4 1.40544935 ## 1111 #E81B23 2.772156e-01 1.643450e+00 7 1.40369033 ## 1112 #3333FF 3.280021e-01 1.860192e+00 9 1.39626340 ## 1113 #3333FF 2.245827e-01 1.201412e+00 3 1.38599676 ## 1114 #3333FF 2.750094e-01 1.418023e+00 5 1.37923580 ## 1115 #3333FF 3.834213e-01 1.962903e+00 10 1.37789151 ## 1116 #3333FF 3.306571e-01 1.520006e+00 6 1.35659683 ## 1117 #3333FF 3.803255e-01 1.736619e+00 8 1.35519683 ## 1118 #3333FF 2.225209e-01 9.749279e-01 1 1.34639685 ## 1119 #3333FF 4.356078e-01 1.837974e+00 9 1.33808576 ## 1120 #3333FF 3.863669e-01 1.621264e+00 7 1.33684794 ## 1121 #3333FF 4.909710e-01 1.938801e+00 10 1.32277585 ## 1122 #3333FF 3.273140e-01 1.292534e+00 4 1.32277585 ## 1123 #3333FF 2.785028e-01 1.075641e+00 2 1.31744208 ## 1124 #3333FF 3.827511e-01 1.392811e+00 5 1.30261159 ## 1125 #3333FF 3.344770e-01 1.175565e+00 3 1.29359698 ## 1126 #3333FF 4.865120e-01 1.709912e+00 8 1.29359698 ## 1127 #3333FF 4.382506e-01 1.492545e+00 6 1.28519699 ## 1128 #3333FF 5.417394e-01 1.809536e+00 9 1.27990812 ## 1129 #3333FF 4.937926e-01 1.591837e+00 7 1.27000554 ## 1130 #3333FF 5.970296e-01 1.908810e+00 10 1.26766019 ## 1131 #3333FF 4.329326e-01 1.261090e+00 4 1.24010236 ## 1132 #3333FF 3.302791e-01 9.438833e-01 1 1.23419711 ## 1133 #3333FF 5.908530e-01 1.676719e+00 8 1.23199712 ## 1134 #3333FF 4.882466e-01 1.359425e+00 5 1.22598738 ## 1135 #3333FF 6.460380e-01 1.774975e+00 9 1.22173048 ## 1136 #3333FF 3.858947e-01 1.041947e+00 2 1.21610038 ## 1137 #3333FF 5.436109e-01 1.457477e+00 6 1.21379716 ## 1138 #3333FF 7.012751e-01 1.873022e+00 10 1.21254453 ## 1139 #3333FF 5.990130e-01 1.555301e+00 7 1.20316314 ## 1140 #3333FF 4.415176e-01 1.139688e+00 3 1.20119719 ## 1141 #3333FF 6.929527e-01 1.637165e+00 8 1.17039726 ## 1142 #3333FF 7.481507e-01 1.734408e+00 9 1.16355283 ## 1143 #3333FF 8.033908e-01 1.831547e+00 10 1.15742887 ## 1144 #3333FF 5.355939e-01 1.221031e+00 4 1.15742887 ## 1145 #3333FF 5.908769e-01 1.318061e+00 5 1.14936317 ## 1146 #3333FF 6.462011e-01 1.414983e+00 6 1.14239733 ## 1147 #3333FF 7.015579e-01 1.511818e+00 7 1.13632075 ## 1148 #3333FF 4.338837e-01 9.009689e-01 1 1.12199738 ## 1149 #3333FF 4.893268e-01 9.975606e-01 2 1.11475868 ## 1150 #3333FF 7.924237e-01 1.591401e+00 8 1.10879741 ## 1151 #3333FF 5.447913e-01 1.094088e+00 3 1.10879741 ## 1152 #3333FF 8.477318e-01 1.687973e+00 9 1.10537519 ## 1153 #3333FF 9.030667e-01 1.784508e+00 10 1.10231321 ## 1154 #3333FF 6.345965e-01 1.172632e+00 4 1.07475538 ## 1155 #3333FF 6.900397e-01 1.268962e+00 5 1.07273895 ## 1156 #3333FF 7.454984e-01 1.365278e+00 6 1.07099750 ## 1157 #3333FF 8.009696e-01 1.461583e+00 7 1.06947835 ## 1158 #3333FF 1.000000e+00 1.732051e+00 10 1.04719755 ## 1159 #3333FF 9.444444e-01 1.635826e+00 9 1.04719755 ## 1160 #3333FF 8.888889e-01 1.539601e+00 8 1.04719755 ## 1161 #3333FF 6.434171e-01 1.039154e+00 3 1.01639762 ## 1162 #3333FF 5.877378e-01 9.429381e-01 2 1.01341699 ## 1163 #3333FF 5.320321e-01 8.467242e-01 1 1.00979764 ## 1164 #3333FF 8.968039e-01 1.404820e+00 7 1.00263595 ## 1165 #3333FF 8.409968e-01 1.308617e+00 6 0.99959766 ## 1166 #3333FF 7.851531e-01 1.212417e+00 5 0.99611474 ## 1167 #3333FF 1.093896e+00 1.674333e+00 10 0.99208189 ## 1168 #3333FF 7.292642e-01 1.116222e+00 4 0.99208189 ## 1169 #3333FF 1.037961e+00 1.578144e+00 9 0.98901991 ## 1170 #3333FF 9.819822e-01 1.481960e+00 8 0.98559770 ## 1171 #3333FF 1.184471e+00 1.611530e+00 10 0.93696623 ## 1172 #3333FF 9.886329e-01 1.341783e+00 7 0.93579356 ## 1173 #3333FF 1.127966e+00 1.515122e+00 9 0.93084227 ## 1174 #3333FF 9.322097e-01 1.245286e+00 6 0.92819783 ## 1175 #3333FF 7.365534e-01 9.753544e-01 3 0.92399784 ## 1176 #3333FF 1.071350e+00 1.418697e+00 8 0.92399784 ## 1177 #3333FF 8.756589e-01 1.148756e+00 5 0.91949053 ## 1178 #3333FF 6.801178e-01 8.786397e-01 2 0.91207529 ## 1179 #3333FF 8.189503e-01 1.052187e+00 4 0.90940840 ## 1180 #3333FF 6.234898e-01 7.818315e-01 1 0.89759790 ## 1181 #3333FF 1.271447e+00 1.543833e+00 10 0.88185057 ## 1182 #3333FF 1.214154e+00 1.446973e+00 9 0.87266463 ## 1183 #3333FF 1.076046e+00 1.272754e+00 7 0.86895116 ## 1184 #3333FF 1.156655e+00 1.350053e+00 8 0.86239798 ## 1185 #3333FF 1.018672e+00 1.175610e+00 6 0.85679800 ## 1186 #3333FF 9.610260e-01 1.078355e+00 5 0.84286632 ## 1187 #3333FF 8.234058e-01 9.032331e-01 3 0.83159806 ## 1188 #3333FF 1.354563e+00 1.471448e+00 10 0.82673491 ## 1189 #3333FF 9.030421e-01 9.809652e-01 4 0.82673491 ## 1190 #3333FF 1.296234e+00 1.373928e+00 9 0.81448698 ## 1191 #3333FF 7.655188e-01 8.053253e-01 2 0.81073359 ## 1192 #3333FF 1.158654e+00 1.198039e+00 7 0.80210876 ## 1193 #3333FF 1.237571e+00 1.276288e+00 8 0.80079813 ## 1194 #3333FF 1.099944e+00 1.099944e+00 6 0.78539816 ## 1195 #3333FF 7.071068e-01 7.071068e-01 1 0.78539816 ## 1196 #3333FF 1.433565e+00 1.394594e+00 10 0.77161925 ## 1197 #3333FF 1.040753e+00 1.001625e+00 5 0.76624211 ## 1198 #3333FF 1.373928e+00 1.296234e+00 9 0.75630934 ## 1199 #3333FF 9.809652e-01 9.030421e-01 4 0.74406142 ## 1200 #3333FF 1.313794e+00 1.197681e+00 8 0.73919827 ## 1201 #3333FF 9.032331e-01 8.234058e-01 3 0.73919827 ## 1202 #3333FF 1.236087e+00 1.117975e+00 7 0.73526637 ## 1203 #3333FF 1.508213e+00 1.313504e+00 10 0.71650359 ## 1204 #3333FF 1.175610e+00 1.018672e+00 6 0.71399833 ## 1205 #3333FF 8.430646e-01 7.237472e-01 2 0.70939189 ## 1206 #3333FF 1.446973e+00 1.214154e+00 9 0.69813170 ## 1207 #3333FF 1.114373e+00 9.190169e-01 5 0.68961790 ## 1208 #3333FF 1.385032e+00 1.114531e+00 8 0.67759842 ## 1209 #3333FF 7.818315e-01 6.234898e-01 1 0.67319843 ## 1210 #3333FF 1.307999e+00 1.032916e+00 7 0.66842397 ## 1211 #3333FF 1.578281e+00 1.228425e+00 10 0.66138793 ## 1212 #3333FF 1.052187e+00 8.189503e-01 4 0.66138793 ## 1213 #3333FF 9.753544e-01 7.365534e-01 3 0.64679849 ## 1214 #3333FF 1.245286e+00 9.322097e-01 6 0.64259850 ## 1215 #3333FF 1.515122e+00 1.127966e+00 9 0.63995406 ## 1216 #3333FF 1.451017e+00 1.027153e+00 8 0.61599856 ## 1217 #3333FF 1.181454e+00 8.310158e-01 5 0.61299369 ## 1218 #3333FF 9.119594e-01 6.347425e-01 2 0.60805019 ## 1219 #3333FF 1.643556e+00 1.139616e+00 10 0.60627227 ## 1220 #3333FF 1.374069e+00 9.432452e-01 7 0.60158157 ## 1221 #3333FF 1.578144e+00 1.037961e+00 9 0.58177642 ## 1222 #3333FF 1.116222e+00 7.292642e-01 4 0.57871444 ## 1223 #3333FF 1.308617e+00 8.409968e-01 6 0.57119866 ## 1224 #3333FF 8.467242e-01 5.320321e-01 1 0.56099869 ## 1225 #3333FF 1.511497e+00 9.358794e-01 8 0.55439870 ## 1226 #3333FF 1.039154e+00 6.434171e-01 3 0.55439870 ## 1227 #3333FF 1.703839e+00 1.047346e+00 10 0.55115661 ## 1228 #3333FF 1.241601e+00 7.381381e-01 5 0.53636948 ## 1229 #3333FF 1.434003e+00 8.493611e-01 7 0.53473918 ## 1230 #3333FF 1.635826e+00 9.444444e-01 9 0.52359878 ## 1231 #3333FF 9.714962e-01 5.392244e-01 2 0.50670849 ## 1232 #3333FF 1.365278e+00 7.454984e-01 6 0.49979883 ## 1233 #3333FF 1.758948e+00 9.518948e-01 10 0.49604095 ## 1234 #3333FF 1.172632e+00 6.345965e-01 4 0.49604095 ## 1235 #3333FF 1.566244e+00 8.410552e-01 8 0.49279885 ## 1236 #3333FF 1.487531e+00 7.516835e-01 7 0.46789678 ## 1237 #3333FF 1.687973e+00 8.477318e-01 9 0.46542113 ## 1238 #3333FF 1.094088e+00 5.447913e-01 3 0.46199892 ## 1239 #3333FF 1.294461e+00 6.409287e-01 5 0.45974527 ## 1240 #3333FF 9.009689e-01 4.338837e-01 1 0.44879895 ## 1241 #3333FF 1.808714e+00 8.535529e-01 10 0.44092528 ## 1242 #3333FF 1.615049e+00 7.430406e-01 8 0.43119899 ## 1243 #3333FF 1.414983e+00 6.462011e-01 6 0.42839900 ## 1244 #3333FF 1.221031e+00 5.355939e-01 4 0.41336745 ## 1245 #3333FF 1.734408e+00 7.481507e-01 9 0.40724349 ## 1246 #3333FF 1.021064e+00 4.381732e-01 2 0.40536679 ## 1247 #3333FF 1.534416e+00 6.506488e-01 7 0.40105438 ## 1248 #3333FF 1.852988e+00 7.526187e-01 10 0.38580962 ## 1249 #3333FF 1.339726e+00 5.399580e-01 5 0.38312106 ## 1250 #3333FF 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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 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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 0.00000000 ``` ]] --- class: split-40 count: false .column[.content[ ```r 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) * ) ``` ]] .column[.content[ ``` ## 