From 300ef8101cbba6f68966eacb211c3dd04f7a995f Mon Sep 17 00:00:00 2001 From: Neil Smith Date: Fri, 8 May 2020 16:44:38 +0100 Subject: [PATCH] More analysis --- covid.csv | 1997 +++++++++++++++++- covid.ipynb | 3042 ++++++++++++++++++---------- covid.md | 108 +- covid_deaths_diff_per_day_7.png | Bin 0 -> 100175 bytes covid_deaths_per_capita_linear.png | Bin 50390 -> 53731 bytes covid_deaths_per_day-core.png | Bin 55547 -> 62661 bytes covid_deaths_per_day-friends.png | Bin 49866 -> 54071 bytes covid_deaths_per_day.png | Bin 68876 -> 78251 bytes covid_deaths_per_day_7.png | Bin 0 -> 53136 bytes covid_deaths_per_day_friends_7.png | Bin 0 -> 49667 bytes covid_deaths_selected_log.png | Bin 28313 -> 28053 bytes covid_deaths_total_linear.png | Bin 44272 -> 47400 bytes covid_deaths_total_log.png | Bin 53713 -> 54757 bytes covid_doubling_times.png | Bin 40413 -> 42315 bytes covid_doubling_times_7.png | Bin 0 -> 37634 bytes covid_doubling_times_friends.png | Bin 38103 -> 40588 bytes 16 files changed, 4058 insertions(+), 1089 deletions(-) create mode 100644 covid_deaths_diff_per_day_7.png create mode 100644 covid_deaths_per_day_7.png create mode 100644 covid_deaths_per_day_friends_7.png create mode 100644 covid_doubling_times_7.png diff --git a/covid.csv b/covid.csv index 51ee60a..5d945d8 100644 --- a/covid.csv +++ b/covid.csv @@ -1,4 +1,13 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterritoryCode,popData2018,continentExp +08/05/2020,8,5,2020,171,2,Afghanistan,AF,AFG,37172386,Asia +07/05/2020,7,5,2020,168,9,Afghanistan,AF,AFG,37172386,Asia +06/05/2020,6,5,2020,330,5,Afghanistan,AF,AFG,37172386,Asia +05/05/2020,5,5,2020,190,5,Afghanistan,AF,AFG,37172386,Asia +04/05/2020,4,5,2020,235,13,Afghanistan,AF,AFG,37172386,Asia +03/05/2020,3,5,2020,134,4,Afghanistan,AF,AFG,37172386,Asia +02/05/2020,2,5,2020,164,4,Afghanistan,AF,AFG,37172386,Asia +01/05/2020,1,5,2020,222,4,Afghanistan,AF,AFG,37172386,Asia +30/04/2020,30,4,2020,122,0,Afghanistan,AF,AFG,37172386,Asia 29/04/2020,29,4,2020,124,3,Afghanistan,AF,AFG,37172386,Asia 28/04/2020,28,4,2020,172,0,Afghanistan,AF,AFG,37172386,Asia 27/04/2020,27,4,2020,68,10,Afghanistan,AF,AFG,37172386,Asia @@ -110,6 +119,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Afghanistan,AF,AFG,37172386,Asia 01/01/2020,1,1,2020,0,0,Afghanistan,AF,AFG,37172386,Asia 31/12/2019,31,12,2019,0,0,Afghanistan,AF,AFG,37172386,Asia +08/05/2020,8,5,2020,10,0,Albania,AL,ALB,2866376,Europe +07/05/2020,7,5,2020,12,0,Albania,AL,ALB,2866376,Europe +06/05/2020,6,5,2020,17,0,Albania,AL,ALB,2866376,Europe +05/05/2020,5,5,2020,8,0,Albania,AL,ALB,2866376,Europe +04/05/2020,4,5,2020,6,0,Albania,AL,ALB,2866376,Europe +03/05/2020,3,5,2020,7,0,Albania,AL,ALB,2866376,Europe +02/05/2020,2,5,2020,9,0,Albania,AL,ALB,2866376,Europe +01/05/2020,1,5,2020,7,0,Albania,AL,ALB,2866376,Europe +30/04/2020,30,4,2020,16,1,Albania,AL,ALB,2866376,Europe 29/04/2020,29,4,2020,14,2,Albania,AL,ALB,2866376,Europe 28/04/2020,28,4,2020,10,0,Albania,AL,ALB,2866376,Europe 27/04/2020,27,4,2020,14,1,Albania,AL,ALB,2866376,Europe @@ -162,6 +180,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 11/03/2020,11,3,2020,4,0,Albania,AL,ALB,2866376,Europe 10/03/2020,10,3,2020,4,0,Albania,AL,ALB,2866376,Europe 09/03/2020,9,3,2020,2,0,Albania,AL,ALB,2866376,Europe +08/05/2020,8,5,2020,185,7,Algeria,DZ,DZA,42228429,Africa +07/05/2020,7,5,2020,159,6,Algeria,DZ,DZA,42228429,Africa +06/05/2020,6,5,2020,190,5,Algeria,DZ,DZA,42228429,Africa +05/05/2020,5,5,2020,174,2,Algeria,DZ,DZA,42228429,Africa +04/05/2020,4,5,2020,179,4,Algeria,DZ,DZA,42228429,Africa +03/05/2020,3,5,2020,141,6,Algeria,DZ,DZA,42228429,Africa +02/05/2020,2,5,2020,148,3,Algeria,DZ,DZA,42228429,Africa +01/05/2020,1,5,2020,158,6,Algeria,DZ,DZA,42228429,Africa +30/04/2020,30,4,2020,199,7,Algeria,DZ,DZA,42228429,Africa 29/04/2020,29,4,2020,132,5,Algeria,DZ,DZA,42228429,Africa 28/04/2020,28,4,2020,135,7,Algeria,DZ,DZA,42228429,Africa 27/04/2020,27,4,2020,126,6,Algeria,DZ,DZA,42228429,Africa @@ -278,7 +305,16 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Algeria,DZ,DZA,42228429,Africa 01/01/2020,1,1,2020,0,0,Algeria,DZ,DZA,42228429,Africa 31/12/2019,31,12,2019,0,0,Algeria,DZ,DZA,42228429,Africa -29/04/2020,29,4,2020,5,1,Andorra,AD,AND,77006,Europe +08/05/2020,8,5,2020,1,1,Andorra,AD,AND,77006,Europe +07/05/2020,7,5,2020,0,0,Andorra,AD,AND,77006,Europe +06/05/2020,6,5,2020,1,1,Andorra,AD,AND,77006,Europe +05/05/2020,5,5,2020,2,0,Andorra,AD,AND,77006,Europe +04/05/2020,4,5,2020,1,1,Andorra,AD,AND,77006,Europe +03/05/2020,3,5,2020,1,1,Andorra,AD,AND,77006,Europe +02/05/2020,2,5,2020,1,1,Andorra,AD,AND,77006,Europe +01/05/2020,1,5,2020,2,0,Andorra,AD,AND,77006,Europe +30/04/2020,30,4,2020,0,1,Andorra,AD,AND,77006,Europe +29/04/2020,29,4,2020,0,1,Andorra,AD,AND,77006,Europe 28/04/2020,28,4,2020,3,0,Andorra,AD,AND,77006,Europe 27/04/2020,27,4,2020,7,0,Andorra,AD,AND,77006,Europe 26/04/2020,26,4,2020,2,0,Andorra,AD,AND,77006,Europe @@ -325,6 +361,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 16/03/2020,16,3,2020,3,0,Andorra,AD,AND,77006,Europe 14/03/2020,14,3,2020,1,0,Andorra,AD,AND,77006,Europe 03/03/2020,3,3,2020,1,0,Andorra,AD,AND,77006,Europe +08/05/2020,8,5,2020,0,0,Angola,AO,AGO,30809762,Africa +07/05/2020,7,5,2020,0,0,Angola,AO,AGO,30809762,Africa +06/05/2020,6,5,2020,1,0,Angola,AO,AGO,30809762,Africa +05/05/2020,5,5,2020,0,0,Angola,AO,AGO,30809762,Africa +04/05/2020,4,5,2020,0,0,Angola,AO,AGO,30809762,Africa +03/05/2020,3,5,2020,6,0,Angola,AO,AGO,30809762,Africa +02/05/2020,2,5,2020,2,0,Angola,AO,AGO,30809762,Africa +01/05/2020,1,5,2020,0,0,Angola,AO,AGO,30809762,Africa +30/04/2020,30,4,2020,0,0,Angola,AO,AGO,30809762,Africa 29/04/2020,29,4,2020,0,0,Angola,AO,AGO,30809762,Africa 28/04/2020,28,4,2020,1,0,Angola,AO,AGO,30809762,Africa 27/04/2020,27,4,2020,1,0,Angola,AO,AGO,30809762,Africa @@ -364,6 +409,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 24/03/2020,24,3,2020,0,0,Angola,AO,AGO,30809762,Africa 23/03/2020,23,3,2020,0,0,Angola,AO,AGO,30809762,Africa 22/03/2020,22,3,2020,2,0,Angola,AO,AGO,30809762,Africa +08/05/2020,8,5,2020,0,0,Anguilla,AI,,,America +07/05/2020,7,5,2020,0,0,Anguilla,AI,,,America +06/05/2020,6,5,2020,0,0,Anguilla,AI,,,America +05/05/2020,5,5,2020,0,0,Anguilla,AI,,,America +04/05/2020,4,5,2020,0,0,Anguilla,AI,,,America +03/05/2020,3,5,2020,0,0,Anguilla,AI,,,America +02/05/2020,2,5,2020,0,0,Anguilla,AI,,,America +01/05/2020,1,5,2020,0,0,Anguilla,AI,,,America +30/04/2020,30,4,2020,0,0,Anguilla,AI,,,America 29/04/2020,29,4,2020,0,0,Anguilla,AI,,,America 28/04/2020,28,4,2020,0,0,Anguilla,AI,,,America 27/04/2020,27,4,2020,0,0,Anguilla,AI,,,America @@ -398,6 +452,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 29/03/2020,29,3,2020,0,0,Anguilla,AI,,,America 28/03/2020,28,3,2020,0,0,Anguilla,AI,,,America 27/03/2020,27,3,2020,2,0,Anguilla,AI,,,America +08/05/2020,8,5,2020,0,0,Antigua_and_Barbuda,AG,ATG,96286,America +07/05/2020,7,5,2020,0,0,Antigua_and_Barbuda,AG,ATG,96286,America +06/05/2020,6,5,2020,0,0,Antigua_and_Barbuda,AG,ATG,96286,America +05/05/2020,5,5,2020,0,0,Antigua_and_Barbuda,AG,ATG,96286,America +04/05/2020,4,5,2020,0,0,Antigua_and_Barbuda,AG,ATG,96286,America +03/05/2020,3,5,2020,0,0,Antigua_and_Barbuda,AG,ATG,96286,America +02/05/2020,2,5,2020,1,0,Antigua_and_Barbuda,AG,ATG,96286,America +01/05/2020,1,5,2020,0,0,Antigua_and_Barbuda,AG,ATG,96286,America +30/04/2020,30,4,2020,0,0,Antigua_and_Barbuda,AG,ATG,96286,America 29/04/2020,29,4,2020,0,0,Antigua_and_Barbuda,AG,ATG,96286,America 28/04/2020,28,4,2020,0,0,Antigua_and_Barbuda,AG,ATG,96286,America 27/04/2020,27,4,2020,0,0,Antigua_and_Barbuda,AG,ATG,96286,America @@ -439,6 +502,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 22/03/2020,22,3,2020,0,0,Antigua_and_Barbuda,AG,ATG,96286,America 21/03/2020,21,3,2020,0,0,Antigua_and_Barbuda,AG,ATG,96286,America 15/03/2020,15,3,2020,1,0,Antigua_and_Barbuda,AG,ATG,96286,America +08/05/2020,8,5,2020,163,9,Argentina,AR,ARG,44494502,America +07/05/2020,7,5,2020,188,9,Argentina,AR,ARG,44494502,America +06/05/2020,6,5,2020,133,4,Argentina,AR,ARG,44494502,America +05/05/2020,5,5,2020,104,14,Argentina,AR,ARG,44494502,America +04/05/2020,4,5,2020,102,9,Argentina,AR,ARG,44494502,America +03/05/2020,3,5,2020,149,12,Argentina,AR,ARG,44494502,America +02/05/2020,2,5,2020,104,7,Argentina,AR,ARG,44494502,America +01/05/2020,1,5,2020,143,4,Argentina,AR,ARG,44494502,America +30/04/2020,30,4,2020,158,7,Argentina,AR,ARG,44494502,America 29/04/2020,29,4,2020,124,10,Argentina,AR,ARG,44494502,America 28/04/2020,28,4,2020,223,11,Argentina,AR,ARG,44494502,America 27/04/2020,27,4,2020,0,1,Argentina,AR,ARG,44494502,America @@ -493,6 +565,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 07/03/2020,7,3,2020,6,0,Argentina,AR,ARG,44494502,America 06/03/2020,6,3,2020,1,0,Argentina,AR,ARG,44494502,America 04/03/2020,4,3,2020,1,0,Argentina,AR,ARG,44494502,America +08/05/2020,8,5,2020,102,2,Armenia,AM,ARM,2951776,Europe +07/05/2020,7,5,2020,163,0,Armenia,AM,ARM,2951776,Europe +06/05/2020,6,5,2020,112,1,Armenia,AM,ARM,2951776,Europe +05/05/2020,5,5,2020,121,4,Armenia,AM,ARM,2951776,Europe +04/05/2020,4,5,2020,113,2,Armenia,AM,ARM,2951776,Europe +03/05/2020,3,5,2020,125,0,Armenia,AM,ARM,2951776,Europe +02/05/2020,2,5,2020,82,1,Armenia,AM,ARM,2951776,Europe +01/05/2020,1,5,2020,134,2,Armenia,AM,ARM,2951776,Europe +30/04/2020,30,4,2020,0,0,Armenia,AM,ARM,2951776,Europe 29/04/2020,29,4,2020,65,0,Armenia,AM,ARM,2951776,Europe 28/04/2020,28,4,2020,59,1,Armenia,AM,ARM,2951776,Europe 27/04/2020,27,4,2020,62,1,Armenia,AM,ARM,2951776,Europe @@ -605,6 +686,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Armenia,AM,ARM,2951776,Europe 01/01/2020,1,1,2020,0,0,Armenia,AM,ARM,2951776,Europe 31/12/2019,31,12,2019,0,0,Armenia,AM,ARM,2951776,Europe +08/05/2020,8,5,2020,0,1,Aruba,AW,ABW,105845,America +07/05/2020,7,5,2020,1,0,Aruba,AW,ABW,105845,America +06/05/2020,6,5,2020,0,0,Aruba,AW,ABW,105845,America +05/05/2020,5,5,2020,0,0,Aruba,AW,ABW,105845,America +04/05/2020,4,5,2020,0,0,Aruba,AW,ABW,105845,America +03/05/2020,3,5,2020,0,0,Aruba,AW,ABW,105845,America +02/05/2020,2,5,2020,0,0,Aruba,AW,ABW,105845,America +01/05/2020,1,5,2020,0,0,Aruba,AW,ABW,105845,America +30/04/2020,30,4,2020,0,0,Aruba,AW,ABW,105845,America 29/04/2020,29,4,2020,0,0,Aruba,AW,ABW,105845,America 28/04/2020,28,4,2020,0,0,Aruba,AW,ABW,105845,America 27/04/2020,27,4,2020,0,0,Aruba,AW,ABW,105845,America @@ -643,6 +733,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 24/03/2020,24,3,2020,8,0,Aruba,AW,ABW,105845,America 20/03/2020,20,3,2020,2,0,Aruba,AW,ABW,105845,America 13/03/2020,13,3,2020,2,0,Aruba,AW,ABW,105845,America +08/05/2020,8,5,2020,21,0,Australia,AU,AUS,24992369,Oceania +07/05/2020,7,5,2020,26,1,Australia,AU,AUS,24992369,Oceania +06/05/2020,6,5,2020,24,1,Australia,AU,AUS,24992369,Oceania +05/05/2020,5,5,2020,24,0,Australia,AU,AUS,24992369,Oceania +04/05/2020,4,5,2020,18,2,Australia,AU,AUS,24992369,Oceania +03/05/2020,3,5,2020,16,0,Australia,AU,AUS,24992369,Oceania +02/05/2020,2,5,2020,5,1,Australia,AU,AUS,24992369,Oceania +01/05/2020,1,5,2020,16,2,Australia,AU,AUS,24992369,Oceania +30/04/2020,30,4,2020,8,2,Australia,AU,AUS,24992369,Oceania 29/04/2020,29,4,2020,13,4,Australia,AU,AUS,24992369,Oceania 28/04/2020,28,4,2020,12,1,Australia,AU,AUS,24992369,Oceania 27/04/2020,27,4,2020,10,2,Australia,AU,AUS,24992369,Oceania @@ -764,6 +863,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Australia,AU,AUS,24992369,Oceania 01/01/2020,1,1,2020,0,0,Australia,AU,AUS,24992369,Oceania 31/12/2019,31,12,2019,0,0,Australia,AU,AUS,24992369,Oceania +08/05/2020,8,5,2020,22,1,Austria,AT,AUT,8847037,Europe +07/05/2020,7,5,2020,65,2,Austria,AT,AUT,8847037,Europe +06/05/2020,6,5,2020,17,6,Austria,AT,AUT,8847037,Europe +05/05/2020,5,5,2020,31,2,Austria,AT,AUT,8847037,Europe +04/05/2020,4,5,2020,68,2,Austria,AT,AUT,8847037,Europe +03/05/2020,3,5,2020,12,7,Austria,AT,AUT,8847037,Europe +02/05/2020,2,5,2020,34,5,Austria,AT,AUT,8847037,Europe +01/05/2020,1,5,2020,60,4,Austria,AT,AUT,8847037,Europe +30/04/2020,30,4,2020,50,11,Austria,AT,AUT,8847037,Europe 29/04/2020,29,4,2020,58,20,Austria,AT,AUT,8847037,Europe 28/04/2020,28,4,2020,67,7,Austria,AT,AUT,8847037,Europe 27/04/2020,27,4,2020,55,6,Austria,AT,AUT,8847037,Europe @@ -885,6 +993,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Austria,AT,AUT,8847037,Europe 01/01/2020,1,1,2020,0,0,Austria,AT,AUT,8847037,Europe 31/12/2019,31,12,2019,0,0,Austria,AT,AUT,8847037,Europe +08/05/2020,8,5,2020,77,0,Azerbaijan,AZ,AZE,9942334,Europe +07/05/2020,7,5,2020,67,2,Azerbaijan,AZ,AZE,9942334,Europe +06/05/2020,6,5,2020,76,0,Azerbaijan,AZ,AZE,9942334,Europe +05/05/2020,5,5,2020,52,1,Azerbaijan,AZ,AZE,9942334,Europe +04/05/2020,4,5,2020,38,0,Azerbaijan,AZ,AZE,9942334,Europe +03/05/2020,3,5,2020,40,0,Azerbaijan,AZ,AZE,9942334,Europe +02/05/2020,2,5,2020,50,1,Azerbaijan,AZ,AZE,9942334,Europe +01/05/2020,1,5,2020,38,1,Azerbaijan,AZ,AZE,9942334,Europe +30/04/2020,30,4,2020,49,1,Azerbaijan,AZ,AZE,9942334,Europe 29/04/2020,29,4,2020,39,0,Azerbaijan,AZ,AZE,9942334,Europe 28/04/2020,28,4,2020,33,1,Azerbaijan,AZ,AZE,9942334,Europe 27/04/2020,27,4,2020,28,0,Azerbaijan,AZ,AZE,9942334,Europe @@ -999,6 +1116,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Azerbaijan,AZ,AZE,9942334,Europe 01/01/2020,1,1,2020,0,0,Azerbaijan,AZ,AZE,9942334,Europe 31/12/2019,31,12,2019,0,0,Azerbaijan,AZ,AZE,9942334,Europe +08/05/2020,8,5,2020,0,0,Bahamas,BS,BHS,385640,America +07/05/2020,7,5,2020,3,0,Bahamas,BS,BHS,385640,America +06/05/2020,6,5,2020,6,0,Bahamas,BS,BHS,385640,America +05/05/2020,5,5,2020,0,0,Bahamas,BS,BHS,385640,America +04/05/2020,4,5,2020,0,0,Bahamas,BS,BHS,385640,America +03/05/2020,3,5,2020,1,0,Bahamas,BS,BHS,385640,America +02/05/2020,2,5,2020,1,0,Bahamas,BS,BHS,385640,America +01/05/2020,1,5,2020,1,0,Bahamas,BS,BHS,385640,America +30/04/2020,30,4,2020,0,0,Bahamas,BS,BHS,385640,America 29/04/2020,29,4,2020,0,0,Bahamas,BS,BHS,385640,America 28/04/2020,28,4,2020,0,0,Bahamas,BS,BHS,385640,America 27/04/2020,27,4,2020,2,0,Bahamas,BS,BHS,385640,America @@ -1042,6 +1168,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 20/03/2020,20,3,2020,2,0,Bahamas,BS,BHS,385640,America 17/03/2020,17,3,2020,0,0,Bahamas,BS,BHS,385640,America 16/03/2020,16,3,2020,1,0,Bahamas,BS,BHS,385640,America +08/05/2020,8,5,2020,265,0,Bahrain,BH,BHR,1569439,Asia +07/05/2020,7,5,2020,214,0,Bahrain,BH,BHR,1569439,Asia +06/05/2020,6,5,2020,187,0,Bahrain,BH,BHR,1569439,Asia +05/05/2020,5,5,2020,150,0,Bahrain,BH,BHR,1569439,Asia +04/05/2020,4,5,2020,99,0,Bahrain,BH,BHR,1569439,Asia +03/05/2020,3,5,2020,114,0,Bahrain,BH,BHR,1569439,Asia +02/05/2020,2,5,2020,130,0,Bahrain,BH,BHR,1569439,Asia +01/05/2020,1,5,2020,119,0,Bahrain,BH,BHR,1569439,Asia +30/04/2020,30,4,2020,110,0,Bahrain,BH,BHR,1569439,Asia 29/04/2020,29,4,2020,88,0,Bahrain,BH,BHR,1569439,Asia 28/04/2020,28,4,2020,76,0,Bahrain,BH,BHR,1569439,Asia 27/04/2020,27,4,2020,58,0,Bahrain,BH,BHR,1569439,Asia @@ -1162,6 +1297,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Bahrain,BH,BHR,1569439,Asia 01/01/2020,1,1,2020,0,0,Bahrain,BH,BHR,1569439,Asia 31/12/2019,31,12,2019,0,0,Bahrain,BH,BHR,1569439,Asia +08/05/2020,8,5,2020,706,13,Bangladesh,BD,BGD,161356039,Asia +07/05/2020,7,5,2020,790,3,Bangladesh,BD,BGD,161356039,Asia +06/05/2020,6,5,2020,786,1,Bangladesh,BD,BGD,161356039,Asia +05/05/2020,5,5,2020,688,5,Bangladesh,BD,BGD,161356039,Asia +04/05/2020,4,5,2020,665,2,Bangladesh,BD,BGD,161356039,Asia +03/05/2020,3,5,2020,552,5,Bangladesh,BD,BGD,161356039,Asia +02/05/2020,2,5,2020,571,2,Bangladesh,BD,BGD,161356039,Asia +01/05/2020,1,5,2020,564,5,Bangladesh,BD,BGD,161356039,Asia +30/04/2020,30,4,2020,641,8,Bangladesh,BD,BGD,161356039,Asia 29/04/2020,29,4,2020,549,3,Bangladesh,BD,BGD,161356039,Asia 28/04/2020,28,4,2020,497,7,Bangladesh,BD,BGD,161356039,Asia 27/04/2020,27,4,2020,418,5,Bangladesh,BD,BGD,161356039,Asia @@ -1208,6 +1352,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 17/03/2020,17,3,2020,2,0,Bangladesh,BD,BGD,161356039,Asia 15/03/2020,15,3,2020,0,0,Bangladesh,BD,BGD,161356039,Asia 09/03/2020,9,3,2020,3,0,Bangladesh,BD,BGD,161356039,Asia +08/05/2020,8,5,2020,0,0,Barbados,BB,BRB,286641,America +07/05/2020,7,5,2020,0,0,Barbados,BB,BRB,286641,America +06/05/2020,6,5,2020,0,0,Barbados,BB,BRB,286641,America +05/05/2020,5,5,2020,0,0,Barbados,BB,BRB,286641,America +04/05/2020,4,5,2020,1,0,Barbados,BB,BRB,286641,America +03/05/2020,3,5,2020,0,0,Barbados,BB,BRB,286641,America +02/05/2020,2,5,2020,0,0,Barbados,BB,BRB,286641,America +01/05/2020,1,5,2020,1,0,Barbados,BB,BRB,286641,America +30/04/2020,30,4,2020,0,1,Barbados,BB,BRB,286641,America 29/04/2020,29,4,2020,0,0,Barbados,BB,BRB,286641,America 28/04/2020,28,4,2020,1,0,Barbados,BB,BRB,286641,America 27/04/2020,27,4,2020,0,0,Barbados,BB,BRB,286641,America @@ -1251,6 +1404,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 20/03/2020,20,3,2020,1,0,Barbados,BB,BRB,286641,America 19/03/2020,19,3,2020,0,0,Barbados,BB,BRB,286641,America 18/03/2020,18,3,2020,1,0,Barbados,BB,BRB,286641,America +08/05/2020,8,5,2020,913,4,Belarus,BY,BLR,9485386,Europe +07/05/2020,7,5,2020,905,5,Belarus,BY,BLR,9485386,Europe +06/05/2020,6,5,2020,861,4,Belarus,BY,BLR,9485386,Europe +05/05/2020,5,5,2020,784,4,Belarus,BY,BLR,9485386,Europe +04/05/2020,4,5,2020,877,2,Belarus,BY,BLR,9485386,Europe +03/05/2020,3,5,2020,911,4,Belarus,BY,BLR,9485386,Europe +02/05/2020,2,5,2020,890,4,Belarus,BY,BLR,9485386,Europe +01/05/2020,1,5,2020,846,5,Belarus,BY,BLR,9485386,Europe +30/04/2020,30,4,2020,973,5,Belarus,BY,BLR,9485386,Europe 29/04/2020,29,4,2020,919,4,Belarus,BY,BLR,9485386,Europe 28/04/2020,28,4,2020,826,3,Belarus,BY,BLR,9485386,Europe 27/04/2020,27,4,2020,873,5,Belarus,BY,BLR,9485386,Europe @@ -1364,6 +1526,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Belarus,BY,BLR,9485386,Europe 01/01/2020,1,1,2020,0,0,Belarus,BY,BLR,9485386,Europe 31/12/2019,31,12,2019,0,0,Belarus,BY,BLR,9485386,Europe +08/05/2020,8,5,2020,639,76,Belgium,BE,BEL,11422068,Europe +07/05/2020,7,5,2020,272,323,Belgium,BE,BEL,11422068,Europe +06/05/2020,6,5,2020,242,92,Belgium,BE,BEL,11422068,Europe +05/05/2020,5,5,2020,361,80,Belgium,BE,BEL,11422068,Europe +04/05/2020,4,5,2020,389,79,Belgium,BE,BEL,11422068,Europe +03/05/2020,3,5,2020,485,62,Belgium,BE,BEL,11422068,Europe +02/05/2020,2,5,2020,513,109,Belgium,BE,BEL,11422068,Europe +01/05/2020,1,5,2020,660,93,Belgium,BE,BEL,11422068,Europe +30/04/2020,30,4,2020,525,170,Belgium,BE,BEL,11422068,Europe 29/04/2020,29,4,2020,647,124,Belgium,BE,BEL,11422068,Europe 28/04/2020,28,4,2020,553,113,Belgium,BE,BEL,11422068,Europe 27/04/2020,27,4,2020,809,177,Belgium,BE,BEL,11422068,Europe @@ -1485,6 +1656,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Belgium,BE,BEL,11422068,Europe 01/01/2020,1,1,2020,0,0,Belgium,BE,BEL,11422068,Europe 31/12/2019,31,12,2019,0,0,Belgium,BE,BEL,11422068,Europe +08/05/2020,8,5,2020,0,0,Belize,BZ,BLZ,383071,America +07/05/2020,7,5,2020,0,0,Belize,BZ,BLZ,383071,America +06/05/2020,6,5,2020,0,0,Belize,BZ,BLZ,383071,America +05/05/2020,5,5,2020,0,0,Belize,BZ,BLZ,383071,America +04/05/2020,4,5,2020,0,0,Belize,BZ,BLZ,383071,America +03/05/2020,3,5,2020,0,0,Belize,BZ,BLZ,383071,America +02/05/2020,2,5,2020,0,0,Belize,BZ,BLZ,383071,America +01/05/2020,1,5,2020,0,0,Belize,BZ,BLZ,383071,America +30/04/2020,30,4,2020,0,0,Belize,BZ,BLZ,383071,America 29/04/2020,29,4,2020,0,0,Belize,BZ,BLZ,383071,America 28/04/2020,28,4,2020,0,0,Belize,BZ,BLZ,383071,America 27/04/2020,27,4,2020,0,0,Belize,BZ,BLZ,383071,America @@ -1522,6 +1702,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 26/03/2020,26,3,2020,1,0,Belize,BZ,BLZ,383071,America 25/03/2020,25,3,2020,0,0,Belize,BZ,BLZ,383071,America 24/03/2020,24,3,2020,1,0,Belize,BZ,BLZ,383071,America +08/05/2020,8,5,2020,38,0,Benin,BJ,BEN,11485048,Africa +07/05/2020,7,5,2020,6,0,Benin,BJ,BEN,11485048,Africa +06/05/2020,6,5,2020,0,0,Benin,BJ,BEN,11485048,Africa +05/05/2020,5,5,2020,6,0,Benin,BJ,BEN,11485048,Africa +04/05/2020,4,5,2020,0,0,Benin,BJ,BEN,11485048,Africa +03/05/2020,3,5,2020,0,0,Benin,BJ,BEN,11485048,Africa +02/05/2020,2,5,2020,6,0,Benin,BJ,BEN,11485048,Africa +01/05/2020,1,5,2020,15,0,Benin,BJ,BEN,11485048,Africa +30/04/2020,30,4,2020,5,1,Benin,BJ,BEN,11485048,Africa 29/04/2020,29,4,2020,0,0,Benin,BJ,BEN,11485048,Africa 28/04/2020,28,4,2020,0,0,Benin,BJ,BEN,11485048,Africa 27/04/2020,27,4,2020,6,0,Benin,BJ,BEN,11485048,Africa @@ -1566,6 +1755,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 19/03/2020,19,3,2020,0,0,Benin,BJ,BEN,11485048,Africa 18/03/2020,18,3,2020,0,0,Benin,BJ,BEN,11485048,Africa 17/03/2020,17,3,2020,1,0,Benin,BJ,BEN,11485048,Africa +08/05/2020,8,5,2020,0,0,Bermuda,BM,BMU,63968,America +07/05/2020,7,5,2020,3,0,Bermuda,BM,BMU,63968,America +06/05/2020,6,5,2020,0,0,Bermuda,BM,BMU,63968,America +05/05/2020,5,5,2020,0,0,Bermuda,BM,BMU,63968,America +04/05/2020,4,5,2020,1,0,Bermuda,BM,BMU,63968,America +03/05/2020,3,5,2020,0,1,Bermuda,BM,BMU,63968,America +02/05/2020,2,5,2020,0,0,Bermuda,BM,BMU,63968,America +01/05/2020,1,5,2020,3,0,Bermuda,BM,BMU,63968,America +30/04/2020,30,4,2020,1,0,Bermuda,BM,BMU,63968,America 29/04/2020,29,4,2020,0,0,Bermuda,BM,BMU,63968,America 28/04/2020,28,4,2020,1,1,Bermuda,BM,BMU,63968,America 27/04/2020,27,4,2020,10,0,Bermuda,BM,BMU,63968,America @@ -1607,6 +1805,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 22/03/2020,22,3,2020,0,0,Bermuda,BM,BMU,63968,America 21/03/2020,21,3,2020,0,0,Bermuda,BM,BMU,63968,America 20/03/2020,20,3,2020,2,0,Bermuda,BM,BMU,63968,America +08/05/2020,8,5,2020,0,0,Bhutan,BT,BTN,754394,Asia +07/05/2020,7,5,2020,0,0,Bhutan,BT,BTN,754394,Asia +06/05/2020,6,5,2020,0,0,Bhutan,BT,BTN,754394,Asia +05/05/2020,5,5,2020,0,0,Bhutan,BT,BTN,754394,Asia +04/05/2020,4,5,2020,0,0,Bhutan,BT,BTN,754394,Asia +03/05/2020,3,5,2020,0,0,Bhutan,BT,BTN,754394,Asia +02/05/2020,2,5,2020,0,0,Bhutan,BT,BTN,754394,Asia +01/05/2020,1,5,2020,0,0,Bhutan,BT,BTN,754394,Asia +30/04/2020,30,4,2020,0,0,Bhutan,BT,BTN,754394,Asia 29/04/2020,29,4,2020,0,0,Bhutan,BT,BTN,754394,Asia 28/04/2020,28,4,2020,0,0,Bhutan,BT,BTN,754394,Asia 27/04/2020,27,4,2020,0,0,Bhutan,BT,BTN,754394,Asia @@ -1654,6 +1861,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 15/03/2020,15,3,2020,0,0,Bhutan,BT,BTN,754394,Asia 13/03/2020,13,3,2020,0,0,Bhutan,BT,BTN,754394,Asia 06/03/2020,6,3,2020,1,0,Bhutan,BT,BTN,754394,Asia +08/05/2020,8,5,2020,195,11,Bolivia,BO,BOL,11353142,America +07/05/2020,7,5,2020,84,5,Bolivia,BO,BOL,11353142,America +06/05/2020,6,5,2020,121,4,Bolivia,BO,BOL,11353142,America +05/05/2020,5,5,2020,87,6,Bolivia,BO,BOL,11353142,America +04/05/2020,4,5,2020,124,5,Bolivia,BO,BOL,11353142,America +03/05/2020,3,5,2020,241,5,Bolivia,BO,BOL,11353142,America +02/05/2020,2,5,2020,62,4,Bolivia,BO,BOL,11353142,America +01/05/2020,1,5,2020,57,3,Bolivia,BO,BOL,11353142,America +30/04/2020,30,4,2020,57,4,Bolivia,BO,BOL,11353142,America 29/04/2020,29,4,2020,39,2,Bolivia,BO,BOL,11353142,America 28/04/2020,28,4,2020,64,3,Bolivia,BO,BOL,11353142,America 27/04/2020,27,4,2020,84,4,Bolivia,BO,BOL,11353142,America @@ -1702,6 +1918,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 14/03/2020,14,3,2020,7,0,Bolivia,BO,BOL,11353142,America 13/03/2020,13,3,2020,1,0,Bolivia,BO,BOL,11353142,America 12/03/2020,12,3,2020,2,0,Bolivia,BO,BOL,11353142,America +08/05/2020,8,5,2020,0,0,"Bonaire, Saint Eustatius and Saba",BQ,,,America +07/05/2020,7,5,2020,0,0,"Bonaire, Saint Eustatius and Saba",BQ,,,America +06/05/2020,6,5,2020,0,0,"Bonaire, Saint Eustatius and Saba",BQ,,,America +05/05/2020,5,5,2020,0,0,"Bonaire, Saint Eustatius and Saba",BQ,,,America +04/05/2020,4,5,2020,0,0,"Bonaire, Saint Eustatius and Saba",BQ,,,America +03/05/2020,3,5,2020,0,0,"Bonaire, Saint Eustatius and Saba",BQ,,,America +02/05/2020,2,5,2020,0,0,"Bonaire, Saint Eustatius and Saba",BQ,,,America +01/05/2020,1,5,2020,0,0,"Bonaire, Saint Eustatius and Saba",BQ,,,America +30/04/2020,30,4,2020,0,0,"Bonaire, Saint Eustatius and Saba",BQ,,,America 29/04/2020,29,4,2020,0,0,"Bonaire, Saint Eustatius and Saba",BQ,,,America 28/04/2020,28,4,2020,0,0,"Bonaire, Saint Eustatius and Saba",BQ,,,America 27/04/2020,27,4,2020,0,0,"Bonaire, Saint Eustatius and Saba",BQ,,,America @@ -1730,6 +1955,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 04/04/2020,4,4,2020,0,0,"Bonaire, Saint Eustatius and Saba",BQ,,,America 03/04/2020,3,4,2020,0,0,"Bonaire, Saint Eustatius and Saba",BQ,,,America 02/04/2020,2,4,2020,2,0,"Bonaire, Saint Eustatius and Saba",BQ,,,America +08/05/2020,8,5,2020,40,4,Bosnia_and_Herzegovina,BA,BIH,3323929,Europe +07/05/2020,7,5,2020,41,7,Bosnia_and_Herzegovina,BA,BIH,3323929,Europe +06/05/2020,6,5,2020,20,1,Bosnia_and_Herzegovina,BA,BIH,3323929,Europe +05/05/2020,5,5,2020,69,1,Bosnia_and_Herzegovina,BA,BIH,3323929,Europe +04/05/2020,4,5,2020,18,5,Bosnia_and_Herzegovina,BA,BIH,3323929,Europe +03/05/2020,3,5,2020,58,2,Bosnia_and_Herzegovina,BA,BIH,3323929,Europe +02/05/2020,2,5,2020,92,6,Bosnia_and_Herzegovina,BA,BIH,3323929,Europe +01/05/2020,1,5,2020,101,2,Bosnia_and_Herzegovina,BA,BIH,3323929,Europe +30/04/2020,30,4,2020,0,0,Bosnia_and_Herzegovina,BA,BIH,3323929,Europe 29/04/2020,29,4,2020,24,2,Bosnia_and_Herzegovina,BA,BIH,3323929,Europe 28/04/2020,28,4,2020,48,2,Bosnia_and_Herzegovina,BA,BIH,3323929,Europe 27/04/2020,27,4,2020,31,2,Bosnia_and_Herzegovina,BA,BIH,3323929,Europe @@ -1778,6 +2012,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 13/03/2020,13,3,2020,0,0,Bosnia_and_Herzegovina,BA,BIH,3323929,Europe 12/03/2020,12,3,2020,1,0,Bosnia_and_Herzegovina,BA,BIH,3323929,Europe 06/03/2020,6,3,2020,2,0,Bosnia_and_Herzegovina,BA,BIH,3323929,Europe +08/05/2020,8,5,2020,0,0,Botswana,BW,BWA,2254126,Africa +07/05/2020,7,5,2020,0,0,Botswana,BW,BWA,2254126,Africa +06/05/2020,6,5,2020,0,0,Botswana,BW,BWA,2254126,Africa +05/05/2020,5,5,2020,0,0,Botswana,BW,BWA,2254126,Africa +04/05/2020,4,5,2020,0,0,Botswana,BW,BWA,2254126,Africa +03/05/2020,3,5,2020,0,0,Botswana,BW,BWA,2254126,Africa +02/05/2020,2,5,2020,0,0,Botswana,BW,BWA,2254126,Africa +01/05/2020,1,5,2020,0,0,Botswana,BW,BWA,2254126,Africa +30/04/2020,30,4,2020,0,0,Botswana,BW,BWA,2254126,Africa 29/04/2020,29,4,2020,1,0,Botswana,BW,BWA,2254126,Africa 28/04/2020,28,4,2020,0,0,Botswana,BW,BWA,2254126,Africa 27/04/2020,27,4,2020,0,0,Botswana,BW,BWA,2254126,Africa @@ -1807,6 +2050,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 03/04/2020,3,4,2020,0,0,Botswana,BW,BWA,2254126,Africa 02/04/2020,2,4,2020,1,1,Botswana,BW,BWA,2254126,Africa 01/04/2020,1,4,2020,3,0,Botswana,BW,BWA,2254126,Africa +08/05/2020,8,5,2020,9888,610,Brazil,BR,BRA,209469333,America +07/05/2020,7,5,2020,10503,615,Brazil,BR,BRA,209469333,America +06/05/2020,6,5,2020,6935,600,Brazil,BR,BRA,209469333,America +05/05/2020,5,5,2020,6633,296,Brazil,BR,BRA,209469333,America +04/05/2020,4,5,2020,4588,275,Brazil,BR,BRA,209469333,America +03/05/2020,3,5,2020,4970,421,Brazil,BR,BRA,209469333,America +02/05/2020,2,5,2020,6209,428,Brazil,BR,BRA,209469333,America +01/05/2020,1,5,2020,7218,435,Brazil,BR,BRA,209469333,America +30/04/2020,30,4,2020,6276,449,Brazil,BR,BRA,209469333,America 29/04/2020,29,4,2020,5385,474,Brazil,BR,BRA,209469333,America 28/04/2020,28,4,2020,4613,338,Brazil,BR,BRA,209469333,America 27/04/2020,27,4,2020,3379,189,Brazil,BR,BRA,209469333,America @@ -1928,6 +2180,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Brazil,BR,BRA,209469333,America 01/01/2020,1,1,2020,0,0,Brazil,BR,BRA,209469333,America 31/12/2019,31,12,2019,0,0,Brazil,BR,BRA,209469333,America +08/05/2020,8,5,2020,0,0,British_Virgin_Islands,VG,VGB,29802,America +07/05/2020,7,5,2020,0,0,British_Virgin_Islands,VG,VGB,29802,America +06/05/2020,6,5,2020,0,0,British_Virgin_Islands,VG,VGB,29802,America +05/05/2020,5,5,2020,1,0,British_Virgin_Islands,VG,VGB,29802,America +04/05/2020,4,5,2020,0,0,British_Virgin_Islands,VG,VGB,29802,America +03/05/2020,3,5,2020,0,0,British_Virgin_Islands,VG,VGB,29802,America +02/05/2020,2,5,2020,0,0,British_Virgin_Islands,VG,VGB,29802,America +01/05/2020,1,5,2020,0,0,British_Virgin_Islands,VG,VGB,29802,America +30/04/2020,30,4,2020,0,0,British_Virgin_Islands,VG,VGB,29802,America 29/04/2020,29,4,2020,0,0,British_Virgin_Islands,VG,VGB,29802,America 28/04/2020,28,4,2020,0,0,British_Virgin_Islands,VG,VGB,29802,America 27/04/2020,27,4,2020,0,0,British_Virgin_Islands,VG,VGB,29802,America @@ -1962,6 +2223,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 29/03/2020,29,3,2020,0,0,British_Virgin_Islands,VG,VGB,29802,America 28/03/2020,28,3,2020,0,0,British_Virgin_Islands,VG,VGB,29802,America 27/03/2020,27,3,2020,2,0,British_Virgin_Islands,VG,VGB,29802,America +08/05/2020,8,5,2020,2,0,Brunei_Darussalam,BN,BRN,428962,Asia +07/05/2020,7,5,2020,1,0,Brunei_Darussalam,BN,BRN,428962,Asia +06/05/2020,6,5,2020,0,0,Brunei_Darussalam,BN,BRN,428962,Asia +05/05/2020,5,5,2020,0,0,Brunei_Darussalam,BN,BRN,428962,Asia +04/05/2020,4,5,2020,0,0,Brunei_Darussalam,BN,BRN,428962,Asia +03/05/2020,3,5,2020,0,0,Brunei_Darussalam,BN,BRN,428962,Asia +02/05/2020,2,5,2020,0,0,Brunei_Darussalam,BN,BRN,428962,Asia +01/05/2020,1,5,2020,0,0,Brunei_Darussalam,BN,BRN,428962,Asia +30/04/2020,30,4,2020,0,0,Brunei_Darussalam,BN,BRN,428962,Asia 29/04/2020,29,4,2020,0,0,Brunei_Darussalam,BN,BRN,428962,Asia 28/04/2020,28,4,2020,0,0,Brunei_Darussalam,BN,BRN,428962,Asia 27/04/2020,27,4,2020,0,0,Brunei_Darussalam,BN,BRN,428962,Asia @@ -2012,6 +2282,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 13/03/2020,13,3,2020,14,0,Brunei_Darussalam,BN,BRN,428962,Asia 12/03/2020,12,3,2020,10,0,Brunei_Darussalam,BN,BRN,428962,Asia 10/03/2020,10,3,2020,1,0,Brunei_Darussalam,BN,BRN,428962,Asia +08/05/2020,8,5,2020,51,0,Bulgaria,BG,BGR,7024216,Europe +07/05/2020,7,5,2020,89,6,Bulgaria,BG,BGR,7024216,Europe +06/05/2020,6,5,2020,37,0,Bulgaria,BG,BGR,7024216,Europe +05/05/2020,5,5,2020,34,5,Bulgaria,BG,BGR,7024216,Europe +04/05/2020,4,5,2020,24,1,Bulgaria,BG,BGR,7024216,Europe +03/05/2020,3,5,2020,6,3,Bulgaria,BG,BGR,7024216,Europe +02/05/2020,2,5,2020,82,3,Bulgaria,BG,BGR,7024216,Europe +01/05/2020,1,5,2020,59,2,Bulgaria,BG,BGR,7024216,Europe +30/04/2020,30,4,2020,48,6,Bulgaria,BG,BGR,7024216,Europe 29/04/2020,29,4,2020,36,0,Bulgaria,BG,BGR,7024216,Europe 28/04/2020,28,4,2020,63,2,Bulgaria,BG,BGR,7024216,Europe 27/04/2020,27,4,2020,53,1,Bulgaria,BG,BGR,7024216,Europe @@ -2063,6 +2342,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 12/03/2020,12,3,2020,3,1,Bulgaria,BG,BGR,7024216,Europe 09/03/2020,9,3,2020,2,0,Bulgaria,BG,BGR,7024216,Europe 08/03/2020,8,3,2020,2,0,Bulgaria,BG,BGR,7024216,Europe +08/05/2020,8,5,2020,7,0,Burkina_Faso,BF,BFA,19751535,Africa +07/05/2020,7,5,2020,41,0,Burkina_Faso,BF,BFA,19751535,Africa +06/05/2020,6,5,2020,16,2,Burkina_Faso,BF,BFA,19751535,Africa +05/05/2020,5,5,2020,10,1,Burkina_Faso,BF,BFA,19751535,Africa +04/05/2020,4,5,2020,10,1,Burkina_Faso,BF,BFA,19751535,Africa +03/05/2020,3,5,2020,3,0,Burkina_Faso,BF,BFA,19751535,Africa +02/05/2020,2,5,2020,4,1,Burkina_Faso,BF,BFA,19751535,Africa +01/05/2020,1,5,2020,4,0,Burkina_Faso,BF,BFA,19751535,Africa +30/04/2020,30,4,2020,3,1,Burkina_Faso,BF,BFA,19751535,Africa 29/04/2020,29,4,2020,3,0,Burkina_Faso,BF,BFA,19751535,Africa 28/04/2020,28,4,2020,3,0,Burkina_Faso,BF,BFA,19751535,Africa 27/04/2020,27,4,2020,3,1,Burkina_Faso,BF,BFA,19751535,Africa @@ -2111,6 +2399,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 15/03/2020,15,3,2020,1,0,Burkina_Faso,BF,BFA,19751535,Africa 12/03/2020,12,3,2020,0,0,Burkina_Faso,BF,BFA,19751535,Africa 11/03/2020,11,3,2020,2,0,Burkina_Faso,BF,BFA,19751535,Africa +08/05/2020,8,5,2020,0,0,Burundi,BI,BDI,11175378,Africa +07/05/2020,7,5,2020,0,0,Burundi,BI,BDI,11175378,Africa +06/05/2020,6,5,2020,0,0,Burundi,BI,BDI,11175378,Africa +05/05/2020,5,5,2020,0,0,Burundi,BI,BDI,11175378,Africa +04/05/2020,4,5,2020,0,0,Burundi,BI,BDI,11175378,Africa +03/05/2020,3,5,2020,4,0,Burundi,BI,BDI,11175378,Africa +02/05/2020,2,5,2020,0,0,Burundi,BI,BDI,11175378,Africa +01/05/2020,1,5,2020,0,0,Burundi,BI,BDI,11175378,Africa +30/04/2020,30,4,2020,0,0,Burundi,BI,BDI,11175378,Africa 29/04/2020,29,4,2020,0,0,Burundi,BI,BDI,11175378,Africa 28/04/2020,28,4,2020,0,0,Burundi,BI,BDI,11175378,Africa 27/04/2020,27,4,2020,0,0,Burundi,BI,BDI,11175378,Africa @@ -2140,6 +2437,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 03/04/2020,3,4,2020,1,0,Burundi,BI,BDI,11175378,Africa 02/04/2020,2,4,2020,0,0,Burundi,BI,BDI,11175378,Africa 01/04/2020,1,4,2020,2,0,Burundi,BI,BDI,11175378,Africa +08/05/2020,8,5,2020,0,0,Cambodia,KH,KHM,16249798,Asia +07/05/2020,7,5,2020,0,0,Cambodia,KH,KHM,16249798,Asia +06/05/2020,6,5,2020,0,0,Cambodia,KH,KHM,16249798,Asia +05/05/2020,5,5,2020,0,0,Cambodia,KH,KHM,16249798,Asia +04/05/2020,4,5,2020,0,0,Cambodia,KH,KHM,16249798,Asia +03/05/2020,3,5,2020,0,0,Cambodia,KH,KHM,16249798,Asia +02/05/2020,2,5,2020,0,0,Cambodia,KH,KHM,16249798,Asia +01/05/2020,1,5,2020,0,0,Cambodia,KH,KHM,16249798,Asia +30/04/2020,30,4,2020,0,0,Cambodia,KH,KHM,16249798,Asia 29/04/2020,29,4,2020,0,0,Cambodia,KH,KHM,16249798,Asia 28/04/2020,28,4,2020,0,0,Cambodia,KH,KHM,16249798,Asia 27/04/2020,27,4,2020,0,0,Cambodia,KH,KHM,16249798,Asia @@ -2252,6 +2558,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Cambodia,KH,KHM,16249798,Asia 01/01/2020,1,1,2020,0,0,Cambodia,KH,KHM,16249798,Asia 31/12/2019,31,12,2019,0,0,Cambodia,KH,KHM,16249798,Asia +08/05/2020,8,5,2020,0,0,Cameroon,CM,CMR,25216237,Africa +07/05/2020,7,5,2020,161,44,Cameroon,CM,CMR,25216237,Africa +06/05/2020,6,5,2020,0,0,Cameroon,CM,CMR,25216237,Africa +05/05/2020,5,5,2020,27,0,Cameroon,CM,CMR,25216237,Africa +04/05/2020,4,5,2020,0,0,Cameroon,CM,CMR,25216237,Africa +03/05/2020,3,5,2020,8,3,Cameroon,CM,CMR,25216237,Africa +02/05/2020,2,5,2020,237,0,Cameroon,CM,CMR,25216237,Africa +01/05/2020,1,5,2020,0,0,Cameroon,CM,CMR,25216237,Africa +30/04/2020,30,4,2020,26,2,Cameroon,CM,CMR,25216237,Africa 29/04/2020,29,4,2020,185,1,Cameroon,CM,CMR,25216237,Africa 28/04/2020,28,4,2020,0,2,Cameroon,CM,CMR,25216237,Africa 27/04/2020,27,4,2020,103,3,Cameroon,CM,CMR,25216237,Africa @@ -2300,6 +2615,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 15/03/2020,15,3,2020,1,0,Cameroon,CM,CMR,25216237,Africa 09/03/2020,9,3,2020,1,0,Cameroon,CM,CMR,25216237,Africa 07/03/2020,7,3,2020,1,0,Cameroon,CM,CMR,25216237,Africa +08/05/2020,8,5,2020,1426,176,Canada,CA,CAN,37058856,America +07/05/2020,7,5,2020,1450,189,Canada,CA,CAN,37058856,America +06/05/2020,6,5,2020,1274,189,Canada,CA,CAN,37058856,America +05/05/2020,5,5,2020,1298,172,Canada,CA,CAN,37058856,America +04/05/2020,4,5,2020,2760,116,Canada,CA,CAN,37058856,America +03/05/2020,3,5,2020,1653,175,Canada,CA,CAN,37058856,America +02/05/2020,2,5,2020,1825,207,Canada,CA,CAN,37058856,America +01/05/2020,1,5,2020,1649,188,Canada,CA,CAN,37058856,America +30/04/2020,30,4,2020,1572,137,Canada,CA,CAN,37058856,America 29/04/2020,29,4,2020,1526,152,Canada,CA,CAN,37058856,America 28/04/2020,28,4,2020,1605,147,Canada,CA,CAN,37058856,America 27/04/2020,27,4,2020,1543,95,Canada,CA,CAN,37058856,America @@ -2421,6 +2745,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Canada,CA,CAN,37058856,America 01/01/2020,1,1,2020,0,0,Canada,CA,CAN,37058856,America 31/12/2019,31,12,2019,0,0,Canada,CA,CAN,37058856,America +08/05/2020,8,5,2020,27,0,Cape_Verde,CV,CPV,543767,Africa +07/05/2020,7,5,2020,5,0,Cape_Verde,CV,CPV,543767,Africa +06/05/2020,6,5,2020,11,0,Cape_Verde,CV,CPV,543767,Africa +05/05/2020,5,5,2020,10,0,Cape_Verde,CV,CPV,543767,Africa +04/05/2020,4,5,2020,13,0,Cape_Verde,CV,CPV,543767,Africa +03/05/2020,3,5,2020,29,0,Cape_Verde,CV,CPV,543767,Africa +02/05/2020,2,5,2020,2,1,Cape_Verde,CV,CPV,543767,Africa +01/05/2020,1,5,2020,8,0,Cape_Verde,CV,CPV,543767,Africa +30/04/2020,30,4,2020,0,0,Cape_Verde,CV,CPV,543767,Africa 29/04/2020,29,4,2020,4,0,Cape_Verde,CV,CPV,543767,Africa 28/04/2020,28,4,2020,3,0,Cape_Verde,CV,CPV,543767,Africa 27/04/2020,27,4,2020,16,0,Cape_Verde,CV,CPV,543767,Africa @@ -2525,6 +2858,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Cases_on_an_international_conveyance_Japan,JPG11668,N/A,3000,Other 01/01/2020,1,1,2020,0,0,Cases_on_an_international_conveyance_Japan,JPG11668,N/A,3000,Other 31/12/2019,31,12,2019,0,0,Cases_on_an_international_conveyance_Japan,JPG11668,N/A,3000,Other +08/05/2020,8,5,2020,0,0,Cayman_Islands,KY,CYM,64174,America +07/05/2020,7,5,2020,3,0,Cayman_Islands,KY,CYM,64174,America +06/05/2020,6,5,2020,0,0,Cayman_Islands,KY,CYM,64174,America +05/05/2020,5,5,2020,1,0,Cayman_Islands,KY,CYM,64174,America +04/05/2020,4,5,2020,0,0,Cayman_Islands,KY,CYM,64174,America +03/05/2020,3,5,2020,0,0,Cayman_Islands,KY,CYM,64174,America +02/05/2020,2,5,2020,1,0,Cayman_Islands,KY,CYM,64174,America +01/05/2020,1,5,2020,0,0,Cayman_Islands,KY,CYM,64174,America +30/04/2020,30,4,2020,3,0,Cayman_Islands,KY,CYM,64174,America 29/04/2020,29,4,2020,0,0,Cayman_Islands,KY,CYM,64174,America 28/04/2020,28,4,2020,0,0,Cayman_Islands,KY,CYM,64174,America 27/04/2020,27,4,2020,0,0,Cayman_Islands,KY,CYM,64174,America @@ -2566,6 +2908,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 22/03/2020,22,3,2020,0,0,Cayman_Islands,KY,CYM,64174,America 21/03/2020,21,3,2020,2,1,Cayman_Islands,KY,CYM,64174,America 20/03/2020,20,3,2020,1,0,Cayman_Islands,KY,CYM,64174,America +08/05/2020,8,5,2020,0,0,Central_African_Republic,CF,CAF,4666377,Africa +07/05/2020,7,5,2020,0,0,Central_African_Republic,CF,CAF,4666377,Africa +06/05/2020,6,5,2020,0,0,Central_African_Republic,CF,CAF,4666377,Africa +05/05/2020,5,5,2020,22,0,Central_African_Republic,CF,CAF,4666377,Africa +04/05/2020,4,5,2020,0,0,Central_African_Republic,CF,CAF,4666377,Africa +03/05/2020,3,5,2020,0,0,Central_African_Republic,CF,CAF,4666377,Africa +02/05/2020,2,5,2020,22,0,Central_African_Republic,CF,CAF,4666377,Africa +01/05/2020,1,5,2020,0,0,Central_African_Republic,CF,CAF,4666377,Africa +30/04/2020,30,4,2020,0,0,Central_African_Republic,CF,CAF,4666377,Africa 29/04/2020,29,4,2020,0,0,Central_African_Republic,CF,CAF,4666377,Africa 28/04/2020,28,4,2020,31,0,Central_African_Republic,CF,CAF,4666377,Africa 27/04/2020,27,4,2020,0,0,Central_African_Republic,CF,CAF,4666377,Africa @@ -2611,6 +2962,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 18/03/2020,18,3,2020,0,0,Central_African_Republic,CF,CAF,4666377,Africa 17/03/2020,17,3,2020,0,0,Central_African_Republic,CF,CAF,4666377,Africa 16/03/2020,16,3,2020,1,0,Central_African_Republic,CF,CAF,4666377,Africa +08/05/2020,8,5,2020,83,10,Chad,TD,TCD,15477751,Africa +07/05/2020,7,5,2020,0,0,Chad,TD,TCD,15477751,Africa +06/05/2020,6,5,2020,53,7,Chad,TD,TCD,15477751,Africa +05/05/2020,5,5,2020,0,0,Chad,TD,TCD,15477751,Africa +04/05/2020,4,5,2020,0,0,Chad,TD,TCD,15477751,Africa +03/05/2020,3,5,2020,44,5,Chad,TD,TCD,15477751,Africa +02/05/2020,2,5,2020,0,0,Chad,TD,TCD,15477751,Africa +01/05/2020,1,5,2020,21,3,Chad,TD,TCD,15477751,Africa +30/04/2020,30,4,2020,0,0,Chad,TD,TCD,15477751,Africa 29/04/2020,29,4,2020,6,2,Chad,TD,TCD,15477751,Africa 28/04/2020,28,4,2020,0,0,Chad,TD,TCD,15477751,Africa 27/04/2020,27,4,2020,6,0,Chad,TD,TCD,15477751,Africa @@ -2652,6 +3012,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 22/03/2020,22,3,2020,1,0,Chad,TD,TCD,15477751,Africa 21/03/2020,21,3,2020,0,0,Chad,TD,TCD,15477751,Africa 20/03/2020,20,3,2020,1,0,Chad,TD,TCD,15477751,Africa +08/05/2020,8,5,2020,1533,4,Chile,CL,CHL,18729160,America +07/05/2020,7,5,2020,1032,6,Chile,CL,CHL,18729160,America +06/05/2020,6,5,2020,1373,5,Chile,CL,CHL,18729160,America +05/05/2020,5,5,2020,980,10,Chile,CL,CHL,18729160,America +04/05/2020,4,5,2020,1228,13,Chile,CL,CHL,18729160,America +03/05/2020,3,5,2020,1427,13,Chile,CL,CHL,18729160,America +02/05/2020,2,5,2020,985,7,Chile,CL,CHL,18729160,America +01/05/2020,1,5,2020,1138,11,Chile,CL,CHL,18729160,America +30/04/2020,30,4,2020,520,9,Chile,CL,CHL,18729160,America 29/04/2020,29,4,2020,552,9,Chile,CL,CHL,18729160,America 28/04/2020,28,4,2020,482,9,Chile,CL,CHL,18729160,America 27/04/2020,27,4,2020,473,8,Chile,CL,CHL,18729160,America @@ -2708,6 +3077,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 06/03/2020,6,3,2020,1,0,Chile,CL,CHL,18729160,America 05/03/2020,5,3,2020,2,0,Chile,CL,CHL,18729160,America 04/03/2020,4,3,2020,1,0,Chile,CL,CHL,18729160,America +08/05/2020,8,5,2020,6,0,China,CN,CHN,1392730000,Asia +07/05/2020,7,5,2020,2,0,China,CN,CHN,1392730000,Asia +06/05/2020,6,5,2020,2,0,China,CN,CHN,1392730000,Asia +05/05/2020,5,5,2020,2,0,China,CN,CHN,1392730000,Asia +04/05/2020,4,5,2020,3,0,China,CN,CHN,1392730000,Asia +03/05/2020,3,5,2020,2,0,China,CN,CHN,1392730000,Asia +02/05/2020,2,5,2020,3,0,China,CN,CHN,1392730000,Asia +01/05/2020,1,5,2020,12,0,China,CN,CHN,1392730000,Asia +30/04/2020,30,4,2020,4,0,China,CN,CHN,1392730000,Asia 29/04/2020,29,4,2020,2,0,China,CN,CHN,1392730000,Asia 28/04/2020,28,4,2020,26,0,China,CN,CHN,1392730000,Asia 27/04/2020,27,4,2020,3,1,China,CN,CHN,1392730000,Asia @@ -2829,6 +3207,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,China,CN,CHN,1392730000,Asia 01/01/2020,1,1,2020,0,0,China,CN,CHN,1392730000,Asia 31/12/2019,31,12,2019,27,0,China,CN,CHN,1392730000,Asia +08/05/2020,8,5,2020,497,10,Colombia,CO,COL,49648685,America +07/05/2020,7,5,2020,346,19,Colombia,CO,COL,49648685,America +06/05/2020,6,5,2020,640,20,Colombia,CO,COL,49648685,America +05/05/2020,5,5,2020,305,18,Colombia,CO,COL,49648685,America +04/05/2020,4,5,2020,383,16,Colombia,CO,COL,49648685,America +03/05/2020,3,5,2020,279,10,Colombia,CO,COL,49648685,America +02/05/2020,2,5,2020,499,21,Colombia,CO,COL,49648685,America +01/05/2020,1,5,2020,296,15,Colombia,CO,COL,49648685,America +30/04/2020,30,4,2020,262,9,Colombia,CO,COL,49648685,America 29/04/2020,29,4,2020,352,16,Colombia,CO,COL,49648685,America 28/04/2020,28,4,2020,218,10,Colombia,CO,COL,49648685,America 27/04/2020,27,4,2020,237,10,Colombia,CO,COL,49648685,America @@ -2879,6 +3266,22 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 12/03/2020,12,3,2020,6,0,Colombia,CO,COL,49648685,America 10/03/2020,10,3,2020,2,0,Colombia,CO,COL,49648685,America 07/03/2020,7,3,2020,1,0,Colombia,CO,COL,49648685,America +08/05/2020,8,5,2020,0,0,Comoros,KM,COM,832322,Africa +07/05/2020,7,5,2020,4,0,Comoros,KM,COM,832322,Africa +06/05/2020,6,5,2020,0,0,Comoros,KM,COM,832322,Africa +05/05/2020,5,5,2020,1,1,Comoros,KM,COM,832322,Africa +04/05/2020,4,5,2020,2,0,Comoros,KM,COM,832322,Africa +03/05/2020,3,5,2020,0,0,Comoros,KM,COM,832322,Africa +02/05/2020,2,5,2020,1,0,Comoros,KM,COM,832322,Africa +08/05/2020,8,5,2020,10,0,Congo,CG,COG,5244363,Africa +07/05/2020,7,5,2020,28,0,Congo,CG,COG,5244363,Africa +06/05/2020,6,5,2020,0,0,Congo,CG,COG,5244363,Africa +05/05/2020,5,5,2020,7,0,Congo,CG,COG,5244363,Africa +04/05/2020,4,5,2020,0,0,Congo,CG,COG,5244363,Africa +03/05/2020,3,5,2020,0,0,Congo,CG,COG,5244363,Africa +02/05/2020,2,5,2020,9,1,Congo,CG,COG,5244363,Africa +01/05/2020,1,5,2020,0,0,Congo,CG,COG,5244363,Africa +30/04/2020,30,4,2020,13,1,Congo,CG,COG,5244363,Africa 29/04/2020,29,4,2020,0,0,Congo,CG,COG,5244363,Africa 28/04/2020,28,4,2020,7,0,Congo,CG,COG,5244363,Africa 27/04/2020,27,4,2020,0,0,Congo,CG,COG,5244363,Africa @@ -2924,6 +3327,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 18/03/2020,18,3,2020,0,0,Congo,CG,COG,5244363,Africa 17/03/2020,17,3,2020,0,0,Congo,CG,COG,5244363,Africa 16/03/2020,16,3,2020,1,0,Congo,CG,COG,5244363,Africa +08/05/2020,8,5,2020,4,0,Costa_Rica,CR,CRI,4999441,America +07/05/2020,7,5,2020,6,0,Costa_Rica,CR,CRI,4999441,America +06/05/2020,6,5,2020,13,0,Costa_Rica,CR,CRI,4999441,America +05/05/2020,5,5,2020,3,0,Costa_Rica,CR,CRI,4999441,America +04/05/2020,4,5,2020,6,0,Costa_Rica,CR,CRI,4999441,America +03/05/2020,3,5,2020,8,0,Costa_Rica,CR,CRI,4999441,America +02/05/2020,2,5,2020,6,0,Costa_Rica,CR,CRI,4999441,America +01/05/2020,1,5,2020,6,0,Costa_Rica,CR,CRI,4999441,America +30/04/2020,30,4,2020,8,0,Costa_Rica,CR,CRI,4999441,America 29/04/2020,29,4,2020,8,0,Costa_Rica,CR,CRI,4999441,America 28/04/2020,28,4,2020,2,0,Costa_Rica,CR,CRI,4999441,America 27/04/2020,27,4,2020,2,0,Costa_Rica,CR,CRI,4999441,America @@ -2977,6 +3389,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 10/03/2020,10,3,2020,4,0,Costa_Rica,CR,CRI,4999441,America 09/03/2020,9,3,2020,4,0,Costa_Rica,CR,CRI,4999441,America 07/03/2020,7,3,2020,1,0,Costa_Rica,CR,CRI,4999441,America +08/05/2020,8,5,2020,55,2,Cote_dIvoire,CI,CIV,25069229,Africa +07/05/2020,7,5,2020,52,0,Cote_dIvoire,CI,CIV,25069229,Africa +06/05/2020,6,5,2020,32,1,Cote_dIvoire,CI,CIV,25069229,Africa +05/05/2020,5,5,2020,34,0,Cote_dIvoire,CI,CIV,25069229,Africa +04/05/2020,4,5,2020,36,2,Cote_dIvoire,CI,CIV,25069229,Africa +03/05/2020,3,5,2020,29,0,Cote_dIvoire,CI,CIV,25069229,Africa +02/05/2020,2,5,2020,58,1,Cote_dIvoire,CI,CIV,25069229,Africa +01/05/2020,1,5,2020,37,0,Cote_dIvoire,CI,CIV,25069229,Africa +30/04/2020,30,4,2020,55,0,Cote_dIvoire,CI,CIV,25069229,Africa 29/04/2020,29,4,2020,19,0,Cote_dIvoire,CI,CIV,25069229,Africa 28/04/2020,28,4,2020,14,0,Cote_dIvoire,CI,CIV,25069229,Africa 27/04/2020,27,4,2020,39,0,Cote_dIvoire,CI,CIV,25069229,Africa @@ -3024,6 +3445,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 16/03/2020,16,3,2020,0,0,Cote_dIvoire,CI,CIV,25069229,Africa 15/03/2020,15,3,2020,3,0,Cote_dIvoire,CI,CIV,25069229,Africa 12/03/2020,12,3,2020,1,0,Cote_dIvoire,CI,CIV,25069229,Africa +08/05/2020,8,5,2020,6,1,Croatia,HR,HRV,4089400,Europe +07/05/2020,7,5,2020,7,2,Croatia,HR,HRV,4089400,Europe +06/05/2020,6,5,2020,11,3,Croatia,HR,HRV,4089400,Europe +05/05/2020,5,5,2020,5,1,Croatia,HR,HRV,4089400,Europe +04/05/2020,4,5,2020,8,2,Croatia,HR,HRV,4089400,Europe +03/05/2020,3,5,2020,3,2,Croatia,HR,HRV,4089400,Europe +02/05/2020,2,5,2020,9,6,Croatia,HR,HRV,4089400,Europe +01/05/2020,1,5,2020,14,2,Croatia,HR,HRV,4089400,Europe +30/04/2020,30,4,2020,15,4,Croatia,HR,HRV,4089400,Europe 29/04/2020,29,4,2020,8,4,Croatia,HR,HRV,4089400,Europe 28/04/2020,28,4,2020,9,4,Croatia,HR,HRV,4089400,Europe 27/04/2020,27,4,2020,14,1,Croatia,HR,HRV,4089400,Europe @@ -3142,6 +3572,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Croatia,HR,HRV,4089400,Europe 01/01/2020,1,1,2020,0,0,Croatia,HR,HRV,4089400,Europe 31/12/2019,31,12,2019,0,0,Croatia,HR,HRV,4089400,Europe +08/05/2020,8,5,2020,26,4,Cuba,CU,CUB,11338138,America +07/05/2020,7,5,2020,18,0,Cuba,CU,CUB,11338138,America +06/05/2020,6,5,2020,17,0,Cuba,CU,CUB,11338138,America +05/05/2020,5,5,2020,19,2,Cuba,CU,CUB,11338138,America +04/05/2020,4,5,2020,38,1,Cuba,CU,CUB,11338138,America +03/05/2020,3,5,2020,74,2,Cuba,CU,CUB,11338138,America +02/05/2020,2,5,2020,36,3,Cuba,CU,CUB,11338138,America +01/05/2020,1,5,2020,34,3,Cuba,CU,CUB,11338138,America +30/04/2020,30,4,2020,30,0,Cuba,CU,CUB,11338138,America 29/04/2020,29,4,2020,48,2,Cuba,CU,CUB,11338138,America 28/04/2020,28,4,2020,20,2,Cuba,CU,CUB,11338138,America 27/04/2020,27,4,2020,32,3,Cuba,CU,CUB,11338138,America @@ -3188,6 +3627,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 15/03/2020,15,3,2020,0,0,Cuba,CU,CUB,11338138,America 14/03/2020,14,3,2020,1,0,Cuba,CU,CUB,11338138,America 12/03/2020,12,3,2020,3,0,Cuba,CU,CUB,11338138,America +08/05/2020,8,5,2020,0,0,Curaçao,CW,CUW,159849,America +07/05/2020,7,5,2020,0,0,Curaçao,CW,CUW,159849,America +06/05/2020,6,5,2020,0,0,Curaçao,CW,CUW,159849,America +05/05/2020,5,5,2020,0,0,Curaçao,CW,CUW,159849,America +04/05/2020,4,5,2020,0,0,Curaçao,CW,CUW,159849,America +03/05/2020,3,5,2020,0,0,Curaçao,CW,CUW,159849,America +02/05/2020,2,5,2020,0,0,Curaçao,CW,CUW,159849,America +01/05/2020,1,5,2020,0,0,Curaçao,CW,CUW,159849,America +30/04/2020,30,4,2020,0,0,Curaçao,CW,CUW,159849,America 29/04/2020,29,4,2020,0,0,Curaçao,CW,CUW,159849,America 28/04/2020,28,4,2020,0,0,Curaçao,CW,CUW,159849,America 27/04/2020,27,4,2020,0,0,Curaçao,CW,CUW,159849,America @@ -3225,6 +3673,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 24/03/2020,24,3,2020,3,0,Curaçao,CW,CUW,159849,America 20/03/2020,20,3,2020,2,0,Curaçao,CW,CUW,159849,America 13/03/2020,13,3,2020,1,0,Curaçao,CW,CUW,159849,America +08/05/2020,8,5,2020,6,0,Cyprus,CY,CYP,1189265,Europe +07/05/2020,7,5,2020,5,1,Cyprus,CY,CYP,1189265,Europe +06/05/2020,6,5,2020,4,0,Cyprus,CY,CYP,1189265,Europe +05/05/2020,5,5,2020,2,0,Cyprus,CY,CYP,1189265,Europe +04/05/2020,4,5,2020,8,0,Cyprus,CY,CYP,1189265,Europe +03/05/2020,3,5,2020,7,0,Cyprus,CY,CYP,1189265,Europe +02/05/2020,2,5,2020,7,0,Cyprus,CY,CYP,1189265,Europe +01/05/2020,1,5,2020,7,0,Cyprus,CY,CYP,1189265,Europe +30/04/2020,30,4,2020,6,0,Cyprus,CY,CYP,1189265,Europe 29/04/2020,29,4,2020,15,0,Cyprus,CY,CYP,1189265,Europe 28/04/2020,28,4,2020,5,3,Cyprus,CY,CYP,1189265,Europe 27/04/2020,27,4,2020,7,0,Cyprus,CY,CYP,1189265,Europe @@ -3274,6 +3731,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 14/03/2020,14,3,2020,8,0,Cyprus,CY,CYP,1189265,Europe 12/03/2020,12,3,2020,4,0,Cyprus,CY,CYP,1189265,Europe 10/03/2020,10,3,2020,2,0,Cyprus,CY,CYP,1189265,Europe +08/05/2020,8,5,2020,57,8,Czechia,CZ,CZE,10625695,Europe +07/05/2020,7,5,2020,78,5,Czechia,CZ,CZE,10625695,Europe +06/05/2020,6,5,2020,77,5,Czechia,CZ,CZE,10625695,Europe +05/05/2020,5,5,2020,38,4,Czechia,CZ,CZE,10625695,Europe +04/05/2020,4,5,2020,26,3,Czechia,CZ,CZE,10625695,Europe +03/05/2020,3,5,2020,18,5,Czechia,CZ,CZE,10625695,Europe +02/05/2020,2,5,2020,55,4,Czechia,CZ,CZE,10625695,Europe +01/05/2020,1,5,2020,103,9,Czechia,CZ,CZE,10625695,Europe +30/04/2020,30,4,2020,75,0,Czechia,CZ,CZE,10625695,Europe 29/04/2020,29,4,2020,55,4,Czechia,CZ,CZE,10625695,Europe 28/04/2020,28,4,2020,45,2,Czechia,CZ,CZE,10625695,Europe 27/04/2020,27,4,2020,52,3,Czechia,CZ,CZE,10625695,Europe @@ -3395,6 +3861,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Czechia,CZ,CZE,10625695,Europe 01/01/2020,1,1,2020,0,0,Czechia,CZ,CZE,10625695,Europe 31/12/2019,31,12,2019,0,0,Czechia,CZ,CZE,10625695,Europe +08/05/2020,8,5,2020,34,0,Democratic_Republic_of_the_Congo,CD,COD,84068091,Africa +07/05/2020,7,5,2020,158,2,Democratic_Republic_of_the_Congo,CD,COD,84068091,Africa +06/05/2020,6,5,2020,21,0,Democratic_Republic_of_the_Congo,CD,COD,84068091,Africa +05/05/2020,5,5,2020,0,0,Democratic_Republic_of_the_Congo,CD,COD,84068091,Africa +04/05/2020,4,5,2020,10,1,Democratic_Republic_of_the_Congo,CD,COD,84068091,Africa +03/05/2020,3,5,2020,70,1,Democratic_Republic_of_the_Congo,CD,COD,84068091,Africa +02/05/2020,2,5,2020,32,1,Democratic_Republic_of_the_Congo,CD,COD,84068091,Africa +01/05/2020,1,5,2020,72,0,Democratic_Republic_of_the_Congo,CD,COD,84068091,Africa +30/04/2020,30,4,2020,9,1,Democratic_Republic_of_the_Congo,CD,COD,84068091,Africa 29/04/2020,29,4,2020,20,0,Democratic_Republic_of_the_Congo,CD,COD,84068091,Africa 28/04/2020,28,4,2020,12,2,Democratic_Republic_of_the_Congo,CD,COD,84068091,Africa 27/04/2020,27,4,2020,17,0,Democratic_Republic_of_the_Congo,CD,COD,84068091,Africa @@ -3443,6 +3918,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 15/03/2020,15,3,2020,0,0,Democratic_Republic_of_the_Congo,CD,COD,84068091,Africa 14/03/2020,14,3,2020,1,0,Democratic_Republic_of_the_Congo,CD,COD,84068091,Africa 11/03/2020,11,3,2020,1,0,Democratic_Republic_of_the_Congo,CD,COD,84068091,Africa +08/05/2020,8,5,2020,100,8,Denmark,DK,DNK,5797446,Europe +07/05/2020,7,5,2020,162,3,Denmark,DK,DNK,5797446,Europe +06/05/2020,6,5,2020,151,10,Denmark,DK,DNK,5797446,Europe +05/05/2020,5,5,2020,147,9,Denmark,DK,DNK,5797446,Europe +04/05/2020,4,5,2020,116,9,Denmark,DK,DNK,5797446,Europe +03/05/2020,3,5,2020,96,15,Denmark,DK,DNK,5797446,Europe +02/05/2020,2,5,2020,153,8,Denmark,DK,DNK,5797446,Europe +01/05/2020,1,5,2020,150,9,Denmark,DK,DNK,5797446,Europe +30/04/2020,30,4,2020,157,9,Denmark,DK,DNK,5797446,Europe 29/04/2020,29,4,2020,153,7,Denmark,DK,DNK,5797446,Europe 28/04/2020,28,4,2020,123,5,Denmark,DK,DNK,5797446,Europe 27/04/2020,27,4,2020,130,4,Denmark,DK,DNK,5797446,Europe @@ -3564,6 +4048,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Denmark,DK,DNK,5797446,Europe 01/01/2020,1,1,2020,0,0,Denmark,DK,DNK,5797446,Europe 31/12/2019,31,12,2019,0,0,Denmark,DK,DNK,5797446,Europe +08/05/2020,8,5,2020,13,0,Djibouti,DJ,DJI,958920,Africa +07/05/2020,7,5,2020,0,1,Djibouti,DJ,DJI,958920,Africa +06/05/2020,6,5,2020,4,0,Djibouti,DJ,DJI,958920,Africa +05/05/2020,5,5,2020,4,0,Djibouti,DJ,DJI,958920,Africa +04/05/2020,4,5,2020,0,0,Djibouti,DJ,DJI,958920,Africa +03/05/2020,3,5,2020,15,0,Djibouti,DJ,DJI,958920,Africa +02/05/2020,2,5,2020,8,0,Djibouti,DJ,DJI,958920,Africa +01/05/2020,1,5,2020,12,0,Djibouti,DJ,DJI,958920,Africa +30/04/2020,30,4,2020,5,0,Djibouti,DJ,DJI,958920,Africa 29/04/2020,29,4,2020,37,0,Djibouti,DJ,DJI,958920,Africa 28/04/2020,28,4,2020,12,0,Djibouti,DJ,DJI,958920,Africa 27/04/2020,27,4,2020,15,0,Djibouti,DJ,DJI,958920,Africa @@ -3606,6 +4099,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 21/03/2020,21,3,2020,0,0,Djibouti,DJ,DJI,958920,Africa 20/03/2020,20,3,2020,0,0,Djibouti,DJ,DJI,958920,Africa 19/03/2020,19,3,2020,1,0,Djibouti,DJ,DJI,958920,Africa +08/05/2020,8,5,2020,0,0,Dominica,DM,DMA,71625,America +07/05/2020,7,5,2020,0,0,Dominica,DM,DMA,71625,America +06/05/2020,6,5,2020,0,0,Dominica,DM,DMA,71625,America +05/05/2020,5,5,2020,0,0,Dominica,DM,DMA,71625,America +04/05/2020,4,5,2020,0,0,Dominica,DM,DMA,71625,America +03/05/2020,3,5,2020,0,0,Dominica,DM,DMA,71625,America +02/05/2020,2,5,2020,0,0,Dominica,DM,DMA,71625,America +01/05/2020,1,5,2020,0,0,Dominica,DM,DMA,71625,America +30/04/2020,30,4,2020,0,0,Dominica,DM,DMA,71625,America 29/04/2020,29,4,2020,0,0,Dominica,DM,DMA,71625,America 28/04/2020,28,4,2020,0,0,Dominica,DM,DMA,71625,America 27/04/2020,27,4,2020,0,0,Dominica,DM,DMA,71625,America @@ -3644,6 +4146,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 25/03/2020,25,3,2020,1,0,Dominica,DM,DMA,71625,America 24/03/2020,24,3,2020,0,0,Dominica,DM,DMA,71625,America 23/03/2020,23,3,2020,1,0,Dominica,DM,DMA,71625,America +08/05/2020,8,5,2020,288,11,Dominican_Republic,DO,DOM,10627165,America +07/05/2020,7,5,2020,327,8,Dominican_Republic,DO,DOM,10627165,America +06/05/2020,6,5,2020,245,8,Dominican_Republic,DO,DOM,10627165,America +05/05/2020,5,5,2020,281,13,Dominican_Republic,DO,DOM,10627165,America +04/05/2020,4,5,2020,376,7,Dominican_Republic,DO,DOM,10627165,America +03/05/2020,3,5,2020,290,13,Dominican_Republic,DO,DOM,10627165,America +02/05/2020,2,5,2020,316,12,Dominican_Republic,DO,DOM,10627165,America +01/05/2020,1,5,2020,320,8,Dominican_Republic,DO,DOM,10627165,America +30/04/2020,30,4,2020,236,7,Dominican_Republic,DO,DOM,10627165,America 29/04/2020,29,4,2020,281,8,Dominican_Republic,DO,DOM,10627165,America 28/04/2020,28,4,2020,0,0,Dominican_Republic,DO,DOM,10627165,America 27/04/2020,27,4,2020,209,5,Dominican_Republic,DO,DOM,10627165,America @@ -3756,6 +4267,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Dominican_Republic,DO,DOM,10627165,America 01/01/2020,1,1,2020,0,0,Dominican_Republic,DO,DOM,10627165,America 31/12/2019,31,12,2019,0,0,Dominican_Republic,DO,DOM,10627165,America +08/05/2020,8,5,2020,878,36,Ecuador,EC,ECU,17084357,America +07/05/2020,7,5,2020,-2461,49,Ecuador,EC,ECU,17084357,America +06/05/2020,6,5,2020,0,0,Ecuador,EC,ECU,17084357,America +05/05/2020,5,5,2020,2343,5,Ecuador,EC,ECU,17084357,America +04/05/2020,4,5,2020,2074,193,Ecuador,EC,ECU,17084357,America +03/05/2020,3,5,2020,1128,308,Ecuador,EC,ECU,17084357,America +02/05/2020,2,5,2020,1402,163,Ecuador,EC,ECU,17084357,America +01/05/2020,1,5,2020,259,17,Ecuador,EC,ECU,17084357,America +30/04/2020,30,4,2020,417,12,Ecuador,EC,ECU,17084357,America 29/04/2020,29,4,2020,1018,208,Ecuador,EC,ECU,17084357,America 28/04/2020,28,4,2020,521,87,Ecuador,EC,ECU,17084357,America 27/04/2020,27,4,2020,11536,0,Ecuador,EC,ECU,17084357,America @@ -3872,6 +4392,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Ecuador,EC,ECU,17084357,America 01/01/2020,1,1,2020,0,0,Ecuador,EC,ECU,17084357,America 31/12/2019,31,12,2019,0,0,Ecuador,EC,ECU,17084357,America +08/05/2020,8,5,2020,393,13,Egypt,EG,EGY,98423595,Africa +07/05/2020,7,5,2020,387,17,Egypt,EG,EGY,98423595,Africa +06/05/2020,6,5,2020,388,16,Egypt,EG,EGY,98423595,Africa +05/05/2020,5,5,2020,348,7,Egypt,EG,EGY,98423595,Africa +04/05/2020,4,5,2020,272,14,Egypt,EG,EGY,98423595,Africa +03/05/2020,3,5,2020,298,9,Egypt,EG,EGY,98423595,Africa +02/05/2020,2,5,2020,358,14,Egypt,EG,EGY,98423595,Africa +01/05/2020,1,5,2020,269,12,Egypt,EG,EGY,98423595,Africa +30/04/2020,30,4,2020,226,21,Egypt,EG,EGY,98423595,Africa 29/04/2020,29,4,2020,260,22,Egypt,EG,EGY,98423595,Africa 28/04/2020,28,4,2020,463,30,Egypt,EG,EGY,98423595,Africa 27/04/2020,27,4,2020,0,0,Egypt,EG,EGY,98423595,Africa @@ -3989,6 +4518,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Egypt,EG,EGY,98423595,Africa 01/01/2020,1,1,2020,0,0,Egypt,EG,EGY,98423595,Africa 31/12/2019,31,12,2019,0,0,Egypt,EG,EGY,98423595,Africa +08/05/2020,8,5,2020,0,0,El_Salvador,SV,SLV,6420744,America +07/05/2020,7,5,2020,108,1,El_Salvador,SV,SLV,6420744,America +06/05/2020,6,5,2020,0,1,El_Salvador,SV,SLV,6420744,America +05/05/2020,5,5,2020,32,1,El_Salvador,SV,SLV,6420744,America +04/05/2020,4,5,2020,109,1,El_Salvador,SV,SLV,6420744,America +03/05/2020,3,5,2020,0,1,El_Salvador,SV,SLV,6420744,America +02/05/2020,2,5,2020,22,0,El_Salvador,SV,SLV,6420744,America +01/05/2020,1,5,2020,47,1,El_Salvador,SV,SLV,6420744,America +30/04/2020,30,4,2020,32,0,El_Salvador,SV,SLV,6420744,America 29/04/2020,29,4,2020,22,1,El_Salvador,SV,SLV,6420744,America 28/04/2020,28,4,2020,25,0,El_Salvador,SV,SLV,6420744,America 27/04/2020,27,4,2020,0,0,El_Salvador,SV,SLV,6420744,America @@ -4031,6 +4569,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 21/03/2020,21,3,2020,2,0,El_Salvador,SV,SLV,6420744,America 20/03/2020,20,3,2020,0,0,El_Salvador,SV,SLV,6420744,America 19/03/2020,19,3,2020,1,0,El_Salvador,SV,SLV,6420744,America +08/05/2020,8,5,2020,0,0,Equatorial_Guinea,GQ,GNQ,1308974,Africa +07/05/2020,7,5,2020,0,0,Equatorial_Guinea,GQ,GNQ,1308974,Africa +06/05/2020,6,5,2020,124,2,Equatorial_Guinea,GQ,GNQ,1308974,Africa +05/05/2020,5,5,2020,0,1,Equatorial_Guinea,GQ,GNQ,1308974,Africa +04/05/2020,4,5,2020,0,0,Equatorial_Guinea,GQ,GNQ,1308974,Africa +03/05/2020,3,5,2020,0,0,Equatorial_Guinea,GQ,GNQ,1308974,Africa +02/05/2020,2,5,2020,0,0,Equatorial_Guinea,GQ,GNQ,1308974,Africa +01/05/2020,1,5,2020,0,0,Equatorial_Guinea,GQ,GNQ,1308974,Africa +30/04/2020,30,4,2020,0,0,Equatorial_Guinea,GQ,GNQ,1308974,Africa 29/04/2020,29,4,2020,57,0,Equatorial_Guinea,GQ,GNQ,1308974,Africa 28/04/2020,28,4,2020,0,0,Equatorial_Guinea,GQ,GNQ,1308974,Africa 27/04/2020,27,4,2020,44,0,Equatorial_Guinea,GQ,GNQ,1308974,Africa @@ -4077,6 +4624,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 17/03/2020,17,3,2020,0,0,Equatorial_Guinea,GQ,GNQ,1308974,Africa 16/03/2020,16,3,2020,0,0,Equatorial_Guinea,GQ,GNQ,1308974,Africa 15/03/2020,15,3,2020,1,0,Equatorial_Guinea,GQ,GNQ,1308974,Africa +08/05/2020,8,5,2020,0,0,Eritrea,ER,ERI,,Africa +07/05/2020,7,5,2020,0,0,Eritrea,ER,ERI,,Africa +06/05/2020,6,5,2020,0,0,Eritrea,ER,ERI,,Africa +05/05/2020,5,5,2020,0,0,Eritrea,ER,ERI,,Africa +04/05/2020,4,5,2020,0,0,Eritrea,ER,ERI,,Africa +03/05/2020,3,5,2020,0,0,Eritrea,ER,ERI,,Africa +02/05/2020,2,5,2020,0,0,Eritrea,ER,ERI,,Africa +01/05/2020,1,5,2020,0,0,Eritrea,ER,ERI,,Africa +30/04/2020,30,4,2020,0,0,Eritrea,ER,ERI,,Africa 29/04/2020,29,4,2020,0,0,Eritrea,ER,ERI,,Africa 28/04/2020,28,4,2020,0,0,Eritrea,ER,ERI,,Africa 27/04/2020,27,4,2020,0,0,Eritrea,ER,ERI,,Africa @@ -4116,6 +4672,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 24/03/2020,24,3,2020,0,0,Eritrea,ER,ERI,,Africa 23/03/2020,23,3,2020,0,0,Eritrea,ER,ERI,,Africa 22/03/2020,22,3,2020,1,0,Eritrea,ER,ERI,,Africa +08/05/2020,8,5,2020,7,1,Estonia,EE,EST,1320884,Europe +07/05/2020,7,5,2020,2,0,Estonia,EE,EST,1320884,Europe +06/05/2020,6,5,2020,8,0,Estonia,EE,EST,1320884,Europe +05/05/2020,5,5,2020,3,0,Estonia,EE,EST,1320884,Europe +04/05/2020,4,5,2020,1,2,Estonia,EE,EST,1320884,Europe +03/05/2020,3,5,2020,5,1,Estonia,EE,EST,1320884,Europe +02/05/2020,2,5,2020,5,0,Estonia,EE,EST,1320884,Europe +01/05/2020,1,5,2020,23,2,Estonia,EE,EST,1320884,Europe +30/04/2020,30,4,2020,6,0,Estonia,EE,EST,1320884,Europe 29/04/2020,29,4,2020,13,0,Estonia,EE,EST,1320884,Europe 28/04/2020,28,4,2020,4,1,Estonia,EE,EST,1320884,Europe 27/04/2020,27,4,2020,8,3,Estonia,EE,EST,1320884,Europe @@ -4232,6 +4797,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Estonia,EE,EST,1320884,Europe 01/01/2020,1,1,2020,0,0,Estonia,EE,EST,1320884,Europe 31/12/2019,31,12,2019,0,0,Estonia,EE,EST,1320884,Europe +08/05/2020,8,5,2020,30,0,Eswatini,SZ,SWZ,1367000,Africa +07/05/2020,7,5,2020,7,1,Eswatini,SZ,SWZ,1367000,Africa +06/05/2020,6,5,2020,0,0,Eswatini,SZ,SWZ,1367000,Africa +05/05/2020,5,5,2020,4,0,Eswatini,SZ,SWZ,1367000,Africa +04/05/2020,4,5,2020,4,0,Eswatini,SZ,SWZ,1367000,Africa +03/05/2020,3,5,2020,2,0,Eswatini,SZ,SWZ,1367000,Africa +02/05/2020,2,5,2020,6,0,Eswatini,SZ,SWZ,1367000,Africa +01/05/2020,1,5,2020,9,0,Eswatini,SZ,SWZ,1367000,Africa +30/04/2020,30,4,2020,20,0,Eswatini,SZ,SWZ,1367000,Africa 29/04/2020,29,4,2020,6,0,Eswatini,SZ,SWZ,1367000,Africa 28/04/2020,28,4,2020,6,0,Eswatini,SZ,SWZ,1367000,Africa 27/04/2020,27,4,2020,19,0,Eswatini,SZ,SWZ,1367000,Africa @@ -4278,6 +4852,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 17/03/2020,17,3,2020,0,0,Eswatini,SZ,SWZ,1367000,Africa 16/03/2020,16,3,2020,0,0,Eswatini,SZ,SWZ,1367000,Africa 15/03/2020,15,3,2020,1,0,Eswatini,SZ,SWZ,1367000,Africa +08/05/2020,8,5,2020,29,0,Ethiopia,ET,ETH,109224559,Africa +07/05/2020,7,5,2020,17,0,Ethiopia,ET,ETH,109224559,Africa +06/05/2020,6,5,2020,5,1,Ethiopia,ET,ETH,109224559,Africa +05/05/2020,5,5,2020,5,0,Ethiopia,ET,ETH,109224559,Africa +04/05/2020,4,5,2020,2,0,Ethiopia,ET,ETH,109224559,Africa +03/05/2020,3,5,2020,0,0,Ethiopia,ET,ETH,109224559,Africa +02/05/2020,2,5,2020,2,0,Ethiopia,ET,ETH,109224559,Africa +01/05/2020,1,5,2020,1,0,Ethiopia,ET,ETH,109224559,Africa +30/04/2020,30,4,2020,4,0,Ethiopia,ET,ETH,109224559,Africa 29/04/2020,29,4,2020,2,0,Ethiopia,ET,ETH,109224559,Africa 28/04/2020,28,4,2020,1,0,Ethiopia,ET,ETH,109224559,Africa 27/04/2020,27,4,2020,1,0,Ethiopia,ET,ETH,109224559,Africa @@ -4325,6 +4908,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 16/03/2020,16,3,2020,3,0,Ethiopia,ET,ETH,109224559,Africa 15/03/2020,15,3,2020,0,0,Ethiopia,ET,ETH,109224559,Africa 14/03/2020,14,3,2020,1,0,Ethiopia,ET,ETH,109224559,Africa +08/05/2020,8,5,2020,0,0,Falkland_Islands_(Malvinas),FK,,,America +07/05/2020,7,5,2020,0,0,Falkland_Islands_(Malvinas),FK,,,America +06/05/2020,6,5,2020,0,0,Falkland_Islands_(Malvinas),FK,,,America +05/05/2020,5,5,2020,0,0,Falkland_Islands_(Malvinas),FK,,,America +04/05/2020,4,5,2020,0,0,Falkland_Islands_(Malvinas),FK,,,America +03/05/2020,3,5,2020,0,0,Falkland_Islands_(Malvinas),FK,,,America +02/05/2020,2,5,2020,0,0,Falkland_Islands_(Malvinas),FK,,,America +01/05/2020,1,5,2020,0,0,Falkland_Islands_(Malvinas),FK,,,America +30/04/2020,30,4,2020,0,0,Falkland_Islands_(Malvinas),FK,,,America 29/04/2020,29,4,2020,0,0,Falkland_Islands_(Malvinas),FK,,,America 28/04/2020,28,4,2020,0,0,Falkland_Islands_(Malvinas),FK,,,America 27/04/2020,27,4,2020,0,0,Falkland_Islands_(Malvinas),FK,,,America @@ -4351,6 +4943,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 06/04/2020,6,4,2020,1,0,Falkland_Islands_(Malvinas),FK,,,America 05/04/2020,5,4,2020,0,0,Falkland_Islands_(Malvinas),FK,,,America 04/04/2020,4,4,2020,1,0,Falkland_Islands_(Malvinas),FK,,,America +08/05/2020,8,5,2020,0,0,Faroe_Islands,FO,FRO,48497,Europe +07/05/2020,7,5,2020,0,0,Faroe_Islands,FO,FRO,48497,Europe +06/05/2020,6,5,2020,0,0,Faroe_Islands,FO,FRO,48497,Europe +05/05/2020,5,5,2020,0,0,Faroe_Islands,FO,FRO,48497,Europe +04/05/2020,4,5,2020,0,0,Faroe_Islands,FO,FRO,48497,Europe +03/05/2020,3,5,2020,0,0,Faroe_Islands,FO,FRO,48497,Europe +02/05/2020,2,5,2020,0,0,Faroe_Islands,FO,FRO,48497,Europe +01/05/2020,1,5,2020,0,0,Faroe_Islands,FO,FRO,48497,Europe +30/04/2020,30,4,2020,0,0,Faroe_Islands,FO,FRO,48497,Europe 29/04/2020,29,4,2020,0,0,Faroe_Islands,FO,FRO,48497,Europe 28/04/2020,28,4,2020,0,0,Faroe_Islands,FO,FRO,48497,Europe 27/04/2020,27,4,2020,0,0,Faroe_Islands,FO,FRO,48497,Europe @@ -4392,6 +4993,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 22/03/2020,22,3,2020,12,0,Faroe_Islands,FO,FRO,48497,Europe 21/03/2020,21,3,2020,8,0,Faroe_Islands,FO,FRO,48497,Europe 20/03/2020,20,3,2020,72,0,Faroe_Islands,FO,FRO,48497,Europe +08/05/2020,8,5,2020,0,0,Fiji,FJ,FJI,883483,Oceania +07/05/2020,7,5,2020,0,0,Fiji,FJ,FJI,883483,Oceania +06/05/2020,6,5,2020,0,0,Fiji,FJ,FJI,883483,Oceania +05/05/2020,5,5,2020,0,0,Fiji,FJ,FJI,883483,Oceania +04/05/2020,4,5,2020,0,0,Fiji,FJ,FJI,883483,Oceania +03/05/2020,3,5,2020,0,0,Fiji,FJ,FJI,883483,Oceania +02/05/2020,2,5,2020,0,0,Fiji,FJ,FJI,883483,Oceania +01/05/2020,1,5,2020,0,0,Fiji,FJ,FJI,883483,Oceania +30/04/2020,30,4,2020,0,0,Fiji,FJ,FJI,883483,Oceania 29/04/2020,29,4,2020,0,0,Fiji,FJ,FJI,883483,Oceania 28/04/2020,28,4,2020,0,0,Fiji,FJ,FJI,883483,Oceania 27/04/2020,27,4,2020,0,0,Fiji,FJ,FJI,883483,Oceania @@ -4433,6 +5043,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 22/03/2020,22,3,2020,1,0,Fiji,FJ,FJI,883483,Oceania 21/03/2020,21,3,2020,0,0,Fiji,FJ,FJI,883483,Oceania 20/03/2020,20,3,2020,1,0,Fiji,FJ,FJI,883483,Oceania +08/05/2020,8,5,2020,100,3,Finland,FI,FIN,5518050,Europe +07/05/2020,7,5,2020,161,6,Finland,FI,FIN,5518050,Europe +06/05/2020,6,5,2020,85,6,Finland,FI,FIN,5518050,Europe +05/05/2020,5,5,2020,73,10,Finland,FI,FIN,5518050,Europe +04/05/2020,4,5,2020,75,10,Finland,FI,FIN,5518050,Europe +03/05/2020,3,5,2020,128,2,Finland,FI,FIN,5518050,Europe +02/05/2020,2,5,2020,56,7,Finland,FI,FIN,5518050,Europe +01/05/2020,1,5,2020,89,5,Finland,FI,FIN,5518050,Europe +30/04/2020,30,4,2020,166,7,Finland,FI,FIN,5518050,Europe 29/04/2020,29,4,2020,45,6,Finland,FI,FIN,5518050,Europe 28/04/2020,28,4,2020,119,3,Finland,FI,FIN,5518050,Europe 27/04/2020,27,4,2020,101,4,Finland,FI,FIN,5518050,Europe @@ -4550,6 +5169,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Finland,FI,FIN,5518050,Europe 01/01/2020,1,1,2020,0,0,Finland,FI,FIN,5518050,Europe 31/12/2019,31,12,2019,0,0,Finland,FI,FIN,5518050,Europe +08/05/2020,8,5,2020,629,178,France,FR,FRA,66987244,Europe +07/05/2020,7,5,2020,4183,278,France,FR,FRA,66987244,Europe +06/05/2020,6,5,2020,1104,330,France,FR,FRA,66987244,Europe +05/05/2020,5,5,2020,576,306,France,FR,FRA,66987244,Europe +04/05/2020,4,5,2020,308,135,France,FR,FRA,66987244,Europe +03/05/2020,3,5,2020,794,166,France,FR,FRA,66987244,Europe +02/05/2020,2,5,2020,604,218,France,FR,FRA,66987244,Europe +01/05/2020,1,5,2020,1139,289,France,FR,FRA,66987244,Europe +30/04/2020,30,4,2020,1607,427,France,FR,FRA,66987244,Europe 29/04/2020,29,4,2020,1065,367,France,FR,FRA,66987244,Europe 28/04/2020,28,4,2020,1195,437,France,FR,FRA,66987244,Europe 27/04/2020,27,4,2020,461,242,France,FR,FRA,66987244,Europe @@ -4671,6 +5299,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,France,FR,FRA,66987244,Europe 01/01/2020,1,1,2020,0,0,France,FR,FRA,66987244,Europe 31/12/2019,31,12,2019,0,0,France,FR,FRA,66987244,Europe +08/05/2020,8,5,2020,0,0,French_Polynesia,PF,PYF,277679,Oceania +07/05/2020,7,5,2020,0,0,French_Polynesia,PF,PYF,277679,Oceania +06/05/2020,6,5,2020,2,0,French_Polynesia,PF,PYF,277679,Oceania +05/05/2020,5,5,2020,0,0,French_Polynesia,PF,PYF,277679,Oceania +04/05/2020,4,5,2020,0,0,French_Polynesia,PF,PYF,277679,Oceania +03/05/2020,3,5,2020,0,0,French_Polynesia,PF,PYF,277679,Oceania +02/05/2020,2,5,2020,0,0,French_Polynesia,PF,PYF,277679,Oceania +01/05/2020,1,5,2020,0,0,French_Polynesia,PF,PYF,277679,Oceania +30/04/2020,30,4,2020,0,0,French_Polynesia,PF,PYF,277679,Oceania 29/04/2020,29,4,2020,0,0,French_Polynesia,PF,PYF,277679,Oceania 28/04/2020,28,4,2020,1,0,French_Polynesia,PF,PYF,277679,Oceania 27/04/2020,27,4,2020,0,0,French_Polynesia,PF,PYF,277679,Oceania @@ -4713,6 +5350,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 21/03/2020,21,3,2020,12,0,French_Polynesia,PF,PYF,277679,Oceania 20/03/2020,20,3,2020,0,0,French_Polynesia,PF,PYF,277679,Oceania 19/03/2020,19,3,2020,3,0,French_Polynesia,PF,PYF,277679,Oceania +08/05/2020,8,5,2020,65,0,Gabon,GA,GAB,2119275,Africa +07/05/2020,7,5,2020,42,2,Gabon,GA,GAB,2119275,Africa +06/05/2020,6,5,2020,30,0,Gabon,GA,GAB,2119275,Africa +05/05/2020,5,5,2020,32,1,Gabon,GA,GAB,2119275,Africa +04/05/2020,4,5,2020,0,0,Gabon,GA,GAB,2119275,Africa +03/05/2020,3,5,2020,27,1,Gabon,GA,GAB,2119275,Africa +02/05/2020,2,5,2020,32,1,Gabon,GA,GAB,2119275,Africa +01/05/2020,1,5,2020,0,0,Gabon,GA,GAB,2119275,Africa +30/04/2020,30,4,2020,38,0,Gabon,GA,GAB,2119275,Africa 29/04/2020,29,4,2020,27,0,Gabon,GA,GAB,2119275,Africa 28/04/2020,28,4,2020,35,0,Gabon,GA,GAB,2119275,Africa 27/04/2020,27,4,2020,0,0,Gabon,GA,GAB,2119275,Africa @@ -4760,6 +5406,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 16/03/2020,16,3,2020,0,0,Gabon,GA,GAB,2119275,Africa 15/03/2020,15,3,2020,0,0,Gabon,GA,GAB,2119275,Africa 13/03/2020,13,3,2020,1,0,Gabon,GA,GAB,2119275,Africa +08/05/2020,8,5,2020,1,0,Gambia,GM,GMB,2280102,Africa +07/05/2020,7,5,2020,0,0,Gambia,GM,GMB,2280102,Africa +06/05/2020,6,5,2020,0,0,Gambia,GM,GMB,2280102,Africa +05/05/2020,5,5,2020,0,0,Gambia,GM,GMB,2280102,Africa +04/05/2020,4,5,2020,0,0,Gambia,GM,GMB,2280102,Africa +03/05/2020,3,5,2020,5,0,Gambia,GM,GMB,2280102,Africa +02/05/2020,2,5,2020,0,0,Gambia,GM,GMB,2280102,Africa +01/05/2020,1,5,2020,1,0,Gambia,GM,GMB,2280102,Africa +30/04/2020,30,4,2020,1,0,Gambia,GM,GMB,2280102,Africa 29/04/2020,29,4,2020,0,0,Gambia,GM,GMB,2280102,Africa 28/04/2020,28,4,2020,0,0,Gambia,GM,GMB,2280102,Africa 27/04/2020,27,4,2020,0,0,Gambia,GM,GMB,2280102,Africa @@ -4803,6 +5458,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 20/03/2020,20,3,2020,0,0,Gambia,GM,GMB,2280102,Africa 19/03/2020,19,3,2020,0,0,Gambia,GM,GMB,2280102,Africa 18/03/2020,18,3,2020,1,0,Gambia,GM,GMB,2280102,Africa +08/05/2020,8,5,2020,5,0,Georgia,GE,GEO,3731000,Europe +07/05/2020,7,5,2020,6,0,Georgia,GE,GEO,3731000,Europe +06/05/2020,6,5,2020,11,0,Georgia,GE,GEO,3731000,Europe +05/05/2020,5,5,2020,4,0,Georgia,GE,GEO,3731000,Europe +04/05/2020,4,5,2020,7,1,Georgia,GE,GEO,3731000,Europe +03/05/2020,3,5,2020,0,0,Georgia,GE,GEO,3731000,Europe +02/05/2020,2,5,2020,43,2,Georgia,GE,GEO,3731000,Europe +01/05/2020,1,5,2020,22,0,Georgia,GE,GEO,3731000,Europe +30/04/2020,30,4,2020,6,0,Georgia,GE,GEO,3731000,Europe 29/04/2020,29,4,2020,14,0,Georgia,GE,GEO,3731000,Europe 28/04/2020,28,4,2020,11,0,Georgia,GE,GEO,3731000,Europe 27/04/2020,27,4,2020,30,1,Georgia,GE,GEO,3731000,Europe @@ -4921,6 +5585,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Georgia,GE,GEO,3731000,Europe 01/01/2020,1,1,2020,0,0,Georgia,GE,GEO,3731000,Europe 31/12/2019,31,12,2019,0,0,Georgia,GE,GEO,3731000,Europe +08/05/2020,8,5,2020,1209,147,Germany,DE,DEU,82927922,Europe +07/05/2020,7,5,2020,1194,123,Germany,DE,DEU,82927922,Europe +06/05/2020,6,5,2020,1037,165,Germany,DE,DEU,82927922,Europe +05/05/2020,5,5,2020,685,139,Germany,DE,DEU,82927922,Europe +04/05/2020,4,5,2020,679,43,Germany,DE,DEU,82927922,Europe +03/05/2020,3,5,2020,793,74,Germany,DE,DEU,82927922,Europe +02/05/2020,2,5,2020,2584,287,Germany,DE,DEU,82927922,Europe +01/05/2020,1,5,2020,0,0,Germany,DE,DEU,82927922,Europe +30/04/2020,30,4,2020,1478,173,Germany,DE,DEU,82927922,Europe 29/04/2020,29,4,2020,1304,202,Germany,DE,DEU,82927922,Europe 28/04/2020,28,4,2020,1144,163,Germany,DE,DEU,82927922,Europe 27/04/2020,27,4,2020,1018,110,Germany,DE,DEU,82927922,Europe @@ -5042,6 +5715,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Germany,DE,DEU,82927922,Europe 01/01/2020,1,1,2020,0,0,Germany,DE,DEU,82927922,Europe 31/12/2019,31,12,2019,0,0,Germany,DE,DEU,82927922,Europe +08/05/2020,8,5,2020,0,0,Ghana,GH,GHA,29767108,Africa +07/05/2020,7,5,2020,372,0,Ghana,GH,GHA,29767108,Africa +06/05/2020,6,5,2020,0,0,Ghana,GH,GHA,29767108,Africa +05/05/2020,5,5,2020,550,0,Ghana,GH,GHA,29767108,Africa +04/05/2020,4,5,2020,0,0,Ghana,GH,GHA,29767108,Africa +03/05/2020,3,5,2020,95,1,Ghana,GH,GHA,29767108,Africa +02/05/2020,2,5,2020,0,0,Ghana,GH,GHA,29767108,Africa +01/05/2020,1,5,2020,403,1,Ghana,GH,GHA,29767108,Africa +30/04/2020,30,4,2020,0,0,Ghana,GH,GHA,29767108,Africa 29/04/2020,29,4,2020,121,5,Ghana,GH,GHA,29767108,Africa 28/04/2020,28,4,2020,0,0,Ghana,GH,GHA,29767108,Africa 27/04/2020,27,4,2020,271,1,Ghana,GH,GHA,29767108,Africa @@ -5089,6 +5771,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 16/03/2020,16,3,2020,0,0,Ghana,GH,GHA,29767108,Africa 15/03/2020,15,3,2020,0,0,Ghana,GH,GHA,29767108,Africa 13/03/2020,13,3,2020,2,0,Ghana,GH,GHA,29767108,Africa +08/05/2020,8,5,2020,0,0,Gibraltar,GI,GIB,33718,Europe +07/05/2020,7,5,2020,0,0,Gibraltar,GI,GIB,33718,Europe +06/05/2020,6,5,2020,0,0,Gibraltar,GI,GIB,33718,Europe +05/05/2020,5,5,2020,0,0,Gibraltar,GI,GIB,33718,Europe +04/05/2020,4,5,2020,0,0,Gibraltar,GI,GIB,33718,Europe +03/05/2020,3,5,2020,0,0,Gibraltar,GI,GIB,33718,Europe +02/05/2020,2,5,2020,0,0,Gibraltar,GI,GIB,33718,Europe +01/05/2020,1,5,2020,3,0,Gibraltar,GI,GIB,33718,Europe +30/04/2020,30,4,2020,0,0,Gibraltar,GI,GIB,33718,Europe 29/04/2020,29,4,2020,0,0,Gibraltar,GI,GIB,33718,Europe 28/04/2020,28,4,2020,0,0,Gibraltar,GI,GIB,33718,Europe 27/04/2020,27,4,2020,5,0,Gibraltar,GI,GIB,33718,Europe @@ -5130,6 +5821,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 22/03/2020,22,3,2020,0,0,Gibraltar,GI,GIB,33718,Europe 21/03/2020,21,3,2020,0,0,Gibraltar,GI,GIB,33718,Europe 20/03/2020,20,3,2020,10,0,Gibraltar,GI,GIB,33718,Europe +08/05/2020,8,5,2020,15,1,Greece,EL,GRC,10727668,Europe +07/05/2020,7,5,2020,21,1,Greece,EL,GRC,10727668,Europe +06/05/2020,6,5,2020,10,0,Greece,EL,GRC,10727668,Europe +05/05/2020,5,5,2020,6,2,Greece,EL,GRC,10727668,Europe +04/05/2020,4,5,2020,6,1,Greece,EL,GRC,10727668,Europe +03/05/2020,3,5,2020,29,3,Greece,EL,GRC,10727668,Europe +02/05/2020,2,5,2020,0,0,Greece,EL,GRC,10727668,Europe +01/05/2020,1,5,2020,15,1,Greece,EL,GRC,10727668,Europe +30/04/2020,30,4,2020,42,3,Greece,EL,GRC,10727668,Europe 29/04/2020,29,4,2020,0,0,Greece,EL,GRC,10727668,Europe 28/04/2020,28,4,2020,28,6,Greece,EL,GRC,10727668,Europe 27/04/2020,27,4,2020,0,0,Greece,EL,GRC,10727668,Europe @@ -5249,6 +5949,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Greece,EL,GRC,10727668,Europe 01/01/2020,1,1,2020,0,0,Greece,EL,GRC,10727668,Europe 31/12/2019,31,12,2019,0,0,Greece,EL,GRC,10727668,Europe +08/05/2020,8,5,2020,0,0,Greenland,GL,GRL,56025,America +07/05/2020,7,5,2020,0,0,Greenland,GL,GRL,56025,America +06/05/2020,6,5,2020,0,0,Greenland,GL,GRL,56025,America +05/05/2020,5,5,2020,0,0,Greenland,GL,GRL,56025,America +04/05/2020,4,5,2020,0,0,Greenland,GL,GRL,56025,America +03/05/2020,3,5,2020,0,0,Greenland,GL,GRL,56025,America +02/05/2020,2,5,2020,0,0,Greenland,GL,GRL,56025,America +01/05/2020,1,5,2020,0,0,Greenland,GL,GRL,56025,America +30/04/2020,30,4,2020,0,0,Greenland,GL,GRL,56025,America 29/04/2020,29,4,2020,0,0,Greenland,GL,GRL,56025,America 28/04/2020,28,4,2020,0,0,Greenland,GL,GRL,56025,America 27/04/2020,27,4,2020,0,0,Greenland,GL,GRL,56025,America @@ -5290,6 +5999,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 22/03/2020,22,3,2020,0,0,Greenland,GL,GRL,56025,America 21/03/2020,21,3,2020,0,0,Greenland,GL,GRL,56025,America 20/03/2020,20,3,2020,2,0,Greenland,GL,GRL,56025,America +08/05/2020,8,5,2020,0,0,Grenada,GD,GRD,111454,America +07/05/2020,7,5,2020,0,0,Grenada,GD,GRD,111454,America +06/05/2020,6,5,2020,0,0,Grenada,GD,GRD,111454,America +05/05/2020,5,5,2020,0,0,Grenada,GD,GRD,111454,America +04/05/2020,4,5,2020,0,0,Grenada,GD,GRD,111454,America +03/05/2020,3,5,2020,1,0,Grenada,GD,GRD,111454,America +02/05/2020,2,5,2020,0,0,Grenada,GD,GRD,111454,America +01/05/2020,1,5,2020,0,0,Grenada,GD,GRD,111454,America +30/04/2020,30,4,2020,2,0,Grenada,GD,GRD,111454,America 29/04/2020,29,4,2020,0,0,Grenada,GD,GRD,111454,America 28/04/2020,28,4,2020,0,0,Grenada,GD,GRD,111454,America 27/04/2020,27,4,2020,0,0,Grenada,GD,GRD,111454,America @@ -5328,6 +6046,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 25/03/2020,25,3,2020,0,0,Grenada,GD,GRD,111454,America 24/03/2020,24,3,2020,0,0,Grenada,GD,GRD,111454,America 23/03/2020,23,3,2020,1,0,Grenada,GD,GRD,111454,America +08/05/2020,8,5,2020,0,0,Guam,GU,GUM,165768,Oceania +07/05/2020,7,5,2020,2,0,Guam,GU,GUM,165768,Oceania +06/05/2020,6,5,2020,0,0,Guam,GU,GUM,165768,Oceania +05/05/2020,5,5,2020,0,0,Guam,GU,GUM,165768,Oceania +04/05/2020,4,5,2020,1,0,Guam,GU,GUM,165768,Oceania +03/05/2020,3,5,2020,2,0,Guam,GU,GUM,165768,Oceania +02/05/2020,2,5,2020,0,0,Guam,GU,GUM,165768,Oceania +01/05/2020,1,5,2020,1,0,Guam,GU,GUM,165768,Oceania +30/04/2020,30,4,2020,0,0,Guam,GU,GUM,165768,Oceania 29/04/2020,29,4,2020,1,0,Guam,GU,GUM,165768,Oceania 28/04/2020,28,4,2020,2,0,Guam,GU,GUM,165768,Oceania 27/04/2020,27,4,2020,1,0,Guam,GU,GUM,165768,Oceania @@ -5370,6 +6097,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 21/03/2020,21,3,2020,2,0,Guam,GU,GUM,165768,Oceania 20/03/2020,20,3,2020,9,0,Guam,GU,GUM,165768,Oceania 19/03/2020,19,3,2020,3,0,Guam,GU,GUM,165768,Oceania +08/05/2020,8,5,2020,34,2,Guatemala,GT,GTM,17247807,America +07/05/2020,7,5,2020,35,2,Guatemala,GT,GTM,17247807,America +06/05/2020,6,5,2020,33,0,Guatemala,GT,GTM,17247807,America +05/05/2020,5,5,2020,27,2,Guatemala,GT,GTM,17247807,America +04/05/2020,4,5,2020,15,0,Guatemala,GT,GTM,17247807,America +03/05/2020,3,5,2020,44,1,Guatemala,GT,GTM,17247807,America +02/05/2020,2,5,2020,45,0,Guatemala,GT,GTM,17247807,America +01/05/2020,1,5,2020,14,0,Guatemala,GT,GTM,17247807,America +30/04/2020,30,4,2020,28,0,Guatemala,GT,GTM,17247807,America 29/04/2020,29,4,2020,27,1,Guatemala,GT,GTM,17247807,America 28/04/2020,28,4,2020,30,0,Guatemala,GT,GTM,17247807,America 27/04/2020,27,4,2020,27,2,Guatemala,GT,GTM,17247807,America @@ -5416,6 +6152,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 17/03/2020,17,3,2020,5,0,Guatemala,GT,GTM,17247807,America 16/03/2020,16,3,2020,0,1,Guatemala,GT,GTM,17247807,America 15/03/2020,15,3,2020,1,0,Guatemala,GT,GTM,17247807,America +08/05/2020,8,5,2020,0,0,Guernsey,GG,GGY,63026,Europe +07/05/2020,7,5,2020,0,0,Guernsey,GG,GGY,63026,Europe +06/05/2020,6,5,2020,0,0,Guernsey,GG,GGY,63026,Europe +05/05/2020,5,5,2020,0,0,Guernsey,GG,GGY,63026,Europe +04/05/2020,4,5,2020,0,0,Guernsey,GG,GGY,63026,Europe +03/05/2020,3,5,2020,0,0,Guernsey,GG,GGY,63026,Europe +02/05/2020,2,5,2020,1,0,Guernsey,GG,GGY,63026,Europe +01/05/2020,1,5,2020,0,0,Guernsey,GG,GGY,63026,Europe +30/04/2020,30,4,2020,4,0,Guernsey,GG,GGY,63026,Europe 29/04/2020,29,4,2020,0,0,Guernsey,GG,GGY,63026,Europe 28/04/2020,28,4,2020,0,0,Guernsey,GG,GGY,63026,Europe 27/04/2020,27,4,2020,2,1,Guernsey,GG,GGY,63026,Europe @@ -5457,6 +6202,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 22/03/2020,22,3,2020,0,0,Guernsey,GG,GGY,63026,Europe 21/03/2020,21,3,2020,0,0,Guernsey,GG,GGY,63026,Europe 20/03/2020,20,3,2020,1,0,Guernsey,GG,GGY,63026,Europe +08/05/2020,8,5,2020,71,0,Guinea,GN,GIN,12414318,Africa +07/05/2020,7,5,2020,45,1,Guinea,GN,GIN,12414318,Africa +06/05/2020,6,5,2020,101,1,Guinea,GN,GIN,12414318,Africa +05/05/2020,5,5,2020,124,2,Guinea,GN,GIN,12414318,Africa +04/05/2020,4,5,2020,0,0,Guinea,GN,GIN,12414318,Africa +03/05/2020,3,5,2020,49,0,Guinea,GN,GIN,12414318,Africa +02/05/2020,2,5,2020,42,0,Guinea,GN,GIN,12414318,Africa +01/05/2020,1,5,2020,144,0,Guinea,GN,GIN,12414318,Africa +30/04/2020,30,4,2020,111,0,Guinea,GN,GIN,12414318,Africa 29/04/2020,29,4,2020,77,0,Guinea,GN,GIN,12414318,Africa 28/04/2020,28,4,2020,69,0,Guinea,GN,GIN,12414318,Africa 27/04/2020,27,4,2020,98,0,Guinea,GN,GIN,12414318,Africa @@ -5503,6 +6257,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 17/03/2020,17,3,2020,0,0,Guinea,GN,GIN,12414318,Africa 15/03/2020,15,3,2020,0,0,Guinea,GN,GIN,12414318,Africa 14/03/2020,14,3,2020,1,0,Guinea,GN,GIN,12414318,Africa +08/05/2020,8,5,2020,89,0,Guinea_Bissau,GW,GNB,1874309,Africa +07/05/2020,7,5,2020,0,0,Guinea_Bissau,GW,GNB,1874309,Africa +06/05/2020,6,5,2020,62,0,Guinea_Bissau,GW,GNB,1874309,Africa +05/05/2020,5,5,2020,121,0,Guinea_Bissau,GW,GNB,1874309,Africa +04/05/2020,4,5,2020,35,1,Guinea_Bissau,GW,GNB,1874309,Africa +03/05/2020,3,5,2020,0,0,Guinea_Bissau,GW,GNB,1874309,Africa +02/05/2020,2,5,2020,52,0,Guinea_Bissau,GW,GNB,1874309,Africa +01/05/2020,1,5,2020,128,0,Guinea_Bissau,GW,GNB,1874309,Africa +30/04/2020,30,4,2020,4,0,Guinea_Bissau,GW,GNB,1874309,Africa 29/04/2020,29,4,2020,0,0,Guinea_Bissau,GW,GNB,1874309,Africa 28/04/2020,28,4,2020,20,0,Guinea_Bissau,GW,GNB,1874309,Africa 27/04/2020,27,4,2020,1,1,Guinea_Bissau,GW,GNB,1874309,Africa @@ -5537,6 +6300,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 29/03/2020,29,3,2020,0,0,Guinea_Bissau,GW,GNB,1874309,Africa 28/03/2020,28,3,2020,0,0,Guinea_Bissau,GW,GNB,1874309,Africa 27/03/2020,27,3,2020,2,0,Guinea_Bissau,GW,GNB,1874309,Africa +08/05/2020,8,5,2020,0,0,Guyana,GY,GUY,779004,America +07/05/2020,7,5,2020,0,0,Guyana,GY,GUY,779004,America +06/05/2020,6,5,2020,1,1,Guyana,GY,GUY,779004,America +05/05/2020,5,5,2020,10,0,Guyana,GY,GUY,779004,America +04/05/2020,4,5,2020,0,0,Guyana,GY,GUY,779004,America +03/05/2020,3,5,2020,0,0,Guyana,GY,GUY,779004,America +02/05/2020,2,5,2020,0,0,Guyana,GY,GUY,779004,America +01/05/2020,1,5,2020,4,1,Guyana,GY,GUY,779004,America +30/04/2020,30,4,2020,3,0,Guyana,GY,GUY,779004,America 29/04/2020,29,4,2020,1,0,Guyana,GY,GUY,779004,America 28/04/2020,28,4,2020,0,0,Guyana,GY,GUY,779004,America 27/04/2020,27,4,2020,0,0,Guyana,GY,GUY,779004,America @@ -5583,6 +6355,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 17/03/2020,17,3,2020,0,0,Guyana,GY,GUY,779004,America 16/03/2020,16,3,2020,3,0,Guyana,GY,GUY,779004,America 13/03/2020,13,3,2020,1,1,Guyana,GY,GUY,779004,America +08/05/2020,8,5,2020,21,0,Haiti,HT,HTI,11123176,America +07/05/2020,7,5,2020,7,0,Haiti,HT,HTI,11123176,America +06/05/2020,6,5,2020,1,1,Haiti,HT,HTI,11123176,America +05/05/2020,5,5,2020,15,3,Haiti,HT,HTI,11123176,America +04/05/2020,4,5,2020,0,0,Haiti,HT,HTI,11123176,America +03/05/2020,3,5,2020,0,0,Haiti,HT,HTI,11123176,America +02/05/2020,2,5,2020,4,0,Haiti,HT,HTI,11123176,America +01/05/2020,1,5,2020,5,2,Haiti,HT,HTI,11123176,America +30/04/2020,30,4,2020,0,0,Haiti,HT,HTI,11123176,America 29/04/2020,29,4,2020,0,0,Haiti,HT,HTI,11123176,America 28/04/2020,28,4,2020,4,0,Haiti,HT,HTI,11123176,America 27/04/2020,27,4,2020,0,0,Haiti,HT,HTI,11123176,America @@ -5624,6 +6405,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 22/03/2020,22,3,2020,0,0,Haiti,HT,HTI,11123176,America 21/03/2020,21,3,2020,0,0,Haiti,HT,HTI,11123176,America 20/03/2020,20,3,2020,2,0,Haiti,HT,HTI,11123176,America +08/05/2020,8,5,2020,0,0,Holy_See,VA,VAT,1000,Europe +07/05/2020,7,5,2020,1,0,Holy_See,VA,VAT,1000,Europe +06/05/2020,6,5,2020,0,0,Holy_See,VA,VAT,1000,Europe +05/05/2020,5,5,2020,0,0,Holy_See,VA,VAT,1000,Europe +04/05/2020,4,5,2020,0,0,Holy_See,VA,VAT,1000,Europe +03/05/2020,3,5,2020,0,0,Holy_See,VA,VAT,1000,Europe +02/05/2020,2,5,2020,0,0,Holy_See,VA,VAT,1000,Europe +01/05/2020,1,5,2020,1,0,Holy_See,VA,VAT,1000,Europe +30/04/2020,30,4,2020,1,0,Holy_See,VA,VAT,1000,Europe 29/04/2020,29,4,2020,0,0,Holy_See,VA,VAT,1000,Europe 28/04/2020,28,4,2020,0,0,Holy_See,VA,VAT,1000,Europe 27/04/2020,27,4,2020,0,0,Holy_See,VA,VAT,1000,Europe @@ -5670,6 +6460,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 17/03/2020,17,3,2020,0,0,Holy_See,VA,VAT,1000,Europe 16/03/2020,16,3,2020,0,0,Holy_See,VA,VAT,1000,Europe 07/03/2020,7,3,2020,1,0,Holy_See,VA,VAT,1000,Europe +08/05/2020,8,5,2020,224,6,Honduras,HN,HND,9587522,America +07/05/2020,7,5,2020,191,6,Honduras,HN,HND,9587522,America +06/05/2020,6,5,2020,92,11,Honduras,HN,HND,9587522,America +05/05/2020,5,5,2020,123,0,Honduras,HN,HND,9587522,America +04/05/2020,4,5,2020,45,6,Honduras,HN,HND,9587522,America +03/05/2020,3,5,2020,111,1,Honduras,HN,HND,9587522,America +02/05/2020,2,5,2020,95,0,Honduras,HN,HND,9587522,America +01/05/2020,1,5,2020,33,4,Honduras,HN,HND,9587522,America +30/04/2020,30,4,2020,33,5,Honduras,HN,HND,9587522,America 29/04/2020,29,4,2020,45,5,Honduras,HN,HND,9587522,America 28/04/2020,28,4,2020,32,0,Honduras,HN,HND,9587522,America 27/04/2020,27,4,2020,34,2,Honduras,HN,HND,9587522,America @@ -5717,6 +6516,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 16/03/2020,16,3,2020,3,0,Honduras,HN,HND,9587522,America 14/03/2020,14,3,2020,1,0,Honduras,HN,HND,9587522,America 12/03/2020,12,3,2020,2,0,Honduras,HN,HND,9587522,America +08/05/2020,8,5,2020,28,9,Hungary,HU,HUN,9768785,Europe +07/05/2020,7,5,2020,39,10,Hungary,HU,HUN,9768785,Europe +06/05/2020,6,5,2020,46,10,Hungary,HU,HUN,9768785,Europe +05/05/2020,5,5,2020,30,12,Hungary,HU,HUN,9768785,Europe +04/05/2020,4,5,2020,37,11,Hungary,HU,HUN,9768785,Europe +03/05/2020,3,5,2020,56,5,Hungary,HU,HUN,9768785,Europe +02/05/2020,2,5,2020,79,12,Hungary,HU,HUN,9768785,Europe +01/05/2020,1,5,2020,88,11,Hungary,HU,HUN,9768785,Europe +30/04/2020,30,4,2020,48,12,Hungary,HU,HUN,9768785,Europe 29/04/2020,29,4,2020,78,9,Hungary,HU,HUN,9768785,Europe 28/04/2020,28,4,2020,66,11,Hungary,HU,HUN,9768785,Europe 27/04/2020,27,4,2020,83,8,Hungary,HU,HUN,9768785,Europe @@ -5772,6 +6580,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 08/03/2020,8,3,2020,3,0,Hungary,HU,HUN,9768785,Europe 07/03/2020,7,3,2020,2,0,Hungary,HU,HUN,9768785,Europe 05/03/2020,5,3,2020,2,0,Hungary,HU,HUN,9768785,Europe +08/05/2020,8,5,2020,2,0,Iceland,IS,ISL,353574,Europe +07/05/2020,7,5,2020,0,0,Iceland,IS,ISL,353574,Europe +06/05/2020,6,5,2020,0,0,Iceland,IS,ISL,353574,Europe +05/05/2020,5,5,2020,0,0,Iceland,IS,ISL,353574,Europe +04/05/2020,4,5,2020,1,0,Iceland,IS,ISL,353574,Europe +03/05/2020,3,5,2020,0,0,Iceland,IS,ISL,353574,Europe +02/05/2020,2,5,2020,1,0,Iceland,IS,ISL,353574,Europe +01/05/2020,1,5,2020,0,0,Iceland,IS,ISL,353574,Europe +30/04/2020,30,4,2020,2,0,Iceland,IS,ISL,353574,Europe 29/04/2020,29,4,2020,3,0,Iceland,IS,ISL,353574,Europe 28/04/2020,28,4,2020,0,0,Iceland,IS,ISL,353574,Europe 27/04/2020,27,4,2020,2,0,Iceland,IS,ISL,353574,Europe @@ -5893,6 +6710,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Iceland,IS,ISL,353574,Europe 01/01/2020,1,1,2020,0,0,Iceland,IS,ISL,353574,Europe 31/12/2019,31,12,2019,0,0,Iceland,IS,ISL,353574,Europe +08/05/2020,8,5,2020,3390,103,India,IN,IND,1352617328,Asia +07/05/2020,7,5,2020,3561,89,India,IN,IND,1352617328,Asia +06/05/2020,6,5,2020,2958,126,India,IN,IND,1352617328,Asia +05/05/2020,5,5,2020,3900,195,India,IN,IND,1352617328,Asia +04/05/2020,4,5,2020,2553,72,India,IN,IND,1352617328,Asia +03/05/2020,3,5,2020,2644,83,India,IN,IND,1352617328,Asia +02/05/2020,2,5,2020,2293,71,India,IN,IND,1352617328,Asia +01/05/2020,1,5,2020,1993,73,India,IN,IND,1352617328,Asia +30/04/2020,30,4,2020,1718,67,India,IN,IND,1352617328,Asia 29/04/2020,29,4,2020,1897,73,India,IN,IND,1352617328,Asia 28/04/2020,28,4,2020,1543,62,India,IN,IND,1352617328,Asia 27/04/2020,27,4,2020,1396,48,India,IN,IND,1352617328,Asia @@ -6013,6 +6839,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,India,IN,IND,1352617328,Asia 01/01/2020,1,1,2020,0,0,India,IN,IND,1352617328,Asia 31/12/2019,31,12,2019,0,0,India,IN,IND,1352617328,Asia +08/05/2020,8,5,2020,338,35,Indonesia,ID,IDN,267663435,Asia +07/05/2020,7,5,2020,367,23,Indonesia,ID,IDN,267663435,Asia +06/05/2020,6,5,2020,484,8,Indonesia,ID,IDN,267663435,Asia +05/05/2020,5,5,2020,395,19,Indonesia,ID,IDN,267663435,Asia +04/05/2020,4,5,2020,349,14,Indonesia,ID,IDN,267663435,Asia +03/05/2020,3,5,2020,292,31,Indonesia,ID,IDN,267663435,Asia +02/05/2020,2,5,2020,433,8,Indonesia,ID,IDN,267663435,Asia +01/05/2020,1,5,2020,347,8,Indonesia,ID,IDN,267663435,Asia +30/04/2020,30,4,2020,260,11,Indonesia,ID,IDN,267663435,Asia 29/04/2020,29,4,2020,415,8,Indonesia,ID,IDN,267663435,Asia 28/04/2020,28,4,2020,214,22,Indonesia,ID,IDN,267663435,Asia 27/04/2020,27,4,2020,275,23,Indonesia,ID,IDN,267663435,Asia @@ -6127,6 +6962,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Indonesia,ID,IDN,267663435,Asia 01/01/2020,1,1,2020,0,0,Indonesia,ID,IDN,267663435,Asia 31/12/2019,31,12,2019,0,0,Indonesia,ID,IDN,267663435,Asia +08/05/2020,8,5,2020,1485,68,Iran,IR,IRN,81800269,Asia +07/05/2020,7,5,2020,1680,78,Iran,IR,IRN,81800269,Asia +06/05/2020,6,5,2020,1323,63,Iran,IR,IRN,81800269,Asia +05/05/2020,5,5,2020,1223,74,Iran,IR,IRN,81800269,Asia +04/05/2020,4,5,2020,976,47,Iran,IR,IRN,81800269,Asia +03/05/2020,3,5,2020,802,65,Iran,IR,IRN,81800269,Asia +02/05/2020,2,5,2020,1006,63,Iran,IR,IRN,81800269,Asia +01/05/2020,1,5,2020,983,71,Iran,IR,IRN,81800269,Asia +30/04/2020,30,4,2020,1073,80,Iran,IR,IRN,81800269,Asia 29/04/2020,29,4,2020,1112,71,Iran,IR,IRN,81800269,Asia 28/04/2020,28,4,2020,991,96,Iran,IR,IRN,81800269,Asia 27/04/2020,27,4,2020,1153,60,Iran,IR,IRN,81800269,Asia @@ -6248,6 +7092,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Iran,IR,IRN,81800269,Asia 01/01/2020,1,1,2020,0,0,Iran,IR,IRN,81800269,Asia 31/12/2019,31,12,2019,0,0,Iran,IR,IRN,81800269,Asia +08/05/2020,8,5,2020,63,0,Iraq,IQ,IRQ,38433600,Asia +07/05/2020,7,5,2020,49,0,Iraq,IQ,IRQ,38433600,Asia +06/05/2020,6,5,2020,85,4,Iraq,IQ,IRQ,38433600,Asia +05/05/2020,5,5,2020,50,1,Iraq,IQ,IRQ,38433600,Asia +04/05/2020,4,5,2020,77,2,Iraq,IQ,IRQ,38433600,Asia +03/05/2020,3,5,2020,66,1,Iraq,IQ,IRQ,38433600,Asia +02/05/2020,2,5,2020,68,1,Iraq,IQ,IRQ,38433600,Asia +01/05/2020,1,5,2020,82,1,Iraq,IQ,IRQ,38433600,Asia +30/04/2020,30,4,2020,156,4,Iraq,IQ,IRQ,38433600,Asia 29/04/2020,29,4,2020,0,0,Iraq,IQ,IRQ,38433600,Asia 28/04/2020,28,4,2020,27,1,Iraq,IQ,IRQ,38433600,Asia 27/04/2020,27,4,2020,57,1,Iraq,IQ,IRQ,38433600,Asia @@ -6367,6 +7220,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Iraq,IQ,IRQ,38433600,Asia 01/01/2020,1,1,2020,0,0,Iraq,IQ,IRQ,38433600,Asia 31/12/2019,31,12,2019,0,0,Iraq,IQ,IRQ,38433600,Asia +08/05/2020,8,5,2020,137,28,Ireland,IE,IRL,4853506,Europe +07/05/2020,7,5,2020,265,36,Ireland,IE,IRL,4853506,Europe +06/05/2020,6,5,2020,261,20,Ireland,IE,IRL,4853506,Europe +05/05/2020,5,5,2020,216,16,Ireland,IE,IRL,4853506,Europe +04/05/2020,4,5,2020,330,38,Ireland,IE,IRL,4853506,Europe +03/05/2020,3,5,2020,343,0,Ireland,IE,IRL,4853506,Europe +02/05/2020,2,5,2020,221,33,Ireland,IE,IRL,4853506,Europe +01/05/2020,1,5,2020,359,42,Ireland,IE,IRL,4853506,Europe +30/04/2020,30,4,2020,376,31,Ireland,IE,IRL,4853506,Europe 29/04/2020,29,4,2020,229,57,Ireland,IE,IRL,4853506,Europe 28/04/2020,28,4,2020,386,15,Ireland,IE,IRL,4853506,Europe 27/04/2020,27,4,2020,701,24,Ireland,IE,IRL,4853506,Europe @@ -6486,6 +7348,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Ireland,IE,IRL,4853506,Europe 01/01/2020,1,1,2020,0,0,Ireland,IE,IRL,4853506,Europe 31/12/2019,31,12,2019,0,0,Ireland,IE,IRL,4853506,Europe +08/05/2020,8,5,2020,2,0,Isle_of_Man,IM,IMN,84077,Europe +07/05/2020,7,5,2020,1,0,Isle_of_Man,IM,IMN,84077,Europe +06/05/2020,6,5,2020,1,0,Isle_of_Man,IM,IMN,84077,Europe +05/05/2020,5,5,2020,4,1,Isle_of_Man,IM,IMN,84077,Europe +04/05/2020,4,5,2020,1,0,Isle_of_Man,IM,IMN,84077,Europe +03/05/2020,3,5,2020,4,0,Isle_of_Man,IM,IMN,84077,Europe +02/05/2020,2,5,2020,1,1,Isle_of_Man,IM,IMN,84077,Europe +01/05/2020,1,5,2020,2,0,Isle_of_Man,IM,IMN,84077,Europe +30/04/2020,30,4,2020,4,0,Isle_of_Man,IM,IMN,84077,Europe 29/04/2020,29,4,2020,1,3,Isle_of_Man,IM,IMN,84077,Europe 28/04/2020,28,4,2020,0,0,Isle_of_Man,IM,IMN,84077,Europe 27/04/2020,27,4,2020,0,0,Isle_of_Man,IM,IMN,84077,Europe @@ -6526,6 +7397,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 23/03/2020,23,3,2020,0,0,Isle_of_Man,IM,IMN,84077,Europe 22/03/2020,22,3,2020,1,0,Isle_of_Man,IM,IMN,84077,Europe 21/03/2020,21,3,2020,1,0,Isle_of_Man,IM,IMN,84077,Europe +08/05/2020,8,5,2020,71,1,Israel,IL,ISR,8883800,Asia +07/05/2020,7,5,2020,21,1,Israel,IL,ISR,8883800,Asia +06/05/2020,6,5,2020,43,3,Israel,IL,ISR,8883800,Asia +05/05/2020,5,5,2020,38,3,Israel,IL,ISR,8883800,Asia +04/05/2020,4,5,2020,23,3,Israel,IL,ISR,8883800,Asia +03/05/2020,3,5,2020,84,4,Israel,IL,ISR,8883800,Asia +02/05/2020,2,5,2020,155,3,Israel,IL,ISR,8883800,Asia +01/05/2020,1,5,2020,112,7,Israel,IL,ISR,8883800,Asia +30/04/2020,30,4,2020,245,7,Israel,IL,ISR,8883800,Asia 29/04/2020,29,4,2020,123,6,Israel,IL,ISR,8883800,Asia 28/04/2020,28,4,2020,68,3,Israel,IL,ISR,8883800,Asia 27/04/2020,27,4,2020,100,0,Israel,IL,ISR,8883800,Asia @@ -6644,6 +7524,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Israel,IL,ISR,8883800,Asia 01/01/2020,1,1,2020,0,0,Israel,IL,ISR,8883800,Asia 31/12/2019,31,12,2019,0,0,Israel,IL,ISR,8883800,Asia +08/05/2020,8,5,2020,1401,274,Italy,IT,ITA,60431283,Europe +07/05/2020,7,5,2020,1444,369,Italy,IT,ITA,60431283,Europe +06/05/2020,6,5,2020,1075,236,Italy,IT,ITA,60431283,Europe +05/05/2020,5,5,2020,1221,195,Italy,IT,ITA,60431283,Europe +04/05/2020,4,5,2020,1389,174,Italy,IT,ITA,60431283,Europe +03/05/2020,3,5,2020,1900,474,Italy,IT,ITA,60431283,Europe +02/05/2020,2,5,2020,1965,269,Italy,IT,ITA,60431283,Europe +01/05/2020,1,5,2020,1872,285,Italy,IT,ITA,60431283,Europe +30/04/2020,30,4,2020,2086,323,Italy,IT,ITA,60431283,Europe 29/04/2020,29,4,2020,2091,382,Italy,IT,ITA,60431283,Europe 28/04/2020,28,4,2020,1739,333,Italy,IT,ITA,60431283,Europe 27/04/2020,27,4,2020,2324,260,Italy,IT,ITA,60431283,Europe @@ -6765,6 +7654,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Italy,IT,ITA,60431283,Europe 01/01/2020,1,1,2020,0,0,Italy,IT,ITA,60431283,Europe 31/12/2019,31,12,2019,0,0,Italy,IT,ITA,60431283,Europe +08/05/2020,8,5,2020,10,0,Jamaica,JM,JAM,2934855,America +07/05/2020,7,5,2020,5,0,Jamaica,JM,JAM,2934855,America +06/05/2020,6,5,2020,2,0,Jamaica,JM,JAM,2934855,America +05/05/2020,5,5,2020,2,0,Jamaica,JM,JAM,2934855,America +04/05/2020,4,5,2020,6,1,Jamaica,JM,JAM,2934855,America +03/05/2020,3,5,2020,31,0,Jamaica,JM,JAM,2934855,America +02/05/2020,2,5,2020,10,0,Jamaica,JM,JAM,2934855,America +01/05/2020,1,5,2020,26,1,Jamaica,JM,JAM,2934855,America +30/04/2020,30,4,2020,15,0,Jamaica,JM,JAM,2934855,America 29/04/2020,29,4,2020,17,0,Jamaica,JM,JAM,2934855,America 28/04/2020,28,4,2020,14,0,Jamaica,JM,JAM,2934855,America 27/04/2020,27,4,2020,45,0,Jamaica,JM,JAM,2934855,America @@ -6813,6 +7711,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 14/03/2020,14,3,2020,2,0,Jamaica,JM,JAM,2934855,America 13/03/2020,13,3,2020,4,0,Jamaica,JM,JAM,2934855,America 12/03/2020,12,3,2020,2,0,Jamaica,JM,JAM,2934855,America +08/05/2020,8,5,2020,84,6,Japan,JP,JPN,126529100,Asia +07/05/2020,7,5,2020,109,8,Japan,JP,JPN,126529100,Asia +06/05/2020,6,5,2020,123,22,Japan,JP,JPN,126529100,Asia +05/05/2020,5,5,2020,174,11,Japan,JP,JPN,126529100,Asia +04/05/2020,4,5,2020,218,18,Japan,JP,JPN,126529100,Asia +03/05/2020,3,5,2020,295,34,Japan,JP,JPN,126529100,Asia +02/05/2020,2,5,2020,263,26,Japan,JP,JPN,126529100,Asia +01/05/2020,1,5,2020,193,17,Japan,JP,JPN,126529100,Asia +30/04/2020,30,4,2020,236,26,Japan,JP,JPN,126529100,Asia 29/04/2020,29,4,2020,276,13,Japan,JP,JPN,126529100,Asia 28/04/2020,28,4,2020,191,25,Japan,JP,JPN,126529100,Asia 27/04/2020,27,4,2020,203,3,Japan,JP,JPN,126529100,Asia @@ -6934,6 +7841,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Japan,JP,JPN,126529100,Asia 01/01/2020,1,1,2020,0,0,Japan,JP,JPN,126529100,Asia 31/12/2019,31,12,2019,0,0,Japan,JP,JPN,126529100,Asia +08/05/2020,8,5,2020,0,0,Jersey,JE,JEY,106800,Europe +07/05/2020,7,5,2020,0,1,Jersey,JE,JEY,106800,Europe +06/05/2020,6,5,2020,0,0,Jersey,JE,JEY,106800,Europe +05/05/2020,5,5,2020,1,0,Jersey,JE,JEY,106800,Europe +04/05/2020,4,5,2020,1,0,Jersey,JE,JEY,106800,Europe +03/05/2020,3,5,2020,5,0,Jersey,JE,JEY,106800,Europe +02/05/2020,2,5,2020,0,1,Jersey,JE,JEY,106800,Europe +01/05/2020,1,5,2020,0,2,Jersey,JE,JEY,106800,Europe +30/04/2020,30,4,2020,2,1,Jersey,JE,JEY,106800,Europe 29/04/2020,29,4,2020,1,1,Jersey,JE,JEY,106800,Europe 28/04/2020,28,4,2020,2,0,Jersey,JE,JEY,106800,Europe 27/04/2020,27,4,2020,1,0,Jersey,JE,JEY,106800,Europe @@ -6975,6 +7891,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 22/03/2020,22,3,2020,0,0,Jersey,JE,JEY,106800,Europe 21/03/2020,21,3,2020,7,0,Jersey,JE,JEY,106800,Europe 20/03/2020,20,3,2020,5,0,Jersey,JE,JEY,106800,Europe +08/05/2020,8,5,2020,21,0,Jordan,JO,JOR,9956011,Asia +07/05/2020,7,5,2020,2,0,Jordan,JO,JOR,9956011,Asia +06/05/2020,6,5,2020,6,0,Jordan,JO,JOR,9956011,Asia +05/05/2020,5,5,2020,4,0,Jordan,JO,JOR,9956011,Asia +04/05/2020,4,5,2020,1,0,Jordan,JO,JOR,9956011,Asia +03/05/2020,3,5,2020,1,1,Jordan,JO,JOR,9956011,Asia +02/05/2020,2,5,2020,6,0,Jordan,JO,JOR,9956011,Asia +01/05/2020,1,5,2020,2,0,Jordan,JO,JOR,9956011,Asia +30/04/2020,30,4,2020,2,0,Jordan,JO,JOR,9956011,Asia 29/04/2020,29,4,2020,0,1,Jordan,JO,JOR,9956011,Asia 28/04/2020,28,4,2020,2,0,Jordan,JO,JOR,9956011,Asia 27/04/2020,27,4,2020,3,0,Jordan,JO,JOR,9956011,Asia @@ -7023,6 +7948,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 15/03/2020,15,3,2020,0,0,Jordan,JO,JOR,9956011,Asia 08/03/2020,8,3,2020,0,0,Jordan,JO,JOR,9956011,Asia 03/03/2020,3,3,2020,1,0,Jordan,JO,JOR,9956011,Asia +08/05/2020,8,5,2020,188,1,Kazakhstan,KZ,KAZ,18276499,Asia +07/05/2020,7,5,2020,225,1,Kazakhstan,KZ,KAZ,18276499,Asia +06/05/2020,6,5,2020,156,0,Kazakhstan,KZ,KAZ,18276499,Asia +05/05/2020,5,5,2020,157,2,Kazakhstan,KZ,KAZ,18276499,Asia +04/05/2020,4,5,2020,87,2,Kazakhstan,KZ,KAZ,18276499,Asia +03/05/2020,3,5,2020,206,0,Kazakhstan,KZ,KAZ,18276499,Asia +02/05/2020,2,5,2020,167,0,Kazakhstan,KZ,KAZ,18276499,Asia +01/05/2020,1,5,2020,299,0,Kazakhstan,KZ,KAZ,18276499,Asia +30/04/2020,30,4,2020,142,0,Kazakhstan,KZ,KAZ,18276499,Asia 29/04/2020,29,4,2020,203,0,Kazakhstan,KZ,KAZ,18276499,Asia 28/04/2020,28,4,2020,143,0,Kazakhstan,KZ,KAZ,18276499,Asia 27/04/2020,27,4,2020,65,0,Kazakhstan,KZ,KAZ,18276499,Asia @@ -7069,6 +8003,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 17/03/2020,17,3,2020,2,0,Kazakhstan,KZ,KAZ,18276499,Asia 16/03/2020,16,3,2020,3,0,Kazakhstan,KZ,KAZ,18276499,Asia 15/03/2020,15,3,2020,6,0,Kazakhstan,KZ,KAZ,18276499,Asia +08/05/2020,8,5,2020,25,3,Kenya,KE,KEN,51393010,Africa +07/05/2020,7,5,2020,47,2,Kenya,KE,KEN,51393010,Africa +06/05/2020,6,5,2020,45,0,Kenya,KE,KEN,51393010,Africa +05/05/2020,5,5,2020,25,0,Kenya,KE,KEN,51393010,Africa +04/05/2020,4,5,2020,30,2,Kenya,KE,KEN,51393010,Africa +03/05/2020,3,5,2020,24,1,Kenya,KE,KEN,51393010,Africa +02/05/2020,2,5,2020,15,4,Kenya,KE,KEN,51393010,Africa +01/05/2020,1,5,2020,12,2,Kenya,KE,KEN,51393010,Africa +30/04/2020,30,4,2020,10,1,Kenya,KE,KEN,51393010,Africa 29/04/2020,29,4,2020,11,0,Kenya,KE,KEN,51393010,Africa 28/04/2020,28,4,2020,8,0,Kenya,KE,KEN,51393010,Africa 27/04/2020,27,4,2020,12,0,Kenya,KE,KEN,51393010,Africa @@ -7116,6 +8059,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 16/03/2020,16,3,2020,2,0,Kenya,KE,KEN,51393010,Africa 15/03/2020,15,3,2020,0,0,Kenya,KE,KEN,51393010,Africa 14/03/2020,14,3,2020,1,0,Kenya,KE,KEN,51393010,Africa +08/05/2020,8,5,2020,1,1,Kosovo,XK,XKX,1845300,Europe +07/05/2020,7,5,2020,4,0,Kosovo,XK,XKX,1845300,Europe +06/05/2020,6,5,2020,1,0,Kosovo,XK,XKX,1845300,Europe +05/05/2020,5,5,2020,4,4,Kosovo,XK,XKX,1845300,Europe +04/05/2020,4,5,2020,28,0,Kosovo,XK,XKX,1845300,Europe +03/05/2020,3,5,2020,10,0,Kosovo,XK,XKX,1845300,Europe +02/05/2020,2,5,2020,14,0,Kosovo,XK,XKX,1845300,Europe +01/05/2020,1,5,2020,0,0,Kosovo,XK,XKX,1845300,Europe +30/04/2020,30,4,2020,9,0,Kosovo,XK,XKX,1845300,Europe 29/04/2020,29,4,2020,10,0,Kosovo,XK,XKX,1845300,Europe 28/04/2020,28,4,2020,17,1,Kosovo,XK,XKX,1845300,Europe 27/04/2020,27,4,2020,32,1,Kosovo,XK,XKX,1845300,Europe @@ -7161,6 +8113,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 18/03/2020,18,3,2020,17,0,Kosovo,XK,XKX,1845300,Europe 17/03/2020,17,3,2020,0,0,Kosovo,XK,XKX,1845300,Europe 16/03/2020,16,3,2020,2,0,Kosovo,XK,XKX,1845300,Europe +08/05/2020,8,5,2020,278,2,Kuwait,KW,KWT,4137309,Asia +07/05/2020,7,5,2020,485,2,Kuwait,KW,KWT,4137309,Asia +06/05/2020,6,5,2020,526,0,Kuwait,KW,KWT,4137309,Asia +05/05/2020,5,5,2020,295,2,Kuwait,KW,KWT,4137309,Asia +04/05/2020,4,5,2020,364,5,Kuwait,KW,KWT,4137309,Asia +03/05/2020,3,5,2020,242,3,Kuwait,KW,KWT,4137309,Asia +02/05/2020,2,5,2020,353,4,Kuwait,KW,KWT,4137309,Asia +01/05/2020,1,5,2020,284,2,Kuwait,KW,KWT,4137309,Asia +30/04/2020,30,4,2020,300,1,Kuwait,KW,KWT,4137309,Asia 29/04/2020,29,4,2020,152,1,Kuwait,KW,KWT,4137309,Asia 28/04/2020,28,4,2020,213,2,Kuwait,KW,KWT,4137309,Asia 27/04/2020,27,4,2020,183,1,Kuwait,KW,KWT,4137309,Asia @@ -7279,6 +8240,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Kuwait,KW,KWT,4137309,Asia 01/01/2020,1,1,2020,0,0,Kuwait,KW,KWT,4137309,Asia 31/12/2019,31,12,2019,0,0,Kuwait,KW,KWT,4137309,Asia +08/05/2020,8,5,2020,11,0,Kyrgyzstan,KG,KGZ,6315800,Asia +07/05/2020,7,5,2020,24,0,Kyrgyzstan,KG,KGZ,6315800,Asia +06/05/2020,6,5,2020,28,1,Kyrgyzstan,KG,KGZ,6315800,Asia +05/05/2020,5,5,2020,13,1,Kyrgyzstan,KG,KGZ,6315800,Asia +04/05/2020,4,5,2020,35,0,Kyrgyzstan,KG,KGZ,6315800,Asia +03/05/2020,3,5,2020,26,2,Kyrgyzstan,KG,KGZ,6315800,Asia +02/05/2020,2,5,2020,23,0,Kyrgyzstan,KG,KGZ,6315800,Asia +01/05/2020,1,5,2020,0,0,Kyrgyzstan,KG,KGZ,6315800,Asia +30/04/2020,30,4,2020,17,0,Kyrgyzstan,KG,KGZ,6315800,Asia 29/04/2020,29,4,2020,21,0,Kyrgyzstan,KG,KGZ,6315800,Asia 28/04/2020,28,4,2020,13,0,Kyrgyzstan,KG,KGZ,6315800,Asia 27/04/2020,27,4,2020,13,0,Kyrgyzstan,KG,KGZ,6315800,Asia @@ -7321,6 +8291,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 21/03/2020,21,3,2020,0,0,Kyrgyzstan,KG,KGZ,6315800,Asia 20/03/2020,20,3,2020,3,0,Kyrgyzstan,KG,KGZ,6315800,Asia 19/03/2020,19,3,2020,3,0,Kyrgyzstan,KG,KGZ,6315800,Asia +08/05/2020,8,5,2020,0,0,Laos,LA,LAO,7061507,Asia +07/05/2020,7,5,2020,0,0,Laos,LA,LAO,7061507,Asia +06/05/2020,6,5,2020,0,0,Laos,LA,LAO,7061507,Asia +05/05/2020,5,5,2020,0,0,Laos,LA,LAO,7061507,Asia +04/05/2020,4,5,2020,0,0,Laos,LA,LAO,7061507,Asia +03/05/2020,3,5,2020,0,0,Laos,LA,LAO,7061507,Asia +02/05/2020,2,5,2020,0,0,Laos,LA,LAO,7061507,Asia +01/05/2020,1,5,2020,0,0,Laos,LA,LAO,7061507,Asia +30/04/2020,30,4,2020,0,0,Laos,LA,LAO,7061507,Asia 29/04/2020,29,4,2020,0,0,Laos,LA,LAO,7061507,Asia 28/04/2020,28,4,2020,0,0,Laos,LA,LAO,7061507,Asia 27/04/2020,27,4,2020,0,0,Laos,LA,LAO,7061507,Asia @@ -7357,6 +8336,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 27/03/2020,27,3,2020,4,0,Laos,LA,LAO,7061507,Asia 26/03/2020,26,3,2020,0,0,Laos,LA,LAO,7061507,Asia 25/03/2020,25,3,2020,2,0,Laos,LA,LAO,7061507,Asia +08/05/2020,8,5,2020,9,1,Latvia,LV,LVA,1926542,Europe +07/05/2020,7,5,2020,4,0,Latvia,LV,LVA,1926542,Europe +06/05/2020,6,5,2020,0,1,Latvia,LV,LVA,1926542,Europe +05/05/2020,5,5,2020,17,0,Latvia,LV,LVA,1926542,Europe +04/05/2020,4,5,2020,8,0,Latvia,LV,LVA,1926542,Europe +03/05/2020,3,5,2020,1,0,Latvia,LV,LVA,1926542,Europe +02/05/2020,2,5,2020,12,1,Latvia,LV,LVA,1926542,Europe +01/05/2020,1,5,2020,9,0,Latvia,LV,LVA,1926542,Europe +30/04/2020,30,4,2020,13,2,Latvia,LV,LVA,1926542,Europe 29/04/2020,29,4,2020,18,0,Latvia,LV,LVA,1926542,Europe 28/04/2020,28,4,2020,6,1,Latvia,LV,LVA,1926542,Europe 27/04/2020,27,4,2020,8,0,Latvia,LV,LVA,1926542,Europe @@ -7411,6 +8399,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 09/03/2020,9,3,2020,1,0,Latvia,LV,LVA,1926542,Europe 08/03/2020,8,3,2020,1,0,Latvia,LV,LVA,1926542,Europe 03/03/2020,3,3,2020,1,0,Latvia,LV,LVA,1926542,Europe +08/05/2020,8,5,2020,34,0,Lebanon,LB,LBN,6848925,Asia +07/05/2020,7,5,2020,9,0,Lebanon,LB,LBN,6848925,Asia +06/05/2020,6,5,2020,1,0,Lebanon,LB,LBN,6848925,Asia +05/05/2020,5,5,2020,3,0,Lebanon,LB,LBN,6848925,Asia +04/05/2020,4,5,2020,4,0,Lebanon,LB,LBN,6848925,Asia +03/05/2020,3,5,2020,4,1,Lebanon,LB,LBN,6848925,Asia +02/05/2020,2,5,2020,4,0,Lebanon,LB,LBN,6848925,Asia +01/05/2020,1,5,2020,4,0,Lebanon,LB,LBN,6848925,Asia +30/04/2020,30,4,2020,4,0,Lebanon,LB,LBN,6848925,Asia 29/04/2020,29,4,2020,7,0,Lebanon,LB,LBN,6848925,Asia 28/04/2020,28,4,2020,3,0,Lebanon,LB,LBN,6848925,Asia 27/04/2020,27,4,2020,3,0,Lebanon,LB,LBN,6848925,Asia @@ -7528,6 +8525,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Lebanon,LB,LBN,6848925,Asia 01/01/2020,1,1,2020,0,0,Lebanon,LB,LBN,6848925,Asia 31/12/2019,31,12,2019,0,0,Lebanon,LB,LBN,6848925,Asia +08/05/2020,8,5,2020,11,0,Liberia,LR,LBR,4818977,Africa +07/05/2020,7,5,2020,8,0,Liberia,LR,LBR,4818977,Africa +06/05/2020,6,5,2020,4,2,Liberia,LR,LBR,4818977,Africa +05/05/2020,5,5,2020,8,0,Liberia,LR,LBR,4818977,Africa +04/05/2020,4,5,2020,4,0,Liberia,LR,LBR,4818977,Africa +03/05/2020,3,5,2020,2,0,Liberia,LR,LBR,4818977,Africa +02/05/2020,2,5,2020,11,2,Liberia,LR,LBR,4818977,Africa +01/05/2020,1,5,2020,0,0,Liberia,LR,LBR,4818977,Africa +30/04/2020,30,4,2020,0,0,Liberia,LR,LBR,4818977,Africa 29/04/2020,29,4,2020,8,0,Liberia,LR,LBR,4818977,Africa 28/04/2020,28,4,2020,9,4,Liberia,LR,LBR,4818977,Africa 27/04/2020,27,4,2020,4,1,Liberia,LR,LBR,4818977,Africa @@ -7572,6 +8578,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 19/03/2020,19,3,2020,0,0,Liberia,LR,LBR,4818977,Africa 18/03/2020,18,3,2020,1,0,Liberia,LR,LBR,4818977,Africa 17/03/2020,17,3,2020,1,0,Liberia,LR,LBR,4818977,Africa +08/05/2020,8,5,2020,0,0,Libya,LY,LBY,6678567,Africa +07/05/2020,7,5,2020,1,0,Libya,LY,LBY,6678567,Africa +06/05/2020,6,5,2020,0,0,Libya,LY,LBY,6678567,Africa +05/05/2020,5,5,2020,0,0,Libya,LY,LBY,6678567,Africa +04/05/2020,4,5,2020,0,0,Libya,LY,LBY,6678567,Africa +03/05/2020,3,5,2020,0,0,Libya,LY,LBY,6678567,Africa +02/05/2020,2,5,2020,2,0,Libya,LY,LBY,6678567,Africa +01/05/2020,1,5,2020,0,1,Libya,LY,LBY,6678567,Africa +30/04/2020,30,4,2020,0,0,Libya,LY,LBY,6678567,Africa 29/04/2020,29,4,2020,0,0,Libya,LY,LBY,6678567,Africa 28/04/2020,28,4,2020,0,0,Libya,LY,LBY,6678567,Africa 27/04/2020,27,4,2020,0,0,Libya,LY,LBY,6678567,Africa @@ -7608,6 +8623,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 27/03/2020,27,3,2020,0,0,Libya,LY,LBY,6678567,Africa 26/03/2020,26,3,2020,0,0,Libya,LY,LBY,6678567,Africa 25/03/2020,25,3,2020,1,0,Libya,LY,LBY,6678567,Africa +08/05/2020,8,5,2020,0,0,Liechtenstein,LI,LIE,37910,Europe +07/05/2020,7,5,2020,0,0,Liechtenstein,LI,LIE,37910,Europe +06/05/2020,6,5,2020,0,0,Liechtenstein,LI,LIE,37910,Europe +05/05/2020,5,5,2020,0,0,Liechtenstein,LI,LIE,37910,Europe +04/05/2020,4,5,2020,0,0,Liechtenstein,LI,LIE,37910,Europe +03/05/2020,3,5,2020,0,0,Liechtenstein,LI,LIE,37910,Europe +02/05/2020,2,5,2020,0,0,Liechtenstein,LI,LIE,37910,Europe +01/05/2020,1,5,2020,0,0,Liechtenstein,LI,LIE,37910,Europe +30/04/2020,30,4,2020,0,0,Liechtenstein,LI,LIE,37910,Europe 29/04/2020,29,4,2020,0,0,Liechtenstein,LI,LIE,37910,Europe 28/04/2020,28,4,2020,0,0,Liechtenstein,LI,LIE,37910,Europe 27/04/2020,27,4,2020,0,0,Liechtenstein,LI,LIE,37910,Europe @@ -7658,10 +8682,19 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 13/03/2020,13,3,2020,1,0,Liechtenstein,LI,LIE,37910,Europe 12/03/2020,12,3,2020,2,0,Liechtenstein,LI,LIE,37910,Europe 05/03/2020,5,3,2020,1,0,Liechtenstein,LI,LIE,37910,Europe -29/04/2020,29,4,2020,0,3,Lithuania,LT,LTU,2789533,Europe -28/04/2020,28,4,2020,0,0,Lithuania,LT,LTU,2789533,Europe -27/04/2020,27,4,2020,11,0,Lithuania,LT,LTU,2789533,Europe -26/04/2020,26,4,2020,28,1,Lithuania,LT,LTU,2789533,Europe +08/05/2020,8,5,2020,5,1,Lithuania,LT,LTU,2789533,Europe +07/05/2020,7,5,2020,5,2,Lithuania,LT,LTU,2789533,Europe +06/05/2020,6,5,2020,4,0,Lithuania,LT,LTU,2789533,Europe +05/05/2020,5,5,2020,9,0,Lithuania,LT,LTU,2789533,Europe +04/05/2020,4,5,2020,4,0,Lithuania,LT,LTU,2789533,Europe +03/05/2020,3,5,2020,7,1,Lithuania,LT,LTU,2789533,Europe +02/05/2020,2,5,2020,14,0,Lithuania,LT,LTU,2789533,Europe +01/05/2020,1,5,2020,10,0,Lithuania,LT,LTU,2789533,Europe +30/04/2020,30,4,2020,31,1,Lithuania,LT,LTU,2789533,Europe +29/04/2020,29,4,2020,-105,3,Lithuania,LT,LTU,2789533,Europe +28/04/2020,28,4,2020,11,0,Lithuania,LT,LTU,2789533,Europe +27/04/2020,27,4,2020,12,0,Lithuania,LT,LTU,2789533,Europe +26/04/2020,26,4,2020,16,1,Lithuania,LT,LTU,2789533,Europe 25/04/2020,25,4,2020,0,0,Lithuania,LT,LTU,2789533,Europe 24/04/2020,24,4,2020,12,2,Lithuania,LT,LTU,2789533,Europe 23/04/2020,23,4,2020,28,0,Lithuania,LT,LTU,2789533,Europe @@ -7770,6 +8803,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Lithuania,LT,LTU,2789533,Europe 01/01/2020,1,1,2020,0,0,Lithuania,LT,LTU,2789533,Europe 31/12/2019,31,12,2019,0,0,Lithuania,LT,LTU,2789533,Europe +08/05/2020,8,5,2020,8,2,Luxembourg,LU,LUX,607728,Europe +07/05/2020,7,5,2020,11,2,Luxembourg,LU,LUX,607728,Europe +06/05/2020,6,5,2020,12,0,Luxembourg,LU,LUX,607728,Europe +05/05/2020,5,5,2020,4,0,Luxembourg,LU,LUX,607728,Europe +04/05/2020,4,5,2020,12,4,Luxembourg,LU,LUX,607728,Europe +03/05/2020,3,5,2020,10,0,Luxembourg,LU,LUX,607728,Europe +02/05/2020,2,5,2020,18,2,Luxembourg,LU,LUX,607728,Europe +01/05/2020,1,5,2020,15,1,Luxembourg,LU,LUX,607728,Europe +30/04/2020,30,4,2020,28,0,Luxembourg,LU,LUX,607728,Europe 29/04/2020,29,4,2020,12,1,Luxembourg,LU,LUX,607728,Europe 28/04/2020,28,4,2020,6,0,Luxembourg,LU,LUX,607728,Europe 27/04/2020,27,4,2020,12,3,Luxembourg,LU,LUX,607728,Europe @@ -7884,6 +8926,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Luxembourg,LU,LUX,607728,Europe 01/01/2020,1,1,2020,0,0,Luxembourg,LU,LUX,607728,Europe 31/12/2019,31,12,2019,0,0,Luxembourg,LU,LUX,607728,Europe +08/05/2020,8,5,2020,35,0,Madagascar,MG,MDG,26262368,Africa +07/05/2020,7,5,2020,0,0,Madagascar,MG,MDG,26262368,Africa +06/05/2020,6,5,2020,9,0,Madagascar,MG,MDG,26262368,Africa +05/05/2020,5,5,2020,0,0,Madagascar,MG,MDG,26262368,Africa +04/05/2020,4,5,2020,14,0,Madagascar,MG,MDG,26262368,Africa +03/05/2020,3,5,2020,0,0,Madagascar,MG,MDG,26262368,Africa +02/05/2020,2,5,2020,3,0,Madagascar,MG,MDG,26262368,Africa +01/05/2020,1,5,2020,4,0,Madagascar,MG,MDG,26262368,Africa +30/04/2020,30,4,2020,0,0,Madagascar,MG,MDG,26262368,Africa 29/04/2020,29,4,2020,0,0,Madagascar,MG,MDG,26262368,Africa 28/04/2020,28,4,2020,4,0,Madagascar,MG,MDG,26262368,Africa 27/04/2020,27,4,2020,0,0,Madagascar,MG,MDG,26262368,Africa @@ -7924,6 +8975,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 23/03/2020,23,3,2020,0,0,Madagascar,MG,MDG,26262368,Africa 22/03/2020,22,3,2020,0,0,Madagascar,MG,MDG,26262368,Africa 21/03/2020,21,3,2020,3,0,Madagascar,MG,MDG,26262368,Africa +08/05/2020,8,5,2020,0,0,Malawi,MW,MWI,18143315,Africa +07/05/2020,7,5,2020,2,0,Malawi,MW,MWI,18143315,Africa +06/05/2020,6,5,2020,0,0,Malawi,MW,MWI,18143315,Africa +05/05/2020,5,5,2020,2,0,Malawi,MW,MWI,18143315,Africa +04/05/2020,4,5,2020,1,0,Malawi,MW,MWI,18143315,Africa +03/05/2020,3,5,2020,1,0,Malawi,MW,MWI,18143315,Africa +02/05/2020,2,5,2020,0,0,Malawi,MW,MWI,18143315,Africa +01/05/2020,1,5,2020,1,0,Malawi,MW,MWI,18143315,Africa +30/04/2020,30,4,2020,0,0,Malawi,MW,MWI,18143315,Africa 29/04/2020,29,4,2020,0,0,Malawi,MW,MWI,18143315,Africa 28/04/2020,28,4,2020,2,0,Malawi,MW,MWI,18143315,Africa 27/04/2020,27,4,2020,1,0,Malawi,MW,MWI,18143315,Africa @@ -7951,6 +9011,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 05/04/2020,5,4,2020,1,0,Malawi,MW,MWI,18143315,Africa 04/04/2020,4,4,2020,0,0,Malawi,MW,MWI,18143315,Africa 03/04/2020,3,4,2020,3,0,Malawi,MW,MWI,18143315,Africa +08/05/2020,8,5,2020,39,0,Malaysia,MY,MYS,31528585,Asia +07/05/2020,7,5,2020,45,1,Malaysia,MY,MYS,31528585,Asia +06/05/2020,6,5,2020,30,1,Malaysia,MY,MYS,31528585,Asia +05/05/2020,5,5,2020,55,0,Malaysia,MY,MYS,31528585,Asia +04/05/2020,4,5,2020,122,2,Malaysia,MY,MYS,31528585,Asia +03/05/2020,3,5,2020,105,0,Malaysia,MY,MYS,31528585,Asia +02/05/2020,2,5,2020,69,1,Malaysia,MY,MYS,31528585,Asia +01/05/2020,1,5,2020,57,2,Malaysia,MY,MYS,31528585,Asia +30/04/2020,30,4,2020,94,0,Malaysia,MY,MYS,31528585,Asia 29/04/2020,29,4,2020,31,1,Malaysia,MY,MYS,31528585,Asia 28/04/2020,28,4,2020,40,1,Malaysia,MY,MYS,31528585,Asia 27/04/2020,27,4,2020,38,0,Malaysia,MY,MYS,31528585,Asia @@ -8071,6 +9140,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Malaysia,MY,MYS,31528585,Asia 01/01/2020,1,1,2020,0,0,Malaysia,MY,MYS,31528585,Asia 31/12/2019,31,12,2019,0,0,Malaysia,MY,MYS,31528585,Asia +08/05/2020,8,5,2020,25,1,Maldives,MV,MDV,515696,Asia +07/05/2020,7,5,2020,44,1,Maldives,MV,MDV,515696,Asia +06/05/2020,6,5,2020,22,0,Maldives,MV,MDV,515696,Asia +05/05/2020,5,5,2020,24,0,Maldives,MV,MDV,515696,Asia +04/05/2020,4,5,2020,8,0,Maldives,MV,MDV,515696,Asia +03/05/2020,3,5,2020,28,0,Maldives,MV,MDV,515696,Asia +02/05/2020,2,5,2020,23,0,Maldives,MV,MDV,515696,Asia +01/05/2020,1,5,2020,191,1,Maldives,MV,MDV,515696,Asia +30/04/2020,30,4,2020,32,0,Maldives,MV,MDV,515696,Asia 29/04/2020,29,4,2020,31,0,Maldives,MV,MDV,515696,Asia 28/04/2020,28,4,2020,0,0,Maldives,MV,MDV,515696,Asia 27/04/2020,27,4,2020,77,0,Maldives,MV,MDV,515696,Asia @@ -8122,6 +9200,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 11/03/2020,11,3,2020,2,0,Maldives,MV,MDV,515696,Asia 09/03/2020,9,3,2020,2,0,Maldives,MV,MDV,515696,Asia 08/03/2020,8,3,2020,2,0,Maldives,MV,MDV,515696,Asia +08/05/2020,8,5,2020,19,0,Mali,ML,MLI,19077690,Africa +07/05/2020,7,5,2020,19,0,Mali,ML,MLI,19077690,Africa +06/05/2020,6,5,2020,32,3,Mali,ML,MLI,19077690,Africa +05/05/2020,5,5,2020,17,2,Mali,ML,MLI,19077690,Africa +04/05/2020,4,5,2020,19,1,Mali,ML,MLI,19077690,Africa +03/05/2020,3,5,2020,36,0,Mali,ML,MLI,19077690,Africa +02/05/2020,2,5,2020,18,0,Mali,ML,MLI,19077690,Africa +01/05/2020,1,5,2020,8,1,Mali,ML,MLI,19077690,Africa +30/04/2020,30,4,2020,58,1,Mali,ML,MLI,19077690,Africa 29/04/2020,29,4,2020,16,1,Mali,ML,MLI,19077690,Africa 28/04/2020,28,4,2020,19,0,Mali,ML,MLI,19077690,Africa 27/04/2020,27,4,2020,19,2,Mali,ML,MLI,19077690,Africa @@ -8157,6 +9244,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 28/03/2020,28,3,2020,0,0,Mali,ML,MLI,19077690,Africa 27/03/2020,27,3,2020,2,0,Mali,ML,MLI,19077690,Africa 26/03/2020,26,3,2020,2,0,Mali,ML,MLI,19077690,Africa +08/05/2020,8,5,2020,2,0,Malta,MT,MLT,483530,Europe +07/05/2020,7,5,2020,2,0,Malta,MT,MLT,483530,Europe +06/05/2020,6,5,2020,2,1,Malta,MT,MLT,483530,Europe +05/05/2020,5,5,2020,3,0,Malta,MT,MLT,483530,Europe +04/05/2020,4,5,2020,10,0,Malta,MT,MLT,483530,Europe +03/05/2020,3,5,2020,0,0,Malta,MT,MLT,483530,Europe +02/05/2020,2,5,2020,2,0,Malta,MT,MLT,483530,Europe +01/05/2020,1,5,2020,2,0,Malta,MT,MLT,483530,Europe +30/04/2020,30,4,2020,13,0,Malta,MT,MLT,483530,Europe 29/04/2020,29,4,2020,0,0,Malta,MT,MLT,483530,Europe 28/04/2020,28,4,2020,2,0,Malta,MT,MLT,483530,Europe 27/04/2020,27,4,2020,0,0,Malta,MT,MLT,483530,Europe @@ -8208,6 +9304,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 12/03/2020,12,3,2020,2,0,Malta,MT,MLT,483530,Europe 10/03/2020,10,3,2020,1,0,Malta,MT,MLT,483530,Europe 08/03/2020,8,3,2020,3,0,Malta,MT,MLT,483530,Europe +08/05/2020,8,5,2020,0,0,Mauritania,MR,MRT,4403319,Africa +07/05/2020,7,5,2020,0,0,Mauritania,MR,MRT,4403319,Africa +06/05/2020,6,5,2020,0,0,Mauritania,MR,MRT,4403319,Africa +05/05/2020,5,5,2020,0,0,Mauritania,MR,MRT,4403319,Africa +04/05/2020,4,5,2020,0,0,Mauritania,MR,MRT,4403319,Africa +03/05/2020,3,5,2020,0,0,Mauritania,MR,MRT,4403319,Africa +02/05/2020,2,5,2020,0,0,Mauritania,MR,MRT,4403319,Africa +01/05/2020,1,5,2020,1,0,Mauritania,MR,MRT,4403319,Africa +30/04/2020,30,4,2020,0,0,Mauritania,MR,MRT,4403319,Africa 29/04/2020,29,4,2020,0,0,Mauritania,MR,MRT,4403319,Africa 28/04/2020,28,4,2020,0,0,Mauritania,MR,MRT,4403319,Africa 27/04/2020,27,4,2020,0,0,Mauritania,MR,MRT,4403319,Africa @@ -8254,8 +9359,17 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 17/03/2020,17,3,2020,0,0,Mauritania,MR,MRT,4403319,Africa 16/03/2020,16,3,2020,0,0,Mauritania,MR,MRT,4403319,Africa 15/03/2020,15,3,2020,1,0,Mauritania,MR,MRT,4403319,Africa +08/05/2020,8,5,2020,0,0,Mauritius,MU,MUS,1265303,Africa +07/05/2020,7,5,2020,0,0,Mauritius,MU,MUS,1265303,Africa +06/05/2020,6,5,2020,0,0,Mauritius,MU,MUS,1265303,Africa +05/05/2020,5,5,2020,0,0,Mauritius,MU,MUS,1265303,Africa +04/05/2020,4,5,2020,0,0,Mauritius,MU,MUS,1265303,Africa +03/05/2020,3,5,2020,0,0,Mauritius,MU,MUS,1265303,Africa +02/05/2020,2,5,2020,0,0,Mauritius,MU,MUS,1265303,Africa +01/05/2020,1,5,2020,0,0,Mauritius,MU,MUS,1265303,Africa +30/04/2020,30,4,2020,0,0,Mauritius,MU,MUS,1265303,Africa 29/04/2020,29,4,2020,0,0,Mauritius,MU,MUS,1265303,Africa -28/04/2020,28,4,2020,2,1,Mauritius,MU,MUS,1265303,Africa +28/04/2020,28,4,2020,0,1,Mauritius,MU,MUS,1265303,Africa 27/04/2020,27,4,2020,1,0,Mauritius,MU,MUS,1265303,Africa 26/04/2020,26,4,2020,0,0,Mauritius,MU,MUS,1265303,Africa 25/04/2020,25,4,2020,0,0,Mauritius,MU,MUS,1265303,Africa @@ -8295,6 +9409,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 22/03/2020,22,3,2020,2,1,Mauritius,MU,MUS,1265303,Africa 21/03/2020,21,3,2020,9,0,Mauritius,MU,MUS,1265303,Africa 20/03/2020,20,3,2020,3,0,Mauritius,MU,MUS,1265303,Africa +08/05/2020,8,5,2020,1982,257,Mexico,MX,MEX,126190788,America +07/05/2020,7,5,2020,1609,197,Mexico,MX,MEX,126190788,America +06/05/2020,6,5,2020,1120,236,Mexico,MX,MEX,126190788,America +05/05/2020,5,5,2020,1434,117,Mexico,MX,MEX,126190788,America +04/05/2020,4,5,2020,1383,93,Mexico,MX,MEX,126190788,America +03/05/2020,3,5,2020,1349,89,Mexico,MX,MEX,126190788,America +02/05/2020,2,5,2020,1515,113,Mexico,MX,MEX,126190788,America +01/05/2020,1,5,2020,1425,127,Mexico,MX,MEX,126190788,America +30/04/2020,30,4,2020,1047,163,Mexico,MX,MEX,126190788,America 29/04/2020,29,4,2020,1223,135,Mexico,MX,MEX,126190788,America 28/04/2020,28,4,2020,852,83,Mexico,MX,MEX,126190788,America 27/04/2020,27,4,2020,835,46,Mexico,MX,MEX,126190788,America @@ -8408,6 +9531,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Mexico,MX,MEX,126190788,America 01/01/2020,1,1,2020,0,0,Mexico,MX,MEX,126190788,America 31/12/2019,31,12,2019,0,0,Mexico,MX,MEX,126190788,America +08/05/2020,8,5,2020,129,2,Moldova,MD,MDA,3545883,Europe +07/05/2020,7,5,2020,113,7,Moldova,MD,MDA,3545883,Europe +06/05/2020,6,5,2020,115,4,Moldova,MD,MDA,3545883,Europe +05/05/2020,5,5,2020,127,7,Moldova,MD,MDA,3545883,Europe +04/05/2020,4,5,2020,69,1,Moldova,MD,MDA,3545883,Europe +03/05/2020,3,5,2020,72,2,Moldova,MD,MDA,3545883,Europe +02/05/2020,2,5,2020,83,3,Moldova,MD,MDA,3545883,Europe +01/05/2020,1,5,2020,126,8,Moldova,MD,MDA,3545883,Europe +30/04/2020,30,4,2020,133,4,Moldova,MD,MDA,3545883,Europe 29/04/2020,29,4,2020,157,5,Moldova,MD,MDA,3545883,Europe 28/04/2020,28,4,2020,73,6,Moldova,MD,MDA,3545883,Europe 27/04/2020,27,4,2020,104,2,Moldova,MD,MDA,3545883,Europe @@ -8459,6 +9591,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 12/03/2020,12,3,2020,1,0,Moldova,MD,MDA,3545883,Europe 11/03/2020,11,3,2020,2,0,Moldova,MD,MDA,3545883,Europe 08/03/2020,8,3,2020,1,0,Moldova,MD,MDA,3545883,Europe +08/05/2020,8,5,2020,0,0,Monaco,MC,MCO,38682,Europe +07/05/2020,7,5,2020,0,0,Monaco,MC,MCO,38682,Europe +06/05/2020,6,5,2020,0,0,Monaco,MC,MCO,38682,Europe +05/05/2020,5,5,2020,0,0,Monaco,MC,MCO,38682,Europe +04/05/2020,4,5,2020,0,0,Monaco,MC,MCO,38682,Europe +03/05/2020,3,5,2020,0,0,Monaco,MC,MCO,38682,Europe +02/05/2020,2,5,2020,0,0,Monaco,MC,MCO,38682,Europe +01/05/2020,1,5,2020,0,0,Monaco,MC,MCO,38682,Europe +30/04/2020,30,4,2020,0,0,Monaco,MC,MCO,38682,Europe 29/04/2020,29,4,2020,0,0,Monaco,MC,MCO,38682,Europe 28/04/2020,28,4,2020,1,0,Monaco,MC,MCO,38682,Europe 27/04/2020,27,4,2020,0,0,Monaco,MC,MCO,38682,Europe @@ -8568,6 +9709,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Monaco,MC,MCO,38682,Europe 01/01/2020,1,1,2020,0,0,Monaco,MC,MCO,38682,Europe 31/12/2019,31,12,2019,0,0,Monaco,MC,MCO,38682,Europe +08/05/2020,8,5,2020,1,0,Mongolia,MN,MNG,3170208,Asia +07/05/2020,7,5,2020,0,0,Mongolia,MN,MNG,3170208,Asia +06/05/2020,6,5,2020,0,0,Mongolia,MN,MNG,3170208,Asia +05/05/2020,5,5,2020,1,0,Mongolia,MN,MNG,3170208,Asia +04/05/2020,4,5,2020,1,0,Mongolia,MN,MNG,3170208,Asia +03/05/2020,3,5,2020,0,0,Mongolia,MN,MNG,3170208,Asia +02/05/2020,2,5,2020,1,0,Mongolia,MN,MNG,3170208,Asia +01/05/2020,1,5,2020,0,0,Mongolia,MN,MNG,3170208,Asia +30/04/2020,30,4,2020,0,0,Mongolia,MN,MNG,3170208,Asia 29/04/2020,29,4,2020,0,0,Mongolia,MN,MNG,3170208,Asia 28/04/2020,28,4,2020,0,0,Mongolia,MN,MNG,3170208,Asia 27/04/2020,27,4,2020,0,0,Mongolia,MN,MNG,3170208,Asia @@ -8613,6 +9763,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 18/03/2020,18,3,2020,3,0,Mongolia,MN,MNG,3170208,Asia 15/03/2020,15,3,2020,0,0,Mongolia,MN,MNG,3170208,Asia 10/03/2020,10,3,2020,1,0,Mongolia,MN,MNG,3170208,Asia +08/05/2020,8,5,2020,0,0,Montenegro,ME,MNE,622345,Europe +07/05/2020,7,5,2020,0,0,Montenegro,ME,MNE,622345,Europe +06/05/2020,6,5,2020,1,0,Montenegro,ME,MNE,622345,Europe +05/05/2020,5,5,2020,1,0,Montenegro,ME,MNE,622345,Europe +04/05/2020,4,5,2020,0,1,Montenegro,ME,MNE,622345,Europe +03/05/2020,3,5,2020,0,0,Montenegro,ME,MNE,622345,Europe +02/05/2020,2,5,2020,0,0,Montenegro,ME,MNE,622345,Europe +01/05/2020,1,5,2020,0,0,Montenegro,ME,MNE,622345,Europe +30/04/2020,30,4,2020,1,0,Montenegro,ME,MNE,622345,Europe 29/04/2020,29,4,2020,0,0,Montenegro,ME,MNE,622345,Europe 28/04/2020,28,4,2020,0,0,Montenegro,ME,MNE,622345,Europe 27/04/2020,27,4,2020,1,1,Montenegro,ME,MNE,622345,Europe @@ -8656,6 +9815,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 20/03/2020,20,3,2020,5,0,Montenegro,ME,MNE,622345,Europe 19/03/2020,19,3,2020,6,0,Montenegro,ME,MNE,622345,Europe 18/03/2020,18,3,2020,2,0,Montenegro,ME,MNE,622345,Europe +08/05/2020,8,5,2020,0,0,Montserrat,MS,MSR,5900,America +07/05/2020,7,5,2020,0,0,Montserrat,MS,MSR,5900,America +06/05/2020,6,5,2020,0,0,Montserrat,MS,MSR,5900,America +05/05/2020,5,5,2020,0,0,Montserrat,MS,MSR,5900,America +04/05/2020,4,5,2020,0,0,Montserrat,MS,MSR,5900,America +03/05/2020,3,5,2020,0,0,Montserrat,MS,MSR,5900,America +02/05/2020,2,5,2020,0,0,Montserrat,MS,MSR,5900,America +01/05/2020,1,5,2020,0,0,Montserrat,MS,MSR,5900,America +30/04/2020,30,4,2020,0,0,Montserrat,MS,MSR,5900,America 29/04/2020,29,4,2020,0,0,Montserrat,MS,MSR,5900,America 28/04/2020,28,4,2020,0,0,Montserrat,MS,MSR,5900,America 27/04/2020,27,4,2020,0,0,Montserrat,MS,MSR,5900,America @@ -8695,6 +9863,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 23/03/2020,23,3,2020,0,0,Montserrat,MS,MSR,5900,America 22/03/2020,22,3,2020,0,0,Montserrat,MS,MSR,5900,America 21/03/2020,21,3,2020,1,0,Montserrat,MS,MSR,5900,America +08/05/2020,8,5,2020,140,0,Morocco,MA,MAR,36029138,Africa +07/05/2020,7,5,2020,189,2,Morocco,MA,MAR,36029138,Africa +06/05/2020,6,5,2020,176,2,Morocco,MA,MAR,36029138,Africa +05/05/2020,5,5,2020,140,5,Morocco,MA,MAR,36029138,Africa +04/05/2020,4,5,2020,174,1,Morocco,MA,MAR,36029138,Africa +03/05/2020,3,5,2020,160,2,Morocco,MA,MAR,36029138,Africa +02/05/2020,2,5,2020,146,1,Morocco,MA,MAR,36029138,Africa +01/05/2020,1,5,2020,102,2,Morocco,MA,MAR,36029138,Africa +30/04/2020,30,4,2020,69,3,Morocco,MA,MAR,36029138,Africa 29/04/2020,29,4,2020,132,3,Morocco,MA,MAR,36029138,Africa 28/04/2020,28,4,2020,55,1,Morocco,MA,MAR,36029138,Africa 27/04/2020,27,4,2020,168,2,Morocco,MA,MAR,36029138,Africa @@ -8746,6 +9923,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 12/03/2020,12,3,2020,3,1,Morocco,MA,MAR,36029138,Africa 06/03/2020,6,3,2020,1,0,Morocco,MA,MAR,36029138,Africa 03/03/2020,3,3,2020,1,0,Morocco,MA,MAR,36029138,Africa +08/05/2020,8,5,2020,0,0,Mozambique,MZ,MOZ,29495962,Africa +07/05/2020,7,5,2020,0,0,Mozambique,MZ,MOZ,29495962,Africa +06/05/2020,6,5,2020,1,0,Mozambique,MZ,MOZ,29495962,Africa +05/05/2020,5,5,2020,0,0,Mozambique,MZ,MOZ,29495962,Africa +04/05/2020,4,5,2020,1,0,Mozambique,MZ,MOZ,29495962,Africa +03/05/2020,3,5,2020,0,0,Mozambique,MZ,MOZ,29495962,Africa +02/05/2020,2,5,2020,3,0,Mozambique,MZ,MOZ,29495962,Africa +01/05/2020,1,5,2020,0,0,Mozambique,MZ,MOZ,29495962,Africa +30/04/2020,30,4,2020,0,0,Mozambique,MZ,MOZ,29495962,Africa 29/04/2020,29,4,2020,0,0,Mozambique,MZ,MOZ,29495962,Africa 28/04/2020,28,4,2020,0,0,Mozambique,MZ,MOZ,29495962,Africa 27/04/2020,27,4,2020,6,0,Mozambique,MZ,MOZ,29495962,Africa @@ -8784,6 +9970,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 25/03/2020,25,3,2020,0,0,Mozambique,MZ,MOZ,29495962,Africa 24/03/2020,24,3,2020,0,0,Mozambique,MZ,MOZ,29495962,Africa 23/03/2020,23,3,2020,1,0,Mozambique,MZ,MOZ,29495962,Africa +08/05/2020,8,5,2020,14,0,Myanmar,MM,MMR,53708395,Asia +07/05/2020,7,5,2020,1,0,Myanmar,MM,MMR,53708395,Asia +06/05/2020,6,5,2020,0,0,Myanmar,MM,MMR,53708395,Asia +05/05/2020,5,5,2020,6,0,Myanmar,MM,MMR,53708395,Asia +04/05/2020,4,5,2020,4,0,Myanmar,MM,MMR,53708395,Asia +03/05/2020,3,5,2020,0,0,Myanmar,MM,MMR,53708395,Asia +02/05/2020,2,5,2020,0,0,Myanmar,MM,MMR,53708395,Asia +01/05/2020,1,5,2020,1,0,Myanmar,MM,MMR,53708395,Asia +30/04/2020,30,4,2020,0,1,Myanmar,MM,MMR,53708395,Asia 29/04/2020,29,4,2020,4,0,Myanmar,MM,MMR,53708395,Asia 28/04/2020,28,4,2020,0,0,Myanmar,MM,MMR,53708395,Asia 27/04/2020,27,4,2020,0,0,Myanmar,MM,MMR,53708395,Asia @@ -8822,6 +10017,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 25/03/2020,25,3,2020,1,0,Myanmar,MM,MMR,53708395,Asia 24/03/2020,24,3,2020,2,0,Myanmar,MM,MMR,53708395,Asia 17/03/2020,17,3,2020,0,0,Myanmar,MM,MMR,53708395,Asia +08/05/2020,8,5,2020,0,0,Namibia,NA,NAM,2448255,Africa +07/05/2020,7,5,2020,0,0,Namibia,NA,NAM,2448255,Africa +06/05/2020,6,5,2020,0,0,Namibia,NA,NAM,2448255,Africa +05/05/2020,5,5,2020,0,0,Namibia,NA,NAM,2448255,Africa +04/05/2020,4,5,2020,0,0,Namibia,NA,NAM,2448255,Africa +03/05/2020,3,5,2020,0,0,Namibia,NA,NAM,2448255,Africa +02/05/2020,2,5,2020,0,0,Namibia,NA,NAM,2448255,Africa +01/05/2020,1,5,2020,0,0,Namibia,NA,NAM,2448255,Africa +30/04/2020,30,4,2020,0,0,Namibia,NA,NAM,2448255,Africa 29/04/2020,29,4,2020,0,0,Namibia,NA,NAM,2448255,Africa 28/04/2020,28,4,2020,0,0,Namibia,NA,NAM,2448255,Africa 27/04/2020,27,4,2020,0,0,Namibia,NA,NAM,2448255,Africa @@ -8868,6 +10072,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 17/03/2020,17,3,2020,0,0,Namibia,NA,NAM,2448255,Africa 16/03/2020,16,3,2020,0,0,Namibia,NA,NAM,2448255,Africa 15/03/2020,15,3,2020,2,0,Namibia,NA,NAM,2448255,Africa +08/05/2020,8,5,2020,2,0,Nepal,NP,NPL,28087871,Asia +07/05/2020,7,5,2020,17,0,Nepal,NP,NPL,28087871,Asia +06/05/2020,6,5,2020,0,0,Nepal,NP,NPL,28087871,Asia +05/05/2020,5,5,2020,7,0,Nepal,NP,NPL,28087871,Asia +04/05/2020,4,5,2020,16,0,Nepal,NP,NPL,28087871,Asia +03/05/2020,3,5,2020,0,0,Nepal,NP,NPL,28087871,Asia +02/05/2020,2,5,2020,2,0,Nepal,NP,NPL,28087871,Asia +01/05/2020,1,5,2020,0,0,Nepal,NP,NPL,28087871,Asia +30/04/2020,30,4,2020,3,0,Nepal,NP,NPL,28087871,Asia 29/04/2020,29,4,2020,2,0,Nepal,NP,NPL,28087871,Asia 28/04/2020,28,4,2020,0,0,Nepal,NP,NPL,28087871,Asia 27/04/2020,27,4,2020,3,0,Nepal,NP,NPL,28087871,Asia @@ -8976,6 +10189,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Nepal,NP,NPL,28087871,Asia 01/01/2020,1,1,2020,0,0,Nepal,NP,NPL,28087871,Asia 31/12/2019,31,12,2019,0,0,Nepal,NP,NPL,28087871,Asia +08/05/2020,8,5,2020,455,84,Netherlands,NL,NLD,17231017,Europe +07/05/2020,7,5,2020,232,36,Netherlands,NL,NLD,17231017,Europe +06/05/2020,6,5,2020,317,86,Netherlands,NL,NLD,17231017,Europe +05/05/2020,5,5,2020,199,26,Netherlands,NL,NLD,17231017,Europe +04/05/2020,4,5,2020,335,69,Netherlands,NL,NLD,17231017,Europe +03/05/2020,3,5,2020,445,94,Netherlands,NL,NLD,17231017,Europe +02/05/2020,2,5,2020,475,98,Netherlands,NL,NLD,17231017,Europe +01/05/2020,1,5,2020,514,84,Netherlands,NL,NLD,17231017,Europe +30/04/2020,30,4,2020,386,145,Netherlands,NL,NLD,17231017,Europe 29/04/2020,29,4,2020,171,48,Netherlands,NL,NLD,17231017,Europe 28/04/2020,28,4,2020,400,43,Netherlands,NL,NLD,17231017,Europe 27/04/2020,27,4,2020,655,66,Netherlands,NL,NLD,17231017,Europe @@ -9097,6 +10319,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Netherlands,NL,NLD,17231017,Europe 01/01/2020,1,1,2020,0,0,Netherlands,NL,NLD,17231017,Europe 31/12/2019,31,12,2019,0,0,Netherlands,NL,NLD,17231017,Europe +08/05/2020,8,5,2020,0,0,New_Caledonia,NC,NCL,284060,Oceania +07/05/2020,7,5,2020,0,0,New_Caledonia,NC,NCL,284060,Oceania +06/05/2020,6,5,2020,0,0,New_Caledonia,NC,NCL,284060,Oceania +05/05/2020,5,5,2020,0,0,New_Caledonia,NC,NCL,284060,Oceania +04/05/2020,4,5,2020,0,0,New_Caledonia,NC,NCL,284060,Oceania +03/05/2020,3,5,2020,0,0,New_Caledonia,NC,NCL,284060,Oceania +02/05/2020,2,5,2020,0,0,New_Caledonia,NC,NCL,284060,Oceania +01/05/2020,1,5,2020,0,0,New_Caledonia,NC,NCL,284060,Oceania +30/04/2020,30,4,2020,0,0,New_Caledonia,NC,NCL,284060,Oceania 29/04/2020,29,4,2020,0,0,New_Caledonia,NC,NCL,284060,Oceania 28/04/2020,28,4,2020,0,0,New_Caledonia,NC,NCL,284060,Oceania 27/04/2020,27,4,2020,0,0,New_Caledonia,NC,NCL,284060,Oceania @@ -9137,6 +10368,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 23/03/2020,23,3,2020,1,0,New_Caledonia,NC,NCL,284060,Oceania 22/03/2020,22,3,2020,2,0,New_Caledonia,NC,NCL,284060,Oceania 21/03/2020,21,3,2020,2,0,New_Caledonia,NC,NCL,284060,Oceania +08/05/2020,8,5,2020,2,0,New_Zealand,NZ,NZL,4885500,Oceania +07/05/2020,7,5,2020,1,0,New_Zealand,NZ,NZL,4885500,Oceania +06/05/2020,6,5,2020,1,1,New_Zealand,NZ,NZL,4885500,Oceania +05/05/2020,5,5,2020,0,0,New_Zealand,NZ,NZL,4885500,Oceania +04/05/2020,4,5,2020,1,0,New_Zealand,NZ,NZL,4885500,Oceania +03/05/2020,3,5,2020,2,0,New_Zealand,NZ,NZL,4885500,Oceania +02/05/2020,2,5,2020,2,1,New_Zealand,NZ,NZL,4885500,Oceania +01/05/2020,1,5,2020,3,0,New_Zealand,NZ,NZL,4885500,Oceania +30/04/2020,30,4,2020,3,0,New_Zealand,NZ,NZL,4885500,Oceania 29/04/2020,29,4,2020,2,0,New_Zealand,NZ,NZL,4885500,Oceania 28/04/2020,28,4,2020,2,0,New_Zealand,NZ,NZL,4885500,Oceania 27/04/2020,27,4,2020,1,1,New_Zealand,NZ,NZL,4885500,Oceania @@ -9249,6 +10489,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,New_Zealand,NZ,NZL,4885500,Oceania 01/01/2020,1,1,2020,0,0,New_Zealand,NZ,NZL,4885500,Oceania 31/12/2019,31,12,2019,0,0,New_Zealand,NZ,NZL,4885500,Oceania +08/05/2020,8,5,2020,0,0,Nicaragua,NI,NIC,6465513,America +07/05/2020,7,5,2020,0,0,Nicaragua,NI,NIC,6465513,America +06/05/2020,6,5,2020,1,0,Nicaragua,NI,NIC,6465513,America +05/05/2020,5,5,2020,1,0,Nicaragua,NI,NIC,6465513,America +04/05/2020,4,5,2020,0,1,Nicaragua,NI,NIC,6465513,America +03/05/2020,3,5,2020,0,0,Nicaragua,NI,NIC,6465513,America +02/05/2020,2,5,2020,0,0,Nicaragua,NI,NIC,6465513,America +01/05/2020,1,5,2020,0,0,Nicaragua,NI,NIC,6465513,America +30/04/2020,30,4,2020,1,1,Nicaragua,NI,NIC,6465513,America 29/04/2020,29,4,2020,0,0,Nicaragua,NI,NIC,6465513,America 28/04/2020,28,4,2020,0,0,Nicaragua,NI,NIC,6465513,America 27/04/2020,27,4,2020,1,0,Nicaragua,NI,NIC,6465513,America @@ -9291,6 +10540,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 21/03/2020,21,3,2020,1,0,Nicaragua,NI,NIC,6465513,America 20/03/2020,20,3,2020,0,0,Nicaragua,NI,NIC,6465513,America 19/03/2020,19,3,2020,1,0,Nicaragua,NI,NIC,6465513,America +08/05/2020,8,5,2020,11,4,Niger,NE,NER,22442948,Africa +07/05/2020,7,5,2020,7,0,Niger,NE,NER,22442948,Africa +06/05/2020,6,5,2020,8,1,Niger,NE,NER,22442948,Africa +05/05/2020,5,5,2020,5,1,Niger,NE,NER,22442948,Africa +04/05/2020,4,5,2020,14,1,Niger,NE,NER,22442948,Africa +03/05/2020,3,5,2020,8,2,Niger,NE,NER,22442948,Africa +02/05/2020,2,5,2020,9,1,Niger,NE,NER,22442948,Africa +01/05/2020,1,5,2020,6,0,Niger,NE,NER,22442948,Africa +30/04/2020,30,4,2020,4,1,Niger,NE,NER,22442948,Africa 29/04/2020,29,4,2020,8,2,Niger,NE,NER,22442948,Africa 28/04/2020,28,4,2020,5,0,Niger,NE,NER,22442948,Africa 27/04/2020,27,4,2020,12,2,Niger,NE,NER,22442948,Africa @@ -9331,6 +10589,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 23/03/2020,23,3,2020,0,0,Niger,NE,NER,22442948,Africa 22/03/2020,22,3,2020,0,0,Niger,NE,NER,22442948,Africa 21/03/2020,21,3,2020,1,0,Niger,NE,NER,22442948,Africa +08/05/2020,8,5,2020,381,4,Nigeria,NG,NGA,195874740,Africa +07/05/2020,7,5,2020,195,5,Nigeria,NG,NGA,195874740,Africa +06/05/2020,6,5,2020,148,5,Nigeria,NG,NGA,195874740,Africa +05/05/2020,5,5,2020,244,6,Nigeria,NG,NGA,195874740,Africa +04/05/2020,4,5,2020,170,2,Nigeria,NG,NGA,195874740,Africa +03/05/2020,3,5,2020,218,17,Nigeria,NG,NGA,195874740,Africa +02/05/2020,2,5,2020,238,10,Nigeria,NG,NGA,195874740,Africa +01/05/2020,1,5,2020,204,7,Nigeria,NG,NGA,195874740,Africa +30/04/2020,30,4,2020,196,7,Nigeria,NG,NGA,195874740,Africa 29/04/2020,29,4,2020,195,4,Nigeria,NG,NGA,195874740,Africa 28/04/2020,28,4,2020,64,0,Nigeria,NG,NGA,195874740,Africa 27/04/2020,27,4,2020,91,5,Nigeria,NG,NGA,195874740,Africa @@ -9441,6 +10708,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Nigeria,NG,NGA,195874740,Africa 01/01/2020,1,1,2020,0,0,Nigeria,NG,NGA,195874740,Africa 31/12/2019,31,12,2019,0,0,Nigeria,NG,NGA,195874740,Africa +08/05/2020,8,5,2020,33,1,North_Macedonia,MK,MKD,2082958,Europe +07/05/2020,7,5,2020,13,2,North_Macedonia,MK,MKD,2082958,Europe +06/05/2020,6,5,2020,8,1,North_Macedonia,MK,MKD,2082958,Europe +05/05/2020,5,5,2020,7,1,North_Macedonia,MK,MKD,2082958,Europe +04/05/2020,4,5,2020,5,2,North_Macedonia,MK,MKD,2082958,Europe +03/05/2020,3,5,2020,12,1,North_Macedonia,MK,MKD,2082958,Europe +02/05/2020,2,5,2020,29,4,North_Macedonia,MK,MKD,2082958,Europe +01/05/2020,1,5,2020,23,4,North_Macedonia,MK,MKD,2082958,Europe +30/04/2020,30,4,2020,21,2,North_Macedonia,MK,MKD,2082958,Europe 29/04/2020,29,4,2020,22,6,North_Macedonia,MK,MKD,2082958,Europe 28/04/2020,28,4,2020,13,4,North_Macedonia,MK,MKD,2082958,Europe 27/04/2020,27,4,2020,19,2,North_Macedonia,MK,MKD,2082958,Europe @@ -9553,6 +10829,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,North_Macedonia,MK,MKD,2082958,Europe 01/01/2020,1,1,2020,0,0,North_Macedonia,MK,MKD,2082958,Europe 31/12/2019,31,12,2019,0,0,North_Macedonia,MK,MKD,2082958,Europe +08/05/2020,8,5,2020,0,0,Northern_Mariana_Islands,MP,MNP,56882,Oceania +07/05/2020,7,5,2020,1,0,Northern_Mariana_Islands,MP,MNP,56882,Oceania +06/05/2020,6,5,2020,0,0,Northern_Mariana_Islands,MP,MNP,56882,Oceania +05/05/2020,5,5,2020,0,0,Northern_Mariana_Islands,MP,MNP,56882,Oceania +04/05/2020,4,5,2020,0,0,Northern_Mariana_Islands,MP,MNP,56882,Oceania +03/05/2020,3,5,2020,0,0,Northern_Mariana_Islands,MP,MNP,56882,Oceania +02/05/2020,2,5,2020,0,0,Northern_Mariana_Islands,MP,MNP,56882,Oceania +01/05/2020,1,5,2020,0,0,Northern_Mariana_Islands,MP,MNP,56882,Oceania +30/04/2020,30,4,2020,0,0,Northern_Mariana_Islands,MP,MNP,56882,Oceania 29/04/2020,29,4,2020,0,0,Northern_Mariana_Islands,MP,MNP,56882,Oceania 28/04/2020,28,4,2020,0,0,Northern_Mariana_Islands,MP,MNP,56882,Oceania 27/04/2020,27,4,2020,0,0,Northern_Mariana_Islands,MP,MNP,56882,Oceania @@ -9583,6 +10868,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/04/2020,2,4,2020,0,1,Northern_Mariana_Islands,MP,MNP,56882,Oceania 01/04/2020,1,4,2020,4,0,Northern_Mariana_Islands,MP,MNP,56882,Oceania 31/03/2020,31,3,2020,2,0,Northern_Mariana_Islands,MP,MNP,56882,Oceania +08/05/2020,8,5,2020,42,0,Norway,NO,NOR,5314336,Europe +07/05/2020,7,5,2020,50,0,Norway,NO,NOR,5314336,Europe +06/05/2020,6,5,2020,56,1,Norway,NO,NOR,5314336,Europe +05/05/2020,5,5,2020,38,0,Norway,NO,NOR,5314336,Europe +04/05/2020,4,5,2020,50,4,Norway,NO,NOR,5314336,Europe +03/05/2020,3,5,2020,0,0,Norway,NO,NOR,5314336,Europe +02/05/2020,2,5,2020,49,0,Norway,NO,NOR,5314336,Europe +01/05/2020,1,5,2020,43,2,Norway,NO,NOR,5314336,Europe +30/04/2020,30,4,2020,62,7,Norway,NO,NOR,5314336,Europe 29/04/2020,29,4,2020,72,2,Norway,NO,NOR,5314336,Europe 28/04/2020,28,4,2020,28,0,Norway,NO,NOR,5314336,Europe 27/04/2020,27,4,2020,38,0,Norway,NO,NOR,5314336,Europe @@ -9704,6 +10998,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Norway,NO,NOR,5314336,Europe 01/01/2020,1,1,2020,0,0,Norway,NO,NOR,5314336,Europe 31/12/2019,31,12,2019,0,0,Norway,NO,NOR,5314336,Europe +08/05/2020,8,5,2020,55,1,Oman,OM,OMN,4829483,Asia +07/05/2020,7,5,2020,168,1,Oman,OM,OMN,4829483,Asia +06/05/2020,6,5,2020,98,0,Oman,OM,OMN,4829483,Asia +05/05/2020,5,5,2020,69,0,Oman,OM,OMN,4829483,Asia +04/05/2020,4,5,2020,85,0,Oman,OM,OMN,4829483,Asia +03/05/2020,3,5,2020,36,1,Oman,OM,OMN,4829483,Asia +02/05/2020,2,5,2020,99,0,Oman,OM,OMN,4829483,Asia +01/05/2020,1,5,2020,74,1,Oman,OM,OMN,4829483,Asia +30/04/2020,30,4,2020,143,0,Oman,OM,OMN,4829483,Asia 29/04/2020,29,4,2020,82,0,Oman,OM,OMN,4829483,Asia 28/04/2020,28,4,2020,51,0,Oman,OM,OMN,4829483,Asia 27/04/2020,27,4,2020,93,0,Oman,OM,OMN,4829483,Asia @@ -9819,6 +11122,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Oman,OM,OMN,4829483,Asia 01/01/2020,1,1,2020,0,0,Oman,OM,OMN,4829483,Asia 31/12/2019,31,12,2019,0,0,Oman,OM,OMN,4829483,Asia +08/05/2020,8,5,2020,1764,30,Pakistan,PK,PAK,212215030,Asia +07/05/2020,7,5,2020,1523,38,Pakistan,PK,PAK,212215030,Asia +06/05/2020,6,5,2020,1049,40,Pakistan,PK,PAK,212215030,Asia +05/05/2020,5,5,2020,1315,24,Pakistan,PK,PAK,212215030,Asia +04/05/2020,4,5,2020,1083,22,Pakistan,PK,PAK,212215030,Asia +03/05/2020,3,5,2020,989,23,Pakistan,PK,PAK,212215030,Asia +02/05/2020,2,5,2020,1297,32,Pakistan,PK,PAK,212215030,Asia +01/05/2020,1,5,2020,1058,39,Pakistan,PK,PAK,212215030,Asia +30/04/2020,30,4,2020,874,19,Pakistan,PK,PAK,212215030,Asia 29/04/2020,29,4,2020,806,26,Pakistan,PK,PAK,212215030,Asia 28/04/2020,28,4,2020,751,20,Pakistan,PK,PAK,212215030,Asia 27/04/2020,27,4,2020,605,12,Pakistan,PK,PAK,212215030,Asia @@ -9935,6 +11247,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Pakistan,PK,PAK,212215030,Asia 01/01/2020,1,1,2020,0,0,Pakistan,PK,PAK,212215030,Asia 31/12/2019,31,12,2019,0,0,Pakistan,PK,PAK,212215030,Asia +08/05/2020,8,5,2020,1,0,Palestine,PS,PSE,4569087,Asia +07/05/2020,7,5,2020,8,0,Palestine,PS,PSE,4569087,Asia +06/05/2020,6,5,2020,14,0,Palestine,PS,PSE,4569087,Asia +05/05/2020,5,5,2020,2,0,Palestine,PS,PSE,4569087,Asia +04/05/2020,4,5,2020,5,0,Palestine,PS,PSE,4569087,Asia +03/05/2020,3,5,2020,0,0,Palestine,PS,PSE,4569087,Asia +02/05/2020,2,5,2020,10,0,Palestine,PS,PSE,4569087,Asia +01/05/2020,1,5,2020,0,2,Palestine,PS,PSE,4569087,Asia +30/04/2020,30,4,2020,12,0,Palestine,PS,PSE,4569087,Asia 29/04/2020,29,4,2020,0,0,Palestine,PS,PSE,4569087,Asia 28/04/2020,28,4,2020,0,0,Palestine,PS,PSE,4569087,Asia 27/04/2020,27,4,2020,153,0,Palestine,PS,PSE,4569087,Asia @@ -9987,6 +11308,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 08/03/2020,8,3,2020,3,0,Palestine,PS,PSE,4569087,Asia 07/03/2020,7,3,2020,9,0,Palestine,PS,PSE,4569087,Asia 06/03/2020,6,3,2020,7,0,Palestine,PS,PSE,4569087,Asia +08/05/2020,8,5,2020,137,7,Panama,PA,PAN,4176873,America +07/05/2020,7,5,2020,208,8,Panama,PA,PAN,4176873,America +06/05/2020,6,5,2020,136,7,Panama,PA,PAN,4176873,America +05/05/2020,5,5,2020,190,3,Panama,PA,PAN,4176873,America +04/05/2020,4,5,2020,107,3,Panama,PA,PAN,4176873,America +03/05/2020,3,5,2020,370,5,Panama,PA,PAN,4176873,America +02/05/2020,2,5,2020,188,4,Panama,PA,PAN,4176873,America +01/05/2020,1,5,2020,154,10,Panama,PA,PAN,4176873,America +30/04/2020,30,4,2020,178,2,Panama,PA,PAN,4176873,America 29/04/2020,29,4,2020,179,9,Panama,PA,PAN,4176873,America 28/04/2020,28,4,2020,242,2,Panama,PA,PAN,4176873,America 27/04/2020,27,4,2020,241,6,Panama,PA,PAN,4176873,America @@ -10038,6 +11368,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 12/03/2020,12,3,2020,7,0,Panama,PA,PAN,4176873,America 11/03/2020,11,3,2020,6,1,Panama,PA,PAN,4176873,America 10/03/2020,10,3,2020,1,0,Panama,PA,PAN,4176873,America +08/05/2020,8,5,2020,0,0,Papua_New_Guinea,PG,PNG,8606316,Oceania +07/05/2020,7,5,2020,0,0,Papua_New_Guinea,PG,PNG,8606316,Oceania +06/05/2020,6,5,2020,0,0,Papua_New_Guinea,PG,PNG,8606316,Oceania +05/05/2020,5,5,2020,0,0,Papua_New_Guinea,PG,PNG,8606316,Oceania +04/05/2020,4,5,2020,0,0,Papua_New_Guinea,PG,PNG,8606316,Oceania +03/05/2020,3,5,2020,0,0,Papua_New_Guinea,PG,PNG,8606316,Oceania +02/05/2020,2,5,2020,0,0,Papua_New_Guinea,PG,PNG,8606316,Oceania +01/05/2020,1,5,2020,0,0,Papua_New_Guinea,PG,PNG,8606316,Oceania +30/04/2020,30,4,2020,0,0,Papua_New_Guinea,PG,PNG,8606316,Oceania 29/04/2020,29,4,2020,0,0,Papua_New_Guinea,PG,PNG,8606316,Oceania 28/04/2020,28,4,2020,0,0,Papua_New_Guinea,PG,PNG,8606316,Oceania 27/04/2020,27,4,2020,0,0,Papua_New_Guinea,PG,PNG,8606316,Oceania @@ -10078,6 +11417,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 23/03/2020,23,3,2020,0,0,Papua_New_Guinea,PG,PNG,8606316,Oceania 22/03/2020,22,3,2020,0,0,Papua_New_Guinea,PG,PNG,8606316,Oceania 21/03/2020,21,3,2020,1,0,Papua_New_Guinea,PG,PNG,8606316,Oceania +08/05/2020,8,5,2020,22,0,Paraguay,PY,PRY,6956071,America +07/05/2020,7,5,2020,9,0,Paraguay,PY,PRY,6956071,America +06/05/2020,6,5,2020,16,0,Paraguay,PY,PRY,6956071,America +05/05/2020,5,5,2020,19,0,Paraguay,PY,PRY,6956071,America +04/05/2020,4,5,2020,26,0,Paraguay,PY,PRY,6956071,America +03/05/2020,3,5,2020,37,0,Paraguay,PY,PRY,6956071,America +02/05/2020,2,5,2020,67,0,Paraguay,PY,PRY,6956071,America +01/05/2020,1,5,2020,17,1,Paraguay,PY,PRY,6956071,America +30/04/2020,30,4,2020,10,0,Paraguay,PY,PRY,6956071,America 29/04/2020,29,4,2020,9,0,Paraguay,PY,PRY,6956071,America 28/04/2020,28,4,2020,2,0,Paraguay,PY,PRY,6956071,America 27/04/2020,27,4,2020,0,0,Paraguay,PY,PRY,6956071,America @@ -10127,6 +11475,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 13/03/2020,13,3,2020,1,0,Paraguay,PY,PRY,6956071,America 11/03/2020,11,3,2020,4,0,Paraguay,PY,PRY,6956071,America 08/03/2020,8,3,2020,1,0,Paraguay,PY,PRY,6956071,America +08/05/2020,8,5,2020,3709,94,Peru,PE,PER,31989256,America +07/05/2020,7,5,2020,3628,89,Peru,PE,PER,31989256,America +06/05/2020,6,5,2020,3817,100,Peru,PE,PER,31989256,America +05/05/2020,5,5,2020,1444,58,Peru,PE,PER,31989256,America +04/05/2020,4,5,2020,3394,86,Peru,PE,PER,31989256,America +03/05/2020,3,5,2020,2075,76,Peru,PE,PER,31989256,America +02/05/2020,2,5,2020,3483,73,Peru,PE,PER,31989256,America +01/05/2020,1,5,2020,3045,108,Peru,PE,PER,31989256,America +30/04/2020,30,4,2020,2741,89,Peru,PE,PER,31989256,America 29/04/2020,29,4,2020,2491,72,Peru,PE,PER,31989256,America 28/04/2020,28,4,2020,1182,54,Peru,PE,PER,31989256,America 27/04/2020,27,4,2020,2186,28,Peru,PE,PER,31989256,America @@ -10180,6 +11537,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 10/03/2020,10,3,2020,2,0,Peru,PE,PER,31989256,America 09/03/2020,9,3,2020,6,0,Peru,PE,PER,31989256,America 07/03/2020,7,3,2020,1,0,Peru,PE,PER,31989256,America +08/05/2020,8,5,2020,339,27,Philippines,PH,PHL,106651922,Asia +07/05/2020,7,5,2020,320,21,Philippines,PH,PHL,106651922,Asia +06/05/2020,6,5,2020,199,14,Philippines,PH,PHL,106651922,Asia +05/05/2020,5,5,2020,262,16,Philippines,PH,PHL,106651922,Asia +04/05/2020,4,5,2020,295,4,Philippines,PH,PHL,106651922,Asia +03/05/2020,3,5,2020,156,24,Philippines,PH,PHL,106651922,Asia +02/05/2020,2,5,2020,284,11,Philippines,PH,PHL,106651922,Asia +01/05/2020,1,5,2020,276,10,Philippines,PH,PHL,106651922,Asia +30/04/2020,30,4,2020,254,28,Philippines,PH,PHL,106651922,Asia 29/04/2020,29,4,2020,181,19,Philippines,PH,PHL,106651922,Asia 28/04/2020,28,4,2020,198,10,Philippines,PH,PHL,106651922,Asia 27/04/2020,27,4,2020,285,7,Philippines,PH,PHL,106651922,Asia @@ -10297,6 +11663,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Philippines,PH,PHL,106651922,Asia 01/01/2020,1,1,2020,0,0,Philippines,PH,PHL,106651922,Asia 31/12/2019,31,12,2019,0,0,Philippines,PH,PHL,106651922,Asia +08/05/2020,8,5,2020,307,22,Poland,PL,POL,37978548,Europe +07/05/2020,7,5,2020,309,17,Poland,PL,POL,37978548,Europe +06/05/2020,6,5,2020,425,18,Poland,PL,POL,37978548,Europe +05/05/2020,5,5,2020,313,20,Poland,PL,POL,37978548,Europe +04/05/2020,4,5,2020,318,14,Poland,PL,POL,37978548,Europe +03/05/2020,3,5,2020,270,13,Poland,PL,POL,37978548,Europe +02/05/2020,2,5,2020,228,7,Poland,PL,POL,37978548,Europe +01/05/2020,1,5,2020,237,20,Poland,PL,POL,37978548,Europe +30/04/2020,30,4,2020,422,28,Poland,PL,POL,37978548,Europe 29/04/2020,29,4,2020,316,34,Poland,PL,POL,37978548,Europe 28/04/2020,28,4,2020,285,27,Poland,PL,POL,37978548,Europe 27/04/2020,27,4,2020,344,11,Poland,PL,POL,37978548,Europe @@ -10352,11 +11727,20 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 08/03/2020,8,3,2020,1,0,Poland,PL,POL,37978548,Europe 07/03/2020,7,3,2020,4,0,Poland,PL,POL,37978548,Europe 04/03/2020,4,3,2020,1,0,Poland,PL,POL,37978548,Europe -29/04/2020,29,4,2020,295,20,Portugal,PT,PRT,10281762,Europe -28/04/2020,28,4,2020,163,25,Portugal,PT,PRT,10281762,Europe -27/04/2020,27,4,2020,472,23,Portugal,PT,PRT,10281762,Europe -26/04/2020,26,4,2020,595,26,Portugal,PT,PRT,10281762,Europe -25/04/2020,25,4,2020,444,34,Portugal,PT,PRT,10281762,Europe +08/05/2020,8,5,2020,533,16,Portugal,PT,PRT,10281762,Europe +07/05/2020,7,5,2020,480,15,Portugal,PT,PRT,10281762,Europe +06/05/2020,6,5,2020,178,11,Portugal,PT,PRT,10281762,Europe +05/05/2020,5,5,2020,0,0,Portugal,PT,PRT,10281762,Europe +04/05/2020,4,5,2020,334,40,Portugal,PT,PRT,10281762,Europe +03/05/2020,3,5,2020,-161,16,Portugal,PT,PRT,10281762,Europe +02/05/2020,2,5,2020,364,0,Portugal,PT,PRT,10281762,Europe +01/05/2020,1,5,2020,295,18,Portugal,PT,PRT,10281762,Europe +30/04/2020,30,4,2020,368,16,Portugal,PT,PRT,10281762,Europe +29/04/2020,29,4,2020,180,25,Portugal,PT,PRT,10281762,Europe +28/04/2020,28,4,2020,298,20,Portugal,PT,PRT,10281762,Europe +27/04/2020,27,4,2020,163,25,Portugal,PT,PRT,10281762,Europe +26/04/2020,26,4,2020,412,23,Portugal,PT,PRT,10281762,Europe +25/04/2020,25,4,2020,918,60,Portugal,PT,PRT,10281762,Europe 24/04/2020,24,4,2020,371,35,Portugal,PT,PRT,10281762,Europe 23/04/2020,23,4,2020,603,23,Portugal,PT,PRT,10281762,Europe 22/04/2020,22,4,2020,516,27,Portugal,PT,PRT,10281762,Europe @@ -10410,6 +11794,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 05/03/2020,5,3,2020,1,0,Portugal,PT,PRT,10281762,Europe 04/03/2020,4,3,2020,2,0,Portugal,PT,PRT,10281762,Europe 03/03/2020,3,3,2020,2,0,Portugal,PT,PRT,10281762,Europe +08/05/2020,8,5,2020,63,3,Puerto_Rico,PR,PRI,3195153,America +07/05/2020,7,5,2020,44,0,Puerto_Rico,PR,PRI,3195153,America +06/05/2020,6,5,2020,81,2,Puerto_Rico,PR,PRI,3195153,America +05/05/2020,5,5,2020,35,0,Puerto_Rico,PR,PRI,3195153,America +04/05/2020,4,5,2020,51,2,Puerto_Rico,PR,PRI,3195153,America +03/05/2020,3,5,2020,182,1,Puerto_Rico,PR,PRI,3195153,America +02/05/2020,2,5,2020,36,2,Puerto_Rico,PR,PRI,3195153,America +01/05/2020,1,5,2020,106,6,Puerto_Rico,PR,PRI,3195153,America +30/04/2020,30,4,2020,33,0,Puerto_Rico,PR,PRI,3195153,America 29/04/2020,29,4,2020,11,2,Puerto_Rico,PR,PRI,3195153,America 28/04/2020,28,4,2020,18,0,Puerto_Rico,PR,PRI,3195153,America 27/04/2020,27,4,2020,64,1,Puerto_Rico,PR,PRI,3195153,America @@ -10443,6 +11836,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 30/03/2020,30,3,2020,27,2,Puerto_Rico,PR,PRI,3195153,America 29/03/2020,29,3,2020,36,1,Puerto_Rico,PR,PRI,3195153,America 28/03/2020,28,3,2020,64,2,Puerto_Rico,PR,PRI,3195153,America +08/05/2020,8,5,2020,918,0,Qatar,QA,QAT,2781677,Asia +07/05/2020,7,5,2020,830,0,Qatar,QA,QAT,2781677,Asia +06/05/2020,6,5,2020,951,0,Qatar,QA,QAT,2781677,Asia +05/05/2020,5,5,2020,640,0,Qatar,QA,QAT,2781677,Asia +04/05/2020,4,5,2020,679,0,Qatar,QA,QAT,2781677,Asia +03/05/2020,3,5,2020,776,0,Qatar,QA,QAT,2781677,Asia +02/05/2020,2,5,2020,687,2,Qatar,QA,QAT,2781677,Asia +01/05/2020,1,5,2020,845,0,Qatar,QA,QAT,2781677,Asia +30/04/2020,30,4,2020,643,0,Qatar,QA,QAT,2781677,Asia 29/04/2020,29,4,2020,677,0,Qatar,QA,QAT,2781677,Asia 28/04/2020,28,4,2020,957,0,Qatar,QA,QAT,2781677,Asia 27/04/2020,27,4,2020,929,0,Qatar,QA,QAT,2781677,Asia @@ -10560,6 +11962,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Qatar,QA,QAT,2781677,Asia 01/01/2020,1,1,2020,0,0,Qatar,QA,QAT,2781677,Asia 31/12/2019,31,12,2019,0,0,Qatar,QA,QAT,2781677,Asia +08/05/2020,8,5,2020,392,18,Romania,RO,ROU,19473936,Europe +07/05/2020,7,5,2020,270,31,Romania,RO,ROU,19473936,Europe +06/05/2020,6,5,2020,325,24,Romania,RO,ROU,19473936,Europe +05/05/2020,5,5,2020,349,23,Romania,RO,ROU,19473936,Europe +04/05/2020,4,5,2020,431,9,Romania,RO,ROU,19473936,Europe +03/05/2020,3,5,2020,165,27,Romania,RO,ROU,19473936,Europe +02/05/2020,2,5,2020,327,27,Romania,RO,ROU,19473936,Europe +01/05/2020,1,5,2020,262,42,Romania,RO,ROU,19473936,Europe +30/04/2020,30,4,2020,362,25,Romania,RO,ROU,19473936,Europe 29/04/2020,29,4,2020,277,19,Romania,RO,ROU,19473936,Europe 28/04/2020,28,4,2020,303,23,Romania,RO,ROU,19473936,Europe 27/04/2020,27,4,2020,401,33,Romania,RO,ROU,19473936,Europe @@ -10679,6 +12090,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Romania,RO,ROU,19473936,Europe 01/01/2020,1,1,2020,0,0,Romania,RO,ROU,19473936,Europe 31/12/2019,31,12,2019,0,0,Romania,RO,ROU,19473936,Europe +08/05/2020,8,5,2020,11231,88,Russia,RU,RUS,144478050,Europe +07/05/2020,7,5,2020,10559,86,Russia,RU,RUS,144478050,Europe +06/05/2020,6,5,2020,10102,95,Russia,RU,RUS,144478050,Europe +05/05/2020,5,5,2020,10581,76,Russia,RU,RUS,144478050,Europe +04/05/2020,4,5,2020,10633,58,Russia,RU,RUS,144478050,Europe +03/05/2020,3,5,2020,9623,53,Russia,RU,RUS,144478050,Europe +02/05/2020,2,5,2020,7933,96,Russia,RU,RUS,144478050,Europe +01/05/2020,1,5,2020,7099,101,Russia,RU,RUS,144478050,Europe +30/04/2020,30,4,2020,5841,105,Russia,RU,RUS,144478050,Europe 29/04/2020,29,4,2020,6411,72,Russia,RU,RUS,144478050,Europe 28/04/2020,28,4,2020,6198,48,Russia,RU,RUS,144478050,Europe 27/04/2020,27,4,2020,6361,66,Russia,RU,RUS,144478050,Europe @@ -10800,6 +12220,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Russia,RU,RUS,144478050,Europe 01/01/2020,1,1,2020,0,0,Russia,RU,RUS,144478050,Europe 31/12/2019,31,12,2019,0,0,Russia,RU,RUS,144478050,Europe +08/05/2020,8,5,2020,3,0,Rwanda,RW,RWA,12301939,Africa +07/05/2020,7,5,2020,7,0,Rwanda,RW,RWA,12301939,Africa +06/05/2020,6,5,2020,0,0,Rwanda,RW,RWA,12301939,Africa +05/05/2020,5,5,2020,2,0,Rwanda,RW,RWA,12301939,Africa +04/05/2020,4,5,2020,4,0,Rwanda,RW,RWA,12301939,Africa +03/05/2020,3,5,2020,6,0,Rwanda,RW,RWA,12301939,Africa +02/05/2020,2,5,2020,6,0,Rwanda,RW,RWA,12301939,Africa +01/05/2020,1,5,2020,18,0,Rwanda,RW,RWA,12301939,Africa +30/04/2020,30,4,2020,13,0,Rwanda,RW,RWA,12301939,Africa 29/04/2020,29,4,2020,5,0,Rwanda,RW,RWA,12301939,Africa 28/04/2020,28,4,2020,16,0,Rwanda,RW,RWA,12301939,Africa 27/04/2020,27,4,2020,8,0,Rwanda,RW,RWA,12301939,Africa @@ -10846,6 +12275,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 17/03/2020,17,3,2020,0,0,Rwanda,RW,RWA,12301939,Africa 16/03/2020,16,3,2020,4,0,Rwanda,RW,RWA,12301939,Africa 15/03/2020,15,3,2020,1,0,Rwanda,RW,RWA,12301939,Africa +08/05/2020,8,5,2020,0,0,Saint_Kitts_and_Nevis,KN,KNA,52441,America +07/05/2020,7,5,2020,0,0,Saint_Kitts_and_Nevis,KN,KNA,52441,America +06/05/2020,6,5,2020,0,0,Saint_Kitts_and_Nevis,KN,KNA,52441,America +05/05/2020,5,5,2020,0,0,Saint_Kitts_and_Nevis,KN,KNA,52441,America +04/05/2020,4,5,2020,0,0,Saint_Kitts_and_Nevis,KN,KNA,52441,America +03/05/2020,3,5,2020,0,0,Saint_Kitts_and_Nevis,KN,KNA,52441,America +02/05/2020,2,5,2020,0,0,Saint_Kitts_and_Nevis,KN,KNA,52441,America +01/05/2020,1,5,2020,0,0,Saint_Kitts_and_Nevis,KN,KNA,52441,America +30/04/2020,30,4,2020,0,0,Saint_Kitts_and_Nevis,KN,KNA,52441,America 29/04/2020,29,4,2020,0,0,Saint_Kitts_and_Nevis,KN,KNA,52441,America 28/04/2020,28,4,2020,0,0,Saint_Kitts_and_Nevis,KN,KNA,52441,America 27/04/2020,27,4,2020,0,0,Saint_Kitts_and_Nevis,KN,KNA,52441,America @@ -10881,6 +12319,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 28/03/2020,28,3,2020,0,0,Saint_Kitts_and_Nevis,KN,KNA,52441,America 27/03/2020,27,3,2020,0,0,Saint_Kitts_and_Nevis,KN,KNA,52441,America 26/03/2020,26,3,2020,2,0,Saint_Kitts_and_Nevis,KN,KNA,52441,America +08/05/2020,8,5,2020,0,0,Saint_Lucia,LC,LCA,181889,America +07/05/2020,7,5,2020,0,0,Saint_Lucia,LC,LCA,181889,America +06/05/2020,6,5,2020,0,0,Saint_Lucia,LC,LCA,181889,America +05/05/2020,5,5,2020,0,0,Saint_Lucia,LC,LCA,181889,America +04/05/2020,4,5,2020,1,0,Saint_Lucia,LC,LCA,181889,America +03/05/2020,3,5,2020,0,0,Saint_Lucia,LC,LCA,181889,America +02/05/2020,2,5,2020,0,0,Saint_Lucia,LC,LCA,181889,America +01/05/2020,1,5,2020,0,0,Saint_Lucia,LC,LCA,181889,America +30/04/2020,30,4,2020,2,0,Saint_Lucia,LC,LCA,181889,America 29/04/2020,29,4,2020,0,0,Saint_Lucia,LC,LCA,181889,America 28/04/2020,28,4,2020,0,0,Saint_Lucia,LC,LCA,181889,America 27/04/2020,27,4,2020,0,0,Saint_Lucia,LC,LCA,181889,America @@ -10927,6 +12374,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 17/03/2020,17,3,2020,0,0,Saint_Lucia,LC,LCA,181889,America 16/03/2020,16,3,2020,0,0,Saint_Lucia,LC,LCA,181889,America 15/03/2020,15,3,2020,2,0,Saint_Lucia,LC,LCA,181889,America +08/05/2020,8,5,2020,0,0,Saint_Vincent_and_the_Grenadines,VC,VCT,110210,America +07/05/2020,7,5,2020,0,0,Saint_Vincent_and_the_Grenadines,VC,VCT,110210,America +06/05/2020,6,5,2020,0,0,Saint_Vincent_and_the_Grenadines,VC,VCT,110210,America +05/05/2020,5,5,2020,0,0,Saint_Vincent_and_the_Grenadines,VC,VCT,110210,America +04/05/2020,4,5,2020,1,0,Saint_Vincent_and_the_Grenadines,VC,VCT,110210,America +03/05/2020,3,5,2020,0,0,Saint_Vincent_and_the_Grenadines,VC,VCT,110210,America +02/05/2020,2,5,2020,0,0,Saint_Vincent_and_the_Grenadines,VC,VCT,110210,America +01/05/2020,1,5,2020,0,0,Saint_Vincent_and_the_Grenadines,VC,VCT,110210,America +30/04/2020,30,4,2020,0,0,Saint_Vincent_and_the_Grenadines,VC,VCT,110210,America 29/04/2020,29,4,2020,1,0,Saint_Vincent_and_the_Grenadines,VC,VCT,110210,America 28/04/2020,28,4,2020,1,0,Saint_Vincent_and_the_Grenadines,VC,VCT,110210,America 27/04/2020,27,4,2020,0,0,Saint_Vincent_and_the_Grenadines,VC,VCT,110210,America @@ -10964,6 +12420,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 26/03/2020,26,3,2020,0,0,Saint_Vincent_and_the_Grenadines,VC,VCT,110210,America 25/03/2020,25,3,2020,0,0,Saint_Vincent_and_the_Grenadines,VC,VCT,110210,America 13/03/2020,13,3,2020,1,0,Saint_Vincent_and_the_Grenadines,VC,VCT,110210,America +08/05/2020,8,5,2020,14,0,San_Marino,SM,SMR,33785,Europe +07/05/2020,7,5,2020,19,0,San_Marino,SM,SMR,33785,Europe +06/05/2020,6,5,2020,7,0,San_Marino,SM,SMR,33785,Europe +05/05/2020,5,5,2020,0,0,San_Marino,SM,SMR,33785,Europe +04/05/2020,4,5,2020,2,0,San_Marino,SM,SMR,33785,Europe +03/05/2020,3,5,2020,0,0,San_Marino,SM,SMR,33785,Europe +02/05/2020,2,5,2020,11,0,San_Marino,SM,SMR,33785,Europe +01/05/2020,1,5,2020,6,0,San_Marino,SM,SMR,33785,Europe +30/04/2020,30,4,2020,10,0,San_Marino,SM,SMR,33785,Europe 29/04/2020,29,4,2020,15,0,San_Marino,SM,SMR,33785,Europe 28/04/2020,28,4,2020,0,0,San_Marino,SM,SMR,33785,Europe 27/04/2020,27,4,2020,25,1,San_Marino,SM,SMR,33785,Europe @@ -11084,6 +12549,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,San_Marino,SM,SMR,33785,Europe 01/01/2020,1,1,2020,0,0,San_Marino,SM,SMR,33785,Europe 31/12/2019,31,12,2019,0,0,San_Marino,SM,SMR,33785,Europe +08/05/2020,8,5,2020,13,1,Sao_Tome_and_Principe,ST,STP,211028,Africa +07/05/2020,7,5,2020,0,0,Sao_Tome_and_Principe,ST,STP,211028,Africa +06/05/2020,6,5,2020,0,0,Sao_Tome_and_Principe,ST,STP,211028,Africa +05/05/2020,5,5,2020,156,2,Sao_Tome_and_Principe,ST,STP,211028,Africa +04/05/2020,4,5,2020,0,0,Sao_Tome_and_Principe,ST,STP,211028,Africa +03/05/2020,3,5,2020,0,0,Sao_Tome_and_Principe,ST,STP,211028,Africa +02/05/2020,2,5,2020,2,0,Sao_Tome_and_Principe,ST,STP,211028,Africa +01/05/2020,1,5,2020,2,1,Sao_Tome_and_Principe,ST,STP,211028,Africa +30/04/2020,30,4,2020,3,0,Sao_Tome_and_Principe,ST,STP,211028,Africa 29/04/2020,29,4,2020,3,0,Sao_Tome_and_Principe,ST,STP,211028,Africa 28/04/2020,28,4,2020,0,0,Sao_Tome_and_Principe,ST,STP,211028,Africa 27/04/2020,27,4,2020,0,0,Sao_Tome_and_Principe,ST,STP,211028,Africa @@ -11105,6 +12579,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 11/04/2020,11,4,2020,0,0,Sao_Tome_and_Principe,ST,STP,211028,Africa 10/04/2020,10,4,2020,0,0,Sao_Tome_and_Principe,ST,STP,211028,Africa 09/04/2020,9,4,2020,4,0,Sao_Tome_and_Principe,ST,STP,211028,Africa +08/05/2020,8,5,2020,1793,10,Saudi_Arabia,SA,SAU,33699947,Asia +07/05/2020,7,5,2020,1687,9,Saudi_Arabia,SA,SAU,33699947,Asia +06/05/2020,6,5,2020,1595,9,Saudi_Arabia,SA,SAU,33699947,Asia +05/05/2020,5,5,2020,1645,7,Saudi_Arabia,SA,SAU,33699947,Asia +04/05/2020,4,5,2020,1552,8,Saudi_Arabia,SA,SAU,33699947,Asia +03/05/2020,3,5,2020,1362,7,Saudi_Arabia,SA,SAU,33699947,Asia +02/05/2020,2,5,2020,1344,7,Saudi_Arabia,SA,SAU,33699947,Asia +01/05/2020,1,5,2020,1351,5,Saudi_Arabia,SA,SAU,33699947,Asia +30/04/2020,30,4,2020,1325,5,Saudi_Arabia,SA,SAU,33699947,Asia 29/04/2020,29,4,2020,1266,8,Saudi_Arabia,SA,SAU,33699947,Asia 28/04/2020,28,4,2020,1289,5,Saudi_Arabia,SA,SAU,33699947,Asia 27/04/2020,27,4,2020,1223,3,Saudi_Arabia,SA,SAU,33699947,Asia @@ -11160,6 +12643,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 08/03/2020,8,3,2020,2,0,Saudi_Arabia,SA,SAU,33699947,Asia 06/03/2020,6,3,2020,4,0,Saudi_Arabia,SA,SAU,33699947,Asia 03/03/2020,3,3,2020,1,0,Saudi_Arabia,SA,SAU,33699947,Asia +08/05/2020,8,5,2020,59,1,Senegal,SN,SEN,15854360,Africa +07/05/2020,7,5,2020,104,1,Senegal,SN,SEN,15854360,Africa +06/05/2020,6,5,2020,58,1,Senegal,SN,SEN,15854360,Africa +05/05/2020,5,5,2020,89,1,Senegal,SN,SEN,15854360,Africa +04/05/2020,4,5,2020,67,0,Senegal,SN,SEN,15854360,Africa +03/05/2020,3,5,2020,91,0,Senegal,SN,SEN,15854360,Africa +02/05/2020,2,5,2020,91,0,Senegal,SN,SEN,15854360,Africa +01/05/2020,1,5,2020,51,0,Senegal,SN,SEN,15854360,Africa +30/04/2020,30,4,2020,59,0,Senegal,SN,SEN,15854360,Africa 29/04/2020,29,4,2020,88,0,Senegal,SN,SEN,15854360,Africa 28/04/2020,28,4,2020,64,0,Senegal,SN,SEN,15854360,Africa 27/04/2020,27,4,2020,57,2,Senegal,SN,SEN,15854360,Africa @@ -11211,6 +12703,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 06/03/2020,6,3,2020,1,0,Senegal,SN,SEN,15854360,Africa 05/03/2020,5,3,2020,2,0,Senegal,SN,SEN,15854360,Africa 03/03/2020,3,3,2020,1,0,Senegal,SN,SEN,15854360,Africa +08/05/2020,8,5,2020,57,3,Serbia,RS,SRB,6982084,Europe +07/05/2020,7,5,2020,114,3,Serbia,RS,SRB,6982084,Europe +06/05/2020,6,5,2020,120,3,Serbia,RS,SRB,6982084,Europe +05/05/2020,5,5,2020,93,4,Serbia,RS,SRB,6982084,Europe +04/05/2020,4,5,2020,102,4,Serbia,RS,SRB,6982084,Europe +03/05/2020,3,5,2020,157,4,Serbia,RS,SRB,6982084,Europe +02/05/2020,2,5,2020,196,6,Serbia,RS,SRB,6982084,Europe +01/05/2020,1,5,2020,285,6,Serbia,RS,SRB,6982084,Europe +30/04/2020,30,4,2020,227,5,Serbia,RS,SRB,6982084,Europe 29/04/2020,29,4,2020,222,6,Serbia,RS,SRB,6982084,Europe 28/04/2020,28,4,2020,233,6,Serbia,RS,SRB,6982084,Europe 27/04/2020,27,4,2020,263,5,Serbia,RS,SRB,6982084,Europe @@ -11262,6 +12763,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 12/03/2020,12,3,2020,13,0,Serbia,RS,SRB,6982084,Europe 11/03/2020,11,3,2020,4,0,Serbia,RS,SRB,6982084,Europe 07/03/2020,7,3,2020,1,0,Serbia,RS,SRB,6982084,Europe +08/05/2020,8,5,2020,0,0,Seychelles,SC,SYC,96762,Africa +07/05/2020,7,5,2020,0,0,Seychelles,SC,SYC,96762,Africa +06/05/2020,6,5,2020,0,0,Seychelles,SC,SYC,96762,Africa +05/05/2020,5,5,2020,0,0,Seychelles,SC,SYC,96762,Africa +04/05/2020,4,5,2020,0,0,Seychelles,SC,SYC,96762,Africa +03/05/2020,3,5,2020,0,0,Seychelles,SC,SYC,96762,Africa +02/05/2020,2,5,2020,0,0,Seychelles,SC,SYC,96762,Africa +01/05/2020,1,5,2020,0,0,Seychelles,SC,SYC,96762,Africa +30/04/2020,30,4,2020,0,0,Seychelles,SC,SYC,96762,Africa 29/04/2020,29,4,2020,0,0,Seychelles,SC,SYC,96762,Africa 28/04/2020,28,4,2020,0,0,Seychelles,SC,SYC,96762,Africa 27/04/2020,27,4,2020,0,0,Seychelles,SC,SYC,96762,Africa @@ -11308,7 +12818,16 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 17/03/2020,17,3,2020,1,0,Seychelles,SC,SYC,96762,Africa 16/03/2020,16,3,2020,1,0,Seychelles,SC,SYC,96762,Africa 15/03/2020,15,3,2020,2,0,Seychelles,SC,SYC,96762,Africa -29/04/2020,29,4,2020,5,1,Sierra_Leone,SL,SLE,7650154,Africa +08/05/2020,8,5,2020,6,2,Sierra_Leone,SL,SLE,7650154,Africa +07/05/2020,7,5,2020,26,3,Sierra_Leone,SL,SLE,7650154,Africa +06/05/2020,6,5,2020,21,2,Sierra_Leone,SL,SLE,7650154,Africa +05/05/2020,5,5,2020,21,1,Sierra_Leone,SL,SLE,7650154,Africa +04/05/2020,4,5,2020,2,0,Sierra_Leone,SL,SLE,7650154,Africa +03/05/2020,3,5,2020,19,1,Sierra_Leone,SL,SLE,7650154,Africa +02/05/2020,2,5,2020,12,0,Sierra_Leone,SL,SLE,7650154,Africa +01/05/2020,1,5,2020,8,3,Sierra_Leone,SL,SLE,7650154,Africa +30/04/2020,30,4,2020,12,0,Sierra_Leone,SL,SLE,7650154,Africa +29/04/2020,29,4,2020,5,0,Sierra_Leone,SL,SLE,7650154,Africa 28/04/2020,28,4,2020,6,0,Sierra_Leone,SL,SLE,7650154,Africa 27/04/2020,27,4,2020,11,1,Sierra_Leone,SL,SLE,7650154,Africa 26/04/2020,26,4,2020,0,0,Sierra_Leone,SL,SLE,7650154,Africa @@ -11337,6 +12856,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 03/04/2020,3,4,2020,1,0,Sierra_Leone,SL,SLE,7650154,Africa 02/04/2020,2,4,2020,0,0,Sierra_Leone,SL,SLE,7650154,Africa 01/04/2020,1,4,2020,1,0,Sierra_Leone,SL,SLE,7650154,Africa +08/05/2020,8,5,2020,741,0,Singapore,SG,SGP,5638676,Asia +07/05/2020,7,5,2020,788,2,Singapore,SG,SGP,5638676,Asia +06/05/2020,6,5,2020,632,0,Singapore,SG,SGP,5638676,Asia +05/05/2020,5,5,2020,573,0,Singapore,SG,SGP,5638676,Asia +04/05/2020,4,5,2020,657,1,Singapore,SG,SGP,5638676,Asia +03/05/2020,3,5,2020,447,1,Singapore,SG,SGP,5638676,Asia +02/05/2020,2,5,2020,932,1,Singapore,SG,SGP,5638676,Asia +01/05/2020,1,5,2020,528,1,Singapore,SG,SGP,5638676,Asia +30/04/2020,30,4,2020,690,0,Singapore,SG,SGP,5638676,Asia 29/04/2020,29,4,2020,528,0,Singapore,SG,SGP,5638676,Asia 28/04/2020,28,4,2020,799,2,Singapore,SG,SGP,5638676,Asia 27/04/2020,27,4,2020,931,0,Singapore,SG,SGP,5638676,Asia @@ -11458,6 +12986,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Singapore,SG,SGP,5638676,Asia 01/01/2020,1,1,2020,0,0,Singapore,SG,SGP,5638676,Asia 31/12/2019,31,12,2019,0,0,Singapore,SG,SGP,5638676,Asia +08/05/2020,8,5,2020,0,0,Sint_Maarten,SX,SXM,41486,America +07/05/2020,7,5,2020,0,0,Sint_Maarten,SX,SXM,41486,America +06/05/2020,6,5,2020,0,1,Sint_Maarten,SX,SXM,41486,America +05/05/2020,5,5,2020,0,0,Sint_Maarten,SX,SXM,41486,America +04/05/2020,4,5,2020,0,0,Sint_Maarten,SX,SXM,41486,America +03/05/2020,3,5,2020,0,0,Sint_Maarten,SX,SXM,41486,America +02/05/2020,2,5,2020,0,0,Sint_Maarten,SX,SXM,41486,America +01/05/2020,1,5,2020,0,0,Sint_Maarten,SX,SXM,41486,America +30/04/2020,30,4,2020,1,0,Sint_Maarten,SX,SXM,41486,America 29/04/2020,29,4,2020,0,0,Sint_Maarten,SX,SXM,41486,America 28/04/2020,28,4,2020,1,0,Sint_Maarten,SX,SXM,41486,America 27/04/2020,27,4,2020,1,1,Sint_Maarten,SX,SXM,41486,America @@ -11493,6 +13030,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 27/03/2020,27,3,2020,0,0,Sint_Maarten,SX,SXM,41486,America 26/03/2020,26,3,2020,1,0,Sint_Maarten,SX,SXM,41486,America 03/03/2020,3,3,2020,1,0,Sint_Maarten,SX,SXM,41486,America +08/05/2020,8,5,2020,16,1,Slovakia,SK,SVK,5447011,Europe +07/05/2020,7,5,2020,8,0,Slovakia,SK,SVK,5447011,Europe +06/05/2020,6,5,2020,8,0,Slovakia,SK,SVK,5447011,Europe +05/05/2020,5,5,2020,5,1,Slovakia,SK,SVK,5447011,Europe +04/05/2020,4,5,2020,1,0,Slovakia,SK,SVK,5447011,Europe +03/05/2020,3,5,2020,4,1,Slovakia,SK,SVK,5447011,Europe +02/05/2020,2,5,2020,7,0,Slovakia,SK,SVK,5447011,Europe +01/05/2020,1,5,2020,5,1,Slovakia,SK,SVK,5447011,Europe +30/04/2020,30,4,2020,7,2,Slovakia,SK,SVK,5447011,Europe 29/04/2020,29,4,2020,3,2,Slovakia,SK,SVK,5447011,Europe 28/04/2020,28,4,2020,2,0,Slovakia,SK,SVK,5447011,Europe 27/04/2020,27,4,2020,6,1,Slovakia,SK,SVK,5447011,Europe @@ -11546,6 +13092,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 09/03/2020,9,3,2020,2,0,Slovakia,SK,SVK,5447011,Europe 08/03/2020,8,3,2020,2,0,Slovakia,SK,SVK,5447011,Europe 07/03/2020,7,3,2020,1,0,Slovakia,SK,SVK,5447011,Europe +08/05/2020,8,5,2020,1,0,Slovenia,SI,SVN,2067372,Europe +07/05/2020,7,5,2020,3,1,Slovenia,SI,SVN,2067372,Europe +06/05/2020,6,5,2020,6,1,Slovenia,SI,SVN,2067372,Europe +05/05/2020,5,5,2020,0,1,Slovenia,SI,SVN,2067372,Europe +04/05/2020,4,5,2020,0,2,Slovenia,SI,SVN,2067372,Europe +03/05/2020,3,5,2020,5,1,Slovenia,SI,SVN,2067372,Europe +02/05/2020,2,5,2020,5,2,Slovenia,SI,SVN,2067372,Europe +01/05/2020,1,5,2020,11,2,Slovenia,SI,SVN,2067372,Europe +30/04/2020,30,4,2020,10,3,Slovenia,SI,SVN,2067372,Europe 29/04/2020,29,4,2020,1,3,Slovenia,SI,SVN,2067372,Europe 28/04/2020,28,4,2020,0,1,Slovenia,SI,SVN,2067372,Europe 27/04/2020,27,4,2020,19,1,Slovenia,SI,SVN,2067372,Europe @@ -11601,6 +13156,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 07/03/2020,7,3,2020,3,0,Slovenia,SI,SVN,2067372,Europe 06/03/2020,6,3,2020,5,0,Slovenia,SI,SVN,2067372,Europe 05/03/2020,5,3,2020,1,0,Slovenia,SI,SVN,2067372,Europe +08/05/2020,8,5,2020,55,5,Somalia,SO,SOM,15008154,Africa +07/05/2020,7,5,2020,38,1,Somalia,SO,SOM,15008154,Africa +06/05/2020,6,5,2020,79,3,Somalia,SO,SOM,15008154,Africa +05/05/2020,5,5,2020,34,3,Somalia,SO,SOM,15008154,Africa +04/05/2020,4,5,2020,51,1,Somalia,SO,SOM,15008154,Africa +03/05/2020,3,5,2020,70,3,Somalia,SO,SOM,15008154,Africa +02/05/2020,2,5,2020,0,0,Somalia,SO,SOM,15008154,Africa +01/05/2020,1,5,2020,19,0,Somalia,SO,SOM,15008154,Africa +30/04/2020,30,4,2020,54,0,Somalia,SO,SOM,15008154,Africa 29/04/2020,29,4,2020,48,2,Somalia,SO,SOM,15008154,Africa 28/04/2020,28,4,2020,44,3,Somalia,SO,SOM,15008154,Africa 27/04/2020,27,4,2020,46,5,Somalia,SO,SOM,15008154,Africa @@ -11645,6 +13209,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 19/03/2020,19,3,2020,0,0,Somalia,SO,SOM,15008154,Africa 18/03/2020,18,3,2020,0,0,Somalia,SO,SOM,15008154,Africa 17/03/2020,17,3,2020,1,0,Somalia,SO,SOM,15008154,Africa +08/05/2020,8,5,2020,424,8,South_Africa,ZA,ZAF,57779622,Africa +07/05/2020,7,5,2020,236,5,South_Africa,ZA,ZAF,57779622,Africa +06/05/2020,6,5,2020,352,10,South_Africa,ZA,ZAF,57779622,Africa +05/05/2020,5,5,2020,437,7,South_Africa,ZA,ZAF,57779622,Africa +04/05/2020,4,5,2020,447,8,South_Africa,ZA,ZAF,57779622,Africa +03/05/2020,3,5,2020,385,7,South_Africa,ZA,ZAF,57779622,Africa +02/05/2020,2,5,2020,304,13,South_Africa,ZA,ZAF,57779622,Africa +01/05/2020,1,5,2020,297,0,South_Africa,ZA,ZAF,57779622,Africa +30/04/2020,30,4,2020,354,10,South_Africa,ZA,ZAF,57779622,Africa 29/04/2020,29,4,2020,203,3,South_Africa,ZA,ZAF,57779622,Africa 28/04/2020,28,4,2020,247,3,South_Africa,ZA,ZAF,57779622,Africa 27/04/2020,27,4,2020,185,1,South_Africa,ZA,ZAF,57779622,Africa @@ -11698,6 +13271,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 09/03/2020,9,3,2020,1,0,South_Africa,ZA,ZAF,57779622,Africa 08/03/2020,8,3,2020,1,0,South_Africa,ZA,ZAF,57779622,Africa 06/03/2020,6,3,2020,1,0,South_Africa,ZA,ZAF,57779622,Africa +08/05/2020,8,5,2020,12,0,South_Korea,KR,KOR,51635256,Asia +07/05/2020,7,5,2020,4,1,South_Korea,KR,KOR,51635256,Asia +06/05/2020,6,5,2020,2,1,South_Korea,KR,KOR,51635256,Asia +05/05/2020,5,5,2020,3,2,South_Korea,KR,KOR,51635256,Asia +04/05/2020,4,5,2020,8,2,South_Korea,KR,KOR,51635256,Asia +03/05/2020,3,5,2020,13,0,South_Korea,KR,KOR,51635256,Asia +02/05/2020,2,5,2020,6,2,South_Korea,KR,KOR,51635256,Asia +01/05/2020,1,5,2020,9,1,South_Korea,KR,KOR,51635256,Asia +30/04/2020,30,4,2020,4,1,South_Korea,KR,KOR,51635256,Asia 29/04/2020,29,4,2020,9,2,South_Korea,KR,KOR,51635256,Asia 28/04/2020,28,4,2020,14,1,South_Korea,KR,KOR,51635256,Asia 27/04/2020,27,4,2020,10,1,South_Korea,KR,KOR,51635256,Asia @@ -11819,6 +13401,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,South_Korea,KR,KOR,51635256,Asia 01/01/2020,1,1,2020,0,0,South_Korea,KR,KOR,51635256,Asia 31/12/2019,31,12,2019,0,0,South_Korea,KR,KOR,51635256,Asia +08/05/2020,8,5,2020,16,0,South_Sudan,SS,SSD,10975920,Africa +07/05/2020,7,5,2020,22,0,South_Sudan,SS,SSD,10975920,Africa +06/05/2020,6,5,2020,6,0,South_Sudan,SS,SSD,10975920,Africa +05/05/2020,5,5,2020,0,0,South_Sudan,SS,SSD,10975920,Africa +04/05/2020,4,5,2020,1,0,South_Sudan,SS,SSD,10975920,Africa +03/05/2020,3,5,2020,0,0,South_Sudan,SS,SSD,10975920,Africa +02/05/2020,2,5,2020,10,0,South_Sudan,SS,SSD,10975920,Africa +01/05/2020,1,5,2020,1,0,South_Sudan,SS,SSD,10975920,Africa +30/04/2020,30,4,2020,0,0,South_Sudan,SS,SSD,10975920,Africa 29/04/2020,29,4,2020,28,0,South_Sudan,SS,SSD,10975920,Africa 28/04/2020,28,4,2020,0,0,South_Sudan,SS,SSD,10975920,Africa 27/04/2020,27,4,2020,1,0,South_Sudan,SS,SSD,10975920,Africa @@ -11843,6 +13434,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 08/04/2020,8,4,2020,0,0,South_Sudan,SS,SSD,10975920,Africa 07/04/2020,7,4,2020,0,0,South_Sudan,SS,SSD,10975920,Africa 06/04/2020,6,4,2020,1,0,South_Sudan,SS,SSD,10975920,Africa +07/05/2020,7,5,2020,1122,213,Spain,ES,ESP,46723749,Europe +06/05/2020,6,5,2020,996,244,Spain,ES,ESP,46723749,Europe +05/05/2020,5,5,2020,1318,185,Spain,ES,ESP,46723749,Europe +04/05/2020,4,5,2020,545,164,Spain,ES,ESP,46723749,Europe +03/05/2020,3,5,2020,884,164,Spain,ES,ESP,46723749,Europe +02/05/2020,2,5,2020,1366,276,Spain,ES,ESP,46723749,Europe +01/05/2020,1,5,2020,1781,281,Spain,ES,ESP,46723749,Europe +30/04/2020,30,4,2020,518,268,Spain,ES,ESP,46723749,Europe +29/04/2020,29,4,2020,2144,453,Spain,ES,ESP,46723749,Europe 28/04/2020,28,4,2020,1308,632,Spain,ES,ESP,46723749,Europe 27/04/2020,27,4,2020,1831,0,Spain,ES,ESP,46723749,Europe 26/04/2020,26,4,2020,1729,288,Spain,ES,ESP,46723749,Europe @@ -11963,6 +13563,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Spain,ES,ESP,46723749,Europe 01/01/2020,1,1,2020,0,0,Spain,ES,ESP,46723749,Europe 31/12/2019,31,12,2019,0,0,Spain,ES,ESP,46723749,Europe +08/05/2020,8,5,2020,27,0,Sri_Lanka,LK,LKA,21670000,Asia +07/05/2020,7,5,2020,26,0,Sri_Lanka,LK,LKA,21670000,Asia +06/05/2020,6,5,2020,16,1,Sri_Lanka,LK,LKA,21670000,Asia +05/05/2020,5,5,2020,37,1,Sri_Lanka,LK,LKA,21670000,Asia +04/05/2020,4,5,2020,13,0,Sri_Lanka,LK,LKA,21670000,Asia +03/05/2020,3,5,2020,15,0,Sri_Lanka,LK,LKA,21670000,Asia +02/05/2020,2,5,2020,25,0,Sri_Lanka,LK,LKA,21670000,Asia +01/05/2020,1,5,2020,16,0,Sri_Lanka,LK,LKA,21670000,Asia +30/04/2020,30,4,2020,30,0,Sri_Lanka,LK,LKA,21670000,Asia 29/04/2020,29,4,2020,31,0,Sri_Lanka,LK,LKA,21670000,Asia 28/04/2020,28,4,2020,65,0,Sri_Lanka,LK,LKA,21670000,Asia 27/04/2020,27,4,2020,61,0,Sri_Lanka,LK,LKA,21670000,Asia @@ -12075,6 +13684,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Sri_Lanka,LK,LKA,21670000,Asia 01/01/2020,1,1,2020,0,0,Sri_Lanka,LK,LKA,21670000,Asia 31/12/2019,31,12,2019,0,0,Sri_Lanka,LK,LKA,21670000,Asia +08/05/2020,8,5,2020,78,3,Sudan,SD,SDN,41801533,Africa +07/05/2020,7,5,2020,74,4,Sudan,SD,SDN,41801533,Africa +06/05/2020,6,5,2020,100,4,Sudan,SD,SDN,41801533,Africa +05/05/2020,5,5,2020,0,0,Sudan,SD,SDN,41801533,Africa +04/05/2020,4,5,2020,86,0,Sudan,SD,SDN,41801533,Africa +03/05/2020,3,5,2020,150,10,Sudan,SD,SDN,41801533,Africa +02/05/2020,2,5,2020,0,0,Sudan,SD,SDN,41801533,Africa +01/05/2020,1,5,2020,67,3,Sudan,SD,SDN,41801533,Africa +30/04/2020,30,4,2020,57,3,Sudan,SD,SDN,41801533,Africa 29/04/2020,29,4,2020,43,3,Sudan,SD,SDN,41801533,Africa 28/04/2020,28,4,2020,38,1,Sudan,SD,SDN,41801533,Africa 27/04/2020,27,4,2020,24,4,Sudan,SD,SDN,41801533,Africa @@ -12122,6 +13740,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 16/03/2020,16,3,2020,0,0,Sudan,SD,SDN,41801533,Africa 15/03/2020,15,3,2020,0,1,Sudan,SD,SDN,41801533,Africa 14/03/2020,14,3,2020,1,0,Sudan,SD,SDN,41801533,Africa +08/05/2020,8,5,2020,0,0,Suriname,SR,SUR,575991,America +07/05/2020,7,5,2020,0,0,Suriname,SR,SUR,575991,America +06/05/2020,6,5,2020,0,0,Suriname,SR,SUR,575991,America +05/05/2020,5,5,2020,0,0,Suriname,SR,SUR,575991,America +04/05/2020,4,5,2020,0,0,Suriname,SR,SUR,575991,America +03/05/2020,3,5,2020,0,0,Suriname,SR,SUR,575991,America +02/05/2020,2,5,2020,0,0,Suriname,SR,SUR,575991,America +01/05/2020,1,5,2020,0,0,Suriname,SR,SUR,575991,America +30/04/2020,30,4,2020,0,0,Suriname,SR,SUR,575991,America 29/04/2020,29,4,2020,0,0,Suriname,SR,SUR,575991,America 28/04/2020,28,4,2020,0,0,Suriname,SR,SUR,575991,America 27/04/2020,27,4,2020,0,0,Suriname,SR,SUR,575991,America @@ -12163,6 +13790,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 22/03/2020,22,3,2020,4,0,Suriname,SR,SUR,575991,America 21/03/2020,21,3,2020,0,0,Suriname,SR,SUR,575991,America 15/03/2020,15,3,2020,1,0,Suriname,SR,SUR,575991,America +08/05/2020,8,5,2020,705,99,Sweden,SE,SWE,10183175,Europe +07/05/2020,7,5,2020,702,87,Sweden,SE,SWE,10183175,Europe +06/05/2020,6,5,2020,495,85,Sweden,SE,SWE,10183175,Europe +05/05/2020,5,5,2020,404,90,Sweden,SE,SWE,10183175,Europe +04/05/2020,4,5,2020,235,10,Sweden,SE,SWE,10183175,Europe +03/05/2020,3,5,2020,562,16,Sweden,SE,SWE,10183175,Europe +02/05/2020,2,5,2020,428,67,Sweden,SE,SWE,10183175,Europe +01/05/2020,1,5,2020,790,124,Sweden,SE,SWE,10183175,Europe +30/04/2020,30,4,2020,681,107,Sweden,SE,SWE,10183175,Europe 29/04/2020,29,4,2020,695,81,Sweden,SE,SWE,10183175,Europe 28/04/2020,28,4,2020,286,80,Sweden,SE,SWE,10183175,Europe 27/04/2020,27,4,2020,463,2,Sweden,SE,SWE,10183175,Europe @@ -12284,6 +13920,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Sweden,SE,SWE,10183175,Europe 01/01/2020,1,1,2020,0,0,Sweden,SE,SWE,10183175,Europe 31/12/2019,31,12,2019,0,0,Sweden,SE,SWE,10183175,Europe +08/05/2020,8,5,2020,66,13,Switzerland,CH,CHE,8516543,Europe +07/05/2020,7,5,2020,51,22,Switzerland,CH,CHE,8516543,Europe +06/05/2020,6,5,2020,28,6,Switzerland,CH,CHE,8516543,Europe +05/05/2020,5,5,2020,76,4,Switzerland,CH,CHE,8516543,Europe +04/05/2020,4,5,2020,88,6,Switzerland,CH,CHE,8516543,Europe +03/05/2020,3,5,2020,112,32,Switzerland,CH,CHE,8516543,Europe +02/05/2020,2,5,2020,119,12,Switzerland,CH,CHE,8516543,Europe +01/05/2020,1,5,2020,179,15,Switzerland,CH,CHE,8516543,Europe +30/04/2020,30,4,2020,143,28,Switzerland,CH,CHE,8516543,Europe 29/04/2020,29,4,2020,100,27,Switzerland,CH,CHE,8516543,Europe 28/04/2020,28,4,2020,103,16,Switzerland,CH,CHE,8516543,Europe 27/04/2020,27,4,2020,167,8,Switzerland,CH,CHE,8516543,Europe @@ -12405,6 +14050,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Switzerland,CH,CHE,8516543,Europe 01/01/2020,1,1,2020,0,0,Switzerland,CH,CHE,8516543,Europe 31/12/2019,31,12,2019,0,0,Switzerland,CH,CHE,8516543,Europe +08/05/2020,8,5,2020,0,0,Syria,SY,SYR,16906283,Asia +07/05/2020,7,5,2020,1,0,Syria,SY,SYR,16906283,Asia +06/05/2020,6,5,2020,0,0,Syria,SY,SYR,16906283,Asia +05/05/2020,5,5,2020,0,0,Syria,SY,SYR,16906283,Asia +04/05/2020,4,5,2020,0,0,Syria,SY,SYR,16906283,Asia +03/05/2020,3,5,2020,0,0,Syria,SY,SYR,16906283,Asia +02/05/2020,2,5,2020,1,0,Syria,SY,SYR,16906283,Asia +01/05/2020,1,5,2020,0,0,Syria,SY,SYR,16906283,Asia +30/04/2020,30,4,2020,0,0,Syria,SY,SYR,16906283,Asia 29/04/2020,29,4,2020,0,0,Syria,SY,SYR,16906283,Asia 28/04/2020,28,4,2020,0,0,Syria,SY,SYR,16906283,Asia 27/04/2020,27,4,2020,1,0,Syria,SY,SYR,16906283,Asia @@ -12443,6 +14097,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 25/03/2020,25,3,2020,0,0,Syria,SY,SYR,16906283,Asia 24/03/2020,24,3,2020,0,0,Syria,SY,SYR,16906283,Asia 23/03/2020,23,3,2020,1,0,Syria,SY,SYR,16906283,Asia +08/05/2020,8,5,2020,1,0,Taiwan,TW,TWN,23780452,Asia +07/05/2020,7,5,2020,1,0,Taiwan,TW,TWN,23780452,Asia +06/05/2020,6,5,2020,0,0,Taiwan,TW,TWN,23780452,Asia +05/05/2020,5,5,2020,2,0,Taiwan,TW,TWN,23780452,Asia +04/05/2020,4,5,2020,4,0,Taiwan,TW,TWN,23780452,Asia +03/05/2020,3,5,2020,3,0,Taiwan,TW,TWN,23780452,Asia +02/05/2020,2,5,2020,0,0,Taiwan,TW,TWN,23780452,Asia +01/05/2020,1,5,2020,0,0,Taiwan,TW,TWN,23780452,Asia +30/04/2020,30,4,2020,0,0,Taiwan,TW,TWN,23780452,Asia 29/04/2020,29,4,2020,0,0,Taiwan,TW,TWN,23780452,Asia 28/04/2020,28,4,2020,0,0,Taiwan,TW,TWN,23780452,Asia 27/04/2020,27,4,2020,0,0,Taiwan,TW,TWN,23780452,Asia @@ -12562,6 +14225,23 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Taiwan,TW,TWN,23780452,Asia 01/01/2020,1,1,2020,0,0,Taiwan,TW,TWN,23780452,Asia 31/12/2019,31,12,2019,0,0,Taiwan,TW,TWN,23780452,Asia +08/05/2020,8,5,2020,82,4,Tajikistan,TJ,TJK,9100837,Asia +07/05/2020,7,5,2020,86,3,Tajikistan,TJ,TJK,9100837,Asia +06/05/2020,6,5,2020,63,2,Tajikistan,TJ,TJK,9100837,Asia +05/05/2020,5,5,2020,154,1,Tajikistan,TJ,TJK,9100837,Asia +04/05/2020,4,5,2020,44,2,Tajikistan,TJ,TJK,9100837,Asia +03/05/2020,3,5,2020,17,0,Tajikistan,TJ,TJK,9100837,Asia +02/05/2020,2,5,2020,0,0,Tajikistan,TJ,TJK,9100837,Asia +01/05/2020,1,5,2020,15,0,Tajikistan,TJ,TJK,9100837,Asia +08/05/2020,8,5,2020,3,0,Thailand,TH,THA,69428524,Asia +07/05/2020,7,5,2020,1,1,Thailand,TH,THA,69428524,Asia +06/05/2020,6,5,2020,1,0,Thailand,TH,THA,69428524,Asia +05/05/2020,5,5,2020,18,0,Thailand,TH,THA,69428524,Asia +04/05/2020,4,5,2020,3,0,Thailand,TH,THA,69428524,Asia +03/05/2020,3,5,2020,6,0,Thailand,TH,THA,69428524,Asia +02/05/2020,2,5,2020,0,0,Thailand,TH,THA,69428524,Asia +01/05/2020,1,5,2020,6,0,Thailand,TH,THA,69428524,Asia +30/04/2020,30,4,2020,16,0,Thailand,TH,THA,69428524,Asia 29/04/2020,29,4,2020,0,0,Thailand,TH,THA,69428524,Asia 28/04/2020,28,4,2020,16,3,Thailand,TH,THA,69428524,Asia 27/04/2020,27,4,2020,0,0,Thailand,TH,THA,69428524,Asia @@ -12676,6 +14356,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Thailand,TH,THA,69428524,Asia 01/01/2020,1,1,2020,0,0,Thailand,TH,THA,69428524,Asia 31/12/2019,31,12,2019,0,0,Thailand,TH,THA,69428524,Asia +08/05/2020,8,5,2020,0,0,Timor_Leste,TL,TLS,1267972,Asia +07/05/2020,7,5,2020,0,0,Timor_Leste,TL,TLS,1267972,Asia +06/05/2020,6,5,2020,0,0,Timor_Leste,TL,TLS,1267972,Asia +05/05/2020,5,5,2020,0,0,Timor_Leste,TL,TLS,1267972,Asia +04/05/2020,4,5,2020,0,0,Timor_Leste,TL,TLS,1267972,Asia +03/05/2020,3,5,2020,0,0,Timor_Leste,TL,TLS,1267972,Asia +02/05/2020,2,5,2020,0,0,Timor_Leste,TL,TLS,1267972,Asia +01/05/2020,1,5,2020,0,0,Timor_Leste,TL,TLS,1267972,Asia +30/04/2020,30,4,2020,0,0,Timor_Leste,TL,TLS,1267972,Asia 29/04/2020,29,4,2020,0,0,Timor_Leste,TL,TLS,1267972,Asia 28/04/2020,28,4,2020,0,0,Timor_Leste,TL,TLS,1267972,Asia 27/04/2020,27,4,2020,0,0,Timor_Leste,TL,TLS,1267972,Asia @@ -12715,6 +14404,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 24/03/2020,24,3,2020,0,0,Timor_Leste,TL,TLS,1267972,Asia 23/03/2020,23,3,2020,0,0,Timor_Leste,TL,TLS,1267972,Asia 22/03/2020,22,3,2020,1,0,Timor_Leste,TL,TLS,1267972,Asia +08/05/2020,8,5,2020,7,0,Togo,TG,TGO,7889094,Africa +07/05/2020,7,5,2020,0,0,Togo,TG,TGO,7889094,Africa +06/05/2020,6,5,2020,2,0,Togo,TG,TGO,7889094,Africa +05/05/2020,5,5,2020,2,0,Togo,TG,TGO,7889094,Africa +04/05/2020,4,5,2020,1,0,Togo,TG,TGO,7889094,Africa +03/05/2020,3,5,2020,0,0,Togo,TG,TGO,7889094,Africa +02/05/2020,2,5,2020,7,0,Togo,TG,TGO,7889094,Africa +01/05/2020,1,5,2020,7,2,Togo,TG,TGO,7889094,Africa +30/04/2020,30,4,2020,10,1,Togo,TG,TGO,7889094,Africa 29/04/2020,29,4,2020,0,0,Togo,TG,TGO,7889094,Africa 28/04/2020,28,4,2020,1,0,Togo,TG,TGO,7889094,Africa 27/04/2020,27,4,2020,2,0,Togo,TG,TGO,7889094,Africa @@ -12762,6 +14460,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 16/03/2020,16,3,2020,0,0,Togo,TG,TGO,7889094,Africa 15/03/2020,15,3,2020,0,0,Togo,TG,TGO,7889094,Africa 07/03/2020,7,3,2020,1,0,Togo,TG,TGO,7889094,Africa +08/05/2020,8,5,2020,0,0,Trinidad_and_Tobago,TT,TTO,1389858,America +07/05/2020,7,5,2020,0,0,Trinidad_and_Tobago,TT,TTO,1389858,America +06/05/2020,6,5,2020,0,0,Trinidad_and_Tobago,TT,TTO,1389858,America +05/05/2020,5,5,2020,0,0,Trinidad_and_Tobago,TT,TTO,1389858,America +04/05/2020,4,5,2020,0,0,Trinidad_and_Tobago,TT,TTO,1389858,America +03/05/2020,3,5,2020,0,0,Trinidad_and_Tobago,TT,TTO,1389858,America +02/05/2020,2,5,2020,0,0,Trinidad_and_Tobago,TT,TTO,1389858,America +01/05/2020,1,5,2020,0,0,Trinidad_and_Tobago,TT,TTO,1389858,America +30/04/2020,30,4,2020,0,0,Trinidad_and_Tobago,TT,TTO,1389858,America 29/04/2020,29,4,2020,0,0,Trinidad_and_Tobago,TT,TTO,1389858,America 28/04/2020,28,4,2020,0,0,Trinidad_and_Tobago,TT,TTO,1389858,America 27/04/2020,27,4,2020,1,0,Trinidad_and_Tobago,TT,TTO,1389858,America @@ -12810,6 +14517,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 15/03/2020,15,3,2020,0,0,Trinidad_and_Tobago,TT,TTO,1389858,America 14/03/2020,14,3,2020,1,0,Trinidad_and_Tobago,TT,TTO,1389858,America 13/03/2020,13,3,2020,1,0,Trinidad_and_Tobago,TT,TTO,1389858,America +08/05/2020,8,5,2020,1,1,Tunisia,TN,TUN,11565204,Africa +07/05/2020,7,5,2020,3,0,Tunisia,TN,TUN,11565204,Africa +06/05/2020,6,5,2020,4,0,Tunisia,TN,TUN,11565204,Africa +05/05/2020,5,5,2020,5,1,Tunisia,TN,TUN,11565204,Africa +04/05/2020,4,5,2020,4,0,Tunisia,TN,TUN,11565204,Africa +03/05/2020,3,5,2020,11,1,Tunisia,TN,TUN,11565204,Africa +02/05/2020,2,5,2020,4,1,Tunisia,TN,TUN,11565204,Africa +01/05/2020,1,5,2020,14,0,Tunisia,TN,TUN,11565204,Africa +30/04/2020,30,4,2020,5,0,Tunisia,TN,TUN,11565204,Africa 29/04/2020,29,4,2020,8,1,Tunisia,TN,TUN,11565204,Africa 28/04/2020,28,4,2020,18,1,Tunisia,TN,TUN,11565204,Africa 27/04/2020,27,4,2020,10,0,Tunisia,TN,TUN,11565204,Africa @@ -12862,6 +14578,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 11/03/2020,11,3,2020,3,0,Tunisia,TN,TUN,11565204,Africa 10/03/2020,10,3,2020,1,0,Tunisia,TN,TUN,11565204,Africa 03/03/2020,3,3,2020,1,0,Tunisia,TN,TUN,11565204,Africa +08/05/2020,8,5,2020,1977,57,Turkey,TR,TUR,82319724,Asia +07/05/2020,7,5,2020,2253,64,Turkey,TR,TUR,82319724,Asia +06/05/2020,6,5,2020,1832,59,Turkey,TR,TUR,82319724,Asia +05/05/2020,5,5,2020,1614,64,Turkey,TR,TUR,82319724,Asia +04/05/2020,4,5,2020,1670,61,Turkey,TR,TUR,82319724,Asia +03/05/2020,3,5,2020,1983,78,Turkey,TR,TUR,82319724,Asia +02/05/2020,2,5,2020,2188,84,Turkey,TR,TUR,82319724,Asia +01/05/2020,1,5,2020,2615,93,Turkey,TR,TUR,82319724,Asia +30/04/2020,30,4,2020,2936,89,Turkey,TR,TUR,82319724,Asia 29/04/2020,29,4,2020,2392,92,Turkey,TR,TUR,82319724,Asia 28/04/2020,28,4,2020,2131,95,Turkey,TR,TUR,82319724,Asia 27/04/2020,27,4,2020,2357,99,Turkey,TR,TUR,82319724,Asia @@ -12909,6 +14634,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 16/03/2020,16,3,2020,16,0,Turkey,TR,TUR,82319724,Asia 13/03/2020,13,3,2020,1,0,Turkey,TR,TUR,82319724,Asia 12/03/2020,12,3,2020,1,0,Turkey,TR,TUR,82319724,Asia +08/05/2020,8,5,2020,0,0,Turks_and_Caicos_islands,TC,TCA,31458,America +07/05/2020,7,5,2020,0,0,Turks_and_Caicos_islands,TC,TCA,31458,America +06/05/2020,6,5,2020,0,0,Turks_and_Caicos_islands,TC,TCA,31458,America +05/05/2020,5,5,2020,0,0,Turks_and_Caicos_islands,TC,TCA,31458,America +04/05/2020,4,5,2020,0,0,Turks_and_Caicos_islands,TC,TCA,31458,America +03/05/2020,3,5,2020,0,0,Turks_and_Caicos_islands,TC,TCA,31458,America +02/05/2020,2,5,2020,0,0,Turks_and_Caicos_islands,TC,TCA,31458,America +01/05/2020,1,5,2020,0,0,Turks_and_Caicos_islands,TC,TCA,31458,America +30/04/2020,30,4,2020,0,0,Turks_and_Caicos_islands,TC,TCA,31458,America 29/04/2020,29,4,2020,0,0,Turks_and_Caicos_islands,TC,TCA,31458,America 28/04/2020,28,4,2020,1,0,Turks_and_Caicos_islands,TC,TCA,31458,America 27/04/2020,27,4,2020,0,0,Turks_and_Caicos_islands,TC,TCA,31458,America @@ -12945,6 +14679,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 27/03/2020,27,3,2020,1,0,Turks_and_Caicos_islands,TC,TCA,31458,America 26/03/2020,26,3,2020,0,0,Turks_and_Caicos_islands,TC,TCA,31458,America 25/03/2020,25,3,2020,1,0,Turks_and_Caicos_islands,TC,TCA,31458,America +08/05/2020,8,5,2020,3,0,Uganda,UG,UGA,42723139,Africa +07/05/2020,7,5,2020,0,0,Uganda,UG,UGA,42723139,Africa +06/05/2020,6,5,2020,1,0,Uganda,UG,UGA,42723139,Africa +05/05/2020,5,5,2020,8,0,Uganda,UG,UGA,42723139,Africa +04/05/2020,4,5,2020,1,0,Uganda,UG,UGA,42723139,Africa +03/05/2020,3,5,2020,3,0,Uganda,UG,UGA,42723139,Africa +02/05/2020,2,5,2020,2,0,Uganda,UG,UGA,42723139,Africa +01/05/2020,1,5,2020,2,0,Uganda,UG,UGA,42723139,Africa +30/04/2020,30,4,2020,2,0,Uganda,UG,UGA,42723139,Africa 29/04/2020,29,4,2020,0,0,Uganda,UG,UGA,42723139,Africa 28/04/2020,28,4,2020,0,0,Uganda,UG,UGA,42723139,Africa 27/04/2020,27,4,2020,4,0,Uganda,UG,UGA,42723139,Africa @@ -12984,6 +14727,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 24/03/2020,24,3,2020,8,0,Uganda,UG,UGA,42723139,Africa 23/03/2020,23,3,2020,0,0,Uganda,UG,UGA,42723139,Africa 22/03/2020,22,3,2020,1,0,Uganda,UG,UGA,42723139,Africa +08/05/2020,8,5,2020,507,13,Ukraine,UA,UKR,44622516,Europe +07/05/2020,7,5,2020,487,11,Ukraine,UA,UKR,44622516,Europe +06/05/2020,6,5,2020,366,13,Ukraine,UA,UKR,44622516,Europe +05/05/2020,5,5,2020,418,15,Ukraine,UA,UKR,44622516,Europe +04/05/2020,4,5,2020,502,9,Ukraine,UA,UKR,44622516,Europe +03/05/2020,3,5,2020,0,0,Ukraine,UA,UKR,44622516,Europe +02/05/2020,2,5,2020,1545,29,Ukraine,UA,UKR,44622516,Europe +01/05/2020,1,5,2020,0,0,Ukraine,UA,UKR,44622516,Europe +30/04/2020,30,4,2020,456,11,Ukraine,UA,UKR,44622516,Europe 29/04/2020,29,4,2020,401,19,Ukraine,UA,UKR,44622516,Europe 28/04/2020,28,4,2020,0,0,Ukraine,UA,UKR,44622516,Europe 27/04/2020,27,4,2020,392,11,Ukraine,UA,UKR,44622516,Europe @@ -13031,6 +14783,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 16/03/2020,16,3,2020,0,0,Ukraine,UA,UKR,44622516,Europe 13/03/2020,13,3,2020,2,0,Ukraine,UA,UKR,44622516,Europe 04/03/2020,4,3,2020,1,0,Ukraine,UA,UKR,44622516,Europe +08/05/2020,8,5,2020,502,8,United_Arab_Emirates,AE,ARE,9630959,Asia +07/05/2020,7,5,2020,546,11,United_Arab_Emirates,AE,ARE,9630959,Asia +06/05/2020,6,5,2020,462,9,United_Arab_Emirates,AE,ARE,9630959,Asia +05/05/2020,5,5,2020,567,11,United_Arab_Emirates,AE,ARE,9630959,Asia +04/05/2020,4,5,2020,564,7,United_Arab_Emirates,AE,ARE,9630959,Asia +03/05/2020,3,5,2020,561,8,United_Arab_Emirates,AE,ARE,9630959,Asia +02/05/2020,2,5,2020,557,6,United_Arab_Emirates,AE,ARE,9630959,Asia +01/05/2020,1,5,2020,552,7,United_Arab_Emirates,AE,ARE,9630959,Asia +30/04/2020,30,4,2020,549,9,United_Arab_Emirates,AE,ARE,9630959,Asia 29/04/2020,29,4,2020,541,7,United_Arab_Emirates,AE,ARE,9630959,Asia 28/04/2020,28,4,2020,490,6,United_Arab_Emirates,AE,ARE,9630959,Asia 27/04/2020,27,4,2020,536,12,United_Arab_Emirates,AE,ARE,9630959,Asia @@ -13146,61 +14907,70 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,United_Arab_Emirates,AE,ARE,9630959,Asia 01/01/2020,1,1,2020,0,0,United_Arab_Emirates,AE,ARE,9630959,Asia 31/12/2019,31,12,2019,0,0,United_Arab_Emirates,AE,ARE,9630959,Asia -29/04/2020,29,4,2020,3996,586,United_Kingdom,UK,GBR,66488991,Europe -28/04/2020,28,4,2020,4309,360,United_Kingdom,UK,GBR,66488991,Europe -27/04/2020,27,4,2020,4463,413,United_Kingdom,UK,GBR,66488991,Europe -26/04/2020,26,4,2020,4913,813,United_Kingdom,UK,GBR,66488991,Europe -25/04/2020,25,4,2020,5386,768,United_Kingdom,UK,GBR,66488991,Europe -24/04/2020,24,4,2020,4583,638,United_Kingdom,UK,GBR,66488991,Europe -23/04/2020,23,4,2020,4451,763,United_Kingdom,UK,GBR,66488991,Europe -22/04/2020,22,4,2020,4301,828,United_Kingdom,UK,GBR,66488991,Europe -21/04/2020,21,4,2020,4676,449,United_Kingdom,UK,GBR,66488991,Europe -20/04/2020,20,4,2020,5850,596,United_Kingdom,UK,GBR,66488991,Europe -19/04/2020,19,4,2020,5525,888,United_Kingdom,UK,GBR,66488991,Europe -18/04/2020,18,4,2020,5599,847,United_Kingdom,UK,GBR,66488991,Europe -17/04/2020,17,4,2020,4617,861,United_Kingdom,UK,GBR,66488991,Europe -16/04/2020,16,4,2020,4603,761,United_Kingdom,UK,GBR,66488991,Europe -15/04/2020,15,4,2020,5252,778,United_Kingdom,UK,GBR,66488991,Europe -14/04/2020,14,4,2020,4342,717,United_Kingdom,UK,GBR,66488991,Europe -13/04/2020,13,4,2020,5288,737,United_Kingdom,UK,GBR,66488991,Europe -12/04/2020,12,4,2020,8719,917,United_Kingdom,UK,GBR,66488991,Europe -11/04/2020,11,4,2020,5195,980,United_Kingdom,UK,GBR,66488991,Europe -10/04/2020,10,4,2020,4344,881,United_Kingdom,UK,GBR,66488991,Europe -09/04/2020,9,4,2020,5491,938,United_Kingdom,UK,GBR,66488991,Europe -08/04/2020,8,4,2020,3634,786,United_Kingdom,UK,GBR,66488991,Europe -07/04/2020,7,4,2020,3802,439,United_Kingdom,UK,GBR,66488991,Europe -06/04/2020,6,4,2020,5903,621,United_Kingdom,UK,GBR,66488991,Europe -05/04/2020,5,4,2020,3735,708,United_Kingdom,UK,GBR,66488991,Europe -04/04/2020,4,4,2020,4450,684,United_Kingdom,UK,GBR,66488991,Europe -03/04/2020,3,4,2020,4244,389,United_Kingdom,UK,GBR,66488991,Europe -02/04/2020,2,4,2020,4324,743,United_Kingdom,UK,GBR,66488991,Europe -01/04/2020,1,4,2020,3009,381,United_Kingdom,UK,GBR,66488991,Europe -31/03/2020,31,3,2020,2619,180,United_Kingdom,UK,GBR,66488991,Europe -30/03/2020,30,3,2020,2433,209,United_Kingdom,UK,GBR,66488991,Europe -29/03/2020,29,3,2020,2546,260,United_Kingdom,UK,GBR,66488991,Europe -28/03/2020,28,3,2020,2885,181,United_Kingdom,UK,GBR,66488991,Europe -27/03/2020,27,3,2020,2129,115,United_Kingdom,UK,GBR,66488991,Europe -26/03/2020,26,3,2020,1452,41,United_Kingdom,UK,GBR,66488991,Europe -25/03/2020,25,3,2020,1427,87,United_Kingdom,UK,GBR,66488991,Europe -24/03/2020,24,3,2020,967,54,United_Kingdom,UK,GBR,66488991,Europe -23/03/2020,23,3,2020,665,48,United_Kingdom,UK,GBR,66488991,Europe +08/05/2020,8,5,2020,5514,539,United_Kingdom,UK,GBR,66488991,Europe +07/05/2020,7,5,2020,6211,649,United_Kingdom,UK,GBR,66488991,Europe +06/05/2020,6,5,2020,4406,693,United_Kingdom,UK,GBR,66488991,Europe +05/05/2020,5,5,2020,3985,288,United_Kingdom,UK,GBR,66488991,Europe +04/05/2020,4,5,2020,4339,315,United_Kingdom,UK,GBR,66488991,Europe +03/05/2020,3,5,2020,4806,621,United_Kingdom,UK,GBR,66488991,Europe +02/05/2020,2,5,2020,6201,739,United_Kingdom,UK,GBR,66488991,Europe +01/05/2020,1,5,2020,6032,674,United_Kingdom,UK,GBR,66488991,Europe +30/04/2020,30,4,2020,4076,795,United_Kingdom,UK,GBR,66488991,Europe +29/04/2020,29,4,2020,3996,909,United_Kingdom,UK,GBR,66488991,Europe +28/04/2020,28,4,2020,4309,338,United_Kingdom,UK,GBR,66488991,Europe +27/04/2020,27,4,2020,4463,420,United_Kingdom,UK,GBR,66488991,Europe +26/04/2020,26,4,2020,4913,843,United_Kingdom,UK,GBR,66488991,Europe +25/04/2020,25,4,2020,5386,1005,United_Kingdom,UK,GBR,66488991,Europe +24/04/2020,24,4,2020,4583,727,United_Kingdom,UK,GBR,66488991,Europe +23/04/2020,23,4,2020,4451,837,United_Kingdom,UK,GBR,66488991,Europe +22/04/2020,22,4,2020,4301,1172,United_Kingdom,UK,GBR,66488991,Europe +21/04/2020,21,4,2020,4676,559,United_Kingdom,UK,GBR,66488991,Europe +20/04/2020,20,4,2020,5850,498,United_Kingdom,UK,GBR,66488991,Europe +19/04/2020,19,4,2020,5525,1115,United_Kingdom,UK,GBR,66488991,Europe +18/04/2020,18,4,2020,5599,935,United_Kingdom,UK,GBR,66488991,Europe +17/04/2020,17,4,2020,4617,1029,United_Kingdom,UK,GBR,66488991,Europe +16/04/2020,16,4,2020,4603,842,United_Kingdom,UK,GBR,66488991,Europe +15/04/2020,15,4,2020,5252,1044,United_Kingdom,UK,GBR,66488991,Europe +14/04/2020,14,4,2020,4342,744,United_Kingdom,UK,GBR,66488991,Europe +13/04/2020,13,4,2020,5288,686,United_Kingdom,UK,GBR,66488991,Europe +12/04/2020,12,4,2020,8719,839,United_Kingdom,UK,GBR,66488991,Europe +11/04/2020,11,4,2020,5195,1152,United_Kingdom,UK,GBR,66488991,Europe +10/04/2020,10,4,2020,4344,1103,United_Kingdom,UK,GBR,66488991,Europe +09/04/2020,9,4,2020,5491,1034,United_Kingdom,UK,GBR,66488991,Europe +08/04/2020,8,4,2020,3634,1038,United_Kingdom,UK,GBR,66488991,Europe +07/04/2020,7,4,2020,3802,568,United_Kingdom,UK,GBR,66488991,Europe +06/04/2020,6,4,2020,5903,644,United_Kingdom,UK,GBR,66488991,Europe +05/04/2020,5,4,2020,3735,760,United_Kingdom,UK,GBR,66488991,Europe +04/04/2020,4,4,2020,4450,714,United_Kingdom,UK,GBR,66488991,Europe +03/04/2020,3,4,2020,4244,652,United_Kingdom,UK,GBR,66488991,Europe +02/04/2020,2,4,2020,4324,670,United_Kingdom,UK,GBR,66488991,Europe +01/04/2020,1,4,2020,3009,382,United_Kingdom,UK,GBR,66488991,Europe +31/03/2020,31,3,2020,2619,374,United_Kingdom,UK,GBR,66488991,Europe +30/03/2020,30,3,2020,2433,214,United_Kingdom,UK,GBR,66488991,Europe +29/03/2020,29,3,2020,2546,294,United_Kingdom,UK,GBR,66488991,Europe +28/03/2020,28,3,2020,2885,284,United_Kingdom,UK,GBR,66488991,Europe +27/03/2020,27,3,2020,2129,183,United_Kingdom,UK,GBR,66488991,Europe +26/03/2020,26,3,2020,1452,186,United_Kingdom,UK,GBR,66488991,Europe +25/03/2020,25,3,2020,1427,149,United_Kingdom,UK,GBR,66488991,Europe +24/03/2020,24,3,2020,967,74,United_Kingdom,UK,GBR,66488991,Europe +23/03/2020,23,3,2020,665,35,United_Kingdom,UK,GBR,66488991,Europe 22/03/2020,22,3,2020,1035,56,United_Kingdom,UK,GBR,66488991,Europe -21/03/2020,21,3,2020,706,33,United_Kingdom,UK,GBR,66488991,Europe -20/03/2020,20,3,2020,647,41,United_Kingdom,UK,GBR,66488991,Europe -19/03/2020,19,3,2020,680,43,United_Kingdom,UK,GBR,66488991,Europe -18/03/2020,18,3,2020,407,5,United_Kingdom,UK,GBR,66488991,Europe -17/03/2020,17,3,2020,152,20,United_Kingdom,UK,GBR,66488991,Europe -16/03/2020,16,3,2020,251,14,United_Kingdom,UK,GBR,66488991,Europe -15/03/2020,15,3,2020,433,11,United_Kingdom,UK,GBR,66488991,Europe -14/03/2020,14,3,2020,117,0,United_Kingdom,UK,GBR,66488991,Europe -13/03/2020,13,3,2020,134,4,United_Kingdom,UK,GBR,66488991,Europe +21/03/2020,21,3,2020,706,36,United_Kingdom,UK,GBR,66488991,Europe +20/03/2020,20,3,2020,647,43,United_Kingdom,UK,GBR,66488991,Europe +19/03/2020,19,3,2020,680,34,United_Kingdom,UK,GBR,66488991,Europe +18/03/2020,18,3,2020,407,16,United_Kingdom,UK,GBR,66488991,Europe +17/03/2020,17,3,2020,152,22,United_Kingdom,UK,GBR,66488991,Europe +16/03/2020,16,3,2020,251,15,United_Kingdom,UK,GBR,66488991,Europe +15/03/2020,15,3,2020,433,18,United_Kingdom,UK,GBR,66488991,Europe +14/03/2020,14,3,2020,117,1,United_Kingdom,UK,GBR,66488991,Europe +13/03/2020,13,3,2020,134,2,United_Kingdom,UK,GBR,66488991,Europe 12/03/2020,12,3,2020,83,0,United_Kingdom,UK,GBR,66488991,Europe -11/03/2020,11,3,2020,52,1,United_Kingdom,UK,GBR,66488991,Europe -10/03/2020,10,3,2020,48,2,United_Kingdom,UK,GBR,66488991,Europe -09/03/2020,9,3,2020,67,1,United_Kingdom,UK,GBR,66488991,Europe +11/03/2020,11,3,2020,52,4,United_Kingdom,UK,GBR,66488991,Europe +10/03/2020,10,3,2020,48,1,United_Kingdom,UK,GBR,66488991,Europe +09/03/2020,9,3,2020,67,0,United_Kingdom,UK,GBR,66488991,Europe 08/03/2020,8,3,2020,43,1,United_Kingdom,UK,GBR,66488991,Europe -07/03/2020,7,3,2020,48,0,United_Kingdom,UK,GBR,66488991,Europe -06/03/2020,6,3,2020,30,1,United_Kingdom,UK,GBR,66488991,Europe +07/03/2020,7,3,2020,48,1,United_Kingdom,UK,GBR,66488991,Europe +06/03/2020,6,3,2020,30,0,United_Kingdom,UK,GBR,66488991,Europe 05/03/2020,5,3,2020,34,0,United_Kingdom,UK,GBR,66488991,Europe 04/03/2020,4,3,2020,11,0,United_Kingdom,UK,GBR,66488991,Europe 03/03/2020,3,3,2020,4,0,United_Kingdom,UK,GBR,66488991,Europe @@ -13267,6 +15037,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,United_Kingdom,UK,GBR,66488991,Europe 01/01/2020,1,1,2020,0,0,United_Kingdom,UK,GBR,66488991,Europe 31/12/2019,31,12,2019,0,0,United_Kingdom,UK,GBR,66488991,Europe +08/05/2020,8,5,2020,29,3,United_Republic_of_Tanzania,TZ,TZA,56318348,Africa +07/05/2020,7,5,2020,0,0,United_Republic_of_Tanzania,TZ,TZA,56318348,Africa +06/05/2020,6,5,2020,0,0,United_Republic_of_Tanzania,TZ,TZA,56318348,Africa +05/05/2020,5,5,2020,0,2,United_Republic_of_Tanzania,TZ,TZA,56318348,Africa +04/05/2020,4,5,2020,0,0,United_Republic_of_Tanzania,TZ,TZA,56318348,Africa +03/05/2020,3,5,2020,0,0,United_Republic_of_Tanzania,TZ,TZA,56318348,Africa +02/05/2020,2,5,2020,0,0,United_Republic_of_Tanzania,TZ,TZA,56318348,Africa +01/05/2020,1,5,2020,0,0,United_Republic_of_Tanzania,TZ,TZA,56318348,Africa +30/04/2020,30,4,2020,174,6,United_Republic_of_Tanzania,TZ,TZA,56318348,Africa 29/04/2020,29,4,2020,6,0,United_Republic_of_Tanzania,TZ,TZA,56318348,Africa 28/04/2020,28,4,2020,0,0,United_Republic_of_Tanzania,TZ,TZA,56318348,Africa 27/04/2020,27,4,2020,0,0,United_Republic_of_Tanzania,TZ,TZA,56318348,Africa @@ -13311,6 +15090,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 19/03/2020,19,3,2020,2,0,United_Republic_of_Tanzania,TZ,TZA,56318348,Africa 18/03/2020,18,3,2020,0,0,United_Republic_of_Tanzania,TZ,TZA,56318348,Africa 17/03/2020,17,3,2020,1,0,United_Republic_of_Tanzania,TZ,TZA,56318348,Africa +08/05/2020,8,5,2020,28369,2239,United_States_of_America,US,USA,327167434,America +07/05/2020,7,5,2020,24128,2353,United_States_of_America,US,USA,327167434,America +06/05/2020,6,5,2020,23841,2144,United_States_of_America,US,USA,327167434,America +05/05/2020,5,5,2020,22593,1252,United_States_of_America,US,USA,327167434,America +04/05/2020,4,5,2020,24972,1297,United_States_of_America,US,USA,327167434,America +03/05/2020,3,5,2020,29288,1317,United_States_of_America,US,USA,327167434,America +02/05/2020,2,5,2020,33955,2062,United_States_of_America,US,USA,327167434,America +01/05/2020,1,5,2020,29917,2040,United_States_of_America,US,USA,327167434,America +30/04/2020,30,4,2020,27326,2611,United_States_of_America,US,USA,327167434,America 29/04/2020,29,4,2020,24132,2110,United_States_of_America,US,USA,327167434,America 28/04/2020,28,4,2020,22541,1369,United_States_of_America,US,USA,327167434,America 27/04/2020,27,4,2020,26857,1687,United_States_of_America,US,USA,327167434,America @@ -13432,6 +15220,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,United_States_of_America,US,USA,327167434,America 01/01/2020,1,1,2020,0,0,United_States_of_America,US,USA,327167434,America 31/12/2019,31,12,2019,0,0,United_States_of_America,US,USA,327167434,America +08/05/2020,8,5,2020,0,0,United_States_Virgin_Islands,VI,VIR,106977,America +07/05/2020,7,5,2020,0,0,United_States_Virgin_Islands,VI,VIR,106977,America +06/05/2020,6,5,2020,0,0,United_States_Virgin_Islands,VI,VIR,106977,America +05/05/2020,5,5,2020,0,0,United_States_Virgin_Islands,VI,VIR,106977,America +04/05/2020,4,5,2020,0,0,United_States_Virgin_Islands,VI,VIR,106977,America +03/05/2020,3,5,2020,0,0,United_States_Virgin_Islands,VI,VIR,106977,America +02/05/2020,2,5,2020,0,0,United_States_Virgin_Islands,VI,VIR,106977,America +01/05/2020,1,5,2020,0,0,United_States_Virgin_Islands,VI,VIR,106977,America +30/04/2020,30,4,2020,7,0,United_States_Virgin_Islands,VI,VIR,106977,America 29/04/2020,29,4,2020,0,0,United_States_Virgin_Islands,VI,VIR,106977,America 28/04/2020,28,4,2020,4,1,United_States_Virgin_Islands,VI,VIR,106977,America 27/04/2020,27,4,2020,0,0,United_States_Virgin_Islands,VI,VIR,106977,America @@ -13468,6 +15265,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 26/03/2020,26,3,2020,0,0,United_States_Virgin_Islands,VI,VIR,106977,America 25/03/2020,25,3,2020,0,0,United_States_Virgin_Islands,VI,VIR,106977,America 24/03/2020,24,3,2020,17,0,United_States_Virgin_Islands,VI,VIR,106977,America +08/05/2020,8,5,2020,11,0,Uruguay,UY,URY,3449299,America +07/05/2020,7,5,2020,3,0,Uruguay,UY,URY,3449299,America +06/05/2020,6,5,2020,13,0,Uruguay,UY,URY,3449299,America +05/05/2020,5,5,2020,2,0,Uruguay,UY,URY,3449299,America +04/05/2020,4,5,2020,3,0,Uruguay,UY,URY,3449299,America +03/05/2020,3,5,2020,4,0,Uruguay,UY,URY,3449299,America +02/05/2020,2,5,2020,5,0,Uruguay,UY,URY,3449299,America +01/05/2020,1,5,2020,13,2,Uruguay,UY,URY,3449299,America +30/04/2020,30,4,2020,5,0,Uruguay,UY,URY,3449299,America 29/04/2020,29,4,2020,5,0,Uruguay,UY,URY,3449299,America 28/04/2020,28,4,2020,14,0,Uruguay,UY,URY,3449299,America 27/04/2020,27,4,2020,10,1,Uruguay,UY,URY,3449299,America @@ -13514,6 +15320,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 17/03/2020,17,3,2020,21,0,Uruguay,UY,URY,3449299,America 16/03/2020,16,3,2020,2,0,Uruguay,UY,URY,3449299,America 15/03/2020,15,3,2020,6,0,Uruguay,UY,URY,3449299,America +08/05/2020,8,5,2020,65,0,Uzbekistan,UZ,UZB,32955400,Asia +07/05/2020,7,5,2020,26,0,Uzbekistan,UZ,UZB,32955400,Asia +06/05/2020,6,5,2020,18,0,Uzbekistan,UZ,UZB,32955400,Asia +05/05/2020,5,5,2020,40,0,Uzbekistan,UZ,UZB,32955400,Asia +04/05/2020,4,5,2020,22,1,Uzbekistan,UZ,UZB,32955400,Asia +03/05/2020,3,5,2020,33,0,Uzbekistan,UZ,UZB,32955400,Asia +02/05/2020,2,5,2020,48,0,Uzbekistan,UZ,UZB,32955400,Asia +01/05/2020,1,5,2020,44,0,Uzbekistan,UZ,UZB,32955400,Asia +30/04/2020,30,4,2020,63,1,Uzbekistan,UZ,UZB,32955400,Asia 29/04/2020,29,4,2020,35,0,Uzbekistan,UZ,UZB,32955400,Asia 28/04/2020,28,4,2020,17,0,Uzbekistan,UZ,UZB,32955400,Asia 27/04/2020,27,4,2020,22,0,Uzbekistan,UZ,UZB,32955400,Asia @@ -13559,6 +15374,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 18/03/2020,18,3,2020,8,0,Uzbekistan,UZ,UZB,32955400,Asia 17/03/2020,17,3,2020,2,0,Uzbekistan,UZ,UZB,32955400,Asia 16/03/2020,16,3,2020,6,0,Uzbekistan,UZ,UZB,32955400,Asia +08/05/2020,8,5,2020,2,0,Venezuela,VE,VEN,28870195,America +07/05/2020,7,5,2020,12,0,Venezuela,VE,VEN,28870195,America +06/05/2020,6,5,2020,6,0,Venezuela,VE,VEN,28870195,America +05/05/2020,5,5,2020,4,0,Venezuela,VE,VEN,28870195,America +04/05/2020,4,5,2020,12,0,Venezuela,VE,VEN,28870195,America +03/05/2020,3,5,2020,10,0,Venezuela,VE,VEN,28870195,America +02/05/2020,2,5,2020,2,0,Venezuela,VE,VEN,28870195,America +01/05/2020,1,5,2020,2,0,Venezuela,VE,VEN,28870195,America +30/04/2020,30,4,2020,2,0,Venezuela,VE,VEN,28870195,America 29/04/2020,29,4,2020,0,0,Venezuela,VE,VEN,28870195,America 28/04/2020,28,4,2020,4,0,Venezuela,VE,VEN,28870195,America 27/04/2020,27,4,2020,2,0,Venezuela,VE,VEN,28870195,America @@ -13605,6 +15429,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 17/03/2020,17,3,2020,18,0,Venezuela,VE,VEN,28870195,America 16/03/2020,16,3,2020,5,0,Venezuela,VE,VEN,28870195,America 15/03/2020,15,3,2020,10,0,Venezuela,VE,VEN,28870195,America +08/05/2020,8,5,2020,17,0,Vietnam,VN,VNM,95540395,Asia +07/05/2020,7,5,2020,0,0,Vietnam,VN,VNM,95540395,Asia +06/05/2020,6,5,2020,0,0,Vietnam,VN,VNM,95540395,Asia +05/05/2020,5,5,2020,0,0,Vietnam,VN,VNM,95540395,Asia +04/05/2020,4,5,2020,1,0,Vietnam,VN,VNM,95540395,Asia +03/05/2020,3,5,2020,0,0,Vietnam,VN,VNM,95540395,Asia +02/05/2020,2,5,2020,0,0,Vietnam,VN,VNM,95540395,Asia +01/05/2020,1,5,2020,0,0,Vietnam,VN,VNM,95540395,Asia +30/04/2020,30,4,2020,0,0,Vietnam,VN,VNM,95540395,Asia 29/04/2020,29,4,2020,0,0,Vietnam,VN,VNM,95540395,Asia 28/04/2020,28,4,2020,0,0,Vietnam,VN,VNM,95540395,Asia 27/04/2020,27,4,2020,0,0,Vietnam,VN,VNM,95540395,Asia @@ -13722,10 +15555,28 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 02/01/2020,2,1,2020,0,0,Vietnam,VN,VNM,95540395,Asia 01/01/2020,1,1,2020,0,0,Vietnam,VN,VNM,95540395,Asia 31/12/2019,31,12,2019,0,0,Vietnam,VN,VNM,95540395,Asia +08/05/2020,8,5,2020,0,0,Western_Sahara,EH,,,Africa +07/05/2020,7,5,2020,0,0,Western_Sahara,EH,,,Africa +06/05/2020,6,5,2020,0,0,Western_Sahara,EH,,,Africa +05/05/2020,5,5,2020,0,0,Western_Sahara,EH,,,Africa +04/05/2020,4,5,2020,0,0,Western_Sahara,EH,,,Africa +03/05/2020,3,5,2020,0,0,Western_Sahara,EH,,,Africa +02/05/2020,2,5,2020,0,0,Western_Sahara,EH,,,Africa +01/05/2020,1,5,2020,0,0,Western_Sahara,EH,,,Africa +30/04/2020,30,4,2020,0,0,Western_Sahara,EH,,,Africa 29/04/2020,29,4,2020,0,0,Western_Sahara,EH,,,Africa 28/04/2020,28,4,2020,0,0,Western_Sahara,EH,,,Africa 27/04/2020,27,4,2020,0,0,Western_Sahara,EH,,,Africa 26/04/2020,26,4,2020,6,0,Western_Sahara,EH,,,Africa +08/05/2020,8,5,2020,1,1,Yemen,YE,YEM,28498687,Asia +07/05/2020,7,5,2020,4,2,Yemen,YE,YEM,28498687,Asia +06/05/2020,6,5,2020,9,1,Yemen,YE,YEM,28498687,Asia +05/05/2020,5,5,2020,2,0,Yemen,YE,YEM,28498687,Asia +04/05/2020,4,5,2020,0,0,Yemen,YE,YEM,28498687,Asia +03/05/2020,3,5,2020,3,0,Yemen,YE,YEM,28498687,Asia +02/05/2020,2,5,2020,1,0,Yemen,YE,YEM,28498687,Asia +01/05/2020,1,5,2020,0,2,Yemen,YE,YEM,28498687,Asia +30/04/2020,30,4,2020,5,0,Yemen,YE,YEM,28498687,Asia 29/04/2020,29,4,2020,0,0,Yemen,YE,YEM,28498687,Asia 28/04/2020,28,4,2020,0,0,Yemen,YE,YEM,28498687,Asia 27/04/2020,27,4,2020,0,0,Yemen,YE,YEM,28498687,Asia @@ -13746,6 +15597,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 12/04/2020,12,4,2020,0,0,Yemen,YE,YEM,28498687,Asia 11/04/2020,11,4,2020,0,0,Yemen,YE,YEM,28498687,Asia 10/04/2020,10,4,2020,1,0,Yemen,YE,YEM,28498687,Asia +08/05/2020,8,5,2020,7,0,Zambia,ZM,ZMB,17351822,Africa +07/05/2020,7,5,2020,7,0,Zambia,ZM,ZMB,17351822,Africa +06/05/2020,6,5,2020,2,1,Zambia,ZM,ZMB,17351822,Africa +05/05/2020,5,5,2020,13,0,Zambia,ZM,ZMB,17351822,Africa +04/05/2020,4,5,2020,5,0,Zambia,ZM,ZMB,17351822,Africa +03/05/2020,3,5,2020,10,0,Zambia,ZM,ZMB,17351822,Africa +02/05/2020,2,5,2020,3,0,Zambia,ZM,ZMB,17351822,Africa +01/05/2020,1,5,2020,9,0,Zambia,ZM,ZMB,17351822,Africa +30/04/2020,30,4,2020,2,0,Zambia,ZM,ZMB,17351822,Africa 29/04/2020,29,4,2020,6,0,Zambia,ZM,ZMB,17351822,Africa 28/04/2020,28,4,2020,1,0,Zambia,ZM,ZMB,17351822,Africa 27/04/2020,27,4,2020,4,0,Zambia,ZM,ZMB,17351822,Africa @@ -13788,6 +15648,15 @@ dateRep,day,month,year,cases,deaths,countriesAndTerritories,geoId,countryterrito 21/03/2020,21,3,2020,0,0,Zambia,ZM,ZMB,17351822,Africa 20/03/2020,20,3,2020,0,0,Zambia,ZM,ZMB,17351822,Africa 19/03/2020,19,3,2020,2,0,Zambia,ZM,ZMB,17351822,Africa +08/05/2020,8,5,2020,0,0,Zimbabwe,ZW,ZWE,14439018,Africa +07/05/2020,7,5,2020,0,0,Zimbabwe,ZW,ZWE,14439018,Africa +06/05/2020,6,5,2020,0,0,Zimbabwe,ZW,ZWE,14439018,Africa +05/05/2020,5,5,2020,0,0,Zimbabwe,ZW,ZWE,14439018,Africa +04/05/2020,4,5,2020,0,0,Zimbabwe,ZW,ZWE,14439018,Africa +03/05/2020,3,5,2020,0,0,Zimbabwe,ZW,ZWE,14439018,Africa +02/05/2020,2,5,2020,0,0,Zimbabwe,ZW,ZWE,14439018,Africa +01/05/2020,1,5,2020,0,0,Zimbabwe,ZW,ZWE,14439018,Africa +30/04/2020,30,4,2020,2,0,Zimbabwe,ZW,ZWE,14439018,Africa 29/04/2020,29,4,2020,0,0,Zimbabwe,ZW,ZWE,14439018,Africa 28/04/2020,28,4,2020,1,0,Zimbabwe,ZW,ZWE,14439018,Africa 27/04/2020,27,4,2020,0,0,Zimbabwe,ZW,ZWE,14439018,Africa diff --git a/covid.ipynb b/covid.ipynb index 0841cdf..7cbbc8d 100644 --- a/covid.ipynb +++ b/covid.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 253, + "execution_count": 399, "metadata": {}, "outputs": [], "source": [ @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 254, + "execution_count": 475, "metadata": {}, "outputs": [], "source": [ @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 962, + "execution_count": 863, "metadata": {}, "outputs": [ { @@ -49,7 +49,7 @@ "text": [ " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", - "100 786k 100 786k 0 0 522k 0 0:00:01 0:00:01 --:--:-- 521k\n" + "100 892k 100 892k 0 0 637k 0 0:00:01 0:00:01 --:--:-- 637k\n" ] } ], @@ -59,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 963, + "execution_count": 864, "metadata": {}, "outputs": [], "source": [ @@ -69,16 +69,16 @@ }, { "cell_type": "code", - "execution_count": 964, + "execution_count": 865, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "152119" + "172678" ] }, - "execution_count": 964, + "execution_count": 865, "metadata": {}, "output_type": "execute_result" } @@ -89,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 901, + "execution_count": 866, "metadata": {}, "outputs": [ { @@ -129,12 +129,12 @@ " \n", " \n", " 0\n", - " 2020-04-29\n", - " 29\n", - " 4\n", + " 2020-05-08\n", + " 8\n", + " 5\n", " 2020\n", - " 124\n", - " 3\n", + " 171\n", + " 2\n", " Afghanistan\n", " AF\n", " AFG\n", @@ -143,12 +143,12 @@ " \n", " \n", " 1\n", - " 2020-04-28\n", - " 28\n", - " 4\n", + " 2020-05-07\n", + " 7\n", + " 5\n", " 2020\n", - " 172\n", - " 0\n", + " 168\n", + " 9\n", " Afghanistan\n", " AF\n", " AFG\n", @@ -157,12 +157,12 @@ " \n", " \n", " 2\n", - " 2020-04-27\n", - " 27\n", - " 4\n", + " 2020-05-06\n", + " 6\n", + " 5\n", " 2020\n", - " 68\n", - " 10\n", + " 330\n", + " 5\n", " Afghanistan\n", " AF\n", " AFG\n", @@ -171,12 +171,12 @@ " \n", " \n", " 3\n", - " 2020-04-26\n", - " 26\n", - " 4\n", + " 2020-05-05\n", + " 5\n", + " 5\n", " 2020\n", - " 112\n", - " 4\n", + " 190\n", + " 5\n", " Afghanistan\n", " AF\n", " AFG\n", @@ -185,12 +185,12 @@ " \n", " \n", " 4\n", - " 2020-04-25\n", - " 25\n", + " 2020-05-04\n", " 4\n", + " 5\n", " 2020\n", - " 70\n", - " 1\n", + " 235\n", + " 13\n", " Afghanistan\n", " AF\n", " AFG\n", @@ -203,11 +203,11 @@ ], "text/plain": [ " dateRep day month year cases deaths countriesAndTerritories geoId \\\n", - "0 2020-04-29 29 4 2020 124 3 Afghanistan AF \n", - "1 2020-04-28 28 4 2020 172 0 Afghanistan AF \n", - "2 2020-04-27 27 4 2020 68 10 Afghanistan AF \n", - "3 2020-04-26 26 4 2020 112 4 Afghanistan AF \n", - "4 2020-04-25 25 4 2020 70 1 Afghanistan AF \n", + "0 2020-05-08 8 5 2020 171 2 Afghanistan AF \n", + "1 2020-05-07 7 5 2020 168 9 Afghanistan AF \n", + "2 2020-05-06 6 5 2020 330 5 Afghanistan AF \n", + "3 2020-05-05 5 5 2020 190 5 Afghanistan AF \n", + "4 2020-05-04 4 5 2020 235 13 Afghanistan AF \n", "\n", " countryterritoryCode popData2018 continentExp \n", "0 AFG 37172386 Asia \n", @@ -217,7 +217,7 @@ "4 AFG 37172386 Asia " ] }, - "execution_count": 901, + "execution_count": 866, "metadata": {}, "output_type": "execute_result" } @@ -228,7 +228,7 @@ }, { "cell_type": "code", - "execution_count": 902, + "execution_count": 867, "metadata": {}, "outputs": [ { @@ -248,7 +248,7 @@ "dtype: object" ] }, - "execution_count": 902, + "execution_count": 867, "metadata": {}, "output_type": "execute_result" } @@ -259,7 +259,7 @@ }, { "cell_type": "code", - "execution_count": 903, + "execution_count": 868, "metadata": {}, "outputs": [ { @@ -385,23 +385,23 @@ " \n", " \n", " ZW\n", - " 2020-04-25\n", - " 25\n", + " 2020-05-04\n", " 4\n", + " 5\n", " 2020\n", " 0\n", - " 1\n", + " 0\n", " Zimbabwe\n", " ZWE\n", " 14439018\n", " Africa\n", " \n", " \n", - " 2020-04-26\n", - " 26\n", - " 4\n", + " 2020-05-05\n", + " 5\n", + " 5\n", " 2020\n", - " 2\n", + " 0\n", " 0\n", " Zimbabwe\n", " ZWE\n", @@ -409,9 +409,9 @@ " Africa\n", " \n", " \n", - " 2020-04-27\n", - " 27\n", - " 4\n", + " 2020-05-06\n", + " 6\n", + " 5\n", " 2020\n", " 0\n", " 0\n", @@ -421,11 +421,11 @@ " Africa\n", " \n", " \n", - " 2020-04-28\n", - " 28\n", - " 4\n", + " 2020-05-07\n", + " 7\n", + " 5\n", " 2020\n", - " 1\n", + " 0\n", " 0\n", " Zimbabwe\n", " ZWE\n", @@ -433,9 +433,9 @@ " Africa\n", " \n", " \n", - " 2020-04-29\n", - " 29\n", - " 4\n", + " 2020-05-08\n", + " 8\n", + " 5\n", " 2020\n", " 0\n", " 0\n", @@ -446,7 +446,7 @@ " \n", " \n", "\n", - "