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 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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 1.84799568 ## 617 1.83898107 ## 618 1.82415057 ## 619 1.81881680 ## 620 1.81881680 ## 621 1.80474472 ## 622 1.80350689 ## 623 1.79519580 ## 624 1.78639582 ## 625 1.78499583 ## 626 1.76370114 ## 627 1.76235685 ## 628 1.75559589 ## 629 1.74532925 ## 630 1.73790232 ## 631 1.73614331 ## 632 1.72479597 ## 633 1.72280887 ## 634 1.71359599 ## 635 1.70858548 ## 636 1.68715161 ## 637 1.68573264 ## 638 1.68299606 ## 639 1.67105992 ## 640 1.66319611 ## 641 1.66319611 ## 642 1.65346982 ## 643 1.65346982 ## 644 1.64219616 ## 645 1.62897397 ## 646 1.62146718 ## 647 1.60910843 ## 648 1.60421753 ## 649 1.60159625 ## 650 1.59835416 ## 651 1.57079633 ## 652 1.57079633 ## 653 1.57079633 ## 654 1.57079633 ## 655 1.57079633 ## 656 1.54323850 ## 657 1.53999640 ## 658 1.53737513 ## 659 1.53248422 ## 660 1.52012548 ## 661 1.51261869 ## 662 1.49939649 ## 663 1.48812284 ## 664 1.48812284 ## 665 1.47839654 ## 666 1.47839654 ## 667 1.47053273 ## 668 1.45859659 ## 669 1.45586001 ## 670 1.45444104 ## 671 1.43300718 ## 672 1.42799666 ## 673 1.41878378 ## 674 1.41679669 ## 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 ## 792 0.55115661 ## 793 0.53636948 ## 794 0.53473918 ## 795 0.52359878 ## 796 0.50670849 ## 797 0.49979883 ## 798 0.49604095 ## 799 0.49604095 ## 800 0.49279885 ## 801 0.46789678 ## 802 0.46542113 ## 803 0.46199892 ## 804 0.45974527 ## 805 0.44879895 ## 806 0.44092528 ## 807 0.43119899 ## 808 0.42839900 ## 809 0.41336745 ## 810 0.40724349 ## 811 0.40536679 ## 812 0.40105438 ## 813 0.38580962 ## 814 0.38312106 ## 815 0.36959914 ## 816 0.36959914 ## 817 0.35699917 ## 818 0.34906585 ## 819 0.33659921 ## 820 0.33421198 ## 821 0.33069396 ## 822 0.33069396 ## 823 0.30799928 ## 824 0.30649684 ## 825 0.30402510 ## 826 0.29088821 ## 827 0.28559933 ## 828 0.27719935 ## 829 0.27557830 ## 830 0.26736959 ## 831 0.24802047 ## 832 0.24639942 ## 833 0.23271057 ## 834 0.22987263 ## 835 0.22439948 ## 836 0.22046264 ## 837 0.21419950 ## 838 0.20268340 ## 839 0.20052719 ## 840 0.18479957 ## 841 0.18479957 ## 842 0.17453293 ## 843 0.16534698 ## 844 0.16534698 ## 845 0.15324842 ## 846 0.14279967 ## 847 0.13368479 ## 848 0.12319971 ## 849 0.11635528 ## 850 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 0.00000000 ``` ]] --- class: split-40 count: false .column[.content[ ```r election_data %>% filter(country == "USA" & house == "Representatives") %>% group_split(year) %>% map_dfr( ~ggparliament::parliament_data(., party_seats = .$seats, parl_rows = 10, type = "semicircle") ) %>% select(-c(country, house, party_long, seats) ) %>% * ggplot(aes(x, y)) ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_auto_6_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r election_data %>% filter(country == "USA" & house == "Representatives") %>% group_split(year) %>% map_dfr( ~ggparliament::parliament_data(., party_seats = .$seats, parl_rows = 10, type = "semicircle") ) %>% select(-c(country, house, party_long, seats) ) %>% ggplot(aes(x, y)) + * facet_wrap(~year, nrow = 2) ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_auto_7_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r election_data %>% filter(country == "USA" & house == "Representatives") %>% group_split(year) %>% map_dfr( ~ggparliament::parliament_data(., party_seats = .$seats, parl_rows = 10, type = "semicircle") ) %>% select(-c(country, house, party_long, seats) ) %>% ggplot(aes(x, y)) + facet_wrap(~year, nrow = 2) + * ggparliament::theme_ggparliament() ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_auto_8_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r election_data %>% filter(country == "USA" & house == "Representatives") %>% group_split(year) %>% map_dfr( ~ggparliament::parliament_data(., party_seats = .$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) * ) ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_auto_9_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r election_data %>% filter(country == "USA" & house == "Representatives") %>% group_split(year) %>% map_dfr( ~ggparliament::parliament_data(., party_seats = .$seats, parl_rows = 10, type = "semicircle") ) %>% select(-c(country, house, party_long, seats) ) %>% ggplot(aes(x, y)) + facet_wrap(~year, nrow = 2) + ggparliament::theme_ggparliament() + ggparliament::geom_parliament_seats( size = 1, aes(colour = party_short) ) + * theme(legend.position = 'bottom') ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_auto_10_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r election_data %>% filter(country == "USA" & house == "Representatives") %>% group_split(year) %>% map_dfr( ~ggparliament::parliament_data(., party_seats = .$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" * ) ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_auto_11_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r election_data %>% filter(country == "USA" & house == "Representatives") %>% group_split(year) %>% map_dfr( ~ggparliament::parliament_data(., party_seats = .$seats, parl_rows = 10, type = "semicircle") ) %>% select(-c(country, house, party_long, seats) ) %>% ggplot(aes(x, y)) + facet_wrap(~year, nrow = 2) + ggparliament::theme_ggparliament() + ggparliament::geom_parliament_seats( size = 1, aes(colour = party_short) ) + theme(legend.position = 'bottom') + ggparliament::geom_highlight_government( government == 1, size = 1.1, colour = "grey" ) + * labs(colour = NULL, * title = "American Congress", * subtitle = "The party that has control of Congress is highlighted in grey." * ) ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_auto_12_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r election_data %>% filter(country == "USA" & house == "Representatives") %>% group_split(year) %>% map_dfr( ~ggparliament::parliament_data(., party_seats = .$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")) ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_auto_13_output-1.png" width="90%" /> ]] --- ## Visualising legislatures with **ggparliament** --- ## Visualising legislatures with **ggparliament** class: split-40 count: false .column[.content[ ```r *australia <- ggparliament::election_data ``` ]] .column[.content[ ]] --- class: split-40 count: false .column[.content[ ```r australia <- ggparliament::election_data %>% * filter(country == "Australia" & * house == "Representatives" & * year == 2016) ``` ]] .column[.content[ ]] --- class: split-40 count: false .column[.content[ ```r 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") ``` ]] .column[.content[ ``` ## 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 0.00000000 ``` ]] --- class: split-40 count: false .column[.content[ ```r 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)) ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_au_auto_4_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r australia <- ggparliament::election_data %>% filter(country == "Australia" & house == "Representatives" & year == 2016) ggparliament::parliament_data( election_data = australia, party_seats = australia$seats, parl_rows = 4, type = "horseshoe") %>% ggplot(aes(x, y)) + * ggparliament::theme_ggparliament() ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_au_auto_5_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r australia <- ggparliament::election_data %>% filter(country == "Australia" & house == "Representatives" & year == 2016) ggparliament::parliament_data( election_data = australia, party_seats = australia$seats, parl_rows = 4, type = "horseshoe") %>% ggplot(aes(x, y)) + ggparliament::theme_ggparliament() + * ggparliament::geom_parliament_seats( * aes(colour = party_short) * ) ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_au_auto_6_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r 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$party_short) ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_au_auto_7_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r