13829 rows × 9 columns

\n", + "

15698 rows × 9 columns

\n", "" ], "text/plain": [ @@ -458,11 +458,11 @@ " 2020-03-17 17 3 2020 9 0 Andorra \n", " 2020-03-18 18 3 2020 0 0 Andorra \n", "... ... ... ... ... ... ... \n", - "ZW 2020-04-25 25 4 2020 0 1 Zimbabwe \n", - " 2020-04-26 26 4 2020 2 0 Zimbabwe \n", - " 2020-04-27 27 4 2020 0 0 Zimbabwe \n", - " 2020-04-28 28 4 2020 1 0 Zimbabwe \n", - " 2020-04-29 29 4 2020 0 0 Zimbabwe \n", + "ZW 2020-05-04 4 5 2020 0 0 Zimbabwe \n", + " 2020-05-05 5 5 2020 0 0 Zimbabwe \n", + " 2020-05-06 6 5 2020 0 0 Zimbabwe \n", + " 2020-05-07 7 5 2020 0 0 Zimbabwe \n", + " 2020-05-08 8 5 2020 0 0 Zimbabwe \n", "\n", " countryterritoryCode popData2018 continentExp \n", "geoId dateRep \n", @@ -472,16 +472,16 @@ " 2020-03-17 AND 77006 Europe \n", " 2020-03-18 AND 77006 Europe \n", "... ... ... ... \n", - "ZW 2020-04-25 ZWE 14439018 Africa \n", - " 2020-04-26 ZWE 14439018 Africa \n", - " 2020-04-27 ZWE 14439018 Africa \n", - " 2020-04-28 ZWE 14439018 Africa \n", - " 2020-04-29 ZWE 14439018 Africa \n", + "ZW 2020-05-04 ZWE 14439018 Africa \n", + " 2020-05-05 ZWE 14439018 Africa \n", + " 2020-05-06 ZWE 14439018 Africa \n", + " 2020-05-07 ZWE 14439018 Africa \n", + " 2020-05-08 ZWE 14439018 Africa \n", "\n", - "[13829 rows x 9 columns]" + "[15698 rows x 9 columns]" ] }, - "execution_count": 903, + "execution_count": 868, "metadata": {}, "output_type": "execute_result" } @@ -494,7 +494,7 @@ }, { "cell_type": "code", - "execution_count": 904, + "execution_count": 869, "metadata": {}, "outputs": [ { @@ -615,60 +615,60 @@ " ...\n", " \n", " \n", - " 2020-04-25\n", - " 25\n", + " 2020-05-04\n", " 4\n", + " 5\n", " 2020\n", - " 5386\n", - " 768\n", + " 4339\n", + " 315\n", " United_Kingdom\n", " GBR\n", " 66488991\n", " Europe\n", " \n", " \n", - " 2020-04-26\n", - " 26\n", - " 4\n", + " 2020-05-05\n", + " 5\n", + " 5\n", " 2020\n", - " 4913\n", - " 813\n", + " 3985\n", + " 288\n", " United_Kingdom\n", " GBR\n", " 66488991\n", " Europe\n", " \n", " \n", - " 2020-04-27\n", - " 27\n", - " 4\n", + " 2020-05-06\n", + " 6\n", + " 5\n", " 2020\n", - " 4463\n", - " 413\n", + " 4406\n", + " 693\n", " United_Kingdom\n", " GBR\n", " 66488991\n", " Europe\n", " \n", " \n", - " 2020-04-28\n", - " 28\n", - " 4\n", + " 2020-05-07\n", + " 7\n", + " 5\n", " 2020\n", - " 4309\n", - " 360\n", + " 6211\n", + " 649\n", " United_Kingdom\n", " GBR\n", " 66488991\n", " Europe\n", " \n", " \n", - " 2020-04-29\n", - " 29\n", - " 4\n", + " 2020-05-08\n", + " 8\n", + " 5\n", " 2020\n", - " 3996\n", - " 586\n", + " 5514\n", + " 539\n", " United_Kingdom\n", " GBR\n", " 66488991\n", @@ -676,7 +676,7 @@ " \n", " \n", "\n", - "

121 rows × 9 columns

\n", + "

130 rows × 9 columns

\n", "" ], "text/plain": [ @@ -688,11 +688,11 @@ "2020-01-03 3 1 2020 0 0 United_Kingdom \n", "2020-01-04 4 1 2020 0 0 United_Kingdom \n", "... ... ... ... ... ... ... \n", - "2020-04-25 25 4 2020 5386 768 United_Kingdom \n", - "2020-04-26 26 4 2020 4913 813 United_Kingdom \n", - "2020-04-27 27 4 2020 4463 413 United_Kingdom \n", - "2020-04-28 28 4 2020 4309 360 United_Kingdom \n", - "2020-04-29 29 4 2020 3996 586 United_Kingdom \n", + "2020-05-04 4 5 2020 4339 315 United_Kingdom \n", + "2020-05-05 5 5 2020 3985 288 United_Kingdom \n", + "2020-05-06 6 5 2020 4406 693 United_Kingdom \n", + "2020-05-07 7 5 2020 6211 649 United_Kingdom \n", + "2020-05-08 8 5 2020 5514 539 United_Kingdom \n", "\n", " countryterritoryCode popData2018 continentExp \n", "dateRep \n", @@ -702,16 +702,16 @@ "2020-01-03 GBR 66488991 Europe \n", "2020-01-04 GBR 66488991 Europe \n", "... ... ... ... \n", - "2020-04-25 GBR 66488991 Europe \n", - "2020-04-26 GBR 66488991 Europe \n", - "2020-04-27 GBR 66488991 Europe \n", - "2020-04-28 GBR 66488991 Europe \n", - "2020-04-29 GBR 66488991 Europe \n", + "2020-05-04 GBR 66488991 Europe \n", + "2020-05-05 GBR 66488991 Europe \n", + "2020-05-06 GBR 66488991 Europe \n", + "2020-05-07 GBR 66488991 Europe \n", + "2020-05-08 GBR 66488991 Europe \n", "\n", - "[121 rows x 9 columns]" + "[130 rows x 9 columns]" ] }, - "execution_count": 904, + "execution_count": 869, "metadata": {}, "output_type": "execute_result" } @@ -722,7 +722,36 @@ }, { "cell_type": "code", - "execution_count": 905, + "execution_count": 870, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "day 17\n", + "month 4\n", + "year 2020\n", + "cases 4617\n", + "deaths 1029\n", + "countriesAndTerritories United_Kingdom\n", + "countryterritoryCode GBR\n", + "popData2018 66488991\n", + "continentExp Europe\n", + "Name: (UK, 2020-04-17 00:00:00), dtype: object" + ] + }, + "execution_count": 870, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "base_data.loc['UK', '2020-04-17']" + ] + }, + { + "cell_type": "code", + "execution_count": 871, "metadata": {}, "outputs": [ { @@ -795,7 +824,7 @@ "AO Angola 30809762" ] }, - "execution_count": 905, + "execution_count": 871, "metadata": {}, "output_type": "execute_result" } @@ -811,16 +840,16 @@ }, { "cell_type": "code", - "execution_count": 906, + "execution_count": 872, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(202, 2)" + "(204, 2)" ] }, - "execution_count": 906, + "execution_count": 872, "metadata": {}, "output_type": "execute_result" } @@ -831,7 +860,7 @@ }, { "cell_type": "code", - "execution_count": 907, + "execution_count": 873, "metadata": {}, "outputs": [ { @@ -880,7 +909,7 @@ "FI Finland 5518050" ] }, - "execution_count": 907, + "execution_count": 873, "metadata": {}, "output_type": "execute_result" } @@ -891,7 +920,7 @@ }, { "cell_type": "code", - "execution_count": 908, + "execution_count": 874, "metadata": {}, "outputs": [ { @@ -946,11 +975,6 @@ " 4853506\n", " \n", " \n", - " SI\n", - " Slovenia\n", - " 2067372\n", - " \n", - " \n", " ES\n", " Spain\n", " 46723749\n", @@ -961,6 +985,11 @@ " 82927922\n", " \n", " \n", + " SI\n", + " Slovenia\n", + " 2067372\n", + " \n", + " \n", " BE\n", " Belgium\n", " 11422068\n", @@ -981,14 +1010,14 @@ "FR France 66987244\n", "UK United_Kingdom 66488991\n", "IE Ireland 4853506\n", - "SI Slovenia 2067372\n", "ES Spain 46723749\n", "DE Germany 82927922\n", + "SI Slovenia 2067372\n", "BE Belgium 11422068\n", "MX Mexico 126190788" ] }, - "execution_count": 908, + "execution_count": 874, "metadata": {}, "output_type": "execute_result" } @@ -999,7 +1028,7 @@ }, { "cell_type": "code", - "execution_count": 909, + "execution_count": 875, "metadata": {}, "outputs": [ { @@ -1075,7 +1104,7 @@ " 2020-03-18 0 0" ] }, - "execution_count": 909, + "execution_count": 875, "metadata": {}, "output_type": "execute_result" } @@ -1087,7 +1116,7 @@ }, { "cell_type": "code", - "execution_count": 910, + "execution_count": 876, "metadata": {}, "outputs": [ { @@ -1152,33 +1181,33 @@ " ...\n", " \n", " \n", - " 2020-04-25\n", - " 5386\n", - " 768\n", + " 2020-05-04\n", + " 4339\n", + " 315\n", " \n", " \n", - " 2020-04-26\n", - " 4913\n", - " 813\n", + " 2020-05-05\n", + " 3985\n", + " 288\n", " \n", " \n", - " 2020-04-27\n", - " 4463\n", - " 413\n", + " 2020-05-06\n", + " 4406\n", + " 693\n", " \n", " \n", - " 2020-04-28\n", - " 4309\n", - " 360\n", + " 2020-05-07\n", + " 6211\n", + " 649\n", " \n", " \n", - " 2020-04-29\n", - " 3996\n", - " 586\n", + " 2020-05-08\n", + " 5514\n", + " 539\n", " \n", " \n", "\n", - "

121 rows × 2 columns

\n", + "

130 rows × 2 columns

\n", "" ], "text/plain": [ @@ -1190,16 +1219,16 @@ "2020-01-03 0 0\n", "2020-01-04 0 0\n", "... ... ...\n", - "2020-04-25 5386 768\n", - "2020-04-26 4913 813\n", - "2020-04-27 4463 413\n", - "2020-04-28 4309 360\n", - "2020-04-29 3996 586\n", + "2020-05-04 4339 315\n", + "2020-05-05 3985 288\n", + "2020-05-06 4406 693\n", + "2020-05-07 6211 649\n", + "2020-05-08 5514 539\n", "\n", - "[121 rows x 2 columns]" + "[130 rows x 2 columns]" ] }, - "execution_count": 910, + "execution_count": 876, "metadata": {}, "output_type": "execute_result" } @@ -1210,7 +1239,7 @@ }, { "cell_type": "code", - "execution_count": 911, + "execution_count": 877, "metadata": {}, "outputs": [ { @@ -1280,33 +1309,33 @@ " \n", " \n", " ZW\n", - " 2020-04-25\n", - " 29\n", + " 2020-05-04\n", + " 34\n", " 4\n", " \n", " \n", - " 2020-04-26\n", - " 31\n", + " 2020-05-05\n", + " 34\n", " 4\n", " \n", " \n", - " 2020-04-27\n", - " 31\n", + " 2020-05-06\n", + " 34\n", " 4\n", " \n", " \n", - " 2020-04-28\n", - " 32\n", + " 2020-05-07\n", + " 34\n", " 4\n", " \n", " \n", - " 2020-04-29\n", - " 32\n", + " 2020-05-08\n", + " 34\n", " 4\n", " \n", " \n", "\n", - "

13829 rows × 2 columns

\n", + "

15698 rows × 2 columns

\n", "" ], "text/plain": [ @@ -1318,16 +1347,16 @@ " 2020-03-17 14 0\n", " 2020-03-18 14 0\n", "... ... ...\n", - "ZW 2020-04-25 29 4\n", - " 2020-04-26 31 4\n", - " 2020-04-27 31 4\n", - " 2020-04-28 32 4\n", - " 2020-04-29 32 4\n", + "ZW 2020-05-04 34 4\n", + " 2020-05-05 34 4\n", + " 2020-05-06 34 4\n", + " 2020-05-07 34 4\n", + " 2020-05-08 34 4\n", "\n", - "[13829 rows x 2 columns]" + "[15698 rows x 2 columns]" ] }, - "execution_count": 911, + "execution_count": 877, "metadata": {}, "output_type": "execute_result" } @@ -1338,7 +1367,7 @@ }, { "cell_type": "code", - "execution_count": 912, + "execution_count": 878, "metadata": {}, "outputs": [ { @@ -1424,43 +1453,43 @@ " \n", " \n", " ZW\n", - " 2020-04-25\n", + " 2020-05-04\n", " 0\n", - " 1\n", - " 29\n", + " 0\n", + " 34\n", " 4\n", " \n", " \n", - " 2020-04-26\n", - " 2\n", + " 2020-05-05\n", " 0\n", - " 31\n", + " 0\n", + " 34\n", " 4\n", " \n", " \n", - " 2020-04-27\n", + " 2020-05-06\n", " 0\n", " 0\n", - " 31\n", + " 34\n", " 4\n", " \n", " \n", - " 2020-04-28\n", - " 1\n", + " 2020-05-07\n", " 0\n", - " 32\n", + " 0\n", + " 34\n", " 4\n", " \n", " \n", - " 2020-04-29\n", + " 2020-05-08\n", " 0\n", " 0\n", - " 32\n", + " 34\n", " 4\n", " \n", " \n", "\n", - "

13829 rows × 4 columns

\n", + "

15698 rows × 4 columns

\n", "" ], "text/plain": [ @@ -1472,16 +1501,16 @@ " 2020-03-17 9 0 14 0\n", " 2020-03-18 0 0 14 0\n", "... ... ... ... ...\n", - "ZW 2020-04-25 0 1 29 4\n", - " 2020-04-26 2 0 31 4\n", - " 2020-04-27 0 0 31 4\n", - " 2020-04-28 1 0 32 4\n", - " 2020-04-29 0 0 32 4\n", + "ZW 2020-05-04 0 0 34 4\n", + " 2020-05-05 0 0 34 4\n", + " 2020-05-06 0 0 34 4\n", + " 2020-05-07 0 0 34 4\n", + " 2020-05-08 0 0 34 4\n", "\n", - "[13829 rows x 4 columns]" + "[15698 rows x 4 columns]" ] }, - "execution_count": 912, + "execution_count": 878, "metadata": {}, "output_type": "execute_result" } @@ -1496,81 +1525,7 @@ }, { "cell_type": "code", - "execution_count": 913, - "metadata": {}, - "outputs": [], - "source": [ - "# data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD]" - ] - }, - { - "cell_type": "code", - "execution_count": 914, - "metadata": {}, - "outputs": [], - "source": [ - "# days_since_threshold = data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD].groupby(level=0).cumcount()\n", - "# days_since_threshold.rename('since_threshold', inplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 915, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "geoId dateRep \n", - "AD 2020-04-01 0\n", - " 2020-04-02 1\n", - " 2020-04-03 2\n", - " 2020-04-04 3\n", - " 2020-04-05 4\n", - " ..\n", - "ZA 2020-04-25 19\n", - " 2020-04-26 20\n", - " 2020-04-27 21\n", - " 2020-04-28 22\n", - " 2020-04-29 23\n", - "Name: since_threshold, Length: 3082, dtype: int64" - ] - }, - "execution_count": 915, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "dbd = data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD].reset_index(level=1)\n", - "dbd['since_threshold'] = dbd.dateRep\n", - "dbd.set_index('dateRep', append=True, inplace=True)\n", - "dbd.sort_index(inplace=True)\n", - "days_since_threshold = dbd.groupby(level=0).diff().since_threshold.dt.days.fillna(0).astype(int).groupby(level=0).cumsum()\n", - "# days_since_threshold.groupby(level=0).cumsum()\n", - "\n", - "# days_since_threshold = dbd.rename('since_threshold')\n", - "days_since_threshold" - ] - }, - { - "cell_type": "code", - "execution_count": 916, - "metadata": {}, - "outputs": [], - "source": [ - "# days_since_threshold = (data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD]\n", - "# .reset_index(level=1).groupby(level=0)\n", - "# .diff().dateRep.dt.days\n", - "# .groupby(level=0).cumcount()\n", - "# )\n", - "# days_since_threshold.rename('since_threshold', inplace=True)\n", - "# days_since_threshold" - ] - }, - { - "cell_type": "code", - "execution_count": 917, + "execution_count": 879, "metadata": {}, "outputs": [ { @@ -1599,7 +1554,8 @@ " deaths\n", " cases_culm\n", " deaths_culm\n", - " since_threshold\n", + " cases_diff\n", + " deaths_diff\n", " \n", " \n", " geoId\n", @@ -1609,49 +1565,55 @@ " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " AD\n", - " 2020-04-01\n", - " 6\n", - " 4\n", - " 376\n", - " 12\n", + " 2020-03-03\n", + " 1\n", " 0\n", - " \n", - " \n", - " 2020-04-02\n", - " 14\n", - " 2\n", - " 390\n", - " 14\n", " 1\n", + " 0\n", + " NaN\n", + " NaN\n", " \n", " \n", - " 2020-04-03\n", - " 38\n", + " 2020-03-14\n", " 1\n", - " 428\n", - " 15\n", + " 0\n", " 2\n", + " 0\n", + " 0.0\n", + " 0.0\n", " \n", " \n", - " 2020-04-04\n", - " 11\n", - " 1\n", - " 439\n", - " 16\n", + " 2020-03-16\n", " 3\n", + " 0\n", + " 5\n", + " 0\n", + " 2.0\n", + " 0.0\n", " \n", " \n", - " 2020-04-05\n", - " 27\n", - " 1\n", - " 466\n", - " 17\n", - " 4\n", + " 2020-03-17\n", + " 9\n", + " 0\n", + " 14\n", + " 0\n", + " 6.0\n", + " 0.0\n", + " \n", + " \n", + " 2020-03-18\n", + " 0\n", + " 0\n", + " 14\n", + " 0\n", + " -9.0\n", + " 0.0\n", " \n", " \n", " ...\n", @@ -1661,72 +1623,578 @@ " ...\n", " ...\n", " ...\n", + " ...\n", " \n", " \n", - " ZA\n", - " 2020-04-25\n", - " 267\n", + " ZW\n", + " 2020-05-04\n", + " 0\n", + " 0\n", + " 34\n", " 4\n", - " 4220\n", - " 79\n", - " 19\n", + " 0.0\n", + " 0.0\n", " \n", " \n", - " 2020-04-26\n", - " 141\n", - " 7\n", - " 4361\n", - " 86\n", - " 20\n", + " 2020-05-05\n", + " 0\n", + " 0\n", + " 34\n", + " 4\n", + " 0.0\n", + " 0.0\n", " \n", " \n", - " 2020-04-27\n", - " 185\n", - " 1\n", - " 4546\n", - " 87\n", - " 21\n", + " 2020-05-06\n", + " 0\n", + " 0\n", + " 34\n", + " 4\n", + " 0.0\n", + " 0.0\n", " \n", " \n", - " 2020-04-28\n", - " 247\n", - " 3\n", - " 4793\n", - " 90\n", - " 22\n", + " 2020-05-07\n", + " 0\n", + " 0\n", + " 34\n", + " 4\n", + " 0.0\n", + " 0.0\n", + " \n", + " \n", + " 2020-05-08\n", + " 0\n", + " 0\n", + " 34\n", + " 4\n", + " 0.0\n", + " 0.0\n", + " \n", + " \n", + "\n", + "

15698 rows × 6 columns

\n", + "" + ], + "text/plain": [ + " cases deaths cases_culm deaths_culm cases_diff \\\n", + "geoId dateRep \n", + "AD 2020-03-03 1 0 1 0 NaN \n", + " 2020-03-14 1 0 2 0 0.0 \n", + " 2020-03-16 3 0 5 0 2.0 \n", + " 2020-03-17 9 0 14 0 6.0 \n", + " 2020-03-18 0 0 14 0 -9.0 \n", + "... ... ... ... ... ... \n", + "ZW 2020-05-04 0 0 34 4 0.0 \n", + " 2020-05-05 0 0 34 4 0.0 \n", + " 2020-05-06 0 0 34 4 0.0 \n", + " 2020-05-07 0 0 34 4 0.0 \n", + " 2020-05-08 0 0 34 4 0.0 \n", + "\n", + " deaths_diff \n", + "geoId dateRep \n", + "AD 2020-03-03 NaN \n", + " 2020-03-14 0.0 \n", + " 2020-03-16 0.0 \n", + " 2020-03-17 0.0 \n", + " 2020-03-18 0.0 \n", + "... ... \n", + "ZW 2020-05-04 0.0 \n", + " 2020-05-05 0.0 \n", + " 2020-05-06 0.0 \n", + " 2020-05-07 0.0 \n", + " 2020-05-08 0.0 \n", + "\n", + "[15698 rows x 6 columns]" + ] + }, + "execution_count": 879, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_by_date = data_by_date.merge(\n", + " data_by_date[['cases', 'deaths']].groupby(level=0).diff(), \n", + " suffixes=('', '_diff'), \n", + " left_index=True, right_index=True)\n", + "data_by_date" + ] + }, + { + "cell_type": "code", + "execution_count": 880, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "cases 4617.0\n", + "deaths 1029.0\n", + "cases_culm 103093.0\n", + "deaths_culm 15944.0\n", + "cases_diff 14.0\n", + "deaths_diff 187.0\n", + "Name: (UK, 2020-04-17 00:00:00), dtype: float64" + ] + }, + "execution_count": 880, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_by_date.loc['UK', '2020-04-17']" + ] + }, + { + "cell_type": "code", + "execution_count": 881, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
casesdeathscases_culmdeaths_culmcases_diffdeaths_diff
dateRep
2019-12-310000NaNNaN
2020-01-0100000.00.0
2020-01-0200000.00.0
2020-04-292032020-01-0300000.00.0
2020-01-0400000.00.0
.....................
2020-05-04433931518659928446-467.0-306.0
2020-05-05398528819058428734-354.0-27.0
2020-05-06440669319499029427421.0405.0
2020-05-076211649201201300761805.0-44.0
2020-05-08551453920671530615-697.0-110.0
\n", + "

130 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " cases deaths cases_culm deaths_culm cases_diff deaths_diff\n", + "dateRep \n", + "2019-12-31 0 0 0 0 NaN NaN\n", + "2020-01-01 0 0 0 0 0.0 0.0\n", + "2020-01-02 0 0 0 0 0.0 0.0\n", + "2020-01-03 0 0 0 0 0.0 0.0\n", + "2020-01-04 0 0 0 0 0.0 0.0\n", + "... ... ... ... ... ... ...\n", + "2020-05-04 4339 315 186599 28446 -467.0 -306.0\n", + "2020-05-05 3985 288 190584 28734 -354.0 -27.0\n", + "2020-05-06 4406 693 194990 29427 421.0 405.0\n", + "2020-05-07 6211 649 201201 30076 1805.0 -44.0\n", + "2020-05-08 5514 539 206715 30615 -697.0 -110.0\n", + "\n", + "[130 rows x 6 columns]" + ] + }, + "execution_count": 881, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_by_date.loc['UK']" + ] + }, + { + "cell_type": "code", + "execution_count": 882, + "metadata": {}, + "outputs": [], + "source": [ + "# data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD]" + ] + }, + { + "cell_type": "code", + "execution_count": 883, + "metadata": {}, + "outputs": [], + "source": [ + "# days_since_threshold = data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD].groupby(level=0).cumcount()\n", + "# days_since_threshold.rename('since_threshold', inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 884, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "geoId dateRep \n", + "AD 2020-04-01 0\n", + " 2020-04-02 1\n", + " 2020-04-03 2\n", + " 2020-04-04 3\n", + " 2020-04-05 4\n", + " ..\n", + "ZA 2020-05-04 28\n", + " 2020-05-05 29\n", + " 2020-05-06 30\n", + " 2020-05-07 31\n", + " 2020-05-08 32\n", + "Name: since_threshold, Length: 4068, dtype: int64" + ] + }, + "execution_count": 884, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dbd = data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD].reset_index(level=1)\n", + "dbd['since_threshold'] = dbd.dateRep\n", + "dbd.set_index('dateRep', append=True, inplace=True)\n", + "dbd.sort_index(inplace=True)\n", + "days_since_threshold = dbd.groupby(level=0).diff().since_threshold.dt.days.fillna(0).astype(int).groupby(level=0).cumsum()\n", + "# days_since_threshold.groupby(level=0).cumsum()\n", + "\n", + "# days_since_threshold = dbd.rename('since_threshold')\n", + "days_since_threshold" + ] + }, + { + "cell_type": "code", + "execution_count": 885, + "metadata": {}, + "outputs": [], + "source": [ + "# days_since_threshold = (data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD]\n", + "# .reset_index(level=1).groupby(level=0)\n", + "# .diff().dateRep.dt.days\n", + "# .groupby(level=0).cumcount()\n", + "# )\n", + "# days_since_threshold.rename('since_threshold', inplace=True)\n", + "# days_since_threshold" + ] + }, + { + "cell_type": "code", + "execution_count": 886, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
casesdeathscases_culmdeaths_culmcases_diffdeaths_diffsince_threshold
geoIddateRep
AD2020-04-016437612-30.02.00
2020-04-02142390148.0-2.01
2020-04-033814281524.0-1.02
2020-04-0411143916-27.00.0349969323
2020-04-052714661716.00.04
...........................
ZA2020-05-044478678313162.01.028
2020-05-0543777220138-10.0-1.029
2020-05-06352107572148-85.03.030
2020-05-0723657808153-116.0-5.031
2020-05-0842488232161188.03.032
\n", - "

3082 rows × 5 columns

\n", + "

4068 rows × 7 columns

\n", "
" ], "text/plain": [ - " cases deaths cases_culm deaths_culm since_threshold\n", - "geoId dateRep \n", - "AD 2020-04-01 6 4 376 12 0\n", - " 2020-04-02 14 2 390 14 1\n", - " 2020-04-03 38 1 428 15 2\n", - " 2020-04-04 11 1 439 16 3\n", - " 2020-04-05 27 1 466 17 4\n", - "... ... ... ... ... ...\n", - "ZA 2020-04-25 267 4 4220 79 19\n", - " 2020-04-26 141 7 4361 86 20\n", - " 2020-04-27 185 1 4546 87 21\n", - " 2020-04-28 247 3 4793 90 22\n", - " 2020-04-29 203 3 4996 93 23\n", + " cases deaths cases_culm deaths_culm cases_diff \\\n", + "geoId dateRep \n", + "AD 2020-04-01 6 4 376 12 -30.0 \n", + " 2020-04-02 14 2 390 14 8.0 \n", + " 2020-04-03 38 1 428 15 24.0 \n", + " 2020-04-04 11 1 439 16 -27.0 \n", + " 2020-04-05 27 1 466 17 16.0 \n", + "... ... ... ... ... ... \n", + "ZA 2020-05-04 447 8 6783 131 62.0 \n", + " 2020-05-05 437 7 7220 138 -10.0 \n", + " 2020-05-06 352 10 7572 148 -85.0 \n", + " 2020-05-07 236 5 7808 153 -116.0 \n", + " 2020-05-08 424 8 8232 161 188.0 \n", "\n", - "[3082 rows x 5 columns]" + " deaths_diff since_threshold \n", + "geoId dateRep \n", + "AD 2020-04-01 2.0 0 \n", + " 2020-04-02 -2.0 1 \n", + " 2020-04-03 -1.0 2 \n", + " 2020-04-04 0.0 3 \n", + " 2020-04-05 0.0 4 \n", + "... ... ... \n", + "ZA 2020-05-04 1.0 28 \n", + " 2020-05-05 -1.0 29 \n", + " 2020-05-06 3.0 30 \n", + " 2020-05-07 -5.0 31 \n", + " 2020-05-08 3.0 32 \n", + "\n", + "[4068 rows x 7 columns]" ] }, - "execution_count": 917, + "execution_count": 886, "metadata": {}, "output_type": "execute_result" } @@ -1739,7 +2207,7 @@ }, { "cell_type": "code", - "execution_count": 918, + "execution_count": 887, "metadata": {}, "outputs": [ { @@ -1769,6 +2237,8 @@ " deaths\n", " cases_culm\n", " deaths_culm\n", + " cases_diff\n", + " deaths_diff\n", " \n", " \n", " since_threshold\n", @@ -1778,6 +2248,8 @@ " \n", " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1789,6 +2261,8 @@ " 4\n", " 376\n", " 12\n", + " -30.0\n", + " 2.0\n", " \n", " \n", " 1\n", @@ -1798,6 +2272,8 @@ " 2\n", " 390\n", " 14\n", + " 8.0\n", + " -2.0\n", " \n", " \n", " 2\n", @@ -1807,6 +2283,8 @@ " 1\n", " 428\n", " 15\n", + " 24.0\n", + " -1.0\n", " \n", " \n", " 3\n", @@ -1816,6 +2294,8 @@ " 1\n", " 439\n", " 16\n", + " -27.0\n", + " 0.0\n", " \n", " \n", " 4\n", @@ -1825,6 +2305,8 @@ " 1\n", " 466\n", " 17\n", + " 16.0\n", + " 0.0\n", " \n", " \n", " ...\n", @@ -1834,76 +2316,102 @@ " ...\n", " ...\n", " ...\n", + " ...\n", + " ...\n", " \n", " \n", - " 19\n", + " 28\n", " ZA\n", - " 2020-04-25\n", - " 267\n", - " 4\n", - " 4220\n", - " 79\n", + " 2020-05-04\n", + " 447\n", + " 8\n", + " 6783\n", + " 131\n", + " 62.0\n", + " 1.0\n", " \n", " \n", - " 20\n", + " 29\n", " ZA\n", - " 2020-04-26\n", - " 141\n", + " 2020-05-05\n", + " 437\n", " 7\n", - " 4361\n", - " 86\n", + " 7220\n", + " 138\n", + " -10.0\n", + " -1.0\n", " \n", " \n", - " 21\n", + " 30\n", " ZA\n", - " 2020-04-27\n", - " 185\n", - " 1\n", - " 4546\n", - " 87\n", + " 2020-05-06\n", + " 352\n", + " 10\n", + " 7572\n", + " 148\n", + " -85.0\n", + " 3.0\n", " \n", " \n", - " 22\n", + " 31\n", " ZA\n", - " 2020-04-28\n", - " 247\n", - " 3\n", - " 4793\n", - " 90\n", + " 2020-05-07\n", + " 236\n", + " 5\n", + " 7808\n", + " 153\n", + " -116.0\n", + " -5.0\n", " \n", " \n", - " 23\n", + " 32\n", " ZA\n", - " 2020-04-29\n", - " 203\n", - " 3\n", - " 4996\n", - " 93\n", + " 2020-05-08\n", + " 424\n", + " 8\n", + " 8232\n", + " 161\n", + " 188.0\n", + " 3.0\n", " \n", " \n", "\n", - "

3082 rows × 5 columns

\n", + "

4068 rows × 7 columns

\n", "" ], "text/plain": [ - " dateRep cases deaths cases_culm deaths_culm\n", - "since_threshold geoId \n", - "0 AD 2020-04-01 6 4 376 12\n", - "1 AD 2020-04-02 14 2 390 14\n", - "2 AD 2020-04-03 38 1 428 15\n", - "3 AD 2020-04-04 11 1 439 16\n", - "4 AD 2020-04-05 27 1 466 17\n", - "... ... ... ... ... ...\n", - "19 ZA 2020-04-25 267 4 4220 79\n", - "20 ZA 2020-04-26 141 7 4361 86\n", - "21 ZA 2020-04-27 185 1 4546 87\n", - "22 ZA 2020-04-28 247 3 4793 90\n", - "23 ZA 2020-04-29 203 3 4996 93\n", + " dateRep cases deaths cases_culm deaths_culm \\\n", + "since_threshold geoId \n", + "0 AD 2020-04-01 6 4 376 12 \n", + "1 AD 2020-04-02 14 2 390 14 \n", + "2 AD 2020-04-03 38 1 428 15 \n", + "3 AD 2020-04-04 11 1 439 16 \n", + "4 AD 2020-04-05 27 1 466 17 \n", + "... ... ... ... ... ... \n", + "28 ZA 2020-05-04 447 8 6783 131 \n", + "29 ZA 2020-05-05 437 7 7220 138 \n", + "30 ZA 2020-05-06 352 10 7572 148 \n", + "31 ZA 2020-05-07 236 5 7808 153 \n", + "32 ZA 2020-05-08 424 8 8232 161 \n", "\n", - "[3082 rows x 5 columns]" + " cases_diff deaths_diff \n", + "since_threshold geoId \n", + "0 AD -30.0 2.0 \n", + "1 AD 8.0 -2.0 \n", + "2 AD 24.0 -1.0 \n", + "3 AD -27.0 0.0 \n", + "4 AD 16.0 0.0 \n", + "... ... ... \n", + "28 ZA 62.0 1.0 \n", + "29 ZA -10.0 -1.0 \n", + "30 ZA -85.0 3.0 \n", + "31 ZA -116.0 -5.0 \n", + "32 ZA 188.0 3.0 \n", + "\n", + "[4068 rows x 7 columns]" ] }, - "execution_count": 918, + "execution_count": 887, "metadata": {}, "output_type": "execute_result" } @@ -1917,7 +2425,7 @@ }, { "cell_type": "code", - "execution_count": 919, + "execution_count": 888, "metadata": {}, "outputs": [ { @@ -1947,6 +2455,8 @@ " deaths\n", " cases_culm\n", " deaths_culm\n", + " cases_diff\n", + " deaths_diff\n", " \n", " \n", " since_threshold\n", @@ -1956,6 +2466,8 @@ " \n", " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1967,6 +2479,8 @@ " 4\n", " 4838\n", " 12\n", + " 310.0\n", + " 1.0\n", " \n", " \n", " 1\n", @@ -1976,6 +2490,8 @@ " 1\n", " 6012\n", " 13\n", + " 131.0\n", + " -3.0\n", " \n", " \n", " 2\n", @@ -1985,6 +2501,8 @@ " 0\n", " 7156\n", " 13\n", + " -30.0\n", + " -1.0\n", " \n", " \n", " 3\n", @@ -1994,6 +2512,8 @@ " 0\n", " 8198\n", " 13\n", + " -102.0\n", + " 0.0\n", " \n", " \n", " 4\n", @@ -2003,6 +2523,8 @@ " 30\n", " 14138\n", " 43\n", + " 4898.0\n", + " 30.0\n", " \n", " \n", " ...\n", @@ -2012,76 +2534,102 @@ " ...\n", " ...\n", " ...\n", + " ...\n", + " ...\n", " \n", " \n", - " 41\n", + " 50\n", " UK\n", - " 2020-04-25\n", - " 5386\n", - " 768\n", - " 143464\n", - " 19506\n", + " 2020-05-04\n", + " 4339\n", + " 315\n", + " 186599\n", + " 28446\n", + " -467.0\n", + " -306.0\n", " \n", " \n", - " 42\n", + " 51\n", " UK\n", - " 2020-04-26\n", - " 4913\n", - " 813\n", - " 148377\n", - " 20319\n", + " 2020-05-05\n", + " 3985\n", + " 288\n", + " 190584\n", + " 28734\n", + " -354.0\n", + " -27.0\n", " \n", " \n", - " 43\n", + " 52\n", " UK\n", - " 2020-04-27\n", - " 4463\n", - " 413\n", - " 152840\n", - " 20732\n", + " 2020-05-06\n", + " 4406\n", + " 693\n", + " 194990\n", + " 29427\n", + " 421.0\n", + " 405.0\n", " \n", " \n", - " 44\n", + " 53\n", " UK\n", - " 2020-04-28\n", - " 4309\n", - " 360\n", - " 157149\n", - " 21092\n", + " 2020-05-07\n", + " 6211\n", + " 649\n", + " 201201\n", + " 30076\n", + " 1805.0\n", + " -44.0\n", " \n", " \n", - " 45\n", + " 54\n", " UK\n", - " 2020-04-29\n", - " 3996\n", - " 586\n", - " 161145\n", - " 21678\n", + " 2020-05-08\n", + " 5514\n", + " 539\n", + " 206715\n", + " 30615\n", + " -697.0\n", + " -110.0\n", " \n", " \n", "\n", - "

155 rows × 5 columns

\n", + "

182 rows × 7 columns

\n", "" ], "text/plain": [ - " dateRep cases deaths cases_culm deaths_culm\n", - "since_threshold geoId \n", - "0 DE 2020-03-16 1043 4 4838 12\n", - "1 DE 2020-03-17 1174 1 6012 13\n", - "2 DE 2020-03-18 1144 0 7156 13\n", - "3 DE 2020-03-19 1042 0 8198 13\n", - "4 DE 2020-03-20 5940 30 14138 43\n", - "... ... ... ... ... ...\n", - "41 UK 2020-04-25 5386 768 143464 19506\n", - "42 UK 2020-04-26 4913 813 148377 20319\n", - "43 UK 2020-04-27 4463 413 152840 20732\n", - "44 UK 2020-04-28 4309 360 157149 21092\n", - "45 UK 2020-04-29 3996 586 161145 21678\n", + " dateRep cases deaths cases_culm deaths_culm \\\n", + "since_threshold geoId \n", + "0 DE 2020-03-16 1043 4 4838 12 \n", + "1 DE 2020-03-17 1174 1 6012 13 \n", + "2 DE 2020-03-18 1144 0 7156 13 \n", + "3 DE 2020-03-19 1042 0 8198 13 \n", + "4 DE 2020-03-20 5940 30 14138 43 \n", + "... ... ... ... ... ... \n", + "50 UK 2020-05-04 4339 315 186599 28446 \n", + "51 UK 2020-05-05 3985 288 190584 28734 \n", + "52 UK 2020-05-06 4406 693 194990 29427 \n", + "53 UK 2020-05-07 6211 649 201201 30076 \n", + "54 UK 2020-05-08 5514 539 206715 30615 \n", "\n", - "[155 rows x 5 columns]" + " cases_diff deaths_diff \n", + "since_threshold geoId \n", + "0 DE 310.0 1.0 \n", + "1 DE 131.0 -3.0 \n", + "2 DE -30.0 -1.0 \n", + "3 DE -102.0 0.0 \n", + "4 DE 4898.0 30.0 \n", + "... ... ... \n", + "50 UK -467.0 -306.0 \n", + "51 UK -354.0 -27.0 \n", + "52 UK 421.0 405.0 \n", + "53 UK 1805.0 -44.0 \n", + "54 UK -697.0 -110.0 \n", + "\n", + "[182 rows x 7 columns]" ] }, - "execution_count": 919, + "execution_count": 888, "metadata": {}, "output_type": "execute_result" } @@ -2092,22 +2640,22 @@ }, { "cell_type": "code", - "execution_count": 920, + "execution_count": 889, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 920, + "execution_count": 889, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEHCAYAAABV4gY/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeVhV1frA8e9mnkEmUVEZxAEVUXE2ccihwTKzeTJLq5up2c0G66fdsttg3WtZeU2NNCtzyLnUHLKcxRlRERRFZEbm4cBZvz+O4gTKORxlej/Ps58j++y99gvCy2Lttd+lKaUQQghRt1hUdwBCCCHMT5K7EELUQZLchRCiDpLkLoQQdZAkdyGEqIOsqjsAAE9PT+Xn51fdYQghRK0SGRmZppTyKu+9GpHc/fz82Lt3b3WHIYQQtYqmafEVvSfDMkIIUQdJchdCiDqoWpO7pmlDNU2bnZWVVZ1hCCFEnVOtyV0ptUopNcbV1bU6wxBCiDpHhmWEEKIOkuQuhBB1kCR3IYSog2rEPHchRN2jlCK7OJvU/FTSCtNIK0ijRF/CsBbDqju0ekGSuxDCJDq9jqTcJBJyE0jMTSQxL5GkvCSS8pI4n3eepLwkdHrdVee427lLcgfQl4KuAEoKDa+6fCjOu/xanAeFF6DgwuXXomwoyr34fo7h9QaqNblrmjYUGNqiRYvqDEOIeq+otKgsKWcWZpJTnEOuLtfwWpxLni6PXN3l18zCTJLzk9ErfVkbFpoF3g7eNHJsRDuPdtzZ7E68HLzwtPcs27zsy31SvvbQl0JRzuWtOPfqf+dnQF6qYctNgfw0KM6HkiJDIr+UzK/5pXdDljZg5wZ2rmDrBDZO4OJr+DcHKjxNqwkrMYWFhSkpPyDErZVVlMWZ7DOczj7NmZwzxGfFczbnLOfzzpNemF7uOVaaFY42jjhZO+Fk7YSjtSNONk642rjSxLkJjR0b4+vsSxOnJng7eGNlUQsGA/SlUJgFBZkXe8WZkJ8J+elQkGFI0GW95qzLW1EO6G7cWwbA0hacvMHRy7DZOICVPVjZgpWd4dXa3rBZ2YO1HVg7gI3j1a/2boakbm0PmlbupTRNi1RKhZX3Xi34nxBCVFa+Lp+4rDhiL8QSn21I3pe27OLssuM0NBo7Naapc1P6uvfFx9GHxk6NaeTYCHc7d5xtnHGydsLeyh6tgsRS7ZQyJN1LPeWyLe3ilmpI3GW964uvxTk3aFS7nFTtL/aWXRqBrcvFnrPzxc3lYi/a+XJv2tYJ7N0N79eAr5kkdyFqIaUUCbkJRKdHcyzjGMcyjhF7IZbEvMSyYyw1Sxo5NqKpc1OG+A2hqXNTmrk0w8/FD19nX2wsbarxM7iBkmLIS4HcZMhJNrzmJkNO0tWvuSkVD2/YNwAHT8OrnRu4Nr2cjK9K3hdfHTwMidneDSwsb+/ne4tIcheiBtErPVlFWaQVpJVtGYUZZBVlcaHoAheKLpBekE7MhRhyLvZArTQrAtwCCPUO5UG3Bwl0DSTQLZAmzk2wtrCu5s/oGroCQ3LOSYKcRMNr1jnIOgtZCYYtL6X8cx08wMkHnBuCV+urhz6cvAzJ3MnbcJxlDfu8q4EkdyGqSb4un2MZx4jOiCY6PZrojGjisuIo0Zdcd6ylZomrrStutm642boxxG8IbTzaEOwRTJBbUPX3wvV6w83DrATIPgfZiYbXS4k8NxlyzhuGUa5l7QCuvobNpx24NAFnH3BqaEjWTg3B0RusauhfGjWUJHchbpMLhRfYl7KPyORIIpMjic6ILptt4m7nThuPNvRq3IuGjg3xsPfA084TLwcvGtg1wNnaufrHvovzDT3szHjIPA2ZpyAjDjJOwYV4w0yQK1naXOxp+4BnEPjdYeh1Ozc27HNuZHi1b1AjxqjrGknuQpiZUorzeec5nnGcE5knOJ5peI3PNqyrYGNhQ4hXCM+3f54QzxBau7fG28G7+pM3GG44psdC+klD4k6PNbxmnr5+uMTaAdwDDIm75SBwbQauTQw9b5cm4OgpSbsaSXIXoopyi3M5nHaYw2mHOZR6iMNph8kozCh7v6lzU1o1aMX9gffTuWFn2nm2q95hFH2pYfgk/aRhSztxcYsxDJ1cyaWJIYG3HAwNmoOb38XX5oYhE0neNZYkdyFMkFaQxuazm9kYv5Fd53dRogzj5P6u/vRu0pv2nu1p7d6aoAZBOFo73v4A8zMMve0rb1ReOHO5N15adPlYW1dD7zugn+HVowV4BEIDf8McbVEryROqQtxEQUkB8dnxxF2IIy4rjj1Je9ifsh+FoqlzU54MfpLujbrTzrMdrra3eW2CohxDrzvlGKQcvbhFX98Dv3TT0j0QWgy4mMAvbk4NpQdeB8kTqkJclJKfUjY2fuWWmJuIwvBzYqFZEOQWxIBmAxjQfABBbkG3Z6y8pAhSj0NyFCQfgdRjho+zzl4+xsoOvFqBd7Bh8wg0zO929ZWblnWUPKEqRAXSCtJYd3odv5/6nQOpl+t0OFo70tylOSGeIdzf4n78Xf0JcA2guUtzbC1tb11A+lLDcEpK9MUEfgySj0Lacbg0RdLKDjxbQrMe4DXSMOfbq5VhbLyOPIAjqk6Su6h3kvKS+PPsn2yI38Ce5D3olZ6gBkG80vEVOjfsTHOX5njYedz6HnlxvqEnnnQQzh+CpEOGpH7llELXpuDdxnBDs2Fb8GlvGFqxlB9dcWPyHSLqPKUUxzOPs/nMZjaf3Ux0RjQAfi5+jAkZwxC/IQS6Bd7aIEpLDL3wc5EXt32G8XFVanjfzg0ahUCX5w3J/FJv3Nb51sYl6ixJ7qLOOpt9ljWn1rAmbg2ns0+joRHqHcqrnV+lb9O++Lv435reeVGOIYEnR10eI085dnmGip0bNOkELV+FxqHQqIOhhy5j4sKMJLmLOiUpL4mNZzay9tRaDqUeAqCLTxeeafsM/Zr2w8Pew/wXLciE+B0Qvw3it8P5g5d75E4NDcMp3caATwdDUncPkEQubjlJ7qJWU0oRcyGGTWc2sfnsZo6mHwWghVsLJnSawN3+d9PIqZF5L6rXG8bJYzYYtnN7QekNdbx9w+COidCsuyGZO9XyxSlErSXJXdRKebo81sStYdHxRZzIPIGGRohXCBM6TaBfs34EuAaY94JFORC7CU6sg5j1hlrhAI07QZ/XwT8cmnQ2LLwgRA0gyV3UKjGZMSw6vojVcavJ0+XR2r0173R7h/7N+uPlYOZe8oWzcOJ3OP4bnP4LSosNCza0uBOCBkHgAOmZixpLkruo0ZRSHE0/ysYzG9l0ZhOxWbFYW1gzxG8Ij7R+hBDPEPPdFFUKzh8wJPPjayHpsGG/eyB0HQMthxiGW6RWuKgFJLmLGken1xGZHMnmM5vZdHYTSXlJWGgWdG7YmYdaPcTd/nfTwK6B+S6YHgsHfoSDP0N2AmgW0LQbDPwXtLwLvFqa71pC3CaS3EWNkK/LZ2vCVjad3cTfCX+To8vB1tKWHo178HLoy4T7hps3oRdmQ9SvhqR+dqchoQcOgP6TIWgwON6CWTVC3EaS3EW1Op5xnMUnFrMmbg25ulwa2DZgQPMB9Gvaj+6NuuNgbcaqhErBmR2wbwEcXQ66fPBsBXe+ByGPGBZCFqKOuCXJXdM0R2ArMEUptfpWXEPUXiX6EtaeWsui44s4lHoIGwsbBvsN5oGgB+jk3QlLc9dHyU2Bgz/BvvmG+uU2zhDyMHR8yjDDReacizqoUsld07R5wL1AilKq3RX7hwAzAEtgjlLqo4tvvQH8YuZYRR1wMPUg03ZOIzojGn9XfyZ1mcR9gfeZv1SuvtQwdXHf94YbpPoSQ6Gt3hOh7TCwqYYa60LcRpXtuUcAM4H5l3ZommYJfAUMBBKAPZqmrQQaA0cBmfArylwovMB/9/2XpTFL8XbwZnr4dAY1H2T+x/8LMmH3txAZYVig2cETuv8DOj1tWIhCiHqiUsldKbVV0zS/a3Z3BU4qpeIANE37GbgfcAIcgWCgQNO0tUpdXAX4CpqmjQHGADRr1szU+EUNp5Ri+cnlfB75OTnFOYxsO5IXO7xo/tWJ8jNg5zewaxYUZRvmog/5yDB90aoal7QToppUZcy9CXDFSgEkAN2UUmMBNE0bCaSVl9gBlFKzgdlgWKyjCnGIGiohJ4H3drzHzvM76eTdiXe6v0NQAzP3ngsyYftM2PU/KM6B4PuhzyTwaXfzc4Wow6qS3Mv7e7osSSulIqrQtqjF9ErPT8d+Ysa+GVhoFrzb/V1GtByBhWZhxovo4cBC+GOKodfedpghqTcMNt81hKjFqpLcE4CmV3zsCyQa04CsoVr3nM46zf9t/z/2p+ynd5PeTOkxBR9HH/Ne5PxBWPMaJOyBpt3h6emGRSyEEGWqktz3AEGapvkD54BHgceNaUAptQpYFRYWNroKcYgaQCnFL8d/Yfre6VhbWjOt9zSGBgw17w3T7ET46zPYOw8cPGDYLOjwqExlFKIclZ0K+RPQF/DUNC0Bw/z1uZqmjQXWYZgKOU8pFXXLIhU1Vmp+Kv+3/f/4+9zf9Gzck3/1/BcNHRua7wLJUYZx9cOLDXXSuzwP/SaDvZv5riFEHVPZ2TKPVbB/LbDW1IvLsEzttyF+A+/teI+ikiLe7vY2j7Z61Dy9daXg1FbYNgNiN4K1A4SNgu4vgbt/1dsXoo7TlKr+iSphYWFq79691R2GMEKJvoTPIz9nwdEFtPNox4d3fIi/q5mS7ultsHmaYWUjp4aGioxho8DB3TztC7Mr1JWSnF3I+axCkrIuvRbw/B0BNHU3YwkJcRVN0yKVUmHlvSe1ZYTRMgszef3P19mVtIsn2jzBa2GvYW1hhjK4CXth0wcQt9mQ1O/6BDo9IwtgVLNCXSkJmfmczSgwvGYWkHihgNScIlJzi0jNKSKnsOS685ztrLi7fSNJ7tWkWpO7DMvUPtHp0UzYPIG0gjSm9Z7GfYH3Vb3R7POw7i1DlUYHDxj0AYQ9BzaSFMwpp1BHZp6O7MKLW0EJeUUlFJaUUqjTU6grpUhXSnpeMUlZhSRe7H1n5uuuasfGyoImbvZ4OdvSppELfYJs8XSywcfVnkaudvi42uHjYoejrfQdq5MMy4hK0el1/BrzK5/u+RRXW1dm9JtBW8+2VWtUXwp75sDG9w2rHN0xEXqMBVsn8wRdzyVk5rP7VAZ7Tmew+1QGsal5lTqvgYP1VYm6sasdvg0caOpuT9MGDng62WJhITOUagIZlhEm0+l1rIpdxbeHviUhN4GwhmF8Gv4pnvaeVWs4cT+smmBY+SigH9zzGXgEmifoOiwjr5hjSdnEpeYRl5rHqbRcTqXlkZRdyJX9NAUUlxgeDne2syKseQOGd/KloYsdLnZWONtZ42xnhZOtFfY2lthZWWJrbYGtlYX56/2IaiHJXZRLp9ex4uQK5hyew7nccwR7BPNl1y8J9w2v2g9/9nnY/AHsXwhO3jBiHrQdLnPVr5GVryM2LZdTqXmcSMnh2Pkcos9nk5JTVHaMnbUF/p5OtG3iysDghtf1phu52NHV34NWPs5YSk+73pExd3GdAykH+NfOfxGTGUM7j3a83e1t7mhyR9WSenEebP/SMLWxVAc9XoY+r9fLuepKKVJyijiTkU9SViHJ2YYtKbuIxAsFnErLIyOvuOx4G0sLWng70TvIkzY+LrTycaaFtxM+LnYyPCIqJGPuokxWURYz9s1gyYkleDt481bXt+jfrH/VkrpScGgRbJgCuUkQPAzunFov5qoXlZRyMiWXY+dzOJ6cQ1xqLvHp+ZzNzKdQd3U9PTtrCxq6GG5EBng54u/pSICnE/5ejjRzd8Da0ox1eUSdIWPu4qZ+P/U7H+3+iMyiTJ4MfpKXQ1+uelnenCRYNR5O/A5NwuDh+dCsm3kCrmGUUpxKy2NvfCZ7T2ew/8wF4tLyKNUbOk82VhYEeBqSdt9WXjRzd6CpuwON3ezLxsFlrFuYkyT3eq5UX8r0vdP5IfoH2nq05es7vybYo4qVFZWCI0sNxb1KCmHwv6Hbi2BRd3qfxSV6jiRmEXk6kz2nM4iMzyT94lCKm4M1nZs1YEg7H1r5ONPaxwU/DwespPctbiMZc6/H8nR5TNo6ia0JW3myzZO8FvYaVhZV/JbIzzD01qNXgm8XGPZNnVgBSSnFieRcfj+SxLaTaRxMuEDRxdkozdwdCG/lRRc/d7r4NSDA00nGwkW1kzH3eioxN5Gxm8YSdyGOt7u9zcOtHq56oznJMP9+yIiFfm9Dz3Fg7sWub6OSUj0HE7JYH5XEuqgkTqfno2kQ0sSVMD93wpo3oLNfA7yd5QlaUT1kzF1c5VDqIcZtGkdxaTFf3/k1PRv3rHqjWedg/n2GsrxPLIGA8Kq3eZtlFeg4ePYCe+MziYw3jJvnF5diZaHRs4Uno/sEMDC4oSRzUStIcq9ntiduZ8LmCXjYeTBv8DwC3AKq3mhmPHw/1DAk89Sv0Kx71du8hVKyC9kbn8nRxGzOZOQTn5HPmfS8ssfsLTRo7ePCiM6+dPFzp09LL1ztzVA7R4jbSJJ7PbIhfgOTtk4i0DWQWQNnVf0pU4D0WENiL86DZ1ZAk85Vb9PMUnIK2Xwshd2nMtkbn0F8ej4AlhYajd3saO7uyF3tG9HM3YG2jV0IbeqGs50kc1G7SXKvJ36N+ZWpO6bS3rM9Xw34Cldb16o3mnQEfhgO+hIYubpGLXWXeKGA348k8duR8+yNz0Qp8HC0IcyvAU91b06YnzvBjVywsZIZLKJuktky9cD8qPl8uvdTejbuyX/6/gcHazNUWzz1F/z8ONg6w9Mrwbt11dusIl2pnt+OJDF/+2n2xmcC0NrHmfEDggzTEhs6y1xyUW/IbJk6bs7hOczYN4OBzQfy0R0fYWNpU/VGj66Apc9DA394ahm4+la9zSpIzy3ip91nWLAznuTsIvw8HHgorCl3t2+Ev2cVH8QSogaT2TL11PdR3zNj3wzu9r+bab2nVX0OOxhK9K75p2EO++OLqnV1pITMfL7eEsuSyASKS/TcEeTJR8NDCG/pJfPMRb0nyb2OWhi9kOl7pzOo+SDzJPbSEtj0Pmz7L7QcAiO+q7bFNM5m5PPV5pMsiUzAQtN4sLMvz/X2o4W3c7XEI0RNJMm9Dvrl+C98tPsj+jftz0d9Pqp6Ys88DUtHQ8Ju6Pws3D0dLG//t058eh5fbT7Jsn3nsNA0Hu/WjBfDA2nsZn/bYxGippPkXsf8GvMr7+98nz6+fZgePr3qa5seWgxrJhr+/eBcaD+i6kEaKS41l5mbT7LiQCKWFhpPdm/Oi+GB+LjKw0RCVESSex2y+/xupu6YSq/Gvfi87+dYW1YhsRflwtp/wsGfoGk3GP4tNGhuvmBvQinF0fPZzN4ax6qDidhYWTCypx8v9AnA20WSuhA3I1Mh64iU/BRe3/o6zV2a81nfz7C1tDW9sfwMWPgQJO6D8Degz6TbMgyj1yv2n81kXVQy66KSiE/Px8HGktF9Ahh9RwCeTlX4nISoZ6o1uSulVgGrwsLCRldnHLVdib6ESVsnUVBSwNxBc6tWhz07ERY8ABmn4JGF0Ppu8wV6DaUU8en57DqVzq64DP46mUZqThHWlho9Az15oU8gd7XzoYGjGaZvClHPyLBMHfDl/i+JTI7kw94f0qJBFf4KSo+FBcMgPxOeXAr+d5gvyIvOXShgW0wa22LT2BmXTnK2YU1QD0cbegR6MDC4If1ae+Mij/8LUSWS3Gu5zWc2M+/IPB5q+RBDA4ea3lDSYVgwHFQpjFwFjTuaJT5dqZ6/YlLZdCyFbSfTOZWWB4Cnky09Aj3o5u9O9wB3Ar2c5OlRIcxIknstlpCTwORtk2nj3oY3ur5hekMn1hmeOLV1MVR19GpZ5diiz2ezJDKBFQfOkZZbjKONJd0DPHiqe3N6B3kS5C3JXIhbSZJ7LZWQk8ALG14Ahek3UPV6+Osz2DzNUPTrsZ+qXEpgXVQSX2yMISoxG2tLjf6tvRnRuSnhLb2kSJcQt5Ek91roROYJXtzwIkWlRXx959c0dW5qfCNFOfDri3BsNYQ8AkNngLXpDwMlZxcyZUUUv0cl0cLbialDg7kvtAnucjNUiGohyb2WOZBygH9s/Af2lvZ8P+R7026gpsfCT49B+kkY8pFh8WoTh0j0esVPe87w0W/HKC7RM2lIK0bfEYC1LAYtRLWS5F6LbE3YymtbXqOhY0P+N/B/NHFqYnwjifsNN041DZ5eDv59TI7nVFoebyw5xO7TGfQI8ODD4e2lCqMQNYQk91pi45mN/HPLPwlqEMQ3d36Dh72H8Y3Eb4cfHwE7N0Ni9wg0KZZSvSJi+2k+XXcMG0sLPhkRwkOdfeUGqRA1iDyhWgvsPr+bSX9OItgjmP8N/B9ONk7GNxKzARY9CW7N4Knl4GpCrx9DnZdJSw6xNz6TAa29+XB4expKOQAhahxZrKOGi0qP4rl1z+Hj4EPEkAjc7NyMb+TIMlg2GryDDVMdHY1fO1UpxffbT/Pv345ha2XB1Pva8kDHJtJbF6IayWIdtdSprFO8tOElXG1c+d/A/5mW2I+ugKXPGYp/Pb4I7IxfOzW/uIQ3lh5m1cFE+rf25qPh7aV4lxA1nCT3GiopL4kXNryApmnMHjSbho4NjW/k/CHDdMcmneHJZSYtrnE6LY8XFkQSk5LDpCGteCk8UHrrQtQCktxroBOZJ5i4ZSI5xTnMGzyP5i4mlNrNS4OfnzDcPH1koUmJfWN0MhMWHcDSQuP7UV25I8jL+DiEENVCknsNopRi8YnFfLLnE5ysnfj6zq9p49HG+IZKiuGXpyEvBZ79DZyN6/VnFej4bP1x5u+Ip10TF755ojNN3atnST0hhGkkudcQ2cXZvLf9PdbHr6dn455M6z0NT3vjb3wC8PsbEL8Nhs+BJp0qfZpSihUHEvlgTTQZeUWM7OnHm3e1xs7a0rQ4hBDVRpJ7DXA0/SgTt0wkOS+ZVzu/ysi2I7HQTHzCc89c2DsPeo2HkIcqfVpMcg7vrjjCzrgMOjR1I+LZLrRrYvzNVyFEzSDJvZqdzz3PS3+8hI2lDRF3RdDBq4NpDekKYOP7sPNraDEQBky56SlZ+TrWHjnP8v3n2H06Axc7a6Y90I7HujTDwkJumgpRm0lyr0b5unxe2fQKulId3w35jgDXANMaOrfPMCsm7Th0eR4Gvg8WFQ+l7DmdwZy/4th8LJXiUj0Bno5MGNCSJ7o3k6XshKgjJLlXE73SM/nvycRciOGrAV+ZlthLdbB1Omz9FJwaGqY7thhQ4eFKKWZvjePj34/h7mjLk92bM6xjY9o3cZXpjULUMZLcq8k3B7/hjzN/8HrY6/Ru0tv4BkpLDFMdY9YZSvbe9THYN6jw8NyiEiYtOcjaw0nc074Rn4wIwdFW/vuFqKvkp7sa/H76d2YdnMWwFsN4Kvgp0xpZP9mQ2O+eDl1vvL54XGouLyyIJDY1l7fuas2YPgHSUxeijpPkfpvFZMbw7t/v0tG7I+92f9e0JLtnDuyaBd1fvmliX3UwkbeXHcbKUmPBc93o1cLE6ZVCiFrF7Mld07Q2wHjAE9iolPrG3NeorXR6HZP/noyDtQOf9/0cG0sTVimK3QRrJ0HQYBj0foWHZeXr+L+VR1hxIJHQpm7MfLwjvg3kQSQh6otKJXdN0+YB9wIpSql2V+wfAswALIE5SqmPlFLRwIuaplkA396CmGutiCMRRGdE83nfz017QCn1OPwyErxaw4i5Fc6I2X4yjdcWHyQlp4iJA1vyj76BWMnKSELUK5X9iY8Ahly5Q9M0S+Ar4C4gGHhM07Tgi+/dB/wNbDRbpLVcTGYMXx/8msF+gxnYfKDxDeSlw48Pg5UNPP4z2Dpfd4iuVM+0NUd5fM4u7K0tWfZST8YNCJLELkQ9VKmeu1Jqq6Zpftfs7gqcVErFAWia9jNwP3BUKbUSWKlp2hrgR/OFWzuV6Et4d9u7uNi48Ha3t41voCgXfnwIcpLgmVWGBTeukZlXzD8W7mNHXDpPdW/O23e3wd5GygYIUV9VZcy9CXD2io8TgG6apvUFhgO2wNqKTtY0bQwwBqBZs+uTVV0SERVBVHoUn4V/hrudu3Enl+oMRcAS98MjP0DTrtcdEpOcw/Pz93L+QiGfPdSBBzv7milyIURtVZXkXt40D6WU2gJsudnJSqnZwGwwrMRUhThqtJOZJ/n6wNcMaj6IQX6DjDtZr4cVL0PsRhj6BbS+57pDNh1LZtxPB7CztuTnF7rTqVnFc92FEPVHVQZjE4CmV3zsCyQa04CmaUM1TZudlZVVhTBqrqLSIiZvm4yTtZPxwzFKwYZ34dAi6P8OdH7mukPm/n2K577fi5+nAyvH9pLELoQoU5XkvgcI0jTNX9M0G+BRYKUxDSilVimlxri61r3qg0oppu2cxtH0o0zpOQUPew/jGtj+JeyYCV3HwB3/vK7tz9Yf5/3VRxnS1ofFL/SksZu9GaMXQtR2lUrumqb9BOwAWmmalqBp2nNKqRJgLLAOiAZ+UUpF3bpQa5fFJxbz68lfGd1+NAOaVVzvpVzx22HD/0HwMBjyMVzxoJNer3hv1VG+3HSSR7s0ZebjneTGqRDiOppS1TfcrWnaUGBoixYtRsfExFRbHOa2P2U/o9aNokejHnzZ/0ssb1Ch8TpFOfBNL0NCf3Eb2DqVvVVSqmfS0kMs23eO0Xf48/bdbaSMgBD1mKZpkUqpsPLeq9YJ0HVxWCYlP4WJWybS2LExH/X5yLjEDrDubcg6Cw/876rEXlRSyss/7mPZvnP8c1BLSexCiBuS2jJmVFxazMQtE8nT5TF74GxcbFyMa+D477BvPvR+FZp1L9utlGLyr0dYF5XM1KHBjOzlb+bIhRB1jSR3M/pi3xccTD3IZ+GfEdQgyLiT89Jg5SvQsB30feuqt+b+fYolkQmMHxAkiV0IUSnVOixTl6ZCxmTG8EP0DzwY9KDx89mVgtUToPCCYTjG6vJqSH+eSOXDtdEMaevD+AFG/sIQQtRbMuZuBkopPtz1IU42TozvNN74Bg79AtGroN9k8Cmry0Zcai5jf9xHy4bOfPZwB9nbZ+AAACAASURBVFnXVAhRaVJRygx+O/Ube5P3Mq7jOBrYGfkgUX4GrHsLfLtCz1fKdmcX6nh+/l6sLS349ukwWTVJCGEUGZapojxdHp/t/Yxgj2AeDHrQ+AY2/gsKLsC9/ykr4avXK8b/tJ8z6fl8/UQnmrpLHXYhhHFkWKaKZh2cRUpBCpO7TTZ+2uO5SIiMgG4vXDUc882fsWw+nsqUocF0DzDyyVYhhECGZaok9kIsPxz9geFBwwnxCjHuZH0prJ4ITg2vmh2zMy6dz9YfZ2iHxjzZvbmZIxZC1BcykGsipRT/3vVv7K3tTbuJuncenD8AD84FO8N8+NScIsb9tB8/D0f+Pby9PKQkhDCZ9NxNtOnsJnYl7WJcx3HG12jPTYVN74N/OLQzjNOX6hWvLjpAVoGOr57ohJPcQBVCVIHcUDVBib6EL/Z9gb+rPyNajjC+gQ3/B8X5cM9nZUXBvtp8kr9PpvHefW1p08jIJ1uFEOIackPVBCtjVxKXFcf4juOxsjCyh33yDzj4o2Hao6fhoaS/YlL57x8nGBbamEe6NL1JA0IIcXMyLGOkwpJCvjrwFSFeIfRv1t+4kzNPw9Lnwbst9HkdgGX7EnguYi8tvJ2Y9oCMswshzEMGdo3047EfSclP4eM7PjYuEesKYNGToPTw6A/oreyZ/vsxvt4SS89AD75+opM8qCSEMBvJJkbIKspizuE59PHtQ5hPuSWUy6cUrH4Vkg7D47+Q79SMVxdGsi4qmce6NuNf97fF2lL+iBJCmE+1JvcrFuuozjAqbe6RueQW5xo/9XHPHDj4E4S/SUqjcJ6dtYPo89m8e28wo3r5yVCMEMLs5IZqJSXlJbHw6EKGBg6lZYOWlT/x7G74/S0IGkRi6Dge+d9OTqXlMfeZLjzX218SuxDilpBhmUqauX8mCsXLoS9X/qTSElj6HLg2IaHfDB6dvYusfB0LnutK5+ZGzo0XQggjSHKvhFWxq1gRu4Ln2j1HY6fGlT/xxG9w4QxJd81lREQ0BbpSFo7uRoiv260LVgghkOR+U1FpUUzdPpWuPl15uaMRvXaAPXPROTXm/vXOlKDn5zHd5QElIcRtIVM0biCtII3xm8fjae/J9PDpWFtYG3HySYjbzJz8cJSFJYtekMQuhLh9pOdeAV2pjolbJpJVlMWCuxcYvQiHfs9c9FiyUBfOgjHdaOHtfIsiFUKI60lyr8C/d/+b/Sn7+bTPp7R2b23cycX5FO9dwIbSLoy7rzetfCSxCyFuLykcdg2dXscX+75g8YnFPNfuOYb4DzG6jZObv8euNIfTAY/zUJjvLYhSCCFuTOa5XyE+O56Rv43k28PfMqzFMF7p+MrNT7pGWm4RxTu/5ZRFM0Y99rjMYxdCVAsZlsGw8MbSmKV8sucTrC2smR4+ncF+g41uR69XfDF/Ef9SsST1+gBHOyNuwAohhBnV++ReWFLIpK2T2Hx2M90bdeeDXh/Q0LGhSW1982cs7RMXo7O1x6f3M2aOVAghKq/eJ/fpe6ez+exm/hn2T54KfgoLzbSRqh2x6cxZH8kuu51YhT5ZtnSeEEJUh3qd3DfEb2DR8UU82/ZZnmlrek87JaeQV37cx1tOa7HRFUOX58wYpRBCGK/eJvdzueeYsm0KIZ4hvNLJ+Bunl5SU6hn/414m6L7lYYt1EPok+LQzY6RCCGG8epncdXodk7ZOQqH4uM/Hxj15eo0v1x/hiYR/ca/lLugxFga+b8ZIhRDCNPUyuc/cP5NDqYeYHj4dX2fT56FvPRxL9+0v0MPyKAz6wLAuqhBC1AD1LrlvP7edeUfmMaLlCJOmO16SnJxMw6UPEGB5juL7/4dNx0fNGKUQQlRNvXpCNe5CHJP+mkQLtxZM6jLJ5HaUUpxYMI5AdZb0ofMlsQshapx684RqUl4SYzaMwdrCmi/6f4G9lb3JbW1fv4Q7cn8nyn8kPp3vMWOUQghhHvViWCarKIsXNrxAni6PiCERNHVuanJbqenp+O94iwRLX9o9/qEZoxRCCPOp8/XcC0oKeHnjyyTkJPBF/y9o5d6qSu0dmf8aPioN7puJpY3pvX8hhLiV6nRy1+l1vLblNQ6nHeaTPp/QxadLldrbsXk1/bJ+5Yjvw/h26GemKIUQwvzqdHL/5sA3/HXuL97p/g4Dmg+oUluZF7Jo/OfrJFk0pM2T080UoRBC3Bp1NrmfzT5LRFQE9wbcy0MtH6pSWyWlenZ//wbNSaRoyOdY20vdGCFEzVZnk/ul8r0TO0+sUjuFulLe+245/TN+4bjPUJp3vddMEQohxK1TJ5P7Xwl/sSVhCy92eBEvBy+T27mQX8wTc3bRL34GytqeVk9+bsYohRDi1qlzyV1XquOTPZ/g5+LHk22eNLmdcxcKGDFrB27n/qS/5QFs+r0BTt5mjFQIIW6dOjfP/YfoHzidfZqvB3yNtaVpBcFOpuTy5JxdFBUVstJ9MVgFQLcXzRypEELcOnUquafmpzLr4CzCfcO5w/cOk9ooKdUzYdF+dKV6fusVg8P2WHj0J7CyMXO0QhhHp9ORkJBAYWFhdYcibjM7Ozt8fX2xtq58h7VOJff/7vuvoZxvFerGfLftNEfOZTP7QX98Nj4HAX2h1V1mi1EIUyUkJODs7Iyfn58svF6PKKVIT08nISEBf3//Sp9XZ8bco9KiWBm7kqeDn6aZSzOT2jiTns9nG45zZxtvBibPhaJcGPxvkB8kUQMUFhbi4eEhib2e0TQNDw8Po/9iuyXJXdO0YZqmfatp2gpN0wbdimtc67/7/ksD2wY83/55k85XSjF5+WEsNY0Pe1miRc6DsFHQMNjMkQphOkns9ZMp/++VTu6aps3TNC1F07Qj1+wfomnacU3TTmqa9iaAUmq5Umo0MBJ4xOiojLQjcQc7z+9kdMhonGycTGrj1/3n+CsmjUmDW+K99W2wdYF+b5s5UiGEuD2M6blHAEOu3KFpmiXwFXAXEAw8pmnalV3ddy6+f8sopZixbwaNHBvxcKuHTWojPbeI91cfpWMzN56y3gRndsDgD8HB3czRClG3aJrGa6+9Vvbx9OnTmTp1avUFZISIiAjGjh1b7ntOTqZ1EmuSSid3pdRWIOOa3V2Bk0qpOKVUMfAzcL9m8DHwm1JqX3ntaZo2RtO0vZqm7U1NTTU1fjbEbyAqPYqXQ1/G1tLWpDY+WBNNblEJ0wd5YvHHVMNN1NDHTY5JiPrC1taWZcuWkZaWVt2hiGtUdcy9CXD2io8TLu57BbgTGKFpWrkTxJVSs5VSYUqpMC8v054iLdGX8OX+Lwl0DeTeANPKAuyKS+fX/ed4sU8AgbungL4E7v2v3EQVohKsrKwYM2YM//nPf657Lz4+ngEDBhASEsKAAQM4c+YMACNHjmTcuHH07NmTgIAAlixZUnbOp59+SpcuXQgJCWHKlCnlXnPu3Lm0bNmSvn37Mnr06LLed2pqKg8++CBdunShS5cubNu2DYCMjAyGDRtGSEgI3bt359ChQ9e1eerUKXr06EGXLl149913q/x1qQmqmtzLy4BKKfWFUqqzUupFpdSsKl6jQitOruB09mnGdRqHpYWl0efr9YoP10bTyNWOVxpFwYnfoP9kcK/8dCMh6ruXX36ZhQsXcu1ymWPHjuXpp5/m0KFDPPHEE4wbN67svfPnz/P333+zevVq3nzzTQDWr19PTEwMu3fv5sCBA0RGRrJ169ar2kxMTOT9999n586dbNiwgWPHjpW9N378eF599VX27NnD0qVLef55w+SKKVOm0LFjRw4dOsSHH37I008/fd3nMH78eF566SX27NmDj4+P2b421amq89wTgCuXNfIFEit7sqZpQ4GhLVq0MPrChSWFfH3wazp4daBfU9Nqq68+fJ6DCVnMuL85NutegMYdodtLJrUlRH3l4uLC008/zRdffIG9/eUFbHbs2MGyZcsAeOqpp5g06fLzJ8OGDcPCwoLg4GCSk5MBQ3Jfv349HTt2BCA3N5eYmBj69OlTdt7u3bsJDw/H3d1wP+yhhx7ixIkTAPzxxx8cPXq07Njs7GxycnL4+++/Wbp0KQD9+/cnPT39ul9E27ZtKzvmqaee4o033jDPF6caVTW57wGCNE3zB84BjwKVHqxWSq0CVoWFhY029sI/HvuRlPwUPr7jY5OmCRWVlPLJ78do08iFoclfQ34GPPUrWNap57qEuC0mTJhAp06dePbZZys85sqfU1vby/fHlFJlr2+99RYvvPBChW1cOrY8er2eHTt2XPULpqJzyssZdW2aqTFTIX8CdgCtNE1L0DTtOaVUCTAWWAdEA78opaJuTaiX7Uvex8z9M+nr25cwnzCT2liwI56EzAKmdS/B4sBC6DUOfNqbOVIh6gd3d3cefvhh5s6dW7avZ8+e/PzzzwAsXLiQ3r1737CNwYMHM2/ePHJzcwE4d+4cKSkpAAwYMIBz587RtWtX/vzzTzIzMykpKSnrbQMMGjSImTNnln184MABAPr06cPChQsB2LJlC56enri4XL0mQ69eva6KtS6odDdVKfVYBfvXAmtNubgpwzJnc84yYfMEmjg14YPeH5hyWbLydXy56SR9WnrR6dxcsHGC3q+a1JYQwuC11167Krl+8cUXjBo1ik8//RQvLy++++67G54/aNAgoqOj6dGjB2CYjvjDDz/g6enJyZMncXd3x97enrfffptu3brRuHFjgoODcXV1Lbveyy+/TEhICCUlJfTp04dZs2YxdepUnn32WUJCQnBwcOD777+/7tozZszg8ccfZ8aMGTz44INm/KpUI6VUtW+dO3dWlZFVlKWG/jpU9fqplzqddbpS55Tng9VRyu/N1er4yRil3vNQas3rJrclxO1y9OjR6g6hWhw+fFi9+uqrZR/n5OQopZTS6XTq3nvvVcuWLauu0G6r8v7/gb2qgrxaa2rLXFrs+mzOWf7T9z80d2luUjtnM/L5fns8Izr50vLMYsPUx24Vj/EJIapXu3bt+PzzywvlTJ06ldDQUNq1a4e/vz/Dhg2rxuhqrmq9e1jZYRmlFP/e9W92nt/J+73ep4tPF5OvOX39cSws4LX+fjBvLgQNAo9Ak9sTQtxe06fLAvWVUa09d6XUKqXUmEtjZhVZe2oti08s5rl2zzGshem/pU+l5bHqYCLP9PTD5+xayEuVXrsQok6q8cMySinmHJ5DUIMgxnUad/MTbmD21jisLC14rpcf7JoFnq0gsL95AhVCiBqkxif37YnbOXnhJM8EP4OFZnq4KdmFLI1M4KHOvnhfOAjnDxh67XVsbqsQQkA1J3dN04Zqmjb72qfFrhQRFYG3vTd3+99dpWvN3XaKEr2eMX0CYOc3YOcKHR6tUptCCFFT1egx92MZx9h5fiePtXnM5MWuAbIKdCzceYZ7QhrT3CoToldBp2fAxtHkNoUQoiar0cMy86PmY29lz0MtH6pSOz/sjCe3qIQXwwNg97eAgq5GVzwQot4rKCggPDyc0tLS694bOXLkVRUejbF8+fKr6sL07duXvXv3mhynsU6fPk27du3M0lZERAReXl507NiRoKAgBg8ezPbt28veHzlyJP7+/oSGhhIaGkrPnj0BWL16dYWVME1RY5N7Ul4Sv536jQeDHsTV9sazaW6kUFfKd9tOEd7Si7buGkR+B63vBTfT1lkVoj6bN28ew4cPx9LS+CqsN3Jtcq/tHnnkEfbv309MTAxvvvkmw4cPJzo6uuz9Tz/9lAMHDnDgwIGyxH/PPfewcuVK8vPzzRJDjZ3n/uOxH9Gj54k2T1TpGosjE0jLLealvoEQGQGFWdB7QpXaFKK6vbcqiqOJ2WZtM7ixC1OGtr3hMQsXLuTHH38EDDPZXnnlFTZt2oS/v/9VBboiIyOZOHEiubm5eHp6EhERQaNGjfj222+ZPXs2xcXFtGjRggULFnDgwAFWrlzJn3/+yQcffFBWL2bx4sX84x//4MKFC8ydO5c77riDqKgonn32WYqLi9Hr9SxdupSgoKByY50/fz7Tp09H0zRCQkJYsGABI0eO5N5772XEiBGAocTBpVo2l0RERLB8+XJKS0s5cuQIr732GsXFxSxYsABbW1vWrl1bVpWyMvr168eYMWOYPXt2uXXvL9E0jb59+7J69Woefti0VeWuVCPH3PN0eSw5voSBzQfi6+xrcvslpXpmb42lYzM3ujV1hB1fgX84NOlc1dCFqHeKi4uJi4vDz88PgF9//ZXjx49z+PBhvv3227IeqE6n45VXXmHJkiVERkYyatQoJk+eDMDw4cPZs2cPBw8epE2bNsydO5eePXty3333lfVmAwMNDxWWlJSwe/du/vvf//Lee+8BMGvWLMaPH8+BAwfYu3cvvr7l54eoqCimTZvGpk2bOHjwIDNmzDDqcz1y5Ag//vgju3fvZvLkyTg4OLB//3569OjB/Pnzjf7aderU6ara86+//nrZsMwTT1zuwIaFhfHXX38Z3X55amR922Uxy8jR5fBM8DNGn1uqV0Sfz2bXqQz+PJHK2YwC3r0nGO3gT5CbBA/csrVDhLhtbtbDvhXS0tJwc3Mr+3jr1q089thjWFpa0rhxY/r3Nzwzcvz4cY4cOcLAgQMBKC0tpVGjRoAhab7zzjtcuHCB3NxcBg8eXOH1hg8fDkDnzp05ffo0AD169GDatGkkJCQwfPjwCnvtmzZtYsSIEXh6egIY1dMGQ2/b2dkZZ2dnXF1dGTp0KADt27cvdyWnm7nyrxowDMtc+uvhSt7e3iQmVnpJjBuqccm9RF/CD0d/oJN3J9p7Vb4Er65Uz4RFB9h6PJWcohIAmrk7MKZPAHe28oSvZhgW4wjoe2sCF6KOs7e3p7Cw8Kp95dVAV0rRtm1bduzYcd17I0eOZPny5XTo0IGIiAi2bNlS4fUu1Xy3tLSkpMTwM/3444/TrVs31qxZw+DBg5kzZ07ZL5VrYygvNisrK/R6fdkxxcXFN7w2gIWFRdnHFhYWZbEYY//+/bRp0+amxxUWFl5Xj95UNe6G6qYzm0jMS+TpttcvhXUjx5NyWHPoPN0DPZjxaCjb3+zP1kn9ePvuNlgcWwGZp6D3RHloSQgTNWjQgNLS0rIE36dPH37++WdKS0s5f/48mzdvBqBVq1akpqaWJXedTkdUlGGZh5ycHBo1aoROp7uqbrqzszM5OTk3jSEuLo6AgADGjRvHfffdV2EvesCAAfzyyy+kp6cDhnVUAfz8/IiMjARgxYoV6HQ6U74UAMycOfOqEscV+fPPP5k9ezajR998ht6JEyfMNmunxiX3H6J/oIlTE/r69jXqvNhUw02Rfw5qxf2hTWjsdvG3n1Lw13/AI8gwS0YIYbJBgwbx999/A/DAAw8QFBRE+/bteemllwgPDwfAxsaGJUuW8MYbb9ChQwdCQ0PLxuPff/99unXrxsCBA2ndunVZu48++iiffvopHTt2JDY2tsLrL1q0iHbt2hEaGsqxY8fKXQ8VoG3btkyePJnw8HA6dOjAxIkTARg9ejR//vknXbt2ZdeuXTg6mv6sy7Fjx/Dw8KgwztDQUFq2bMmHH37I0qVLr+q5XznmHhoaWvYXxObNm7nnnntMjukqFdUCvh0bMBSY3aJFC6WUUkfSjqh2Ee3U90e+N7rW8Wfrjyv/N1erguKSq984sUGpKS5K7VtgdJtC1CQ1oZ77vn371JNPPlndYdQI99xzjyoqKjJbe0lJSap///4Vvl+r6rmra2bLLDy6EAcrBx4IesDotmJTc2nq7oCd9TXzb//+HFyaQPuqTy0Sor7r2LEj/fr1K/chpvpm9erV2NjYmK29M2fO8Nlnn5mtvRpzQzU1P5XfTv/Gwy0fxtnG2ejz41LzCPC85k+s039D/DYY/G+wMt9/ghD12ahRo6o7hDLp6ekMGDDguv0bN26scMikpurSxfR1KspTY5L7Lyd+oVRfyuNtHjf6XL1eEZeaS6/AK/4zk47AoqfAtSl0Nn5KpRCi5vPw8ChbCFtcrUbcUFUofjn+C318+5i0fN65CwUUlegJ9HYy7EiOgvn3gZUdPLNSCoQJIeqdGtFzzyrKoriw2ORSA5dmygR6OUHyUfh+KFjawMjV4B5gzlCFEKJWqBE994zCDFq4taB7o+4mnR+bmgdAS+2sIbFbWMPINbI2qhCi3qoRhcPs/Ox4os0T5T5RVhmxqbn42+fjungEWFgZeuyS2IUQ9ViNmAppqVlyT4DpE/djU3J5224JWkEGPLUMPMuvNyGEqBqp535zERERjB07lmnTppU9pGRpaVn27y+++IKZM2fy3XffmeV6FakRY+4+jj7YW5leT8Eq5TADStdB939Aw9tfUEmI+uJW1nO/9957CQ4ONmu71Wny5Mll1TCdnJyumtWTn59Pr169ePbZZ2/Z9WtEcnezdbv5QRXIyitmnG4uRbau2IdPMmNUQtRgv70JSYfN26ZPe7jroxseIvXcja/nXh4HBwf8/PzYvXs3Xbt2rVJbFakRN1SrIn3vL3SzOMbpkIlgb/ovCSHEjUk9d9PruZfHnLXby1Mjeu4m0xXQcOcHHNU3x77brfvzRoga5yY97FtB6rmbXs+9PN7e3lct4GFutbvnvv1LHAvOM03/NE09nKo7GiHqNGPruV9aI/Tw4cOsX78eMNx0nTlzJocPH2bKlCnXtXeliuq5r1y5Ent7ewYPHsymTZvKPVfVsHru5TFn7fby1N7knpUAf33OXsdwUty7YGVZez8VIWoDqed+tcrWc6+IOWu3l6d2ZkS9HtZOAhSf8YThyVQhxC0n9dwvu1E998rYtm0bd955p8nn31RFtYBv59a5c2djyh4rtW6yUlNcVMnfX6jAt9aoT36PNu58IWohqedes1SlnrspX8daVc9d07ShmqbNzsrKqvxJO2fB9i+hy2hOB42kRK+k5y7EbSL13C+rSj33tLQ03n//fTNHdLVqnS2jlFoFrAoLC7v54oIAR1fC728alsu762Nio1MBJLkLcRtJPfequzST6FaqPVMhz+yEZaPBtws8OAcsLMsKhgV4SUlfIeojqedesdpxQzU9Fn561LBc3mM/g7Vh+lBsai7ezrY421lXc4BCCFGz1I7kvv4d0JfCk0vB8fKfWrGpuTIkI4QQ5aj5yf3MTji+FnqNB3f/st1KKWJTcgn0liEZIYS4Vs1O7krBH1PBqSF0f+mqt9Jyi8kuLJGeuxBClKNmJ/cTv8OZHRD+xnXroF61tJ4Q4raQeu43N3XqVKZPn37VPj8/P9LS0gBDJcpL1q5dS1BQEGfOnDF7jfeaO1tGXwp/vAfugdDp+qfQypK7tyR3Uf98vPtjjmWYt+hUa/fWvNH1jRseI/XczWfjxo288sorrF+/nmbNmjFq1Ciz1nivuT33Q4sgNRr6vwOW18+GiU3Jw97akkYudtUQnBD108KFC7n//vsBw32vsWPHEhwczD333ENKSkrZcZGRkYSHh9O5c2cGDx7M+fPnAfj222/p0qULHTp04MEHHyQ/P5/t27ezcuVKXn/9dUJDQ8vKDyxevJiuXbvSsmXLstK4UVFRdO3aldDQUEJCQoiJiakw1vnz5xMSEkKHDh146qmngOv/uriyF31JREQEw4YNY+jQofj7+zNz5kw+//xzOnbsSPfu3cvq1FTFX3/9xejRo1mzZk1ZieMra7ybQ43quV/IL+bnPWdZvieW73LfJVMLZORyJ9SKP647NqtARwsvJywsTFt3VYja7GY97FvhRvXck5OTCQ4OZtSoUWX13FesWIGXlxeLFi1i8uTJZb3+0aMNzyy+8847zJ07l1deeYX77rvvqkU04HI997Vr1/Lee+/xxx9/lNVzf+KJJyguLq7wSdlL9dy3bduGp6en0Qn5yJEj7N+/n8LCQlq0aMHHH3/M/v37efXVV5k/fz4TJkww7YsIFBUVcf/997Nly5ar6uvA5Rrv5ljAo0Yk90JdKW8uPcTyA+co1Ol5z2sLjUhjjd87DHBuVOF5A4O9b2OUQtRvUs+9cvXcyys1fOV+a2trevbsydy5c69bRMScNd5rRHKPScll+YFzPNzBnZddttMwchEE9OP5p2UBDiFqCmPruV8q+XulkSNHsnz5cjp06EBERARbtmyp8HoV1XPv1q0ba9asYfDgwcyZM6fsl8q1MVRXPXcPD4+yYahLcnJyyn4xWlhY8Msvv3DnnXfy4Ycf8vbbb5cdZ84a7zVizL2xszX774jkX7GP0HD7VMMi1/d8Vt1hCSGuIPXcr1ZRPfc+ffqwcuXKss9n2bJldOjQ4aqb0A4ODqxevZqFCxcyd+7csv3mrPFu9uSuaVqApmlzNU2r9Jwoj7wY7Ld/Cs16wKj1MOo38Ag0d2hCiCqSeu6XVVTPPSQkhLFjx9K7d29CQ0OZNWsWc+bMue44d3d3fv/9dz744ANWrFgBmLnGe0W1gK/cgHlACnDkmv1DgOPASeDNa95bUpm2lVJ0DvRSKllqsgtxI1LPvWapSj338tzsa3ur6rlHXEzkZTRNswS+Au4CgoHHNE0zbZKqWzPwbn3z44QQ1UrquV9WlXru5TF3jfdK3VBVSm3VNM3vmt1dgZNKqTgATdN+Bu4HjlIJmqaNAcYANGvWrJLhCiGqm9RzvzXMXeO9KrNlmgBnr/g4AeimaZoHMA3oqGnaW0qpf5d3slJqNjAbICwsTFUhDiHqDVXBLJD6qr7UczeMwBinKsm9vO8wpZRKB16sQrtCiHLY2dmRnp6Oh4eHJPh6RClFeno6dnbGPY1fleSeADS94mNfINGYBjRNGwoMbdGiRRXCEKJ+8PX1JSEhgdTU1OoORdxmdnZ2+Pr6GnVOVZL7HiBI0zR/4BzwKPC4MQ0oY9dQFaIes7a2xt/f/+YHCkEl57lrmvYTsANopWlagqZpzymlSoCxwDogGvhFKRV160IVQghRZfRIzQAAB+xJREFUWZWdLfNYBfvXAmtNvbgMywghxK1RreUHlFKrlFJjXF1dqzMMIYSoczRTptiYPQhNy8HwpGtt5AmkVXcQJqitcUPtjb22xg21N/baGjdULvbmSimv8t6oEVUhgeNKqbDqDsIUmqbtrY2x19a4ofbGXlvjhtobe22NG6oee42oCimEEMK8JLkLIUQdVFOS++zqDqAKamvstTVuqL2x19a4ofbGXlvjhirGXiNuqAohhDCvmtJzF0IIYUaS3IUQog6q9uSuadoQTdOOa5p2UtO0N6s7nopomjZP07QUTdOOXLHPXdO0DZqmxVx8bVCdMZZH07SmmqZt1jQtWtO0KE3Txl/cXxtit9M0bbemaQcvxv7exf3+mqbtuhj7Ik3TzLdighlpmmapadp+TdNWX/y4tsR9WtO0w5qmHdA0be/FfbXh+8VN07QlmqYdu/j93qOWxN3q4tf60patadqEqsZercndrKs53XoRXLMaFfAmsFEpFQRsvPhxTVMCvKaUagN0B/6/vbONtaOqwvDzag2UQi2fTYXEm6oBgtjbFkW4IIUWA8TwR0wxSJAAiaSE9gcxFAyBxA+aKKDB4AfGkNigAUQbiFittibEtlhoe0uRAoGEhkKJoRihQtO+/NjrwHByenrbe9uZc7qeZDJ71uwz+53JvuvOWXNmrXlxjXtB+zvAebanAYPABZK+CCwC7gztbwBX1aixG/MpeZda9IpugHNtD1Z+Z90L8+XHwGO2TwKmUa5943Xbfjau9SAwE3gbeJjRat9d/b0DsQBnAH+ubC8EFtapaQ96B6jUkaW8VTsl2lMoL2PVrnMP5/BH4Pxe0w4cBjwJnE55a29cpznUlIWSAnsZcB7wCKX+QeN1h7aXgGPabI2eL8BE4EXiRyK9orvDeXwZeHwstNcdlulUzen4mrTsC5NtbwGI9XE16+lKlEqcDqyiR7RHaGMtpUD7X4AXgG0uWUmhuXPmLuDbwK7YPpre0A1gYKmkNVEOE5o/X6YCrwO/jlDYvZIm0Hzd7VwK3B/tUWmv27l3rOZ0wFUcBEg6HHgIWGD7v3XrGSm2d7p8XT2BUrf35E7dDqyq7kj6CrDV9pqquUPXRumuMGR7BiVcOk/Sl+oWNALGATOAe2xPB96igSGYbsQzmIuBB8bieHU791FXc6qZ1yRNAYj11pr1dETSxyiOfbHt34e5J7S3sL0NWE55bjBJUisvUhPnzBBwsaSXgN9SQjN30XzdANh+JdZbKbHfL9D8+bIZ2Gx7VWw/SHH2Tddd5ULgSduvxfaotNft3N+v5hT/tS4FltSsaW9YAlwR7Sso8exGoVJs81fAM7bvqOzqBe3HSpoU7fHAHMpDsr8Dl0S3xmm3vdD2CbYHKHP6b7Yvo+G6ASRNkHREq02JAW+g4fPF9qvAy5JODNNsYCMN193G1/kgJAOj1d6ABwgXAZsosdSb69bTRef9wBZgB+Uu4SpKHHUZ8Fysj6pbZwfdZ1G+/q8H1sZyUY9o/xzwVGjfANwS9qnAauB5ylfYQ+rW2uUcZgGP9Iru0Lgulqdbf5M9Ml8GgX/FfPkDcGQv6A7thwH/AT5esY1Ke6YfSJIk6UPqDsskSZIk+4F07kmSJH1IOvckSZI+JJ17kiRJH5LOPUmSpA9J554kSdKHpHNPGkvkB9nvWUIl3VRpD1TTOo/hGLNaqX/34jPLJZ3Wwf5NSXePnbqkH0nnnjQW21fb3ngAhrppz10+TCWNQJI0knTuSSOI194fjcIcGyTNrd65SvqfpO/F/pWSJod9sqSHw75O0plh/0YU+lgr6edRO6DTuLcD46Pf4jB/VNIvo0DI0kh90LqT/r6kFcD8SI/wkKQnYhmKfudUCi881XqdHzi8UkxicaSGQNLs6DesUhTmkA46r5S0KcYeGrMLn/Qt6dyTpnAB8IrtabY/CzzWtn8CsNKlcMc/gGvC/hNgRdhnAE9LOhmYS8luOAjsBC7rNKjtG4HtLsUSWn0+A/zU9inANuCrlY9Msn2O7R9RikPcafvz0efe6HMDMC/GPhvYHvbpwAJKYZqpwJCkQymFYObaPpWS3fDaqsZIGnUbxamfH59Pkq6kc0+awjAwR9IiSWfbfrNt/7uUohcAayiFU6BkXLwH3k8P/CYladRM4InIBT+b4kxHyou213YYC+B3lfYc4O4YYwkwMe7SHwfukHQ95Z9BK4f7atubbe+i5PgZAE6M8TZFn/uA9hS7pwPLbb9u+902DUnSkYwbJo3A9iZJMylJzX4gaWlblx3+IBHSTrrPXQH32V64j3LeqbR3AuMr229V2h8BzrC9nQ9zu6RHKeeyUtKc3Rx3HJ3zvHcik0Ale0XeuSeNQNIngLdt/wb4ISXEMhKWEWGMqNo0MWyXSDou7EdJ+mSXY+yInPd7y1Lguso5DMb6U7aHbS+iZCk8qcsx/g0MSPp0bF8OrGjrswqYJeno0Pm1fdCaHGSkc0+awqnA6ghx3Ax8d4Sfmw+cK2mYEkI5JX5h8x1Kqbj1lPJ8U7oc4xfA+soD1ZFyPXCapPWSNgLfCvuCeCi8jhJv/9PuDmD7/8CVwANxDruAn7X12QLcCvwT+CullmySdCVT/iZJkvQheeeeJEnSh+QD1eSgQdIqoP035JfbHq5DT5LsTzIskyRJ0odkWCZJkqQPSeeeJEnSh6RzT5Ik6UPSuSdJkvQh7wGB8bgfitRfxQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -2124,25 +2672,25 @@ }, { "cell_type": "code", - "execution_count": 921, + "execution_count": 890, "metadata": {}, "outputs": [], "source": [ - "deaths = data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT', 'IE']), ['deaths_culm']].unstack().xs('deaths_culm', axis=1, drop_level=True)" + "# deaths = data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT', 'IE']), ['deaths_culm']].unstack().xs('deaths_culm', axis=1, drop_level=True)" ] }, { "cell_type": "code", - "execution_count": 922, + "execution_count": 891, "metadata": {}, "outputs": [], "source": [ - "deaths = data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_culm']].unstack().xs('deaths_culm', axis=1, drop_level=True)" + "deaths = data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_culm']].unstack().sort_index().xs('deaths_culm', axis=1, drop_level=True)" ] }, { "cell_type": "code", - "execution_count": 923, + "execution_count": 892, "metadata": {}, "outputs": [ { @@ -2172,6 +2720,8 @@ " deaths\n", " cases_culm\n", " deaths_culm\n", + " cases_diff\n", + " deaths_diff\n", " countriesAndTerritories\n", " popData2018\n", " \n", @@ -2185,6 +2735,8 @@ " \n", " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2196,6 +2748,8 @@ " 4\n", " 376\n", " 12\n", + " -30.0\n", + " 2.0\n", " Andorra\n", " 77006\n", " \n", @@ -2207,6 +2761,8 @@ " 2\n", " 390\n", " 14\n", + " 8.0\n", + " -2.0\n", " Andorra\n", " 77006\n", " \n", @@ -2218,6 +2774,8 @@ " 1\n", " 428\n", " 15\n", + " 24.0\n", + " -1.0\n", " Andorra\n", " 77006\n", " \n", @@ -2229,6 +2787,8 @@ " 1\n", " 439\n", " 16\n", + " -27.0\n", + " 0.0\n", " Andorra\n", " 77006\n", " \n", @@ -2240,6 +2800,8 @@ " 1\n", " 466\n", " 17\n", + " 16.0\n", + " 0.0\n", " Andorra\n", " 77006\n", " \n", @@ -2253,65 +2815,77 @@ " ...\n", " ...\n", " ...\n", + " ...\n", + " ...\n", " \n", " \n", - " 19\n", + " 28\n", " ZA\n", - " 2020-04-25\n", - " 267\n", - " 4\n", - " 4220\n", - " 79\n", + " 2020-05-04\n", + " 447\n", + " 8\n", + " 6783\n", + " 131\n", + " 62.0\n", + " 1.0\n", " South_Africa\n", " 57779622\n", " \n", " \n", - " 20\n", + " 29\n", " ZA\n", - " 2020-04-26\n", - " 141\n", + " 2020-05-05\n", + " 437\n", " 7\n", - " 4361\n", - " 86\n", + " 7220\n", + " 138\n", + " -10.0\n", + " -1.0\n", " South_Africa\n", " 57779622\n", " \n", " \n", - " 21\n", + " 30\n", " ZA\n", - " 2020-04-27\n", - " 185\n", - " 1\n", - " 4546\n", - " 87\n", + " 2020-05-06\n", + " 352\n", + " 10\n", + " 7572\n", + " 148\n", + " -85.0\n", + " 3.0\n", " South_Africa\n", " 57779622\n", " \n", " \n", - " 22\n", + " 31\n", " ZA\n", - " 2020-04-28\n", - " 247\n", - " 3\n", - " 4793\n", - " 90\n", + " 2020-05-07\n", + " 236\n", + " 5\n", + " 7808\n", + " 153\n", + " -116.0\n", + " -5.0\n", " South_Africa\n", " 57779622\n", " \n", " \n", - " 23\n", + " 32\n", " ZA\n", - " 2020-04-29\n", - " 203\n", - " 3\n", - " 4996\n", - " 93\n", + " 2020-05-08\n", + " 424\n", + " 8\n", + " 8232\n", + " 161\n", + " 188.0\n", + " 3.0\n", " South_Africa\n", " 57779622\n", " \n", " \n", "\n", - "

3082 rows × 7 columns

\n", + "

4068 rows × 9 columns

\n", "" ], "text/plain": [ @@ -2323,30 +2897,44 @@ "3 AD 2020-04-04 11 1 439 16 \n", "4 AD 2020-04-05 27 1 466 17 \n", "... ... ... ... ... ... \n", - "19 ZA 2020-04-25 267 4 4220 79 \n", - "20 ZA 2020-04-26 141 7 4361 86 \n", - "21 ZA 2020-04-27 185 1 4546 87 \n", - "22 ZA 2020-04-28 247 3 4793 90 \n", - "23 ZA 2020-04-29 203 3 4996 93 \n", + "28 ZA 2020-05-04 447 8 6783 131 \n", + "29 ZA 2020-05-05 437 7 7220 138 \n", + "30 ZA 2020-05-06 352 10 7572 148 \n", + "31 ZA 2020-05-07 236 5 7808 153 \n", + "32 ZA 2020-05-08 424 8 8232 161 \n", "\n", - " countriesAndTerritories popData2018 \n", - "since_threshold geoId \n", - "0 AD Andorra 77006 \n", - "1 AD Andorra 77006 \n", - "2 AD Andorra 77006 \n", - "3 AD Andorra 77006 \n", - "4 AD Andorra 77006 \n", - "... ... ... \n", - "19 ZA South_Africa 57779622 \n", - "20 ZA South_Africa 57779622 \n", - "21 ZA South_Africa 57779622 \n", - "22 ZA South_Africa 57779622 \n", - "23 ZA South_Africa 57779622 \n", + " cases_diff deaths_diff countriesAndTerritories \\\n", + "since_threshold geoId \n", + "0 AD -30.0 2.0 Andorra \n", + "1 AD 8.0 -2.0 Andorra \n", + "2 AD 24.0 -1.0 Andorra \n", + "3 AD -27.0 0.0 Andorra \n", + "4 AD 16.0 0.0 Andorra \n", + "... ... ... ... \n", + "28 ZA 62.0 1.0 South_Africa \n", + "29 ZA -10.0 -1.0 South_Africa \n", + "30 ZA -85.0 3.0 South_Africa \n", + "31 ZA -116.0 -5.0 South_Africa \n", + "32 ZA 188.0 3.0 South_Africa \n", "\n", - "[3082 rows x 7 columns]" + " popData2018 \n", + "since_threshold geoId \n", + "0 AD 77006 \n", + "1 AD 77006 \n", + "2 AD 77006 \n", + "3 AD 77006 \n", + "4 AD 77006 \n", + "... ... \n", + "28 ZA 57779622 \n", + "29 ZA 57779622 \n", + "30 ZA 57779622 \n", + "31 ZA 57779622 \n", + "32 ZA 57779622 \n", + "\n", + "[4068 rows x 9 columns]" ] }, - "execution_count": 923, + "execution_count": 892, "metadata": {}, "output_type": "execute_result" } @@ -2357,7 +2945,16 @@ }, { "cell_type": "code", - "execution_count": 924, + "execution_count": 893, + "metadata": {}, + "outputs": [], + "source": [ + "data_since_threshold.reset_index().merge(countries, on='geoId').set_index(['since_threshold', 'geoId']).sort_index(inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 894, "metadata": {}, "outputs": [ { @@ -2387,6 +2984,8 @@ " deaths\n", " cases_culm\n", " deaths_culm\n", + " cases_diff\n", + " deaths_diff\n", " countriesAndTerritories\n", " popData2018\n", " cases_culm_pc\n", @@ -2404,6 +3003,8 @@ " \n", " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2415,6 +3016,8 @@ " 4\n", " 376\n", " 12\n", + " -30.0\n", + " 2.0\n", " Andorra\n", " 77006\n", " 0.004883\n", @@ -2428,6 +3031,8 @@ " 2\n", " 390\n", " 14\n", + " 8.0\n", + " -2.0\n", " Andorra\n", " 77006\n", " 0.005065\n", @@ -2441,6 +3046,8 @@ " 1\n", " 428\n", " 15\n", + " 24.0\n", + " -1.0\n", " Andorra\n", " 77006\n", " 0.005558\n", @@ -2454,6 +3061,8 @@ " 1\n", " 439\n", " 16\n", + " -27.0\n", + " 0.0\n", " Andorra\n", " 77006\n", " 0.005701\n", @@ -2467,6 +3076,8 @@ " 1\n", " 466\n", " 17\n", + " 16.0\n", + " 0.0\n", " Andorra\n", " 77006\n", " 0.006051\n", @@ -2484,75 +3095,87 @@ " ...\n", " ...\n", " ...\n", + " ...\n", + " ...\n", " \n", " \n", - " 19\n", + " 28\n", " ZA\n", - " 2020-04-25\n", - " 267\n", - " 4\n", - " 4220\n", - " 79\n", + " 2020-05-04\n", + " 447\n", + " 8\n", + " 6783\n", + " 131\n", + " 62.0\n", + " 1.0\n", " South_Africa\n", " 57779622\n", - " 0.000073\n", - " 0.000001\n", + " 0.000117\n", + " 0.000002\n", " \n", " \n", - " 20\n", + " 29\n", " ZA\n", - " 2020-04-26\n", - " 141\n", + " 2020-05-05\n", + " 437\n", " 7\n", - " 4361\n", - " 86\n", + " 7220\n", + " 138\n", + " -10.0\n", + " -1.0\n", " South_Africa\n", " 57779622\n", - " 0.000075\n", - " 0.000001\n", + " 0.000125\n", + " 0.000002\n", " \n", " \n", - " 21\n", + " 30\n", " ZA\n", - " 2020-04-27\n", - " 185\n", - " 1\n", - " 4546\n", - " 87\n", + " 2020-05-06\n", + " 352\n", + " 10\n", + " 7572\n", + " 148\n", + " -85.0\n", + " 3.0\n", " South_Africa\n", " 57779622\n", - " 0.000079\n", - " 0.000002\n", + " 0.000131\n", + " 0.000003\n", " \n", " \n", - " 22\n", + " 31\n", " ZA\n", - " 2020-04-28\n", - " 247\n", - " 3\n", - " 4793\n", - " 90\n", + " 2020-05-07\n", + " 236\n", + " 5\n", + " 7808\n", + " 153\n", + " -116.0\n", + " -5.0\n", " South_Africa\n", " 57779622\n", - " 0.000083\n", - " 0.000002\n", + " 0.000135\n", + " 0.000003\n", " \n", " \n", - " 23\n", + " 32\n", " ZA\n", - " 2020-04-29\n", - " 203\n", - " 3\n", - " 4996\n", - " 93\n", + " 2020-05-08\n", + " 424\n", + " 8\n", + " 8232\n", + " 161\n", + " 188.0\n", + " 3.0\n", " South_Africa\n", " 57779622\n", - " 0.000086\n", - " 0.000002\n", + " 0.000142\n", + " 0.000003\n", " \n", " \n", "\n", - "

3082 rows × 9 columns

\n", + "

4068 rows × 11 columns

\n", "" ], "text/plain": [ @@ -2564,44 +3187,44 @@ "3 AD 2020-04-04 11 1 439 16 \n", "4 AD 2020-04-05 27 1 466 17 \n", "... ... ... ... ... ... \n", - "19 ZA 2020-04-25 267 4 4220 79 \n", - "20 ZA 2020-04-26 141 7 4361 86 \n", - "21 ZA 2020-04-27 185 1 4546 87 \n", - "22 ZA 2020-04-28 247 3 4793 90 \n", - "23 ZA 2020-04-29 203 3 4996 93 \n", + "28 ZA 2020-05-04 447 8 6783 131 \n", + "29 ZA 2020-05-05 437 7 7220 138 \n", + "30 ZA 2020-05-06 352 10 7572 148 \n", + "31 ZA 2020-05-07 236 5 7808 153 \n", + "32 ZA 2020-05-08 424 8 8232 161 \n", "\n", - " countriesAndTerritories popData2018 cases_culm_pc \\\n", - "since_threshold geoId \n", - "0 AD Andorra 77006 0.004883 \n", - "1 AD Andorra 77006 0.005065 \n", - "2 AD Andorra 77006 0.005558 \n", - "3 AD Andorra 77006 0.005701 \n", - "4 AD Andorra 77006 0.006051 \n", - "... ... ... ... \n", - "19 ZA South_Africa 57779622 0.000073 \n", - "20 ZA South_Africa 57779622 0.000075 \n", - "21 ZA South_Africa 57779622 0.000079 \n", - "22 ZA South_Africa 57779622 0.000083 \n", - "23 ZA South_Africa 57779622 0.000086 \n", + " cases_diff deaths_diff countriesAndTerritories \\\n", + "since_threshold geoId \n", + "0 AD -30.0 2.0 Andorra \n", + "1 AD 8.0 -2.0 Andorra \n", + "2 AD 24.0 -1.0 Andorra \n", + "3 AD -27.0 0.0 Andorra \n", + "4 AD 16.0 0.0 Andorra \n", + "... ... ... ... \n", + "28 ZA 62.0 1.0 South_Africa \n", + "29 ZA -10.0 -1.0 South_Africa \n", + "30 ZA -85.0 3.0 South_Africa \n", + "31 ZA -116.0 -5.0 South_Africa \n", + "32 ZA 188.0 3.0 South_Africa \n", "\n", - " deaths_culm_pc \n", - "since_threshold geoId \n", - "0 AD 0.000156 \n", - "1 AD 0.000182 \n", - "2 AD 0.000195 \n", - "3 AD 0.000208 \n", - "4 AD 0.000221 \n", - "... ... \n", - "19 ZA 0.000001 \n", - "20 ZA 0.000001 \n", - "21 ZA 0.000002 \n", - "22 ZA 0.000002 \n", - "23 ZA 0.000002 \n", + " popData2018 cases_culm_pc deaths_culm_pc \n", + "since_threshold geoId \n", + "0 AD 77006 0.004883 0.000156 \n", + "1 AD 77006 0.005065 0.000182 \n", + "2 AD 77006 0.005558 0.000195 \n", + "3 AD 77006 0.005701 0.000208 \n", + "4 AD 77006 0.006051 0.000221 \n", + "... ... ... ... \n", + "28 ZA 57779622 0.000117 0.000002 \n", + "29 ZA 57779622 0.000125 0.000002 \n", + "30 ZA 57779622 0.000131 0.000003 \n", + "31 ZA 57779622 0.000135 0.000003 \n", + "32 ZA 57779622 0.000142 0.000003 \n", "\n", - "[3082 rows x 9 columns]" + "[4068 rows x 11 columns]" ] }, - "execution_count": 924, + "execution_count": 894, "metadata": {}, "output_type": "execute_result" } @@ -2615,16 +3238,16 @@ }, { "cell_type": "code", - "execution_count": 925, + "execution_count": 895, "metadata": {}, "outputs": [], "source": [ - "deaths_pc = data_since_threshold_per_capita.loc[(slice(None), ['UK', 'DE', 'IT', 'IE']), ['deaths_culm_pc']].unstack().xs('deaths_culm_pc', axis=1, drop_level=True)" + "deaths_pc = data_since_threshold_per_capita.loc[(slice(None), ['UK', 'DE', 'IT', 'IE']), ['deaths_culm_pc']].unstack().sort_index().xs('deaths_culm_pc', axis=1, drop_level=True)" ] }, { "cell_type": "code", - "execution_count": 926, + "execution_count": 896, "metadata": { "scrolled": true }, @@ -2669,35 +3292,35 @@ " 1.447040e-07\n", " 0.000004\n", " 1.820249e-07\n", - " 3.158418e-07\n", + " 4.211223e-07\n", " \n", " \n", " 1\n", " 1.567626e-07\n", " 0.000005\n", " 1.985726e-07\n", - " 5.264029e-07\n", + " 6.467236e-07\n", " \n", " \n", " 2\n", " 1.567626e-07\n", " 0.000007\n", " 2.813113e-07\n", - " 8.272046e-07\n", + " 9.776055e-07\n", " \n", " \n", " 3\n", " 1.567626e-07\n", " 0.000009\n", " 3.475021e-07\n", - " 9.024050e-07\n", + " 1.218247e-06\n", " \n", " \n", " 4\n", " 5.185226e-07\n", " 0.000011\n", " 4.798839e-07\n", - " 1.549129e-06\n", + " 1.729610e-06\n", " \n", " \n", " ...\n", @@ -2707,64 +3330,64 @@ " ...\n", " \n", " \n", - " 59\n", + " 68\n", " NaN\n", " NaN\n", - " 4.297278e-04\n", + " 4.779644e-04\n", " NaN\n", " \n", " \n", - " 60\n", + " 69\n", " NaN\n", " NaN\n", - " 4.365951e-04\n", + " 4.811912e-04\n", " NaN\n", " \n", " \n", - " 61\n", + " 70\n", " NaN\n", " NaN\n", - " 4.408975e-04\n", + " 4.850964e-04\n", " NaN\n", " \n", " \n", - " 62\n", + " 71\n", " NaN\n", " NaN\n", - " 4.464079e-04\n", + " 4.912025e-04\n", " NaN\n", " \n", " \n", - " 63\n", + " 72\n", " NaN\n", " NaN\n", - " 4.527291e-04\n", + " 4.957366e-04\n", " NaN\n", " \n", " \n", "\n", - "

64 rows × 4 columns

\n", + "