australia <- ggparliament::election_data %>% filter(country == "Australia" & house == "Representatives" & year == 2016) ggparliament::parliament_data( election_data = australia, party_seats = australia$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') ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_au_auto_8_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r 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$party_short) + theme(legend.position = 'none') + * ggparliament::draw_partylabels( * type = "horseshoe", * party_names = party_short, * party_seats = seats, * party_colours = colour) ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_au_auto_9_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r australia <- ggparliament::election_data %>% filter(country == "Australia" & house == "Representatives" & year == 2016) ggparliament::parliament_data( election_data = australia, party_seats = australia$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") ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_au_auto_10_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r 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$party_short) + theme(legend.position = 'none') + ggparliament::draw_partylabels( type = "horseshoe", party_names = party_short, party_seats = seats, party_colours = colour) + ggparliament::draw_totalseats( n = 150, type = "horseshoe") + * labs(colour = NULL, * title = "Australian House of Representatives, 2016 election" * ) ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_au_auto_11_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r australia <- ggparliament::election_data %>% filter(country == "Australia" & house == "Representatives" & year == 2016) ggparliament::parliament_data( election_data = australia, party_seats = australia$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") ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_au_auto_12_output-1.png" width="90%" /> ]] --- ## Visualising legislatures with **ggparliament** --- ## Visualising legislatures with **ggparliament** class: split-40 count: false .column[.content[ ```r *uk ``` ]] .column[.content[ ``` ## # 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 rows ``` ]] --- class: split-40 count: false .column[.content[ ```r uk %>% * group_split(year) ``` ]] .column[.content[ ``` ## [[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> ``` ]] --- class: split-40 count: false .column[.content[ ```r uk %>% group_split(year) %>% * map_dfr(~ggparliament::parliament_data( * election_data = ., * party_seats = .$seats, * group = .$government, * type = "opposing_benches")) ``` ]] .column[.content[ ``` ## 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 #0087DC 1 330 6 2 ## 669 2015 Tories #0087DC 1 330 7 2 ## 670 2015 Tories #0087DC 1 330 8 2 ## 671 2015 Tories #0087DC 1 330 9 2 ## 672 2015 Tories #0087DC 1 330 10 2 ## 673 2015 Tories #0087DC 1 330 11 2 ## 674 2015 Tories #0087DC 1 330 12 2 ## 675 2015 Tories #0087DC 1 330 13 2 ## 676 2015 Tories #0087DC 1 330 1 3 ## 677 2015 Tories #0087DC 1 330 2 3 ## 678 2015 Tories #0087DC 1 330 3 3 ## 679 2015 Tories #0087DC 1 330 4 3 ## 680 2015 Tories #0087DC 1 330 5 3 ## 681 2015 Tories #0087DC 1 330 6 3 ## 682 2015 Tories #0087DC 1 330 7 3 ## 683 2015 Tories #0087DC 1 330 8 3 ## 684 2015 Tories #0087DC 1 330 9 3 ## 685 2015 Tories #0087DC 1 330 10 3 ## 686 2015 Tories #0087DC 1 330 11 3 ## 687 2015 Tories #0087DC 1 330 12 3 ## 688 2015 Tories #0087DC 1 330 13 3 ## 689 2015 Tories #0087DC 1 330 1 4 ## 690 2015 Tories #0087DC 1 330 2 4 ## 691 2015 Tories #0087DC 1 330 3 4 ## 692 2015 Tories #0087DC 1 330 4 4 ## 693 2015 Tories #0087DC 1 330 5 4 ## 694 2015 Tories #0087DC 1 330 6 4 ## 695 2015 Tories #0087DC 1 330 7 4 ## 696 2015 Tories #0087DC 1 330 8 4 ## 697 2015 Tories #0087DC 1 330 9 4 ## 698 2015 Tories #0087DC 1 330 10 4 ## 699 2015 Tories #0087DC 1 330 11 4 ## 700 2015 Tories #0087DC 1 330 12 4 ## 701 2015 Tories #0087DC 1 330 13 4 ## 702 2015 Tories #0087DC 1 330 1 5 ## 703 2015 Tories #0087DC 1 