73 rows × 4 columns

\n", "" ], "text/plain": [ "geoId DE IE IT UK\n", "since_threshold \n", - "0 1.447040e-07 0.000004 1.820249e-07 3.158418e-07\n", - "1 1.567626e-07 0.000005 1.985726e-07 5.264029e-07\n", - "2 1.567626e-07 0.000007 2.813113e-07 8.272046e-07\n", - "3 1.567626e-07 0.000009 3.475021e-07 9.024050e-07\n", - "4 5.185226e-07 0.000011 4.798839e-07 1.549129e-06\n", + "0 1.447040e-07 0.000004 1.820249e-07 4.211223e-07\n", + "1 1.567626e-07 0.000005 1.985726e-07 6.467236e-07\n", + "2 1.567626e-07 0.000007 2.813113e-07 9.776055e-07\n", + "3 1.567626e-07 0.000009 3.475021e-07 1.218247e-06\n", + "4 5.185226e-07 0.000011 4.798839e-07 1.729610e-06\n", "... ... ... ... ...\n", - "59 NaN NaN 4.297278e-04 NaN\n", - "60 NaN NaN 4.365951e-04 NaN\n", - "61 NaN NaN 4.408975e-04 NaN\n", - "62 NaN NaN 4.464079e-04 NaN\n", - "63 NaN NaN 4.527291e-04 NaN\n", + "68 NaN NaN 4.779644e-04 NaN\n", + "69 NaN NaN 4.811912e-04 NaN\n", + "70 NaN NaN 4.850964e-04 NaN\n", + "71 NaN NaN 4.912025e-04 NaN\n", + "72 NaN NaN 4.957366e-04 NaN\n", "\n", - "[64 rows x 4 columns]" + "[73 rows x 4 columns]" ] }, - "execution_count": 926, + "execution_count": 896, "metadata": {}, "output_type": "execute_result" } @@ -2775,7 +3398,32 @@ }, { "cell_type": "code", - "execution_count": 927, + "execution_count": 897, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Int64Index([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,\n", + " 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n", + " 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50,\n", + " 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67,\n", + " 68, 69, 70, 71, 72],\n", + " dtype='int64', name='since_threshold')" + ] + }, + "execution_count": 897, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "deaths_pc.index" + ] + }, + { + "cell_type": "code", + "execution_count": 898, "metadata": {}, "outputs": [], "source": [ @@ -2784,22 +3432,22 @@ }, { "cell_type": "code", - "execution_count": 928, + "execution_count": 899, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 928, + "execution_count": 899, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2816,22 +3464,22 @@ }, { "cell_type": "code", - "execution_count": 929, + "execution_count": 900, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 929, + "execution_count": 900, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEHCAYAAABMRSrcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd3zN1+PH8dfJXhIzVozYEVvMGilqj/ZXFaO2UqNWVWkpbWlRq9QotUVQtHYRoyhCEkEkRhCEIJGIRHbu+f1xL1/VIMm92ef5eOQhOffzOffcNrnv+/mcJaSUKIqiKPmbUXY3QFEURcl+KgwURVEUFQaKoiiKCgNFURQFFQaKoigKYJLdDciookWLyvLly2d3MxRFUXIVHx+fcCllsVfLc20YlC9fHm9v7+xuhqIoSq4ihLidWrm6TaQoiqKoMFAURVFUGCiKoijk4j6D1CQlJRESEkJ8fHx2N0UvFhYWODg4YGpqmt1NURQln8hTYRASEkKBAgUoX748Qojsbk6GSCl5/PgxISEhODo6ZndzFEXJJ/LUbaL4+HiKFCmSa4MAQAhBkSJFcv3VjaIouUueCgMgVwfBc3nhNSiKkrvkqdtEiqIoSuqi4pLYeCbVKQaACgODmD59OjY2NkyYMOFf5cHBwXTu3Bl/f/9sapmiKPnds4Rk1p4K5te/b/A0Pvm1x6kwUBRFyYPik1Jw97rDsmNBhMck0rqaPePbVqHG7NSPz/dh8P333+Pu7k6ZMmUoWrQo9evX54MPPmDkyJGEhYVhZWXFypUrqVatGrdv32bQoEGEhYVRrFgx1qxZQ9myZf9Vn4+PD4MGDcLKyopmzZpl06tSFCW/ik1MZptPCMuO3SA0Kp6mFYvwa9+q1C9X6I3n5bkO5PTw9vZm+/btnD9/nh07drxY62jo0KEsXrwYHx8f5s6dy4gRIwAYNWoU/fr14+LFi/Tp04fRo0f/p86BAweyaNEiTp8+naWvRVGU/C0sOoF5B6/SdNYRvtl5mZJ2FrgPacSmTxq/NQggn18ZnDx5km7dumFpaQlAly5diI+P59SpU3z00UcvjktISADg9OnT7NixA4C+ffsyceLEf9UXFRXFkydPaNmy5Ytj9u/fnxUvRVGUfOrqg2jW/HOLHefvkZSi4T2n4gxtUYH65Qqla2Rivg4DKeV/yjQaDQULFsTPz++t57/6H1pKqYaFKoqS6UKj4tjld5+dfvcJCH2KuYkRH9V3YHAzRyoUs8lQnfn6NlGzZs3YvXs38fHxxMTEsHfvXqysrHB0dOT3338HtG/wFy5cAKBp06Zs3rwZAHd39//0CRQsWBA7OztOnjz54hhFURRDSEhOYcu5O7j9epqms47w4/4rmJoY8U3n6pya1IqZH9TMcBBAPr8yaNCgAV27dqV27dqUK1cOFxcX7OzscHd3Z/jw4cyYMYOkpCR69uxJ7dq1WbRoEYMGDeKnn3560YH8qjVr1rzoQG7Xrl02vCpFUfISKSUHLj/gx/1XuP04lgpFrRnbugrd6pSifFFrgz2PSO1WSW7g4uIiX93cJjAwECcnp3TVExMTg42NDbGxsbRo0YIVK1ZQr149QzY1QzLyWhRFyVsuhUTx/d4Azt6KoEpxG77q6ETLKsX0uh0thPCRUrq8Wp6vrwxAO3IoICCA+Ph4+vfvnyOCQFGU/O1BVDxzDlxhh+89ilibMfODGri5lMHEOPPu7Of7MNi0aVN2N0FRFAWAuMQUVp64ybJjN0jRSD5tWZER71bE1iLzl7PP92GgKIqS3aSU7Lpwn9n7r3A/Kp6ONUswqb0TZYtYZVkbVBgoiqJko4shT5i+6zK+d57gXMqWBW51aFShSJa3Q4WBoihKNohJSGbugausOx1MEWtz5nxYiw/rO2BslD1zld7aGyGEKCOEOCqECBRCXBZCjNGVTxdC3BNC+Om+Or50zmQhRJAQ4qoQot1L5e11ZUFCiEkvlTsKIbyEENeFEFuEEGaGfqGKoig5xcHLD3hv/t+sOx1M38blODqhJT0alMm2IIC0XRkkA59LKX2FEAUAHyHEId1jC6SUc18+WAhRHegJOAOlAE8hRBXdw0uA94AQ4JwQYpeUMgCYratrsxBiOTAYWKbvi8sONjY2nD59mr59+wJw584d7OzssLOzo2jRonh6emZzCxVFyS4PouKZtsufA5cfUrV4AZb0qUe9sm9fNygrvDUMpJShQKju+2ghRCBQ+g2ndAM2SykTgFtCiCCgoe6xICnlTQAhxGagm66+VkBv3THrgOnk0jAAqFmz5ovlLAYMGEDnzp3p3r17NrdKUZTskpSiYd2pYBZ6XicpRcPE9lX5pHkFTDNxqGh6pavPQAhRHqgLeAHvAKOEEP0Ab7RXD5Fog+LMS6eF8L/wuPtKeSOgCPBESpmcyvGvPv9QYCjwn6WjFUVRcqJTN8KZvusy1x7G0LJKMb7t6mzQmcOGkuYwEELYANuBsVLKp0KIZcD3gNT9Ow8YBKR200uSev+EfMPx/y2UcgWwArQzkN/U3m93Xybg/tM3HZJu1UvZMq2Ls0HrVBQlbwqNimPm3kD2XAzFoZAlK/rW573qxXPsYpZpCgMhhCnaIHCXUu4AkFI+fOnxlcAe3Y8hQJmXTncA7uu+T608HCgohDDRXR28fLyiKEquIqVkw5nbzNp/hRSNZFybKgxrWQELU+PsbtobvTUMhDbGVgGBUsr5L5WX1PUnAHwAPN/odxewSQgxH20HcmXgLNorgMpCCEfgHtpO5t5SSimEOAp0BzYD/YGd+r4w9QleUZSsFvkskS+2XcQz8CEtqxRjxvs1KFM46yaO6SMtVwbvAH2BS0KI54v8fwX0EkLUQXtLJxgYBiClvCyE2AoEoB2JNFJKmQIghBgFHACMgdVSysu6+r4ENgshZgDn0YaPoihKrnH6xmPGbfEj4lki33SuzsB3yufYW0KpSctoopOkfl9/3xvOmQnMTKV8X2rn6UYYNXy1XFEUJadLTtHw8+Hr/HI0CMci1vzWvyk1Sttld7PSTc1ANrCYmJh//bx27drsaYiiKJnO/14UX/9xiQshUfRwcWBaF2eszXPn22rubLWiKIqOlJIkTRJmxlm3cEFMQjLzD15j7albFLY245fedelcq1SWPX9mUGGgKEqulaxJZs65OQRHBbOkzRJMjTJ3qefnu45N3xXAw+h4+jQqyxdtq2FnlflLTGc2FQaKouRKsUmxfHH8C46HHKd/9f4YZfKW7sHhz/huTwBHrjyieklbln1cj7o5ZCkJQ1BhoChKrvPw2UNGHRnF9cjrTG08lR5Ve2Tac8UmJrPkaBArj9/C1FgwpZMTA5qWz9Rdx7KDCgNFUXKVqxFXGXF4BM+SnvFL619oVrpZpjyPlJLdF0P5YW8gD57G8391SzOpQzXsbS0y5fmymwoDRVFynISUBC48ukCSJulf5Y9iHzHr7CwKmBVgXft1VC1cNVOe//rDaKb86Y/XrQhqlLZlSZ+61C9XOFOeK6dQYWBgwcHBdO7cGX9//xdl06dPx8bGBn9//xcrmEZERNC6dWtGjx7NwIEDs7HFipJzXI+8zvbr29l9YzdPE1NfW8ypsBO/tP4Feyt7gz9/UoqG5cdusPhIEFbmxvzwQU3csnmfgayiwiAbREVF0a5dO4YOHaqCQMn3YpNi2X9rPzuu7+Bi+EVMjUxpXbY1nSt0xs7835O3jIQR1QpXy5RhpP73ovhi20UCQ5/SuVZJpnd1pqiNucGfJ6dSYZDFYmJi6NChA71792b48OHZ3RxFyTbxyfFsvbqVVf6riIiPoKJdRSY2mEjnCp0pZJF1o3Tik1L4+fB1Vhy/SWFrM37tW592ziWy7PlzirwbBvsnwYNLhq2zRE3oMEuvKsaPH8+QIUMYN26cgRqlKLlLUkoS269vZ+XFlTyKe0Sjko0YXns49ezrZflaPsHhz/h0ow9XHkTzUX0HpnSqnifmDGRE3g2DbPK6X+bn5a1atWLnzp1MmDABe3vD3/NUlJwqSZPE7hu7+fXCr9x/dp969vWY1WIWDUo0yJb2eAY8ZNxWP4yNBGsGNODdavn77zHvhoGen+AzqkiRIkRGRv6rLCIiAkdHRwB69uxJs2bN6NixI0ePHqVAgQLZ0UxFyTLPQ2DFxRXci7lHjSI1mNZkGk1KNcmWVT1TNJKFntdYfCSIGqVtWdanfq5ZZjoz5a1ZEzmAjY0NJUuW5PDhw4A2CP766y+aNfvfWOixY8fSunVrPvjgAxITE7OrqYqSqZI0Sey4voMuf3Rh2qlpFDQvyJLWS9jUaRNNSzfNliCIfJbIgDVnWXwkiB4uDmz7tKkKAp28e2WQjdavX8/IkSP5/PPPAZg2bRoVK1b81zGzZ89m4MCB9O3bFw8PD4yMVC4reYOUEs87nszznse9mHs4F3Hmq0Zf0bx082xd3/9ccARjN/sRFp3ArP+rSc+Gah/1l6kwyATVq1fn6NGj/yl/dTnrNWvWZFGLFCVr3Iq6xY9eP3I69DSVC1VmSesl2R4CySkaFun2G3AoZMXvnzahdpmC2daenEqFgaIoeotNiuXXi7+yPmA9FsYWTGo4CbeqbpgYZe9bzJ3HsYzZcp7zd57wYT0Hvu3mjE0u3W8gs6n/KoqiZJiUkgO3DzD33Fwexj6ka8WujKs/jqKWRVM/4doBKFwRilbK9Hb9cf4e3+y8jBCwuFddutTO3fsNZDYVBoqiZEhQZBA/nv2Rsw/OUq1wNea2nEsd+zqpH6zRwPGf4NgPUPMj+PC3TGtXfFIK3+z0Z6t3CA3LF2ZBzzqULmiZac+XV6gwUBQlXaITo1nqtxSPKx5Ym1ozpdEUulfpjrGRceonxEfBH5/C1X1Qqyd0WZhpbQuJjGX4Rl8u3YtidKtKjGlTJV+sK2QIKgwURUkTjdSw68YuFvgsIDI+ku5VuvNZ3c/evHRE2DXY3BsibkL72dBoGGRSZ/KJ62GM9jhPskbyWz8X2lQvninPk1epMFAU5a0uhV3ix7M/cin8ErWK1WJpm6U4F3F+80mBe7RXBCbm0H8XlM+8fQeW/X2DuQeuUtm+AMv71sexqHWmPFdepsLAwIyNjalZs+aLn3v27MmkSZPYs2cPU6dORaPRkJSUxJgxYxg2bFg2tlRR3i48LpyFPgvZeWMnRS2L8kOzH+hUoRNG4g3zYkK84e85cP0AlKoHbhvAziFT2vcsIZkJv19gv/8DutQuxewPa2Jlpt7WMkL9VzMwS0tL/Pz8/lWWlJTE0KFDOXv2LA4ODiQkJBAcHJw9DVSUNEhMScTjigfLLiwjISWBQTUGMbTWUKxN3/CJ+84Z+Hs23DgCloXg3SnQ9DMwzZydwUIiYxmyzptrD6P5uqMTQ5o7Zut8htxOhUEWiI6OJjk5mSJFigBgbm5O1aqZs0OTouhDIzXsv7WfxecXcy/mHi0cWjCxwUTK2ZZ7/Ul3vODoDLh1HKyKQptvocFgMM+8dbfO3opg+EYfElM0rBnYkJZVimXac+UXeTYMZp+dzZWIKwats1rhanzZ8Ms3HhMXF0edOv8bXjd58mTc3Nzo2rUr5cqVo3Xr1nTu3JlevXqpJSiUHOXU/VMs9FlIYEQgToWd+Oa9b2haqunrT4i4BZ7TIeBPsCkO7X6A+gPALHPv128+e4epO/0pU8iKlf1dqFjMJlOfL7/Is2GQXVK7TQTw22+/cenSJTw9PZk7dy6HDh36z/IUipIdrkRcYb73fE6Hnqa0TWl+bP4jHR07vr5fID4Kjs8Fr+VgZAKuk7W3gzI5BBKTNczcG8C607dpUaUYi3vVxc4yf+49kBmElPLNBwhRBlgPlAA0wAop5c9CiMLAFqA8EAz0kFJGCu1Nu5+BjkAsMEBK6aurqz8wRVf1DCnlOl15fWAtYAnsA8bItzTMxcVFent7/6ssMDAQJyenNL3wzGJjY0NMTMwbjwkPD8fR0ZHo6OjXHpMTXouStz189pDF5xez68YubM1tGVZrGG5V3d68paSfBxz8GmIjoE5vaDUFbDN/Zm9oVBwj3X3xvfOEIc0cmdzRSc0fyCAhhI+U0uXV8rRcGSQDn0spfYUQBQAfIcQhYABwWEo5SwgxCZgEfAl0ACrrvhoBy4BGuvCYBrgAUlfPLillpO6YocAZtGHQHtivzwvOSWJiYvD29sbV1RUAPz8/ypV7wz1YRclEsUmxrLm8hnWX15GsSaa/c38+qfUJtma2bz7RbxP8ORzKNoH2s6DUa2YbG9iJ62GM2exHQlIKS3rXo1OtklnyvPnNW8NAShkKhOq+jxZCBAKlgW6Aq+6wdcAxtGHQDViv+2R/RghRUAhRUnfsISllBIAuUNoLIY4BtlLK07ry9cD75NIweLXPoH379nz99dfMmTOHYcOGYWlpibW1tbpFpGSLPTf3MM97HuFx4bQv354x9cbgUCANwz6vHYCdo8CxJfT5XTt3IJNpNJLFR4JYePgale1tWPZxfdU/kInS1WcghCgP1AW8gOK6oEBKGSqEeL5nXGng7kunhejK3lQekkp5rpSSkpJq+b59+7K4JYryP/HJ8fzg9QN/BP1BrWK1WPjuQmoXq522k++eg639oUQNcNuYJUHwICqeidsvcvxaGP9XtzQzPqih5g9ksjT/1xVC2ADbgbFSyqdvGM+b2gMyA+WptWEo2ttJlC2rNqZQlLS4+/Qu4/8ez5WIKwytNZQRtUe8fh2hV4Vdg00fQYES0GcbWLzlVpKe4pNSWHXyFkuOBpGskcz8oAa9G5ZV8weyQJrCQAhhijYI3KWUO3TFD4UQJXVXBSWBR7ryEKDMS6c7APd15a6vlB/TlTukcvx/SClXACtA24GclrYrSn52+M5hpp6cihCCJa2X0MKhRdpPfnofNv6fdsRQ3x1gk3kbxkspORz4iO/3BnD7cSztnIszpVN1tSVlFnrrQHfd6KBVQKCUcv5LD+0C+uu+7w/sfKm8n9BqDETpbicdANoKIQoJIQoBbYEDuseihRCNdc/V76W6FEXJgGRNMvO95zP26FjK2pZla5et6QuC2AjY+CHERWqvCApXyLS23nkcy4A15xiy3htTYyM2DG7Ir31dVBBksbRcGbwD9AUuCSGeD6D/CpgFbBVCDAbuAB/pHtuHdlhpENqhpQMBpJQRQojvgXO647573pkMDOd/Q0v3k0s7jxUlJ4iMj+SLv7/A64EXblXdmNhg4puHi74q/qk2CB4HaTuLM3HU0Okbj/l0ow8ajWRq5+r0a1IOU2M1GTM7pGU00UlSv68P0DqV4yUw8jV1rQZWp1LuDdR4W1sURXmzgMcBjD06lsdxj5nxzgy6VeqWvgoSn8EmN3hwEXpsgAqumdFMQDuTeMqf/jgWtWZV/waULaKuBLKT6p5XlDxi943dfHv6WwpZFGJ9h/U4F33LEtOvSoqHzX3g7hntTmTVOmZKO1M0kln7A1l54hYtqhTjl951sbVQM4mzmwoDA3u+hLWUEmNjY3755ReaNm1KcHAwTk5O/1qgbvz48fTr1y8bW6vkBUmaJOZ5z8M90J0GJRowt+VcClsUTl8lKUnw+wC4eRTeXwY1PsyUtj5LSGbM5vN4Bj5iQNPyTOnkhIm6LZQjqDAwsJfXJjpw4ACTJ0/m77//BqBixYqprlukKBkVlRDF58c+x+uBF32r92V8/fGYGKXzz1qTAjs+gWv7oeNc7TITmSA4/BmfbvTh+qMYvuvmTL8m5TPleZSMUWGQiZ4+fUqhQm/YElBR9BAcFcyoI6O4H3Ofmc1m0rVi1/RXkhQHO4ZC4C5473to+InhGwocvPyAz7dewNhYsGZAA1qoJadznDwbBg9++IGEQMMuYW3uVI0SX331xmOeL0cRHx9PaGgoR44cefHYjRs3/rVUxeLFi2nevLlB26jkD2dCzzD+2HhMhAm/tf2NesXrpb+SZ+Hg0VO7M1m7H6BJquM+9JKcomHuwWss//sGtRzsWNqnHg6FVEdxTpRnwyC7vHyb6PTp0/Tr1w9/f39A3SZSDGPr1a384PUDjnaOLG61OG1rC70qPAjcP4ToB9BjPVTPwFXFW4RFJzDa4zynbz6mV8OyTOtSHQvTNM58VrJcng2Dt32CzwpNmjQhPDycsLCw7G6KkgdIKVngu4A1/mtoVroZP7X4CRuzDCzcdvsUbO4Nwhj674EyDQze1gt3nzBsgw+RsYn81L0WH7mUeftJSrbKs2GQE1y5coWUlBSKFClCbGxsdjdHyeWWX1jOGv819KjSg8mNJqe/oxjAfwf8MQwKltNOKCvsaPB27rpwny9+v0BRG3N2jGiKcyk7gz+HYngqDAzs5SWspZSsW7cOY2PtpfGrfQaDBg1i9OjR2dJOJXfZGLCRpReW0q1iN75u/PXrdyF7k8t/wPbBUKYx9HQHq3QOP30LjUay0PMai44E0aB8IZZ/XJ8iNpm/wqliGCoMDOx1S1iXL1+euLi4LG6NkhfsDNrJ7HOzaV22NdObTs9YEFzZB9uHQJlG8PE2g29RGZuYzOdbL7Df/wEf1Xdgxgc1MDdR/QO5iQoDRcnBDt85zLRT02hUshGzW8zO2K2hoMPwe38oWRt6bzV4ENx/EsfQDd5cvv+Urzs6MaS5o1pyOhdSYaAoOdSZ0DN88fcXOBdxZtG7izA3zsAtl+CT2iUmilWFj7cbfD8Cz4CHTNh2geQUyar+LrSqVtyg9StZR4WBouQwUkq2Xd/GnLNzKGdbjqVtlmJlmoGx+XfPgnsPKFQO+v4JloabAJmQnMKs/VdY808wzqVsWdyrLhXUlpS5mgoDRclBHsc9Zvqp6RwLOUbjko35sfmP2JlnYDTOw8uwsTsUKA79doJ1UYO18Vb4M0Zt8uXy/acMfKc8kzpUU/0DeYAKA0XJIY6HHGfqP1OJSYxhYoOJ9HHqk7HO4id3tfsRmFlDv13aLSsNZKffPb7acQlTEyNW9nPhverqtlBeocJAUbJZfHI8c73nsuXqFioXqszKtiupUqhKxiqLiwT37tp9CQb9BQUNM9krRSOZ/dcVVhy/ScPyhfm5Vx1K2lkapG4lZ1BrxxrYzJkzcXZ2platWtSpUwcvLy9cXV3x9vbO7qYpOVBYbBgD/xrIlqtb6F+9Px6dPDIeBM/3I3h8QzuPoHg69zN4jafxSQxae44Vx2/Sv0k53D9ppIIgD1JXBgZ0+vRp9uzZg6+vL+bm5oSHh5OYmJjdzVJyqCsRVxh1eBRPE5/y87s/06psq4xXptHAn5/C7X/gw1XgmI79jt/gZlgMQ9Z7c+dxLD98UJPejcoapF4l51FhYEChoaEULVoUc3PtEMCiRQ3XaafkLUfuHGHSiUnYmtmyrv06nIo46VfhwSnaGcZtZ0DN7gZp4/FrYYza5IuJsRHuQxrRqEIRg9Sr5Ex5NgxObL1G+N0Yg9ZZtIwNzXu8/hK+bdu2fPfdd1SpUoU2bdrg5uZGy5YtDdoGJXeTUrL28loW+CzQzh9otYhiVnqs7f/sMRyaCn7u0Gg4NBllkHZuOHObaTv9qVK8ACv7uVCmsFp2Oq/Ls2GQHWxsbPDx8eHEiRMcPXoUNzc3Zs2ald3NUnKI6MRoZnrNZO/NvbQt15YZzWZgaZLBe+8aDZzfAJ7TICEamo2DVt+AnjN/NRrJLF1Hcetq9izqVRdrc/U2kR/k2f/Lb/oEn5mMjY1xdXXF1dWVmjVrsm7dumxph5KznHtwjq9Pfs2j2EeMrDOSobWGZmzYKEDoRdg7HkLOQbl3oNM8sNfzNhMQn5TCuC1+7Pd/QP8m5fimizPGRmpZifwiz4ZBdrh69SpGRkZUrlwZAD8/P8qVK/dicxsl/0lISWCR7yI2BGygrG1Z1ndYT61itTJWmSYFjsyAfxaCZWF4fznU7qn31QBAeEwCn6z3xu/uE6Z2rs6gd8qr9YXyGRUGBhQTE8Nnn33GkydPMDExoVKlSqxYsYLu3Q3ToafkLlcirjD5xGSCngThVtWN8fXHZ2xZCdDOH9g2CG4cgbp9oe33Blte4trDaAavO0dYdALL+tSnfQ3DTVJTcg8VBgZUv359Tp069Z/yY8eOZX1jlGy168Yupp+ajp25HUtbL6W5gx57XT8KBI9eEBUCXRZB/f4GaaOUko1nbjNjbyAFLEzZPLQJdcoUNEjdSu6jwkBRDChFk8JC34WsvbyWhiUaMrflXApZ6PEJ/spe2DEUTK1gwF4o28gg7Xwck8CX2y/iGfgI16rF+Kl7bYoVUBvR5GcqDBTFQKITo5l4fCIn753EraobXzb8ElMj04xVJiUcnwtHZ0CpeuC2EexKG6SdJ66HMX7rBaJik5jWpToDmqr+ASUNy1EIIVYLIR4JIfxfKpsuhLgnhPDTfXV86bHJQoggIcRVIUS7l8rb68qChBCTXip3FEJ4CSGuCyG2CCHMDPkCFSUr3H56mz77+nDm/hmmNp7KlMZTMh4EAF6/aoOglhsM3G+QIJBSMuevK/RddZaClqbsHPUOA99RG9EoWmkZ27YWaJ9K+QIpZR3d1z4AIUR1oCfgrDtnqRDCWAhhDCwBOgDVgV66YwFm6+qqDEQCg/V5QYqS1bwfeNN7b28i4yNZ0XYFPar20K/CoMNwYDJU7aQdMWRqoXcbk1M0TNx2kaXHbtCzQRl2f9YMp5KG3ehGyd3eGgZSyuNARBrr6wZsllImSClvAUFAQ91XkJTyppQyEdgMdBPajyStgG2689cB76fzNShKtjkecpxPPT+liGURPDp50KBEA/0qDL8Ovw8E++rwfyvASP+1JOOTUhjh7svvPiGMbVOZH/+vJhamav8B5d/0+U0bJYS4qLuN9LyHrDRw96VjQnRlrysvAjyRUia/Uq4oOd6em3sYc2QMlQpWYl37dTgUcNCvwrhI2OQGxqbQywPM9d85LDo+iYFrznEw4CHTu1RnbJsq6raQkqqMhsEyoCJQBwgF5unKU/stkxkoT5UQYqgQwlsI4R0WFpa+FmcRIQR9+/Z98XNycjLFihWjc+fOAMyfP5/Bg/93J8zd3Z1OnTpleTsV/Xhc8WDyicnULV6X39r+pt+IIYCUZPh9ADy5o+0sLqj/6qCPY4VYUPoAACAASURBVBLovdKLs8ERLHSrw4B3HPWuU8m7MjSaSEr58Pn3QoiVwB7djyHAy7tpOAD3dd+nVh4OFBRCmOiuDl4+PrXnXQGsAHBxcXltaGQna2tr/P39iYuLw9LSkkOHDlG69P8udkaPHo2Liwv//PMPzs7OTJkyhcOHD2dji5X0kFLy68VfWeK3BNcyrsxtOTdjG9W/6sBXcPMYdP0FyjXRu7pHT+PptfIMIZFxrOhbn9ZOakcy5c0ydGUghCj50o8fAM9HGu0CegohzIUQjkBl4CxwDqisGzlkhraTeZeUUgJHgedTdPsDOzPSppykQ4cO7N27FwAPDw969er14jETExOWLl3KyJEjmThxIoMGDaJChQrZ1VQlHaSULPBZwBK/JXSt2JUFrgsMEwTnfoOzv2pXHK3X9+3Hv8XjmAT6/OZFaFQ86wc1VEGgpMlbrwyEEB6AK1BUCBECTANchRB10N7SCQaGAUgpLwshtgIBQDIwUkqZoqtnFHAAMAZWSykv657iS2CzEGIGcB5YZYgXdnTtCh7dvmmIql6wL1eBdwcMfetxPXv25LvvvqNz585cvHiRQYMGceLEiRePN23aFCcnJzw9PQkMDDRoG5XMs/j8YtZcXoNbVTe+avRVxheae9m1g7DvC6jcDt77Tu/qomKT6LvqLHciYlkzsIHag0BJs7eGgZSyVyrFr33DllLOBGamUr4P2JdK+U20o43yjFq1ahEcHIyHhwcdO3b8z+MxMTF4e3uTlJREWFgYDg56djwqmW75heWsvLSSDyt/aLggCL2g7ScoURO6rwYj/Ub4RMcn0W/NWYIexbCiX32aVlSbKylpl2dnIKflE3xm6tq1KxMmTODYsWM8fvz4X49NmzaNjz/+mOLFizNu3Dh+//33bGqlkhar/Ve/uDX0TZNvDBMET+6Cew+wKgy9t+o9ciguMYXBa73xvxfFsj71cK1qr38blXwlz4ZBdhs0aBB2dnbUrFnzXwvVXbp0ib179+Ln54eZmRmrV6/m0KFDvPfee9nXWOW1NgRsYIHPAjqU78B3Tb8zTBDER8GmHpAUC/0OQgH9VgmNT0ph6AZvvG9H8HPPurR1VquOKulngN9sJTUODg6MGTPmX2VSSoYPH86CBQuwsLDAyMiIpUuXMmbMGBITE7OppcrrbLmyhTnn5tCmbBtmNp+JsZ63cQBISYKt/SD8Grht0HtTmsRkDSPdfTlxPZw53WvTpXYp/duo5EvqysDAYmL+u+/y853PAE6ePPmvx1xcXAgICMiKpinpsO3aNmZ4zaCFQwvmtJij3zpDz0kJe8Zph5B2WwoVXPWqLjlFw2iP8xy+8ogZ79ege33V96RknLoyUJRX/HH9D749/S3NSjdjvut8TI0NEASg3aHs/AZoMRHq9tGrqhSNZPzWC/x1+QFTO1fn48blDNNGJd9SYaAoL/kz6E+mnZrGO6XeYeG7Cw0zjwDg8p/gOR1qdId3v9KrKo1G8uX2i+y6cJ8v21djcDM1s1jRX54LA+08ttwtL7yG3GjXjV188883NC7Z2LBBEOINfwyDMo2g2xK99iyWUjJ1pz/bfEIY07oyw10rGqaNSr6Xp8LAwsKCx48f5+o3Uykljx8/xsJC/2WLlbTbc3MPU05OoWHJhvzc6mcsTAz03z/yNnj01I4Y6rlJr+WopZR8tycAd687fNqyImPbVDZMGxWFPNaB7ODgQEhICDl1Ebu0srCwUBPRstDWq1uZ6TWTBiUasLjVYixNLA1TcXyUdhXSlETovQ+sMz4JTErJt7sDWHsqmEHvOPJl+6pq9VHFoPJUGJiamuLoqO6fKmmjkRoW+i5kjf8ampduztyWcw0XBMmJ2tnFj6/DxzugWJWMt1MjmbbrMhvO3GZIM0e+7uSkgkAxuDwVBoqSVvHJ8Xx98msO3j6IW1U3JjWchImRgf4cUpJg20C4cUTbR1ChZYar0mgkU3b6s8nrDsNaVGBSh2oqCJRMocJAyXci4yMZfWQ0F8IuMMFlAv2q9zPcG6wmRdtZfGUPdJgDdT/OeFUaydd/XsLj7F2Gu1ZkYjt1a0jJPCoMlHzl9tPbjPAcwcPYh8xzncd75Qy4DIhGA7s+A//t0OZbaDRMj6okk3dcYov3XUa9W4nP26odypTMpcJAyTcuP77MCM8RSClZ1W4VtYvVNlzlUsK+z8HPHVy/gmZj9apu7sGrbPG+y2etKjH+PRUESubLU0NLFeV1vEK9GHxgMBbGFqzvsN7wQXDgK/BeDc3GQcuJelXn7nWbpcdu0LtRWRUESpZRYaDkeYduH2K453BKWpdkfYf1lLcrb9gnODoTziyFRsOh9TS9JpUdDnzI1D/9ebdqMb7r6qyCQMkyKgyUPG3btW1M+HsCzkWcWdt+LcWtDbwF5MmFcPwnqNcf2v+oVxBcDHnCqE3ncS5lxy+962FirP48layj+gyUPGvVpVUs9F1I89LNmec6z3BzCJ47uxI8p0GND6HzAr2C4G5ELIPWnqOwtRmrBrhgba7+NJWspT56KHnS5iubWei7kI6OHfm51c+GD4ILm2HfBKjSAT74Va8tK5/EJjJgzVkSkzWsG9QA+wJqKRIl66mPH0qe81fwX/zg9QOuZVyZ2Wym4SaTPRe4G/4cAY4t4KO1oMcS13GJKQxe583diDg2DG5IJfsChmunoqSDCgMlTzkTeobJJyZT174uP7X4yfBBEOQJ2wZB6XrQ00OvheeSUzSM2uSL751IlvSuR6MKRQzYUEVJH3WbSMkzAh4HMObIGMrblmdRq0WGW3n0uWsHwaM3FK0KfX7XaxN7KbWTyg5fecR33WrQsWZJAzZUUdJPhYGSJ9x5eofhnsMpaF6Q5W2WY2duZ9gnuLIXNvcG+2rQfxdYFtKrujkHrvK7bk+CvmqXMiUHUGGg5HoR8REMPTQUKSXL31tu+OGjl//UbmJfshb02wVWhfWqbtXJWyzTTSpTexIoOYXqM1BytWRNMl/8/QXhceGsabcGRzsDL2F+8XftwnMODbS3hixs9apup989vt8TQHvnEnzfrYaaVKbkGOrKQMnVfvb9mbMPzjK18VRqFqtp2Mr9POCPoVC2CXy8Xe8g+Ms/lPFbL9C4QmEW9qyDsZEKAiXnUGGg5Fp/Bf/F2str6Vm1J90qdTNs5efd4c/h2uGjenYWg3aZic88zlOnTEFW9W+AhWnG5yUoSmZQt4mUXOl65HW++ecb6hSrw8QG+i0M9x9+m2DnSKjgCr08wFS/CWvHr4UxfKMvTiVtWTOwgZpdrORIb70yEEKsFkI8EkL4v1RWWAhxSAhxXfdvIV25EEIsEkIECSEuCiHqvXROf93x14UQ/V8qry+EuKQ7Z5FQN1GVt3ia+JRxx8ZhbWrNPNd5mOox6es//DZpJ5RVcDVIEJy+8ZhP1ntT0d6G9YMaYmthwLYqigGl5TbRWqD9K2WTgMNSysrAYd3PAB2AyrqvocAy0IYHMA1oBDQEpj0PEN0xQ18679XnUpQXNFLD1ye+5l70Pea1nIe9lb3hKvfz0AVBS4MEgXdwBIPXnaNsYSs2Dm5IQSszAzVUUQzvrWEgpTwORLxS3A1Yp/t+HfD+S+XrpdYZoKAQoiTQDjgkpYyQUkYCh4D2usdspZSnpZQSWP9SXYryHysvruRYyDG+aPAF9YrXe/sJaXVh8//6CHrqHwRBj6IZuOYcJWwtcP+kEUVszA3UUEXJHBntQC4upQwF0P37/ONZaeDuS8eF6MreVB6SSnmqhBBDhRDeQgjvsLCwDDZdya1O3T/FEr8ldKrQiV7Vehmu4qv74Y9PtUHQazOYWelVXeSzRAav88bc1JgNQxqpheeUXMHQo4lSu98vM1CeKinlCimli5TSpVixYhlsopIbhcaE8uXxL6lYsCLfNP7GcOPzw67B9k+gZG2DBEFSioYR7r6EPonn1771KV3QwKulKkomyWgYPNTd4kH37yNdeQhQ5qXjHID7byl3SKVcUV5ITEnk878/J0mTxALXBViZ6veG/UJ8lHaJCRNz6OmudxAAfLv7MqdvPmbWhzWpX06/JSsUJStlNAx2Ac9HBPUHdr5U3k83qqgxEKW7jXQAaCuEKKTrOG4LHNA9Fi2EaKwbRdTvpboUBYA55+ZwKfwSM96ZYbgtKzUa2DEMIm9Bj3Vg5/D2c95iw+lgNp65w6ctK/J/9fSvT1Gy0lsHPAshPABXoKgQIgTtqKBZwFYhxGDgDvCR7vB9QEcgCIgFBgJIKSOEEN8D53THfSelfN4pPRztiCVLYL/uS1EA2H1jN1uubmGA8wDalGtjuIr/ng3X9kOHn6B8M72r+yconOm7A2jjZM8X7aoaoIGKkrWEdhBP7uPi4iK9vb2zuxlKJroWeY0+e/vgXNSZ39r+Zri9CZ6vQFqnD3Rbotd2lQC3Hz+j6y//UMLWgu0jmmKjJpUpOZgQwkdK6fJquVqOQsmRnsQ/YdzRcdiY2TC35VzDBUHYNe3toVL1oNN8vYMgPimF4Rt9Afitv4sKAiXXUr+5So6TmJLImKNjePDsAavaraKoZVEDVfwMtvbV7k7mtlGvXcqe+25PAAGhT1k9wIUyhQ3Usa0o2UCFgZKjSCn59vS3+D7yZXbz2dSxr2O4yvdOgLCr0O9PsHvtdJY0+/P8PTZ5aTuMW1Uz8B4KipLF1G0iJUdZeWklu27sYmSdkXSs0NFwFZ93hwuboOWX2nWH9BT0KJqv/rhEw/KFmdC2it71KUp2U2Gg5Bh/Bf/F4vOL6VyhM8NqDTNcxY8CYe/nUL45tNR/hdPYxGRGuPtiaWrMol51MTFWf0ZK7qduEyk5woWwC3x94mvq2dfj26bfGm6GceIz2NofzAvAh6vASP99BKb+eZnrj2JYP6ghJezUUhNK3qDCQMl2IdEhjD4yGnsrexa+uxAzYwOt7iml9oog/Jq2n6CA/vf1N5wOZruvdiP75pXVkihK3qHCQMlWUQlRjDw8kiRNEkvaLKGQhQGXcPBzhwse0HKS3v0EUkqWHrvBTweu0qqaPaNbq43slbxFhYGSbZJSkhh3bBx3ou+w4r0VVLCrYLjKQ3xgz3iD9BOkaCTTd11mw5nbvF+nFHO611b7Fyt5jgoDJVtIKZl2ahrnHpzjx+Y/0qBEA8NVHnUPNvfS3hb6aK1e/QTxSSmM3ezHX5cfMKxFBb5sXw0jFQRKHqTCQMkWyy8sZ/fN3YysM5LOFTobruLEZ+DRU/tv3z/BOuMT1qLikvhkvTdnb0UwpZMTQ5ob8MpFUXIYFQZKltsZtJOlF5bSrWI3ww4h1Wi0m9Q8uAS9t0Dx6hmu6tHTePquOsvN8BgW9apL19qlDNdORcmBVBgoWcor1Ivpp6fTqGQjpjWZZrghpADHfoDAXdB2BlRpl+Fq7jyO5eNVXoTHJLBmQEOaVTbQchg5nExJISkkhISgIBKuXyfhehCFBw7EsoZzdjdNyQIqDJQsE/g4kDFHx1DetjzzXedjamxquMov/g7Hf4K6H0OTURmu5uqDaPqu8iIxRcOmTxpTp0xBw7Uxh9DExZF4+zaJN2+ScOsWibeCSbh5g8QbN5EJCS+OMy1ViuTOnQAVBvmBCgMlS9x9epfhnsOxNbNleZvl2JrZGq7ye76wcySUewc6LcjwSqTn70QyYM05LEyN2DqsCVWKFzBcG7OJlJKke/eI9fYm1tubOG8fEoOD/3eAEJiWLIlZhQpYN2yEeeVKmFeujFmFihjbWGdbu5Wsp8JAyXThceEM8xxGskxm9XurKW5twEXdnj2Grf3Axh56rAeTjE1YO3k9nKEbvClqY477kEa5egVSTWwsMcdPEH3kMLFnz5H84AEARnZ2WNWrh22XzphXqIBZhQqYlSuHkYWaRa2oMFAyWUxiDCM8RxAeF85vbX8z7FwCTQpsHwQxj2DQXxkeOXTkykM+3eBLhWLWrB/UEHvb3PfmmBIdTcyxY0QfPEjMiZPI+HiMCxXCukljLOvXx8qlAeaVKyGM1DpKSupUGCiZJjElkbHHxnIt8hqLWy2mVrFahn2CIzPg5jHouhhK18tQFUevPOLTDb5ULVGADYMbUtDKQEthZDKZmEjcxYs88/Ii9owXsX5+kJSEib09BT/8kAJt22JVvx7CRP2JK2mjflOUTKGRGqacnIJXqBczm82kuUNzwz5B4B44OR/q9Yd6/TJUxd/Xwhi20YcqJWzYOLgRdlYG7NDOBIm3bxN9+AjP/vmHWF9fZFwcCIGFkxOF+/WlQJs2WNaurT79KxmiwkDJFAt9FrI/eD9j642la8Wuhq08PEg7n6BUXegwJ0NVHL8WxifrvalULOcGgdRoiPf3J/rwEWKOHCbhehAAZpUqUvDDD7Fu3AgrFxeMC+a9EU9K1lNhoBicxxUP1lxeg1tVNwbVGGTYyhNiYEsfbUdxjw0Z2rry5PVwPlnvTcViNrgPaZTjbg3FX71K1K5dPN27T9v5a2yMlYsLxb/6CJtWrTBzcMjuJip5kAoDxaCO3jnKrLOzcHVwZVLDSYadVJaSBNsGaZek7vsHFCyT7iqOXwtj6AZvHIta4z6kEYWsc0YQJIWGErVnD0937Sbh+nUwMcGmWTNsx43FpmVL9elfyXQqDBSDuRR2iYnHJ1K9cHVmt5iNiZEBf700KfDHMLh+ADovSPeS1FJK1p4KZsbeQCrba68ICmdTEEgpSbpzh1jf88T5+hJ73pfEoBsAWNatS4lp31CgfXtMChlwOW9FeQsVBopB3H16l1FHRlHEsgi/tP4FK1MDjtN/vkmN/3ZoMx1c0nfrKSE5hal/+rPVO4T3qhdngVsdbMyz7lc/6dEj4i9fJj4ggPjLAcRdvEhKeDgARra2WNatg13Xbti2b4dZ2bJZ1i5FeZkKA0VvkfGRDD88nBSZwrI2yyhiWcSwT3D4W/BZA83Gab/S4VF0PMM3+uJzO5LPWlViXJsqmb4EdXJEBDFHjxJ99ChxFy6QEqZ940cIzBwdsW7aBKt69bGsVxfzSmrsv5IzqDBQ9BKXHMeoI6MIjQnlt3a/4WjnaNgnOLlA++UyCFpPS9ep/vei+GS9N09ik1jSux6dapU0bNteknj3LtGHDxPt6Umc73nQaDApVRKbpk2xcHbGwtkZ86rV1BIPSo6lwkDJsBRNCpOOT+JS2CXmuc6jrn1dw1Wu0YDXcvCcDjU+hI5z07XmkGfAQ0Z5+FLE2pxtw5vgXMrOcG173sS4OJ7+dYAn27YR5+MDgHnVqhT99FMKtGmNuZOTYTvQFSUT6RUGQohgIBpIAZKllC5CiMLAFqA8EAz0kFJGCu1fxc9ARyAWGCCl9NXV0x+Yoqt2hpRynT7tUjKflJJZZ2dx5O4RJjWcxHvl3jNc5aEXYd8EuOsFVTrAB7+ma7cyd6/bTP3Tnxql7VjVvwHFCpgbrm1AfGAgT37/najde9BER2NWrhz2Ez6nQLt2mJVJ/wgnRckJDHFl8K6UMvylnycBh6WUs4QQk3Q/fwl0ACrrvhoBy4BGuvCYBrgAEvARQuySUkYaoG1KJll7eS2br25mgPMA+jj1MUylcZFwZCZ4rwLLQtD1F6jTB9J4T11KydyDV1ly9AatqtnzS++6WJkZ5uJXk5DA0/37idzkQfzFiwgzMwq0a0fBj7pj1aCBugJQcr3MuE3UDXDVfb8OOIY2DLoB66WUEjgjhCgohCipO/aQlDICQAhxCGgPeGRC2xQD2HdzH/N95tO+fHvG1U9fh26qpAQ/dzg0DeIioMEQePcrbSCkUWKyhknbL7Lj/D16NSzD991qYGKsf8dsYkgITzZv5sm27aQ8eYJZhQoU/2oydl27qrH/Sp6ibxhI4KAQQgK/SilXAMWllKEAUspQIYS97tjSwN2Xzg3Rlb2u/D+EEEOBoQBl1RC8bHEm9Axf//M1LsVdmNlsJkZCzzfc5ETYMw78NkKZxtDxJyiZvgXtYhOTGbreh5NB4Xz+XhVGtaqk9yf1hJs3eTR/PjGHj4CREQVataJQn95YNWqkrgKUPEnfMHhHSnlf94Z/SAhx5Q3HpvYXJN9Q/t9CbdisAHBxcUn1GCXznH90ntFHRlPetjwL312ImbGek7ZiI2DLx3D7H2g5CVp+meZbQs8lJKcwbIMPp26E81P3Wnzkot89++TISMKXLCVy82aMLCwo8ukwCrm5YVqihF71KkpOp1cYSCnv6/59JIT4A2gIPBRClNRdFZQEHukODwFe/kt1AO7ryl1fKT+mT7sUw7scfpkRniMoblWclW1XYmeu5+ic8Ovg/hE8vQ//9xvU+ijdVaRoJOO3XuDE9XDmfKhfEMjERCI9PAhbugxNdDQF3XpQ7LPPMClcOMN1KkpukuEwEEJYA0ZSymjd922B74BdQH9glu7fnbpTdgGjhBCb0XYgR+kC4wDwgxDi+Q3itsDkjLZLMbxrkdcY5jkMO3M7VrZdSVFLPTeIv3lMuzuZkSn03w1lG6W7CiklU3f6s/diKF91rEaPBhkLgpQnT4javYfIjRtJvH0b63fewf7LiVhUqZKh+hQlt9LnyqA48Ifu/qkJsElK+ZcQ4hywVQgxGLgDPP/Itw/tsNIgtENLBwJIKSOEEN8D53THffe8M1nJfsFRwQw9OBRzY3NWtl1JCWs9b5dc2Kzdr7hIZei9BQqVy1A1cw9eZZPXHYa7VmRoi4rpOldqNDw7fZqo7duJPuSJTErCwtmZMr8ux7pFC9UnoORLQju4J/dxcXGR3t7e2d2MPO1ezD367+9PkiaJNe3X6L9lpfdqbWexY0tw2wgWthmq5rcTN5mxN5BeDcvywwc10vzmHX/tGk/37ePprt0k3b+PsZ0dtl27UvDD/8OiWrUMtUVRchshhI+U0uXVcjUDWUlVUGQQn3p+SlxyHKvbrdY/CE4vhQOToXI77cb1GdiHAGCdbuXRjjVLMOP9twdB4u3bPN2/n6d792mXhjYywrppU+y/mIBNq1YYmRt2Qpqi5FYqDJT/8Hnow2dHPsPC2IJV7VZRtXBV/So8MQ8OfwdOXeHDVdqNadIpRSOZsTeANf8E08bJngVudTB+zYJzmvh4nu7/iyebNxN34QIAlvXrU3zqFGzbt8ekiIEX0lOUPECFgfIvB4MPMvnEZEoXKM3yNsspZVMq45VJCUdnwvGfoOZH8P5yME7/r1xMQjKjPc5z5MojBr3jyNednFINgsTbt4ncvIWoHTtIiYrCzNER+y8mYNuhA6al9HgdipIPqDBQXnAPdGf22dnUsa/D4laL9Rs+KiUcnAKnf4G6faHLz+laX+i5+0/iGLT2HNcfxfD9+zXo2/jfHc4pMc+IOexJ1K7dPPvnHzAxoUDr1hTq1QurRg1VZ7CipJEKAwUpJQt9F7LafzWty7ZmVvNZWJhk7J4+oN2VbPcYOL8BGg6F9rPTPZkMwO/uEz5Z7018YgqrBzSgZZVi2urj44n5+zhP9+4l5u+/kQkJmJQqSdHRn1Gwe3dM7e3fUrOiKK9SYZDPSSmZc24OGwM34lbVjckNJ2OcgU/wLyQnwPYhELhLO6PYdXK6lp4GeBKbyPxD19h45jYl7SxxH9GIKsULkHDrFhHr1/N01240z55hXLQoBT/6CNuOHbGsU1ttEqMoelBhkI+9HAQfO33MxAYT9butkhCjXV7i5lFo9yM0GZGu01M0kk1n7zDv4FWexiXRp1E5xr9XGbNLftydtpaYY8cQZmbYduqEXdcuWDVsiDDWI7gURXlBhUE+JaXkJ++fDBcEsRHa5SXu+0K3JVD343Sd7nXzMdN3BxAY+pTGFQozrXN1Sl88Q/jH35AQGIhx4cIUHTWKQr16qtFAipIJVBjkQ1JK5nrPZUPABsMEwa3jsHcCRN7SziFw6pLmU6Nik5i5L4Ct3iGULmjJkt71aFvKlIffTuHeIU/MKlWk5Izvse3SRc0JUJRMpMIgn5FSMs97HusD1tPHqY9+QXDPVzt/4OZRsC0NfX6HCq5pbsd+/wd8s/MykbGJDHetyOhWlUk64smtYd+iiYnB/osJFB4wQN0KUpQsoMIgH4mMj+S709/heceT3tV682WDLzMWBGHX4OgMCNgJloWh7UzthjRpnFX8ICqeqTv9ORTwkBqlbVk7sAHVrDQ8nPQFT/ftx6JGDUrN+hHzSpXS3zZFUTJEhUE+cSLkBN+c+oYnCU8YX388A5wHZCwIzq6E/V+CqaV2D4ImI9O8xlBUXBIbz9xm+bEbJKZomNyhGn3LGBGzZTU3t20jJTqaYmNGU2TIEISpafrbpihKhqkwyOPikuOY5z2PLVe3UKlgJZa3WZ7x5SXO/abdqL5KB+j2C1inbSnrR9HxrD4ZjPuZ20QnJNPW0ZaJVvcxXTmd297eYGSETfPmFBs7Bgsnp4y1TVEUvagwyMMuhV3iq5NfEfw0mH7V+zG63mjMjTPYCeu9BvZ+rg2CHuvTtL7Q3YhYfj1+g63eIdjFRDLM9AHvRt/EZMUZkp49Q5QrR7Hx47Hr1g3T4mqimKJkJxUGedCzpGcs8l2ExxUP7K3sWdl2JY1LNs54hT7rYM9Y3Yqj694aBFcfRLPsWBCBf5+lZYgfa5/eoNBD7TbXJsWKYd2hPQXffx/L+vXVchGKkkOoMMhjDt85zA9ePxAWG4ZbVTdG1xtNAbMCGa/QdwPsHg2V3gO3DWDy+isLn9sRLD16gwDvAIZc2c+wkAtgaoqVS31s+rlh3aw55lUqqwBQlBxIhUEe8eDZA370+pEjd49QuVBl5rvOp3ax2hmvMDkRzv4KB6dCxdbazWheEwSnboTzs+d1Aq/cZeCNw4y/cQpjM1OKjBpF4QH9MbaxyXg7FEXJEioMcrmYxBjWXl7L+oD1SCkZW28s/Zz7YWqUwdE4mhS4uAWOzYInt6FKe/hobarDRk/feMzPh67wyO8ybSKuMOX6ElTKjQAAEWpJREFU35gkJlCwe3eKjhyR7xeM02hSSElOxtRMTZZTcj4VBrlUYkoiW69uZcXFFUQmRNKu/P+3d+bBdZ3VAf+dt0lP+77YliVvcewE4sRO4sQESOIkhjKdodAEShjK0GZKyeBM0+kQaBmYaVmmLUuHDG1KKUwblgYIzbCGOCQUQuKFeHcsx7Fly4tkWfvbl9M/7if5SZEdW5F4uvL5je589zv3+757znv33XPvuVfnu4vN122mrXJ6E8OTz8P+H8Izn4W+TmhdA3/wBVh++4REc/lcjh3PbOfXj/2cqoN7ePDsK1Sk4wBU3HYbTQ/+FSXLLm1O4vlAKh7jTNeRCUvf8WOs/6N7uPGddxdbPcN4TcwZ+IxsPstPj/yUh3c+zInRE6xvXc8Dax/gqvqrLn2w2Fk49hx0PQcvP+U5gcYr4e7/8lJKiJAeHKLzl7/l1HPbyO/bTcPxl6nIJNkEJBtbaHjHJqrW30jZDTcQbmmZcXuLhaqSisdIjox4ZWyUVDxGKhYjPjTIyNkzjJztY6TPK5Ox0fG+pRWVNLYv4Y0bN7Fgpb0qa/gDcwY+YSQ9wg8O/YBvHfgWJ2MnWVW3ik/e8UluXnDzxQ+SGvHyCB1+Go7+Bs4c8OShKLRdT/aaD5PU5Yz86gDH//EvyRx8ibr+0wSBVoQTtQs4cs0GKtdex4Z33UnF4kWzYuvvk9jgAKcPH6L36GGGz5w5d5I/20cmmThvv9LKKirr6qlsaGTBytVUNjTSuLiDxvYlVNTV20Nyw3eIqhZbh2mxbt063b59e7HVmHWODx/n0Zce5fFDjxPPxlnXvI57V9/LrW23EpDXyN+vCr37vav+Q7+AY89DPoMGK0hFryGli0mNlJM8OUTyYCe5M2fGu/ZEa+luaCO4ajX1N6xl9a3rWbTw4v7JbC6SSSUZ6u1hqPc0fceP0XP4EKcPH2Lk7Dmby2tqqaxvoLK+0ZUNRKuqKa2ooKSsnJJyr4xWVhIueR2T/xhGERGRHaq6brLc7gzmIL3xXp4+9jRPHXuKrae2EgwEeVvH27h39b2srl/92gOc6YQ9/wN7HoOBo+SzQjy7gnjizcSPp0l0dkH2CHCEfCjEmboFHChrp/Pq9ZxpbueKDddx1/or+JOOOgLnmXR+LpLNZBjqOUX/iW76T3YzcOoEA6dPMdR7mthA/4S2NS2tLLxyNS3LVtC8bAXNHcsIl9oJ3rh8MWcwB1BVjgwf4dnjz7Ll2BZ2ndkFQEdVB/e98T7uXnk3TWWv8WbOUDfse5zctu+QOnSQ1HCEtLaTGLyexCunITcKwU5G25dzYN2dPCf17I82c6KikSUt1dy0tJ53rm7m5mX1hIJzf8awxMgwPUcO0/PKy/QeOUzv0cMM9fSgmh9vU1FbR03rApasWUt1Uws1zS1UN7dQ27KQUnvd1TAmYM6gCKRzafad3ceLvS/yYu+L7OrdxUBqAIBVdau4f839bGzfyNLqpeePPQ8eR4/8mtTzPyO2dQfxrhjJgTDZRBDw5gqmJElicSsHb17HlshCflO6gES4lLa6KBuWNfDgsnpuWlpPU1XxrogToyMMnj7JUM9pUvEY6USCdDJJJpkgnUyQTaXIpFJkM2my6RTZdJrY4AAjfefCO9VNzTQtWcaVG95CXetC6ha2Udu6gEi0rGh2GYbfMGcwiwylhjjQf4CuoS66Rro4NnyMruEuuke7yeazALRXtXPLolu4tula1reuZ1HlpIey8X7oO0S+ey+Zw7vJHD1EuquLeFeMeE+EXNrL9R9uaSF7/dUca1zBnnAd/5epYnc2ikqAmrIwG5Y18HfLG3jT8gYW18/eSVLz+Qkn8+ToCImRYeLDQySGvTI20M9gzykGT52c8BZOIeHSKJHSUsIlpYQiEbeUUFpeQU1zK013LaVpyTKalyy3q3zDmAHsAfIMMpgcZEfPDrb3bGfb6W10DnSieJ9vabCUtqo2OioX0x5t4uqSRtYEyqkb7iN78gi5U11k+wbIDIySHYqTHc6QGc2RjQmZeJB8ZmLoJldVRs+SlexYuI7nqpeyLx0hk/P21VJVytqOWtYuruX6jjquWlB1ybF/VSWbTpEYGSE20M/oYD+x/n5GB/qJDw2QisVIJeLe65bxOGl3VZ9JJS84bihSQll1DTUtrdS2tFLT3EpN60JqmpoprawadwA2ub1hzA5z/gGyiGwCvgwEga+p6ueKrNI4qsrJ2En29u1lX98+Dg4cJJYeJZ1NkMkmSeeSJLMpetNDlGSgNh3k2kwF70zXc0UsT9NAnLLBOLmR3WRHf0cuGSCbCnA2GaQ3PfVJTyqiUBkl01xBX0UDL0ea2JFv5ESkmp6yWnqjtdSUR2iridJeE2F9dYQr6iOsaiihJpQjHU+QTp4iffgVdu6Jk0kmSCXipONxL/ySTpHLZMim02QzGXKZ9Lkr+kSCTDI5If4+rlcgQFlVtfd2jVuqGpooKSsjEo0SLvXKSGmUSDRKaXkF0apqopVVlFVV20Naw5ijzIk7AxEJAp3AHUA3sA14r6ruP1+f17wzyOcgmyKbiRPPxIglR4iN9BMfHSAxOkQy3k8iPkgyOUQyNUIyFSOTSZJPJ9FMmnwmjWYzxDNpetNpshmlNA1lKaUlqVQllGgSokmhNAmRVIBQRlCEvAj5gKDi1kVQgVw4SKYkQrokwmgkynAoymAwynAgQjoQIh0KkQ6GyARCCEpAc4Q0RzSQozKYJyo5wpohkMtALkMukyWfy1705xwIhoiUlREpjRIKRwiGwwRdGQpHvJBMiXdl7i1RSsrKKa+tp6y6lvLqWkorqxAJMnbcaF7xVhXNUyDHuytSzm1X4DyH23g/12as77hswsoU/aesnJNO6KqTt05sMKF7gS7ODELhAAtX1p5XF8OYy5zvzmCuOIObgE+p6l2u/hCAqn72fH3a6ur1wTvf7mqTfukFv2aB8VDN2K9bz3dG4tzZSsfXx9rnJ2yfecIgQZAgQgAIgnilSAQkDBL21gm57UFvOyHX122XCIJXIpFzMpkzN4K+pqKuhA98ZkOx1TCMaTHXw0QLgeMF9W7gxsmNROQ+4D6Attp67woVEMbi4eLVA2NuwJUiMF4GCIzVEVQC57ZJACUAEkAkMN5eAiEIBCEYRAIhJBBAAkECEiQQDBAIeEswGCIYDBEIhgiFwgQDQYKhMOFQmEAw6C2BEBIMEgxFvCUcIRCIIAFxajprxtRFxv7GTBz7LJzKMt5u7H/QJryBJO7zGR9vijZjsoAbx43rtZv6CxMZG1MKPl7XV+RVeo5tv9CYhbZP6Fso43ydYcImebWocMeTP89X63VuABnTzYmCIXueYcw/5oozmOoX/qpLcFV9BHgEvDDR5m9/Y5bVMgzDuDyYK5c43UBhus1FwMki6WIYhnHZMVecwTZghYgsES8o/h7giSLrZBiGcdkwJ8JEqpoVkfuBn+O9Wvp1Vd1XZLUMwzAuG+aEMwBQ1Z8APym2HoZhGJcjcyVMZBiGYRQRcwaGYRiGOQPDMAzDnIFhGIbBHElHMR1EZAQ4WGw9ZpgGoK/YSswwZpM/MJv8w+u1q11VGycL58zbRNPg4FT5NfyMiGw3m+Y+ZpM/mI82wezZZWEiwzAMw5yBYRiG4W9n8EixFZgFzCZ/YDb5g/loE8ySXb59gGwYhmHMHH6+MzAMwzBmCHMGhmEYhv+cgYhsEpGDIvKyiHys2PpMFxH5uoj0isjeAlmdiPxCRA650jcT7YpIm4j8UkQOiMg+Edns5L61CUBESkVkq4jscnZ92smXiMgLzq7vutTrvkFEgiLyooj8yNV9bQ+AiBwVkT0islNEtjuZ34+/GhH5noi85H5bN82WTb5yBiISBB4G3gasBt4rIquLq9W0+QawaZLsY8AWVV0BbHF1v5AFHlTVVcB64CPuu/GzTQAp4DZVvQZYA2wSkfXA54EvOrsGgA8VUcfpsBk4UFD3uz1j3Kqqawrew/f78fdl4GeqeiVwDd53Njs2qapvFuAm4OcF9YeAh4qt1+uwpwPYW1A/CLS69Va8f6wrup7TtO1/gTvmmU1lwO/w5ufuA0JOPuG4nOsL3kyCW4DbgB/hTTvrW3sK7DoKNEyS+fb4A6qAI7gXfWbbJl/dGQALgeMF9W4nmy80q+opAFc2FVmfaSEiHcC1wAvMA5tcSGUn0Av8AjgMDKpq1jXx23H4JeBvgLyr1+Nve8ZQ4EkR2SEi9zmZn4+/pcAZ4D9dSO9rIlLOLNnkN2cgU8js3dg5hIhUAN8HHlDV4WLrMxOoak5V1+BdUd8ArJqq2e9Xq+khIu8AelV1R6F4iqa+sGcSG1T1Orww8kdE5M3FVuh1EgKuA76qqtcCMWYxzOU3Z9ANtBXUFwEni6TLbNAjIq0Aruwtsj6XhIiE8RzBo6r6Ayf2tU2FqOog8AzeM5EaERnL7eWn43AD8IcichT4Dl6o6Ev4155xVPWkK3uBx/Ect5+Pv26gW1VfcPXv4TmHWbHJb85gG7DCvfkQAd4DPFFknWaSJ4APuPUP4MXdfYGICPAfwAFV/ULBJt/aBCAijSJS49ajwEa8h3i/BN7tmvnGLlV9SFUXqWoH3u/naVV9Hz61ZwwRKReRyrF14E5gLz4+/lT1NHBcRFY60e3AfmbLpmI/JJnGQ5W3A514cdtPFFuf12HHt4FTQAbvCuBDeLHbLcAhV9YVW89LsOdNeKGF3cBOt7zdzzY5u94IvOjs2gt80smXAluBl4HHgJJi6zoN294K/Gg+2OP03+WWfWPnhnlw/K0Btrvj74dA7WzZZOkoDMMwDN+FiQzDMIxZwJyBYRiGYc7AMAzDMGdgGIZhYM7AMAzDwJyBYRiGgTkDYx7hcrfMehZbEfl4wXpHYRryGdzHW8fSS19Cn2dEZN0U8j8Vka/MnHbGfMScgTFvUNU/U9X9v4ddffy1m0ykINWDYcxJzBkYvsSlH/ixm3Rmr4jcU3hlLCKjIvIPbvvzItLs5M0i8riT7xKRm538XjeJzU4R+Tc3d8ZU+/0cEHXtHnXioIj8u5v85kmXtmLsSv0zIvIssNmltvi+iGxzywbX7i1uvJ0uO2WlG7eiYGKTR13KD0Tkdtduj3iTJJVMoecHRaTT7XvDjH3wxrzFnIHhVzYBJ1X1GlW9GvjZpO3lwPPqTUrzK+DPnfxfgGed/Dpgn4isAu7By3q5BsgB75tqp6r6MSCh3gQqY21WAA+r6lXAIPCugi41qvoWVf1nvIlKvqiq17s2X3Nt/hr4iNv3LUDCya8FHsCbyGkpsEFESvEmRrpHVd+Al9nyw4U6uuRln8ZzAne4/oZxQcwZGH5lD7BRRD4vIreo6tCk7Wm8iVsAduBNJARels6vwnhq6iG8BGBrgW1u3oLb8U6+F8sRVd05xb4AvluwvhH4itvHE0CVuwv4DfAFEfkonvMYm1dgq6p2q2oeL9dTB7DS7a/TtfkmMDlV843AM6p6RlXTk3QwjCmxOKbhS1S1U0TW4iXD+6yIPDmpSUbPJd7KceFjXYBvqupD01QnVbCeA6IF9VjBegC4SVUTTORzIvJjPFueF5GN5xk3xNRzD0yFJR0zLgm7MzB8iYgsAOKq+t/AP+GFfC6GLbiwipvBrMrJ3i0iTU5eJyLtFxgj4+ZuuFSeBO4vsGGNK5ep6h5V/TxehsorLzDGS0CHiCx39fcDz05q8wLwVhGpd3r+8TR0NS4zzBkYfuUNwFYXcvkE8PcX2W8zcKuI7MEL6Vzl3kD6W7wpE3fjTW3ZeoExHgF2FzxAvlg+CqwTkd0ish/4Cyd/wD0E34X3vOCn5xtAVZPAB4HHnA154F8ntTkFfAr4LfAU3rzNhnFBLIW1YRiGYXcGhmEYhj1ANozzIiIvAJPf4X+/qu4phj6GMZtYmMgwDMOwMJFhGIZhzsAwDMPAnIFhGIaBOQPDMAwD+H8V2QVoyiP2/gAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2848,12 +3496,12 @@ }, { "cell_type": "code", - "execution_count": 930, + "execution_count": 901, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2874,12 +3522,12 @@ }, { "cell_type": "code", - "execution_count": 931, + "execution_count": 902, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2900,12 +3548,12 @@ }, { "cell_type": "code", - "execution_count": 932, + "execution_count": 903, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2921,17 +3569,44 @@ "for c in COUNTRIES_OF_INTEREST:\n", " lvi = deaths[c].last_valid_index()\n", " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n", - "plt.savefig('covid_deaths_total_linear.png') " + "plt.savefig('covid_deaths_total_linear.png') " + ] + }, + { + "cell_type": "code", + "execution_count": 904, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = deaths[COUNTRIES_CORE].plot(logy=True, figsize=(10, 6), title=\"Total deaths, log\")\n", + "for c in COUNTRIES_CORE:\n", + " lvi = deaths[c].last_valid_index()\n", + " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n", + "\n", + "plt.savefig('covid_deaths_total_log.png')" ] }, { "cell_type": "code", - "execution_count": 933, + "execution_count": 905, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2943,22 +3618,24 @@ } ], "source": [ - "ax = deaths[COUNTRIES_CORE].plot(logy=True, figsize=(10, 6), title=\"Total deaths, log\")\n", + "ylim = (5*10**3, 5*10**4)\n", + "ax = deaths[COUNTRIES_CORE].plot(logy=True, figsize=(10, 6), ylim=ylim, title=\"Total deaths, log\")\n", "for c in COUNTRIES_CORE:\n", " lvi = deaths[c].last_valid_index()\n", - " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n", + " if ylim[0] < deaths[c][lvi] < ylim[1]:\n", + " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n", "\n", - "plt.savefig('covid_deaths_total_log.png')" + "# plt.savefig('covid_deaths_total_log.png')" ] }, { "cell_type": "code", - "execution_count": 934, + "execution_count": 906, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2980,12 +3657,12 @@ }, { "cell_type": "code", - "execution_count": 935, + "execution_count": 907, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3007,12 +3684,12 @@ }, { "cell_type": "code", - "execution_count": 936, + "execution_count": 908, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3034,12 +3711,12 @@ }, { "cell_type": "code", - "execution_count": 937, + "execution_count": 909, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3057,12 +3734,12 @@ }, { "cell_type": "code", - "execution_count": 938, + "execution_count": 910, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3082,22 +3759,22 @@ }, { "cell_type": "code", - "execution_count": 939, + "execution_count": 911, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 939, + "execution_count": 911, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3114,22 +3791,22 @@ }, { "cell_type": "code", - "execution_count": 940, + "execution_count": 912, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 940, + "execution_count": 912, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3146,12 +3823,12 @@ }, { "cell_type": "code", - "execution_count": 941, + "execution_count": 913, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAGECAYAAAD0u26mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd3xUVfrH8c9N7z0hvRMI0kloIiBNUBBdUUHEggq2VddeV9RdfxZ2reiKuqALNhQLxUoVQSBA6DUhpBDS26ROMuf3xw0RFJXA3JkkPO/Xa17T73nCSvbLPec+R1NKIYQQQgghzp6DvQsQQgghhOgoJFgJIYQQQliJBCshhBBCCCuRYCWEEEIIYSUSrIQQQgghrESClRBCCCGElUiwEkJ0GJqmKU3TEq18zBs0TVtnzWMKITouCVZCCENompalaVqtpmlVmqaVa5q2XtO0WzVNs8rvHU3TVmuadrM1jiWEENYiwUoIYaQJSilvIAZ4DngIeNe+JQkhhHEkWAkhDKeUqlBKfQVcDVyvaVp3AE3TXDVNm61pWramaQWapv1H0zT35vf8NU1bqmlakaZpZc2PI5vf+ydwAfC6pmkmTdNeP2G4UZqmHWz+zhxN07Tm7yRqmrZG07QKTdOKNU37+Ex+Fk3TBmuatrn5OJs1TRt8wntxmqatbT5L90Pz+AvO6A9NCNEuSbASQtiMUmoTkIseigCeB5KA3kAiEAH8vfk9B2Ae+tmuaKAWeL35OI8BPwJ3KqW8lFJ3njDMeCAV6AVcBVzU/PozwHeAPxAJvNba+jVNCwCWAa8CgcC/gWWapgU2f+QDYFPze7OAaa0dQwjRvkmwEkLY2lEgoPlM0i3A35RSpUqpKuBZYDKAUqpEKfWZUqqm+b1/AsNO4/jPKaXKlVLZwCr00AZgRg9p4UqpOqXUmSxIvwQ4qJT6n1KqUSn1IbAPmKBpWjR6oPu7Uqqh+fhfncEYQoh2TIKVEMLWIoBSIBjwALY0L24vB75pfh1N0zw0TXtL07QjmqZVAmsBP03THP/k+MdOeFwDeDU/fhDQgE2apu3WNG36GdQeDhz51WtHmn+mcKBUKVVzwns5ZzCGEKIdk2AlhLAZTdNS0UPIOqAYfXrvPKWUX/PNVyl1PAjdB3QBBiilfIChxw/TfK9aM7ZS6phS6halVDgwE3jjDFozHEU/63WiaCAPyEc/E+dxwntRrTy+EKKdk2AlhDCcpmk+mqaNBz4CFiildiqlLMDbwEuapoU0fy5C07Tja6K80YNXefPapid/ddgCIL4VNVx5fPE7UIYezJqa31utadqs0zjMciBJ07RrNE1z0jTtaqAbsFQpdQRIA2ZpmuaiadogYMLp1ieE6BgkWAkhjLRE07Qq9Cmxx9AXe994wvsPAYeAn5un+35AP0sF8DLgjn5m62f0acITvQJMar7679XTqCUV2Khpmgl97dPdSqnDze9FAT/92QGUUiXoi+PvA0rQpxfHK6WKmz8yFRjU/N4/gI+B+tOoTQjRQWhKtepsuhBCdCjNZ7EWKaUGGXDsj4F9Sqlfn20TQnRQEqyEEMJKmteQlQKHgTHAF8AgpdQ2uxYmhLAZJ3sXIIQQHUgosBi9j1UucJuEKiHOLXLGSgghhBDCSmTxuhBCCCGElUiwEkIIIYSwEruusdI0bQIwwdvb+5akpCR7liKEEEIIcVq2bNlSrJQKPtV7bWKNVUpKikpLS7N3GUIIIYQQf0rTtC1KqZRTvSdTgUIIIYQQViLBSgghhBDCSiRYCSGEEEJYSZttEGo2m8nNzaWurs7epZwxNzc3IiMjcXZ2tncpQgghhLCBNhuscnNz8fb2JjY2Fk3T7F1OqymlKCkpITc3l7i4OHuXI4QQQggbaLNTgXV1dQQGBrbLUAWgaRqBgYHt+oybEEIIIVqnzQYroN2GquPae/1CCCGEaJ02HazsYdasWcyePfs3r2dlZdG9e3c7VCSEEEKI9kKClRBCCCGEldg1WGmaNkHTtLkVFRVWOd4zzzxD165dGT16NFOmTGH27NlkZGQwduxY+vXrxwUXXMC+ffsAOHLkCCNHjqRnz56MHDmS7Ozs3xxvy5Yt9OrVi0GDBjFnzhyr1CiEEEKIjsuuwUoptUQpNcPX1/esj5WWlsZnn33Gtm3bWLx4Mce3yJkxYwavvfYaW7ZsYfbs2dx+++0A3HnnnVx33XXs2LGDqVOnctddd/3mmDfeeCOvvvoqGzZsOOv6hBBCCNHxtdl2C621bt06Jk6ciLu7OwATJkygrq6O9evXc+WVV7Z8rr6+HoANGzawePFiAKZNm8aDDz540vEqKiooLy9n2LBhLZ/5+uuvbfGjCCGEEKINUUpR11RHVUMVpgbTH362wwSrU20mbbFY8PPzIz09/U+//+sr+JRSclWfEEII0U4ppWiwNFBrrqWuqY6axhpqzbVUm6sxmU1Um6t/czv+elVDlR6izKaWMNWoGk9r3A4TrIYMGcLMmTN55JFHaGxsZNmyZdxyyy3ExcWxaNEirrzySpRS7Nixg169ejF48GA++ugjpk2bxsKFCxkyZMhJx/Pz88PX15d169YxZMgQFi5caKefTAghhDj3NFmaMJlNVNRXUNlQ+Zv7yvpKKhoqWu6rGqqobaw96WZRltMay1FzxNPZs+Xm4+JDsEcw8S7xeDl74e3ijbeLd8vji7n4d4/VYYJVamoql156Kb169SImJoaUlBR8fX1ZuHAht912G//4xz8wm81MnjyZXr168eqrrzJ9+nRefPFFgoODmTdv3m+OOW/ePKZPn46HhwcXXXSRHX4qIYQQov2rb6qnrK6M8vryU95X1FecFJIq6vWgpPjtbNRx7k7u+Lj44OPqg6+LLxFeEXg4e+Dm6Ia7kzvuTu6/ee7u5I6Xixcezh54OXu1BCk3RzerzVJpp5pCs7WUlBR1fLH5cXv37iU5OblVxzGZTHh5eVFTU8PQoUOZO3cuffv2tWaprXYmP4cQQgjRVjVZmiirL6O4tpjS2lLK68t/e6vT7yvqKyirL6O2sfZ3j+fj4oO/m/9JIcnXtfnW/NjHxafl3sfVBx8XH1wcXWz4U59M07QtSqmUU73XYc5YgX4F4J49e6irq+P666+3e6gSQghxjlAK2vG63IamBkrr9JBUWldKWV0ZpXWlFNcWU1xbTEltScvjsvqy351i83bxxs/VD39Xf4Lcg0j0S8TPTX/u5+ZHgGvASc99XHxwcuhQUaRjBasPPvjA3iUIIYToaJSCmhKoyNVvlXlQkQMVeb8894+DG5fZu1IALMpCVUPVb6bcjgensroyyurL9Pvmx9Xm6lMey8nBiSD3IILcggjzDKN7UHf9efPN380ff1f/ljNMHS0knQn5ExBCCNG+NdZDbdnJt5pSqCuH+qrmW2XzvemX1xpM0HDqQHEScw001p38mqMr+EaATwTEDYNQY7c8U0pRUV9BQU2BfgaproSSWv1WWlf6y/O6EsrqymhSTac8jouDix6GmgNRlHcUAW4BLa+1nFFy8yfQLRAfFx+5Qr6VJFgJIYRoG5oaobYUqov0YPTrsHT8VlfeHJ6an//O2RadBq7e4OKl37t6g6sXeHcCVx9wdtc/80ecXME3Ur/5RIBvFHgGWW3qr8nSRGldKYW1hRRUF1BQU/DL/QmP65vqf/NdV0dXAt0CCXQPJMwzjPOCziPQLRB/N399Su6EEOXn6oe7k7sEJYNJsBJCCGEMpfQzRdXFelhquRWf+nFNKfzeVWAOziiPABpdfKlz8sHkEIRPRDc8/YLB3Q/c/cE9oPneHzwCwM1PD1QO9ttkpLaxlmPVx8ivzqeguoCi2iIKawopqtHvC2sLKakt+c0ZJifNiRCPEEI9Qzkv8DxGRI+gk0cnQjxCCPYIJsAtgEC3QDydPSUotTESrIQQQpy+JrO+3shU+KuwVASmU4SnU5xlAcDNFzyDwTMYS2Bn6sMHUOPkT5WTP+WaLwWNnuTWuZFV40qGyZnD5RYKSuqxnJC7XujXk6tSo2zzc5+CRVkoqS0hz5RHfnV+S4A6HqLyq/Mpry//zfd8XX0J8QghxD2ERP9Egt2DWwJTqEconTw7EeAWgINm113nxBmSYPUHsrKyGD9+PLt27Wp5bdasWXh5ebFr1y7Gjx/PpEmTKC0tZeTIkdx1113ceOONdqxYCCFaqalRD0rVRVBTrAeimpLm++Nnk0p+ea+29NTHcXQBzxDwDKTJI5g6vyRMTv5UOvhRgi+FFm+ONXqT2+BBdr0nJbVQVtNAebEZU/2pO1q7ODoQ7udCuJ8753d2J9zPnQg/N8L9jj92N/APRp+iK6ot4lj1MfJMeRw1HW25P1p9lHxTPg2WhpO+4+3iTahnKGGeYfQM7kmoZ6h+89Dvgz2CcXV0NbRuYV8SrM5SRUUFF110ETNmzJBQJYRoOxpq9CvWyrOhMveEs0mFpzn9poFHoL6WyCMIQpL1e68Q/SyTRxBFyodD1R7srnBhZ7Fif0EVuXm11DSceuG0p4sjAV7OBHhqBHo5kxjihZ+HM/4eLvh5OOPn4YJ/8/NOPm4Eerrg4GDcNFeNuYbCmsKWkHT8bNNR09GWs06/3sYkwC2ACK8IugZ0ZUT0CMI9wwn3CifcM5xQz1C8XLwMq1e0D3YNVpqmTQAmJCYm2rOMM2YymRg3bhzXXHMNt912m73LEUKcSxqqoewIlB+B8hz9viKn+XG2fobp106YfiOoM8QM/uW5Z5B+7xGkP3b3BwdHAIpN9Rw4VsW+Y1UcKKhi3+4qDhZUUd1QA9QAEOnvTtdQby7oHEyQlyuBXi4EebkQ6Kk/DvR0xd3F0SZ/NHWNdeSZ8sitym3pvXT8SroTn/+6aaWD5kCIRwhhnmH0Cu5FeFw4YZ5hhHmGEeEVQZhXGO5Oxp4lE+2fXYOVUmoJsCQlJeWWP/rcU0t2s+dopVXH7hbuw5MTzjurY9x7773cfPPN/O1vf7NSVUII0czSpJ9xKsvSQ1NZlh6kjj+vLjr5805u+tVqflEQ2gP8ovWbb5R+NZtXiH512x+oqjNzoKCK/YdNHCgoYH9zkCqp/mW6y9/DmS6h3lyZEkWXUG+SOnmT1MkLbzdnq/8R/GGtDVVkV2WTU5VDblUu2ZX64+yqbAprCn/zeV9XX4Lc9N5LPYJ6nNSLKcwzjDCvMEI8QnB2sO3PIToemQr8A793pcXx10eMGMGXX37J/fffT0hIiC1LE0J0BJYm/SxTSQaUZkLpYShtflyWBU0nrN/RHPWA5B8DXcaBXwz4x+o3v2j9bNNpXB3WZFHkldWSWWzicHF1yy2zqJq88l/O4Hi4OJLUyZtRyZ1ICvWmS3OACvZ2tclVaOYmM/nV+eSacsmtyiXXlEteVV7L88qGk/+xHeQeRLR3NAPDBhLlHUW0dzSR3pGEeIQQ4BZg1+1PxLmlXQSrsz2zdKYCAwMpKys76bXS0lLi4uIAmDx5MkOGDOHiiy9m1apVeHt726NMIUR7UF0Cx3bAsZ2/3JdkgMX8y2ec3CEgHoK76OEpIF7v6O0fAz6R4Hj6v7LNTRYyikzsOVrJ/mNVZDYHqOySGhqaftmOxNvVibhgT1Jj/ZkaGt0coLyJ8HM3dH0TgNli5qjpKEcqj5x0y67M5ljNsZO2TXF2cCbCK4II7wh6BPUgwiuiJTxFeUfh4exhaK1CnK52EazsxcvLi7CwMFasWMHIkSMpLS3lm2++4e6772bVqlUA3HPPPeTn53P55ZezfPlyXFzkX0VCnNPMtfoap6L9JwSpnfq2J8f5ROrTdUljITBBD1ABCeAdekZNJ8trGtiTX8ne/Cr25ley52glhwpNLQHKxdGB2CAPEoI9GZXcifggT+KCPYkL8iTQ08XQM1C1jbUcNR1tOeuUW5Wrh6eqbPKq8k5aHO7t4k2Mdwy9Q3oT7RNNhFcEkV6RLWeepP2AaA8kWP2J999/nzvuuIP77rsPgCeffJKEhISTPvP8889z4403Mm3aND788EMc7NiMTghhsKZGqMjWw9PxxeNlR/Tn5UfAVPDLZzVHCEqC2CF6kArtAZ16gGfgGQ9fVWdmZ24F23Mr2J5Tzs68ipOm8IK9XUkO8+GCpCC6hfmQHOZDfJAnTo7G/V4yNZjIqszicMVhsquy9RDVHKSKa09eRO/h5EGUdxRd/LswJmYMMT4xLTc/Vz9pdinaPU2p3+lya0MpKSkqLS3tpNf27t1LcnKynSqyno7ycwhxzmmohpJDUHQAivfrZ6CKD+proE619skvWp+y84vV7wMTIKRb85YpZ6a+sYm9+VVszylne24523PKySyu5viv7dhAD3pG+nFeuB6gksN8CPY2pkeSRVnIM+WRVZHVEqKO358YnjQ0Qj1DifSObDnb1HLvHYm/q7+EJ9HuaZq2RSmVcqr35IyVEOLcZa5tvtouS184XnZYXzhedEA/K3Wc5qCvdQpKgqQxEJjYvGg8Rt87rhVrn45TSlFZ20heeS155bUcbb7lnvC4sKq+JUQFebnSO8qXy3pH0DPKj54Rvvh7Wn/pgUVZOGo6SkZ5BofKD3Go/BAZ5RkcrjhMXdMvGxH7uPgQ5xvH+eHnE+cbR6xvLHG+cUR5ReHsKFfWiXOXBCshRMfWZNZDU9FePTCVHf4lRFXln/xZF28IiIOo/tB3mh6kgpL0s09/0qrg91gsirzyWg4VmjhUaOJgYVXL48q6k5tP6p3G3Yjwd2do52DC/NxJDvWmV5QfYb5uVj3TU2OuIbsqu2WxeFZlFhnlGWRWZJ7U3ynEI4REv0RSQlNI8E1oCVFy5kmIU5NgJYToGE4MUIX7oKj5Vnzw5CvvvMP0s08JI5rbFcTpYco/Tt+49yzCgsWi2JNfyc+ZJezKq+BQkYmMwmpqzb90Ig/yciExxItLe4cTE+BJhL++NUu4n7vVO40rpcg15XKg9ABZlVknBami2pP7YIW4hxDvF88Vna8gwS+BRL9E4v3i8XHxsVo9QpwLJFgJIdofcx0U7ob87b/cCnafvPbJL0bfhqXzaAhOhpCu+tknF0+rlWGxKA4UVrEho4QNGSVsPFxKRa0e4sJ93Ujs5M2AAYEkhnjpt2AvQ6bvQN/XLqsyi72le9lbspd9pfvYW7qXqoaqls8EuAUQ4xPD4PDBxPjEEO0Trd97R0u7AiGsRIKVEKJta6yH/B1wdNsvIapoL1iap9Hc/CCsFwyYCSHnGRKgjlNKcajQxIbMX4JUaXNX8ugADy46rxODEgIZGB9ImK9xW58opThafZT0wnTSC9PZW7qXA2UHWqbwXBxc6BLQhbGxY0kOTKarf1difWPxdpFee0IYTYKVEKJtqS6GnE2Q87N+n7cVmur19zwCIay3voA8rJd+84s5q+m7P6KUIru0hvXNZ6TWZ5RQbNJrifBz58IuIc1BKoBIf+PO+JgtZvaX7mdb4Ta2FW5je+F2Cmv1bVs8nDzoGtCVKzpfoYeogK7E+cbJ1ixC2IkEqz/g6OhIjx49Wp5PnjyZhx9+mKVLl/LEE09gsVgwm83cfffdzJw5046VCtFOKQXFByD7Z8jZqN9KDunvOThDeG/of4u+mDwiBXzCDQtRxx0tr20JURsyijlaoV8JF+LtyvmJgQxOCGRQfBBRAe6GLd42NZhIL0pna8FWthVuY1fxrpYr8sI9w0kJTaF3SG/6hPQh0S8RJwf5VS5EWyF/G/+Au7s76enpJ71mNpuZMWMGmzZtIjIykvr6erKysuxToBDtTZNZn9bLXg9HNkD2Bqgt1d9zD4DogdDnWogaqIeqs+gBdbpqGhrZmFnKmgNFrD1YRGZRNaBvNjwoIZDb4gMZlBBEQrCnYUGqtK6UbQXbSCtIY2vhVvaV7sOiLDhqjiQHJDMpaRK9Q3rTO7g3nTw7GVKDEMI6JFi1UlVVFY2NjQQG6p2TXV1d6dKli52rEqKNqjdB7mb9jFT2eshNA3ON/p5/nL4fXvRAiB6k94ayweX7Sin2HatibXOQ2ny4jIYmC65ODgyMD+Sa/tGcnxhEl07ehu2Vd6z6GFsKtrTcMisyAXB1dKVncE9m9JxB35C+9AruJYvKhWhn2kew+vphfa8tawrtAeOe+8OP1NbW0rt375bnjzzyCFdffTWXXnopMTExjBw5kvHjxzNlyhTZxkYISxMU7oW8ND1A5W3VF5kri95gs1N36HvdL0HKO9RmpRVU1rE+o5h1B0v48WARhVX6Oqkunby5fnAMQ5OCSY0NwM3Z0epjK6XIrcolrSCNtII0thRsIc+k7xvo5exFn5A+TEiYQEqnFLoFdsPFUfYbFaI9ax/Byk5ONRUI8M4777Bz505++OEHZs+ezffff8/8+fNtX6AQ9lR1TF8TlZsGeVvgaDqY9Wk03P0hoh8kT4DIVH2NlJvt+iFV1JjZkFnC+oxi1meUcKjQBICfhzNDEoMYmhTM0M7BhPq6GTL+kcojbMzfSNoxPUgdX2ju7+pPv079uDb5Wvp16keSfxKODtYPc0II+5G9Av+Al5cXJpPpDz9TXFxMXFwcVVVVp3y/LfwcQpw1pfStXrI3wJH1+q3ssP6eo4t+BjgiBSJT9EAVEG+Tab3j6sxNbM4q5adDepjalVeBRYG7syP94wKaF53rmxIbMb1ntphJL0xnTc4a1uSuIasyC4Bg92BSOqWQEppCv079iPeNl27lQnQAslegFZlMJtLS0hg+fDgA6enpxMTE2LcoIazNYtEbcB4PUdkbwFSgv+fuD9GDIfUmfZF5WM8z3u7lbBwpqWb1/iLWHChiQ0YJteYmnB01+kT5c9fIzpyfGESvSD9cnIyZpq+or2Bd3jrW5K5hXd46qhqqcHZwJjU0lSldpzAkYghR3lESpIQ4x0iw+gO/XmM1duxYHnvsMV544QVmzpyJu7s7np6eMg0oOgZzLRxeC/uXw/5vwHRMf90nEuKG6uuiYgZDUBeww5rCOnMTGzJLWNMcpg4X69OOsYEeXJ0axbCkYAbEB+DhYtyvtezKbFblrGJVzirSC9NpUk0EuAUwMnokwyKHMSh8EJ7O1m9MKoRoPyRY/YGmpqZTvr58+XIbVyKEQaqL4cC3epjKWKlfsefiBYkjIWksxA4Bv2i7lKaUIqOomrUH9CD1c2YJ9Y0W3JwdGBQfyPWDYhjeJYTYIOOCjEVZ2FOyh5XZK1mVs4pD5XqPrST/JKZ3n87wqOF0D+qOgyYXrwghdBKshDjXVOTBrk9h33J98TkKvMOh1xToejHEXmCXqT2AqjozPx0qYe3BItbsLyKvXN+iJT7Ik2sGRDO8SwgD4oy5eu84c5OZzcc2szJHD1OFNYU4ao7069SPh1IfYnjUcCK9Iw0bXwjRvhkSrDRN8wTWAk8qpZYaMYYQohUa62HfMti2QD8zhYLQnjDsIb2XVFgvmy42P04pxZ78ypa1UluPlNFoUXi5OjE4IZDbL0xgaOdgogKM7eVkajCxLm8dK7NX8mPej5jMJtyd3Dk//HxGRI9gaORQfF19Da1BCNExnFaw0jTtv8B4oFAp1f2E18cCrwCOwDtKqeONoR4CPrFyrUKI1srfroepnYugtkxfLzX0fuh9jX7lnh2YmyxszCzl+z3H+GFvYctZqe4RPswYGs+wpGD6xvjj7Gjs9FphTSGrc1azMnslG49tpNHSSIBbAGNixzAiagQDwgbg5mRMOwYhRMd1umes5gOvA+8ff0HTNEdgDjAayAU2a5r2FRAO7AHkN5IQ9lBTqgepbf/TG+s6ukLyeOg9FeKHgx36JlXVmVm9v4jv9xSwan8hVXWNuDk7cEHnYO4e1ZkLu4QQ7G389GNmeaY+xZe9ih3FOwCI9o5mWvI0Loy+kJ5BPaWvlBDirJxWsFJKrdU0LfZXL/cHDimlMgE0TfsImAh4AZ5AN6BW07TlSimL1SoWQpza0W2w8S3Y9Rk0NUBYb7h4NvSYpLdIsLHahiaWbD/Kkh1H+TmzBHOTItDThXHdQxndLZQhiUG4uxgfYmrMNXx9+Gs+PfApu0p2AdA9sDt39bmLEdEjpLeUEMKqzmaNVQSQc8LzXGCAUupOAE3TbgCKfy9UaZo2A5gBEB1tn6uOhGj3Ghtg71d6oMrdBM6e+rYx/W7Qm3baQVZxNQt+PsKiLblU1JqJC/Jk+vlxjO7WiT7R/jgatP/er+0u2c2nBz5leeZyahprSPBN4IGUBxgTO4ZQT9ttpyOEOLecTbA61W/HljbuSqn5f/RlpdRcYC7ondfPog7DeHl5sWHDBqZNmwZAdnY2vr6++Pr6EhQUxA8//GDnCsU5y1QIafMg7b96v6mAeBj7nL52ys32i6ybLIpV+wr5389HWHOgCCcHjYu6h3LdwBj6xwXY7IyQqcHE8sPL+fTAp+wt3YuboxtjYsdwZdKV9AruJWemhBCGO5tglQtEnfA8Ejh6duW0PT169GjZL/CGG25g/PjxTJo0yc5ViXNW7hbY9BbsWgwWMySOgv6v6fd2aNpZYqrnk7RcFm48Qm5ZLZ18XLlnVGem9I+mk4/tlllmVmTy/u73WX54ObWNtST5J/HogEe5JP4SfFxst0ehEEKcTbDaDHTWNC0OyAMmA9dYpSohxC8aG2DPl7DxP5CXBi7ekDId+s+AoES7lJRTWsMbqw/x2ZY8GposDIwP4NGLkxndrZPhV/OdaF/pPt7e8TbfH/keV0dXLo6/mEmdJ9E9qLucnRJC2MXptlv4EBgOBGmaloven+pdTdPuBL5Fb7fwX6XU7tYMrmnaBGBCYuIf/5/D85ueZ1/pvtYc+k91DejKQ/0fsuoxhbCqlum+d/V9+gISYNwLeiNPN/uchckuqWHOqkN8tjUXB01jUkokNwyOJamTt03rSC9M5+2db7M2dy1ezl7c3ONmru12LQFuATatQwghfu10rwqc8juvLwfOeH8XpdQSYElKSsotZ3oMITqcvK36YvTdi/Wr+xJHwYA5kDDSLtN9oG94/PrKQyzeloejg8bUAdHcOjyBMF93m9WglGLTsU3M3TGXTcc24efqx52972RK8hSZ7hNCtBntYksbObMkOrymRtj7Jfz8H/3qPhcv6Hcj9L8FgjrbrUfATPsAACAASURBVKzDxXqg+iI9DycHjWkDY7hteIJN10+ZLWZ+zP2Rd3e9y46iHQS7B3N/yv1cmXQlHs7GdmQXQojWahfBSogOy1wH6Qth/atQlgX+cc1X902123QfQGaRqSVQuTg5cMPgWGYOjSfERoFKKcWu4l0szVzKN1nfUFpXSrhnOE8MfIKJiRNxdbTPXoZCCPFn7BqsTneNlRAdTl0FbH4Xfn4TqgshvC+Mfga6XmKXzujH/TpQTT8/jhnD4gnxtk2gyqnKYVnmMpZlLiOrMgsXBxeGRw1nfPx4hkQOwdnB2SZ1CCHEmbJrsGrra6xMJtNJz+fPn2+fQkTHUVUAP7+h95+qr4SEEXD+PRA31C6bIB93uLia11Ye5ItteqC6aUgcM4Ym2GSbmYr6Cr7N+palmUvZVrgNgNTQVG7sfiOjYkbJ+ikhRLsiU4FC2ELpYX26b9tCvf9Ut4l6oArvbdey7BWolFLsKN7BJ/s/4ZvD39BgaSDBN4G7+97NJXGXEOYVZuj4QghhFAlWQhip9DD8OBvSP9Sn+HpfA4PvgsAEu5aVVVzNa81Tfs6Oms0CVY25hqWZS1l0YBH7Svfh6ezJ5Z0v54rOV9A1oKv0nhJCtHsSrIQwQlkWrJ0N2z8EzVFv5nn+3eBj3zMxVXVmXvr+IO9tyMLZUePGwbE2WUN1sOwgH+//mKWZS6k2V9PFvwtPDHyCS+IvwdPZ09CxhRDCltr04nWlVLv+F6xSbXILRGGksiPNZ6g+0ANV6s36lJ+dA5VSiq+2H+Wfy/ZSZKpnSv9o7hnV2dBAZVEWfjjyAwv3LmRr4VZcHFy4KPYirupylezbJ4TosNrs4nU3NzdKSkoIDAxsl7+AlVKUlJTg5ma7fj/Cjsqz9TNU6Qv1QJVyEwy5B3zC7V0Zhwqr+PuXu1mfUUKPCF/evi6FXlF+ho3XZGniuyPf8db2t8ioyCDSK5J7+93LZYmX4e/mb9i4QgjRFrTZqcDIyEhyc3MpKiqydylnzM3NjcjISHuXIYxUWwarn9NbJ2iavoffkL+1iUBV09DI6ysP8faPmbg7O/LMZd25pn80jg7G/EOl0dLIN1nfMHfHXA5XHCbBN4EXhr7AmJgxONqxhYQQQthSmw1Wzs7OxMXF2bsMIU7N0gTbFsCKp/Rw1fd6GPoA+EbYuzKUUny3p4Cnl+whr7yWK/pG8sjFXQnyMmZheqOlkeWHlzN3x1yOVB4h0S+R2cNmMzpmNA6afbbgEUIIe2mzwUqINitnEyx/APLTIXowjHsewnrauypAv9rv6aV7WLmvkC6dvPlk5iD6xxmzMbHZYmZpxlLm7phLrimXLv5deGn4S4yIHiGBSghxzpJgJcTpqiqAH57Ur/TzDocr3oXuV9i1sedxpnp92u+/6w7j7Kjx+CXJXD84FmdH6wecyoZKPjvwGQv3LqSgpoDkgGReufAVLoy6sF2uhxRCCGtq01cFCtEmNDbAxv/AmhegqR6G3AsX3AeuXvauDKUUX6Tn8X/L91FYVc8VfSN5aGwXQ/b0y6nKYeHehSw+uJjaxlr6h/bn74P+zgURF0igEkKIZm32qkAh2oSsn2DJ3VByEJLGwkXP2r2553E7csuZ9dVutmaX0yvSl7em9aNPtHWvulNKsb1oO+/veZ8V2StwwIFxceOY1m0ayYHJVh1LCCE6ApkKFOJUGmpgxdOw8U3wj4VrFkHSGHtXBUCxqZ4Xv9nPJ1tyCPR04YVJPZnUNxIHK17t12Rp4vvs7/nf7v+xo3gHPi4+TO8+ncldJtPJs5PVxhFCiI5GgpUQv5azGb64FUoO6R3TR80CF/t3By8x1bNoSy5zVh2itqGJm4fE8deRnfFxc7baGEop1uSu4eUtL5NRkUG0dzSPDniUiQkT8XD2sNo4QgjRUUmwEuK4xnpY9ay+WbJPBFz3FcQPs2tJdeYmVu4rZPHWXFbvL6LRohiaFMzfx3cjMcS6a7zSC9N5actLbC3cSqxPLLOHzWZU9CjpQSWEEK0gwUoIgKPb4PPboGgv9L0OxvwT3HzsUopSirQjZSzemsfSHUepqmskxNuVm4bEcXnfCLqGWreuzPJMXtn6CitzVhLkHsQTA5/g8s6X4+xgvTNhQghxrpBgJc5tTWZ9K5q1L4JXCEz9FDqPtkspOaU1LNqSyxfb8sgurcHd2ZGx3UP5S98IBicEWb1jekF1AW9uf5PPD32Ou5M7f+3zV65Nvlam/IQQ4ixIuwVx7iraD5/dDMd2QM+r9Uaf7rbfy66yzsxrKw4yf30WjRbF+QlB3D2yM2O7h+Lpav2/orWNtczdMZcFexbQqBq5pus13NLzFgLcjGkkKoQQ5xJptyDOPUrpmyUvfwCc3eHqBZA8weZlNFkUi9JyePHb/ZTWNHBlv0juGZVEuJ+7YWMeqTzCvavv5UDZAS6Jv4Q7e99JpLfsZymEENYiU4Hi3FJfBUvvhZ2fQOwF8Je3wSfM5mVszCzhqSV72JNfSWqsP+9N6E/3CF9Dx1xxZAWP//Q4jg6OvDnqTYZEDDF0PCGEOBdJsBLnjvztsOhGKDsMwx+FofeDja94yymt4bmv97FsZz4Rfu68NqUP43uGGdq5vNHSyCtbX2H+7vl0D+zOv4b/i3CvcMPGE0KIc5kEK9HxKQWb5sJ3j4NHIFy/BGJte7ampqGRN1dn8NbaTBw0uHd0EjOGxuPmbGywK6op4oG1D7ClYAtXd7maB1MfxMXRxdAxhRDiXCbBSnRsNaXw1V9h31LofBFc9iZ4Btq0hD1HK7l94RaySmq4rHc4D43rSpivceuojtt8bDMPrHmAmsYa/u+C/2N8/HjDxxRCiHOdBCvRcWVvhM9ugqpjel+qQXeAjTcLXpSWw+Nf7MLPw5mPZgxkYLzxoU4pxbzd83h166tEeUfxzph3SPSXK2+FEMIWJFiJjsdigfWvwIpnwC8KbvoWIvrZtIQ6cxNPfrmbj9NyOD8xkFcm9yHIy9XwcSvqK3jipydYlbOKMTFjePr8p/F0tv92PEIIca6QPlaiY6kuhs9nwqEf4LzLYcIr4Gbs1Xa/dqSkmtsWbGVPfiV/HZHIPaOSrN7c81TSjqXx8I8PU1JbwgMpDzCt2zRDF8ULIYT4LeljJTqOI+vh0+n6uqpL/g0p020+9fft7mPcv2g7DprGvBtSubBriOFjNloaeXP7m7yz8x0ivSJZcPECzgs6z/BxhRBC/JZMBYr2z2KBdf+GVf8E/zi4+RMI62nTEhqbLLzw7X7mrs2kZ6Qvb0ztS6S/8VvD5Fbl8vCPD7O9aDsTEybyyIBHZOpPCCHsSIKVaN9MRfD5DMhYCd2vgPEv23zz5MLKOu78YBubskqZNjCGx8cn4+pkfH+s5ZnLeebnZwB4YegLjIsbZ/iYQggh/pgEK9F+Za2DT2+C2jI9UPW7weZTf4cKTVz/302UVjfwyuTeTOwdYfiY1eZqnt34LF9lfEWv4F48P/R5IryMH1cIIcSfk2Al2h+l4Md/6VN/AfFw7acQ2sPmZWzNLuOm+ZtxdNBYdOsgw7ekAdhVvIuH1j5ErimXmT1ncmuvW3FykL/GQgjRVshvZNH+rHxGD1bdJ8GEl8HV2/Yl7Cvg9oVb6eTjxvvT+xMTaOy6prK6Muakz2HRgUWEeITw7ph3SQlNMXRMIYQQrSfBSrQva17UQ1Xf6/VWCnZoJ/BJWg6PLN5JtzAf5t2Yamh/KrPFzMf7PuaN7W9QY65hcpfJ3N77dnxdbdtCQgghxOmRYCXaj59ehVX/gJ6T9TVVNg5VSineWJ3Bi9/u54LOQbx5bT+8XI37K7Qubx0vbH6BwxWHGRw+mAdTHyTBL8Gw8YQQQpw9CVaifdg4F75/ArpdBhPngIODTYdvsiieXrKb9zYcYWLvcF6c1AsXJ2NqOFxxmNlps1mbu5Zo72heH/E6QyOHSrNPIYRoByRYibZvy3vw9QPQ5RK44h1wtO1/tvWNTdz78XaW7cznlgvieGRcMg4GdFKvbKjkre1v8cHeD3BzcuP+lPu5pus1ODs6W30sIYQQxpAtbUTbtv1jWHI3JI6CK+eBjUNGeU0Dty3YyobMEh67OJlbhsYbMs7mY5t5eO3DFNUW8ZfOf+Gvff5KoLvxGzYLIYSwLtnSRrRdu7+AL26F2CFw9QJwMn4T4+OUUizemsezy/dSUWvm5at7c1kf6/eKarI0MXfHXP6z4z9Ee0fz4cgPOS9QtqMRQoj2SqYCRdu0/2v47CaI7A9TPgJnd5sNfaCgise/2MWmw6X0ifbjH5d157xw61+FV1hTyMM/PszmY5u5NOFSHhvwGB7Oxm+DI4QQwjgSrETbc2gFfHKd3vRz6ifg6mWTYWsaGnl1xSHe+TETT1cn/u8vPbg6JcqQ9VTr8tbx2LrHqG2s5R/n/4OJiROtPoYQQgjbk2Al2pY9X8JnN0NQF7h2MbjZpl/Td7uP8dSSPeSV13Jlv0geHteVQAP6U5ktZl7b9hrzds2js39nZg+dTbyfMeu2hBBC2J4EK9F2bH4Xlt0HkalwzcfgEWD4kDmlNTy1ZDc/7C2kSydvFt06iNRYY8bNM+Xx4NoH2VG0gyuTruTB1Adxc3IzZCwhhBD2IcFK2J9SsPo5WPMcJI2FSfPAxfi1RluOlDH1nZ9x0DQevbgrN54fh7Oj9XtTKaX47sh3PLXhKSzKwotDX2Rs3FirjyOEEML+JFgJ+7I0wbJ7Yct86H2tvk2NDfpU1TY0cd8n6QR5ufLxzEFE+BmzOL6guoB/bvwnq3JWcV7gebw49EWifKIMGUsIIYT9SbAS9mOu06/827cUhtwLI/9us21qXvh2H1klNXx4y0BDQpVFWVi0fxEvb30Zs8XMvf3uZVq3aTg5yF85IYToyOS3vLCP2nL46Bo48hOMfQ4G3mazoX/OLGHeT1ncMDiWQQnWb8KZWZ7JrA2z2Fa4jQFhA3hy4JNylkoIIc4REqyE7VXmw4IroPgAXPEu9Jhks6Gr6xt54NPtxAR68ODYLlY9dkNTA+/ufJe3d76Nu5M7z5z/DBMTJsoef0IIcQ6RYCVsq/gQLLgcakr1HlUJI2w6/HNf7yO3rJaPZwzCw8V6//mnF6Yza/0sMioyGBc3jodSH5ItaYQQ4hwkwUrYTvFBmH+JvmD9+iUQ0demw/90qJj//XyEm4bE0T/OOi0VzE1mXtn6Cu/veZ9Onp2YM3IOQyOHWuXYQggh2h8JVsI2SjLgvQmgLHDDMgjpatPhq+rMPPjpDuKDPHngIutMAR41HeWBNQ+wo3gHVyVdxb0p9+Lp7GmVYwshhGifJFgJ45Ue1kNVUwNcv9TmoQrg2eV7ya+o5dPbBuPm7HjWx1uds5rH1j1Gk2pi9rDZXBR7kRWqFEII0d5JsBLGKjuihypzjT7916mbzUtYc6CIDzflMHNYPH2j/c/qWGaLmVe2vMJ7e94jOSCZ2cNmE+0TbaVKhRBCtHd2DVaapk0AJiQmJtqzDGGUilw9VNVXwnVf6Zsq27qEWjMPfbqDxBAv/jYq6ayOddR0lAfWPsCOoh1M7jKZ+1Pvx9XR+vsJCiGEaL+sv39HKyilliilZvj62majXWFDlUdh/nioLYNpn0N4b7uU8Y+leygy1fOvK3ud1RTg6pzVXLnkSjLKM5g9bDaPDXxMQpUQQojfkKlAYX1Vx/QzVdXFeqiK6GeXMlbuK2DRllzuuDCBXlF+Z3QMs8XMq1tfZf7u+TL1J4QQ4k9JsBLWZSrUQ1VlPkxbDFGpdinjWEUdD3+2k66h3tw1svMZHaOhqYH7Vt/H6tzVXN3lah5IfUDOUgkhhPhDEqyE9VQXw3uX6murpn4K0QPtUkZhVR3XvPMz1fWNzLsxFVen1k8B1jXWcc/qe/gp7yceH/A4V3e92oBKhRBCdDQSrIR11Jv0bWrKDsM1n0Ds+XYpo8RUz9S3N5JfXsf7N/XnvPDWr9+rbazlrpV3sTF/I7MGzeKKpCsMqFQIIURHJMFKnL3GBvhkGhzbCZM/gPhhdimjrLqBqe9sJKeshnk39Cc1tvXd1WvMNdy58k7SjqXpe/0lTjSgUiGEEB2VBCtxdiwW+OpOyFgJl74OXcbapYyKWjPT/ruRzOJq3r0+hUEJrd+nr9pcze0/3E56UTr/d8H/cUn8JQZUKoQQoiOTYCXOzopZsONjGPE49J1mlxKq6sxc999N7D9WxdxpKVzQObj1x2io4rYfbmNX8S6eH/o8Y2PtExCFEEK0bxKsxJn7+U346RVIvRkuuN8uJVTXN3LDvM3szqvgjal9ubBrSKuPUVFfwa3f38q+0n3MHjabUTGjDKhUCCHEuUCClTgzuz6Dbx6B5Akw7gXQNJuXUNvQxPT5m0nPKee1KX0Yc15oq49RXlfOjO9ncKj8EC9d+BLDo4Zbv1AhhBDnDLt2XhftVOYa+PxWiB4Ef3kHHM5+U+PWqjM3ccv7aWzOKuXfV/Xi4h5hrT7G4YrD3PTdTWSUZ/DKha9IqBJCCHHW5IyVaJ1jO+GjqRCQAFM+AGc3m5dwtLyWBz/dwU8Zxbw4qRcTe0e06vvFtcX8Z/t/+PTAp7g5ufHaiNcYHDHYoGqFEEKcSyRYidNXdgQWTAI3H7j2M3D3t+nwdeYm3vkxkzmrMrAoxfN/6cmkfpGn/f0acw3v7XmP+bvm09DUwJVJV3Jrr1sJdG/9FYRCCCHEqUiwEqenplRvANpYC9O/Bd/WnSU6G0opvt9TwDPL9pBTWsu47qE8enEyUQEep/X9Rksjnx/6nDfS36C4tpjRMaO5q89dxPrGGlu4EEKIc44EK/HnGhvg42uhPBuu+xJCkm029KHCKp5asocfDxaT1MmLhTcP4PzEoNP6rlKKNblreGnLS2RWZNI7uDcvDX+J3iG9Da5aCCHEuUqClfhjSsGye+HIT3DFuxAzyCbDVtaZefWHg8xfn4W7iyNPTujGtQNjcHY8vestimuLeXDtg2w+tplYn1hevvBlRkSNQLPD1YtCCCHOHRKsxB/7+Q3Y9j8Y+gD0mGSTIb/Ylsc/lu2hpLqByalR3D+mC4Ferqf9/WPVx7jlu1soqCngsQGPcUXSFTg7OBtYsRBCCKGTYCV+34Fv4bvHIflSGP6o4cM1NFp4euluFvycTZ9oP+bd0J8eka3bRDm7MptbvruFyoZK3hr9Fn1C+hhUrRBCCPFbEqzEqRXuhU9vgk7d4fL/gIOxLc8Kq+q4fcFW0o6UMXNYPA9e1BVHh9ZN2x0sO8iM72fQaGnk3YvepVtgN4OqFUIIIU5NgpX4repi+OBqcPGAKR+Bi6ehw23NLuO2BVuorG3k9Wv6ML5neKuPsbt4NzN/mImLgwvzx84nwS/BgEqFEEKIPybBSpyssQE+ngamArhhueFtFT7alM3fv9xNqK8bi2/vT3KYT6uPsaVgC3esuAM/Vz/eHvM2Ud5RBlQqhBBC/DmrBytN05KBu4EgYIVS6k1rjyEMohQs/Rtkr9evAIzsZ9hQDY0Wnlqym4UbsxmaFMyrk3vj5+HS6uOsz1vP3avuJtQzlLfHvE2oZ+v3CxRCCCGs5bQWzmia9l9N0wo1Tdv1q9fHapq2X9O0Q5qmPQyglNqrlLoVuApIsX7JwjAbXof0BTD0QUOvACysrGPK2z+zcGM2tw1PYN4NqWcUqlZkr+DOlXcS4xPD/LHzJVQJIYSwu9NdkTwfGHviC5qmOQJzgHFAN2CKpmndmt+7FFgHrLBapcJY+7+B756AbhNh+COGDZOeU87419axN7+SOdf05aGxrV+kDrA0cyn3rb6P5MBk3r3oXdmWRgghRJtwWsFKKbUWKP3Vy/2BQ0qpTKVUA/ARMLH5818ppQYDU61ZrDBIwW747CYI6wmXGXcFYE5pDTfM24SbsyOf334+l/QMa/UxlFK8t/s9HvnxEfp16sfbo9/G17V1LRmEEEIIo5zNGqsIIOeE57nAAE3ThgN/AVyB5b/3ZU3TZgAzAKKjo8+iDHFWKo/qGyu7esPkD/UrAQ1Q29DEzP9twWJRvD+9P7FBrb/SsMnSxItpL7Jw70LGxIzh2QuexdXx9BuHCiGEEEY7m2B1qvkbpZRaDaz+sy8rpeYCcwFSUlLUWdQhzlRdJSy8CuqrYPrXhl0BqJTi0c93svdYJf+9PvWMQlVdYx0P//gwK7JXcF2367gv5T4cNGN7awkhhBCtdTbBKhc48br2SODo2ZUjbKbJDIuuh8I9MPUTCO1h2FDz12fx+bY87h2dxIVdQ1r9/bK6Mv668q/sKNrBQ6kPcW23aw2oUgghhDh7ZxOsNgOdNU2LA/KAycA1VqlKGOt4W4WMlXDpa5A4yrChNmaW8I9lexmV3Ik7L0xs9fdzqnK47YfbyDfl86/h/2J0zGgDqhRCCCGs43TbLXwIbAC6aJqWq2naTUqpRuBO4FtgL/CJUmp3awbXNG2CpmlzKyoqWlu3OBtrZzdvrPwg9L3OsGHyK2q544OtxAR48O+re+HQyqv/dhXv4trl11JeX847F70joUoIIUSbpyll/+VNKSkpKi0tzd5lnBu2fwSfz4Sek/U9ALXWtzo4HfWNTVz91s8cLKjiyzvPJzHEu1XfX5OzhgfWPkCAWwBvjnqTON84Q+oUQgghWkvTtC1KqVP26pTVv+eSzDXw5Z0Qe4E+BWhQqAKY9dVu0nPK+ddVvVodqj478Bl3rbqLON84Fly8QEKVEEKIdkOC1bmicK++B2BgIly9AJxa3+n8dH24KZsPN+Vw+/AExnZvXa+qFUdW8NSGpxgUPoh5F80jyD3IoCqFEEII65NNmM8Flfl6rypnd5i6CNz9DBtqW3YZT365m6FJwdw3pkurvruzaCcP//gwPYJ78PLwl3FzcjOoSiGEEMIYdj1jJYvXbaCuEj64CmrL9LYKflF//p0zVFRVz20LttLJ15VXJ/du1VY1uVW53LnyTgLdA3n1wlclVAkhhGiX7BqslFJLlFIzfH1lSxJDmGvhwyl6r6qr3oOwXoYNVWduYub/0iivbeCta1NatalyRX0Fd6y4g0ZLI2+MekP2/RNCCNFuyVRgR9XYAJ9cD0d+givegc7GtSqwWBT3L9rO1uxy3pjal27hPqf9XXOTmXtX30t2VTZzR88l3jfesDqFEEIIo0mw6ogsTXpLhYPfwviXocckQ4f79/cHWLojn4fHdeXiHqe/WF0pxawNs9h0bBPPDnmW1NBUA6sUQgghjCdXBXY0SsGye2H3Yhj9NKTcaOhwn6Tl8PqqQ0xOjWLm0NadbXprx1t8lfEVt/e6nQkJEwyqUAghhLAdWbzekSgF3/8dtsyHC+6D8+82dLj1h4p5dPFOhiQG8cxl3dFa0RdrScYS5qTP4dKES7m1160GVimEEELYjixe70h+/BesfxVSb4ERTxg61KFCE7cu2EJckCdvXNsXZ8fT/09p87HN/H3930kNTWXWoFmtCmRCCCFEWyZTgR3Fprdh5TPQ82oY94KhXdVLTPXcOH8TLk4O/PeGVHzcnE/7u4crDnPPqnuI8o7ipeEv4ex4+t8VQggh2jpZvN4RbP8Ylt8PXS6BiW+Ag3F5uc7cxC3vp1FYWc/HMwcRFeBx2t+tNldz18q7cHJwYs7IOfi6yplKIYQQHYsEq/Zu3zL44jaIGwaT/guOxv1PemJbhTen9qV31Ol3cFdKMWv9LLKrsnlnzDtEeRvXqFQIIYSwF1m83p5tW6D3qgrvA5M/AGdju5X/6/v9LN2RzyPjujKuFW0VAD7e/zHfZH3DX/v8VdoqCCGE6LBk8Xp7ZLHoV/99eQfEDoFrPwNXL0OHfG99FnNWZTClfxQzWtlWYXfxbl7Y/AIXRFzA9O7TDapQCCGEsD+ZCmxvGqph8QzYtxRSboJxz4PBC8DfWH2IF77Zz6jkTjw9sXVtFSrqK7hvzX0EuQfx7JBncdDkegkhhBAdlwSr9qQiDz6cDAW79Cv/+s8w9Oo/pRSzv9vPnFUZXNornH9d1atVbRWUUjz+0+MU1BTw3tj38HM7/TVZQgghRHskwaq9yNuqb6jcUA1TPoakMYYOZ7Eonl66h/nrs5icGsU/L++Bo0PrQtx7u99jdc5qHkp9iJ7BPQ2qVAghhGg7JFi1B3u+hMUzwTMYbloMnc4zdLgmi+KRxTv4JC2Xm4bE8fglya1u4rmtcBsvb32Z0TGjmZo81aBKhRBCiLZFglVbphSs+zeseBoiU/Ur/7xCDB3S3GThbx+ns3RHPneN7MzfRnVudagqrSvl/jX3E+EVwVODn5LO6kIIIc4Zdg1WmqZNACYkJibas4y26+uHYNNb0H0STJxjeDuFOnMTdyzcyop9hTwyriszhyW0+hhNliYe+fERyuvKWXjJQrxdvA2oVAghhGibpN1CW5W/Qw9VqbfAFe8YHqqq6xuZPn8zK/YV8sxl3c8oVAHM3TmX9UfX88iAR+ga0NXKVQohhBBtm0wFtlWrnwNXXxjxuKFX/gHsza/ksc93kp5Tzr+v6sVf+kae0XHW563nzfQ3mRA/gSs6X2HlKoUQQoi2T4JVW3Q0HfYvg+GPgrsxLQpqGhpZuj2fDzZlk55TjquTA3Ou6dvqjurHpR1L457V95Don8jjAx+XdVVCCCHOSRKs2qLVz4GbLwy81eqH3pVXwYebsvky/Sim+kY6h3jxxPhu/KVPBP6eLmd0zG2F27h9xe2EeoYyd/RcPJxPf2NmIYQQoiORYNXW5G2FA1/rU4Bu1ll7Zqpv5Kv0o3y4KZudeRW4Ojkwvmc4U/pH0S/G/6zOLqUXpnPr97fSyeP/27vz+Kiq+//jr09CSCAb+ypbjIIsghhBQBFBERS0Vq1a2yoiIIriDiqtP22LolXcEIuCLCqKVSsUFEFFEBHCjiyRHSIgYQuBAFnm/P7IqJEvaCCTuTPD+/l4+Ejm5s497xx1NmIupgAAIABJREFU+HDuuefUZHTX0VSrUC0gmUVERMKRCqtQM+spqFAZ2vQLyOUWbNzDbePS2X+4gCa1Enn8ymb8rlVdkiuWfhucFVkr6D+zP9UqVOP1rq9TvWL1ACQWEREJXyqsQknmIlg7Hbr8DeKSSn25bzbs5tax6dROjmPsrW04p16lgM19Wrl7Jf1m9KNSbCVGXzaamvE1A3JdERGRcKbCKpTMehIqVCnaA7CUvl6/i95jF3Ja5Qq81actNRIDt1zD6t2r6ftpX5Jikxhz2RhqxdcK2LVFRETCmafrWJlZTzMblZ2d7WWM0LB1AaybAR3uhtjSLao5d90ubh2bTr0qFZjY9/yAFlUZezLoM6MP8THxjL5sNLUTTu4pQhERkUikBUJDxawnoWLVogVBS2H2d1ncOjadhlXjmdjnfKolxAYoIKzdu5Y+n/YhLjqO0ZeNpm5C3YBdW0REJBJ4WliJ35b5sP5z6DAQYhNO+jKzMnZy2/iFpFRP4O0+51M1gEXVlv1buO3T24iJimHMZWOol1gvYNcWERGJFJpjFQpmDYX46nDebSd9iS/W7KTfhEWcUTOBN3u3Pek1qY7nmYXPkF+Yz7grxlE/qX5Ary0iIhIpNGLltc3zYMOsotGq8vEndYnPVv9AvwmLaFwrkbduC3xRtTxrObO2zuKW5rfQMLlhQK8tIiISSVRYeW3WUIivAWm9T+rtM1b9wO1vLuKs2om82bstlSoGtqgCeHnJy1SOrcxNZ90U8GuLiIhEEhVWXtr0FWycDRfcC+VPbBsYn88x4ot19JuwkGZ1khnfu21AFv08WvqOdOZtn0fvFr2Jjzm5ETUREZFTheZYeemLJyGhFqT1OqG37T5whHsnLWP2d1n0bFmHJ3/fgoTYwP+rdM7x8pKXqV6hOtc3vj7g1xcREYk0Kqy8snE2bP4Kug2DmAolflv6pj3c9fYS9uTm8c+rm/PHNvUDtpr60b7e9jWLdy7m0baPElcucGthiYiIRCoVVsG0ZwNkfFK0yfLmryGxNpx7S4ne6vM5Xp29nmc//Y56lSvwQf/2NK9bdut/Oed4aclL1ImvwzVnXFNm7YiIiEQSFVZlyVdYtKL6dx8XFVS7MoqOV28C7QZA679AzG+PBO05mMf9k5byRUYWV7SozVPXtCAxLvDzqYr7fOvnrNy9kifaP0FMdNm2JSIiEik8LazMrCfQMzU11csYgbd3M3wxFNZ+Cof2QFQ5aNChaC7Vmd2gSqMSX2rhpj3cNXEJuw/k8fermvGn8xuU2a2/H/mcj5eXvEzDpIb0PL1nmbYlIiISSTwtrJxzU4ApaWlppdvHJdR8+iisnQlNrywqpFK7QNyJ3bZzzvHanA0M+ySDupUq8H7/9rQ4LThb/3yy8RPW7VvH0x2fplyUBjVFRERKSn9qBlr+IVj3GZxzE1zx7EldIjevgIf+s5z/Ld9Ot2a1ePq6s0kq41t/PyrwFfDKsldIrZTKZQ0vC0qbIiIikUKFVaBtmAX5udDkipN6+5bdufSdsJCMH3IY1K0Jt1+UUua3/oqbsn4Km/dv5vmLnyfKtMyZiIjIiVBhFWhrpkJsEjS44ITf+tXaXQyYuBifz/HGLefRqXGNMgh4fHmFeYxcNpJmVZvRuV7noLYtIiISCVRYBZKvEDI+hjO6QrmSby3z43yqpz5eQ2qNBEb9OY2G1YK/yvkHaz9g+8HtPNbusaCOkomIiEQKFVaBtHUB5O46oduAh/IKGfT+ciYv20b35rV45rqWZbKK+m/mKDjEqOWjaF2jNe3rtA96+yIiIpFAhVUgZUyFqBhIvaREp2/dk0u/CYtYvWM/D17WmDs6ne7ZSNGkjElkHcri6Y5Pa7RKRETkJKmwChTnYPX/IOUiiEv6zdPnb9jN7W8uosDnGHPzeVzcJLjzqYrLPpLN6BWjaVe7HWm10jzLISIiEu702FegZK2BvRtLdBtw9fb93Do2nSrx5Zk84AJPi6pFPyziuinXkZOXw8DWAz3LISIiEglUWAXKmqlFX8/s/qun7cw5TO+x6STEleOt286nkQeT1KFovaoRS0dw6/RbKRdVjvHdx9OsWjNPsoiIiEQK3QoMlDVToW4aJNU+7imH8grpM24he3Pzee/2dtRK/u19AstCZk4mg+cMZlnWMq48/UoeafsI8THeFHgiIiKRRIVVIGR/D9sWQ5fHjnuKz+e4/72lLP8+m3//6Vya1w3O9jRHm7ZhGn//5u8ADLtwGJenXO5JDhERkUikwioQMqYVfW3S47in/OvTDKat2MGjl59F12a1ghTsZwfzDzJ0/lAmr59Mq+qteKrjU9RNqBv0HCIiIpFMhVUgZEyDqqlQ/cxj/vi9hVt5ZdZ6bmxTn9subBTkcLAiawWD5gzi+wPf079lf/qe3VebK4uIiJQBT/90NbOeQM/U1FQvY5TOoX2wcTa0u/OYP/5mw24e+XAFF6RW44mrmgV9jagF2xfQb2Y/qleozhuXvUHrmq2D2r6IiMipxNOnAp1zU5xzfZOTvZlvFBDrZoKv4Ji3ATdkHaDfhEU0qBrPiJtaExMd3O7OzMnk/i/vp15iPd7r+Z6KKhERkTKm5RZKa81UiK9R9ERgMfty8+g9biHRUcaYm88juUJMUGPl5udy9xd3U+gKeanzSyTHhnHxKiIiEiY00aY0Co7A2hnQ/PcQ9XONmlfgo9+ERXy/9xBv92lL/aoVgxrL53w88tUjrN+3npFdRtIgqUFQ2xcRETlVacSqNDbOgbycX9wGPJxfyF0TFzN/4x6eue5s0hpWCXqsV5e9ymdbPuO+c++jfV1tqCwiIhIsGrEqjYypEBMPjToCsPdgHreNX8jiLXt5rGdTrmoV/OUMZmyewchlI7ny9Cv5S9O/BL19ERGRU5kKq5Pl88GaaXDGJRATx9Y9udw8ZgGZ+w4x4o+tubzF8VdgLysZezJ49KtHObva2fyt3d+C/gSiiIjIqU6F1cnathgO7IAmPViRmU2vsQvIL3S8dVtbzvPg9t/ew3sZ+MVAEmMSef7i54mNjg16BhERkVOdCquTtWYqWDRz7Bz6jZpH5YrleafveaTWSAx6lHxfPvd/eT9ZuVmM6z6O6hWrBz2DiIiIqLA6eWumsqNKGrdMXEuTWom8cct51EjyZlPlYQuGkb4jnaEXDKV5teaeZBARERE9FXhS3K61sCuDV3Y0oUNqNd7t186zouq9797j3Yx3uaXZLfQ8vacnGURERKSICqsTlF/oY+p7owGIbdqD0TenkRDrzcDfqt2rGDp/KB3qduCe1vd4kkFERER+psLqBA2dtppa2z/jh/gmPPLHS4O+Tc2PcvNzeWj2Q1SJq8JTFzxFdFS0JzlERETkZyqsTsBXa3cxZe4yWketpWabazxdzmBY+jC27N/Ckxc8SaW4Sp7lEBERkZ9p8noJ7cvNY+y7k3g9/i2iCh00vtyzLNM3TeeDtR/Qp0Uf2tRu41kOERER+SUVViWxdQHbJj7C6wXpFMRVga7PQC1vnr7bdmAbj3/9OC2qtaB/q/6eZBAREZFjU2H1a7YugFlPwfrPqOkSmZtyNx1uGASxCZ7EKfQV8vCch/HhY9iFw4iJivEkh4iIiBybCqtjKVZQFVaowvP8iUXVr2b8nzqDR5PVAUatGMXinYsZesFQ6iXV8yyHiIiIHJsKq+IO7oYP+8K6mVCxKr4uj9N7ZUsWHDzCxze2o5yHRdWSnUt4ddmrXJFyhdarEhERCVF6KrC4jx+EDV/CJY/DwOWM4Upmbcrlbz2a0qBqvGexcvJyGDx7MLXjazOk7RDPcoiIiMiv04jVj76bDt++D50egQvuIWNHDk9Pz+CSs2py/Xne3XZzzvH3eX/nh9wfGNd9HAnlvZnfJSIiIr9NI1YAR3Lgf/dB9bPggns5UlDIPe8uJTG2HE9d08LT9aomr5/Mx5s+5o5Wd9CyekvPcoiIiMhv04gVwGd/h/3fQ+9PoVx5hn+8htXb9/P6X9KolhDrWawt+7fwz/n/5Nya59K7eW/PcoiIiEjJlMmIlZn9zsxeM7OPzKxrWbQRMFsXwIJR0KYv1GvD/A27+ffs9dzYph6XNK3pWawjhUd4cPaDxETF8NSF2rJGREQkHJS4sDKzMWa208y+Pep4NzPLMLN1ZjYYwDn3X+dcH+AW4PqAJg6kgjyYfBck1YUuf+XAkQLum7SM+lUqMuSKpp7Fcs7xxLwnWLV7Ff/o8A9qxdfyLIuIiIiU3ImMWI0FuhU/YGbRwAigO9AUuNHMilckQ/w/D01fDYesNdDjOYhN5K1vNvP9vkM8e11L4mO9u0v69pq3mbx+Mne0vIOL61/sWQ4RERE5MSUurJxzs4E9Rx1uA6xzzm1wzuUB7wBXWZFhwMfOucXHup6Z9TWzhWa2MCsr62Tzn7yda2D2M9D8WjjzMgoKfYyft5nzU6qQ1rBK8PP4Ldi+gGfSn+HiehfTr2U/z3KIiIjIiSvtHKu6wNZirzP9x+4CLgGuNbPbj/VG59wo51yacy6tevXqpYxxgnw+mHJ30dY03Z4CYObqH/h+3yFuad8ouFmK2XZgGw98+QD1k+oz9IKhRJke2hQREQknpb3fdax1CJxz7kXgxVJeu+wsHA1b58PvRkJCUVE3Zu4mTqtcgUs9mrB+qOAQ93xxD/m+fF68+EWtVyUiIhKGSjskkgkUXz3zNGBbKa9ZtrK/h5mPQ0onaHkjACu3ZbNg4x5ubteQ6Kjgr1nlnOPxeY+zZs8ahnUcRsPkhkHPICIiIqVX2sIqHTjDzBqZWXngBmBySd9sZj3NbFR2dnYpY5SQczD1fvAVQI/nwb/w59i5m6gQE80f0rxZYX38qvFM3TCVAecMoONpHT3JICIiIqV3IsstTATmAY3NLNPMejvnCoABwHRgNTDJObeypNd0zk1xzvVNTk4+0dwnZ9V/4buPofOjUKVoLtXuA0f4aNk2rjm3LskVY4KTo5h52+bx3KLnuLTBpfRp0Sfo7YuIiEjglHiOlXPuxuMcnwZMC1iisnIkB6Y9BLVbQdv+Px1+e/4W8gp83NK+YdAjZeZk8uDsB0lJTuEfHf7h6dY5IiIiUnqnzpY2yyfBwZ1w/ZsQXfRr5xf6mPDNZi48oxqpNRKDGic3P5eBXwzE53y8cPELVIypGNT2RUREJPBOjef5nYNFb0DNFlCvzU+Hp63Yzs6cI9zaIfhLLAxLH8a6fet4puMz1E+qH/T2RUREJPA8LayCNnn9+8WwYwWk3fLThHWAN+ZuolG1eC46M7jraGXsyeDDtR9yc9Ob6VC3Q1DbFhERkbLjaWEVtMnri8ZATDy0+MNPh5Zs2cvSrfu4uV0DooK8xMLwRcNJLJ/IbWffFtR2RUREpGxF/q3Aw9nw7QfQ4hqIS/rp8NivN5EYW45rg7zEwjfbv2Hutrn0PbsvSeWTfvsNIiIiEjYiv7BaPgnyc+HcXj8d+mH/YaYu3851afVICOJmyz7nY/ii4dSOr80NTW4IWrsiIiISHJFdWDkHC9+A2i2hbuufDr/1zWYKnePm9g2CGmf6pums2r2Ku865i9jo2KC2LSIiImUvsievZ6bDzpW/GK06nF/IW/O30KVJDRpUjS+bdo8hvzCfFxe/SOPKjbki5YqgtSsiIiLBE9mT1xeNhfIJ0OLanw5NWbaN3Qfz6BXkJRYmfTeJzAOZ3HvuvURZZA8UioiInKoi90/4Q/v8k9avg9iixT+dc4z9ehNn1kyg/elVgxblQN4B/r3s37St3Zb2ddoHrV0REREJrsgtrJa/CwWHIO3n24Dpm/ayctt+bmnfKKjbx4z5dgx7j+zl3nPv1bY1IiIiESwyC6sfJ63XaV00cd3vjbkbSa4Qw9Xn1A1alKzcLCasmkD3ht1pVrVZ0NoVERGR4IvMvQK3zoes1XDlSxT6HHPWZvH+4u+ZvnIHfTqmUKF8dNCivLLsFQpcAXe1vitobYqIiIg3PC2szKwn0DM1NTWwF174BoXlExm+rTmTPv6MnTlHqFQxhj+f34ABFwe4rV+xIXsDH679kBua3EC9xOAuRCoiIiLB52lh5ZybAkxJS0vrE4jr7T2Yx/SFq/n98vd5p6ATI7/ewcWNq3NN69PofFYNYssFb6QK4IVFLxBXLo6+Z/cNarsiIiLijYi4FejzOR75cAXvL87kz0yjfEw+Ce17882Fname6M1CnEt2LuHzrZ8zoNUAqsRV8SSDiIiIBFdEFFafrNzBO+lbua51XQZtmwfxafz+8u6e5XHOMXzRcKpXqM6fm/7ZsxwiIiISXGH/VGChz/HcjO9IrZHAU+cdIHbful8sseCFL7Z+wZKdS+jfqj8VYyp6mkVERESCJ+wLq8nLvmfdzgPcd+mZRC8eC7HJ0Oz3nuU5UniEfy38FynJKVyderVnOURERCT4wrqwyi/0MXzGWprWTqJboxhY9RG0vB7KezdKNH7leLbmbGVQm0GUi4qIO60iIiJSQmG9CfN/FmWyZU8u93c9k6jlE6Ew7xcbLgfbjoM7eG3Fa3Sp30Vb14iIiJyCwnYT5sP5hbz42VrOqV+JzqnJsHAM1GsLNZuWQdKSeXbhs/icjwfPe9CzDCIiIuKdsL0VOHHBFrZnH+aBro2xTwbBng1w4f2e5Unfkc4nmz7h1ua3UjcheFvmiIiISOgIy8IqN6+AEV+s5/yUKrTPngqLxsIF98GZl3mSp8BXwJMLnqROfB1ubX6rJxlERETEe2E5u3r8vM3sOnCECZcZNu0BOL0zdB7iWZ53M95l7d61DO80nLhycZ7lEBEREW+F3YhVzuF8Xv1yPVemluOs2QMgsRZcMxqigrtdzY/2HN7DiKUjaFe7HV3qd/Ekg4iIiISGsBuxGv3VRg7kHmJowQg4tBd6fwoVvdsy5sXFL3Io/xCD2w7GzDzLISIiIt4LqxGrvQfzGD1nI6/W/IiEHfPhyheh9tme5Vm5ayUfrP2Am866iZTkFM9yiIiISGgIq3WsRs3ZQOeCL7kk+31o2x/O/kMZJzw+n/MxdP5Qqlaoyu0tb/csh4iIiISOsFnHamfOYb6ZO4tnyr8ODTpA178HIeHxTV4/meW7lnPvufeSUD7B0ywiIiISGsLmVuAbM5fwQtSzRFWsDNeNhegYz7Lk5OUwfNFwWlZvSY+UHp7lEBERkdASFpPXt+05QPslD1Enei/lbvwEEmp4mmfkspHsPbyXkZeMJMrCpjYVERGRMhYWVcHaiQ9yYdRycjoPhdPSPM2ycvdKJq6eyDVnXkPTqt5tnyMiIiKhJ7QLK+c4OO2vXJT1NvOr/o7KF/b1NM6MzTPo9UkvqsRV4e5z7vY0i4iIiISe0C2sfD74ZDDxC17k7cIu1L5xhHdRnI+XlrzEfbPu44xKZzCxx0Qqx1X2LI+IiIiEptCcY+UrhCkDYckExnMF8xvfzx+refPkXU5eDg/PeZgvM7/k6tSrGXL+EMpHl/cki4iIiIS20CusCvPhw9vh2/+wuGEf/ramEx9ddLonUTZkb2Dg5wPJzMnk0baPcn3j67W6uoiIiBxXaBVWBUfgvV6QMZXCzo8xYG5L2jaqSMt6lYIeZdbWWQyeM5jY6Fhe6/oaabW8nTQvIiIioS905ljl5cLEGyBjKnR/hsmJf2Bb9mH6XRTcrWJ8zsery17lrs/vokFSA97t8a6KKhERESkRT0eszKwn0DP19BR48xrY+g1cNQLX6ib+/cIczqiRQKczg7dm1eGCwzw852FmbplJj5QePNbuMeLKxQWtfREREQlvobGlTUEWZC6Aa16Hc/7E7LW7WLMjhz4dU4iKCt6cpqfTn2bmlpk8kPYAQy8YqqJKRERETkhozLHKPwR/eAeaXA7AqNnrqZEYy1Wt6gQtwszNM3nvu/fo1bwXNze7OWjtioiISOQIjTlWVVJ+Kqq+/T6buet206tDI2LLRQel+R0Hd/DY14/RrGoz7mp1V1DaFBERkcgTGoVVbOJP346avYGE2HL8sW39oDRd6Ctk8JzBFPgKeLrj08R4uLmziIiIhLfQKKz8MvfmMnXFdm5sU4/kCsEpcF5b8RqLfljEo+c/Sv2k4BRzIiIiEplCqrAa/dVGDOjVoVFQ2luycwkjl43kipQr6JnSMyhtioiISOQKmcIqOzefd9O3cmXLOtSpVKHM29uft59BswdRJ74OQ9oO0YrqIiIiUmqh8VQg8Ob8zeTmFdKnY9kvCOqc44l5T5CVm8W47uNIKO/NPoQiIiISWUJixMo5eGPuJjqeWZ2zaieVeXv/Xfdfpm+azp3n3MnZ1c8u8/ZERETk1BASI1Z7c/PwHThCvyCMVm3I3sCTC56kba223Nr81jJvT0RERE4dITFitevAEZrVSaL96VXLtJ28wjwGzR5EbHQsQy8cSpSFxK8vIiIiESIkRqyOFPjo2zGlzCeQP7/4edbsWcNLnV+iRsXg7UEoIiIip4aQKKxioqO4okXtMru+c46xK8cyYdUEbmh8A53qdSqztkREROTUFRKF1WmVK1Auumxuy/mcj38t/BcTVk2gW8NuPHTeQ2XSjoiIiIinhZWZ9QR6pqamlsn18wvzGTJ3CNM2TuOms27iofMe0rwqERERKTOeVhnOuSnOub7JyckBv/bB/IMM+HwA0zZOY2DrgQw6b5CKKhERESlTIXErMNB2H9rNnZ/dyZo9a3ii/RNcfcbVXkcSERGRU0DEFVaZOZn0m9GPH3J/4PmLn9dEdREREQmaiCqs1uxZQ/+Z/ckrzOP1rq/TqkYrryOJiIjIKSRiJh2l70in1ye9iLZoxncfr6JKREREgi4iCqtN2Zu4Y+Yd1KxYkzcvf5PTK53udSQRERE5BYX9rcBCXyF/nftXYqJjGNV1lFZUFxEREc+E/YjVm6vfZGnWUh5u87CKKhEREfFUWBdWG7I38NKSl+hUrxM9Unp4HUdEREROcWFbWBX6CvnrV38lrlwcj7V7rMw3cBYRERH5LWFbWI1bNY7lu5bzSJtHqFahmtdxRERERMKzsFq/bz0jloygS/0udG/U3es4IiIiIkAYFlYFvgKGfDWEijEVGXL+EN0CFBERkZARdsstjF05lm93f8szFz2jW4AiIiISUsJqxGrt3rW8svQVLm1wKd0advM6joiIiMgvhE1hle/LZ8jcISSWT2TI+UO8jiMiIiLyf4TNrcAxK8awavcqnuv0HFXiqngdR0REROT/CIsRq4w9Gby6/FW6N+zOpQ0u9TqOiIiIyDGF9IjV5v2b+WjdR3y47kOSyifxcNuHvY4kIiIiclwhV1jl5OUwfdN0Plr3EUuzlhJlUbSr3Y47Wt1B5bjKXscTEREROa6QKazmfj+Xj9Z9xOdbP+dI4RFSklO4p/U99EjpQc34ml7HExEREflN5pzzOgNJpye5Bn9rQFL5JLo36s7vUn9Hs6rNtPiniIiIhBwzW+ScSzvWzwI+YmVmKcCjQLJz7tqSvCeuXBzPXvQsnep1onx0+UBHEhEREQmKEj0VaGZjzGynmX171PFuZpZhZuvMbDCAc26Dc673iYSon1ifrg27qqgSERGRsFbS5RbGAr9Y6tzMooERQHegKXCjmTUNaDoRERGRMFKiwso5NxvYc9ThNsA6/whVHvAOcFWA84mIiIiEjdIsEFoX2FrsdSZQ18yqmtmrwDlmdtyFp8ysr5ktNLOFWVlZpYghIiIiEhpKM3n9WI/sOefcbuD233qzc24UMAogLS3N+0cTRUREREqpNCNWmUC9Yq9PA7aVLo6IiIhI+CpNYZUOnGFmjcysPHADMDkwsURERETCT0mXW5gIzAMam1mmmfV2zhUAA4DpwGpgknNu5Yk0bmY9zWxUdnb2ieYWERERCTkhsfJ6WlqaW7hwodcxRERERH7Tr628XppbgSIiIiJSjAorERERkQDxtLDSHCsRERGJJJ4WVs65Kc65vsnJyV7GEBEREQkI3QoUERERCZCQeCrQzHKADK9zRLhqwC6vQ0Qw9W/ZUx+XLfVv2VMfl61g9m8D51z1Y/2gNFvaBFLG8R5blMAws4Xq47Kj/i176uOypf4te+rjshUq/atbgSIiIiIBosJKREREJEBCpbAa5XWAU4D6uGypf8ue+rhsqX/Lnvq4bIVE/4bE5HURERGRSBAqI1YiIiIiYc/zwsrMuplZhpmtM7PBXucJd2Y2xsx2mtm3xY5VMbMZZrbW/7WylxnDnZnVM7MvzGy1ma00s4H+4+rnADCzODNbYGbL/P37uP94IzOb7+/fd82svNdZw52ZRZvZEjP7n/+1+jhAzGyTma0ws6VmttB/TJ8RAWRmlczsP2a2xv953C4U+tjrLW2igRFAd6ApcKOZNfUyUwQYC3Q76thg4DPn3BnAZ/7XcvIKgPudc2cB5wN3+v+7VT8HxhGgs3OuJdAK6GZm5wPDgOH+/t0L9PYwY6QYCKwu9lp9HFgXO+daFVsCQJ8RgfUC8IlzrgnQkqL/lj3vY69HrNoA65xzG5xzecA7wFUeZwprzrnZwJ6jDl8FjPN/Pw74XVBDRRjn3Hbn3GL/9zkU/c9cF/VzQLgiB/wvY/z/OKAz8B//cfVvKZnZacAVwOv+14b6uKzpMyJAzCwJ6AiMBnDO5Tnn9hECfex1YVUX2Frsdab/mARWTefcdigqCoAaHueJGGbWEDgHmI/6OWD8t6iWAjuBGcB6YJ9zrsB/ij4rSu954CHA539dFfVxIDngUzNbZGZ9/cf0GRE4KUAW8Ib/dvbrZhZPCPSx14WVHeOYHlOUsGBmCcD7wD3Ouf1e54kkzrlC51wr4DSKRrbPOtZpwU0VOcysB7DTObeo+OFjnKo+PnkdnHOtKZrqcqeZdfQ6UIQpB7QGRjrnzgEOEiK3Vr0urDKBesVenwZs8yhLJPvBzGoD+L/u9DhP2DOzGIqKqreccx/4D6u8jjINAAAE80lEQVSfA8w/tD+Lorlslczsx2249FlROh2AK81sE0VTMDpTNIKlPg4Q59w2/9edwIcU/QVBnxGBkwlkOufm+1//h6JCy/M+9rqwSgfO8D+JUh64AZjscaZINBm42f/9zcBHHmYJe/65KKOB1c6554r9SP0cAGZW3cwq+b+vAFxC0Ty2L4Br/aepf0vBOfewc+4051xDij53P3fO3YT6OCDMLN7MEn/8HugKfIs+IwLGObcD2Gpmjf2HugCrCIE+9nyBUDO7nKK/KUUDY5xz//Q0UJgzs4lAJ4p2+f4BeAz4LzAJqA9sAa5zzh09wV1KyMwuAOYAK/h5fsojFM2zUj+XkpmdTdGk02iK/vI3yTn3hJmlUDS6UgVYAvzJOXfEu6SRwcw6AQ8453qojwPD348f+l+WA952zv3TzKqiz4iAMbNWFD18UR7YAPTC/5mBh33seWElIiIiEim8vhUoIiIiEjFUWImIiIgEiAorERERkQBRYSUiIiISICqsRERERAJEhZWIiIhIgKiwEpGA8+/b1TQI7TxS7PuGZvZtGbTRycz+d4LvmWVmacc4fouZvRy4dCISalRYiUjAOeduc86tCkJTj/z2Kb9UbMsWEZGAU2ElIqXi375jqpktM7Nvzez64iM2ZnbAzP7p//k3ZlbTf7ymmX3oP77MzNr7j//JzBaY2VIz+7eZRR+n3aeACv7z3vIfjjaz18xspZl96t8S58cRpKFm9iUw0L9tzvtmlu7/p4P/vIv811tqZkt+3JYESDCz/5jZGjN7y7+tEWbWxX/eCjMbY2axx8jZy8y+87fdIWAdLyIhSYWViJRWN2Cbc66lc6458MlRP48HvnHOtQRmA338x18EvvQfbw2sNLOzgOuBDs65VkAhcNOxGnXODQYOOeda+fe5AzgDGOGcawbsA64p9pZKzrmLnHPPAi8Aw51z5/nPed1/zgPAnf62LwQO+Y+fA9wDNAVSgA5mFgeMBa53zrWgaOuS/sUz+jeBfZyigupS//tFJIKpsBKR0loBXGJmw8zsQudc9lE/zwN+nKO0CGjo/74zMBLAOVfof18X4Fwg3cyW+l+nnECWjc65pcdoC+DdYt9fArzsb2MykOQfnZoLPGdmd1NUiBX4z1/gnMt0zvmApf7rNva3953/nHFAx6PytAVmOeeynHN5R2UQkQikuQYiUirOue/M7FzgcuBJM/v0qFPy3c+bkhby6587Boxzzj18knGKbxhcCFQo9vpgse+jgHbOuUP80lNmNpWi3+UbM7vkONct589aEtqQVeQUohErESkVM6sD5Drn3gT+RdFtvZL4DP+tMzOLNrMk/7FrzayG/3gVM2vwK9fIN7OYk4j9KTCg2O/Qyv/1dOfcCufcMGAh0ORXrrEGaGhmqf7Xfwa+POqc+UAnM6vqz3ndSWQVkTCiwkpESqsFsMB/W+1R4B8lfN9A4GIzW0HRbbtm/icJhwCfmtlyYAZQ+1euMQpYXmzyekndDaSZ2XIzWwXc7j9+j38C/jKK5ld9fLwLOOcOA72A9/y/gw949ahztgP/D5gHzAQWn2BOEQkz9vMIvYiIiIiUhkasRERERAJEk9dFJOSZ2Xzg6DWi/uycW+FFHhGR49GtQBEREZEA0a1AERERkQBRYSUiIiISICqsRERERAJEhZWIiIhIgKiwEhEREQmQ/w/kbjtwdSNM7QAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3169,22 +3846,22 @@ }, { "cell_type": "code", - "execution_count": 942, + "execution_count": 914, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 942, + "execution_count": 914, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAGECAYAAAD0u26mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd3SUZdrH8e+T3nvvjUDoQqgCIiCigqwLLkWwoIIollWx79p297Wwa9cVC1gQFbvA2uhIDb2EGlIhvU4ySSYz9/vHEyIoIoEpJFyfc+ZMf+4rHAk/76oppRBCCCGEEOfOydEFCCGEEEK0FxKshBBCCCGsRIKVEEIIIYSVSLASQgghhLASCVZCCCGEEFYiwUoIIYQQwkokWAkh2g1N05SmaSlWvuaNmqatteY1hRDtlwQrIYRNaJqWrWmaUdO0Gk3TKjVNW6dp2m2aplnl946maSs1TbvFGtcSQghrkWAlhLClMUopXyAeeAZ4EHjHsSUJIYTtSLASQticUqpKKfUNMAG4QdO0rgCaprlrmjZH07RcTdOKNE37r6Zpns3vBWqatljTtBJN0yqaH8c0v/dPYDDwqqZpBk3TXj2huRGaph1s/s5rmqZpzd9J0TRtlaZpVZqmlWqa9snZ/Cyapg3UNG1z83U2a5o28IT3EjVNW93cS/dTc/sfntUfmhCiTZJgJYSwG6XUJiAfPRQBPAukAj2BFCAa+Hvze07APPTerjjACLzafJ1HgTXALKWUj1Jq1gnNjAb6AD2AvwCXN7/+NPADEAjEAK+0tn5N04KAJcDLQDDwH2CJpmnBzR/5CNjU/N4TwNTWtiGEaNskWAkh7O0oENTck3Qr8FelVLlSqgb4FzARQClVppT6XClV1/zeP4FLzuD6zyilKpVSucAK9NAGYEIPaVFKqXql1NlMSL8KOKiU+kAp1aSUWgjsA8ZomhaHHuj+rpRqbL7+N2fRhhCiDZNgJYSwt2igHAgFvIAtzZPbK4Hvml9H0zQvTdPe1DQtR9O0amA1EKBpmvMfXL/whMd1gE/z4wcADdikadoeTdOmnUXtUUDOr17Laf6ZooBypVTdCe/lnUUbQog2TIKVEMJuNE3rgx5C1gKl6MN7XZRSAc03f6XU8SB0H9AR6KeU8gOGHL9M871qTdtKqUKl1K1KqShgBvD6WWzNcBS91+tEcUABcAy9J87rhPdiW3l9IUQbJ8FKCGFzmqb5aZo2GvgY+FAptUspZQHeAl7QNC2s+XPRmqYdnxPlix68KpvnNj3+q8sWAUmtqOHa45PfgQr0YGZufm+lpmlPnMFllgKpmqZN1jTNRdO0CUBnYLFSKgfIAJ7QNM1N07QBwJgzrU8I0T5IsBJC2NK3mqbVoA+JPYo+2fumE95/EDgEbGge7vsJvZcK4EXAE71nawP6MOGJXgLGN6/+e/kMaukDbNQ0zYA+9+lupdSR5vdigZ//6AJKqTL0yfH3AWXow4ujlVKlzR+5DhjQ/N4/gE+AhjOoTQjRTmhKtao3XQgh2pXmXqxFSqkBNrj2J8A+pdSve9uEEO2UBCshhLCS5jlk5cARYCTwFTBAKbXNoYUJIezGxdEFCCFEOxIBfIG+j1U+MFNClRAXFumxEkIIIYSwEpm8LoQQQghhJRKshBBCCCGsxKFzrDRNGwOM8fX1vTU1NdWRpQghhBBCnJEtW7aUKqVCT/XeeTHHKj09XWVkZDi6DCGEEEKIP6Rp2halVPqp3pOhQCGEEEIIK5FgJYQQQghhJRKshBBCCCGs5LzdINRkMpGfn099fb2jSzlnHh4exMTE4Orq6uhShBBCCGFD522wys/Px9fXl4SEBDRNc3Q5Z00pRVlZGfn5+SQmJjq6HCGEEELY0Hk7FFhfX09wcHCbDlUAmqYRHBzcLnrehBBCCHF6522wAtp8qDquvfwcQgghhDi98zpYOcITTzzBnDlzfvN6dnY2Xbt2dUBFQgghhGgrJFgJIYQQQliJQ4OVpmljNE2bW1VVZZXrPf3003Tq1InLLruMSZMmMWfOHA4fPsyoUaPo3bs3gwcPZt++fQDk5OQwfPhwunfvzvDhw8nNzf3N9bZs2UKPHj0YMGAAr732mlVqFEIIIUT75dBgpZT6Vik13d/f/5yvlZGRweeff862bdv44osvOH5EzvTp03nllVfYsmULc+bM4fbbbwdg1qxZXH/99ezcuZPrrruOu+666zfXvOmmm3j55ZdZv379OdcnhBBCiPbvvN1uobXWrl3L2LFj8fT0BGDMmDHU19ezbt06rr322pbPNTQ0ALB+/Xq++OILAKZOncoDDzxw0vWqqqqorKzkkksuafnM//73P3v8KEIIIYQ4jyilqDfXU9NYg6HRcNrPtptgdarDpC0WCwEBAWzfvv0Pv//rlXtKKVnNJ4QQQrRRSikaLY0YTUbqzfXUNdVhNBmpNdViMBmoNdX+5nb89ZrGGj1EmQwtYapJNZ1Ru+0mWA0aNIgZM2bw8MMP09TUxJIlS7j11ltJTExk0aJFXHvttSil2LlzJz169GDgwIF8/PHHTJ06lQULFjBo0KCTrhcQEIC/vz9r165l0KBBLFiwwEE/mRBCCHHhMVvMGEwGqhqqqG6s/s19dUM1VY1VLfc1jTUYm4wn3SzKckZtOWvOeLt6t9z83PwI9QolyS0JH1cffN188XXzbXl8JVf+7rXaTbDq06cPV199NT169CA+Pp709HT8/f1ZsGABM2fO5B//+Acmk4mJEyfSo0cPXn75ZaZNm8bzzz9PaGgo8+bN+801582bx7Rp0/Dy8uLyyy93wE8lhBBCtH0N5gYq6iuobKg85X1VQ9VJIamqQQ9Kit+ORh3n6eKJn5sffu5++Lv5E+0TjZerFx7OHni6eOLp4vmb554unvi4+eDl6oWPq09LkPJw9rDaKJV2qiE0e0tPT1fHJ5sfl5mZSVpaWquuYzAY8PHxoa6ujiFDhjB37lx69eplzVLP2tn8PEIIIcT5xmwxU9FQQamxlHJjOZUNlb+91ev3VQ1VVDRUYGwy/u71/Nz8CPQIPCkk+bs335of+7n5tdz7ufvh5+aHm7ObHX/qk2matkUplX6q99pNjxXoKwD37t1LfX09N9xww3kTqoQQQrRzSkEbnpfbaG6kvF4PSeX15VTUV1BeX06psZRSYyllxrKWxxUNFb87xObr5kuAewCB7oGEeIaQEpBCgIf+PMAjgCD3oJOe+7n54eLUrqJI+wpWH330kaNLEEII0d4oBXVlUJWv36oLoCoPqgp+eR6YCDctcXSlAFiUhZrGmt8MuR0PThX1FVQ0VOj3zY9rTbWnvJaLkwshniGEeIQQ6R1J15Cu+vPmW6BHIIHugS09TO0tJJ0N+RMQQgjRtjU1gLHi5FtdOdRXQkNN8626+d7wy2uNBmg8daA4iakOmupPfs3ZHfyjwS8aEi+BCNseeaaUoqqhiqK6Ir0Hqb6MMqN+K68v/+V5fRkV9RWYlfmU13FzctPDUHMgivWNJcgjqOW1lh4lj0CCPYLxc/OTFfKtJMFKCCHE+cHcBMZyqC3Rg9Gvw9LxW31lc3hqfv47vS06Ddx9wc1Hv3f3BXcf8A0Hdz9w9dQ/czou7uAfo9/8osE/FrxDrDb0Z7aYKa8vp9hYTFFtEUV1Rb/cn/C4wdzwm++6O7sT7BFMsGcwkd6RdAnpQrBHMIEegfqQ3AkhKsA9AE8XTwlKNibBSgghhG0opfcU1ZbqYanlVnrqx3Xl8HurwJxcUV5BNLn5U+/ih8EpBL/ozngHhIJnAHgGgmdQ830geAWBR4AeqJwcd8iIsclIYW0hx2qPUVRbRImxhOK6Ykrq9PtiYzFlxrLf9DC5aC6EeYUR4R1Bl+AuDIsbRrhXOGFeYYR6hRLkEUSwRzDert4SlM4zEqyEEEKcObNJn29kKP5VWCoBwynC0yl6WQDw8AfvUPAOxRLcgYaoftS5BFLjEkil5k9Rkzf59R5k17lz2ODKkUoLRWUNWE7IXc/17s5f+sTa5+c+BYuyUGYso8BQwLHaYy0B6niIOlZ7jMqGyt98z9/dnzCvMMI8w0gJTCHUM7QlMEV4RRDuHU6QRxBOmkNPnRNnSYLVaWRnZzN69Gh2797d8toTTzyBj48Pu3fvZvTo0YwfP57y8nKGDx/OXXfdxU033eTAioUQopXMTXpQqi2BulI9ENWVNd8f700q++U9Y/mpr+PsBt5h4B2M2SuU+oBUDC6BVDsFUIY/xRZfCpt8yW/0IrfBmzIjVNQ1UllqwtBw6h2t3ZydiApwIyrAk4s7eBIV4El0gAdRAccfe9rwD0YfoisxllBYW0iBoYCjhqMt90drj3LMcIxGS+NJ3/F18yXCO4JI70i6h3YnwjtCv3np96Feobg7u9u0buFYEqzOUVVVFZdffjnTp0+XUCWEOH801ukr1ipzoTr/hN6k4jMcftPAK1ifS+QVAmFp+r1PmN7L5BVCifLjUK0Xe6rc2FWq2F9UQ36BkbrGU0+c9nZzJsjHlSBvjWAfV1LCfAjwciXQy40AL1cCvNwIbH4e7udBsLcbTk62G+aqM9VRXFfcEpKO9zYdNRxt6XX69TEmQR5BRPtE0ymoE8PihhHlHUWUTxRR3lFEeEfg4+Zjs3pF2+DQYKVp2hhgTEpKiiPLOGsGg4ErrriCyZMnM3PmTEeXI4S4kDTWQkUOVOZAZZ5+X5XX/DhX72H6tROG3wjpAPEDf3nuHaLfe4Xojz0DwckZgFJDAwcKa9hXWMOBohr27anhYFENtY11QB0AMYGedIrwZXCHUEJ83An2cSPEx41gb/1xsLc7nm7OdvmjqW+qp8BQQH5NfsveS8dX0p34/NebVjppToR5hRHpHUmP0B5EJUYR6R1JpHck0T7RRPpE4uli214y0fY5NFgppb4Fvk1PT7/1dJ978ts97D1abdW2O0f58fiYLud0jXvvvZdbbrmFv/71r1aqSgghmlnMeo9TRbYemiqy9SB1/Hltycmfd/HQV6sFxEJENwiI02/+sfpqNp8wfXXbadTUmzhQVMP+IwYOFBWxvzlIldX+MtwV6OVKxwhfrk2PpWOEL6nhvqSG++Dr4Wr1P4LT1tpYQ25NLnk1eeTX5JNbrT/OrcmluK74N5/3d/cnxEPfe6lbSLeT9mKK9I4k0ieSMK8wXJ3s+3OI9keGAk/j91ZaHH992LBhfP3119x///2EhYXZszQhRHtgMeu9TGWHoTwLyo9AefPjimwwnzB/R3PWA1JgPHS8AgLiITBBvwXE6b1NZ7A6zGxRFFQYySo1cKS0tuWWVVJLQeUvPThebs6khvsyIi2c1AhfOjYHqFBfd7usQjOZTRyrPUa+IZ/8mnzyDfkU1BS0PK9uPPl/tkM8Q4jzjaN/ZH9ifWOJ840jxjeGMK8wgjyCHHr8ibiwtIlgda49S2crODiYioqKk14rLy8nMTERgIkTJzJo0CCuvPJKVqxYga+vryPKFEK0BbVlULgTCnf9cl92GCymXz7j4glBSRDaUQ9PQUn6jt6B8eAXA85n/ivbZLZwuMTA3qPV7C+sIas5QOWW1dFo/uU4El93FxJDvemTEMh1EXHNAcqX6ABPm85vAjBZTBw1HCWnOuekW251LoV1hScdm+Lq5Eq0TzTRvtF0C+lGtE90S3iK9Y3Fy9XLprUKcabaRLByFB8fHyIjI1m2bBnDhw+nvLyc7777jrvvvpsVK1YAcM8993Ds2DGuueYali5dipub/F+REBc0k1Gf41Sy/4QgtUs/9uQ4vxh9uC51FAQn6wEqKBl8I85q08nKukb2Hqsm81gNmceq2Xu0mkPFhpYA5ebsREKIF8mh3oxICycpxJvEUG8SQ7wJ9nazaQ+UscnIUcPRll6n/Jp8PTzV5FJQU3DS5HBfN1/ifePpGdaTOL84on2iifGJael5ku0HRFsgweoPvP/++9xxxx3cd999ADz++OMkJyef9Jlnn32Wm266ialTp7Jw4UKcHLgZnRDCxsxNUJWrh6fjk8crcvTnlTlgKPrls5ozhKRCwiA9SEV0g/Bu4B181s3X1JvYlV/FjvwqduRVsqug6qQhvFBfd9Ii/RicGkLnSD/SIv1ICvHGxdl2v5cMjQayq7M5UnWE3JpcPUQ1B6lS48mT6L1cvIj1jaVjYEdGxo8k3i++5RbgHiCbXYo2T1Pqd3a5taP09HSVkZFx0muZmZmkpaU5qCLra28/jxDtXmMtlB2CkgNQul/vgSo9qM+BOtXcp4A4fcguIEG/D06GsM7NR6acnYYmM5nHatiRV8mO/Ep25FWSVVrL8V/bCcFedI8JoEuUHqDSIv0I9bXNHkkWZaHAUEB2VXZLiDp+f2J40tCI8I4gxjempbep5d43hkD3QAlPos3TNG2LUir9VO9Jj5UQ4sJlMjavtsvWJ45XHNEnjpcc0HuljtOc9LlOIamQOhKCU5onjcfrZ8e1Yu7TcUopqo1NFFQaKag0crT5ln/C4+KahpYQFeLjTs9Yf/7UM5rusQF0j/Yn0Nv6Uw8sysJRw1EOVx7mUOUhDlUe4nDlYY5UHaHe/MtBxH5ufiT6J3Jx1MUk+ieS4J9Aon8isT6xuDrLyjpx4ZJgJYRo38wmPTSVZOqBqeLILyGq5tjJn3XzhaBEiO0LvabqQSokVe99+oOtCn6PxaIoqDRyqNjAoWIDB4trWh5X15+8+aS+07gH0YGeDOkQSmSAJ2kRvvSIDSDS38OqPT11pjpya3JbJotnV2dzuPIwWVVZJ+3vFOYVRkpACukR6ST7J7eEKOl5EuLUJFgJIdqHEwNU8T4oab6VHjx55Z1vpN77lDysebuCRD1MBSbqB/eeQ1iwWBR7j1WzIauM3QVVHCoxcLi4FqPpl53IQ3zcSAnz4eqeUcQHeRMdqB/NEhXgafWdxpVS5BvyOVB+gOzq7JOCVInx5H2wwjzDSApIYlyHcSQHJJMSkEJSQBJ+bn5Wq0eIC4EEKyFE22Oqh+I9cGzHL7eiPSfPfQqI149h6XAZhKZBWCe998nN22plWCyKA8U1rD9cxvrDZWw8Uk6VUQ9xUf4epIT70q9fMClhPvot1Mcmw3egn2uXXZ1NZnkmmWWZ7CvfR2Z5JjWNNS2fCfIIIt4vnoFRA4n3iyfOL06/942T7QqEsBIJVkKI81tTAxzbCUe3/RKiSjLB0jyM5hEAkT2g3wwI62KTAHWcUopDxQbWZ/0SpMqbdyWPC/Li8i7hDEgOpn9SMJH+tjv6RCnF0dqjbC/ezvbi7WSWZ3Kg4kDLEJ6bkxsdgzoyKmEUacFpdArsRIJ/Ar5usteeELYmwUoIcX6pLYW8TZC3Qb8v2ArmBv09r2CI7KlPII/sod8C4s9p+O50lFLkltexrrlHat3hMkoNei3RAZ5c2jGsOUgFERNoux4fk8XE/vL9bCvexrbibewo3kGxUT+2xcvFi05BnRjXYZweooI6keifKEezCOEgEqxOw9nZmW7durU8nzhxIg899BCLFy/mb3/7GxaLBZPJxN13382MGTMcWKkQbZRSUHoAcjdA3kb9VnZIf8/JFaJ6Qt9b9cnk0engF2WzEHXc0UpjS4haf7iUo1X6SrgwX3cuTglmYHIwA5JCiA3ytNnkbUOjge0l29latJVtxdvYXbq7ZUVelHcU6RHp9AzryUVhF5ESkIKLk/wqF+J8IX8bT8PT05Pt27ef9JrJZGL69Ols2rSJmJgYGhoayM7OdkyBQrQ1ZpM+rJe7DnLWQ+56MJbr73kGQVx/uGgKxPbXQ9U57AF1puoam9iYVc6qAyWsPlhCVkktoB82PCA5mJlJwQxIDiE51NtmQaq8vpxtRdvIKMpga/FW9pXvw6IsOGvOpAWlMT51PD3DetIztCfh3uE2qUEIYR0SrFqppqaGpqYmgoP1nZPd3d3p2LGjg6sS4jzVYID8zXqPVO46yM8AU53+XmCifh5eXH+IG6DvDWWH5ftKKfYV1rC6OUhtPlJBo9mCu4sT/ZOCmdw3jotTQugY7muzs/IKawvZUrSl5ZZVlQWAu7M73UO7M737dHqF9aJHaA+ZVC5EG9M2gtX/HtLP2rKmiG5wxTOn/YjRaKRnz54tzx9++GEmTJjA1VdfTXx8PMOHD2f06NFMmjRJjrERwmKG4kwoyNADVMFWfZK5sugbbIZ3hV7X/xKkfCPsVlpRdT3rDpey9mAZaw6WUFyjz5PqGO7LDQPjGZIaSp+EIDxcna3etlKK/Jp8MooyyCjKYEvRFgoM+rmBPq4+XBR2EWOSx5Aenk7n4M64Oct5o0K0ZW0jWDnIqYYCAd5++2127drFTz/9xJw5c/jxxx+ZP3++/QsUwpFqCvU5UfkZULAFjm4Hkz6MhmcgRPeGtDEQ00efI+Vhv/2QqupMrM8qY93hUtYdLuNQsQGAAC9XBqWEMCQ1lCEdQonw97BJ+znVOWw8tpGMQj1IHZ9oHugeSO/w3kxJm0Lv8N6kBqbi7GT9MCeEcBw5K/A0fHx8MBgMp/1MaWkpiYmJ1NTUnPZz58PPI8RZU0o/6iV3PeSs028VR/T3nN30HuDodIhJ1wNVUJJdhvWOqzeZ2Zxdzs+H9DC1u6AKiwJPV2f6JgY1TzrXDyW2xfCeyWJie/F2VuWtYlX+KrKrswEI9QwlPTyd9Ih0eof3Jsk/SXYrF6IdkLMCrchgMJCRkcHQoUMB2L59O/Hx8Y4tSghrs1j0DTiPh6jc9WAo0t/zDIS4gdDnZn2SeWT3sz7u5VzklNWycn8Jqw6UsP5wGUaTGVdnjYtiA7lreAcuTgmhR0wAbi62GaavaqhibcFaVuWvYm3BWmoaa3B1cqVPRB8mdZrEoOhBxPrGSpAS4gIjweo0fj3HatSoUTz66KM899xzzJgxA09PT7y9vWUYULQPJiMcWQ37l8L+78BQqL/uFwOJQ/R5UfEDIaQjOGBOYb3JzPqsMlY1h6kjpfqwY0KwFxP6xHJJaij9koLwcrPdr7Xc6lxW5K1gRd4Kthdvx6zMBHkEMTxuOJfEXMKAqAF4u1p/Y1IhRNshweo0zGbzKV9funSpnSsRwkZqS+HA93qYOrxcX7Hn5gMpwyF1FCQMgoA4h5SmlOJwSS2rD+hBakNWGQ1NFjxcnRiQFMwNA+IZ2jGMhBDbBRmLsrC3bC/Lc5ezIm8Fhyr1PbZSA1OZ1nUaQ2OH0jWkK06aLF4RQugkWAlxoakqgN2fwb6l+uRzFPhGQY9J0OlKSBjskKE9gJp6Ez8fKmP1wRJW7S+hoFI/oiUpxJvJ/eIY2jGMfom2Wb13nMlsYnPhZpbn6WGquK4YZ82Z3uG9ebDPgwyNHUqMb4zN2hdCtG02CVaapnkDq4HHlVKLbdGGEKIVmhpg3xLY9qHeM4WCiO5wyYP6XlKRPew62fw4pRR7j1W3zJXamlNBk0Xh4+7CwORgbr80mSEdQokNsu1eToZGA2sL1rI8dzlrCtZgMBnwdPHk4qiLGRY3jCExQ/B397dpDUKI9uGMgpWmae8Co4FipVTXE14fBbwEOANvK6WObwz1IPCplWsVQrTWsR16mNq1CIwV+nypIfdDz8n6yj0HMJktbMwq58e9hfyUWdzSK9U12o/pQ5K4JDWUXvGBuDrbdnituK6YlXkrWZ67nI2FG2myNBHkEcTIhJEMix1Gv8h+eLjYZjsGIUT7daY9VvOBV4H3j7+gaZoz8BpwGZAPbNY07RsgCtgLyG8kIRyhrlwPUts+0DfWdXaHtNHQ8zpIGgoO2Deppt7Eyv0l/Li3iBX7i6mpb8LD1YnBHUK5e0QHLu0YRqiv7Ycfsyqz9CG+3BXsLN0JQJxvHFPTpnJp3KV0D+ku+0oJIc7JGQUrpdRqTdMSfvVyX+CQUioLQNO0j4GxgA/gDXQGjJqmLVVKWaxWsRDi1I5ug41vwu7PwdwIkT3hyjnQbby+RYKdGRvNfLvjKN/uPMqGrDJMZkWwtxtXdI3gss4RDEoJwdPN9iGmzlTH/478j88OfMbust0AdA3uyl0X3cWwuGGyt5QQwqrOZY5VNJB3wvN8oJ9SahaApmk3AqW/F6o0TZsOTAeIi3PMqiMh2rymRsj8Rg9U+ZvA1Vs/Nqb3jfqmnQ6QXVrLhxtyWLQlnyqjicQQb6ZdnMhlncO5KC4QZxudv/dre8r28NmBz1iatZS6pjqS/ZOZnT6bkQkjifC233E6QogLy7kEq1P9dmzZxl0pNf90X1ZKzQXmgr7z+jnUYTM+Pj6sX7+eqVOnApCbm4u/vz/+/v6EhITw008/ObhCccEyFEPGPMh4V99vKigJRj2jz53ysP8ka7NFsWJfMR9syGHVgRJcnDQu7xrB9f3j6ZsYZLceIUOjgaVHlvLZgc/ILM/Ew9mDkQkjuTb1WnqE9pCeKSGEzZ1LsMoHYk94HgMcPbdyzj/dunVrOS/wxhtvZPTo0YwfP97BVYkLVv4W2PQm7P4CLCZIGQF9X9HvHbBpZ5mhgU8z8lmwMYf8CiPhfu7cM6IDk/rGEe5nv2mWWVVZvL/nfZYeWYqxyUhqYCqP9HuEq5Kuws/NfmcUCiHEuQSrzUAHTdMSgQJgIjDZKlUJIX7R1Ah7v4aN/4WCDHDzhfRp0Hc6hKQ4pKS88jpeX3mIz7cU0Gi20D8piEeuTOOyzuE2X813on3l+3hr51v8mPMj7s7uXJl0JeM7jKdrSFfpnRJCOMSZbrewEBgKhGialo++P9U7mqbNAr5H327hXaXUntY0rmnaGGBMSsrp/3F4dtOz7Cvf15pL/6FOQZ14sO+DVr2mEFbVMtz3jn5OX1AyXPGcvpGnh2N6YXLL6nhtxSE+35qPk6YxPj2GGwcmkBrua9c6thdv561db7E6fzU+rj7c0u0WpnSeQpBHkF3rEEKIXzvTVYGTfuf1pcBZn++ilPoW+DY9Pf3Ws72GEO1OwVZ9MvqeL/TVfSkjoN9rkDzcIcN9oB94/OryQ3yxrQBnJ43r+sVx29BkIv097VaDUopNhZuYu3Mumwo3EeAewKyes5iUNkmG+4QQ5402caSN9CyJds/cBJlfw4b/6qv73Hyg903Q91YI6eCwso6U6oHqq+0FuDhpTO0fz2VXS28AACAASURBVMyhyXadP2WymFiTv4Z3dr/DzpKdhHqGcn/6/Vybei1errbdkV0IIVqrTQQrIdotUz1sXwDrXoaKbAhMbF7dd53DhvsAskoMLYHKzcWJGwcmMGNIEmF2ClRKKXaX7mZx1mK+y/6O8vpyoryj+Fv/vzE2ZSzuzo45y1AIIf6IQ4PVmc6xEqLdqa+Cze/AhjegthiiesFlT0OnqxyyM/pxvw5U0y5OZPolSYT52idQ5dXksSRrCUuylpBdnY2bkxtDY4cyOmk0g2IG4erkapc6hBDibDk0WJ3vc6wMBsNJz+fPn++YQkT7UVMEG17X959qqIbkYXDxPZA4xCGHIB93pLSWV5Yf5KtteqC6eVAi04ck2+WYmaqGKr7P/p7FWYvZVrwNgD4Rfbip602MiB8h86eEEG2KDAUKYQ/lR/Thvm0L9P2nOo/VA1VUT4eW5ahApZRiZ+lOPt3/Kd8d+Y5GSyPJ/snc3eturkq8ikifSJu2L4QQtiLBSghbKj8Ca+bA9oX6EF/PyTDwLghOdmhZ2aW1vNI85OfqrNktUNWZ6lictZhFBxaxr3wf3q7eXNPhGsZ1GEenoE6y95QQos2TYCWELVRkw+o5sGMhaM76Zp4X3w1+ju2Jqak38cKPB3lvfTauzho3DUywyxyqgxUH+WT/JyzOWkytqZaOgR35W/+/cVXSVXi7etu0bSGEsCeZvC6ENVXkNPdQfaQHqj636EN+Dg5USim+2XGUfy7JpMTQwKS+cdwzooNNA5VFWfgp5ycWZC5ga/FW3JzcuDzhcv7S8S9ybp8Qot2SyetCWENlrt5DtX2BHqjSb4ZB94BflKMr41BxDX//eg/rDpfRLdqft65Pp0dsgM3aM1vM/JDzA2/ueJPDVYeJ8Ynh3t738qeUPxHoEWizdoUQ4nwgQ4FCnAtjBax8Rt86QdP0M/wG/fW8CFR1jU28uvwQb63JwtPVmaf/1JXJfeNwdrJNT1GTpYnvsr9j7s65HKk6QrJ/Ms8NeY6R8SNxduAWEkIIYU8SrE5D0zSmTJnCBx98AEBTUxORkZH069ePxYsX85///Ic9e/bwzjvvALBgwQI++ugjlixZ4siyhT1YzLDtQ1j2pB6uet0AQ2aDf7SjK0MpxQ97i3jq270UVBoZ1yuGh6/sRIiPbSamN1maWHpkKXN3ziWnOoeUgBTmXDKHy+Ivw0lzzBE8QgjhKBKsTsPb25vdu3djNBrx9PTkxx9/JDr6l38477rrLtLT0/n555/p0qULjz32GMuWLXNgxcIu8jbB0tlwbDvEDYQrnoXI7o6uCtBX+z21eC/L9xXTMdyXT2cMoG+ibQ4mNllMLD68mLk755JvyKdjYEdeGPoCw+KGSaASQlywJFj9gSuuuIIlS5Ywfvx4Fi5cyKRJk1izZg0ALi4uvP7669x+++307duXadOmkZSU5OCKhc3UFMFPj+sr/XyjYNw70HWcQzf2PM7QoA/7vbv2CK7OGo9dlcYNAxNwdbZ+wKlurObzA5+zIHMBRXVFpAWl8dKlL3Fp7KUyIV0IccFrE6sCC//1Lxoy91m1bfe0TkQ88sgffm7ixIk89dRTjB49mp07dzJt2rSWYAUwcOBA0tLS+Omnn8jMzLRqjeI80dQIG/8Lq54DcwMMuhcG3wfuPo6uDKUUX20v4P+W7qO4poFxvWJ4cFRHm5zpl1eTx4LMBXxx8AuMTUb6RvTl7wP+zuDowRKohBCimawK/APdu3cnOzubhQsXcuWVV/7mfYPBQEZGBiaTiZKSEmJiYhxQpbCZ7J/h27uh7CCkjoLL/+XwzT2P25lfyRPf7GFrbiU9Yvx5c2pvLoqz7qo7pRQ7Snbw/t73WZa7DCecuCLxCqZ2nkpacJpV2xJCiPagTQwFnknPki1dffXV3H///axcuZKysrKT3nv88ceZMmUK4eHh/PWvf2XRokUOqlJYVWMdLHsKNr4BgQkweRGkjnR0VQCUGhp4/rv9fLolj2BvN54b353xvWJwsuJqP7PFzI+5P/LBng/YWboTPzc/pnWdxsSOEwn3DrdaO0II0d60iWDlaNOmTcPf359u3bqxcuXKltd37drFkiVL2L59O25ubrz77rv8+OOPXHbZZY4rVpy7vM3w1W1QdkjfMX3EE+Dm+N3BywwNLNqSz2srDmFsNHPLoETuHN4BPw9Xq7WhlGJV/ipe3PIih6sOE+cbxyP9HmFs8li8XL2s1o4QQrRXEqzOQExMDHffffdJrymlmDlzJi+88AIeHvp8ltdff53rr7++JWiJNqapAVb8Sz8s2S8arv8Gki5xaEn1JjPL9xXzxdZ8Vu4vocmiGJIayt9HdyYlzLpzvLYXb+eFLS+wtXgrCX4JzLlkDiPiRsgeVEII0QqaUsrRNZCenq4yMjJOei0zM5O0tPYzh6O9/TztztFt8OVMKMmEXtfDyH+Ch59DSlFKkZFTwRdbC1i88yg19U2E+bpzzUXRXNMrmk4R1q0rqzKLl7a+xPK85YR4hjCzx0yu6XANrk7W6wkTQoj2RNO0LUqp9FO9Jz1W4sJmNulH0ax+HnzC4LrPoINjhnLzyutYtCWfr7YVkFteh6erM6O6RvDnXtEMTA6x+o7pRbVFvLHjDb489CWeLp7cedGdTEmbIkN+QghxDtrEdgtC2ETJfvj8FijcCd0n6Bt9etr/LLvqehOvLDvI/HXZNFkUFyeHcPfwDozqGoG3u/X/ihqbjMzdOZcP935Ik2picqfJ3Nr9VoI8bLORqBBCXEhkuwVx4VFKPyx56Wxw9YQJH0LaGLuXYbYoFmXk8fz3+ymva+Ta3jHcMyKVqABPm7WZU53DvSvv5UDFAa5KuopZPWcR4ytbhAghhLWc10OBSql2sfHg+TCPTTRrqIHF98KuTyFhMPz5LfCLtHsZG7PKePLbvew9Vk2fhEDeG9OXrtH+Nm1zWc4yHvv5MZydnHljxBsMih5k0/aEEOJCdN4GKw8PD8rKyggODm7T4UopRVlZWcvKQeFAx3bAopug4ggMfQSG3A92XvGWV17HM//bx5Jdx4gO8OSVSRcxunukTf8bb7I08dLWl5i/Zz5dg7vy76H/JsonymbtCSHEhey8DVYxMTHk5+dTUlLi6FLOmYeHh+zI7khKwaa58MNj4BUMN3wLCfbtralrbOKNlYd5c3UWThrce1kq04ck4eFq22BXUlfC7NWz2VK0hQkdJ/BAnwdwc5atQIQQwlbO22Dl6upKYmKio8sQbV1dOXxzJ+xbDB0uhz+9Ad7Bdi1h79Fqbl+wheyyOv7UM4oHr+hEpL/t5lEdt7lwM7NXzaauqY7/G/x/jE4abfM2hRDiQnfeBishzlnuRvj8Zqgp1PelGnAH2HlYeVFGHo99tZsAL1c+nt6f/km2D3VKKebtmcfLW18m1jeWt0e+TUqgrLwVQgh7kGAl2h+LBda9BMuehoBYuPl7iO5t1xLqTWYe/3oPn2TkcXFKMC9NvIgQH3ebt1vVUMXffv4bK/JWMDJ+JE9d/BTero4/jkcIIS4Uso+VaF9qS+HLGXDoJ+hyDYx5CTxsu9ru13LKapn54Vb2HqvmzmEp3DMi1eqbe55KRmEGD615iDJjGbPTZzO189Q2vfBDCCHaItnHSrQfOevgs2n6vKqr/gPp0+w+9Pf9nkLuX7QDJ01j3o19uLRTmM3bbLI08caON3h719vE+MTw4ZUf0iWki83bFUII8VsyFCjaPosF1v4HVvwTAhPhlk8hsrtdS2gyW3ju+/3MXZ1F9xh/Xr+uFzGBtj8aJr8mn4fWPMSOkh2MTR7Lw/0elqE/IYRwIAlWom0zlMCX0+Hwcug6Dka/aPfDk4ur65n10TY2ZZcztX88j41Ow93F9vtjLc1aytMbngbguSHPcUXiFTZvUwghxOlJsBJtV/Za+OxmMFbogar3jXYf+jtUbOCGdzdRXtvISxN7MrZntM3brDXV8q+N/+Kbw9/QI7QHzw55lmgf27crhBDij0mwEm2PUrDm3/rQX1ASTPkMIrrZvYytuRXcPH8zzk4ai24bYPMjaQB2l+7mwdUPkm/IZ0b3GdzW4zZcnOSvsRBCnC/kN7Joe5Y/rQerruNhzIvg7mv/EvYVcfuCrYT7efD+tL7EB9t2XlNFfQWvbX+NRQcWEeYVxjsj3yE9It2mbQohhGg9CVaibVn1vB6qet2gb6XggO0EPs3I4+EvdtE50o95N/Wx6f5UJouJT/Z9wus7XqfOVMfEjhO5veft+LvbdwsJIYQQZ0aClWg7fn4ZVvwDuk/U51TZOVQppXh95WGe/34/gzuE8MaU3vi42+6v0NqCtTy3+TmOVB1hYNRAHujzAMkByTZrTwghxLmTYCXaho1z4ce/Qec/wdjXwMnJrs2bLYqnvt3De+tzGNsziufH98DNxTY1HKk6wpyMOazOX02cbxyvDnuVITFDZLNPIYRoAyRYifPflvfgf7Oh41Uw7m1wtu9/tg1NZu79ZAdLdh3j1sGJPHxFGk422Em9urGaN3e8yUeZH+Hh4sH96fczudNkXJ1drd6WEEII25AjbcT5bccn8O3dkDICrp0Hdg4ZlXWNzPxwK+uzynj0yjRuHZJkk3Y2F27modUPUWIs4c8d/sydF91JsKftD2wWQghhXXKkjTh/7fkKvroNEgbBhA/BxfaHGB+nlOKLrQX8a2kmVUYTL07oyZ8usv5eUWaLmbk75/Lfnf8lzjeOhcMX0iVYjqMRQoi2SoYCxflp///g85shpi9M+hhcPe3W9IGiGh77ajebjpRzUVwA//hTV7pEWX8VXnFdMQ+teYjNhZu5OvlqHu33KF6utj8GRwghhO1IsBLnn0PL4NPr9U0/r/sU3H3s0mxdYxMvLzvE22uy8HZ34f/+3I0J6bE2mU+1tmAtj659FGOTkX9c/A/Gpoy1ehtCCCHsT4KVOL/s/Ro+vwVCOsKUL8DDPvs1/bCnkCe/3UtBpZFre8fw0BWdCLbB/lQmi4lXtr3CvN3z6BDYgTlD5pAUYJt5W0IIIexPgpU4f2x+B5bcBzF9YPIn4BVk8ybzyut48ts9/JRZTMdwXxbdNoA+CbZpt8BQwAOrH2BnyU6uTb2WB/o8gIeLh03aEkII4RgSrITjKQUrn4FVz0DqKBg/D9xsP9doS04F1729ASdN45ErO3HTxYm4Olt/byqlFD/k/MCT65/Eoiw8P+R5RiWOsno7QgghHE+ClXAsixmW3Atb5kPPKfoxNXbYp8rYaOa+T7cT4uPOJzMGEB1gm8nxRbVF/HPjP1mRt4IuwV14fsjzxPrF2qQtIYQQjifBSjiOqV5f+bdvMQy6F4b/3W7H1Dz3/T6yy+pYeGt/m4Qqi7KwaP8iXtz6IiaLiXt738vUzlNxcZK/ckII0Z7Jb3nhGMZK+Hgy5PwMo56B/jPt1vSGrDLm/ZzNjQMTGJBs/U04syqzeGL9E2wr3ka/yH483v9x6aUSQogLhAQrYX/Vx+DDcVB6AMa9A93G263p2oYmZn+2g/hgLx4Y1dGq1240N/LOrnd4a9dbeLp48vTFTzM2eayc8SeEEBcQCVbCvkoPwYfXQF25vkdV8jC7Nv/M//aRX2Hkk+kD8HKz3n/+24u388S6JzhcdZgrEq/gwT4PypE0QghxAZJgJeyn9CDMv0qfsH7DtxDdy67N/3yolA825HDzoET6JlpnSwWT2cRLW1/i/b3vE+4dzmvDX2NIzBCrXFsIIUTbI8FK2EfZYXhvDCgL3LgEwjrZtfmaehMPfLaTpBBvZl9unSHAo4ajzF41m52lO/lL6l+4N/1evF29rXJtIYQQbZMEK2F75Uf0UGVuhBsW2z1UAfxraSbHqox8NnMgHq7O53y9lXkreXTto5iVmTmXzOHyhMutUKUQQoi2ToKVsK2KHD1Umer04b/wznYvYdWBEhZuymPGJUn0igs8p2uZLCZe2vIS7+19j7SgNOZcMoc4vzgrVSqEEKKtc2iw0jRtDDAmJSXFkWUIW6nK10NVQzVc/41+qLK9SzCaePCznaSE+fDXEanndK2jhqPMXj2bnSU7mdhxIvf3uR93Z+ufJyiEEKLtsv75Ha2glPpWKTXd398+B+0KO6o+CvNHg7ECpn4JUT0dUsY/Fu+lxNDAv6/tcU5DgCvzVnLtt9dyuPIwcy6Zw6P9H5VQJYQQ4jdkKFBYX02h3lNVW6qHqujeDilj+b4iFm3J545Lk+kRG3BW1zBZTLy89WXm75kvQ39CCCH+kAQrYV2GYj1UVR+DqV9AbB+HlFFYVc9Dn++iU4Qvdw3vcFbXaDQ3ct/K+1iZv5IJHScwu89s6aUSQghxWhKshPXUlsJ7V+tzq677DOL6O6SM4pp6Jr+9gdqGJubd1Ad3l9YPAdY31XPPynv4ueBnHuv3GBM6TbBBpUIIIdobCVbCOhoM+jE1FUdg8qeQcLFDyigzNHDdWxs5VlnP+zf3pUtU6+fvGZuM3LX8LjYe28gTA55gXOo4G1QqhBCiPZJgJc5dUyN8OhUKd8HEjyDpEoeUUVHbyHVvbySvoo55N/alT0Lrd1evM9Uxa/ksMgoz9LP+UsbaoFIhhBDtlQQrcW4sFvhmFhxeDle/Ch1HOaSMKqOJqe9uJKu0lnduSGdAcuvP6as11XL7T7ezvWQ7/zf4/7gq6SobVCocSSklh2ILIWzKodstiHZg2ROw8xMY9hj0muqQEmrqTVz/7ib2F9bw5pTeDO4Q2vprNNYw48cZ7CjZwbNDnpVQ1c6YioopfXMuWVdehamw0NHlCCHaMemxEmdvwxvw80vQ5xYYfL9DSqhtaOLGeZvZU1DF69f14tJOYa2+RlVDFbf9eBv7yvcx55I5jIgfYYNKhb0pk4malSup+vwLDKtXg8WCV3o65spKXCMiHF2eEKKdkmAlzs7uz+G7hyFtDFzxHDhgeMXYaGba/M1sz6vklUkXMbJL6/+xrKyvZPqP0zlUeYgXLn2BobFDrV+osKuGw4ep/PwLqr7+GnNZGS6hoQTffDMB4/6MW0KCo8sTQrRzEqxE62Wtgi9vg7gB8Oe3wencDzVurXqTmVvfz2BzdjkvTOjJld0iW32NI1VHuH/V/WRXZfPSpS8xOGawDSoV9mA6ehTD2rVUffElxu3bwcUFn6GXEDBuHD6DB6O5yK86IYR9yG8b0TqFu+Dj6yAoGSZ9BK4edi/haKWRBz7byc+HS3l+fA/G9oxu1fdLjaX8d8d/+ezAZ3i4ePDKsFcYGD3QRtUKWzAVF1O3cRO1GzdQt3ETprw8ANySkgibPRv/sVfjEhLi4CqFEBciCVbizFXkwIfjwcMPpnwOnoF2bb7eZObtNVm8tuIwFqV49s/dGd875oy/X2eq47297zF/93wazY1cm3ott/W4jWDP1q8gFPajlMJcWkrdli3UbtxI3cZNNGZlAeDk64tX374ETZ2CV79+uKemyqo/IYRDSbASZ6auXN8AtMkI074H/9b1Ep0LpRQ/7i3i6SV7ySs3ckXXCB65Mo3YIK8z+n6TpYkvD33J69tfp9RYymXxl3HXRXeR4J9g28JFq5gNtTTmZNOYffyW0/LYUlMDgJOXF57pvQkYNw6vfv3wSOuE5mz/oWghhPg9EqzEH2tqhE+mQGUuXP81hKXZrelDxTU8+e1e1hwsJTXchwW39OPilDMb4lFKsSp/FS9seYGsqix6hvbkhaEv0DOsp42rFn9EKUVjdja1a9ZgWLuWhsx9NJWU/PIBTcM1MhK3hAT8x4zGLSEBj27d8OzaFc3V1XGFCyHEH5BgJU5PKVhyL+T8DOPegfgBdmm2ut7Eyz8dZP66bDzdnHl8TGem9I/H1fnMtl4rNZbywOoH2Fy4mQS/BF689EWGxQ6TYSIHstTVUbtxox6m1qz9ZV5UYiLegwbhlpiIW0I8bgkJuMXF4eRh//l7QghxriRYidPb8Dps+wCGzIZu4+3S5FfbCvjHkr2U1TYysU8s94/sSLCP+xl/v7C2kFt/uJWiuiIe7fco41LH4eokvRyOYCospPq776hdvYa6jAxUYyOapyfe/fsTdNON+AwZglvMmc+TE0KI850EK/H7DnwPPzwGaVfD0Eds3lxjk4WnFu/hww25XBQXwLwb+9ItpnWHKOdW53LrD7dS3VjNm5e9yUVhF9moWnE6ltpaSt96i/J581ENDbglJxM4eTI+QwbjmZ6Ok5ubo0sUQgibkGAlTq04Ez67GcK7wjX/BSfbnn5UXFPP7R9uJSOnghmXJPHA5Z1wdmrdsN3BioNM/3E6TZYm3rn8HToHd7ZRteL3KIuFqq++puSFF2gqKcFvzBhCZ92BW3y8o0sTQgi7kGAlfqu2FD6aAG5eMOljcPO2aXNbcyuY+eEWqo1NvDr5IkZ3j2r1NfaU7mHGTzNwc3Jj/qj5JAck26BScTp1mzdT9H/PUL93Lx49uhPzyst49pSFAkKIC4sEK3Gypkb4ZCoYiuDGpTbfVuHjTbn8/es9RPh78MXtfUmL9Gv1NbYUbeGOZXcQ4B7AWyPfItY31gaVit/TmJ9P8fNzqPn+e1wiIoh6/nn8Rl8lCwWEEBckqwcrTdPSgLuBEGCZUuoNa7chbEQpWPxXyF2nrwCM6W2zphqbLDz57R4WbMxlSGooL0/sSYBX6+fdrCtYx90r7ibCO4K3Rr5FhLccrmsv5upqyt56i/L574GLCyF33UnwTTfh5Onp6NKEEMJhzihYaZr2LjAaKFZKdT3h9VHAS4Az8LZS6hmlVCZwm6ZpTsBbNqhZ2Mr6V2H7hzDkAZuuACyurmfmgq1syalg5tBk7h/ZsdXzqQCW5S5j9qrZJPkn8eZlb8oO6nZSv28fFQs+omrxYpTRiP/YsYTe+1dcw8MdXZoQQjjcmfZYzQdeBd4//oKmac7Aa8BlQD6wWdO0b5RSezVNuxp4qPk7oi3Y/x388DfoPBaGPmyzZrbnVTL9/QwMDU28NrkXV3Vv/eHJAIuzFvPY2sfoEtKF14e/jr9761YPitaxNDZS8/0PVCxciHHrVjR3d/xGX0XQlCl4pNlvw1ghhDjfnVGwUkqt1jQt4Vcv9wUOKaWyADRN+xgYC+xVSn0DfKNp2hLgI+uVK2yiaA98fjNEdoc/2W4FYF55HTfO24Sfhysf3NyPjhG+rb6GUor3977PnIw59I3oyyvDXsHL9cyOthGtZzp6lIpPPqXys88wl5XhGh9H2IMPEnDNn3AOCHB0eUIIcd45lzlW0UDeCc/zgX6apg0F/gy4A0t/78uapk0HpgPExcWdQxninFQf1Q9WdveFiQv1lYA2YGw0M+ODLVgsiven9SUhpPUrDc0WM89nPM+CzAWMjB/Jvwb/C3fnM984VJw5486dlL45F8OKFQD4DB1K4KRJeF88EM3GW28IIURbdi7B6lSTYpRSaiWw8o++rJSaC8wFSE9PV+dQhzhb9dWw4C/QUAPT/mezFYBKKR75cheZhdW8e0OfswpV9U31PLTmIZblLuP6ztdzX/p9OGnyD7y1NRw6RMlLL1Hz4084BwQQfMstBE74C67R9jt0Wwgh2rJzCVb5wInr2mOAo+dWjrAbswkW3QDFe+G6TyGim82amr8umy+3FXDvZalc2ims1d+vqK/gzuV3srNkJw/2eZApnafYoMoLm6mggJJXX6Pq669x8vQk5K47Cbr+Bpx9bLuHmRBCtDfnEqw2Ax00TUsECoCJwGSrVCVs6/i2CoeXw9WvQMoImzW1MauMfyzJZERaOLMuTWn19/Nq8pj500yOGY7x76H/5rL4y2xQ5YWrqbycsjffpOKjhaBpBN1wA8HTb8UlMNDRpQkhRJt0ptstLASGAiGapuUDjyul3tE0bRbwPfp2C+8qpfa0pnFN08YAY1JSWv8PrjgHq+c0H6z8APS63mbNHKsycsdHW4kP8uI/E3rg1MotFXaX7uaOZXdgVmbevvxtOffPiswGA+Xz5lM+bx6W+nr8/3wNoXfcgWvk2a3SFEIIodOUcvz0pvT0dJWRkeHoMi4MOz6GL2dA94n6GYA22h27ocnMhDc3cLCohq9nXUxKWOtWAK7KW8Xs1bMJ8gjijRFvkOifaJM6L0Q1y1dw7NFHMVdU4Hv55YTefRfuSUmOLksIIdoMTdO2KKXST/WeHGlzIclaBV/PgoTB+hCgDY8ceeKbPWzPq+S/U3q1OlR9fuBzntrwFJ2COvHa8NcI8QyxUZUXFmWxUPra65S+9hrundOInfsmnt1sN7dOCCEuRBKsLhTFmfoZgMEpMOFDcGn98TFnauGmXBZuyuP2ocmM6tq6oaVlOct4cv2TDIweyH8u+Y/sUWUl5upqjj7wIIaVK/EfO5aIJ5/AycPD0WUJIUS7I8HqQlB9TN+rytUTrlsEnrbb2HFbbgWPf72HIamh3DeyY6u+u6tkFw+teYhuod14ceiLeLjIP/zW0HDwIPmz7qSxoIDwxx4j8LrJckCyEELYiEODlUxet4P6avjoL2Cs0PeqCoj94++cpZKaBmZ+uJVwf3dentizVef/5dfkM2v5LII9g3n50pclVFlJ9Xffc/SRR3Dy8iJ+/jy80k85JUAIIYSVOHSHRaXUt0qp6f7+cs6bTZiMsHCSvlfVX96DyB42a6reZGbGBxlUGht5c0o6AV5nPtRY1VDFHcvuoMnSxOsjXpfDlK1Amc0U//vfFNxzDx4dOpD4+WcSqoQQwg5kKLC9amqET2+AnJ9h3NvQwXb7P1ksivv/v737Do+yWPs4/p2ENNIooYZQAgjSwVAVRWygIh5s2A4iAoIIKEq3K4IFbBQREFREUPEVBBQsCILSm/QOIdQkJIRANsnO+0dWDyhoILvZTfh9rutcZJ8yz53Bs97OzHPP5+tYve84Y+5vRK3yEbm+NzM7kycXPsm+E/sYf8N4YiP1dlpeZSUnk9DvKU4uRU1V0AAAIABJREFUXUqxe+6hzJDB+AV6bk2diIj8jxKrwsiZnVNSYft3cOtbUPdOjz5u5IJtfLP+IAPb1uTmurlfrG6t5flfn2f5oeUMu2oYjcs29mCUhZPz9Gkce/bg2LWLjJ27yNi1k/SVK3EeT6HsSy9S/K67vB2iiMglRYlVYWMtzHkSNs6EG16EuM4efdyMlft576cddGwcQ/erL2y06f317zNr5yx61u9Ju6rtPBRh4WCtJXPvXtLXriVj23YcO3eSsWsXmfHxOX/nAMYQUKECIXXqEtXjUULq1fNu0CIilyAtXi9MrIUFz8KqydCyH1zZx6OPW7rjGINnbuCqalG8dHudC3rTbPbO2YxeO5rbqt7Go/Uf9WCUBZN1ODi1cSOnVq8hfc1qTq1ZS3ZiIgAmMJDAypUJrlObyNtuI6hqLIGxsQRWrqwSCiIiXqbK64XJojfgx5egcVe4+XWPFgDdcSSNDmOWUCYimC97tiAiOCDX9644tIJuC7rRsHRD3r/+fQL8c39vYXZq3TpOfP8D6WtWc3rD79iMDAACKlakaMOGhDRqRNFGDQmMjcX4+3s5WhGRS5cqr18Kln+Qk1TVuwfavubRpCoxLYPOk5cTWMSPSQ81vqCkanfKbvr+1JeY8BhGtRqlpAqwWVkcHT2axHHvg78/wbVrUfzeewlp1JCiDRtSpFQpb4coIiK5pMSqMFg3HeY+BTVugfZjwM9zVTROZ2bT9aOVHEnNYHr35sSUyH1l9JOZJ+n9Y2+K+BVh9HWjiQxSmY3Mw0dI6NeP9JUriezQgTKDB+MfFurtsERE5CIpsSrotsyB/+sBVa6BOyeBv+f+Ss8sqzD2/kY0iMl9BXdrLc8vfZ59J/Yx4cYJxIR7rlBpQZG2+BcS+vfHefo05UcMJ7J9e2+HJCIieeTVAqHGmHbGmPEpKSneDKPgWvNJTq2q8g2h46cQ4NmFy28u2Mo36w8yqG1N2l5AWQWA6Vun8+2eb3m84eOXfFkFm5XFkTdHsr9rV4pERVHlyy+UVImIFBKqvF4QOZ05b/99/RhUvgoe+BKCwjz6yClL9zD6p53c2ySGbhdYVmHjsY28tuI1Wka35OE6D3sowoIh89Ah9nZ6iMQPPqDYXXdR+fMZBMWqKKqISGGhqcCCxnESZnaDLd9AXBdoOwI8vAB8zMIdvPbtVq6/vAwvtr+wsgopGSn0+7kfUSFRDLtqGH7Gq7m8V6X9/DMJAwZiHQ7Kv/46ke1u9XZIIiLiZkqsCpKUAzCtIxz+PefNvybdPPr2n7WWN+ZvZfRPO7mtfnnevLs+Af65T4ystQxdMpTD6YeZ0mYKxYJzvyarMMk8dIhj48Zx/LPpBNWsSfSokQRVqeLtsERExAOUWBUUB1bnbKjsOAn3TofLbvTo45xOy4vfbGLy0j10bBzDK/+pi7/fhSVxUzZOYeH+hQxoPIB6pS69KuCZhw6ROP4Djn/+OdZaij/4IKWf6odfUJC3QxMREQ9RYlUQbPoaZnaH0FLQZSaUqe3Rx2U7LYNmrmfGyni6XFWFobdcfkHTfwBrjqzhrdVvcUOlG7j/8vs9FKlvyjx4kMQPPuD4519graVYhw6U7NaNwArR3g5NREQ8TImVL7MWfhkJP7wIFRrnvPkXVtqjj8zMdvLE9LV8s/4gva+rzhPXV7/gpCrpdBJP/fwU0WHRvNDihQu+v6DKPHiQY+PHk/LFl1igWIcORHXrSkC0EioRkUuF9gr0ZfMGwPL3oc6d0H60x8spnM7M5rGpq/lhyxEGta1J92uqXnAb2c5sBi0exPHTx5l6y1TCA8M9EKlvydi1m6SPP+L4F18CSqhERC5lXk2srLWzgdlxcXFdvRmHTzq4Piepyod9/wBOZmTR9aOVLN2ZyEu31+HBZpUuqp3xG8azNGEpzzV/jpolaro5St/h2LeP1LnzSJ03j4ytWyEggGJ3dCCqWzcCypf3dngiIuIlmgr0VQuHQ1AktB7q8aRq88FUhny1gbX7jzPy7vp0aFThotpZemApY9eOpV1sO+6ofoebo/Q+R/wBTnw7j9R533J640YAQho2pMzgQYS3aUNAac9O04qIiO9TYuWLEtbC1jnQajCEeKZEQboji2/WHeTT5ftYu/84QUX8GH1fowuuqP6HlYdW0ndhX6oVr8bQZkMLzbqqrKQkUmbNInXePE6vWw9AcL16lO7fn4g2N2l0SkREzqLEyhctHA7BkdDsUbc3/fuBFKYt38fXaxNIy8iieukwnrm1Fh0aRlM8NPCi2lxzZA09f+hJ2dCyjL9hPEUDcr8xs686vWkTSZ9MJfWbb7AOB0G1LqdUvyeJaNuWwAoXN6InIiKFnxIrX3NgNWyblzMFGOyerX7SMrKYtTaBacv3seFACkFF/Li1XnnubRLDFZWK52l0ae2RtTy64FHKFC3DxBsnEhUS5ZaYvcFmZXHi+x9I+uRjTq1chSlalGJ33kHx++4jSC9YiIhILiix8jULh0NIcWjS3S3NLd+dxCNTVpB6OouaZcN54bba3N4gmsiied8GZ8PRDfT4vgdRIVFMuHECpYqWckPE+S8rOZnjX3xB8qfTyDp4kIAKFSg9YADF7uiAf0SEt8MTEZECRImVL4lfBdu/g+ueheC8/wv9t12JPDx5BeUig5n8cBMaxhRz29qnjYkb6b6gO8WCijHxpomUCS3jlnbzU1ZyMkdHjiJl9mzs6dMUbdaMskOHENaqFcbf39vhiYhIAaTEypcsfBVCSuTsAZhHS3ceo8vklVQoHsLUrk0pHe6+GlibEzfTbX43IoIimHTTJMqGlnVb2/nFsWcP+7p3JyvhIJG3307xBx8g+LLLvB2WiIgUcCoQ6iv2L4cdC+D65yEob0U1l+w4RpcpK6hYoiifdm1GVJj79qbbmrSVrgu6EhoQysSbJlIu7OLeIvSm9FWriO/5GPj5UXHKFIo2aujtkEREpJDw8+bDrbWzrbXdIiPds0i7QFv4KhQtmVMQNA8WbTvKw5NXULlkKNPcnFRtT95O1/ldCfYPZuJNE4kOK3iVxVO+mcO+hzrjX7w4lad/pqRKRETcyquJlbjsWwY7f4Qr+0BQ2EU3s3DrER75aCWxpcL4tGszSroxqdqXuo9H5j9CgF8Ak26aREx4jNvazg/WWo6NG0fCU08RUr8+lT+bRmDFit4OS0REChmtsfIFC4dBaClo/MhFN/HTliN0/3gV1cuE8UmXphddk+p8Xl/5OpnZmUy5ZQoVIwpWQmIdDg4+9zwpX31FxG3tKPfyy/gFurd/REREQImV9+39FXYthBtfhsDQi2rih82H6fHJamqUDefjLk0oVtS9ScP6o+tZuH8hjzd8nMqRld3atqdlp6YS37sP6b/9RtRjjxHV67FCUxVeRER8jxIrb1s4DEJLQ1yXi7p9wabD9Jy6ilrlIvjo4aZuqU/1V++teY/iQcW5//L73d62Jzni49nf/VEc+/ZRfsRwItu393ZIIiJSyCmx8qY9v8DuRXDTqxB4YdvAOJ2WsT/v5M35W6lXoRhTHm5CZIj7k6oVh1bw68FfeSruKUIDLm5ELb85T5/m+IwZHBs7DpudTcUJEwht2sTbYYmIyCVAiZU3/fQqhJWFuM4XdFtiWgZPzFjHom1HaVe/PK92qEtYkPv/Kq21vLfmPUqFlOKeGve4vX13c6ank/zZdBInTSL72DGKxsVR9sUXCIqN9XZoIiJyiVBi5S27F8HeX6DNCAgIyfVtK/Yk8fina0hKd/DKf+pwX5OKHlsztDRhKauPrGZI0yEEF3FfgVF3y047SfK0T0ma9CHZycmEtmhO1KiRFG3c2NuhiYjIJUaJVX5K2gVbv83ZZHnvUggvB1c8lKtbnU7LuEU7eXP+NmKKhzCzRwvqRHuu/pe1lnfXvEv50PLcUf0Ojz0nL7JPnCB56lSSPpxMdkoKoS1bEtWjh2pTiYiI1yix8iRndk5F9W3zchKqY1tzjpeqCc17QaP/QsC/jwQlnXTQb8Zaftp6lFvqlmP4HXUJD3b/eqoz/bj/RzYmbuTFFi8S4O/ZZ12ojN27Sfn6a5I/nYYzNZWwa68lqsejhNSr5+3QRETkEqctbTwheS/8NAy2z4dTSeBXBCpdmbOW6rI2UKJKrptauSeJx6etITHNwUvta/NAs0oeLxfgtE7eW/MelSMq065qO48+K7cyExJInTePlDlzyNi0GYwh7LrWRPXoQUjt2t4OT0REBPByYmWtnQ3MjouLy9s+Lr5m/hDY/j3Uui0nkap2HQRf2LSdtZYPFu9ixLdbiS4Wwpc9WlC3Qv5s/fPt7m/ZcXwHr139GkX8vPePSFZiIqnffkvqnLmcWr0agOB69Sg9cAARbdsSUKaM12ITERE5F00FulvmKdjxAzS8H25586KaSHdk0f+L9Xyz/iBtapfltbvqEeHhqb8/ZDmzGLNuDNWKVeOmyjflyzPPZK3lxPwFHJ8+nZO//QZOJ0HVq1Oqbx8ibr5Z29CIiIhPU2LlbrsWQmY61Lzlom7fl5hOt49XsvXwCQa0qcmj18Tma6Xw2Ttnszd1L29d+xZ+Jn+3ksw6doyDzz9P2vc/EBATQ8luXYm4+WaCL7ssX+MQERG5WEqs3G3LHAiKgEpXXfCtv2w/Rq9pq3E6LR8+1JhWNUp7IMDzc2Q7GLtuLLVL1qZ1TOt8fXbqt99x6IUXcKalUfrppynxUCeMv3++xiAiIpJXSqzcyZkNW+dB9RuhSO736/tjPdXweVuoVjqM8Q/GUTkq/6ucz9w+k4MnD/Jc8+fybZQs+/hxDr30Mqlz5hBcuzblh79KUPXq+fJsERERd1Ni5U77l0P6sQuaBjzlyGbAl+uZtS6BtnXK8vpd9T1SRf1f48g6xfj142lUuhEtyrfIl2eeWLiQQ888S1ZyMlG9Hyeqa1dMgG+VdhAREbkQSqzcaesc8AuAatfn6vL9Sel0/3gVmw+l8vRNNejZqmq+rqc604ytMzh66iivXf2ax2PITkvj8KuvkvLlTIKqVyfm/XEE16rl0WeKiIjkByVW7mItbP4GYq+B4Ih/vXzZrkQe/WQVWU7LpE6NubZm/q6nOlNKRgoTN0ykebnmxJWN8+izTi5bTsKggWQdOkzJrl2JerwXfoG5nzYVERHxZUqs3OXoFkjeDVf2/tdLNx9M5eHJKygbGcyETo2p4oX1VH9YdXgVgxYP4oTjBH0a9fHYc6y1JE2cyJGRowiMiaHyp1MJadDAY88TERHxBiVW7rJlTs6fl7X9x8uOnDhNl8krCAsuwtRHmlE20jubG2c5s3h//fuMXz+e6LBoPmr7EbWjPFPBPDstjYODBnNiwQLCb7qJcq+8gn+Y95JJERERT1Fi5S5b5kB0HESUO+8lpxzZdJ2ykuT0TD5/tLnXkqr4E/EMXDyQdUfXcVvV2xjcdDChAZ5JdDJ27iT+8d449uzJKaPwcGevrSMTERHxNCVW7pByABJWw3XPnfcSp9PS7/O1rD+QwvsPXEGd6PzZnuav5u6ay0u/vQTAiJYjuDn2Zo89K/W7+RwcNAgTHEzFSZMIbdbUY88SERHxBUqs3GHr3Jw/a9563kvemL+VuRsOMeTmy7mxdtl8Cux/TmaeZNiyYczaOYsGpRow/OrhRIdFe+RZNiuLI6NGkTRxEsH161Hh7bcJKJv/v7OIiEh+U2LlDlvnQslqUOrcW698vnI/Yxbu5N4mFXmkZZV8Dg42HN3AgMUDOJB2gB71e9CtXjePba6clZjIgSf7kb5sGcU63kOZwYP11p+IiFwyvJpYGWPaAe2qVavmzTDy5tRx2L0Imj92ztO/7Upk8FcbuKpaFC+2r53v64uWH1xO9++7UyqkFB/e9CGNyjTyyHOstZxcvJiDzz5HdlIS5YYNo1iH/3jkWSIiIr7Kq4mVtXY2MDsuLq6rN+PIkx3fgzPrnNOAu46m0f3jVVQqGcro+xsR4J+/mxrHn4in38/9iAmP4eO2HxMZ5P51XTYri9TvviNxwkQyNm8moEIFKk37lJDannnDUERExJdpKjCvtsyB0NI5bwSe4Xi6gy5TVuLvZ5jUqTGRIfm7VUt6Zjq9f+pNts3m3dbvuj2pcp4+zfGZM0ma9CGZ8fEEVqlCuVdeIbLdrRhN/YmIyCVKiVVeZGXA9gVQpwP4/W80ypHlpPvHqziQfIpPuzalYsmi+RqW0zoZ/Mtgdh7fydjrxlIpopLb2s5OSSF52jSSPvqY7KQkQurXp8zAAYS1bo3xy98ROREREV+jxCovdi8Gx4mzpgFPZ2bT57M1LNudxNsdGxBXuUS+hzVu3Th+2PcDT8U9RYto92yonJ2SwrGx4zg+YwbO9HRCr25JVNeuhMTFqS6ViIiIixKrvNg6BwJCocrVACSfdPDIRytZvS+Z59rVon0Dz5Qz+CcL9i5g7Lqx3Fb1Nv5b679uaTMzIYF9Xbvh2LOHiJtvpuQjXQiuUcMtbYuIiBQmSqwultMJW+ZC9eshIJj9Sel0mrSc+OOnGH1fI26ue/4K7J6yNWkrQ34ZQr2oejzb/Fm3jCSd3raN/V274Tx5koofTiK0SRM3RCoiIlI4KbG6WAmrIe0Q1LyVDfEpdJ68nMxsy9RHmtLYC9N/yaeT6fNTH8IDwnnr2rcI8g/Kc5vpK1awv+dj+AUHU2nqJxqlEhER+RdabXyxtswB489i05B7xv9KUBF/vuzR3CtJVaYzk34/9+No+lHebv02pYqWynObqQsWsK/LIxSJiqLyZ9OUVImIiOSCEquLtWUOh0rE8dC07VSJCuWrni2oVjrcK6GMWD6CFYdW8HyL56kTVSfP7SV/9hkH+vQl+PLLqfTpVAKi83+tmIiISEGkqcCLYI9txxzbypjMTlxZLYox9zciLMg7Xfn5ts+ZvnU6D9V+iHZV2+WpLWstx959l2NjxhJ2zTVEjxqJX9H8LRUhIiJSkGnE6gJlZjuZ8/lEAIJq3crETnFeS6o2JW5i2LJhXBl9JX0b9c1TWzYri0PPPsexMWOJvKMDFUa/p6RKRETkAmnE6gINm7uZWw7+wOHwmgy+7wav1XBKz0yn/6L+lAguwfCrhuPv53/RbWUfP07C4CGk/fgjJR/tTqk+fVSbSkRE5CIosboAv2w/xuwl63gmeDt+TQaDF5OPEStGsC91HxNunECx4GIX1UZ2WhpJk6eQNHkyzpMnKTN0KCUeuN/NkYqIiFw6lFjl0vF0B5Onz2BC6FT8si3UuNlrsXy35ztmbp9J17pdaVLuwutKOdPTSZo6laQJE8lOSSH8hhuIerwXwZdd5oFoRURELh1KrHJj/3ISpg1mQtYKsoJLwI2vQ9m8v313MRLSEnhh6QvUjapLjwY9LuheZ0YGx6dP59j748lOTCT0mqsp9XhvQurU9lC0IiIilxYlVv9k/3JYOBx2/kAZG86S2N5c2XEABIV5JZxsZzaDFg/CiZMRLUcQ4BeQq/usw8HxmV9xbOxYsg4fpmizZpR6912KNmro4YhFREQuLUqszuWMhCo7pARv8QCrSv2Hjx5oDf7ee5Fy/IbxrD6ymmFXDSMmIiZX92QmJLC3c2cy9+4jpEEDyo8YTmizZh6OVERE5NKkxOpMJxPhq26w43soWhLndS/QZWN9lp/MYN69zSnixaRqzZE1jFs3jltib8l1vSpnejr7H+tFdmISFcbl1KbS234iIiKeozpWZ5r3NOz6Ga5/AfqsZxK3sXBPOs/eWotKJUO9FtYJxwkGLhpIudByDG06NFf3WGtJGDyEjC1biB75JuGtWimpEhER8TCNWP1h23fw+5fQajBc1Zeth07w2ndbuf7yMtzTOHfTbp5greWlX1/icPphprSdQlhg7tZ3JY4bx4lvv6X0008TdvXVHo5SREREQCNWOTJOwDdPQqnL4aonyMjKpu/0tYQHFWH4HXW9OtIza+cs5u2ZR88GPalfqn6u7kldsICjb79DxG3tKPFwZw9HKCIiIn/QiBXADy9B6gHoMh+KBDJq3hY2H0xlwn/jiAoL8lpY+1L38cqyV7iizBV0qdMlV/ec3rqNhAEDCa5Xj3IvvaTpPxERkXzkkRErY8ztxpgPjDFfG2Nu9MQz3Gb/clg+Hpp0g5gmLNuVyPuLdnJvkxiur1XGa2FlZGfw9KKnCfALYHjL3G1Zk5WcTHzPnviHhlLh3XfxC/JeUigiInIpynViZYyZZIw5Yoz5/S/H2xhjthpjdhhjBgJYa//PWtsVeAi4x60Ru1OWA2Y9DhHRcN0zpGVk8eSMdVQsUZSht9TyWljWWl789UU2JW7i5Stfpmxo2X+/JzOTA336knX0KBVGv0dAmdL5EKmIiIic6UJGrCYDbc48YIzxB0YDbYFawL3GmDMzkqGu877pl1FwdAvcOhKCwpn6214OHD/Fm3fVJzTIe7Okn275lFk7Z9Gzfk+urXhtru45/OqrpC9fTrmXXiSkXj0PRygiIiLnkuvEylq7CEj6y+EmwA5r7S5rrQP4DGhvcowA5llrV5+rPWNMN2PMSmPMyqNHj15s/BfvyBZY9DrUuRMuu4msbCcf/bqXZrEliKtcIv/jcVl+cDmvr3ida2OupXv97rm6J/mz6SR/Oo0SXR4msn17D0coIiIi55PXNVbRwP4zPse7jj0OXA/caYx59Fw3WmvHW2vjrLVxpUqVymMYF8jphNm9c7amaTMcgO83H+bA8VM81KJK/sZyhoS0BJ76+SkqRlRk2FXD8DP//teTvmIFh15+mdCrW1L6ySfzIUoRERE5n7zOd53rlTNrrX0HeCePbXvOyomwfxncPhbCcpK6SUv2UKF4CDd4acH6qaxT9P2pL5nOTN659p1c1as6sXAhCQMGEhgTQ/Qbb2D8/32Bu4iIiHhOXkes4oEzq2dWABLy2KZnpRyA71+A2FZQ/14ANiaksHx3Ep2aV8bfL//LE1hreeHXF9iStIURV4+gcmTlf77e4eDwiNeIf7QHAeXLE/PBePwjIvInWBERETmvvI5YrQCqG2OqAAeAjsB9ub3ZGNMOaFetWrU8hpFL1sKcfuDMglvfAleNp8lL9hAS4M/dcd6psP7Rpo+Ys2sOjzd8nKsr/HOVdEf8AQ70e5LT69ZT/L57KT1ggMoqiIiI+IgLKbcwDfgVqGGMiTfGdLHWZgG9gO+AzcAMa+3G3LZprZ1tre0WGRl5oXFfnE3/B9vmQeshUCJnLVViWgZfr0vgjiuiiSwakD9xnOHXhF8ZuWokN1S6ga51u/7jtakLFrC7QwccO3cR/dZblH32WSVVIiIiPiTXI1bW2nvPc3wuMNdtEXlKxgmY2x/KNYCmPf48/OmyfTiynDzUonK+hxR/Ip6nFz1NbGQsL1/58nmrpDsdDo689jrJn3xCcJ06RI8aSWCM9/YvFBERkXO7dLa0WT8DTh6Bez4B/5xfOzPbyce/7aVl9SiqlQ7P13DSM9Pp81MfnNbJ29e+TdGAoue8zrF3LweeeJLTmzZRotN/Kd2vHyYwMF9jFRERkdy5NBIra2HVh1CmLsQ0+fPw3A0HOXIigxF35H9BzRErRrDj+A7GXDeGihEVz3lN6vz5HBw0GPz9qTD6PcKvuy6foxQREZEL4ZG9AnPLGNPOGDM+JSXFsw86sBoObYC4h/5csA7w4ZI9VIkK5ZrL8reO1takrXy1/Ss61erEldFXnvOatCVLOPDEkwRWq0rsVzOVVImIiBQAXk2s8m3x+qpJEBAKde/+89Cafcms3X+cTs0r4ZfPJRZGrRpFeGA4j9R75JznM3bs4ECfvgRVrUrFiZMIiI7O1/hERETk4ng1scoXp1Pg95lQ9w4I/l+tp8lL9xAeVIQ787nEwm8Hf2NJwhK61etGRODfa09lJSWx/9EemOBgYsaNxT8sNF/jExERkYtX+NdYrZ8BmelwRec/Dx1OPc2c9Qf5b/PKhOXjZstO62TUqlGUCy1Hx5od/34+I4P4x3qRdfQolT7+iIDy5fMtNhEREcm7wj1iZS2s/BDK1YfoRn8envrbXrKtpVOLSvkaznd7vmNT4iYeb/g4Qf5n15+y1nJw8BBOrVlD+REjCKmX/wvqRUREJG8K9+L1+BVwZONZo1WnM7OZumwf19UsTaWS+TfNlpmdyTur36FG8RrcEnvL384fGz2G1DlzKPXEE0S0uSnf4hIRERH3KdyL11dNhsAwqHvnn4dmr0sg8aSDzldW8cwzz2PGthnEp8XzxBVP4GfO7vaU2d9w7L33iLz9dkp2++fq6yIiIuK7Cu9U4KnjrkXrd0FQTvFPay2Tl+7hsjJhtKhaMt9CSXOk8f6692lariktyrc461z66jUcHDyYonFxlHvxhfNWXxcRERHfV3gTq/XTIesUxP1vGnDFnmQ2JqTyUIsq+ZrATPp9EskZyTxxxRNnPdexfz/xvXpRpHw5ot99RxXVRURECrjCmVj9sWi9fKOchesuHy7ZTWRIAP9pmH91oY6mH+XjTR/TtnJbapes/efx7NRU9j/aA5udTczYcRQpXjzfYhIRERHPKJzlFvYvg6Ob4bZ3yXZaFm8/yperD/DdxkN0vTqWkED/fAtlzLoxZNksHm/0+J/HMg8fJr53bxx791JxwgSCYvN3vZeIiIh4hlcTK2NMO6BdtWrV3Nvwyg/JDgxnVEIdZsz7gSMnMihWNIAHm1Wi17VuftY/2JWyi6+2f0XHmh2JCc8pRHpy2XIOPPkkzlOniB75JqHNmuZbPCIiIuJZXk2srLWzgdlxcXFueRUu+aSD71ZupsP6L/ksqxVjlx7i2hqluKNRBVpfXpqgIvk3UgXw9qq3CS4STLd63bDWkjTpQ46MHElgxYpUmjKZIHcnlCIiIuJVhWIq0Om0DP5qA1+ujudB5hIYkElYiy781rI1pcKD/r0BD1hzZA0/7v+RXg16EZkVxIH+fTlyXxN3AAAV5UlEQVQxfz7hN95IuWGv4B8W5pW4RERExHMKRWL17cZDfLZiP3c1imZAwq8QGkeHm9t6LR5rLaNWjaJUSCk6Bl/FnrvvxrFnD6WffpoSD3dWSQUREZFCqsAnVtlOy8gF26hWOozhjdPwn7IDrhnt1Zh+2v8Ta46s4Y3sDhy697+YkBAqTpqk9VQiIiKFXIFPrGatO8COI2mMub8R/qufgaBIqN3Ba/FkZGcwctnr9PolnIqLZxDUoAHRb79FQJkyXotJRERE8keBrmOVme1k1ILt1CoXQZsqAbDpa6h/DwQW9VpMH/0+hdum7eXqxckUv/9+Kn00RUmViIjIJaJAb8L8xap49iWl0+/Gy/BbPw2yHWdtuJzfDp08xO5JY2i5yVKqT2/KPjNU1dRFREQuIQV2E+bTmdm888N2GlYsRutqkbByEsQ0hTK1PBBp7nw0fSj3LsigSMvmlOze3WtxiIiIiHcU2KnAacv3cTDlNE/dWAPz7QBI2gUt+3ktnpWbf6DF2CVkRkUQ++ZbGL8C27UiIiJykQrkv/3THVmM/mknzWJL0CJlDqyaDFc9CZfd5JV4Mh2nOfRUf8JPGaqOGY9/RIRX4hARERHvKpBvBX70616OpWXw8U0GM/cpqNoaWg/1Wjy/PP8YVXemk9zvfiLr1P/3G0RERKRQKnAjVidOZzLu553cVq0Ily/qBeFl4Y6J4Je/29X8IWHe15SduZT1LcrS/JEhXolBREREfEOBG7Ga+Mtu0tJPMSxrNJxKhi7zoWgJr8Ti2LuXo4OfYX85Q9zwsaqoLiIicokrUCNWyScdTFy8m3Flvibs0DK47R0oV88rsThPnWJHz+5k2Ez29r+LqqVreiUOERER8R0Fqo7V+MW7aJ31M9enfAlNe0C9uz0c4blZazn43POway+T7ypOp+ue9kocIiIi4lsKTB2rIydO89uShbweOAEqXQk3vpQPEZ7b8enTSZ01ixlX+dGm40DCAsO8FouIiIj4jgIzFfjh92t42+9N/IoWh7smg3+AV+JIX72GQ68M4/fqgexo34BbY2/1ShwiIiLiewrE4vWEpDRarOlPef9kitz7LYSV9kocpzZuZH/37qSVCGbkLaeY2HwIfqbA5KYiIiLiYQUiK9g+7Wla+q3nROthUCHOKzFkbN/O/i6PkF00iEF3OmhT/05qlfTe9jkiIiLie3w7sbKWk3Of4Zqjn7Ks5O0Ub9nNK2E49uxh78MP4/Bz0v/OU9gyJendsLdXYhERERHf5buJldMJ3w4kdPk7fJp9HeXuHe2VMDIPHGBv586cOp3GU3ecJDK2BtNunUbx4OJeiUdERER8l28mVs5smN0blo3jI25hSY0hVIzK/zfvMg8fYXenTqQdP8aQuzJp0qwDH7b5kNJFvbPGS0RERHyb7y1ez86Erx6F379gdeWuPLulFV9fUzXfw8hKTGRnp/s5fSSBV+4N4IHbBnFPjXtUXV1ERETOy7cSq6wM+LwzbJ1Dduvn6LWkPk2rFKV+TLF8DSP7+HE2PdgRZ3w87z5YjIGd3iWurHcWzYuIiEjB4TtTgY50mNYRts6Btq8zK/xuElJO0/2a2HwNI/NEKisfuB32xjOjcxVe6fWVkioRERHJFd/Y0uZ4MnxyB+xaCO1HY5t05f2fd1G9dBitLvP8eibrcJCxcyeJ8+exuGMbiu46zOJHm/Jsn5mUDS3r8eeLiIhI4eDVqUBr7WxgdlzliK7EH4c7JkCdO1i07ShbDp3gtTvr4efnvjVNWUlJZGzbhmP3bhx79pCxZw+O3XvIjI/PeQsRKOUHe/q2p2fXV7WeSkRERC6Ib6yxyjwFd38GNW8GYPyinZQOD6J9g/Jue8SptWvZ2+khbEYGACY4mMDKlQmuXYuIW25me3g6rx+eSuurHqB3y4Fue66IiIhcOnwjsSoR+2dS9fuBFJbsSGRAm5oEFfF3S/PO9HQODBhAkZIlKffySwRWqUKRMmUwfjkzoYdOHqL/rDuIqVuHHi36ueWZIiIicunxjcQqKPzPH8cv2kVYUBHua1rRbc0ffu01Mvftp+KUyYQ2aXLWuWxnNgMXDyTLmcVrV79GgJc2dxYREZGCz3feCgTik9OZs+Eg9zaJITLEPQlO2s8/c/yz6ZR4uPPfkiqADzZ8wKrDqxjSbAgVI9yXzImIiMilx6cSq4m/7MYAna+s4pb2spKTSRgylKDLLqNUnz5/O7/myBrGrhvLLbG30C62nVueKSIiIpcu35gKBFLSM5m+Yj+31S9P+WIheW7PWsuhZ5/DmZJC+YkT8AsMPOt8qiOVAYsGUD60PEObDtUbgCIiIpJnPpNYfbJsL+mObLpe7Z6CoClff82JBQso/fRTBNeocdY5ay0v/voiR9OPMqXtFMIC838fQhERESl8fGIq0Fr4cMkerr6sFJeXi8hze474Axx+6WVC4q6gxEMP/e38/+34P77b8x2PNXyMeqXq5fl5IiIiIuAjI1bJ6Q6caRl0d8NolXU6OThoEADlh4/A+J9dsmFXyi5eXf4qTcs25eE6D+f5eSIiIiJ/8IkRq2NpGdQuH0GLqiXz3FbS5Cmkr1hBmSFDCKwQfdY5R7aDAYsGEOQfxLCWw/AzPvHri4iISCHhEyNWGVlOul0dm+cF5Ke3buPoqFGE33A9kf+5/W/n31r9FluStvBu63cpXdTzexCKiIjIpcUnEqsAfz9uqVsuT204HQ4S+vfHLzKSsi+8cFaSZq1l8sbJfLzpYzrW6EirmFZ5jFhERETk73wisapQPIQi/nmbljv2zjtkbN1KhbFjKFKixJ/HndbJGyvf4ONNH9Omchv6N+6f13BFREREzsmriZUxph3Qrlq1anlqJ3HyZBInTKTY3XcTfu21fx7PzM5k6JKhzN09l/svv5/+jftrXZWIiIh4jFezDGvtbGttt8jIyIu9n6NjxnBk+AjCb7qJskOH/HnuZOZJev3Yi7m759KnUR8GNB6gpEpEREQ8yiemAi+GtZajI0eS+MEEItu3p9wrL2OK5Pw6iacSeeyHx9iStIUXW7zIf6r/x8vRioiIyKWgQCZW1unk8CvDSJ46lWId76Hss89i/HJGo+JPxNN9QXcOpx/mrWvf0kJ1ERERyTcFLrGy2dkcfOZZUmbOpETnzpTu//SfbwBuSdpCj+974Mh2MOHGCTQo3cDL0YqIiMilpEAlVjYzk4QBA0idO4+oxx4jqtdjfyZVKw6toPePvQkNCOWjth9RtVhVL0crIiIil5oCk1g5MzI40PcJ0n76idJPP0XJLl3+PLcnZQ89v+9JdFg0424YR9nQsl6MVERERC5VBSKxcqanE9/rcU4uXUqZZ5+hxH33/Xku25nNM0ueIcA/gPE3jldFdREREfEan0+srMPB/h49SV+xgnKvvkqxv2xV88nmT1h7dC3DrhqmpEpERES8yucTq0Ovvkr6smWUHzGcyPbtzzq3K2UX7655l1Yxrbg19lYvRSgiIiKSw6crZiZ/Np3j0z6jZNdH/pZUZTuzeeaXZwguEsxzzZ/L8wbOIiIiInnls4lV+sqVHHr5ZUKvbkmpvn3/dn7KpimsP7aewU0GExUS5YUIRURERM7mk4lVZkIC8b37EBgdTfQbb2D8/c86v/P4TkavGc11Fa+jbZW2XopSRERE5Gw+l1g5T50ivtfjWIeDCmPH4B8Rcdb5LGcWQ38ZStGAogxtNlRTgCIiIuIzfGrxurWWg888y+nNm6kwZjRBsbF/u2byxsn8nvg7r1/zuqYARURExKf41IhV0qRJpH7zDaX69CH82mv/dn578nbGrB3DDZVuoE3lNl6IUEREROT8fCaxSlu8mCNvvEl4mzaU7N7tb+cznZkMXTKU8MBwhjYb6oUIRURERP6ZT0wF2owMDjzZj6AaNSg/7JVzrpuatGESmxI3MbLVSEoEl/BClCIiIiL/zCdGrBz79mGKFKHCe+/hV7To385vTdrKuPXjaFu5LTdUusELEYqIiIj8O98YsXI4iH7rLQIrRJ91fG/qXr7e8TVf7fiKiMAIBjUd5KUIRURERP6dTyRWAeXLE9q0CQAnHCf4bs93fL3ja9YeXYuf8aN5ueb0bNCT4sHFvRypiIiIyPn5RGLlX7w4Sw4s4esdX/Pj/h/JyM4gNjKWvo36cmvsrZQJLePtEEVERET+lbHWejsGIqpG2ErPViIiMIK2Vdpye7XbqV2ytop/ioiIiM8xxqyy1sad65zbR6yMMbHAECDSWntnbu4JLhLMm9e8SauYVgT6B7o7JBEREZF8kau3Ao0xk4wxR4wxv//leBtjzFZjzA5jzEAAa+0ua22XCwmiYnhFbqx8o5IqERERKdByW25hMnBWqXNjjD8wGmgL1ALuNcbUcmt0IiIiIgVIrhIra+0iIOkvh5sAO1wjVA7gM6C9m+MTERERKTDyUiA0Gth/xud4INoYU9IYMw5oaIw5b+EpY0w3Y8xKY8zKo0eP5iEMEREREd+Ql8Xr53plz1prE4FH/+1ma+14YDxAXFyc919NFBEREcmjvIxYxQMxZ3yuACTkLRwRERGRgisvidUKoLoxpooxJhDoCMxyT1giIiIiBU9uyy1MA34Fahhj4o0xXay1WUAv4DtgMzDDWrvxQh5ujGlnjBmfkpJyoXGLiIiI+ByfqLweFxdnV65c6e0wRERERP7VP1Vez8tUoIiIiIicQYmViIiIiJt4NbHSGisREREpTLyaWFlrZ1tru0VGRnozDBERERG30FSgiIiIiJv4xFuBxpgTwFZvx1HIRQHHvB1EIab+9Tz1sWepfz1PfexZ+dm/lay1pc51Ii9b2rjT1vO9tijuYYxZqT72HPWv56mPPUv963nqY8/ylf7VVKCIiIiImyixEhEREXETX0msxns7gEuA+tiz1L+epz72LPWv56mPPcsn+tcnFq+LiIiIFAa+MmIlIiIiUuB5PbEyxrQxxmw1xuwwxgz0djwFnTFmkjHmiDHm9zOOlTDGLDDGbHf9WdybMRZ0xpgYY8xPxpjNxpiNxpg+ruPqZzcwxgQbY5YbY9a5+vcF1/Eqxphlrv6dbowJ9HasBZ0xxt8Ys8YY843rs/rYTYwxe4wxG4wxa40xK13H9B3hRsaYYsaYL4wxW1zfx819oY+9vaWNPzAaaAvUAu41xtTyZkyFwGSgzV+ODQR+sNZWB35wfZaLlwX0s9ZeDjQDHnP9c6t+do8MoLW1tj7QAGhjjGkGjABGufo3GejixRgLiz7A5jM+q4/d61prbYMzSgDoO8K93ga+tdbWBOqT88+y1/vY2yNWTYAd1tpd1loH8BnQ3ssxFWjW2kVA0l8OtwemuH6eAtyer0EVMtbag9ba1a6fT5Dzf+Zo1M9uYXOkuT4GuP5ngdbAF67j6t88MsZUAG4BJrg+G9THnqbvCDcxxkQAVwMTAay1DmvtcXygj72dWEUD+8/4HO86Ju5Vxlp7EHKSAqC0l+MpNIwxlYGGwDLUz27jmqJaCxwBFgA7gePW2izXJfquyLu3gP6A0/W5JOpjd7LAfGPMKmNMN9cxfUe4TyxwFPjQNZ09wRgTig/0sbcTK3OOY3pNUQoEY0wY8CXQ11qb6u14ChNrbba1tgFQgZyR7cvPdVn+RlV4GGNuBY5Ya1edefgcl6qPL96V1tpG5Cx1ecwYc7W3AypkigCNgLHW2obASXxkatXbiVU8EHPG5wpAgpdiKcwOG2PKAbj+POLleAo8Y0wAOUnVVGvtTNdh9bObuYb2F5Kzlq2YMeaPbbj0XZE3VwK3GWP2kLMEozU5I1jqYzex1ia4/jwCfEXOfyDoO8J94oF4a+0y1+cvyEm0vN7H3k6sVgDVXW+iBAIdgVlejqkwmgV0cv3cCfjai7EUeK61KBOBzdbakWecUj+7gTGmlDGmmOvnEOB6ctax/QTc6bpM/ZsH1tpB1toK1trK5Hzv/mitvR/1sVsYY0KNMeF//AzcCPyOviPcxlp7CNhvjKnhOnQdsAkf6GOvFwg1xtxMzn8p+QOTrLWveDWgAs4YMw1oRc4u34eB54D/A2YAFYF9wF3W2r8ucJdcMsZcBSwGNvC/9SmDyVlnpX7OI2NMPXIWnfqT8x9/M6y1LxpjYskZXSkBrAEesNZmeC/SwsEY0wp4ylp7q/rYPVz9+JXrYxHgU2vtK8aYkug7wm2MMQ3IefkiENgFdMb1nYEX+9jriZWIiIhIYeHtqUARERGRQkOJlYiIiIibKLESERERcRMlViIiIiJuosRKRERExE2UWImIiIi4iRIrEXE7175dtfLhOYPP+LmyMeZ3DzyjlTHmmwu8Z6ExJu4cxx8yxrznvuhExNcosRIRt7PWPmKt3ZQPjxr875ec7YwtW0RE3E6JlYjkiWv7jjnGmHXGmN+NMfecOWJjjEkzxrziOv+bMaaM63gZY8xXruPrjDEtXMcfMMYsN8asNca8b4zxP89zhwMhruumug77G2M+MMZsNMbMd22J88cI0jBjzM9AH9e2OV8aY1a4/nel67prXO2tNcas+WNbEiDMGPOFMWaLMWaqa1sjjDHXua7bYIyZZIwJOkecnY0x21zPvtJtHS8iPkmJlYjkVRsgwVpb31pbB/j2L+dDgd+stfWBRUBX1/F3gJ9dxxsBG40xlwP3AFdaaxsA2cD953qotXYgcMpa28C1zx1AdWC0tbY2cBy444xbillrr7HWvgm8DYyy1jZ2XTPBdc1TwGOuZ7cETrmONwT6ArWAWOBKY0wwMBm4x1pbl5ytS3qcGaNrE9gXyEmobnDdLyKFmBIrEcmrDcD1xpgRxpiW1tqUv5x3AH+sUVoFVHb93BoYC2CtzXbddx1wBbDCGLPW9Tn2AmLZba1de45nAUw/4+frgfdcz5gFRLhGp5YAI40xvclJxLJc1y+31sZba53AWle7NVzP2+a6Zgpw9V/iaQostNYetdY6/hKDiBRCWmsgInlird1mjLkCuBl41Rgz/y+XZNr/bUqazT9/7xhgirV20EWGc+aGwdlAyBmfT57xsx/Q3Fp7irMNN8bMIed3+c0Yc/152i3iijU3tCGryCVEI1YikifGmPJAurX2E+ANcqb1cuMHXFNnxhh/Y0yE69idxpjSruMljDGV/qGNTGNMwEWEPR/odcbv0MD1Z1Vr7QZr7QhgJVDzH9rYAlQ2xlRzfX4Q+Pkv1ywDWhljSrrivOsiYhWRAkSJlYjkVV1guWtabQjwci7v6wNca4zZQM60XW3Xm4RDgfnGmPXAAqDcP7QxHlh/xuL13OoNxBlj1htjNgGPuo73dS3AX0fO+qp552vAWnsa6Ax87vodnMC4v1xzEHge+BX4Hlh9gXGKSAFj/jdCLyIiIiJ5oRErERERETfR4nUR8XnGmGXAX2tEPWit3eCNeEREzkdTgSIiIiJuoqlAERERETdRYiUiIiLiJkqsRERERNxEiZWIiIiImyixEhEREXGT/wdAqwsN2rNYzAAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3201,7 +3878,7 @@ }, { "cell_type": "code", - "execution_count": 943, + "execution_count": 915, "metadata": {}, "outputs": [ { @@ -3231,6 +3908,8 @@ " deaths\n", " cases_culm\n", " deaths_culm\n", + " cases_diff\n", + " deaths_diff\n", " \n", " \n", " since_threshold\n", @@ -3240,6 +3919,8 @@ " \n", " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -3251,6 +3932,8 @@ " 4\n", " 4838\n", " 12\n", + " 310.0\n", + " 1.0\n", " \n", " \n", " 1\n", @@ -3260,6 +3943,8 @@ " 1\n", " 6012\n", " 13\n", + " 131.0\n", + " -3.0\n", " \n", " \n", " 2\n", @@ -3269,6 +3954,8 @@ " 0\n", " 7156\n", " 13\n", + " -30.0\n", + " -1.0\n", " \n", " \n", " 3\n", @@ -3278,6 +3965,8 @@ " 0\n", " 8198\n", " 13\n", + " -102.0\n", + " 0.0\n", " \n", " \n", " 4\n", @@ -3287,6 +3976,8 @@ " 30\n", " 14138\n", " 43\n", + " 4898.0\n", + " 30.0\n", " \n", " \n", " ...\n", @@ -3296,76 +3987,102 @@ " ...\n", " ...\n", " ...\n", + " ...\n", + " ...\n", " \n", " \n", - " 41\n", + " 50\n", " UK\n", - " 2020-04-25\n", - " 5386\n", - " 768\n", - " 143464\n", - " 19506\n", + " 2020-05-04\n", + " 4339\n", + " 315\n", + " 186599\n", + " 28446\n", + " -467.0\n", + " -306.0\n", " \n", " \n", - " 42\n", + " 51\n", " UK\n", - " 2020-04-26\n", - " 4913\n", - " 813\n", - " 148377\n", - " 20319\n", + " 2020-05-05\n", + " 3985\n", + " 288\n", + " 190584\n", + " 28734\n", + " -354.0\n", + " -27.0\n", " \n", " \n", - " 43\n", + " 52\n", " UK\n", - " 2020-04-27\n", - " 4463\n", - " 413\n", - " 152840\n", - " 20732\n", + " 2020-05-06\n", + " 4406\n", + " 693\n", + " 194990\n", + " 29427\n", + " 421.0\n", + " 405.0\n", " \n", " \n", - " 44\n", + " 53\n", " UK\n", - " 2020-04-28\n", - " 4309\n", - " 360\n", - " 157149\n", - " 21092\n", + " 2020-05-07\n", + " 6211\n", + " 649\n", + " 201201\n", + " 30076\n", + " 1805.0\n", + " -44.0\n", " \n", " \n", - " 45\n", + " 54\n", " UK\n", - " 2020-04-29\n", - " 3996\n", - " 586\n", - " 161145\n", - " 21678\n", + " 2020-05-08\n", + " 5514\n", + " 539\n", + " 206715\n", + " 30615\n", + " -697.0\n", + " -110.0\n", " \n", " \n", "\n", - "