330 2 5 ## 704 2015 Tories #0087DC 1 330 3 5 ## 705 2015 Tories #0087DC 1 330 4 5 ## 706 2015 Tories #0087DC 1 330 5 5 ## 707 2015 Tories #0087DC 1 330 6 5 ## 708 2015 Tories #0087DC 1 330 7 5 ## 709 2015 Tories #0087DC 1 330 8 5 ## 710 2015 Tories #0087DC 1 330 9 5 ## 711 2015 Tories #0087DC 1 330 10 5 ## 712 2015 Tories #0087DC 1 330 11 5 ## 713 2015 Tories #0087DC 1 330 12 5 ## 714 2015 Tories #0087DC 1 330 13 5 ## 715 2015 Tories #0087DC 1 330 1 6 ## 716 2015 Tories #0087DC 1 330 2 6 ## 717 2015 Tories #0087DC 1 330 3 6 ## 718 2015 Tories #0087DC 1 330 4 6 ## 719 2015 Tories #0087DC 1 330 5 6 ## 720 2015 Tories #0087DC 1 330 6 6 ## 721 2015 Tories #0087DC 1 330 7 6 ## 722 2015 Tories #0087DC 1 330 8 6 ## 723 2015 Tories #0087DC 1 330 9 6 ## 724 2015 Tories #0087DC 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#0087DC 1 330 11 8 ## 752 2015 Tories #0087DC 1 330 12 8 ## 753 2015 Tories #0087DC 1 330 13 8 ## 754 2015 Tories #0087DC 1 330 1 9 ## 755 2015 Tories #0087DC 1 330 2 9 ## 756 2015 Tories #0087DC 1 330 3 9 ## 757 2015 Tories #0087DC 1 330 4 9 ## 758 2015 Tories #0087DC 1 330 5 9 ## 759 2015 Tories #0087DC 1 330 6 9 ## 760 2015 Tories #0087DC 1 330 7 9 ## 761 2015 Tories #0087DC 1 330 8 9 ## 762 2015 Tories #0087DC 1 330 9 9 ## 763 2015 Tories #0087DC 1 330 10 9 ## 764 2015 Tories #0087DC 1 330 11 9 ## 765 2015 Tories #0087DC 1 330 12 9 ## 766 2015 Tories #0087DC 1 330 13 9 ## 767 2015 Tories #0087DC 1 330 1 10 ## 768 2015 Tories #0087DC 1 330 2 10 ## 769 2015 Tories #0087DC 1 330 3 10 ## 770 2015 Tories #0087DC 1 330 4 10 ## 771 2015 Tories #0087DC 1 330 5 10 ## 772 2015 Tories #0087DC 1 330 6 10 ## 773 2015 Tories #0087DC 1 330 7 10 ## 774 2015 Tories #0087DC 1 330 8 10 ## 775 2015 Tories #0087DC 1 330 9 10 ## 776 2015 Tories #0087DC 1 330 10 10 ## 777 2015 Tories #0087DC 1 330 11 10 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2015 Tories #0087DC 1 330 12 14 ## 831 2015 Tories #0087DC 1 330 13 14 ## 832 2015 Tories #0087DC 1 330 1 15 ## 833 2015 Tories #0087DC 1 330 2 15 ## 834 2015 Tories #0087DC 1 330 3 15 ## 835 2015 Tories #0087DC 1 330 4 15 ## 836 2015 Tories #0087DC 1 330 5 15 ## 837 2015 Tories #0087DC 1 330 6 15 ## 838 2015 Tories #0087DC 1 330 7 15 ## 839 2015 Tories #0087DC 1 330 8 15 ## 840 2015 Tories #0087DC 1 330 9 15 ## 841 2015 Tories #0087DC 1 330 10 15 ## 842 2015 Tories #0087DC 1 330 11 15 ## 843 2015 Tories #0087DC 1 330 12 15 ## 844 2015 Tories #0087DC 1 330 13 15 ## 845 2015 Tories #0087DC 1 330 1 16 ## 846 2015 Tories #0087DC 1 330 2 16 ## 847 2015 Tories #0087DC 1 330 3 16 ## 848 2015 Tories #0087DC 1 330 4 16 ## 849 2015 Tories #0087DC 1 330 5 16 ## 850 2015 Tories #0087DC 1 330 6 16 ## 851 2015 Tories #0087DC 1 330 7 16 ## 852 2015 Tories #0087DC 1 330 8 16 ## 853 2015 Tories #0087DC 1 330 9 16 ## 854 2015 Tories #0087DC 1 330 10 16 ## 855 2015 Tories #0087DC 1 330 11 16 ## 856 2015 Tories #0087DC 1 330 12 16 ## 857 2015 Tories #0087DC 1 330 13 16 ## 858 2015 Tories #0087DC 1 330 1 17 ## 859 2015 Tories #0087DC 1 330 2 17 ## 860 2015 Tories #0087DC 1 330 3 17 ## 861 2015 Tories #0087DC 1 330 4 17 ## 862 2015 Tories #0087DC 1 330 5 17 ## 863 2015 Tories #0087DC 1 330 6 17 ## 864 2015 Tories #0087DC 1 330 7 17 ## 865 2015 Tories #0087DC 1 330 8 17 ## 866 2015 Tories #0087DC 1 330 9 17 ## 867 2015 Tories #0087DC 1 330 10 17 ## 868 2015 Tories #0087DC 1 330 11 17 ## 869 2015 Tories #0087DC 1 330 12 17 ## 870 2015 Tories #0087DC 1 330 13 17 ## 871 2015 Tories #0087DC 1 330 1 18 ## 872 2015 Tories #0087DC 1 330 2 18 ## 873 2015 Tories #0087DC 1 330 3 18 ## 874 2015 Tories #0087DC 1 330 4 18 ## 875 2015 Tories #0087DC 1 330 5 18 ## 876 2015 Tories #0087DC 1 330 6 18 ## 877 2015 Tories #0087DC 1 330 7 18 ## 878 2015 Tories #0087DC 1 330 8 18 ## 879 2015 Tories #0087DC 1 330 9 18 ## 880 2015 Tories #0087DC 1 330 10 18 ## 881 2015 Tories #0087DC 1 330 11 18 ## 882 2015 Tories #0087DC 1 330 12 18 ## 883 2015 Tories #0087DC 1 330 13 18 ## 884 2015 Tories #0087DC 1 330 1 19 ## 885 2015 Tories #0087DC 1 330 2 19 ## 886 2015 Tories #0087DC 1 330 3 19 ## 887 2015 Tories #0087DC 1 330 4 19 ## 888 2015 Tories #0087DC 1 330 5 19 ## 889 2015 Tories #0087DC 1 330 6 19 ## 890 2015 Tories #0087DC 1 330 7 19 ## 891 2015 Tories #0087DC 1 330 8 19 ## 892 2015 Tories #0087DC 1 330 9 19 ## 893 2015 Tories #0087DC 1 330 10 19 ## 894 2015 Tories #0087DC 1 330 11 19 ## 895 2015 Tories #0087DC 1 330 12 19 ## 896 2015 Tories #0087DC 1 330 13 19 ## 897 2015 Tories #0087DC 1 330 1 20 ## 898 2015 Tories #0087DC 1 330 2 20 ## 899 2015 Tories #0087DC 1 330 3 20 ## 900 2015 Tories #0087DC 1 330 4 20 ## 901 2015 Tories #0087DC 1 330 5 20 ## 902 2015 Tories #0087DC 1 330 6 20 ## 903 2015 Tories #0087DC 1 330 7 20 ## 904 2015 Tories #0087DC 1 330 8 20 ## 905 2015 Tories #0087DC 1 330 9 20 ## 906 2015 Tories #0087DC 1 330 10 20 ## 907 2015 Tories #0087DC 1 330 11 20 ## 908 2015 Tories #0087DC 1 330 12 20 ## 909 2015 Tories #0087DC 1 330 13 20 ## 910 2015 Tories #0087DC 1 330 1 21 ## 911 2015 Tories #0087DC 1 330 2 21 ## 912 2015 Tories #0087DC 1 330 3 21 ## 913 2015 Tories #0087DC 1 330 4 21 ## 914 2015 Tories #0087DC 1 330 5 21 ## 915 2015 Tories #0087DC 1 330 6 21 ## 916 2015 Tories #0087DC 1 330 7 21 ## 917 2015 Tories #0087DC 1 330 8 21 ## 918 2015 Tories #0087DC 1 330 9 21 ## 919 2015 Tories #0087DC 1 330 10 21 ## 920 2015 Tories #0087DC 1 330 11 21 ## 921 2015 Tories #0087DC 1 330 12 21 ## 922 2015 Tories #0087DC 1 330 13 21 ## 923 2015 Tories #0087DC 1 330 1 22 ## 924 2015 Tories #0087DC 1 330 2 22 ## 925 2015 Tories #0087DC 1 330 3 22 ## 926 2015 Tories #0087DC 1 330 4 22 ## 927 2015 Tories #0087DC 1 330 5 22 ## 928 2015 Tories #0087DC 1 330 6 22 ## 929 2015 Tories #0087DC 1 330 7 22 ## 930 2015 Tories #0087DC 1 330 8 22 ## 931 2015 Tories #0087DC 1 330 9 22 ## 932 2015 Tories #0087DC 1 330 10 22 ## 933 2015 Tories #0087DC 1 330 11 22 ## 934 2015 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## 987 2015 Lab #DC241F 0 232 26 1 ## 988 2015 Lab #DC241F 0 232 27 1 ## 989 2015 Lab #DC241F 0 232 28 1 ## 990 2015 Lab #DC241F 0 232 29 1 ## 991 2015 Lab #DC241F 0 232 30 1 ## 992 2015 Lab #DC241F 0 232 31 1 ## 993 2015 Lab #DC241F 0 232 19 2 ## 994 2015 Lab #DC241F 0 232 20 2 ## 995 2015 Lab #DC241F 0 232 21 2 ## 996 2015 Lab #DC241F 0 232 22 2 ## 997 2015 Lab #DC241F 0 232 23 2 ## 998 2015 Lab #DC241F 0 232 24 2 ## 999 2015 Lab #DC241F 0 232 25 2 ## 1000 2015 Lab #DC241F 0 232 26 2 ## 1001 2015 Lab #DC241F 0 232 27 2 ## 1002 2015 Lab #DC241F 0 232 28 2 ## 1003 2015 Lab #DC241F 0 232 29 2 ## 1004 2015 Lab #DC241F 0 232 30 2 ## 1005 2015 Lab #DC241F 0 232 31 2 ## 1006 2015 Lab #DC241F 0 232 19 3 ## 1007 2015 Lab #DC241F 0 232 20 3 ## 1008 2015 Lab #DC241F 0 232 21 3 ## 1009 2015 Lab #DC241F 0 232 22 3 ## 1010 2015 Lab #DC241F 0 232 23 3 ## 1011 2015 Lab #DC241F 0 232 24 3 ## 1012 2015 Lab #DC241F 0 232 25 3 ## 1013 2015 Lab #DC241F 0 232 26 3 ## 1014 2015 Lab #DC241F 0 232 27 3 ## 1015 2015 Lab #DC241F 0 232 28 3 ## 1016 2015 Lab #DC241F 0 232 29 3 ## 1017 2015 Lab #DC241F 0 232 30 3 ## 1018 2015 Lab #DC241F 0 232 31 3 ## 1019 2015 Lab #DC241F 0 232 19 4 ## 1020 2015 Lab #DC241F 0 232 20 4 ## 1021 2015 Lab #DC241F 0 232 21 4 ## 1022 2015 Lab #DC241F 0 232 22 4 ## 1023 2015 Lab #DC241F 0 232 23 4 ## 1024 2015 Lab #DC241F 0 232 24 4 ## 1025 2015 Lab #DC241F 0 232 25 4 ## 1026 2015 Lab #DC241F 0 232 26 4 ## 1027 2015 Lab #DC241F 0 232 27 4 ## 1028 2015 Lab #DC241F 0 232 28 4 ## 1029 2015 Lab #DC241F 0 232 29 4 ## 1030 2015 Lab #DC241F 0 232 30 4 ## 1031 2015 Lab #DC241F 0 232 31 4 ## 1032 2015 Lab #DC241F 0 232 19 5 ## 1033 2015 Lab #DC241F 0 232 20 5 ## 1034 2015 Lab #DC241F 0 232 21 5 ## 1035 2015 Lab #DC241F 0 232 22 5 ## 1036 2015 Lab #DC241F 0 232 23 5 ## 1037 2015 Lab #DC241F 0 232 24 5 ## 1038 2015 Lab #DC241F 0 232 25 5 ## 1039 2015 Lab #DC241F 0 232 26 5 ## 1040 2015 Lab #DC241F 0 232 27 5 ## 1041 2015 Lab #DC241F 0 232 28 5 ## 1042 2015 Lab #DC241F 0 232 29 5 ## 1043 2015 Lab #DC241F 0 232 30 5 ## 1044 2015 Lab #DC241F 0 232 31 5 ## 1045 2015 Lab #DC241F 0 232 19 6 ## 1046 2015 Lab #DC241F 0 232 20 6 ## 1047 2015 Lab #DC241F 0 232 21 6 ## 1048 2015 Lab #DC241F 0 232 22 6 ## 1049 2015 Lab #DC241F 0 232 23 6 ## 1050 2015 Lab #DC241F 0 232 24 6 ## 1051 2015 Lab #DC241F 0 232 25 6 ## 1052 2015 Lab #DC241F 0 232 26 6 ## 1053 2015 Lab #DC241F 0 232 27 6 ## 1054 2015 Lab #DC241F 0 232 28 6 ## 1055 2015 Lab #DC241F 0 232 29 6 ## 1056 2015 Lab #DC241F 0 232 30 6 ## 1057 2015 Lab #DC241F 0 232 31 6 ## 1058 2015 Lab #DC241F 0 232 19 7 ## 1059 2015 Lab #DC241F 0 232 20 7 ## 1060 2015 Lab #DC241F 0 232 21 7 ## 1061 2015 Lab #DC241F 0 232 22 7 ## 1062 2015 Lab #DC241F 0 232 23 7 ## 1063 2015 Lab #DC241F 0 232 24 7 ## 1064 2015 Lab #DC241F 0 232 25 7 ## 1065 2015 Lab #DC241F 0 232 26 7 ## 1066 2015 Lab #DC241F 0 232 27 7 ## 1067 2015 Lab #DC241F 0 232 28 7 ## 1068 2015 Lab #DC241F 0 232 29 7 ## 1069 2015 Lab #DC241F 0 232 30 7 ## 1070 2015 Lab 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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 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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 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#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 22 ``` ]] --- class: split-40 count: false .column[.content[ ```r uk %>% group_split(year) %>% map_dfr(~ggparliament::parliament_data( election_data = ., party_seats = .$seats, group = .$government, type = "opposing_benches")) %>% * ggplot(aes(x, y)) ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_uk_auto_4_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r 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)) ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_uk_auto_5_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r 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) ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_uk_auto_6_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r 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) ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_uk_auto_7_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r 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) ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_uk_auto_8_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r 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" * ) ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_uk_auto_9_output-1.png" width="90%" /> ]] --- class: split-40 count: false .column[.content[ ```r 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() ``` ]] .column[.content[ <img src="presentation_files/figure-html/ggparliament_uk_auto_10_output-1.png" width="90%" /> ]] --- ## Data analytics in think tanks * Data-driven policy wonks * Urban Institue, Pew, Brookings, CSIS * USSC, Grattan, Lowy * Communicating for a general audience --- ## 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 --- ## 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 --- ## 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.width` and `out.height` instead of `fig.width` and `fig.height` * This is particularly important when dealing with HTML widgets that do not scale well * Other HTML arguments can be passed to `out-extra`. --- ## Data analytics in think tanks * Some R Markdown tips for "interactive" content * The use of `{.tabset}`, ` {.tabset .tabset-pills}`, and `{.tabset .tabset-dropdown}` in headers * Switching between graphs * Gives the impression of redrawing axes -- easy in **JavaScript**, hard in **R** (with the exception of Shiny) --- <iframe width="1280" height="600" src="https://www.ussc.edu.au/analysis/australia-and-the-united-states-by-the-numbers" frameborder="0" allowfullscreen></iframe> --- ## 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 --- ## 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 --- ## Communicating with data * New skill set for traditionally qualitative domains * Requires more education around statistics in the social sciences * Particularly necessary in journalism --- ## 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.