155 rows × 5 columns

\n", + "

182 rows × 7 columns

\n", "" ], "text/plain": [ - " dateRep cases deaths cases_culm deaths_culm\n", - "since_threshold geoId \n", - "0 DE 2020-03-16 1043 4 4838 12\n", - "1 DE 2020-03-17 1174 1 6012 13\n", - "2 DE 2020-03-18 1144 0 7156 13\n", - "3 DE 2020-03-19 1042 0 8198 13\n", - "4 DE 2020-03-20 5940 30 14138 43\n", - "... ... ... ... ... ...\n", - "41 UK 2020-04-25 5386 768 143464 19506\n", - "42 UK 2020-04-26 4913 813 148377 20319\n", - "43 UK 2020-04-27 4463 413 152840 20732\n", - "44 UK 2020-04-28 4309 360 157149 21092\n", - "45 UK 2020-04-29 3996 586 161145 21678\n", + " dateRep cases deaths cases_culm deaths_culm \\\n", + "since_threshold geoId \n", + "0 DE 2020-03-16 1043 4 4838 12 \n", + "1 DE 2020-03-17 1174 1 6012 13 \n", + "2 DE 2020-03-18 1144 0 7156 13 \n", + "3 DE 2020-03-19 1042 0 8198 13 \n", + "4 DE 2020-03-20 5940 30 14138 43 \n", + "... ... ... ... ... ... \n", + "50 UK 2020-05-04 4339 315 186599 28446 \n", + "51 UK 2020-05-05 3985 288 190584 28734 \n", + "52 UK 2020-05-06 4406 693 194990 29427 \n", + "53 UK 2020-05-07 6211 649 201201 30076 \n", + "54 UK 2020-05-08 5514 539 206715 30615 \n", "\n", - "[155 rows x 5 columns]" + " cases_diff deaths_diff \n", + "since_threshold geoId \n", + "0 DE 310.0 1.0 \n", + "1 DE 131.0 -3.0 \n", + "2 DE -30.0 -1.0 \n", + "3 DE -102.0 0.0 \n", + "4 DE 4898.0 30.0 \n", + "... ... ... \n", + "50 UK -467.0 -306.0 \n", + "51 UK -354.0 -27.0 \n", + "52 UK 421.0 405.0 \n", + "53 UK 1805.0 -44.0 \n", + "54 UK -697.0 -110.0 \n", + "\n", + "[182 rows x 7 columns]" ] }, - "execution_count": 943, + "execution_count": 915, "metadata": {}, "output_type": "execute_result" } @@ -3376,7 +4093,7 @@ }, { "cell_type": "code", - "execution_count": 944, + "execution_count": 916, "metadata": {}, "outputs": [ { @@ -3406,6 +4123,8 @@ " deaths\n", " cases_culm\n", " deaths_culm\n", + " cases_diff\n", + " deaths_diff\n", " deaths_m4\n", " deaths_m7\n", " \n", @@ -3419,6 +4138,8 @@ " \n", " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -3430,6 +4151,8 @@ " 4\n", " 4838\n", " 12\n", + " 310.0\n", + " 1.0\n", " 4.000000\n", " 4.000000\n", " \n", @@ -3441,6 +4164,8 @@ " 1\n", " 6012\n", " 13\n", + " 131.0\n", + " -3.0\n", " 2.500000\n", " 2.500000\n", " \n", @@ -3452,6 +4177,8 @@ " 0\n", " 7156\n", " 13\n", + " -30.0\n", + " -1.0\n", " 1.666667\n", " 1.666667\n", " \n", @@ -3463,6 +4190,8 @@ " 0\n", " 8198\n", " 13\n", + " -102.0\n", + " 0.0\n", " 1.250000\n", " 1.250000\n", " \n", @@ -3474,6 +4203,8 @@ " 30\n", " 14138\n", " 43\n", + " 4898.0\n", + " 30.0\n", " 7.750000\n", " 7.000000\n", " \n", @@ -3487,65 +4218,77 @@ " ...\n", " ...\n", " ...\n", + " ...\n", + " ...\n", " \n", " \n", - " 41\n", + " 50\n", " UK\n", - " 2020-04-25\n", - " 5386\n", - " 768\n", - " 143464\n", - " 19506\n", - " 749.250000\n", - " 704.285714\n", - " \n", - " \n", - " 42\n", + " 2020-05-04\n", + " 4339\n", + " 315\n", + " 186599\n", + " 28446\n", + " -467.0\n", + " -306.0\n", + " 587.250000\n", + " 627.285714\n", + " \n", + " \n", + " 51\n", " UK\n", - " 2020-04-26\n", - " 4913\n", - " 813\n", - " 148377\n", - " 20319\n", - " 745.500000\n", - " 693.571429\n", + " 2020-05-05\n", + " 3985\n", + " 288\n", + " 190584\n", + " 28734\n", + " -354.0\n", + " -27.0\n", + " 490.750000\n", + " 620.142857\n", " \n", " \n", - " 43\n", + " 52\n", " UK\n", - " 2020-04-27\n", - " 4463\n", - " 413\n", - " 152840\n", - " 20732\n", - " 658.000000\n", - " 667.428571\n", - " \n", - " \n", - " 44\n", + " 2020-05-06\n", + " 4406\n", + " 693\n", + " 194990\n", + " 29427\n", + " 421.0\n", + " 405.0\n", + " 479.250000\n", + " 589.285714\n", + " \n", + " \n", + " 53\n", " UK\n", - " 2020-04-28\n", - " 4309\n", - " 360\n", - " 157149\n", - " 21092\n", - " 588.500000\n", - " 654.714286\n", - " \n", - " \n", - " 45\n", + " 2020-05-07\n", + " 6211\n", + " 649\n", + " 201201\n", + " 30076\n", + " 1805.0\n", + " -44.0\n", + " 486.250000\n", + " 568.428571\n", + " \n", + " \n", + " 54\n", " UK\n", - " 2020-04-29\n", - " 3996\n", - " 586\n", - " 161145\n", - " 21678\n", - " 543.000000\n", - " 620.142857\n", + " 2020-05-08\n", + " 5514\n", + " 539\n", + " 206715\n", + " 30615\n", + " -697.0\n", + " -110.0\n", + " 542.250000\n", + " 549.142857\n", " \n", " \n", "\n", - "

155 rows × 7 columns

\n", + "

182 rows × 9 columns

\n", "" ], "text/plain": [ @@ -3557,30 +4300,30 @@ "3 DE 2020-03-19 1042 0 8198 13 \n", "4 DE 2020-03-20 5940 30 14138 43 \n", "... ... ... ... ... ... \n", - "41 UK 2020-04-25 5386 768 143464 19506 \n", - "42 UK 2020-04-26 4913 813 148377 20319 \n", - "43 UK 2020-04-27 4463 413 152840 20732 \n", - "44 UK 2020-04-28 4309 360 157149 21092 \n", - "45 UK 2020-04-29 3996 586 161145 21678 \n", + "50 UK 2020-05-04 4339 315 186599 28446 \n", + "51 UK 2020-05-05 3985 288 190584 28734 \n", + "52 UK 2020-05-06 4406 693 194990 29427 \n", + "53 UK 2020-05-07 6211 649 201201 30076 \n", + "54 UK 2020-05-08 5514 539 206715 30615 \n", "\n", - " deaths_m4 deaths_m7 \n", - "since_threshold geoId \n", - "0 DE 4.000000 4.000000 \n", - "1 DE 2.500000 2.500000 \n", - "2 DE 1.666667 1.666667 \n", - "3 DE 1.250000 1.250000 \n", - "4 DE 7.750000 7.000000 \n", - "... ... ... \n", - "41 UK 749.250000 704.285714 \n", - "42 UK 745.500000 693.571429 \n", - "43 UK 658.000000 667.428571 \n", - "44 UK 588.500000 654.714286 \n", - "45 UK 543.000000 620.142857 \n", + " cases_diff deaths_diff deaths_m4 deaths_m7 \n", + "since_threshold geoId \n", + "0 DE 310.0 1.0 4.000000 4.000000 \n", + "1 DE 131.0 -3.0 2.500000 2.500000 \n", + "2 DE -30.0 -1.0 1.666667 1.666667 \n", + "3 DE -102.0 0.0 1.250000 1.250000 \n", + "4 DE 4898.0 30.0 7.750000 7.000000 \n", + "... ... ... ... ... \n", + "50 UK -467.0 -306.0 587.250000 627.285714 \n", + "51 UK -354.0 -27.0 490.750000 620.142857 \n", + "52 UK 421.0 405.0 479.250000 589.285714 \n", + "53 UK 1805.0 -44.0 486.250000 568.428571 \n", + "54 UK -697.0 -110.0 542.250000 549.142857 \n", "\n", - "[155 rows x 7 columns]" + "[182 rows x 9 columns]" ] }, - "execution_count": 944, + "execution_count": 916, "metadata": {}, "output_type": "execute_result" } @@ -3588,37 +4331,39 @@ "source": [ "data_since_threshold['deaths_m4'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(4, 1).mean())\n", "data_since_threshold['deaths_m7'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(7, 1).mean())\n", + "# data_since_threshold['deaths_diff_m4'] = data_since_threshold.groupby(level=1)['deaths_diff'].transform(lambda x: x.rolling(4, 1).mean())\n", + "# data_since_threshold['deaths_diff_m7'] = data_since_threshold.groupby(level=1)['deaths_diff'].transform(lambda x: x.rolling(7, 1).mean())\n", "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]" ] }, { "cell_type": "code", - "execution_count": 945, + "execution_count": 917, "metadata": {}, "outputs": [], "source": [ "deaths_m4 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_m4']]\n", - " .unstack().xs('deaths_m4', axis=1, drop_level=True))" + " .unstack().sort_index().xs('deaths_m4', axis=1, drop_level=True))" ] }, { "cell_type": "code", - "execution_count": 946, + "execution_count": 918, "metadata": {}, "outputs": [], "source": [ "deaths_m7 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_m7']]\n", - " .unstack().xs('deaths_m7', axis=1, drop_level=True))" + " .unstack().sort_index().xs('deaths_m7', axis=1, drop_level=True))" ] }, { "cell_type": "code", - "execution_count": 947, + "execution_count": 919, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3639,12 +4384,12 @@ }, { "cell_type": "code", - "execution_count": 948, + "execution_count": 920, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3665,12 +4410,12 @@ }, { "cell_type": "code", - "execution_count": 949, + "execution_count": 921, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3691,12 +4436,12 @@ }, { "cell_type": "code", - "execution_count": 950, + "execution_count": 922, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAm4AAAGECAYAAACPn6xqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd1zV1f/A8ddhgygIDhRQcGsO3FmuNDPLLFeaKzNT0zK1svXrazmzbGllWe4cZVqWpqbmXrlXrhRUcDBF2ev8/vhcFZEt3HuR9/PxuI9772ec876A+OZMpbVGCCGEEEJYPxtLByCEEEIIIXJHEjchhBBCiCJCEjchhBBCiCJCEjchhBBCiCJCEjchhBBCiCJCEjchhBBCiCJCEjchrJBSSiulqlk6jrwqCnErpeYppSZaOo78Ukp9q5R639JxCCEsQxI3IXKglApSSsUrpW4opa4ppXYqpYYppQrk349SarNSanBBlFUcKKXeVUrFpHvEK6XSlFJlLB2bOWith2mtJ1g6DiGEZUjiJkTuPKW1LglUBj4C3gJmWzYk81FK2Vk6hpu01pO11q43H8BUYLPWOtzSsYmcWdPPkhBFkSRuQuSB1jpaa/070At4XilVF0Ap5aiUmqaUuqCUumrqznI2nSutlFqllApTSkWZXvuYzk0CWgFfmVqPvkpX3aNKqTOme75WSinTPdWUUluUUtFKqXCl1E+ZxaqU8jN1XQ5RSl1SSl1WSr2e7ryNUuptpdRZpVSEUupnpZRHhntfVEpdAP7Ooo43TeVeUkoNynDuSaXUQaXUdaXURaXUB+nOrVZKvZrh+iNKqWdy9Y24fY8C+gPzs7mmoVLqgKnF9CfAKd257L43PZVS+zOU9bpS6rcs6tmslJpoapGNUUr9oZTyVEotMn0N9iql/NJd/5DpWLTp+SHT8d5KqX0Zyh6tlPrd9PpWV69Sqq1SKtgUV6jpe/FCuvs8TXHcrH+iUmp7Nl+rZUqpK6aYtiqlHjAdf9B03DbdtV2VUkdMr/P8s5RVXbmJWylVSym1XikVqZQ6pZR6NqvPJMR9R2stD3nII5sHEAQ8msnxC8DLptdfAL8DHkBJ4A9giumcJ9AdcDGdWwb8lq6czcDgDGVrYBXgDlQCwoDHTeeWAO9h/OHlBLTMIm4/UzlLgBJAPVM5j5rOjwJ2Az6AI/AdsCTDvQtM9zpnUv7jwFWgrumaxaZ7qpnOtzXVaQPUN137jOncs8CedGU1ACIAhzx+b1oDMYBrFucdgPPAaMAe6AEkAxNz+t6YviaRQO105R0EumdR12bgP6Aq4Ab8C5wGHgXsTF/LuaZrPYAojKTTDnjO9N7TFMsNoHq6svcCvU2v56WLvy2QAow3fb4ngDigtOn8UtPDBagDXAS2Z/P1HGT6Ojhi/EwfSnfuLNAh3ftlwNv5/VnKoa4s4zaVcRF4wfS1awSEAw9Y+neFPORhjofFA5CHPKz9QdaJ226MBEoBsUDVdOdaAIFZlBcARKV7v5nME7eW6d7/nO4/yQXALMAnh7hv/odZK92xj4HZptcngPbpzlXASGrs0t1bJZvy5wAfpXtfg3SJWybXfwF8bnp9Mymqbno/DfgmH9+b2cC8bM63Bi4BKt2xnZgSn1x8b2YCk0yvH8BIrhyzuHcz8F66958Ca9K9f+pmcoKRsP2T4f5dwEDT6x+B/5leV8dI5FxM7+dxZ+IWD9ilKycUeBCwNX0/a6Y7N5FsErcM8bibvp9u6e6dY3pd0vQzX7mAfpZu1ZVT3Bit3dsy3P8dMC6vPz/ykEdRfEhXqRD5542RfJTFaBnYr4zJC9eAtabjKKVclFLfKaXOK6WuA1sB9/TdTlm4ku51HOBqej0WI1n8Ryl1PGMXZSYupnt9Hqhoel0Z+DVdzCeAVKB8FvdmVDGTsm9RSjVXSm0ydUNGA8OAMgBa60SMZLSfMiZ5PAcszOFz3EEZXdE9yaab1BRjiNZaZxZnLr4384E+6bpkfzbFnpWr6V7HZ/L+5vewIhm+Xqb33qbXizG+JgB9MFoB47KoM0JrnZLu/c2flbIYiVP671GW30+llK1S6iNTd+d1jD9YwPQ9M8XUTSnlCHQDDmitb36GPP0s5VBXTnFXBprfrMtUX1/AK6vPJsT9RBI3IfJBKdUU4z/Z7RjdNPEYXTXupoebNgbOA7wO1ASaa61LYbQCgZF8gdHSkGta6yta65e01hWBocA3KvslOHzTva6E0QIFxn+GndLF7K61dtJah6SvLptyL2dSdnqLMbqPfbXWbsC33P7MYCRFfYH2QJzWelc2dWWmG0bivDmHGL1NiVdmcWb7vdFa7waSMMYh9iGPyWU2LmEkIOlVAm5+7f8CyiilAjASuMX5qCMMoxvVJ90x3yyuBePzPY3RteuG0VIGt78W/2Ikl51M16aPKa8/S9nVlVPcF4EtGepy1Vq/nM1nE+K+IYmbEHmglCqllOqMMf7mR631Ua11GvA98LlSqpzpOm+lVEfTbSUxErtrpgHb4zIUexWokocYet4cQI/RdacxWjey8r6pZekBjHFBNyczfAtMUkpVNpVbVin1dG7jwGgxG6iUqqOUcuHuz1USiNRaJyilmmH8Z32LKVFLw+hSvCMhUsZA/w9yqP95YEGG1rSMdmEkASOVUnZKqW5AswwxZve9AaNr+isgRWud5cD+PPoTqKGU6mOKqxfGWK5VAKYWtF+ATzDGw63PawVa61RgBfCB6ftfCxiQzS0lgUSMsYYuwORMrlkMjMRIcJelO57Xn6Us68pF3Kswvnb9lVL2pkdTpVTtbOoT4r4hiZsQufOHUuoGxl/77wGfYSRBN72FMTB9t6nrZwNGSw4YY7ucMVrmdmN0o6b3JdBDGbMap+cilqbAHqVUDEaL1mta68Bsrt9iim0jME1r/Ve6en8H/jJ9tt1A81zUD4DWeg3GZ/vbVH7GmafDgfGmsv+HkehltABjAsOPGY77Ajuyqlsp5Q20M92fXYxJGC1zAzGS3F4YScFNOX1vwEgq61JwrW1orSOAzhgtfhEY3d+d9Z1LmizGaJFalqErNC9ewWjRuoIR/xKMhCkzCzBa1EIwJlbszuSaJRjj6v7OEGtef5ZyqivLuLXWN4DHgN4YLZdXMJaEccymPiHuGyr7P1aFEEWVMpaeCATs7+E//kKllBoADNFat0x3zAcjWWlhuchuM42lCwUaaa3PWDqee6GUmgp4aa2ft3QseVFU4xaiMEiLmxDCIkzdq8MxZsjeorUOtpakzeRlYG9RTNpM653VV4ZmwIvAr5aOKydFNW4hzEFWsBZCmJ1p/N8KjC7l/Ay8NwulVBDGgPk8LQxsRUpidDNWxGg1/BRYadGIcqeoxi1EoZOuUiGEEEKIIkK6SoUQQgghighJ3IQQQgghigirHuNWpkwZ7efnZ+kwhBBCCCFytH///nCtddnCrMOqEzc/Pz/27dtn6TCEEEIIIXKklMq4lV2Bk65SIYQQQogiQhI3IYQQQogiQhI3IYQQQogiwqrHuAkhhBDi/pKcnExwcDAJCQmWDiXfnJyc8PHxwd7e3ux1S+ImhBBCCLMJDg6mZMmS+Pn5oZSydDh5prUmIiKC4OBg/P39zV6/dJUKIYQQwmwSEhLw9PQskkkbgFIKT09Pi7UYSuImhBBCCLMqqknbTZaMXxI3IYQQQtz3PvjgA6ZNm3bX8aCgIOrWrWuBiPJHEjchhBBCiCJCJicIIYQQwqpNmDCBRYsW4evrS5kyZWjcuDFdu3ZlxIgRhIWF4eLiwvfff0+tWrU4f/48gwYNIiwsjLJlyzJ37lwqVap0R3n79+9n0KBBuLi40LJlSwt9qvyRFjchhBBCWK19+/axfPlyDh48yIoVK25thTlkyBBmzJjB/v37mTZtGsOHDwfglVdeYcCAARw5coS+ffsycuTIu8p84YUXmD59Ort27TLrZykI0uImhBBxkeBYCmzlV6IQ1mb79u08/fTTODs7A/DUU0+RkJDAzp076dmz563rEhMTAdi1axcrVqwAoH///owdO/aO8qKjo7l27Rpt2rS5dc2aNWvM8VEKhPyWEkIUb0lxMD0AWo42HkIIq6K1vutYWloa7u7uHDp0KMf7M84A1VoX6Vmt0lUqhCjeLuyChGg4u8nSkQghMtGyZUv++OMPEhISiImJYfXq1bi4uODv78+yZcsAIxk7fPgwAA899BBLly4FYNGiRXeNYXN3d8fNzY3t27ffuqYokcRNCFG8ndtsPIfsh7RUi4YihLhb06ZN6dKlCw0aNKBbt240adIENzc3Fi1axOzZs2nQoAEPPPAAK1euBGD69OnMnTuX+vXrs3DhQr788su7ypw7dy4jRoygRYsWt7pgiwqVWROktWjSpIm+OQhRCCEKxXet4epxSEuBYdvBq56lIxLivnbixAlq166dp3tiYmJwdXUlLi6O1q1bM2vWLBo1alRIEeZOZp9DKbVfa92kMOuVFjchRPEVFwmXj0D93sb7i3ssG48QIlNDhgwhICCARo0a0b17d4snbZYkkxOEEMVX4FZAQ6MB8N96uPgPNB1s6aiEEBksXrzY0iFYDWlxE0IUX+c2g0NJ8G4MPk2lxU0IYfUkcRNCFF/nNoNfS2P9Nt/mEBUEMaGWjkoIIbIkiZsQoniKOg9RgVClrfHet7nxfPEfS0UkhBA5ksRNCFE8BW4xnqsYq6dToQHYOkh3qRDCqkniJoQons5tAdfyULaW8d7eCSoESIubEMWAra0tAQEBtx4fffQRAKtWraJhw4Y0aNCAOnXq8N1331k40rvJrFIhRPGjtdHiVuURSL/1jW8z+Od7SEkCOwfLxSeEKFTOzs53bZeVnJzMkCFD+Oeff/Dx8SExMZGgoCDLBJgNaXETQhQ/of9CbNjt8W03+TaD1ES4csQSUQkhLOjGjRukpKTg6ekJgKOjIzVr1rRwVHeTFjchRPFzc5urm+PbbvJpZjxf3AM+hbr4uRAC+PCP4/x76XqBllmnYinGPfVAttfEx8cTEBBw6/0777xDr1696NKlC5UrV6Z9+/Z07tyZ5557Dhsb62rjksRNCFH8nNsMntXAzefO46UqgHslI3FrMcIioQkhCl9mXaUAP/zwA0ePHmXDhg1MmzaN9evXM2/ePPMHmA1J3IQQxUtqMgTtgAa9Mz/v2xyCthvj4NKPfxNCFLicWsYsoV69etSrV4/+/fvj7+9vdYmbdbX/CSFEYQveB8mxd49vu8mnGdy4DNEXzRmVEMLCYmJi2Lx58633hw4donLlypYLKAvS4iaEKF4CtwAK/Ftlft735ji3f4xuUyHEfSfjGLfHH3+c9957j48//pihQ4fi7OxMiRIlrK61DSRxE0IUN+c2Q8UAcC6d+fnydcHexUjc6vUwa2hCCPNITU3N9Piff/5p5kjyTrpKhRDFR2IMBO/NupsUjH1LvRvLDgpCCKskiZsQovg4vxPSUsC/TfbX+TaHK0chKdY8cQkhRC5J4iaEKD4Ct4CtI1R6MPvrfJuBToWQA+aJSwghckkSNyFE8XFuM1RqDvbO2V/n09R4DpZ9S4UQ1kUSNyFE8RATBlePZT++7SYXDyhTQzacF0JYnRwTN6XUHKVUqFLqWLpjHkqp9UqpM6bn0qbjSik1XSn1n1LqiFKqUbp7njddf0Yp9XzhfBwhhMhC4Bbj2b9t7q73bWZMUNC60EISQoi8yk2L2zzg8QzH3gY2aq2rAxtN7wE6AdVNjyHATDASPWAc0BxoBoy7mewJIYRZnNsMjm7GUiC54dsc4qMg4r9CDUsIYX62trYEBATcegQFBbF582bc3Nxo2LAhtWrV4o033rB0mJnKMXHTWm8FIjMcfhqYb3o9H3gm3fEF2rAbcFdKVQA6Auu11pFa6yhgPXcng0IIUTi0hnNbjEV3bWxzd49vc+NZlgUR4r5zc6/Smw8/Pz8AWrVqxcGDBzl48CCrVq1ix44dlg00E/kd41Zea30ZwPRcznTcG0i/T0yw6VhWx4UQovBFBUL0hdyNb7vJszo4uUniJkQx5OzsTEBAACEhIZYO5S4FvXNCZjsy62yO312AUkMwulmpVEm2mxFCFIBzpvFtVdrm/h4bG2Pf0ot7CyMiIQTAmreNNRMLklc96PRRtpek3/LK39+fX3/99Y7zUVFRnDlzhtatWxdsbAUgvy1uV01doJieQ03HgwHfdNf5AJeyOX4XrfUsrXUTrXWTsmXL5jM8IYRI59xmKFkRPKvl7T7f5hB2AuKvFUpYQgjLSN9Vmj5p27ZtG/Xr18fLy4vOnTvj5eVlwSgzl98Wt9+B54GPTM8r0x1/RSm1FGMiQrTW+rJSah0wOd2EhMeAd/IfthBC5FJaGgRuhRqPg8qs8T8bNzecD94H1R8t+NiEKO5yaBkzt1atWrFq1SpOnz5Ny5Yt6dq16x2b0VuD3CwHsgTYBdRUSgUrpV7ESNg6KKXOAB1M7wH+BM4B/wHfA8MBtNaRwARgr+kx3nRMCCEK19WjEB8JVXLY5ioz3o1B2cg4NyGKmRo1avDOO+8wdepUS4dylxxb3LTWz2Vxqn0m12pgRBblzAHm5Ck6IYS4V+c2G8857U+aGUdXKP+AJG5CFEPDhg1j2rRpBAYG4u/vb+lwbinoyQlCCGFZyQkQFQSR54zZpAcXQZmaUKpC/srzbQ6Hl0Jaau6XEhFCWLWYmJi7jrVt25a2bdveeu/s7FwsZpUKIYT5hJ2Gk6uMBC0y0EjWrl/ijknrTm7Q9h6G1Po2h70/QOi/xmw1IYSwIEnchBBF1++vwsXdUKIseFQB/9ZQ2t947VEFPPyNfUfvxc0JChf3SOImhLA4SdyEEEVTUiyE7IOHR0GHDwuvHvfK4Fre2HC+6eDCq0cIIXIhv+u4CSGEZV3cA2kpRitbYVIKfJrKBAUhhFWQxE0IUTQFbQcbu9t7ihYm3+bGhIeY0BwvFUKIwiSJmxCiaAraDhUbGUt2FLabyeHNrbOEEMJCJHETQhQ9iTEQsh/8WpqnPu/GxqbzWz+G1BTz1CmEKDSurq4cPXqUgIAAAgIC8PDwwN/fn4CAAB591Lp3SZHJCUKIoufm+DZzJW62dsYEiKV94MB8aPqieeoVQhSaevXqcejQIQAGDhxI586d6dGjh4Wjypm0uAkhih5zjm+7qeYTUKkFbJ4CiTfMV68QQqQjLW5CiKLHnOPbblIKHpsIP7SHnTPgkXfNV7cQ96mp/0zlZOTJAi2zlkct3mr2VoGWaU2kxU0IUbQkxsClA+brJk3PpwnUecZI3G5cMX/9QohiT1rchBBFi7nHt2X06Dg4uRo2TYYu0y0TgxD3ifu5ZaywSIubEKJoscT4tvQ8qhiTEw4uhNCC7eIRQoicSOImhChaLDG+LaPWY8HBFTaMs1wMQohiSRI3IUTRYcnxbemV8IRWY+D0WgjcZtlYhBB5FhMTc8f7efPmFYmlQEASNyFEUWLp8W3pNR8GpXxg/fuQlmbpaIQQxYQkbkKIosPS49vSs3eGdv8Hlw7C8RWWjkYIUUxI4iaEKDqsYXxbevWfhfL1YOOHkJJo6WiEEMWAJG5CiKLBWsa3pWdjC4+Nh2sX4J/vLR2NEKIYkMRNCFE0WNP4tvSqtjMeWz+B+KjMr0lNMZYOObIMDv8kY+KEEPkmC/AKIYoGaxrfllGH8fBtK9j2KbR5G64ehytH4MpR4xH6L6Qk3L7+6jF4bELhxrTuPfCsBk1eKNx6hBBmJYmbEKJosLbxbel51YMGz8HOr4wH2jjuXNo413Sw8exVD/bNhZ3Twc0Hmg8tnHgSb8DumeDiAQ37ga194dQjRBEVFBRE586dOXbs2K1jH3zwAa6urhw7dozOnTvTo0cPIiMjad++PSNHjuSFF6zjjyBJ3IQQ1u/m+LaHRlo6kqw9+oEx5s290u0krZS3sTl9ep2mwo3LsOYtKOkFdZ4u+FjO7wKdCrFhxlpztZ8q+DqEuM9FR0fTsWNHhgwZYjVJG0jiJoQoCqx1fFt6JcvD01/lfJ2NLXT/AeZ3geUvQYlyULlFwcYStBVs7KFEGTiwQBI3IfIoJiaGTp060adPH15++WVLh3MHSdyEENbPmse35Ye9M/T5CWZ3gCW94cW/oGzNgis/cCv4NoPKDxnj7qKDja5ZIazMlcmTSTxRsHv+Otauhde7795TGWPGjGHw4MGMHj26gKIqODKrVAhh/ax5fFt+uXhAv+Vg6wA/9oAbVwqm3PgouHwE/Fsb49t0GhxaXDBlC3GfUBmHMGQ43q5dO1auXEloaKg5w8oVaXETQli3ojC+Lb9K+0Hfn2Huk7CoBwz8E5xK3VuZQTsADX6tjPKrtIUDC6HVG2Ajf6sL63KvLWP55enpSVTUncv3REZG4u/vD0Dv3r1p2bIlTzzxBJs2baJkyZKWCDNT8q9YCGHdLu62/vFt96JiQ3h2AVz9F34eAClJ91Ze0DawcwafJsb7RgMg+gIEbr7nUIW4X7i6ulKhQgU2btwIGEnb2rVradny9u+ZUaNG0b59e7p27UpS0j3+uyxAkrgJIW45FhLNP4GRBIXHEp+UaulwDPfb+LbMVH8UusyAc5vgj5Ggdf7LCtwKlZqDnaPxvlZnY1mSAwsKJlYh7hMLFixg4sSJBAQE0K5dO8aNG0fVqlXvuGbq1Kn4+vrSv39/0qxk4WzpKhVCEJeUwsTVJ1i858Idx0s62VGupCPlSzndeq7g5sQzDb1xd3EwT3D34/i2zDTsC9dDYNMkcPOFdu/lvYyYMGOx33o9bh+zczTWmPvne4iNgBKeBRezEEVYnTp12LRp013H582bd8f7uXPnmimi3JHETYhi7mhwNK/9dJDA8FiGtK5Cq+plCL2eyNUbCYReTyT0RgJXryey73wUoTcSSUpJ49st5/isVwMeqlqmcINLjIGQA/Dwa4Vbj7Vo/SZEnDVmgjYfaiznkRdB24xnv9Z3Hm/YH3Z/A0eWQosRBROrEMIiJHETophKTdPM2nqOT/86RRlXRxa92JyHqmWfKGitORIczeifDtH3hz0MbV2VMR1q4GBXSKMuLu42FpK9X8e3ZaQUPDzSSLCO/wrNXsrb/UHbwKGkMW4uvfJ1wKep0V364PC7FwUWQhQZMsZNiGLo0rV4+v6wm6lrT9KhTnnWjmqVY9IGxlT5Br7urBrZkt5Nffl2y1m6z9zJubCYwgm0OIxvy6j8A1CuDhz9Je/3Bm41FvO1zeRv8kYDIOwkBO+99xiFEBYjLW5CFDOrjlzi3RVHSUnTfNyjPj0b+2S5plFWXBzsmNKtPm1qlOPtFUd4cvp2xj1Vh15NffNcVrZyGN92/a+/iNn4N8rJCRsnR5SjE8rJERtHJ5Sjo3HMyRmXpk2wL1++4OIqbHW7w98T4NoFYwut3Lh+CSL+g8YDMz//QDdY+w4cmG8sziuEBWmtC/Z3hZnpe5lAdI8kcROimIhJTGHcyuMsPxBMA193vuwVgF+ZEvdU5uN1vQjwdWfMz4d4e8VRtpwOY0q3egUzcSGH8W0x23cQMmo0tqVKga0tOiGBtMRESEm561qbUqWo+NFHlGz3yL3HZQ71ehiJ27Hl0DKXK7cH3hzf1irz846uULeb0ZLXccq9rxcnRD45OTkRERGBp6dnkUzetNZERETg5ORkkfolcROiGIhNTKHHzJ2cvnqDke2q8Wr76tjbFsxICS83J358sTnfbzvHtL9OcfCLawUzcSGb8W2J5wIJGT0ax+rV8Vu8CJsStxNQnZJCWkIiOjEBnZBASmQkl8eNI3j4cDyHDKHsyFdRdlb+q6+0H/g0M5Ks3CZuQVvByd3Y3D4rjZ43xrkdX5F1y5wQhczHx4fg4GDCwsIsHUq+OTk54eNjmW3krPy3lxDiXmmteWv5EU5fvcHsgU15pGa5Aq/DxkYxtE1VHq5WhpFLDtL3hz282q46r7Wvjq1NPv+iPrM+0/FtqdHRBA8fjrKzw+frr+9I2gCUnR22rnbgahy39/bGb8kSrk6cRMSsWcQfPoz3p9OwK1PIM2LvVb0esGYshJ6AcrVzvj5wq5Hk2thmfY13Y2P83IEFkrgJi7G3t7+1Q4HIO5mcIMR9bu6OIFYducwbHWsWStKWXl1vN1aNbEm3hj5M33iG5+f8Q3hMYt4LunYR9s01xnqlG9+mU1IIGT2GpJAQfGZMx8HHO1fF2Tg6UmHCeCpMnkz8oUMEdutO3IEDeY/LnB7oCsomd5MUooKM8XD+rbO/TiljkkLIfrhyrEDCFEKYlyRuQtzH9gZFMvnPE3SoU56X21TN+YYC4OJgx6fPNuDj7vXZGxTJk9O3sTcoMm+F/D3BeG73/h2Hr378MbE7d1Jh3P9wadIkz7G5d+uK309LUU5OnB/wPBHz5ll0kHG2XMsZ+4weXZbzTgo3x7fllLgB1O9lbGx/cOG9RiiEsABJ3IS4T4XeSGDEogP4lHbm02cbmH0Q8LNNffl1+MM429vSe9ZuZm09m7sk6dIhOPITtBgO7r63DkctW0bUgoV4PD8A9x49sikge061auH/yzJc27Yh9KOphIwaTWpMIS1ncq/q9YRr5yF4X/bXBW6FEmWhbK2cy3TxgNpPweGlkJxQMHEKIcxGEjch7kPJqWm8svgg1xOSmdmvMaWc7C0SR52Kpfj91ZY8Vqc8k/88yZCF+4mOT876Bq3hr/8DF887BuXH7dvHlfETKNGyJeXefPOe47ItVQqfGTMo9+Yb3NiwgaAePYmYO4/oP/4gZscOEk6eJCUsDJ3JDFWzqtUZbB3hWDbdpVobC+/6tcr9wrqNBkDCNTi5qmDiFEKYjUxOEOI+9PHak/wTGMnnvRpQu4Jll30o5WTPN30bMXdHEJP/PEHnGdv4pk9j6vm43X3x6XVGEtLpE3AyzicFhxD86kgcvL3x/uzTApsRqpTC88UXca5fn5A3xxI6dWqm19m6u2Pr6Yld2bKUfrYnJTt1Ml/rpVMpqNERjq2AxyaBrR1nos6w5OQSnO2cGd14NHaRgXDjMvhnsQxIZvxag3tlY023evlvvRRCmJ8kbkLcZ/48epnvtwUyoEVluja0zHT1jJRSDGrpTwNfd6CGkd8AACAASURBVF5ZfIDuM3fyf51r06dZJexuLkuSmgLr/wceVaHJC8ahmFiChw9Hp6biM/MbY822AubStCnVNv1N2o0bpEREkBoZSUp4BKmREaRERJISEU5qRCSJp08TMuZ1nBcvxuvdd3GqU6fAY8lUvZ6knfidrfu/4ceoI+y5sgcHGweS0pIIuh7ENNd6OAP4t8l9mTY2xv6lmyZC5DnwqFJY0QshCpiy2oG5QJMmTfS+fTmM7RBC3PJf6A2e/moHNbxK8tOQFoW3h+g9iIxNYtRPh9h6OoxKHi681MqfHo19cT4yH1aNhl4/Qu2n0GlpBL86kphNm/CdNQvXlg9bNG6dmsq1X5YT9sUXpF67hnuPHpQdPQo7D49CqzMmKYaVp39h0Z6PuWhnS3mX8jxX6zl61OjB2sC1TNoziXrKha/Do3Ef/W/e9iCNDoEv6kHVdtB7Edg5FtrnEKK4UErt11rnfeZUXuq4l8RNKTUaGAxo4CjwAlABWAp4AAeA/lrrJKWUI7AAaAxEAL201kHZlS+JmxC5F5uYwtNf7yAqNolVI1tSwc3Z0iFlKS1Ns/7EVb7dcpaDF67h45LKOttROJSrhv3gdSScOUPYF18S8/fflH/3HTwGDLB0yLekXr9O+NdfE7loMTbOzpQZMRyPvn1R9gU3jvDi9YssPrmYX//7ldjkWAJsS9E37DLthx/BPt3yKBuC/uKtzWPwtnXhu64rqeBaIW8V7Z0Nq8dAtQ5GwmxvmZXghbhfWHXippTyBrYDdbTW8Uqpn4E/gSeAFVrrpUqpb4HDWuuZSqnhQH2t9TClVG+gq9a6V3Z1SOImRO5orXllyUHWHL3Mjy82z9WG8dZAa82+81Fc+e19nrr2IyOixtDlygUqHdmFjbMznsOG4fnSYKvcFifx7FmuTvmI2O3bcahShfLvvI1rqzyMMzO5lnCNU1GnOBV5itNRpzkddZqTkSexVbZ09O9Iv9r9qBsdCgu7wrMLoU6X2zdfPc7euY/wmnclnB3dmNlhJjVK18hbAPvnwR+vmVreFoO99Sb8Qli7opC47QYaANeB34AZwCLAS2udopRqAXygte6olFpner1LKWUHXAHK6mwCkMRNiJwlJKfy5cYzzNx8lrcer8XLbc2zXluBuX6JxAlNuHzOn7h/o0iwseePqq2IfeZZnn+8AQ9UzGQSg5XQWhOzeTNXP/qI5PMXKPHww8aG9t7e2Hv7YO/tjV3ZMigbo8v6etJ1dl7ayalII1E7FXWK0LjQW+V5OnlS06MmAWUD6F6jO+VcTAsmp6bAZ7Whcgt4dsHtAHZ/C2vf4vSgP3h594fEp8Qzvd10mnjl8f+NAwvh91eNdeCeWwoOLvf6pRGiWDJH4pbvyQla6xCl1DTgAhAP/AXsB65prW/OoQ8Gbi5t7g1cNN2bopSKBjyB8PzGIERxlpam+f3wJT5Zd4qQa/F0a+TNsDZFa5B5UlAQ4e++QPTBUijHWMq8OIjkHn2w/zeaP/dc4Ofp22ldoyzD2lShRRXr25BaKUXJRx7B9eGHiVz4I5ELFhC7Y8ed1zg4oL3KcKVkGv86RhDomcrWAHt8ylahmVczapauSY3SNajhUYMyzlm0lNraGTsp7J8HCddvbxAfuBXcK1OjUmsWeixk6PqhDF0/lI9bf0z7yu1z/0Ea9Te2F/vtZVj8LPT5CRxK5HyfEMLs7qXFrTSwHOgFXAOWmd6P01pXM13jC/ypta6nlDoOdNRaB5vOnQWaaa0jMpQ7BBgCUKlSpcbnz5/PV3xC3M92/hfO5DUnOBZynbrepXi3U+0i0z0KkBIeTuinnxG9ciVKpVK6TQ08J8zFztPz1jXR8cks2nOeOduDCI9JpIGvOy+3qcJjdbywye/+p2aQFh9P8qVLxF88z7Gjf3Pm3x3oy1cpH62oeMMOp5gk7Hx9qfC/9/PWtXpxL8x+FJ6ZCQF9IC0VPvaH2l3g6a8Ao9t1xN8jOBZ+jPeav8ezNZ/NW/BHlsGvQ8D3Qej7MziWzNv9QhRz1t5V2hN4XGv9oun9AKAF0BPpKhWiUJy6coMpa06w+VQY3u7OvNmxJl0aVLTqRCajpPPnufDiYFJCQykd4IqnXzB2bx80VvTPREJyKssPBDNr6znOR8RRpUwJhrapwjMNvXG0y2ZDdQu5GnuVZaeXsfzMcsLjw/Fx9aF3rd48U+0Z3BzdiN21iysfjicpKIiSjz9O+Xfexr58+ZwL1hq+bACeVaH/r3DpIMxqC92+h/q3E7S45Dje3PomW4O3MqzBMIY3GJ63lspjy2H5S+DTFPouu926J4TIkbUnbs2BOUBTjK7SecA+oDWwPN3khCNa62+UUiOAeukmJ3TTWmf756AkbkIYrkQn8Nn6U/yyPxhXRzteaVeNAS38cLK3vsQlO/HHj3NxyFBITcX3/cE47x0DHSdDixE53puapllz7DLfbjnLsZDrlC/lyKCH/enTvBIlLbQzRHqhcaFM/WcqGy9sJE2n0cqnFb1r9uZh74exUXcuy5KWlETk7NmEz/wWZWdH2ddGUrpv35wXF944AbZ/Dq+fNLasWv8+jDkJpe6cTZqclsz4XeP57b/f6F69O//34P9hZ5OHkTH/roRfBkHFhtBv+a3FkIUQ2bPqxA1AKfUhRldpCnAQY2kQb24vB3IQ6Ke1TlRKOQELgYZAJNBba30uu/IlcRMCVh4K4a3lR0hN0wxo4ccrj1SjdAkHS4eVZ7G7dxM84hVs3EpRadZ3OK4fCIk34JW9eVpDTGvNjv8imLnlP3b8F0GVMiVY/vJDFv2aBEUHMXT9UKISo+hdszc9a/bEt6RvjvclXbjAlQkTid22Dcfatakw7n84BwRkfUPoCfjmQWNniTN/GfuYvrI300u11sw4OIPvj35PW5+2fNzmY5zt8jBj9MQqWDYQvOpCnWcgJRFSEm4/pybefm3rAK3fhHK1c1++EPchq0/cCpskbqK4CwqPpdOX23igYik+7xWAr0fRnO13fe06Lr35Jg5+lfH94QfsTy4wVu3vMRfqdst3udvPhDNo3l4CfN1ZOLiZRbpOj4UfY/gGozty5qMzqeOZtx0VtNbcWPcXVydPJiUsDPeePSk3ZjS27u6Z3zDzYSNRCj8N9XtB58+yLX/pyaVM3jOZ+mXr81W7r3B3yqLczJxaY7S8JccZ723swc4J7BxMz47G8/VLRgLXcTI0GZS3hYCFuI9I4iaJmyjGUtM0z363i9NXb/DX6NZWvaBudqKWLuXKh+NxDgjAd+Y32B75Af6eAHV7QPcf7vk/+ZWHQnht6SGeDqjIF70CzDrzdOelnYzaNAoPJw9mdZhFpVKV8l1Wakws4TNmELlwIXbly+O3dEnmY9+2fw4bPjBe95wPDzyTY9nrz6/n7a1vU9G1It91+I6KrhVzH1hyAug0I0mzySIxjgk1ZqT+twFqdYYuM7IcsyjE/cwciZv17YcjhABg1tZz7D8fxYSn6xbJpE1rTdiMr7jywYe4tmlDpTmzsT30nZG01e8FXb8rkJaZpwO8eeOxGqw8dInPN5wpgMhzZ03gGkZsHEGlkpVY2GnhPSVtALauJSj/ztv4LVlMWnQ0F19+mbTY2LsvrNv99mu/3M1K7VC5A7Mem0VEQgT9/uzHqchTuQ/M3slY1y2rpA3AtRz0WWa0uJ1eZ7QKBm7LfR1CiFyTxE0IK3Ti8nU+X3+aTnW9eDogD60jVkKnpnJl/HjCv/4at65d8ZkxHZtdn8HmydCgj7GkhW2+l5G8y4hHqtGzsQ/TN55h+f7gAis3K4tOLGLs1rE0KNuAuY/PpaxL2QIr27lBA7w//4zEk6cIeeNNdGrqnRe4V4LKLaFCAJTwzLyQTDQu35j5j89HKcXAtQPZeyXzsXH5ZmNjTDIZvMFI9OY/BRvHQ2pywdYjRDEniZsQViYpJY0xPx+mlLMdE5+pa3WLzuZEJyURMuZ1ri1ZiufgF6kwaSJqy2TY+jE07A9Pf519600+KKWY1LUeD1X15O0VR9h1NiLnm/JBa830A9P56J+PaOfbju86fEdJh4Jf68y1TRvKv/cuMZs2Efrxx3df0GuhsVRHHlUvXZ1FTyyivEt5hq4fyrqgdQUQbQYVA2DIFmjYF7Z9CnM7QVRQwdcjRDEliZsQVubLjac5cfk6U7rVx9M197MtrcWVKVO4sW4d5d56i3Kvv47aMA62fwaNX4CnphstM4XAwc6Gmf0aU9mzBEMX7uO/0JgCLT8lLYUPd33I90e/p3v17nza9lMcbQvv++PRty+lB/Qncv4CIhctuvOki4fRPZkPXiW8mN9pPvXK1OPNLW/y86mfCyDaDBxdjQS9x1wIOw3ftjJ2fQg9YcwkFkLkm0xOEMKKHLgQRY+ZO+neyIdPejawdDh5Fr1yJZfeehuPFwdR/o03YN17sPtraPoSPPGJWWYbXoyMo+s3O3BxsOPX4Q8VSPJ7JfYKk/dMZtPFTbxU7yVebfiqWVpCdWoqwa+8SsyWLfjO/AbXNm0KrOyElATe2PIGW4K38P6D7+d9l4XcunYBlg+Gi3tuH3NyBzdfcPO58+HdCDyK1rZtQqQns0olcRPFSFxSCk9O305SShprR7WyikVl8yLh1CmCevXGuV49Ks2ZjVr/HvzzHTR/GR6fYtYlIg5eiKL3rN08ULEUi196MN8LFZ+/fp45x+bw+9nf0VrzZtM36Vu7bwFHm7202FiC+vcnOeg8lRcvwqlWrQIrOyk1idGbR7M1eCvjWoyjR40eBVb2HdJSIeSAse5cdHCGx0VIuGZcZ+sIzy2Gao8WThxCFDJJ3CRxE8XIuJXHmL/rPItfas5DVYvOvqMAqTduENijBzouHv9flmG3dyrsmw0tXoHHJlpkXa81Ry/z8qIDdK5fgem9G+ZpW7CTkSeZfXQ2f53/CztlR9fqXXmh7gt4u3oXYsRZS756laBne4FS+P30E/bl89dNmpmk1CRGbRrFtpBtfNDiA7rX6J7zTQUt8QZEnYffhhldq88tgWrtzR+HEPdIEjdJ3EQxsf1MOP1m7+GFh/0Y99QDlg4nT7TWBL/6KjGbt1B5/jxcSlyBpX3goZHQYbxFF2P9bstZpqw5yWvtqzO6Q40crz9w9QA/HP2BbSHbKGFfgl41e9G/Tn/KOFs+kU44cYKgvv1w9POj8o8LsXG5ezFmrTXJwcHEHzpM/NEjpEZdg7Q0dFoqpGnjtU6D1DRISwOlKN3nOewfbs5rm15jR8gOxj80nq7Vu1rgEwJxkbCgC4SfMZK3qu0sE4cQ+SSJmyRuohiIjk/m8S+24uJgy+qRrYrc/qMRP/xA6LRPKf/O23g8/zysGAqn18KbZwt0yY/80Frz+rLD/HYwhJ+GtqCp392LwqbpNLaHbGf20dkcCD1AacfS9KvTj961elPKwbo2WL+xeTPBw0fg2rYtPjOmkxYfT8LRo8QfPkL84cPEHz5MamQkAMrZGbuyZY2xeDY2YGODMj1jY4NSipTISFLCw/GeNg3HDm157e/X2HlpJx8+9KFlk7f5XSDiDDy3FKo+Ypk4hMgHSdwkcRPFwJifD7Hy0CVWvPwQDXzzsB2RFYjdvYcLgwZRsuNjeH/2GSotBT6pBjU7QddvLR0eADGJKTzx5TbStGbNa7fHDobFhfHrf7+y4swKQmJC8CrhxcAHBtKtere87elpZpE/LuLqxInYVahAypUrYPod7lClCs4NGuDcoD7ODRrgWL16jpvWp8bEcHHIUOIPHaLi1Kk4PdGBkX+PZNelXYx/eDzPVMt5V4ZCERthrAMXeRb6/ARV2lomDiHySBI3SdzEfW7d8SsMXbifke2rMyYXXXnWJPnqVQK7dcfWzQ2/n3/G1rUEnNtidHX1WgS1O1s6xFv2n4+k57e76NqwIt0ejuOX07+w+eJmUnQKzb2a06NGD9pXao+9bdGYEBIxezZx/+zFqX49nBsE4FyvLrZubvkqKy02losvDydu714qTJqEU5dOjPx7JLsv72Ziy4l0qdqlgKPPpdhwo+Ut8pwpeSu4GbVCFBZJ3CRxE/exa3FJdPh8K2VdHVn5ysPY2xadZRV1UhLnnx9IwqlT+C/7GceqVY0Tf46FAwtg7Dlj9XwrERYXxhtrv2dfxFpsHKIo7ViaZ6o9Q/ca3alcqrKlw7O4tPh4gke8QuzOnXh9+CHO3bvw6t+vsufyHia1nMRTVZ+yTGCx4aaWt0BjwWH/3G3xJYSlyF6lQtzHJqw6QVRsEp/0rF+kkjaAq9OmEX/wIBUnTbydtGkNJ1cbA8qtJGnTWjNlzxQe++UxDtxYgotNOVRYPxZ1XMWYJmMkaTOxcXbGx7RO3JVx44hb8gvT202nWYVmvLf9PeYfn49F/sgvUQYG/A6lK8PiZyFou/ljEMLKFK3/LYS4T2w6FcryA8G83LYqD1TMXxeXpUSvXk3UgoV4PD+AUp063T5x+TBcD4ZaT1ouuAz+DPyTxScX07lqZ/545g9+6jKP5OgGvLviBGlp1tvbYAk2jo74zJhOyQ6PcnXSJOLmL2FGuxm0q9SOafumMWrTKK4nXTd/YK5l4fk/jD1aF/WEoB3mj0EIKyKJmxBmdiMhmXdXHKV6OVdeaVfN0uHkSfKVK1x+/384N2pEuTfeuPPkydWgbKDG45YJLoPw+HCm/DOFBmUb8EGLD/Bz86NKWVfee7I2286EM39XkKVDtDrKwQHvzz6j1BOdCP3kE2K/n8fnbT9nbNOxbA3eyrN/PMvxiOPmD8y1nJG8lawAq8eYv34hrIgkbkKY2ZQ1J7l6PYGPe9TH0a5oLf0ROW8+OjGRih9PRdlnGMh/cjVUeghKeFomuHS01kzcPZH45HgmPDwB23Sb2vdtXol2tcoxZc1JTl+VfTMzUvb2VPzkE9ye7kLYl9MJmz6dfrX7Ma/TPFJ1Kv3/7M/Sk0vN33XqWg4aPw9hJ+HGFfPWLYQVkcRNCDPa+V84i/dcYHCrKjSsVNrS4eRJ6rVrRP38M6WeeAIHH587T0aeg9DjVtNNui5oHRsvbOSVhq/g7+Z/xzmlFFO716ekox2vLT1EYkqqhaK0XsrWlgqTJ+PeswcRM7/l3BNPUnHpNpY88AkPVniQSXsmMXbrWGKTY80bmH9r4zlwm3nrFcKKSOImhJnEJaXw1ooj+JcpUeSW/gCIWrIEHReH5+DBd588udp4rvWEeYPKRER8BJP2TKJ+mfoMqDMg02vKlnRkavf6nLh8nc/WnzZzhEWDsrXF68MPqTBpEnblyxP+zTeEdX2ON766xMfnH+Tg4XX0XtWbU5GnzBeUV31wcoOgrearUwgrY9llzYUoRj5Zd4qLkfH8PLRFkdsdIS0+nsgFCynRpjVONTNJOk+uhvL1oLSf2WPLaNKeScQlx93VRZrRo3XK81yzSszaeo62NcrRoqrlu3itjbKxwb17N9y7dyM5NJQba9dx/c8/8Vu8nRlAoM95Fvz9LA/2HcNTDz5f+AHZ2ELllhAoiZsovqTFTQgz2BcUybydQTzfojLN/O/edsnaXVuxgtSoKMq89NLdJ2PC4MJuq1hwd13QOtafX8/wgOFUca+S4/Xvd66Nn2cJXv/5ENHxyWaIsOiyL1cOjwH98Vu6hKobNlDujdep7upHv/VJVBn4EbufaU/k/PkkX75cuIH4t4aoIGNTeiGKIUnchChkCcmpjP3lCBXdnBn7eC1Lh5NnOiWFyDlzcQ4IwLlx47svOL0G0BYf3xaZEMmk3ZOo61mX5x/IXeuPi4Mdn/cK4OqNRN5efsQya5UVQQ4+3ngOHkz1337Hb/UfHOlSm6jIS1yd8hH/PdKOwGd7ETF7NkkXLxZ85TfHuQXJODdRPEniJkQh+2LDGc6FxzK1e31KOBa90QnX16wlOSQEzyEvGRuWZ3RytbHGVvm65g8uncl7JhOTHMOEhydgZ5P7r3OArztjO9ZkzbErzNkRVHgB3qecq1bj2Y+WsWnCU4wcaktwv7aQmkroJ9M42+ExznXrRvi335F0voBayMrVBpcyMkFBFFuSuAlRiA5fvMasrWfp3dSXltXLWDqcPNNaE/HDDzhUq4pr27Z3X5AYA2c3Qa3OkFlSZyZ/Bf3FuqB1DA8YTrXSeV8bb0jrKnSoU54pf55gX1BkIUR4f7O1sWVSq0nUa/gYY3y3s3tSd6puWE+5sWOxsXcg7IsvOPvEk0TMm3fvrZpKGVtfBW41dusQopiRxE2IQpKUksbYX45QrqQT7z5Z29Lh5Evstm0knjqF54uDUTaZ/Lo4uxFSEy3aTRqVEMWkPZOo41mHgQ8MzFcZSimm9WxARXdnXll8kPCYxIINshiwt7FnaquptPVty+Q9k/k9bjeeg17A76elVNu8iZLtHiH0o6lcenMsafHx91aZf2u4cQkizhZM8EIUIZK4CVFIftx9nlNXbzDxmbqUcrLP+QYrFPH9D9h5eeH2ZBbLfJxcDc4e4PugeQNLZ8qeKVxPup7nLtKM3Jzt+aZvIyLjknht6UFSZUusPLO3tefTNp/SyrsV43eN57f/fjOOe3nh/eWXlB01iuurVxPUpy9JwcH5r8i/jfEcuKUAohaiaJHETYhCEJeUwjeb/6NFFU8erVPe0uHkS/yhQ8Tt3YvnCwNRDg53X5CaDKfXQs1OYGuZsXsbzm9gTdAahtUfRo3S9742Xl1vNyY8/QA7/ovgyw2yvlt+ONg68Pkjn/NghQf5347/sercKsBYWqTMsKH4fjuT5OBggrr3IHbnzvxV4lEFSnnLBAVRLEniJkQhmLcziPCYJN7oWPQW2r0p/IcfsHFzw71Hj8wvOL8DEqIt1k2678o+3t3+LnU86zCo3qACK7dX00r0bOzD9L//Y9Op0AIrtzhxtHXky3Zf0tSrKe9tf4+1QWtvnXNt0wb/X5ZhV64sFwa/RMTsOXkf96aU0V0auA3S0go4eiGsmyRuQhSw6wnJfLflHI/ULEvjykVvzTaAxLNnidmwEY++fbApUSLzi06sAjtnqPKIeYMD9l/dz/CNw/Eq4cXX7b/G3qZgu6LHP12XWl4lGf3TIYKj4gq07OLC2c6ZGe1mEFA2gLe3vs3G8xtvnXOoXBm/pUsp2aEDoZ98wqXXXyctLo9fZ79WEBcOYScKOHIhrJskbkIUsB+2BRIdn8zrj9W0dCj5FjF7DsrJidL9+mV+gdbG+LZq7cHBxayxHbh6gJc3vIxXCS/mdJxDGeeCn63r7GDLzH6NSU3VjFh0QPYzzScXexe+efQb6papyxtb3uCnkz/dOmdTogTeX3xO2dfHcH3NWoJ6P0fShQu5L9y/lfEsuyiIYkYSNyEKUGRsEnO2B9Kprhd1vd0sHU6+JF+5QvQff+DevTt2Hlm0GF46aMzqq2Xe3RIOhh7k5Q0vU96lPLMfm10oSdtN/mVK8EnP+hwOjmbSamnVya8S9iX49tFvaVGxBRP3TGT8rvEkpxq7VCilKPPSS/jOmkXy1auce7IzIWNeJ3bnTnROXaDulaC0v6znJoodSdyEKEDfbT1LbFIKo4vgJvI3Rc6bD2lpeLzwQtYXnVwNyhZqdDRbXIdCDzFs/TDKuZRjTsc5lHUpW+h1Pl63Ai+18mfBrvOsPBRS6PXdr1wdXJnRbgYv1n2RZaeXMfivwUTER9w+36ol/suX496rFzE7dnBh0Iuc7fAYYd98k/0WWv6tIWg7pEmLqCg+JHETooCEXk9g/s4gngnwpkb5kpYOJ19Sr13j2s8/U+qJJ3Dw8c76wpOrofJD4GKeMXyHQg8xbMMwyrqUZXbH2WZJ2m4a+3gtmvqV5u3lR5m+8Qy7zkaQkCyJQl7Z2tgyqvEopraayvGI4/Re3ZsTEbdbMh18vPH6v/eovnULFadNw76SL+HTZ/Bfu/ZceGkI19f9hU5KurNQ/9aQGA2XD5v50whhOUVv/x0hrNQ3m8+SnKp5rX11S4eSb1FLlpAWF4fn4MFZXxRx1hgQ3niqWWI6HHaYYRuG4enkyezHZlPOpZxZ6r3J3taGr/o0YtiP+/l8w2m0BntbRX0fd5r6edDc34NGlUvj5lw01+oztyeqPEFlt8q89vdrDFgzgPEPj6eTf6db520cHXHr/CRunZ8k6eJFrq1YQfSKXwl57TVsPTzwHDwYz0Gm1mC/dOPcvBtZ4NMIYX7KmjdVbtKkid63b5+lwxAiRyHX4nnkk810b+zNlG71LR1OvsQfP86FQS/iHNCASt99l/WFO6bD+vdh1FFjnFEhOhJ2hKHrh1LaqTRzOs7Bq4RXodaXk+i4ZPadj+SfoEj2BkZyJDialDSNUlDLqxQPVvFg4EN+VPbMYiauuCU8Ppwxm8dwMPQgL9Z9kVcbvoqtjW2m1+rUVGJ37CBywUJit2+n7KhRlBk21Dj5dXNw84F+y80YvRCZU0rt11o3Kcw6pMVNiAIwY+MZAF5pVzRb225s2EDIm2OxLe1O+bfezv7ik6vBq77ZkjZ3R3erSNoA3FzsaV+7PO1rG4sqxyelcvBiFHsDo/gnKIJFey6wcNd5ejX15dV21fFyc7JwxNarjHMZZj82m0l7JjH72GzOXDvDR60+oqTD3cMMlK0trq1bU6JlSy699TZhX3yBTYkSePTvZ3SXHlwEKUlgl8lC0ULcZ2SMmxD3KCg8lmX7g+nTvBLe7s6WDidPtNZEzJ5D8KsjcaxeHf+ffsKxin/WN8RGwMU9hb7o7q5Luxj812DcHd2Z+/hcq0jaMuPsYMtDVcvw2qPVWTT4QbaNfYTnmlXi530XafPJJiat/pfI2KScCyqm7G3tGddiHO82f5cdITt4bvVz7L+6P8vrlY0NFadMxvXR9lydNIlry1cY3aXJsXDpQJ7rDwoKom7duncc++CDD5g2bRoDBw7kl19+ASAyMpKGDRsyd+7cPNchREGTxE2Ie/TFhtPY2yqGP1LVy4M73AAAIABJREFU0qHkiU5O5sr//kfoJ59QsmNHKi+Yj13ZHAb9h50ENPg0LbS41p9fz4iNI/B29WZ+p/lWm7RlpnwpJyY8U5e/X29L5/oVmb09kNYfb+Lz9ae5kZCc5X1aay5GxrH22BU+/esU0zeeyfb6+4lSiudqPcf3j31PSloKA9cOZOLuicQkxWR+vZ0d3p99RomHHuLy++9z/UwSoAptPbfo6Gg6duzIkCFDeCG7mdZCmIl0lQpxD05fvcHKw5cY0roK5UoWnW6x1OhogkeNIm7XbjyHDaXsyJEom1z8HRcVZDx7ZNMqdw9+Of0LE3ZPoH6Z+nzV/ivcHIvmWni+Hi58+mwDhrWpwmfrT/PlxjPM3xXE8LZV6dO8MpeuxXP8UjTHQ65z/NJ1/r18neh4I1GzUaCBRXvO837nOjxZrwJKKYt+HnNo6tWUFV3+n737Do+iWuM4/p3d9E4gJAQCgVBDC7333kEpKlc60hGkq9hQ6UVREaT3Kh2kI70H6UhLQkJCSe9t5/6RwJUrKJBkZ5O8n+fhIbs7O/MLgnn3zDnn/ZUfLv7AymsrOXz/MBNrTqSBR4O/HauzsKDQD3MJ6P8BQZ98idKmFPb3jkCDsZmaKSYmhlatWvHee+8xaNCgTD23EG9KCjchMmD2vj+xtTBjYP3sM9qWFBDA/QEDSQoMpMCUyTh17Pjqbw6/l7Z/m6NHpmZSVZXFVxYz58Ic6hSsw6wGs7AxN25HhqxQwtWeef+pwuXASGbsvcm3u27w7a4bz163NNNR2s2e1uULUNbdgXIFHSntZs+NkGg+3XKZoat9WVfiPl+2L0sxFzsNvxPjsDG3YWy1sbT0bMnnJz5n6MGhtPJsxbjq48hrnfe5Y3U2Nnj8PI+AXr0J2nkdj5j72HaPB/PMm67w0Ucf0a9fP0aOHJlp5xQio6RwE+INXQmKZPeVED5sUoI8ttljUnTcuXMEDh0GqkqRxYuwqfaatzzD/dJW8Okzb+sLVVWZdX4WS68upVXRVnxT5xvMM/H8pqB8IUeW9anO6buhHLn1GC8XO8q6O+LlYouZ/u8jnT4eTmwdUpdVp/2ZvucmLeccZWCDYgxuVBwr8xevvMxJKrhUYH3b9Sy8spAFlxZwMvgkY6uNpW2xts+NPurt7fFY+Av+Xd/i/u8pFNm3FuvWr34782UjmU+fb9y4MVu3bmX06NHkz2/cbWiEeBmZ4ybEG5q59yaO1ub0rZc1tw0zW+SOnQT07oPeyQnP9etev2gDCLsHeTwzLVOKIYXPTnzG0qtL6VaqG1PqTclxRdtf1SiWlzEtSvNW5UKUcrN/YdH2lF6n0KOWJwdGNaBNhQJ8f/A2zWb/zqEbj4yYWDvmenMGVRzExnYbKeJQhI+PfcygA4N4EPPguePM8uSh8OJFmFkZCPhkNgk3brzkjH+XN29ewsPDn3suLCyMfPnSWqm98847DBo0iNatWxMdHZ3xb0qITCCFmxBv4FJgBIduPmZAg2I4WJl+oZEUGETwxx9jVbECnmvXYFGkyJudKNwv0+a3JaYmMurwKLbc3sLAigP5pMYn6BT5X9L/y29vxexuPqzuXwMLvY7eS88yYMU57ofFaR3NKLycvFjWchnjq4/nwsMLdN3RlbMhZ587xtyjGEXeLYjOzEBAn74k3r33Sue2s7OjQIECHDhwAEgr2n777Tfq1q377JgRI0bQpEkTOnXqRNL/d24QQgPyf0kh3sCCI3extzTj/ZpvWAAZ2eNZM0Gno+D06eidnN7sJInREPckU0bcYpNjGbx/MAfvH2R89fEM8RmSKybgZ0Rtr3zs/rA+Y1uW4vc/H9NwxmGGrLrAmXthmPJG6plBr9PTvUx3NrXbhLOVMx/s+4DNtzY/d4y5T2MKN0gbjXw0bdorn3v58uV8/fXX+Pj40LhxYz7//HO8vJ6fszp16lQ8PDx4//33MRgMGf+GhMgA6ZwgxGu6HxZHg+mH6F+vGBNal9E6zr+Ku+CL/3vvkW/wIFyGD3/zE4Vchp/rQpdlUPY1FjS8wFcnv+LXW78yqc4k2nm1y9C5cqMHEfEsO+HH2rP3iYxPpkwBB3rVLkIHn4I5fg5cVFIUow+P5mTwSXqX682IyiPSRmrvHoblHUisNxezah3ROzhoHVXkQsbonJChETdFUZwURdmoKMoNRVGuK4pSS1EUZ0VR9imKciv99zzpxyqKonyvKMptRVEuKYoijeVEtrT4+D10ikKvOp5aR/lXqsHAwylTMHNxIW/fvhk7WVj67acMjrjdCLvBxj838m7pd6Voe0PuTtZMaF2GUxOaMPmt8qiqyrhNl6k5+QBTdt8gKCJe64hZxsHCgR+b/kjXkl1ZcmUJIw+NJC45DjxqgN4Cy9Q/pWgTOVpGb5V+B/ymqmppoCJwHRgPHFBVtQRwIP0xQCugRPqvD4B5Gby2EEYXGZfMurP3aVfRnQKOpt8lIWrnThIuXcJl5Eh0thnsn5kJe7ipqsqUM1NwtHRkYMWBGcsjsLbQ8271wuz+sB5r+tekZtG8LDhyh3pTDzJwxXm2XgziRkgUSSk56/aeuc6cT2t+yvjq4zkceJhev/XiYVIUFKoO945qHU+ILPXG24EoiuIA1Ad6AaiqmgQkKYrSAWiYftgy4DAwDugALFfT7s2eSh+tK6CqavAbpxfCyFafCSAuKZV+2WAlqSE+nkczZ2Hl7Y1jxw4ZP2G4H1jnAas33xR3r/9ezj88z8SaE7Pt5rqmSFEUannlpZZXXgLD41h5KoC1ZwP47WoIAGY6hWIutpRyc6C0mz0lXe0p7WZPQSdrdLrsObdQURS6l+mOh70HY34fw3s73+N79yqUPbkA4sPT/q4KkQNlZB+3YsBjYImiKBWB88CHgOvTYkxV1WBFUZ5uflMQuP+X9wemPyeFm8gWklIMLD1xj7rF81HW3fSLjtAlS0gJCaHg9Gmv1hXh34RnbCuQ+JR4Zp6bSak8pXi7xNsZzyNeqFAeG8a3Ks2o5iW5+ziWGyFR3AyJ5s+H0fgGhLP9j/9tp2Froaeptyu96xTFx+MNF61orH6h+qxovYKhB4bS+9EBJttY0cTvOJRpq3U0IbJERgo3M6AyMExV1dOKonzH/26LvsiLPtb9bWWEoigfkHYrlcKFC2cgnhCZa/sfD3gYlcjUtytoHeVfJT98ROgvC7Fv3vzN9mt7kXA/KODzxm9fenUpwbHBfFP3G/S6nD2B3hSY63WUcrOnlJv9c8/HJKbw58NoboZEcykwku1/PGDrxQdULuxEn7pFaVnW7R/3lzNFJfOUZHWb1Xx4YBgjDEm0Pz+DepZ6arjXJI+VjLyJnOWNV5UqiuIGnFJV1TP9cT3SCrfiQMP00bYCwGFVVUspijI//es16cfffHrcy64hq0qFqVBVlVbfHUVV4bcR9Ux+64oHEz4mascOiu3aiYVHJrSnSk2Bb1yh9nBo+vlrvz04Jpj2W9pTv1B9ZjacmfE8ItNEJySz8XwgS0/44R8aRwFHK3rU8uTd6h442WSPjiBPJaQkMH1LN3ZH3SZar0NBobRzaWq716aWey0q5a+EhT57fU8iezHpVaWqqoYA9xVFKZX+VBPgGrAN6Jn+XE9ga/rX24Ae6atLawKRMr9NZBdHbz3hRkg0/eoVNfmiLf7qVSK3bCFPj/czp2gDiAoCQ8obL0yYfX42Kiqjqo7KnDwi09hbmdO7TlEOjmrIwh5VKZrPlqm/3aDm5AN8vPkytx5mn44BVmZWTHx7C0dcmrHiQQiDHMtjbWbNsqvL6Le3H3XW1GHgvoEsu7qM4Bj58SOyp4z2Kh0GrFIUxQK4C/QmrRhcryhKXyAA6JJ+7C6gNXAbiEs/Vohs4Zejd3Gxt6S9j7vWUf6Rqqo8mjwFfZ485BuYias2w998K5DzD8+z2283AysOxN3OtP/8cjO9TqGptytNvV25ERLFkmN+bDwfyOrTAYxpUYohjYprHfHVKApmbWbhk5qMz8WVDGryObFNf+JsyFlOPjjJyeCTzDg3g1nnZ9GgUAPeKf0OtQrUMvkPZEI8laHCTVXVi8CLhgSbvOBYFRiSkesJoYXrwVEcvfWEMS1KYWlm2nOzovfuI+7cOdy++By9vf2/v+FVPd0KJM/rjbilGlKZemYqrjau9C4rn9Wyi9JuDkztXIGxLUvx5fZrTN9zk7ikFEY3L5U9ChydDtp/DykJcOBLbM2saFhrMA09GgIQGB3Ixj838uutXzl0/xCeDp50K9WNDsU7YG+Rif9uhMgC2WsGqhAa+OXoXWws9HSvYdqLZQxJSTyaMQPLEsVx6tw5c08edg905uDweiNmW25v4XrYdUZVHYWNuU3mZhJZLq+dJXO6+fBudQ9+PHSHr3Zcyz7ttXR66DQfyrSHPRPg7MJnLxWyL8SIKiPY12Uf39b9FgcLB6aenUqTDU346uRX/Bn+p4bBhfhnGb1VKkSOFhKZwPY/HtC9RhGTn6gdvmIFyffv47FwIYpZJv/TDveDPEXSfhi+oqikKL73/Z7K+SvT0rNl5uYRRqPTKXzbqTxW5nqWHPcjIdnANx3LZY/93/Rm8PYiWP8+7BwFekuo/P6zly31lrTzakc7r3ZcDb3K2htr2XZnGxv+3EDl/JVpU6wNjTwa4WLjouE3IcTzZMRNiH+w9IQfqQaVPnVMe8PdlNBQnsz7GdsG9bGrWyfzL/AGe7jN/2M+4QnhjKs+LnvcXhMvpSgKn7X1ZkgjL9acCWDUhj9ISc0m3RjMLNL663o1hm3D4NKGFx5WNm9ZJtWZxP7O+xlVZRShCaFMOjWJxhsa031XdxZdXoRfpF+mRotMjOTCwwucf3geg5pN/jyF5mTETYiXiElMYdVpf1qVK0DhvKZ7m09VVR5Nm4YhPh7XceOy5iLhfmnthF7R3ci7rL6+mrdKvIV3Xu+sySSMSlEUxrQojY2FGdP33CQhOZXv3qmEhVk2+PxvbgXdVsHqrrB5AOjNoWzHFx7qZOVEr3K96Fm2J3ci7nAg4AAH7x9kzoU5zLkwh2KOxWhcuDFNCjfBO693WoP7fxGREMHtiNvcjbyb9nvEXe5E3uFJ/JNnx7jZutHeqz0dvTri4ZBJq8FFjiSFmxAvse7sfaITUky+vVXo/PlEbt1GvsGDsSxWLPMvEBcGCZGvNeI2/ex0rMysGFZpWObnEZoa0qg4VuZ6Ju24RuLK8/zUvTJW5qa9aAcACxt4dy2sfAs29QUrh7RRuJdQFIXieYpTPE9xBlQcQHBMMIfuH+JgwEGWXFnCwssLyWOZ51/nbsanxBOWEPbssY2ZDV5OXtQtWBcvRy+8nLyITY5ly50t/HLpFxZcWkAV1yp0LN6R5kWay9xQ8TdvvAGvMcgGvEIrKakGGkw/jLuTFRsG1tY6zktFbN5C8IQJOHZoT4EpU7LmlmTQBfilEbyzGkq3+dfDN9/azGcnPmN01dH0LNvzX48X2dPq0wF8suUytb3y8kuPqthYZJNxgIRIWNQckmJhyGmwsH3tU0QmRnIk8AhnQ86SYkj5x2Mt9BYUdSyKl5MXxZ2K42rj+tJ/pyGxIWy/s52td7biH+WPjZkNzT2b06l4Jyrlr4RBNZBsSCbFkEKyIfm5r1MMKRS0K4iVmdVrfz8i8xhjA14p3IR4ge1/PGDYGl8WvF+F5mXdtI7zQjHHjnN/4EBsq1fD4+efUSyyaPHElU2wsQ8MOgGuZf/x0N/v/86Hhz6kult1fmz6I+Y686zJJEzCZt9ARq3/g0qF8/BpmzL4eDhlj/mM/idhSUuo8yE0+0rrNH+jqioXH19k863N7PHbQ1xKHAoK6t+7RD7H1caVsdXG0qxIs+zx3yEHksJNCjehAVVV6fDjcaITUjjwUQOTXD0Xf/UqAe/3wLxwYYqsXIHezi7rLnZ0Jhz4Cj5+8I+jExcfXaT/3v4UcyrG4haLsTV//ZEMkf3svhzMqA1/EJeUSvH8dnSpUohOlQuS397ER362DoU/1sCAI//6gURLcclx7A/Yj1+kHxZ6C8x0ZpjrzDHXmf/va705BtXAimsruBF2g9rutfm4xscUcSiidfxcRwo3KdyEBs77h/H2vJNM6lCW92t5ah3nb5ICg/B79x0Uc3M816zF3DV/1l5w2zC4+RuMufXSQ+5G3KXHbz1wtHBkeavl5LXOm7WZhEmJTkhm56VgNpwP5Lx/OHqdQsOSLnSpWojGpV1NcwFDXBjMrQL5SkLv3Wmb9mZzKYYU1t1cxw++P5CYmkjvcr3pV74f1mbWWkfLNaRwk8JNaGDo6gv8/udjTn/cxOTm7aSEh+P/XndSQkPxXL0Ky+JGaEO0tC2kJEK/fS98OSQ2hPd3v09yajIrWq/Aw15WxOVmdx7HsPF8IL9eCORhVCJ5bMzp4FOQd6sXppSbiXUl8F0FWwdD+7lQuYfWaTLNk/gnzDw3kx13d1DQriDjq49/1jVCZC2TbjIvRE4UHBnP7ishvFPNw+SKNkNCAoGDh5AcFITHTz8ap2gDCPd/aXP5yMRIBu0fRHRSNPOazpOiTeDlYse4lqU5Pq4xS3pXo7ZXPlafDqDN90e5FBihdbzn+bwHRerAvs8g9sm/H59N5LPOx+R6k1ncYjFWeiuGHRzGsAPDCIwO1DqayASm9ZNJCI2tPOWPQVXpYWK3SNXUVB6MGUP8xYsUnD0bm6pZ+oHuf1KSICrwhVuBJKQkMPzgcPyj/JnXdB5l8pYxTiaRLZjpdTQqlZ9GpfLzODqRtnOPMnbjJbYNrWs6t04VBdrMgp/Ti7eOP2mdKFNVc6vGhvYbWHVtFT/98RMdt3akiEMRDKrh2S8V9bnHOkVHsyLN6OHdQzpGmCgp3IRIl5CcyurTATQt44qHs+nsnaSqKg+/nUz0vv24fjwBh5YtjHfxyPugGv7WXD7FkMKYI2PwfeTL9AbTqVGghvEyiWzHxd6SrzuWp//yc/z8+x2GNymhdaT/yV8aag+HY7PSRuA862qdKFOZ68zpVa4XLYu25JdLv/Ak/gk6RYeiKOgVPYqioFN06Eh7LiopiuXXlrP6+mo6lehE73K9KWhXUOtvQ/yFFG5CpNv2xwPC45LpXdtT6yjPCV+zhvBVq3Du3RvnHkaehxN2L+33v4y4qarK16e+5vD9w0yoPoEWnkYsJEW21czblXYV3Zl78BYty7lR0tWE5rvVHwNXNsKOj2DgsbQ2WTmMm60bE2tNfKVjA6ICWHxlMZtubWLjnxtpU6wNfcv3pZhjFmzwLV6biYxXC6EtVVVZetyPkq521PIynRWRKeHhPJ49B9vatck/ZrTxA4SnF25/meP248Uf2XRrE/3L9+e9Mu8ZP5PItr5o5429lTljN14i1WBCC+MsbKD1THhyE07O1TqN5go7FOaL2l+w+63dvFv6Xfb67aXjlo58dPgjrode1zperieFmxDAWb9wrgVH0at2UZPauPLJT/MwxMbiOmE8ihbbFYT7gZk12LkCsPX2VuZfms9bJd6SdlbiteW1s+Tzdt5cvB/BkuP3tI7zvJLNoUx7+H3a/0aaczk3WzfGVR/Hns576Fe+HycfnKTrjq4M3DeQ7Xe2E5FgYotNcgkp3IQAlp64h6O1OR0ruWsd5ZnEe/cIX7MGpy5dsCyh0ZygcL+026SKwsVHF/ny5JfUKFCDiTUnmlSBK7KP9hXdaVomPzP23sTvSazWcZ7XcgrozGDXGDDhrbKMzdnKmeGVh7O3816GVxrOrfBbfHzsYxqsb0Cv33qx7Ooy/KP8tY6Za0jhJnK9oIh49lx9aHJbgDyeNQudhQUuw4ZqFyLsHuTxJCQ2hBGHRuBm68bMBjMx05nOn5PIXhRF4euO5THX6Rj/6yUMpnTL1LEgNPoEbu+D69u0TmNy7C3s6V+hP/u67GNtm7X0L9+fmKQYZpybQdvNbWm/pT2zzs/C95EvqYZUrePmWFK4iVxv5Sl/VFXlPzVNpz1M3NmzRO/bT94P+mOWL582IVQVwv2Iz1OY4QeHk5CawNzGc3G0dNQmj8gx3Byt+KRNGU7dDWPN2QCt4zyv+gfgVh52j4OEKK3TmCSdoqNsvrIMrTSUje03suftPUyoPgE3GzdWXF1Bj909aL6xOTvu7sCUN/nPrqRwE7laQnIqa84E0MzbdLYAUQ0GHk6dhpmbG849e2oXJPYxanIsE+NvcSPsBtPqT8PLyUu7PCJH6VbNgzrF8zJ51w0eRMRrHed/9GbQdg7EPIQtg8Bg0DqRyXO3c+e9Mu+xoPkCjrxzhOkNppPfJj8Tjk6g/97+3IuUOYOZSQo3kattvRhERFwyvWq/uDOAFqJ27iLhyhVcRnyIzlrDHoPhfixwcmBP9G1GVBlB/UL1tcsichxFUZjyVgVSDSqfbL5sWiMzhapC82/gxg44+JXWabIVewt7Wnq2ZGXrlXxa41OuhV7j7W1vM9d3LgkpCVrHyxGkcBO5lqqqLDnuR2k3e2oWc9Y6DpDW1urR7FlYepfBsX17TbMcuLubH/I40a5gA3qX7a1pFpEzeTjbMKZFKQ7dfMyWi0Fax3lezUFQpRccmw0XV2udJtvR6/R0K92NbZ220cKzBQsuLaDT1k4cCzqmdbRsTwo3kWuduhvGjZBoetfxNJkVkmHLV5DyIBjXseO02f4j3c2wm0zw30L5hEQ+r/uNyfz5iJynZ21PKhd24svt13gcnah1nP9RFGg9A4rWh23Dwf+k1omypad9Uxc2X4iZzoxB+wfx0eGPeBj7UOto2ZYUbiLXWnriHk425nTwMY12LilhYYTOn49do0bY1tSuhVRYQhjDDw7HHh3fxZlhaSWLEUTW0esUpnWuQFxiKhN+vUxSignNKdObQ9flkKcIrOsu+7tlQI0CNdjUfhPDKg3jSOAR2m9pz89//MzNsJsYVBP6b54NSOEmcqX7YXHsu/aQd6sXxspcr3UcAJ788AOGhARtOiSkS05NZuShkYQmhPJ9iiMuTp6aZRG5R/H89oxrVZr91x/SbcFJ01qsYJ0H3lsPhlRY3Q0SIrVOlG1Z6C34oMIHbO6wmSquVfjx4o903t6ZRusbMfbIWDbf2kxwTLDWMU2ebMYkcqWVp/xRFMVktgBJvHuX8HXrydOtK5bFtOsHOPnMZC48usDUelMpu/kj8GqiWRaRu/StWxQ3ByvGbvyDtnOP8d07PtQr4aJ1rDR5vaDbCljRCTb0Tivk9PLj80152HvwU9OfCIkN4XTwaU4Fn+JU8Cl239sNQBGHItQsUPPZLzsLO40TmxYZcRO5TlxSCmvOBNCirCsFnTRctfkXj6bPQGdlRb6h2m22GxAVwIY/N/C+9/u09mgE0cHPNZcXIqu1qVCAbcPqks/Ogh6Lz/D9gVums0Fv0frQZhbcOQB7PtY6TY7gZutGh+IdmFxvMge7HGRz+82MqzYOTwdPtt/ZzsjDI2mzuQ0H/A9oHdWkSOEmcp0tvg+ISkgxmS1AYk+dJubQIfIOGICZs3arW7fd2YZO0dHTuyeEp7evcTaNPyORe3i52LFlSB06+hRk1r4/6bPsLOGxSVrHSlOlJ9QaCmfmw5lftE6ToyiKQvE8xfmP93/4ockPHHv3GItbLMbVxpURh0cw/uh4IhPlNjVI4SZyGYNBZcnxe3gXcKCaZx6t46RttjttKmbuBXDu2UOzHAbVwI67O6hZoCautq4Qnj4JW0bchAZsLMyY1bUikzqW48TtUNrOPcalQBNpaN7sKyjZMq2zwp2DWqfJscx15lRzq8aqNqsY7DOYPff20GlrJ44EHtE6muakcBO5yoEbj7j1KIb+9YuaxBYXUTt2kHjtOvlHfoTO0lKzHOcfnicoJoh2Xu3Sngj3S/s9j4y4CW0oisL7NYuwYWAtADrPO8mq0/7ab9Sr08PbC8GlNKzvBTd/0zZPDmeuM2dQxUGsbrMaJysnhhwYwsTjE4lOitY6mmakcBO5hqqq/HT4NoXyWNOugrvWcVCTk3k89wcsy5TBoU1rTbNsv7MdGzMbmhROX4wQdg8s7MHGNDYmFrlXRQ8ndgyrSy2vvHyy+QrjNl0iJVXj7SMs7eG9deBYCNZ0g80DIT5c20w5XJm8ZZ41tt92ZxudtnbiRNAJrWNpQgo3kWucuhuGb0AEA+oXw0yv/V/9iC1bSL5/H5dhwzTdbDc+JZ69/ntp7tkca7P0xRrhfuDsmbYJqRAay2NrwZJe1RjWuDjrzwUybI2v9vu9OXnAB4eh/hi4tB5+qgV/7tE2Uw5nobdgeOXhrGy1EhtzGwbsH8BXJ78iKilK62hGpf1PLyGM5KfDt8lnZ0GXqh5aR8GQlMSTefOwqlABu0YNNc1yMOAgscmxtPf6S4ut8Hsyv02YFJ1OYVTzUkxs683uKyH0X36O+KRUbUOZWUDjT6H/QbB2htVdZfTNCMq7lGd92/X09O7Jxj830mBtA/rs6cOiy4u4GXZT+9vpWUwKN5ErXA6M5OitJ/SpW9QkNtyN2LiRlAfBuAwfrvlcu213tuFu604V1yppTxgMaatKZX6bMEF96xZl6tvlOXLrMb2WnCEmMUXrSODukz76NjZt9O3HmjL3LYtZmVkxutpo1rVdR4+yPYhKjGLOhTl03t6Zphua8tnxz9jjtydHjsbJDoIiV5j3+23sLc1MYsNdQ0ICofN+xrpKFWzr1NY0y8PYh5wKPkX/8v3RKemf46KDITVRRtyEyepWrTDWFmZ8tO4i3ReeZlnvajjZWGgbyswCGn8CpdvAlsFpc98qvgstJ6d1XxBZokzeMpTJW4aRVUbyKO4Rx4OOcyzoGPsD9rP59mb0ip4KLhXoV74f9QvV1zpuppARN5Hj3Xkcw+4rIbxfqwgOVuZaxyF87VpSHj82idG2nfd2YlAN/1tNCv9bUSp7uAkT1r6iOz//pwrXg6N4Z8Ep02lQ//+jbz9UhxNzITGCF2SfAAAgAElEQVRG62Q5Xn6b/HQq0YmZDWdypNsRlrdaTt/yfQlPCGfIgSHMOj+LZEOy1jEzTAo3kePN//0OFnodfepqX4gY4uII/WUhNjVrYlujuqZZVFVl2+1t+Lj4UMThLyORsoebyCaaeruypFc1/EPj6DbfhHqcPh19638Q8peBvZ/CnHJweKrMfzMSM50ZlfJXYlilYWxsv5EuJbuw5MoS+u7pS0hsiNbxMkQKN5GjBUfGs9k3iG7VPMhnp90+aU+FrVpFamgoLsOHax2Fa2HXuBN55/nRNkgbcVP04Kj9Ig4h/k2d4vlY2a86j2MS6fLzSfyexGod6X/cfaDnNui7HzxqwuFvYXY52PcZxDzSOl2uYam35LNanzG13lRuht2ky/YuHA08qnWsNyaFm8jRfjlyD4MK/etp17j9qdSYGMIWLsK2fj1sKlfSOg7bbm/DQmdBC88Wz78Q7pe2P5Ve+9vKQryKKkWcWdO/JvHJqXSZf5KbISa2OatHNXhvLQw8DiVbpN06nVMedo6GiACt0+UarYu1Zm3btbjYuDD4wGC+u/AdKQYTWNzymqRwEzlWWGwSa84E0KGiOx7ONlrHIWzZMlIjI3EZpv1oW3JqMrvv7aahR0McLR2ffzFMtgIR2U+5go6s+6AmOgXenneCA9cfah3p79zKQefFMPQclO8M55fA95Vg+4eQkDmrH/V6PT4+Ps9++fn5cfjwYRwdHalUqRKlS5dm9OjRmXKt7KioY1FWt17N2yXeZuHlhfTd05eHsSb4d+UfSOEmcqylJ/yIT05lYEMvraOQGhlJ2NJl2DVpgnX5clrH4WjQUcITw+lQvMPfXwz3k4UJIlsq4WrP5sF1KJrPln7Lz/HjodumuadXXi/o8CMMvwhV+8CF5TC/Htw/m+FTW1tbc/HixWe/PD09AahXrx6+vr74+vqyY8cOjh8/nuFrZVdWZlZ8UfsLvq37LdfDrtN1R9ds1YVBCjeRI8UmprDshB9Ny7hS0tVe6ziELlmCIToal+HDtI4CpLW4crZyppZ7redfSIyGuCcy4iayLXcnazYMrEX7iu5M33OToWt8iUsy0dthTh7Qejr03p22f+LiFvD7NDBk3cbC1tbW+Pj4EBQUlGXXyC7aebVjbZu1OFs5M3D/QD499ikPYh5oHetfSeEmcqQ1ZwKIjE9mcCPtR9tSwsMJX74C+5YtsSpVSus4RCREcDjwMG2KtcFc93/z2KS5vMgBrMz1zOnmw4RWpdl1OZjO804SGB6ndayXK1wTBh2Dcm/BoW9gaZs3nvsWHx//7DZpp06d/vZ6eHg4t27don79nLGnWUYVcyrG6jar6eHdg933dtN2c1umnJlCaHyo1tFeSgo3keMkpqTyy9G71CzmTOXC2m98GbpwIYaEBFyGDdU6CgC/+f1GiiHl+RZXT4XJViAiZ1AUhQENvFjcqxr3w+Po8MNxTt813R/GWDnC2wuh0wIIuQLz6sLlja99mr/eKt28efOz548ePUqFChVwc3Ojbdu2uLm5ZWb6bM3azJrR1Uaz862dtPdqz9oba2n1ayvm+s4lOsnEFroghZvIgTZfCOJhVCKDGxbXOgopjx8Tvmo1Dm3bYOml/egfpLW4KpmnJKWdS//9Rdl8V+QwjUrlZ8uQOjjamNN94WlWnvLXOtI/q9gtbfTNpRRs6gu/DsiUhQv16tXj0qVLXL58mXnz5nHx4sVMCJuzuNm68UXtL9jcYTP1C9VnwaUFtPq1FUuuLCEhJUHreM9kuHBTFEWvKIqvoig70h8XVRTltKIotxRFWacoikX685bpj2+nv+6Z0WsL8f9SDSrzj9ylXEEH6pXIp3Ucniz4BTU5GZchQ7SOAsDdyLtcfnL5xaNtkLb5rnWetE//QuQQXi52bBlSh3ol8vHplit8vPkySSkGrWO9XB7PtHlvDcbD5fWZtnABoGTJkkyYMIGpU6dmyvlyoqKORZnRYAbr2q6jXL5yzDo/iza/tmH9zfWkZtL8Q0VRYhRFKa8oysX0X2GKotxL/3r/P703M0bcPgSu/+XxVGC2qqolgHCgb/rzfYFwVVWLA7PTjxMiU+2+Esy9J7EMblhc83ZSySEhRKxbh2PHDlgU0b5HKqQtStApOtoUa/PiA8L9ZH6byJEcrMxZ2LMagxp6sfp0AM1n/872Px5gMJjgqlMAvRk0mpBWwKkG2DYsbQFDJhg4cCBHjhzh3r17mXK+nMo7rzc/N/2ZJS2W4G7nzqRTk+jxWw/uRtzNlPOrqnpZVVUfVVV9gG3AmPTHTf/pfRkq3BRFKQS0ARamP1aAxsDTG/PLgI7pX3dIf0z6600UrX+yihxnyXE/iuazpUVZ7edvhC1dhpqaSr5Bg7SOAoBBNbD9znZqu9cmn/VLRiNlDzeRg+l1CuNalmZJ72pYmukZtsaX9j8e48ifj01z2xBIW7gw8Bh0Wwm6f/+RHRPz956oDRs2ZMeOHc8eW1tbExQURNGi8iHtVVR1q8ryVsuZXG8y/lH+dNnehUWXF2m2eW9GR9zmAGOBpx8D8gIRqqo+/W4CgYLpXxcE7gOkvx6ZfrwQmcLvSSzn/cPpVs0DvU7bzwSpUVFErF+PQ8uWWBQqpGmWp86EnOFh3EM6eL1g77YHvrChV9qtUpcXzH0TIgdpVCo/uz6sx+xuFYmIS6bH4jO898tpfANMtI+olSPk037Obm6mKApti7VlS4ct1C9UnzkX5vD+rve5HX7b6FneuHBTFKUt8EhV1fN/ffoFh6qv8Npfz/uBoijnFEU59/jx4zeNJ3Khzb5BKAp08HHXOgoR69djiIsjb98+Wkd5Ztvtbdib29PQo2HaE6oKtw/AsvawoGHa13VGQC3TmI8nRFbS6xQ6VSrEgVEN+LJ9WW49iqbTTycYsOIctx6a3kpCYRryWedjVsNZTG8wnaCYILru6Movl34x6uibWQbeWwdoryhKa8AKcCBtBM5JURSz9FG1QsDT3ewCAQ8gUFEUM8ARCPv/k6qqugBYAFC1alUTHbsWpkZVVbZcDKK2V14KOFprmyUpibDlK7CpVRMrb29Nszx1O/w2u+/t5u2Sb2OlmMGlDXD8O3h4GewLQLNJUKUXWDloHVUIo7I009OztiedqxRi0bF7LDhyl33XjvB25UJMbOeNg5X07BXPUxSFlp4tqe5WnW9Pf8v3vt+zz38fk+pMMsr133jETVXVCaqqFlJV1RN4Bzioqmp34BDQOf2wnsDW9K+3pT8m/fWDqslOKhDZzYWAcPxD4+hUSfvbkpE7dpLy6BF5+/T994ONQFVVJp2ahK25DYNT7dJ6I/7aD1KT0trufHgJ6gyXok3karaWZgxvUoIjYxvRp05RfvUNYvKuG0a7/v/3GJ0yZQoAO3bsoFKlSlSsWBFvb2/mz59vtEzinzlbOTOjwQxmNZzFw7iHvLPzHaNcNyMjbi8zDlirKMrXgC+wKP35RcAKRVFukzbSZpzvUOQKv14IwspcR8ty2i5KUFWVsCWLsSxZEtu6dTTN8tTWO1u58OgCX8Tpcb75OXjUhNbToESLV5rsLERu4mxrwadtvUlVVZad8OP9mkXwds/6DzVPN879q+TkZD744APOnDlDoUKFSExMxM/PL8uziNfTrEgzqrpWZcqZKVwk6/fHU0x50Ktq1arquXPntI4hTFxiSirVvzlAo1IuzHmnkqZZYn7/nfsDBlJgymScOnb89zdksYiECNpvaUeRhHiW3fdH984aKPGPK82FEEBkXDINZxyilJs9a/rXzPLthezs7P62IjQsLIzSpUvj7++PtbW2U0DEq1EU5byqqlWz8hrycVtke4duPCYyPplOlbW/TRq6aDFmrq44tm6tdRQA5lyYQ1RiJJ8G+aFr970UbUK8Ikcbcz5qVpJTd8PYczUky6/31x6jPj4+rFu3DmdnZ9q3b0+RIkV49913WbVqFYZM2stNZF9ZcatUCKP69UIgLvaW1PHSdneZ+MtXiDtzhvxjxqBYWGiaBeDio4tsurWJXhFRlKo2CHze1TqSENnKu9ULs/JUAF/vvE7DUvmxMtdn2bVedKsUYOHChVy+fJn9+/czY8YM9u3bx9KlS7MshzB9MuImsrXw2CQO3XxEh4rumOm1/escungROjs7nLp11TQHQLIhma9+H4dbSgqD8laDpl9oHUmIbMdMr+Ozdt4Ehsez6Jh2XQbKly/PyJEj2bdvH5s2bdIshzANUriJbG3H5WCSU1U6VS747wdnoaTAQKL37MWpW1f0dnaaZgFYfX4ut+IeMD7ZBpvOi0GXdSMFQuRkdYrno5m3Kz8eus3DqNdvNJ6Q/Oa9LWNiYjh8+PCzxxcvXqSIibTPE9qRwk1ka5svBFLK1R7vAtpuZRG2dBno9Tj36KFpDoCQsFv8eHUJDRJSaNxlvWzzIUQGfdK6DMmpBqb9dvO13rfubADNZx95pYLv/+e4jR8/HlVVmTZtGqVKlcLHx4fPP/9cbpMKmeMmsi+/J7FcCIhgfKvSmjaUTwkPJ2LTJhzbtMHc1VWzHAAYUpmyoyeqamBC/W9R8nppm0eIHMAzny196hZl/u936VGrCBU9nP7xeFVVmb3/Ft8fuEWDki7YWv77j9rU1BePzO3ateuNMoucS0bcRLZlKi2uItauRY2Px7lPb01zABzeMYADajQD3OpSsEwnreMIkWMMbVScfHaWfLXj2j82pE9ONTBm4yW+P3CLblU9WNizKnavULgJ8aqkcBPZkqqqbPYNoo5XPk1bXBkSEwlbuQrbevWwKllSsxwAceeXMfnRcbz0tvRs/oOmWYTIaeytzBnToiTn/cPZ9seDFx4TnZBMn6Vn2Xg+kJFNSzLl7fKYa7xoSuQ88jdKZEvn/cMJCIujUyVtFyVEbtlKamio9s3k759lwfEveGBuxqeN52Cul/6KQmS2zlU8KFfQgSm7bxCX9HxT8ZDIBLrOP8XJO6FM71yBD5uW0HQKh8i5pHAT2dKvvkFYm+s1bXGlGgyELVmClbc3NjVqaJaD0DvcXv8uyxzs6ODZkqruNbXLIkQOptcpfNa2LMGRCcz//e6z5/98GM1bPx0nIDSWxb2q0aWqh4YpRU4nhZvIdhJTUtl5KZgWZV1fadJvVok5eJAkPz+c+/bR7pN17BOiVr3NeEcLbC3s+KjGBG1yCJFLVC/qTJsKBZh/5A5BEfGcuPOEt+edIMWgsn5gLeqXdNE6osjhZMakyHYO3XhkEi2uQhcvwbxgQRxatNAmQFIssas7M8gqgTsWVvzQYAbOVs7aZBEiF5nQqjT7rz1kwIpz3AyJxjOvLUv7VKegk/QTFVlPRtxEtvPrhSDNW1xFbNpE/IULOPfsiWKmweef1BQSNvRiWGoQVy0tmdFwJnUK1jF+DiFyoUJ5bBhQvxhXgqKoXDgPGwfWlqJNGI2MuIls5WmLq561PDVrcRV75gzBX3yJbe1a5Hn3HeMHUFWSdo5kRJQv52ysmVJvMk0KNzF+DiFysaGNS+Dt7kCj0vmxNJPOJMJ4pHAT2crTFldvaXSbNCkggKDhH2JRqBAFZ89GMTf+6s2U36cxNnAXx21t+LL2l7Qu1troGYTI7SzMdLQsV0DrGCIXklulIlv59UIgpd3s8XY3fhun1Oho7g8ajKqqeMz7Cb2jo/EzXFjBJ1fnc8DWhvHVxvNWibeMnkEIIYR2pHAT2ca9J7H4BkRosnebmpJC0MiPSPL3p9B332Hh6Wn8DLf2MenE5+yys+VDn6F09+5u9AxCCCG0JYWbyDZWnfJPb3Fl/MLt4ZSpxB47httnE7Gtafw929QgX6buGcQme1v6e/ekX8UBRs8ghBBCe1K4iWzhvH84i4/fo3PlQrg5Whn12uFr1hC+ciXOPXuSp2tXo147LYAf3299j1X21vzHqxPDqo4yfgYhhBAmQQo3YfLiklIYtf4iBRyt+aydt1GvHXviBCFff4Ntg/rkHzvGqNcGIOI+S9a2Y6GtGZ09mjK2zpfSRkcIIXIxKdyEyftm53X8w+KY2bUi9lbGW8WZePcegSNGYlmsKAVnzkTRG3nJf2QQh1a1Yba1SgvX6kxsNFOKNiGEyOWkcBMm7dDNR6w6HUC/ukWpWcx4G+6mRkQQOGgQil5PoXnz0NvZGe3aAEQ94M/lrRlvY8DboShfN/0RnSL/XIUQIreTfdyEyQqPTWLsxkuUcrVnVPNSRruuqqoEffQRyQ8eUHjpEiwKGXnPuKhgwpa1YbhNMrZWznzXYiFWZsad1yeEEMI0SeEmTJKqqny65QoRcUks7V0NK3Pj3aZMvHmT2BMnyT92LDZVqhjtugBEh5C8rC0jLeN5YmHD0mY/42rratwMQgghTJbcexEmaevFB+y8HMyIpiUp627cjW6j9uwBnQ7HDu2Nel2iH6Iua8skfRQXLM2ZVPcbyuUrZ9wMQgghTJoUbsLkPIiIZ+LWK1QpkoeBDbyMfv3ovfuwqVoVs7xGbGIf8xiWt2dlaiibba34oMIHtCraynjXF0IIkS1I4SZMisGgMmbjH6QaVGZ1rYheZ9xVlIm3b5N05w72LZob76KxT2BZO47FP2CGkz1NCjdhiM8Q411fCCFEtiGFmzApS0/4cfx2KJ+28aZIXlujXz9qzx5QFOybNjPOBWMew7L23I0OYIybGyXylOTbut/KClIhhBAvJIsThMm4/Siaqb/doHHp/Lxb3UOTDNF79mJduTLmrvmz/mKB52H9+0QmhDHMyxsLUpnbeC425jZZf20hhBDZknysFyYhOdXAyHV/YGOhZ8rb5TXZaDbx3j0S//wTh+ZZPNqmqnBuCSxpSbKiZ1T5hgQnRfBdo+8oYFcga68thBAiW5MRN2ESlhy/x+WgSOZ1r0x+e232LIveuw8A+2ZZWLglJ8CuUeC7kshiDRjn6sLpkDN8XedrfPL7ZN11hRBC5AhSuAnNRSUk89PhOzQo6UKr8tqNOEXv2YNVxQqYu7tnzQXC/WF9Dwi+yLWaffko5iqPHvnyWa3P6FC8Q9ZcUwghRI4it0qF5hYdvUdEXDKjjdgd4f8lBQaScO0aDs1bZM0Fbh+ABQ0g7C5bmoyix5MjpKipLGu5jC4lu2TNNYUQQuQ4MuImNBUWm8SiY/doVc6N8oWMu9HuX0Xv2QuQ+duAGAxwbBYc/Jqk/KWZ6l2P9Xc3UN2tOtPqTyOvtRH3ihNCCJHtSeEmNPXz73eITUrho2YlNc0RtXcPVt7emduXNDEafh0AN3cS4t2eUTbJXPL/jd7lejO80nDMdPLPTwghxOuRnxxCMw+jElh2wo9OPgUp4WqvWY7k4GAS/riEy8iRmXfSmEewqjOEXOFM/WGMeXyEhMhEZjWcRbMiRtojTgghRI4jhZvQzA8Hb5NqUBnRVNvRtuh96atJM2sbkNA7sPIt1JhHLGswkNkB2yniUIQlLedQzLFY5lxDCCFEriSFm9DE/bA41pwJoFs1Dwrn1XbD2ag9e7EsWRLLokUzfrIHvrCqCxhS+a5ODxb5b6dZkWZMqjMJW3Pjd4IQQgiRs8iqUqGJOftvodcpDGtcQtMcyQ8fEX/hQuYsSrhzEJa2BTNrljYczCL/XXQt2ZWZDWZK0SaEECJTSOEmjO72o2g2+wbSo1YR3By12Wz3qej9+0BVcWiRwW1ALm2AVV0hjyebm45i5o3ltPBswcc1PtakC4QQQoicSQo3YXSz993C2lzPoIbFtY5C9N59WBQrhmXxDGQ58QP82g8K1+RAs/F84Tub2u61mVx3MnqdPvPCCiGEyPWkcBNGdSUokp2Xg+lbtyjOthaaZkkJDSXu7Nk3v01qMMDeT2HvJ+DdgbNNJzD25BeUy1uO2Q1nY643z9zAQgghcj1ZnCCMaubemzham9OvvvarK6P3HwCD4c1uk6Ymw9ahcGktVOvPteq9GLavHx72HvzY5EdszLVdcCGEECJnksJNGM05vzAO3XzMuJalcbDSfjQqeu9ezIsUxrLUa7baSkmEjX3gxg5o9Cl+Pp0Z9FsvHC0cmd9sPk5WTlkTWAghRK4nt0qFUaiqyvQ9N8lnZ0nP2kW0jkNKeDixp07h0Lz56y0eSI6Hte+lFW2tphNS9X0+2DcAgPnN5uNq65pFiYUQQogMFG6KongoinJIUZTriqJcVRTlw/TnnRVF2acoyq303/OkP68oivK9oii3FUW5pChK5cz6JoTpO3b7CafvhTG0kRc2FtoP9MYcPASpqdi/TlP5xJi0PdpuH4B23xNRsSsD9g0gKimKeU3n4enomWV5hRBCCMjYiFsKMEpV1TJATWCIoijewHjggKqqJYAD6Y8BWgEl0n99AMzLwLVFNqKqKjP23KSgkzXv1iisdRwgrTepubs7VuXKvtobEiJh5VvgfwLeWkBshc4MPjCYwOhA5jaei3de76wNLIQQQpCBwk1V1WBVVS+kfx0NXAcKAh2AZemHLQM6pn/dAViupjkFOCmKUuCNk4tsY+HRe/wRGMmHTUpgaab99hip0dHEnjiJfYsWr3abNC4MlrWHoPPQZQnx3u0YcmAI10KvMb3BdKq5Vcv60EIIIQSZNMdNURRPoBJwGnBVVTUY0oo7IH/6YQWB+395W2D6cyIHW3MmgG92XadVOTferlJI6zgAxBw6BMnJr9abNOZxWjeER9fhndUklmrJ8IPD8X3ky5R6U2hcuHHWBxZCCCHSZbhwUxTFDtgEjFBVNeqfDn3Bc+oLzveBoijnFEU59/jx44zGExraejGIjzdfpmEpF757pxJ6nWl0EIjatRszV1esK1b8lwMfwNLWEHYX3ltHsldjRh4ayeng00yqM4mWRVsaJ7AQQgiRLkOFm6Io5qQVbatUVf01/emHT2+Bpv/+KP35QMDjL28vBDz4/3OqqrpAVdWqqqpWdXFxyUg8oaG9V0P4aP0fVPd05uf/VMHCzDQWMEft2kXM4cM4vtUJRfcPmSICYEmrtOLt/V9JLlqXMUfGcDToKBNrTaS9V3vjhRZCCCHSZWRVqQIsAq6rqjrrLy9tA3qmf90T2PqX53ukry6tCUQ+vaUqcpajtx4zdLUv5Qo6sqhXNazMtZ/XBpB46xYPPp2IdaVKuAwa9PIDw/1hSWuID4ceW0n1qMHHRz/mQMABxlcfT5eSXYwXWgghhPiLjOzLUAd4H7isKMrF9Oc+BqYA6xVF6QsEAE9/yu0CWgO3gTigdwauLUzUWb8wPlh+nmIutizrXQ07S+23/gBIjYkhcNhwdDY2FJwzB8XiJe22IoNgWTtIjIKe2zG4leez4xP5ze83RlUZRfcy3Y0bXAghhPiLN/6pqqrqMV48bw2gyQuOV4Ehb3o9YfouB0bSZ8lZCjhasaJvDZxstO1F+pSqqgRPmEDS/fsUXrIYc9f8Lz4wOiStaIsLg55bUd0q8NXJL9l2ZxtDfYbSq1wvo+YWQggh/p9pTDwS2d6th9H0WHwaB2tzVvargYu9pdaRnglbtIjoffvJP3o0ttWrv/ig2CewvENa8fafjajulZlyZgqbbm2if/n+DKg4wLihhRBCiBcwjftYIlvzD42l+8LTmOl1rOpXA3cna60jPRN76hSPZs3GvmVLnHv1fPFBcWGwvCOE+0H3jSQXqsKss9NYfWM1Pb17MqzSMKNmFkIIIV5GCjeRIaExiXRfeJqkVAPrB9TCM5+t1pGeSQ4OJuijUVgULUqBr79+8Wa7TzsiPLkJ767ljJUl327rwp3IO7xX+j1GVR31er1MhRBCiCwkhZt4YwaDykfr/+BRdCIbBtSipKu91pGeMSQlEThiBGpCAoXmfo/e7gUFZWI0rOwMIZcJ6fgjM4J2s8dvDwXtCjK38VwaejQ0em4hhBDin0jhJt7Y/CN3+f3Px3zdsRwVPZy0jvOcR1OmkPDHJQp+9x2WxYr9/YCkOFj9DslB51letzfzL8/CoBoY7DOY3mV7Y2VmZfzQQgghxL+Qwk28kfP+YczYe5M25QvQ3UQaxz8VsWUL4avX4Ny3Dw4tmv/9gOQEWNedE4/OMblUBfwC99LYozFjqo2hkL1ptOUSQgghXkQKN/HaIuKSGLbaF3cnKya/Xd6k5oAlXLtGyOdfYFO9OvlHjvz7ATGPCd7Ui2mxN9jvlp/CFrbMq/c1dQvWNX5YIYQQ4jVJ4SZei6qqjN5wiccxiWwcWBsHK3OtIwGQGh1N6IIFhC1fgd7JiYKzZqKY/d9f7z/3cn7XUIY5mpNs58Bwn8H0LNsTC71p7DcnhBBC/Bsp3MRrWXLcj/3XHzKxrbdJzGtTk5IIX7uWJz/NIzUyEsf27XAZMQKzfPn+d1BSHOybyJ6rq5iQ34VCdu782GIhHvYeLz+xEEIIYYKkcBOv7I/7EUzefZ2mZVzpU8dT0yyqqhL92288mjWb5Pv3salVE9cxY7Dy9n7+wAcX4df+LE8KZoarCz4uFZnb5EccLR21CS6EEEJkgBRu4pVEJSQzdM0FXOwsmdGlgqbz2uLOnePhtOkkXLqEZcmSePyyANu6dZ/PZEiFE99jOPgN0/O7stI+D82KNGNyvclY6k2nq4MQQgjxOqRwE/9KVVXGb7rEg4gE1g+oqVkP0iR/fx5OnUbMwYOYubpS4JtvcOzYAUWvf/7AiPuweSCJAcf42KsCe1Mj+E+Z/zC66mj0Ov2LTy6EEEJkA1K4iX+16nQAuy6HMK5laaoUcTb69VVVJWL9Bh5OmYKi0+EyYgTOPXugs35Ba61r22DrUCIxMLxsbS7EBjK66mh6ln1JuyshhBAiG5HCTfyjaw+i+GrHNRqUdGFA/RdsZJvFUkJDCf50IjGHDmFTqybukydj7ub24oPPLoSdo3lQ0IdBzjbcjwthev3ptCza0rihhRBCiCwihZt4qcDwOAavOk8eG3Nmda2ITmfceW3Rhw4R/OlEDNHR5B8/DucePVB0ur8fqAVAaKgAABigSURBVKpwdCYcnMS1Eg0Yah5NQlIEC5otoKpbVaNmFkIIIbKSFG7ihS4FRtB32TkSklNZ2rsaee2MN6HfEBfHw6nTiFi3DstSpXBfshirkiVffLCqwt5PSTr5A/NL1WJx8n3yWeZjebNfKJ6nuNEyCyGEEMYghZv4m71XQxi+1pe8tpas7leDEkZsHh9/+TIPRo8hKSAA5z59cBnxITqLlyyGSE2B7R/ie309nxcvw72kINoVa8eYamPIY5XHaJmFEEIIY5HCTTyjqiqLj/vx9c5rVCjoyMKe1XCxN85Im5qSQugvv/D4hx8xy5+fwkuWYFuzxsvfkJxA7MZezHlyinXubhSwcmRerRnSukoIIUSOJoWbACDVoPLV9qssO+lPi7KuzOlWCWsL42ydYYiLI2jkR8T8/jsObdvi9tlE9A4OL39DYjRH1nZkUsoDHjrY073MfxhWaRg25jZGySuEEEJoRQo3QWxiCsPX+HLgxiP61yvK+FZl0BtpIUJKaCj3Bw4i4epV3L74nDzvvPOPx4eF3WHqlm7s0ifiZefG8kaz8cnvY5SsQgghhNakcMvlHv63vTuPs6Mu8z3+ec7Wezr0nrW7A4EsbFlYI1tABlBwGEVgHBW5jqIoywVnGK7LgCKgXhEGBJF1BhRZBCNruCIRkC0hhJANQkIW0tkg6TXdZ6nn/nEK6IROCNB9uk/n+3696nWqfv07VU8/yateT1f9qn4tnZx524ssamrhx/+4N18+uD5nx06uWMHKf/0G6fXrGXntf1E2ffoO+89c+Ht+8vxPaY043xrxab5+1JWaIF5ERHYpKtx2YYuaWjjzthdp2ZLi5q8ewFHjanJ27C3z57Pqm2dBEFB/260U7b/9q2ad6U5+NvNs7tnwAnun0/z40EvYY+IXcxariIjIQKHCbRfU2pni2ieWcsszy6ksKeDusw5h4vDcTbre+uSTvHX+/yZWWcmo395IQWPjdvu+seFVLnzs6yzNtHNmuoDvfO5u4jXjcxariIjIQKLCbReSCZx756zi548tYWNbki9MGcm/HbcXNWWFOYth0z33sPY/L6Fw3DhG/eYGYlVVPfZzd+6f819c/upvKQ4y3FD9KaYdfy3EdGtURER2XSrcdhEvLH+HS/68gAVrWphSvxu3nHEA+44cmrPjuzsbr72OjdddR8lhhzHyV1cRKSnpsW9bVyuXPvQVHmldykGpgMs/dRnV40/OWawiIiIDlQq3QW71pg4uf2QxD73SxLDyQq45fRIn7jsMs9xNX+XJJGt//GM233Mv5SefzLBLL8Hi8R77Llj1NBc+cQ5NnuScaA1nnv57oqW1OYtVRERkIFPhNki1d6W5YdYb3Pi3ZZjBeceM5ZuH756zd7O9a8u8eTR9/wd0vf46Vd/+FlXf/W6PRaO7899/+wG/Wv4AVZmAW3Y/lclH/BByWGCKiIgMdCrcBpllG9q48/mV3DN7FS2daU7abzgXHT+O4UOLchpH0NHBhquv5p3//h9itbWMvP7XlB111Ac7tq7jtbm3cNmy+3jJupieiXHpsTdSPurAnMYrIiKSD1S4DQLpTMBfFq/njudW8NTrG4lFjOP2ruPMTzUyeXTu5+xse+YZ1v7wR6Teeouhp59GzQUXEC0tfb9D61pYOIP2hffz69ZF3DmklDI3Lqk6mJOPvRpLaAYEERGRnqhwy2PrWzq568VV/P6FlTQ1dzK8vJALj92TLx4wKqdPir4rs3kz6664kuYHHiDR0ED9Hf9D8dSp2R+2rIGFM2Dhn/CVz/JYSRE/r6pmQ3kZ/zTqaM475EcMLdLE8CIiIjuiwi0PLVnbyjVPvM5jr64lHTiHja3ikpMmMn1cDbFoJOfxuDutjz7K2p9cRqa5mcpvfpOqb3+LSCIBy2bB8zfAkkcAZ3ntOH46/gCe61zL+IpxXHXw99m3et+cxywiIpKPVLjlmbtnr+IHD7xKQSzCGYc28KWD62ms6vm1Gn0t6Oqi/e9/Z/Ndf6Bt1iwKJ05k9M03Ubh7Pcz/Azx3A6xfAMWVbJl2LjcWwW3LZ1CUaefigy7mi3t+kWgktw9LiIiI5DMVbnliSzLDD//0KvfMWc2hu1dy9WmTqC4ryHkcQXs7bU89RevMx2mbNYugvZ3IkCHUfO97VJx8LDb3VphxK3S8DbV789Zxl/FIYYy7l/6RpjVNnLT7SZw/5Xyqinp+8a6IiIhsnwq3PLBsQxvfvvMllqxr5Zzpe3DuMXsSjeTuNRmZ5mbannySlpmP0/7003hXF9GKCoaccAJlnz6GkpFxbO7NcO33IMiwac9jeax+Xx5ufo25S34DwOSayVx+2OVMqZ2Ss7hFREQGGxVuA9xDrzTx7/e9Qjxq3HrGARy51yefCD7T0kLrzJm0PPwwqfXrMYtAJLuYGUSjEDHMIngmQ+eiRZBOE6utZegpX6DskH0oLtuIrXgKnjsDOt6mo6CMJ/Y5gYcLozy7YR7ppYvYY+genDv5XI5rOI6RZSM/eTJERER2cSrcBqhkOuCnDy/itr+/yaTRQ7nunyd/onexBckkbbNm0TLjz7TNmoUnkyTq6ykYNw6CAPcAMsH764FDkMHdqfznUyjbq5RCW4qtuAue+nl2p2XDWNY4jRsTKZ5ofYMtLS9Tl6njKxO/wgmNJ7BXxV69lA0REREBFW4D0upNHZz9u7nMW7WZM6c1ctHx40jEPvrToh4EdMyeTcuf/0zLYzMJWlqIVlYy9LRTKT/xRAr33nv7U18FASz6Ezx9FTT9EeYDhUOh8TCYdi5vj9if61c+yr2v30dhqpATdz+JE8acwKSaSUQs90+2ioiI7ApUuOVIEDgz5q3hd8+vJJkJiBhEzLJL5P11M3hldTNB4Fz/pckcv8+wndt/Mklq1SqSb75J8s036Vq+nPZn/k66qQkrLqbsmKMpP/EkSg45GIvt4J/93YLtySthwyKo2guOuQTGHAF1+7IlSHLHwju4edZ36Ux3csqep3DWfmdRWVTZS5kSERGR7VHhlgNzVrzDpQ8uYt6qzYytKWXY0CLcncCdTOAEDpkgCD+dKfW78YPPTvjAaz48kyHVtPa94qz7klqzJlt0haIVFRTtsw9DLriAsulHESn+kNkIggAWzYBZV8L6hVC1J3z+Zph4MkSiZIIMDy57kGvmXsP6jvUcNeoozp9yPo3ljX2RMhEREemBCrc+tHpTB1c8spgHX2midkgBvzhlP/5p0ggiO3gi1N3JvPMOyTcXs3nWNgXaipV4Mvle30hxMYmGBor23Zfyk04i0VBPoqGBRH090fLynQvyQwo2gGfXPMsv5/ySxe8sZu/KvbnysCuZWjf1E+VGREREPjoVbn2grSvNr/+6lJueXk7E4Jyjx3LWEWMoTmydbncnvWYNWxYupHPhQjoXLKBz4SIyGze+3ykeJzF6NImGBkoOP/y9wixR30Cspnr7Y9R2xB02r4DlT8Fzv4b1C8lUjWXDiVfRNGJf3upYS9Ort7CmfQ1LNy3l5Q0vM6J0BD87/Gf8Q8M/aAybiIhIPzF37+8YtmvS5Ck+96U5/R0GqUzAxrYuAIriUYoSURLRyAeKpkzg3DN7Fb94bAmtza18fnwF3z54BFWxgKC9g6Cjg8ymTXQtWRwWagvJNDdnvxyNUrD77hROnEjhuL1IjBlDoqGB+LBhOx6TtjOCDKxbACufo2vFM7ze9AIL0y0sSsRZWTyEt4rLWZdqI+3prb62W8FuDC8dzvGNx3P6uNNJRBOfLA4REZFBzMzmuHuf3pIa0IVbwbCxftS/38xBjRUc2FjJgY0VvT5bQCZwVrzdzqpNW1jX3Mnaluzy7vq6li7ebu/CHSIeMLSzleotm6ntbGZ4spnazmZqOpup7NjEkLbNFCS3UJhOEmEHeY3HKRw7lsKJE7KF2oQJFOy5J5HCTzgxfBBAx8bshO6tTXQ0zeW1VU+zYNMSFkUCFiUSvJGIkwkLziGxEsbsNpZhpcMYXjKc4aXhUjKcupI6iuMfMi5ORERE3pOLwm1A3yqtHVJIdVkB98xZze3PrgBgTHUJBzVWcFBYyO3su83cnQ2tXSxe28qSta3Zz3UtvL6uja50sFXfiuI44yIdHNqxljHNaxi2cTVDm94k8fZ6LJPZqm8qUUDbkEpayipYXTuKUaNrGDW6hmhJMVZcTOS9pST7WVpCQUMDltjO1St3SLZnl1Q7JDsg1dGtLVzv3AwtTdDaRHPrWyzvWMfyVDPLY1GWx2MsT8RZGYvhZlBeTEWshAkV4zmidhITKicwvnI8w0uGf7xbrSIiItIvBvQVt6lTp/rs2bNJZQIWvNXMi0uamPd6EwuXrSPT0UFROkltJEVFZgtDUx2UpzooS7ZT1tlOaVc7JZ1tFHW24ZmATfFiNsWKaEmU0JooIV02hOKqCsrrqqkZWUNdpoOy1cuJLnud5GuvEbS0ZIMwIzF6NAXjxpGoryc+rI5YXR3xYcOI19URKS//aMVPJpW9Ita8OlxWdVsPt5NtW30lBayLRVkbi7E2mv18KxZleUERy+Mx3uk25CxuEeoLqxlTNprdqyYyoW4KEyonUF30McfDiYiIyE4ZlLdKzew44GogCtzk7ldsr+8+Q8r8jxPHE3R2EXSmslejdsCBVGEhnYXFtBWW0lJQxuaCIcRiUWq9g4pkG0Vb2oi1tRK0tWVnB+geWyJG4YjdKBhRTuHwMgqGlVFYW0gk5tmCK92ZveKV6oDUlnDp2PrTg25x+tbrPcTbbsb60ko2DKlhQ/FubCgoYX0syrqgi6Z0O2vTrbydase3+f7QRDmNQ8cwpnwMjeWN2WVII8NLhxMNnwYVERGR3Bl0t0rNLApcB3waWA28aGYz3H1hT/0DS+KV6ymIBRREA+IxJxILiESdSCJCpCBGJBYQjXYQLQiIxp0PPPBo0exrLTLJrZrdIUga6a4ImWSEaCIgUZrBIivBogTROKlNcdpb4ySjcVLROEGskCBegMeK8HghQXE5QbwQjxVkfxZNsIWANk/THqRp9xTtnqat23prkGYDGTYGnWxItbIl0xVG1AbpNkhDcayYupI66nZrZM+SOuqK66grqaO2pDbbXqzxZyIiIruiXI9xOxBY6u7LAMzsLuBzQI+F27KKCJ8/pey97XgkTlm8lLJEGWWJIZQmSimMFpLKJEmnt5BOd5LOdJHKdJHOJEkHKdKZNBkCsAhYBMfALDv2K9x2MzIekAxSpIIUqUzqA09YZiXDpTW7mQqXnVAUK6I4VkxZoozKolomFtVQXVxNdVE11cXV1BTXUFVURU1xDSXxkg/foYiIiOxycl24jQBWddteDRy0vc71ZfVccdgVtCZbaUu10ZJsoS3ZRmuyNbukWtnUuYlYJEYsEiOeKKEoUk5ZJEY8En+vPWpRDPvAGC8ju21mRC1KIpogHomTiCZIRBLEo/H3tuOROFGLErHsa0AMI2KRD2wXx4opiZdQEi+hNF5KSaKE4lgxsciAfg5ERERE8kCuq4meRsdvNXjLzL4BfANg9OjRfGbMZ3IRl4iIiMiAl+tX4K8GRnXbHgms6d7B3W9096nuPrW6ujqnwYmIiIgMZLku3F4ExppZo5klgNOAGTmOQURERCQv5fRWqbunzew7wGNkXwdyi7svyGUMIiIiIvkq5yPm3f1h4OFcH1dEREQk3+X6VqmIiIiIfEwq3ERERETyhAo3ERERkTyhwk1EREQkT6hwExEREckTKtxERERE8oQKNxEREZE8ocJNREREJE+ocBMRERHJE+bu/R3DdplZK7Ckv+MY5KqAjf0dxCCm/PY95bjvKcd9S/nte7nKcb27V/flAXI+5dVHtMTdp/Z3EIOZmc1WjvuO8tv3lOO+pxz3LeW37w2mHOtWqYiIiEieUOEmIiIikicGeuF2Y38HsAtQjvuW8tv3lOO+pxz3LeW37w2aHA/ohxNERERE5H0D/YqbiIiIiIQGbOFmZseZ2RIzW2pmF/V3PIOBmd1iZuvN7NVubRVm9riZvR5+7tafMeYzMxtlZn81s0VmtsDMzg3bleNeYmaFZvaCmc0Lc3xJ2N5oZs+HOf6DmSX6O9Z8ZmZRM5trZg+G28pvLzKzN81svpm9bGazwzadJ3qJmQ01s3vNbHF4Pj5kMOV3QBZuZhYFrgOOByYAp5vZhP6NalC4DThum7aLgL+4+1jgL+G2fDxp4AJ3Hw8cDJwd/r9VjntPFzDd3fcD9geOM7ODgSuBq8IcbwL+Vz/GOBicCyzqtq389r6j3H3/bq+o0Hmi91wNPOru44D9yP5fHjT5HZCFG3AgsNTdl7l7ErgL+Fw/x5T33P1vwDvbNH8OuD1cvx34x5wGNYi4e5O7vxSut5I9WYxAOe41ntUWbsbDxYHpwL1hu3L8CZjZSOAzwE3htqH85oLOE73AzIYAhwM3A7h70t03M4jyO1ALtxHAqm7bq8M26X217t4E2cIDqOnneAYFM2sAJgHPoxz3qvA23svAeuBx4A1gs7unwy46X3wyvwL+DQjC7UqU397mwEwzm2Nm3wjbdJ7oHWOADcCt4e3+m8yshEGU34FauFkPbXr8VfKCmZUC9wHnuXtLf8cz2Lh7xt33B0aSvTo/vqduuY1qcDCzzwLr3X1O9+Yeuiq/n8w0d59MdjjQ2WZ2eH8HNIjEgMnA9e4+CWgnj2+L9mSgFm6rgVHdtkcCa/oplsFunZkNAwg/1/dzPHnNzOJki7Y73f2PYbNy3AfC2x9Pkh1PONTM3p3CT+eLj28acJKZvUl2iMp0slfglN9e5O5rws/1wP1k/wDReaJ3rAZWu/vz4fa9ZAu5QZPfgVq4vQiMDZ9kSgCnATP6OabBagbw1XD9q8Cf+jGWvBaOBboZWOTuv+z2I+W4l5hZtZkNDdeLgGPIjiX8K/CFsJty/DG5+3+4+0h3byB73n3C3b+E8ttrzKzEzMreXQeOBV5F54le4e5rgVVmtlfYdDSwkEGU3wH7Al4zO4HsX3pR4BZ3v6yfQ8p7ZvZ74EigClgH/Ah4ALgbGA2sBE5x920fYJCdYGafAp4C5vP++KCLyY5zU457gZntS3ZgcZTsH553u/ulZjaG7BWiCmAu8C/u3tV/keY/MzsSuNDdP6v89p4wl/eHmzHgd+5+mZlVovNErzCz/ck+XJMAlgFfIzxfMAjyO2ALNxERERHZ2kC9VSoiIiIi21DhJiIiIpInVLiJiIiI5AkVbiIiIiJ5QoWbiIiISJ5Q4SYiIiKSJ1S4iUhOhXMHTsjBcS7utt5gZq/2wTGONLMHP+J3njSzqT20n2Fm1/ZedCIyGKlwE5Gccvevu/vCHBzq4g/vsrVu0zqJiAxIKtxEpM+E0/s8ZGbzzOxVMzu1+xUnM2szs8vCnz9nZrVhe62Z3R+2zzOzQ8P2fzGzF8zsZTP7jZlFt3PcK4CisN+dYXPUzH5rZgvMbGY4Zda7V8B+amazgHPDabXuM7MXw2Va2O+IcH8vm9ncd6ctAkrN7F4zW2xmd4ZTn2FmR4f95pvZLWZW0EOcXzOz18JjT+u1xIvIoKXCTUT60nHAGnffz933Bh7d5uclwHPuvh/wN+Bfw/ZrgFlh+2RggZmNB04Fprn7/kAG+FJPB3X3i4At7r5/ONcmwFjgOnefCGwGPt/tK0Pd/Qh3/7/A1cBV7n5A2OemsM+FwNnhsQ8DtoTtk4DzgAnAGGCamRUCtwGnuvs+ZKc2+lb3GMOJri8hW7B9Ovy+iMgOqXATkb40HzjGzK40s8PcvXmbnyeBd8eIzQEawvXpwPUA7p4Jv3c0MAV40cxeDrfHfIRYlrv7yz0cC+AP3daPAa4NjzEDGBJeXXsG+KWZnUO20EuH/V9w99XuHgAvh/vdKzzea2Gf24HDt4nnIOBJd9/g7sltYhAR6ZHGc4hIn3H318xsCnACcLmZzdymS8rfnzA5w47PSQbc7u7/8THD6T4pegYo6rbd3m09Ahzi7lvY2hVm9hDZ3+U5MztmO/uNhbHuDE0WLSIfia64iUifMbPhQIe73wH8guxtz53xF8Jbi2YWNbMhYdsXzKwmbK8ws/od7CNlZvGPEfZM4Dvdfof9w8/d3X2+u18JzAbG7WAfi4EGM9sj3P4yMGubPs8DR5pZZRjnKR8jVhHZxahwE5G+tA/wQnjb8f8AP9nJ750LHGVm88ne1pwYPon6fWCmmb0CPA4M28E+bgRe6fZwws46B5hqZq+Y2ULgrLD9vPABi3lkx7c9sr0duHsn8DXgnvB3CIAbtunTBPwn8Czw/4CXPmKcIrILsvfvUoiIiIjIQKYrbiIiIiJ5Qg8niEheM7PngW3fkfZld5/fH/GIiPQl3SoVERERyRO6VSoiIiKSJ1S4iYiIiOQJFW4iIiIieUKFm4iIiEieUOEmIiIikif+P9A7WHiOI8S2AAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3718,12 +4463,38 @@ }, { "cell_type": "code", - "execution_count": 951, + "execution_count": 923, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAm0AAAGECAYAAABkqBdpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd1yV5fvA8c/NBkEQkA2C4F6ouGeutBxppTY0tb5mlpWzzGypZWqamZaWI1f9yhylZaVpWu49QMSBylaWomye3x/nYIhsDsuu9+t1Xh2ecd/XwyG4vKfSNA0hhBBCCFG5GVV0AEIIIYQQonCStAkhhBBCVAGStAkhhBBCVAGStAkhhBBCVAGStAkhhBBCVAGStAkhhBBCVAGStAlRCSmlNKWUX0XHUVxVIW6l1Cql1MyKjqOklFJfKqWmV3QcQojyJ0mbEIVQSoUqpZKVUreUUglKqX1KqTFKKYP8/6OU2q2UesEQZf0XKKXeUkol5XglK6WylFKOFR1bedA0bYymaTMqOg4hRPmTpE2IoumnaZoNUAuYDbwBLK/YkMqPUsqkomPIpmnah5qmWWe/gI+B3Zqm3ajo2EThKtPPkhBVjSRtQhSDpmmJmqb9BAwBnlNKNQZQSpkrpeYppa4qpaL1XViW+nM1lFJblVLXlVLx+vce+nOzgE7A5/pWo89zVNdDKRWiv2exUkrp7/FTSv2llEpUSt1QSv1fXrEqpbz13ZWjlVIRSqlIpdTEHOeNlFJvKqUuKqVilVLfK6Xsc937vFLqKvBnPnVM1pcboZQalevco0qp40qpm0qpa0qp93Kc26aUGpfr+lNKqceK9EH8e48ChgHfFHBNc6XUMX1L6f8BFjnOFfTZPKmUOpqrrIlKqc351LNbKTVT3xKbpJT6WSnloJRap/8eHFZKeee4vr3+WKL+v+31x4cqpY7kKnu8Uuon/fu73btKqa5KqTB9XDH6z2Jkjvsc9HFk1z9TKfV3Ad+rH5RSUfqY9iilGumPt9UfN85x7UCl1Cn9+2L/LOVXV1HiVkrVV0r9oZSKU0oFK6UG5/dMQjxQNE2Tl7zkVcALCAV65HH8KvCS/v2nwE+APWAD/Ax8pD/nADwOWOnP/QBszlHObuCFXGVrwFbADvACrgO99ee+Baah+0eXBdAxn7i99eV8C1QDmujL6aE//zpwAPAAzIGlwLe57l2tv9cyj/J7A9FAY/016/X3+OnPd9XXaQQ01V/7mP7cYOBgjrKaAbGAWTE/m85AEmCdz3kz4AowHjAFngDSgZmFfTb670kc0CBHeceBx/OpazdwAfAFbIFA4DzQAzDRfy9X6q+1B+LRJZwmwFP6rx30sdwC6uQo+zAwVP9+VY74uwIZwAf653sEuAPU0J//Tv+yAhoC14C/C/h+jtJ/H8zR/UyfyHHuItAzx9c/AG+W9GepkLryjVtfxjVgpP571wK4ATSq6N8V8pJXWb8qPAB5yauyv8g/aTuALnlSwG3AN8e5dsDlfMrzB+JzfL2bvJO2jjm+/j7HH8jVwDLAo5C4s/9Y1s9xbA6wXP8+COie45wruoTGJMe9tQsofwUwO8fXdcmRtOVx/afAAv377ISojv7recCSEnw2y4FVBZzvDEQAKsexfeiTniJ8Nl8As/TvG6FLrMzzuXc3MC3H158Av+b4ul92YoIuWTuU6/79wAj9+7XAO/r3ddAlcVb6r1dxb9KWDJjkKCcGaAsY6z/PejnOzaSApC1XPHb6z9M2x70r9O9t9D/ztQz0s3S3rsLiRtfKvTfX/UuBd4v78yMveVW1l3SPClFy7ugSj5roWgSOKt1EhQRgu/44SikrpdRSpdQVpdRNYA9gl7OrKR9ROd7fAaz176egSxQPKaXO5u6WzMO1HO+vAG7697WATTliDgIyAed87s3NLY+y71JKtVFK7dJ3PSYCYwBHAE3TUtElos8q3YSOp4A1hTzHPZSu+/lJCuga1ccYrmmallecRfhsvgGeztEN+70+9vxE53ifnMfX2Z+hG7m+X/qv3fXv16P7ngA8ja71704+dcZqmpaR4+vsn5Wa6JKmnJ9Rvp+nUspYKTVb38V5E90/VkD/meljGqSUMgcGAcc0Tct+hmL9LBVSV2Fx1wLaZNelr+8ZwCW/ZxPiQSFJmxAloJRqhe4P7N/oumaS0XXP2OlftppukDzARKAe0EbTtOroWn9Al3iBroWhyDRNi9I07X+aprkBLwJLVMHLbHjmeO+FruUJdH8I++SI2U7TNAtN08JzVldAuZF5lJ3TenRdxp6aptkCX/LvM4MuIXoG6A7c0TRtfwF15WUQuqR5dyExuuuTrrziLPCz0TTtAJCGbtzh0xQzsSxABLrkIycvIPt7/zvgqJTyR5e8rS9BHdfRdZ165Djmmc+1oHu+Aei6c23RtZDBv9+LQHSJZR/9tTljKu7PUkF1FRb3NeCvXHVZa5r2UgHPJsQDQZI2IYpBKVVdKdUX3XibtZqmndY0LQv4CliglHLSX+eulHpYf5sNuqQuQT84+91cxUYDtYsRw5PZg+XRdddp6Fo18jNd36LUCN04oOyJC18Cs5RStfTl1lRKDShqHOhaykYopRoqpay4/7lsgDhN01KUUq3R/aG+S5+kZaHrRrwnGVK6Qf3vFVL/c8DqXK1oue1HlwC8qpQyUUoNAlrnirGgzwZ03dGfAxmapuU7iL+YfgHqKqWe1sc1BN3Yra0A+pazDcBcdOPf/ihuBZqmZQIbgff0n399YHgBt9gAqejGFloBH+ZxzXrgVXTJ7Q85jhf3ZynfuooQ91Z037thSilT/auVUqpBAfUJ8UCQpE2IovlZKXUL3b/ypwHz0SVA2d5ANwj9gL67Zwe6FhzQjeWyRNcidwBd12lOC4EnlG724mdFiKUVcFAplYSuJes1TdMuF3D9X/rYdgLzNE37PUe9PwG/65/tANCmCPUDoGnar+ie7U99+blnmI4FPtCX/Q66JC+31egmK6zNddwT+Ce/upVS7kA3/f0FxZiGrkVuBLoEdwi6hCBbYZ8N6BLKxhiulQ1N02KBvuha+mLRdXn31e5dtmQ9upaoH3J1fxbHK+hasqLQxf8tumQpL6vRtaSFo5tEcSCPa75FN47uz1yxFvdnqbC68o1b07RbQC9gKLoWyyh0y76YF1CfEA8EVfA/UoUQVZXSLS9xGTAtxR/9MqWUGg6M1jStY45jHugSlXYVF9m/9GPnYoAWmqaFVHQ8paGU+hhw0TTtuYqOpTiqatxCGJq0tAkhKoS+S3Usupmwd2maFlZZEja9l4DDVTFh069n1lTptAaeBzZVdFyFqapxC1HWZGVqIUS504/324iuG7kkg+zLhVIqFN3g+GIt+luJ2KDrWnRD11r4CbClQiMqmqoatxBlSrpHhRBCCCGqAOkeFUIIIYSoAiRpE0IIIYSoAir1mDZHR0fN29u7osMQQgghhCjU0aNHb2iaVrOsyq/USZu3tzdHjhyp6DCEEEIIIQqllMq9PZ1BSfeoEEIIIUQVIEmbEEIIIUQVIEmbEEIIIUQVUKnHtAkhhBDiwZKenk5YWBgpKSkVHUqJWVhY4OHhgampabnWK0mbEEIIIcpNWFgYNjY2eHt7o5Sq6HCKTdM0YmNjCQsLw8fHp1zrlu5RIYQQQpSblJQUHBwcqmTCBqCUwsHBoUJaCiVpE0IIIUS5qqoJW7aKil+SNiGEEEI88N577z3mzZt33/HQ0FAaN25cAREVnyRtQgghhBBVgExEEEIIIUSlNmPGDNatW4enpyeOjo60bNmSgQMH8vLLL3P9+nWsrKz46quvqF+/PleuXGHUqFFcv36dmjVrsnLlSry8vO4p7+jRo4waNQorKys6duxYQU9VfNLSJoQQQohK68iRI/z4448cP36cjRs33t3ecvTo0SxatIijR48yb948xo4dC8Arr7zC8OHDOXXqFM888wyvvvrqfWWOHDmSzz77jP3795frs5SWtLQJIcqdlpVFctItrKrbVnQoQohK7u+//2bAgAFYWloC0K9fP1JSUti3bx9PPvnk3etSU1MB2L9/Pxs3bgRg2LBhTJky5Z7yEhMTSUhIoEuXLnev+fXXX8vjUUpNkjYhRLk7vesPdq1axuglK7G0qV7R4QghKjFN0+47lpWVhZ2dHSdOnCj0/twzPTVNq7KzV6V7VAhR7q6cPEZGWirRF0MqOhQhRCXXsWNHfv75Z1JSUkhKSmLbtm1YWVnh4+PDDz/8AOgSsZMnTwLQvn17vvvuOwDWrVt335g1Ozs7bG1t+fvvv+9eU1VI0iaEKFeaphF+PgiA6MsXKzgaIURl16pVK/r370+zZs0YNGgQAQEB2Nrasm7dOpYvX06zZs1o1KgRW7ZsAeCzzz5j5cqVNG3alDVr1rBw4cL7yly5ciUvv/wy7dq1u9vtWhWovJodK4uAgAAte8ChEOLBkBgTxdfjXgCgTpv29J/wVgVHJIQoT0FBQTRo0KBY9yQlJWFtbc2dO3fo3Lkzy5Yto0WLFmUUYdHk9RxKqaOapgWUVZ0ypk0IUa7Cg3WtbPZuHkRfkpY2IUThRo8eTWBgICkpKTz33HMVnrBVFEnahBDlKiI4EDNLKxp27sbf360mOekWltY2FR2WEKISW79+fUWHUCnImDYhRLkKPxeIa516uPjWBSBGWtuEEKJIJGkTQpSblNtJ3Ai7inv9hjjV9gUg+vKFCo5KCCGqBknahBDlJvL8OdA03Os1xNLahuo1nWUGqRBCFJEkbUKIchMeHIQyMsLVrx4AzrV9ibkkLW1CCFEUkrQJIcpNePBZnLxrY2phAYCzjx8J0ZGk3E6q4MiEEP8l1tbWnD59Gn9/f/z9/bG3t8fHxwd/f3969OhR0eHlS2aPCiHKRWZGBlEXQmjSvdfdY84+unFtMZcv4dW4aUWFJoT4D2rSpMndbbBGjBhB3759eeKJJyo4qoJJS5sQolzEhF4kIy0V93qN7h5zqu0HyGQEIYQoCmlpE0KUiwj9orru9f5dQdyqui02jjWJlnFtQvwnvf/zWQIjbhq0zIZu1Xm3X6PCL6yCpKVNCFEuwoMDqV7TGWt7h3uOO/v4EiMzSIUQolDS0iaEKHOaphF+LpBaTfzvO+fs48eFwwdIvXMHcyurCohOCFFRHtQWsbIiLW1CiDKXGB3FncQE3Os3vO9c9iK710MvlXdYQghRpUjSJoQoc+HBgQC41bs/aXP2kckIQghRFNI9KoQocxHBQZhbVcPRw+u+c9XsamBt7yCTEYQQ5SYp6d61IVetWlUxgRSTtLQJIcpceHAgrnXro4zy/pXj5OMr21kJIUQhJGkTQpSp5KRbxIZdxb1ug3yvcfbxIy4ijLSU5HKMTAghqhZJ2oQQZSry/DmAPCchZHOu7QeaRoxMRhBCiHxJ0iaEKFPhwYEYGRvj4lc332v+3c5KukiFECI/krQJIcpURHCQbpN4c4t8r7G2d6CaXQ2ZjCCEEAUoNGlTSq1QSsUopc7kOGavlPpDKRWi/28N/XGllPpMKXVBKXVKKdUixz3P6a8PUUo9VzaPI4SoTDIz0om6cD7PpT5yc67tJ0mbEEIUoCgtbauA3rmOvQns1DStDrBT/zVAH6CO/jUa+AJ0SR7wLtAGaA28m53oCSEeXNGXLpKRnlbgeLZsTj6+xIWHkZ6aUg6RCSH+y4yNjfH396dRo0Y0a9aM+fPnk5WVBcDu3buxtbXF39//7mvHjh0VHLFOoeu0aZq2RynlnevwAKCr/v03wG7gDf3x1ZqmacABpZSdUspVf+0fmqbFASil/kCXCH5b6icQQlRaEfpFdd2L0tLm44emZXH9ymXcCphpKoQQpWVpacmJEycAiImJ4emnnyYxMZH3338fgE6dOrF169aKDDFPJR3T5qxpWiSA/r9O+uPuwLUc14Xpj+V3XAjxAAsPDsLW2YVqdoU3rDvX1u+MIF2kQohy5OTkxLJly/j888/RtTlVXobeEUHlcUwr4Pj9BSg1Gl3XKl5e96+eLoSoGjRNI+J8EN5Nmxfpemt7Byyr28oiu0L8l/z6JkSdNmyZLk2gz+xi3VK7dm2ysrKIiYkBYO/evfj7+989/+OPP+Lr62vQMEuipElbtFLKVdO0SH33Z4z+eBjgmeM6DyBCf7xrruO78ypY07RlwDKAgICAyp3yCiHylRAVwZ3EhCJNQgBQSuFc248YaWkTQlSAnK1slbV7tKRJ20/Ac8Bs/X+35Dj+ilLqO3STDhL1id1vwIc5Jh/0AqaWPGwhRGUXHhwEFLyobm7OPr4cOnWcjLQ0TMzMyio0IURlUcwWsbJy6dIljI2NcXJyIigoqKLDyVdRlvz4FtgP1FNKhSmlnkeXrPVUSoUAPfVfA/wCXAIuAF8BYwH0ExBmAIf1rw+yJyUIIR5MEcGBmFerhoO7Z+EX6zn7+KFlZXH96uUyjEwIIf51/fp1xowZwyuvvIJSeY3mqjyKMnv0qXxOdc/jWg14OZ9yVgArihWdEKLKCg8Owq1ug3w3ic/Lv5MRLuLqV6+sQhNC/MclJyfj7+9Peno6JiYmDBs2jAkTJtw9n3tM29tvv80TTzxREaHew9ATEYQQ/1FpyXeICw8jNvwacfpXw04PFasMG8eaWFjbEHNZxrUJIcpOZmZmvue6du1KYmJiOUZTdJK0CSFK5NKxw4SePHY3SUuKi717zsjYGEfPWvi1blesMrMnI0RfkhmkQgiRmyRtQohiy8xI5+f5H4GRwsHdC69GTbF398Te3QN7d0/snF0xNinZrxdnH1+ObN1MRno6JqamBo5cCCGqLknahBDFdj30MhnpafQb/yZ123Y0aNlOPn5kZWYQe+3K3TFuQgghSr4jghDiPywiJBgA1zr1DV627IwghBB5k6RNCFFskSHnsLZ3wMbB0eBl2zo5Y16tmiRtQgiRiyRtQohii7wQjGudslmSQymFs48v4cGBlX4fQCGEKE+StAkhiuVOYgKJ0VFl0jWarV77LsSGXeXKyWNlVocQ4r8rNDSUxo0b33PsvffeY968eYwYMYINGzYAEBcXR/PmzVm5cmVFhHkfSdqEEMUSeSF7PFvZLX7bqEs3rB0cObDp+zKrQwghCpKYmMjDDz/M6NGjGTlyZEWHA8jsUSFEMUWGBGNkbMw1ywT2BK0nLTONtKw0UjNTSc9MJzUzldTMVIyVMSMajcCzetG3scpmbGJKq36D2LVqGWGBZ/Bo2Ljwm4QQwkCSkpLo06cPTz/9NC+99FJFh3OXJG1CiGKJOH8OalozeveYe44rFObG5pgZm2FmbEZSWhK7ru3iq15f4WvnW+x6mnTrxcFN33Ng0//xhCRtQjyQPj70Mefizhm0zPr29Xmj9RulKmPChAm88MILjB8/3kBRGYYkbUKIIkvNSOHq+TOcc0ugX+1+TAiYgKWJJWbGZpgok3s2W74Qf4H//fE/Rm4fydKeS2ng0KBYdZmaW9Dy0cfYu34VURfO4+JX19CPI4T4j8pvY/js4926dWPLli1MmjQJJyen8gytQJK0CSGKJCktiakbX8U7PYumTTsyruOsfH/xAfjV8OOb3t/wwu8v8Pxvz7OkxxL8nfzzvT4vzXo+wqEtP3Bw8/cMmPR2aR9BCFHJlLZFrKQcHByIj4+/51hcXBw+Pj4ADB06lI4dO/LII4+wa9cubGxsKiLM+8hEBCFEoaJvRzNi+wii9JMQhvcYV2DCls2ruhff9P6GGhY1GP3HaA5FHipWveZWVjTv3Z8Lhw9w/WpoSUIXQoj7WFtb4+rqys6dOwFdwrZ9+3Y6dvx3h5fXX3+d7t27M3DgQNLS0ioq1HtI0iaEKND5+PM888szXLt1jX6WXbC0qY6ts0uR73e1dmVV71W4W7szdudY9oTtKVb9Lfr0w9TCkkObfyhu6EIIka/Vq1czc+ZM/P396datG++++y6+vveOv/3444/x9PRk2LBhZGVlVVCk/1KVefHKgIAA7ciRIxUdhhD/WQciDzB+13isTKxY3GMx+2cuxM7ZhYFvvFvssuJT4nnxjxcJSQhhTuc59KzVs8j3/rV2BUe3bmbkp19Sw8Wt2HULISqPoKAgGjQo3hjXyiiv51BKHdU0LaCs6pSWNiHEPWLuxPDn1T/55MgnvPTHS7hUc2Hdo+vwNvcgLvxaiRfVrWFRg+UPL6exQ2Mm/TWJTSGbirzjQUDfgRiZGHNo84YS1S2EEA8CmYggxH9YYmoiZ2PPcvbGWc7cOMOZG2eISY4BwFgZ09mjM7M6zsLGzIZQ/e4EpVlU18bMhqU9l/Lqrld5Z987fH36a/r59qOfbz/crd3zva+aXQ2adOvFqR3baffEUKo75j+b61baLZadWsagOoPwsfUpcaxCCFHZSNImxH9MWmYaO6/u5MeQHzkYefDuce/q3rRybUUTxyY0cmhEffv6WJhY3D0fGRIMSuHiW7qlN6xMrVjSfQnbLm3j50s/s/jEYhafWEyAcwD9ffvTs1ZPrM2s77uvVf/HObVjO4d/2kj3UWPyKBk0TWPG/hn8GvorWy5s4cueX9LQoWGp4hVCiMpCkjYh/iMuxF/gx5Af+fnSzySmJuJu7c6YZmNo4dSChg4NsTW3LfD+iJBzOHp4YW5lVepYzIzNGFhnIAPrDCQiKYKtl7by08WfeGffO8w6OItuXt14tsGzNK3Z9O491R2daNi5G2f+/J22g4ZQza7GfeVuvrCZX0N/ZWi9oewJ28Pzvz3Pom6LCHApsyEmQghRbmRMmxAPsDvpd9gUsolnf3mWgT8N5Lvg72jr2pZlPZfxy6BfeNn/Zdq5tSs0YdOysogKCca1ruE3iXezdmN009H8/NjPrHtkHY/5PcY/4f8wYvuI+5YIaT3gCTIzMji6bfN95VyMv8Dnf86h560mdLrkzpftP6OmVU3G7BhT7BmrQghRGUlLmxAPqPCkcIZuHUpCagI+tj5MCphEP99+2FvYF7us+KgIUm4nlekm8UopmtZsStOaTRnXfBwjto9g3J/jWPHwCho5NgKghqs7ddt15MTvv9D4oZ7ER0YQdSGY8JBzXA4+ySNpDsBNDrOBiOBAVkz+mpd3j+O1P1/jw04f0senT6nj3DJvJj7+ATTt0bvUZQkhRHFIS5sQD6hVZ1ZxO/02Kx5ewZYBW3iu0XMlSthAP54NcCvhzNHisjW3ZWnPpdSwqMGYHWO4lHDp7rk2AweTnpLMyvFj2DznAw5u/oErURe46HwL78G9eW7u5/R5ZSLh5wI5s3ELy3stp5lTM97Y8wbfB39fqriS4uO4cPgAR7YWfearEKLyMTY2xt/f/+5r9uzZAGzdupXmzZvTrFkzGjZsyNKlSys40ntJS5sQD6D4lHg2X9hM39p9aeXSqtTlRYacw8zSCns3DwNEVzROVk4s67mM4b8OZ/Qfo1nTZw2u1q7U9PKm5+hxpN25jYtfXYJNI3j9n4k82+BZHm/9CgCOXt5EhgRzdNsWXOvU58seXzLxr4nMODCDW2m3eL7J8yWKKfK8bmPr+Mhwrl+5jJN3bYM9rxCi/FhaWnLixIl7jqWnpzN69GgOHTqEh4cHqamphIaGVkyA+ZCWNiEeQN+d+46UzBRGNBphkPIiQoJxrVMPZVS+vzK8qnuxtOdS7qTfYfQfo4lNjgWgafeHCeg3CFOvmrx3ZAYN7BswvuX4e+7tOvx5XOvW57cvFnI76jqfPvQpj/g8wqfHPmXB0QUlaikLPx+EsYkJRsbGnNsn4+SEeJDcunWLjIwMHBwcADA3N6devbIbElIS0tImxAMmOSOZ9efW09WjK7XtSt8SlJ6Swo0robQZNNgA0RVfPft6LO6xmNG/j+alHS+x4uEVWJtZk5mVyZt73yQ1M5U5nedgZmx2z33GJqb0e/1N1rz5Gj99MotnPpzPR50+wsbMhhVnVpCYmsj0ttMxNjIuciyR58/hXLsOZlZWBO/bS6ennivSHqxCiLxFffghqUHnDFqmeYP6uLz1VoHXJCcn4+/vf/frqVOnMmTIEPr370+tWrXo3r07ffv25amnnsKonP+xWpDKE4kQwiA2X9hMQmoCIxuPNEh5UZdC0LSsMp2EUJjmTs2Z33U+IfEhjPtzHCkZKXx9+muORB9hWptpeNt653mfjYMjfV+bQnxkBL8tXYRCMa3NNEY3Hc2PIT8y6a9JpGamFimGjPR0oi+FYOvjiXWT2ty8Hs3RE7u4dusa0bejiUuJ41baLdIz0w345EKIspDdPZr9GjJkCABff/01O3fupHXr1sybN49Ro0ZVcKT3kpY2IR4gGVkZrD67mmY1m9HcqblBysyehODqV7HdBJ08OjGr4yze3Psm//v9f5y+cZpHfB6hv2//Au/zatyMjk8NZ+/6VRyrU5+Wjw5gXPNx1DCvwceHP2bsjrEsfGhhngv65hR2IYjMjAy+vP4tYVm3GWrkyZLv3uNww/h7rjMzMmNOlzl09+pe6mcW4kFXWItYRWjSpAlNmjRh2LBh+Pj4sGrVqooO6S5J2oR4gOy4uoOwpDAmBUwyWLddxPlz1HB1w9KmukHKK41Haj/CrbRbzDw4E08bT6a3nV6k52zV/3EiQ86xZ90KnH398KjfiGcbPoutuS3T/5nO878/z5LuS3CwdMjz/kORh1ix+X3qoGjq34mJDR/lfMSPNLsWTf92E8ggg/SsdNIz09lycQsf7P+A5k7NSzxbVwhR/pKSkjhy5Ahdu3YF4MSJE9SqVatig8pFkjYhKrHUixdJOXMGE2cXTF1dMHFxwcjcPM9rNU1j5ZmVeFf3pqtnV4PUr2kakSHn8G7WwiDlGcKQ+kNwqeZCbbvahbaOZVNK0XvseNa9NZ6tn37MsNkLqWZXg36+/bA1t2XC7gmM2D6CpT2X4mbtdve+xNREPjnyCZsubKLPDS/Ma9gy8+E5ADh3h22fzSUgww+Pho3v3tPOrR1Dtg7hw4MfMq/LPMM+vBDCIHKPaevduzfTpk1jzpw5vPjii1haWlKtWrVK1coGkrQJUWkl/vwzkW9PR0u9d8yVsYMDpi4umLi6YOrqhm3/flg2acLhqMMExgbyTrt3ijW4viA3r8dwJ0HqSmIAACAASURBVDEB13Jan62ounh2KfY95lbV6DfhLdZPm8jWTz9m8DsfooyM6OzRmWU9l/HKn68w7NdhLO2xFF87X7aHbmf2odkkpiYystFIrPYfx7Phv9tq1W7ZGhMzc87t33tP0lanRh1eavYSnx3/jF61etHLu5dBnlkIYTiZmZl5Hv/ll1/KOZLikYkIQlQyWmYm0XPmEjF5CpZNmuCzaSNeq1bi+tFH1HztVWy6dcPY3p70K1dI2LCBK08/Q8KPG1lxdgX2FvaFjvEqjsgQ3ayuipyEYEg1vbzp8uwowoLOEHnh/N3jLZxbsPLhlWRpWTy3/TnG7BjDlD1TcK3mynd9v+MF72e5HR9/T/JqZmFJ7ZatOX/gb7Jy/QEY2XgkDR0aMuvgLOJS4srt+YQQDzZpaROiEslMTCR8wkRu//MPNZ5+Guepb6JMTfO/PiGB8AkTiJw2Db8ARcuJr2FunHf3aUlEhgRjYmZOTS9vg5VZ0ep36MKfq5Zy8ehB3HLspVrPvh6r+6xm9O+jOR5znMkBk3m6wdOYGJncXZPNvV6De8tq34nz+/dy9ewpvJv+O/HDxMiEmR1mMnjrYOkmFUIYjLS0CVFJpIaEcPnJwdw+dAiXGR/g8s70AhM2AGM7OzyXLSOohy+PHtHo9unfZMTHF3hPcUSGBOPiWwcjY8N0t1YGFtbWeDRozMUjB+8752njyY/9f2T749sZ3mg4Jka6f9dGnA/CxMwcx1zJq49/AGaWlgTv23tfWdndpL+F/sbvob+XybMIIf5bJGkTohK4tXMnoUOGknXnDrW++YYaTz5Z5HujU28wo3U4x//XgfRjJwkdPITUkJBSx5SRnk5M6MUHpms0J7+ANsSGXSU+KuK+c1amVvfN+ow8fw4X3zoYm9zbOWFiZoZfQFtCDv1DZsb967ONajxKukmFEAYjSZsQFUjLyuL64sWEvfwKZr6++Gz4AasWxVtfbU3gGjQ0ur74AbXWrCYrJZnQIUO5tXNnqWKLuXyRzIyMBzJp8w1oA5Bna1tu6WmpxIReuqcrNad6HTqTevs2V06duO+ciZEJMzrM4GbaTT48+GGhdWVk6ZYOEUKIvEjSJkQFurF4CTcWfY7tgAHUWrsGUxeXYt2fmJrIhvMb6O3TGzdrNyz9/fHZsAEzX1/CXn6F60uWlGiPTag8i+qWBVsnFxy9vIuUtEVfDCErMxPXug3yPF+riT8W1azz3Yu0bo26BXaTZmlZHI46zAf7P+Ch7x/iyZ+e5E76neI9kBDiP0GSNiEqSPLp09z48kuq9++H6+yP8l1/rSA/nP+BOxl3GNno3y2rTJ2dqbV2DbYD+nPjs0VETJ5CVlpascu+cvo4No41sbbPe8HZqs4voA3h5wJJvnWzwOsizutm0ObX0mZsYkqdNu25cPgA6Wl5b4k1svFIGtg3uNtNqmkaZ2+cZe7hufTc0JNRv41i66WtNHdqzuWbl5l5YGbpHk4IUSBra90aj6GhoVhaWuLv73/3tXr16gqOLn8ye1SICpCVkkLEm1MxqVkTl7ffLtHuBWmZaawLWkd7t/bUs7+3NczI3BzX2bMxq+3L9QULyIiKwuPzRRjb2RWp7OtXQ7l8/Ajtnniq2HFVFb4BbTmw8f+4dOwwjbrkv+VUxPlz2Lm4YlXdNt9r6rXrzOk/fyf0+FHqtGl/33lTI1NmdpzJkK1DeHnHy9xKv8WVm1cwMTKho1tHJracSFfPrliZWvHFiS9YcnIJbVzbMMBvgEGeVQiRP19fX06cuH94Q2UkLW1CVIDrny4k7eJFXGfOxLh6ybaH+uXyL9xIvsFzjZ7L87xSCscXR+M2dy7JJ08S+vQzpIWFFansg5u+x8zSkuZ9DLfmW2Xj7OOLdQ37ArtIs3eEcMunazSbZ6MmWNna5dtFCrpu0pf9X+Zs7FlcrFx4r9177B68m0XdF/FI7UewMrUCYHTT0bRyacWsg7O4lHipZA8nhHggSUubEOXs9qFDxH3zDXZPDcW6Y4cSlaFpGqsDV+Nn50c713YFXmvbry+mLs5ce2UcoUOG4vnFEiybNs33+riIMIL376V1/8extLYpUXxVgTIywjegDYF7dpGRloaJmdl91yRGR3EnMSHfrtFsRsbG1G3bgTO7dpCWkoyZhWWe173Q5AWerv/03QQtL8ZGxszuNJsnfnqCSX9NYv0j67EwsSjewwlRRez9/jw3riUZtExHT2s6Da5b5OsvXrx4z5ZWixYtolOnTgaNyVCkpU2IcpSZdJvIt6Zh6umJ86RJJS7nQOQBQuJDGN5weJG6Vq1atcL72/UYWVpyZfhzBc4sPbR5AyamZrR89LESx1dV+Aa0JT01hatnT+Z5PuLujhCFb+NVr10nMtJSuXj0UIHXFZSwZXOycmJWx1mExIcw9/DcQq8XQpRcdvdo9quyJmwgLW1ClKuYOXNIDw+n1to1GFWrVuJyVgeuxsHCgUdrP1rke8xr18b7u2+5NvZlwl4Zh/PUqdgPH3bPNYkx0QTu/ZPmvfthZVu08W9VmWejpphaWHLxyEFqN2/F6bBEFv0ZgpFSfDrUn4jz5zC1sMTRq1ahZbnXa4i1vQPB+/bSoEPx90bNrZNHJ0Y2GsnKsytp7dqah70fLnWZQlQ2xWkRE9LSJkS5Sdqzh4Tvv8d+1EisWrYscTkXEy7yd/jfPFX/KcyM7+/SK4iJoyO1vlmFdbduRH/4IVEzZ5F159/lJQ5t+QEjIyMC+g0scXxViYmpKT7NWnDu0AFGrTxEv8//5sClWH4LjGL0mqOEBwfi6lcXI6PCd4RQRkbUa9eJ0BNHSLltmO6ecS3G0dSxKe/te49rt64ZpEwhRNUlSZsQ5SAzIYHIaW9jXsePmq++Wqqy1gSuwdzYnMH1BpfofiNLSzw+W0iN4cOIX7uWC70eJm7tOm5GRXB29w4aP9QTG3vHUsVYVZy4lsDO5Jqk3UzgSvA5Jj9cj3/e7MbHg5qy/1wE16+E4lyErtFsDTp2JTMjgz3rVpZ4fbycTI1MmdNlDgrFlL+mkJ4pC+8KYWjZY9qyX5999llFh5SvUnWPKqXGAy8AGnAaGAm4At8B9sAxYJimaWlKKXNgNdASiAWGaJoWWpr6hagqombOIiM+Ho8vvyjRemzZYpNj+fnizwzwG0ANixolLkcZG+Py1ltU792b6/MXED1zJue+X0OWlSkBfR/8VrZjV+NZuCOEv85fx9nMCU9lxLQmGt0e8gNgcCtPbl0OIuGKxpZwU9pnZmFiXPi/cZ1r+9Fm4GAObvoeGwdH2j1e+iVT3K3d+aDDB4zfPZ6FxxYyqVXJx0IKIXSSknSt4d7e3iQnJ1dwNEVX4pY2pZQ78CoQoGlaY8AYGAp8DCzQNK0OEA88r7/leSBe0zQ/YIH+OiEeeDe3/8bNrVtxfGkMlo0alaqs74O/Jy0rjWENhxV+cRFYtWiB15rVOCxcwBULE9xiE4n734vc2rHDIC1FlcHNlHT+uXCDJbsv8OKaI7T7aCeDluzjVFgCb/Suz85pj+DZoBHXjt87gaCRSTwAW6PMGP/9STKzivb96DBkGA07d2Pf9+s4vcswG8X3qNWDIfWG8E3gN6w8s5KbaQUvCCyEeDCVdiKCCWCplEoHrIBIoBvwtP78N8B7wBfAAP17gA3A50oppT0ofxmEyMOdI0eIeu89LBo3xnH06FKVlZKRwnfB39HFows+tj4GilC3ntu52CiyjIxo/8JLpK9cTdgr47Bo2hSnCeOp1ratweoqDzdT0tlyIoLjV+I5EZbApeu3757zdrCilbc9rbxrMKiFB9XMdb8CfQPasnv1VyRER2HnrNtKLOJ8EPbunozv24zZv57DzNiIuU80xcio4Nm6Sil6vfgqdxIT+GPZ51Szq0Ht5q1K/VyTW03mcuJl5h+dz+ITi+lZqyeD6gwiwDmgRIszCyGqnhInbZqmhSul5gFXgWTgd+AokKBpWob+sjDAXf/eHbimvzdDKZUIOAA3ShqDEJVVZkIC0fPmkbjhR0zd3HCbMwdlalqqMrdd2kZcShzDGw43UJQ6yUm3OPHbNuq174TXkKfQHn+SxM2buf75Yq6OGEm19u2pOWEClo1L10pY1mKTUln5Tyjf7A/lVkoGNW3MaeZhx6Dm7jT1sKOphy12VnlP3PANaMPu1V9x8chBWj46AC0ri8iQYPxateXhLr6kpmexYMd5zEwUsx5rUmjiZmxiQr/xb/J/70/l5wWzGfLOR7j4lW6WnLmxOV/3+prAuEA2hWzil0u/sPXSVjxtPBlUZxD9ffvjZOVUqjqEEJVbiZM2pVQNdK1nPkAC8APQJ49Ls1vS8votd18rm1JqNDAawMvLq6ThCVEhNE3j5tatRH80m8zERBxeeB7HsWMxsip8ba7Cyl0duJr69vVp5VL6Vpucjv/6E+kpybR57EkAlIkJdk88QfV+/Yhf/y2xS5cS+sQT2PTuTc3XXsXcx3CtfIYQmZjMsj2X+PbQVVIzsujT2IWXuvjR2L16kVug7JxdcPSsxcUjB2j56ADiIsNJSbp1dyeEV7v7kZaZyeJdFzE1NuL9/o0KLdvM0opBb77Ht9MnsfHj93lqxlxquLiV6lmVUjRyaEQjh0ZMDJjIjis72BiykYXHFrLo+CI6u3fmrTZv4WrtWqp6hBCVU2lmj/YALmuadl3TtHRgI9AesFNKZSeDHkCE/n0Y4AmgP28LxOUuVNO0ZZqmBWiaFlCzZs1ShCdE+Uq7epVrz79AxOQpmHp64PPjBpwmTSp1wgbwT8Q/XEq8VOTFdIsq9c4djv36E36t2uHo5X3POSNzcxxGjsD3j99xHPsSSXv2cKlvPyLfeZf06GiDxVBSl2/c5s0fT9F5zi5W77/Co03c+GN8F5Y805ImHrbF/j75BrQl7NxZkpNuEZlrk3ilFJN61eN/nXxYvf8Ks7YFFWnMXzW7Ggya+gGaprHxw3e5k5hQ/AfNh6WJJf18+7Gy90q2DdzGqMajOBJ9hNF/jCY+Jd5g9QghKo/SJG1XgbZKKSul++3YHQgEdgFP6K95Dtiif/+T/mv05/+U8WziQaClpXHjy6Vc6tef5FOncH5nOt7r12NRv+hLRRRm9dnVOFk60du7t8HKBDjx21ZSb9+m7aAh+V5jbGNDzVdfxe/336jx1FMkbNrExV4PEzNvHpm3bhk0nqJIy8jijQ2n6P7JbjYeD+ep1l7sntSVTwY3w8/JusTl+ga0RsvK4vLxI0SEnMO8WjXs3TzunldK8dYjDRjR3puv/77MnN+Ci5S42bu5M3DKOyTFx7Fx9vukpRh+pppXdS9ea/Ean3f/nMjbkby882XupN8p/EYhRJVSmjFtB5VSG9At65EBHAeWAduA75RSM/XHlutvWQ6sUUpdQNfCNrQ0gQtRGWjp6YQOG0bKyVPYPPwwzm+9hamzYccVBccFsz9yP6+1eA1T49KNi8spPSWFo9s24+PfEufafoVeb+LoiMvb07Af8Rw3Fi0idvkK7hw/Qa1vVqFMymdzlYzMLMb/3wm2nY7k+Y4+vNilNk42htmX06V2HarVsOfi4QPEhl/DtU59lNG9/65VSvFuv4akZ2bxxe6LmBkbMb5n4WPV3OrWp+/rU9gydxYbZryNvYcnmenpZKSlkpGWpn/p3tf0rk33US9hXoIW2pbOLZnbeS6v736dCbsnsKjbIoP+zAjxoDA2NqZJkyZ3v968eTOhoaEMGDCA2rVrk5ycTN++fZk3b14FRnm/Uv2m1TTtXeDdXIcvAa3zuDYFeLI09QlR2cStWUvKyVO4fvQRdgPLZq/ONYFrsDSx5Mm6hv3fZ+9335B86yZtBubfypYXMw8P3D7+mGodOhAx5Q2uL1yI08SJBo0tL1lZGlM2nGLb6UjefrQBL3SqbdDylZERvi1bE7hXt4F8vXZ57z+olGLGgMakZ2axcGcIpsaKV7rVKbR835Zt6PXiOP7+vzXciruBiZkZJmbm+v+aYWFtg5GxMef++YuYyxd5bPJ07FyKPzbtIa+HeLfdu7y7712m/TON2Z1mY6RkHXUhcrK0tOTEiRP3HAsNDaVTp05s3bqV5ORkmjdvzsCBA+nQoUMFRXk/2XtUiBJKj47mxuefY921a5klbNfvXGfb5W08UecJbM1tDVbuka2bOP7rzzTv0w/3+g1LVIZt//7cOXyE2K++xiogAOsupd9vMz+apjFt8xk2Hg9nYs+6Bk/YsvkGtOHUju0Adych5MXISPHRoKZkZGrM+/08psZGvNjFt9DyGz/Uk8YP9SzwmqtnTvLzgtmsmzaBfuOn4tW4afEeAhhUZxBxKXEsPLYQBwsHprSaIsuCCFEMlpaW+Pv7Ex4eXtGh3EOSNiFKKObjOWgZGThPe6vM6vj23LdkZmUabDFdgHP//MVfa5ZTt00Hug5/oVRlOU97i+TTp4mY8gY+mzdh6mr4WYuapvH+z4F8e+gqLz/ky7juhbdqlZRXo2aYmluQnpZa6BIdxkaKuU82Iz1L46Nfz2FqbMSojqWfWevVuBnPzJrPpjkf8OOH03loxIv493qk2OU83/h5YpNjWRu0FgdLB15oUrrPWoiysGvVMmKuXDJomU61avPQiILXxUxOTsbf3x8AHx8fNm3adM/5+Ph4QkJC6Ny5s0FjKy1pMxeiBG4fOMjNX37BYfRozDw9y6SOG8k3WBu0lh61euBV3TDL31w9c5JfFy/AvX4j+rwysUgboRfEyMIC9wXz0dLTCR8/AS3dsHtjaprGnN+CWbUvlFEdfJjUq55By8/NxMyMum074F6vQZHGlBkbKeYPbkafxi58sDWQNftDDRKHnYsrT8/8BO9mLdi5fAk7vl5CZkZG4TfmoJRicqvJPOLzCAuPLWRjyEaDxCbEgyC7e/TEiRP3JGx79+6ladOmuLi40LdvX1xcXCowyvtJS5sQxaSlpxM1Ywamnp44vPB84TeU0OITi0nPTOf1Fq8bpLzrVy6zZd4sari68djk6ZiY5b3QbHGZ+/jgMuMDIiZOImbBpzhPmWyQcgEW/XmBL3Zf5Ok2Xkzv26Bcuvh6jh5HHktI5svU2IiFQ5uTvu4Y07ecxdTYiKGtS59km1tZMWDy2/z97WoO//QjcRFh9Bv/JpY21YtchpEyYmaHmSSmJvL+/vexM7ejm1e3UscmhKEU1iJW3rLHtJ0/f56OHTsycODAuy1ylYG0tAlRTHGr15B28SLOb03FyMIwMxdzuxB/gY0hGxlSf4hBWtlu3ohh40fvYmZpyaCp72NhXfKlMfJi++ij2A0dQtyKFdz6c5dByly25yLz/zjPoBbuzBzQuNzGZBmbmGBsUrwZl2YmRix+pjld69Vk6qbT/HQyovCbisDIyJjOz4ykz8sTiAgOZN20CZz9ayfh5wK5nRBfpCVHTI1Nmd91Po0cGjFlzxSCYoMMEpsQD7K6desydepUPv64cm2TLi1tQhRDenQ01xcvxvqhh7B56KEyq2fBsQVYmVjxYtMXS11WSlISGz96j7SUFIZ+MIfqjmWzaLXz1KkknzpFxNSp1N74I6bu7oXflIeU9EyW7L7IZztDeLSpK3MeL3y/z8rA3MSYL59tyfDlh5j0/UlcqlvQ2sfeIGU37NwNOxc3fp7/IduXLLh73MTMHFsnZ+xcXLF1csHezYOGnR/C1Pzef0xYmVqxqNsiBm8dzMS/JvJd3++oblb0Fjsh/ovGjBnDvHnzuHz5Mj6VZCcYVZnXtw0ICNCOHDlS0WEIcVf4hInc2rmT2tu2YubhUfgNJXAw8iAv/P4C41uOZ1TjUaUqKyMtjQ2zphN1IZhBUz8o0UzE4ki7coXLgx7HzNcX77VrUMXogs3IzOLHY2Es+COEqJspDPB3Y96TzTA1rlodAgl30hj0xT5ik9LYOLY9vjUN16qZmZFOYkwMidGRJMRE6f4bHU1iTBQJ0ZFkpKZSu2VrBkyalud4xeMxxxm1fRSdPTrz6UOfyoxSUSGCgoJo0CD/2dlVRV7PoZQ6qmlaQFnVKS1tQhTR7QMHuPnLLziOe6XMErYsLYtPjnyCazVXnmnwTKnK0rKy+PXzTwg/d5ZHX5tS5gkbgFmtWrjOmkX4668T88knOE+dWnicmsaOoBjmbD9HSEwSzb3sWDjUnza1Hco83rJgZ2XGqhGtGbjkH0asPMSmsR1wtDY3SNnGJqbYu7lj73Z/K6amaZz4bSt/rlzKrlXL6DZyzH1JWXOn5oxvOZ65R+ayOnA1zzV67r5yhBCVV9X6J6wQFURLSyNqxkz95IOyWzph26VtBMUF8WqLVzE3Lt0f+rBzZzl/8B86PT2C+u3Lb9p69d4PU+OZZ4j7ZjVJe/YUeO3RK/EMXrqf/60+QmaWxpfPtmDjS+2rbMKWzcvBiuUjWnH9VirPf3OE5LTMMq9TKUXz3v1o2XcgJ37bxtFtm/O8bljDYfTw6sGCows4Fn2szOMSQhiOJG1CFEHcGv3kg2lvYWRumFaT3FIyUvjs+Gc0sG/AIz7FX5crtyunjmNkbEyznqUvq7ic3piCWe3aRH0wg6zk+/faDIq8yYtrjvD4F/u4fOMOMx9rzG/jO9O7sesD02Xn72nHZ0Obcyosgde+O05mVvkMRenyzEjqtunAX2tXcP7gP/edV0rxQYcPcLd2Z/Jfk4lNji2XuIQQpSdJmxCFSI+K4vriJVh364ZN165lVs/aoLVE3Y5iUsAkg2w7FHryGK516pdoD8vSMjIzw+Xdd0kPC+PGl0sBXffd3yE3GLb8IH0W7uXvkBtM6FmXvyZ35dm2tarc2LWi6NXIhXf6NuT3wGhmbgsslzqVkRG9X5mAa516/LroEyLO3z9b1MbMhvld55OYlsgbe98gM6vsWwKFyKkyj6cvioqK/8H7LSmEgcXMmQuZmTi/Vfj4rJKKS4lj+enldPHoQmvX+7buLbY7NxOJvnwR76bNDRBdyVRr0xrbAf2JXb6cX7fto++iv3l2+UGCIm8x+eF67HuzO692r0M18wd7aO3IDj6M6uDDyn9CWf735XKp09TMnMcmT8fawYHNc2YQH3X/EiT17Osxrc00DkYe5IuTX5RLXEIAWFhYEBsbW2UTN03TiI2NxaKMlnwqyIP921KIUrpz9Khu8sHYsWU2+QDgy5NfkpyRzISWEwxS3tXTJ0DTqNWs4pK226kZ7OgylIa//kHiRx+S/NhEZg9qwmPN3bEwLd1ODFXNtEcbEJ5wh5nbAnG3s6B3Y8Nv95WbVXVbBk19n/VvT2LjR+/y1Ix5WFW/d//agXUGcjzmOEtPLaVZzWZ08uhU5nEJ4eHhQVhYGNevX6/oUErMwsICjzL8m5AfWfJDiHxoWVmEPjmYjNhYfH/ZhlEZdTOGJoYycMtABtYZyDvt3jFImdu/+JSLhw/w0tfrSr1VVUlcib3NoCX7iL2dxphbpxiwczUus2dT47EB5R5LZZGclslTXx0gMPImC4f406dJ2SduAOHBQfww4y2cffx4YvpMTM3uHZOZkpHCM788Q/SdaH7o+wOu1uUTlxAPorJe8kO6R4XIR+KmzaScPYvTxIlllrABfHrsU8yMzRjrP9Yg5WmaxpVTx/Fq4l8hCRvAjK2BpKRnsmFMO95Y9AaWzZpxfc4cMhMSKiSeysDSzJgVI1rR2K06Y9cf46s9l8qle8i9XgMeeWUiESHn2L7k0/vqtDCxYH7X+WRmZTJ462DG/TmOpSeXsi98H4mpiWUenxCi6CRpEyIPmUlJxCxYgKW/P9X7Plpm9ZyIOcHOqzsZ2XgkjpaOBikzLvwaSXGxeDdrYZDyiuuv89fZERTDK93qEOBtjzIywuX998hMTCRmwacVElNlYV/NjPX/a0ufxi7M+iWI6VvOkJGZVeb11m3bkXaPD+X8/r3ER4bfd75W9Vos6bGEju4dCU0M5fMTn/Pijhfp+F1HHt34KFP2TGFN4BrO3jgrkxaEqEAypk2IPMQuXUrmjRs4f7GkTJeg2HJxC1YmVgxvONxgZYae1K29Vatp+W9ynJ6ZxYytgdRysGJUR++7xy3q18f+2WeJ++YbbB8bgFXzihtrV9EsTI35/KkWfGx/jqV/XSI8PplFT7fAuownZNRr15n9G74lIjgIe7f7x+I0d2pOcyfd53Iz7SaBsYGcuXGGMzfOcCz6GL9e/hWA6mbVae3SmraubWnj2oZa1Ws9MMu0CFHZSdImRC5pV68St+obbAcMwLJJkzKrJ0vLYve13XR074iVqeG6X0NPHcfezYPqjk4GK7OoVu+/woWYJL4aHoC5yb1ds47jxnFz+3ai3v8Anw0/oEz+u79+jIwUU/s0wMveine2nGXwl/tZMaIVLrZlNxvN3s0d82rViAg5R+OHehZ4bXWz6rR1bUtb17Z3j8XcieFw1GEORh7kQOQBdlzdAYCzlTNtXdvS3q09vbx7YWL03/1chShr0j0qRC4xc+eCqSk1JxhmJmd+zt44y43kG3T17GqwMjPS0ggLPFMhs0Zjk1L5dMd5OtVxpEeD+xNGY+tqOL/1FqnnzhG3dm25x1cZPdOmFsufC+BK7G0eW/wPgRE3y6wuZWSEW536RATfv25bUThZOfFo7Uf5oMMH/Pb4b2wbuI3pbafTtGZTdoft5o29b/DJkU8MHLUQIidJ2oTI4faBg9z6YweOo0dj6ly2LVW7ru3CWBnT2cNwW0yFBweSkZaKd9PyH8827/dgktMyebdfw3y7y2x69aRal87c+GwR6VFR5Rxh5dS1nhM/jGkPwJNf7mPP+bJbBsG1bn1iw6+RcjupVOUopfCq7sXgeoOZ33U+e4bs4an6T7E2aC07r+w0ULRCiNwkaRNCT8vIIPqjjzB1d8d+5Igyr2/XtV20cG6Brblt4RcXkW7rKhM8GjY2WJlFcSY8ke8OX2N4O2/8nGzyvU4phcv06WiZkHOKNwAAIABJREFUmUTP+rAcI6zcGrpVZ/PLHfByqMb/Vh/h+NX4MqnHrW4D0DSiQoINWq6RMmJywGSaODZh+j/TuXbzmkHLF0LoSNImhF7Chg2kBgfjNHlyme0vmu3arWtcSLjAQ54PGbTc0FPHca/fEDMLS4OWWxBN03jvp7PYW5nxWo86hV5v5uGB49ix3PrjD27+/ns5RFg1uNhasPb51jhXt+B/q49wLe6Owetw9auLUkaEnz9n8LJNjU2Z22UuSikm/jWR1MxUg9chxH+dJG1CAJk3b3J94WdYBQRg83CvMq9v97XdAAYdz3Y7IZ7roZeoVc5bV/10MoIjV+KZ9HA9bC1Ni3SPw6iRWDRsSNR775MRF1fGEVYdDtbmrBjRirSMLEatOkxicrpByzeztMLRqxaRIYZP2gDcrd2Z1XEWQXFBzD08t0zqEOK/TJI2IYAbi5eQmZCA87S3ymX5gl3XduFn54enjafByrxy+gRAue43eict4//Zu+u4qO8/gOOv7x1xdCMgIBjYgWLH7Jjd3U5nberCmPttU2cs1Kmb3a3MrlnYXTOwMAiR7o77/v4Al+oU7rhDPs/HYw+54+79ebOHyJtPvD/MPniPii6W9PB5869FMjTEefYsshMTCZs2XYsZFj6lHc1Z0r8GT6KSGb3xGpka7uPm4lWe5w/vodZSv7XGbo0ZXHEwW+9v/aNNiCAImiGKNqHIS3/8hJiNG7Hu1g1V+fJaHy8+PZ5r4dc0vjQa+Ps1TCwscfQoqdG4r7PkxCOex6fxdYeKKBVvV+yqvLxwGDOGxEOHSDgofrj/Vb1S9szqUpkzAVH8b/dtjd6c4OJVjozUVKJDtLfvbGz1sVRzqMbX577mSfwTrY0jCEWNKNqEIi966VIkIyMcxn1cIOOdCjlFtpyt0aJNlmWe3rxOiSreSIqC+bYOjklh6anHdKjqQk0P2zzFsBs6BFWVKoR9M42sqCgNZ1i4dfdxY3STUmy+FMyyU481FtfFK+cXk7y2/ngThoqc/W1GSiM+OfkJaVlpWhtLEIoSUbQJRVpmWBjx+/dj3bUrBnZ2BTKmX7AfDiYOVLSvqLGYUUFPSYmPK7D9bLIsM32fPwpJYvL75fIcRzIwwGXWTNQpKTz/6usCuYuzMPmkRVnaVXFm1sF7HLz1XCMxrYo5YWplTegD7RVtAE5mTsxqOIuA2ABmXZql1bEEoagQRZtQpMVu2ABqNbYDNXeN1OtkZGdw9tlZ3nN7D4WkuW+/F1dXFdR+tkXHAzjsH87HzcvgbJW/k6rGpUrh8PHHJB07RsK+fRrK8N2gUEj80L0q3u7WjNt6gxvBcfmOKUkSzmXKae0wwl81KN6AYZWHsePhDvY82qP18QThXSeKNqHIyk5KInbLVixatcTI9d93MWrDpbBLpGSlaKXVh71bCcxttT9buPN6CD8eeUAX7+KMaKSZ/XO2gwZi4u1N2IxvyQyP0EjMd4XKUMnyAT44WhozbO1ljbQCcfEqR+zzUFIS4jWQ4euNqjaKmk41mX5+Ojcjb2p9PEF4l4miTSiy4nx9USclYTdkSIGNeSL4BCYGJtR2rq2xmJnpaTy7d6dAlkbPPYric9+b1C1px+yuVTR20lZSKnGe+S1yejph//ufWCb9B3tzY1YPqkl6lppeyy7wJCo5X/FcvHKWtAtits1AYcB3jb7DwdSB0cdG8zhec/vzBKGoEUWbUCTJmZnErFuHqY+PVi+F/9uYsoxfsB/1XOphrNRc895nd++QnZmp9aXRh+GJjFh/FQ87M5b0r4GRgWb/+TD29MRxwniSTp4kfucujcZ+F5R2tGDTsDqkZmbTfck57oTmfZasWKkyKJRKrR5G+Ct7E3uWNl+KQlLw4ZEPCU8OL5BxBeFdI4o2oUhK+O0wWaHPsS3AWTb/GH8iUiK0sjSqNDSkeHnNHWz4p4jENAatvozKUMnqwTXfuInu27Lp1w8TnxqEz5wp7iZ9icquVmwbURcjpYJeyy5w+WneGhMbGhnj6FmKUC3cjPAqbpZuLGm+hISMBD48+iHx6dpfmhWEd40o2oQiR5ZlYlatwsjTE/PG7xXYuH5BfigkhUYviIec+0aLl6uIobFKo3FfSE7PYuiaK8QkZ7BqYE1cbUy1Mg6ApFDgMnMmcnY2QYMGE7lgASlXryJnavZmgMKstKM520fWw8HcmP4rL+J3L297AF3KlCPs0UOys7I0nOGrlbcrz09NfiIwIZCPjn8kWoEIwlsSRZtQ5KRcvESavz+2gwcVWE8zyNnPVs2hGjYqG43FTIyJIio4EI+q1TUW86+ystV8tPk6d0LjWdTHm8qumrvc/lWM3N0p/uOPKK2tiVqylMC+/XhQpy7Bo8cQs2kTGYGBRX7PW3FrE7Z9WJdSDuZ8sO4Ku288e+sYLmXLk5WRTmRgwTa/re1cm5kNZ3I94jqfnfqMLHXBFY2CUNiJok0ocqJXr0JpZ4dVx44FNuazpGfcj71PU/emGo0beFN7V1fJssw3e/05di+CbzpWoln5Yhof41UsmjbBY8tmvM6fo/iCn7Bs1470e/cInzadR61a86hFS6KWLkOdkVFgOekbe3NjNg+vQ/USNozbeoP1FwLf6v1/NNktwCXSF1p7tGZSrUmcCD7BjAszinwRLghvShRtQpGS/vAhySdPYdO3DwpjzR0G+C/auCAecpZGTa2ssXf30GhcgKWnHrP+QiAjGpWkf50SGo//JpRWVli2bInzN19T6ugRSv12iGJfTsXI3Y3IefN40r4DSadP6yQ3fWCpMmTdkFo0LevIl7tu87NfwBsXQBZ29pjb2Wu9ye6r9Cnfh+FVhvPrw19ZdGORTnIQhMJGFG1CkRK9Zg2SSoVN794FOq5fsB8lrUpSwlKzxU/wnZuUqFxN45fcb7wYyOyD92hXxZmJrfN+44EmSZKEUYkS2Pbti/uqVbgtXwZA8AfDCR4zhoyQt18ifBeoDJUs6V+DTtVc+P63+0zY9jtJ6W+25OjiVV5nRRvAmGpj6FqmK8tuLmP5zeViqVQQ/oMo2oQiIzMigoQ9e7Hu0hkDG83tK/svCRkJXA27qvFZtsz0NJLjYrFzdddo3J3XQ5i66zZNyzkyt0c1FG95EXxBMW/YEM+9e3AYP57ks+d43LYtkb/8gjo9/V+vVaenk3L9OtFr1hAyfjxBwz4gzd9fB1lrh6FSwdwe1RjXvAy7bzyj/cIz3H7236czXcqUIzEqksQY3dz7KkkSU+tMpUWJFiy4voBOuztx8MlB1LJaJ/kIgr4TRZtQZMRu3ISclYXtwIEFOu6ZkDNkyVkab/WRGJ3zg9bS3kFjMQ/dDuPT7Tep42nHL32ra7wXm6YpjIywHzGcUvv3Yd6kCVELFvK4XXsSDh0ift9+wr6dyZMePbnvU5PA3n2ImD2HtN9vknb3Lk969iJq6TLk7GxdfxkaoVBIjGvuxaYP6pCSkUWXX86x+uyT1y6XupTNbbKrg31tLxgoDPjxvR9Z2HQhRkojPj/1Od33dudE8Amx100Q/kG//0UWBA1RJycTu2ULFs2bY1SiYPdn+QX7YauypbK9Zpv4JkRFAmChoaLt1INIPtp8ncrFrVg+0AeVoVIjcQuCoYsLrvPn4b5qJZKhIc/GjSf000+J8/VFYWyM3aCBuC5aSOlTJyl9/Bil9u/DolkzIufNI7D/ADKCg3X9JWhMnZJ2HPy4EQ3K2PPNXn8+WHeV2OSXH9hw9CiJgaGRTg4j/JUkSTR2a4xve1++a/QdaVlpjD0+ln4H+nHx+UWd5iYI+sRA1wkIQkGI27ETdXw8tkMGF+i4GdkZnHl2hpYeLVEqNFsEJUTm9OeytHfMd6xLT2IYvv4KpRzNWTu4FubGhfOfBrN69Si5aydJZ89i6OSEcZkySAb//lqU1tYUnzeXhGZNCZs2nScdO1FsymSsunbV+P5AXbA1M2LlQB9WnX3K7IN3eX/BaX7q5U0tT9u/vU5pYEixUqV1uq/trxSSgjaebWheojl7Avaw+PfFDDs8jNpOtelRtgc1itXAzkT79+sKgr4SM23CO0/OyiJm7VpMvL0x9db+/ZwvZGZnMvHURJIyk2jl0Urj8ROjI5EkRb4vib8ZEseQNZdxsTZh/dBaWJlq57aDgiIZGWHRpAmq8uVfWrD98TpJwqp9e0ru3oWqcmWeT/2SkDFjyYqOLsBstUeSJIY28OTXkfUwMlDQa9l5Fh1/+K8lRxev8oQ/fkSWHrVPMVQY0tWrK/u77GdizYk8jHvIJyc/ofG2xnTa1YkZF2Zw6OkholJ1sxdPEHRFFG3COy/p5EkyQ0KwHTSowMZMz05n3IlxHA06ysSaE6nnUk/jYyRGRWJua4dCmfcZvPthiQxYdQlrU0M2DquNvXnBtUHRF4YuLrivXoXjpIkknz7N4w4dSTh0CFn9bmyGr+Jqzb6xDWhXxYUfDj/gy923Uav/LNycvcqhzs4i/MkjHWb5csZKY/pV6MfR7kfZ8P4GPq7+MU7mTux9tJfPTn5Gk21N6LCrAzMuzCA69d0otgXhdQrnGoggvIW4bdsxcHDAoplmG9u+SkpmCh/7fczF5xf5X93/0d2ru1bGSYiKzNd+tuCYFPqtvIiRUsHGYbVxtjLRYHaFi6RQYDdoEGb16hH6+USejRuPcdmy2H84AouWLZHyURjrAwuVIT/1qoaLtQlLTj4iPVPN7K5VUCokXMrkHEYIfXCX4mXL6zjTlzNUGFLVoSpVHaoyrPIwMtWZ3I2+y5XwK1wOu8zOhzu5EXGDVa1XYWlkqet0BUFrxEyb8E7LfP6cpNOnsera5bVLZZqSlJHEyKMjuRR2iRkNZmitYIOcmbb8nByddfAuKelZbBxWmxJ2ZhrMrPBSeXnh6bsdlzmzkTMyeDZ+Ao/bdyB+zx7kAryjUxskSWJi67KMa16G7VdDGL/1BpnZasysbbAu5qzTE6Rvy1BhSBWHKgypNITFzRezsNlCHsU/YvTR0aRkpug6PUHQmnwVbZIkWUuS5CtJ0j1Jku5KklRXkiRbSZKOSJL0MPdPm9zXSpIkLZAkKUCSpJuSJGnnskRB+Iu4X3eAWo11t25aHys+PZ4RR0ZwM/ImcxrNoUOpDlobS1arSYzO+0ybf2gCB26FMbSBJ2WKWWg4u8JNMjDAqmNHSu7bS/F5c5EMDAj9fCKP3m9LnK8vsh7t/XpbkpTTFmRSm3Ls+T2UMZuukZGlxtmrHKEP7hbaFhv1XOoxp+EcbkbdZMLJCWRmZ+o6JUHQivzOtP0EHJJluRxQFbgLTAKOybJcBjiW+xigDVAm97/hwOJ8ji0IryVnZxP366+Y1auHkaurVseKSYth2OFh3I25y4+Nf6S1R2utjpccH0d2VlaeT47OP/oAC5UBQxuU1HBm7w5JqcSyTRs8d+3EddFClBYWPJ/6JQGtWxP+/fckHDhQaC+v//C9UnzdvgK/3QlnxPorOJYqS3JcLAmR4bpOLc9aerTkq7pfcfbZWSafmUy2+t3ovycIf5Xn9SJJkiyBRsAgAFmWM4AMSZI6Ao1zX7YWOAFMBDoC6+Scf+Eu5M7SOcuy/DzP2QvCaySfOUPW8+cUmzhRq+NEpUYx7LdhhCSFsKDpAhoUb6DV8SBnaRTy1lj3Vkg8h/3DGd/cq9CfFC0IkkKBRfPmmDdrRvLp00SvWEnsuvXEZObM5igsLFBVqICqYkVUFStgUrkyRu6avaVCGwbV98TYUMmUnbdQxmVTnpzL460cnXSdWp51KdOFxIxEfrjyAxZGFvyvzv/eiRYugvBCfjb5lAQigdWSJFUFrgIfA8VeFGKyLD+XJOnFVEBx4K8dLENynxNFm6AVsdu3o7S1xaKpZm8i+KssdRbDjwwnNDmUX5r9Qi3nWlob66/y01h3/tEHWJkYMriBh4azerdJkoR5o0aYN2qEnJFB2sOHpPn7k3bnDml3/IndsOGPpVPTWrWwHz0as9oF8/chr3rXcsfYQMFn267jpTTiqf8dyjdorOu08mVgxYHEp8ez/NZyLI0sGV9jvK5TEgSNyU/RZgBUB8bKsnxRkqSf+HMp9GVe9uvOv9YVJEkaTs7yKe6F4LdVQT9lRkSQ5HcCu8GDkIyMtDbO0cCjPIx9yPeNvi+wgg0gIepFY923K9puBMdx7F4En7Uqi6VKzLLllWRkhEnFiphUrAjdcw6byJmZpAcEkHzuPNFrVhM0cCCmNWtiP3o0prVr6e2MT5fqrhgbKDkydz/pp85wxa42Lbw98Slhg4GycJ5VG+s9loSMBFbdzjlNOrTyUF2nJAgakZ/vyBAgRJblF3eM+JJTxIVLkuQMkPtnxF9e7/aX97sCof8MKsvyMlmWfWRZ9nFw0NydikLREr9jJ2Rna/UAgizLrLq9Cg9LD1p6tNTaOC+TGBWJkYkpxqZvd+pz3pEH2JgaMrCeh3YSK8IkQ0NU5ctjN3QIpY8codiUKWQ8fUrQoEEE9u9P8oULerv/rW0VZ1r1G4AqK5nYvcvps/QsPt8eZcK2Gxy89Zzk9MJ1claSJKbUnkIbzzbMvzaf7Q+26zolQdCIPBdtsiyHAcGSJJXNfaoZ4A/sAV7cyD0Q2J378R5gQO4p0jpAvNjPJmiDrFYT5+uLaa1aGHl4aG2c86HnuRtzlyGVhqCQCnZGIiEqEkuHtzuEcDUwhpMPIhnxXqlCe01VYaFQqbAd0J9SR49Q7IsvyAwKJmjQYAL79Sf5gn7epdmmeT3eH/kxxVOf8YW1P029HDh+L4KRG6/hPf0Ig1df4sCt52Sr9bPw/CeFpODbBt/SyLUR085P4/vL35ORXXhP/goC5P/06FhgoyRJN4FqwExgNtBCkqSHQIvcxwAHgMdAALAcGJXPsQXhpZLPnyczJATrHj20Os7K2ytxNHWkbcm2Wh3nZfLSo23ekYfYmxsxoG4JLWUl/JPC2Bjb/v0odeQwxb6cSmZICEGDBhG/Z4+uU3upiu81o06XnsTdOENv08dc+aI5W4bXoX+dEjyMSGLUxmu0mHeS7VeCyczW/xsjDBWGzG08l15le7HOfx39DvTjafxTXaclCHmWr6JNluUbuUuZVWRZ7iTLcqwsy9GyLDeTZblM7p8xua+VZVkeLctyKVmWK8uyfEUzX4Ig/F3cdl+UVlZYtGiutTFuRt7kUtglBlQYgJFSe3vmXiUhOhILuzcv2i4+juZMQBQfvlcKUyMxy1bQFMbG2PbtS6nfDmFapw6hU74g6eRJXaf1UvW698WrbkNObVrDk2sXqVPSji/bVeDkZ034uU91VAZKPvO9SePvT7D23FPSMvW7tYax0pgv6nzBT01+IjQ5lB77erA7YLfeLlULwusUzl2mgvAKWdHRJB47hlWnTiiMtXeP5qrbq7AwsqCbl/ab9v5TZloaaYkJb3xyVJZlfjzyAAcLY/rVEbNsuqRQqXBdtBCVlxchH48j5fp1Xaf0L5JCQetR43Au5cWBhT8Q/jgAAKVCom0VZ/Z/1IDVg2vibKXiqz13aDDnOL+cCCAhTb8b2jZ1b4pve18q2Vdi6tmpTDo9iaSMJF2nJQhvRRRtwjslftcuyMzEuof2ro96HP+Y40HH6V2uN2aGBX/9U8Jb9mg7/yiaS09iGN24FCrDwn2H5rtAaW6O2/JlGBRzJPjDkaQ/fKjrlP7F0MiYjp9NxdTSip3fTSMxOuqPz0mSRJOyjviOrMe2EXWp4GLFd4fuU3/2cb7YeYsrT2P0dhbLycyJ5S2WM9Z7LL89/Y1ue7txM/JmvuM+ffqUSpUq/e25r7/+mh9++IFBgwbh6+sLQExMDN7e3qxevTrfYwpFkyjahHeGLMvEbffFpEYNjEuV0to4a26vwVhpTN/yfbU2xusk/tHu478PIsiyzNwjD3CyVNGrlmihoy8M7OxwX7kShZERQcM+IPPZM12n9C9m1jZ0/vx/ZKalsvO7aWSkpf7rNbU8bVk3pBZ7xzSgWTlHfr0WQrcl52n4nR8//HafgIjEPI+vVss8jUrmwK3nzD3ygH03QzWyj06pUDK8ynDWtF6DLMsMPDiQ5TeXk6XW7gnZ+Ph4WrVqxfDhwxk8eLBWxxLeXWJzi/DOSLl8mYynT3H+cITWxghLDmPv47109+qOrcpWa+O8TkL0mzfWPf0wiiuBsUzvVEnMsukZI1dX3FasILB/f4KGDqPEpo0Y2Orm79Sr2Lt70G7cJHbO/oYDC3+gwydTUCj+/feosqsV83t5k5yexWH/MHZeD+WXEwEs8gugUnFLOlUrTosKxTB5zd/BiMR0/EMTuBMaj//zBO4+TyTpH61GnCxV9K9bgt613LE1y99e0mqO1djeYTvTz09nwfUF+AX7MaP+DEpaa/5qt6SkJNq0aUOfPn0YOXKkxuMLRYco2oR3Rty27SgsLLBs1UprY6z3X5/z23nFgf/9Yi1JiIxEUigwt3n9D/gXs2zFrU3o4aPdu1eFvFGV9cJt8S8EDRlK8PARuK9Zg9K84JfcX8ezWg2aDPqA46uXcnHHNup26/3K15oZG9DZ25XO3q5EJKax7/fn7LrxjBn77zJj/903Gs/MSEl5Z0u6Vi9OBRdLKjhbUaaYOWcDolhz7inf/3afBcce0qlacQbV96C8s2WevzZLI0u+f+97mpVoxrcXvqX73u6M8R7DgAoDUL6kOM2rCRMmMGzYMMaPF7czCPkjijbhnZAVG0vi4cNYd++OwsREK2PEp8ez/cF2Wnu2prh5ca2M8SYSoyIwt7VDoXz9D5X1FwK5ERzHrC6VMTYQs2z6yrRGDYrPn0fImLGEjB2D29KlKLR4i0deeLduT8jdO1za40vlZq3+8xcGAEcLFUMaeDKkgSePIpO49CQG9Wv2ulmbGFHRxRJ3W1MUin/fHtGsfDGalS/Gw/BEVp97yo5rIWy9Ekydkrb0r+OBg4UxmdlqMrLUZOT++eKxlYkhrSo6vTQuQGuP1vgU82HGhRnMvTqXY0HHmF5/Op5Wnm/0/+dVt128eL5p06bs3r2bTz/9FEfHt+uvKAh/JYo24Z2QsGcPckaGVg8gbLm3hdSsVIZUGqK1Md5EQvR/92i7/DSGaXv9aVbOkZ4+bq99raB7Fk2a4PztDJ5Pmkzw8BE4jB6FiY+PXl191bD3QAIun+e87yZafDDmrd5bysGcUg7mGsmjTDELZnauzOetyrL1cjDrzgcyetO1/3xfbU9bfuxRFVcb05d+3t7EnnmN53HgyQFmXpxJ973dGes9ln7l+/3nrJudnR2xsbF/ey4mJgZPz5yir1evXjRo0ID3338fPz8/LCws3vCrFYS/E0WbUOjJskycry+qqlVQlS3732/Ig9SsVDbe3Ugj10Z42XhpZYw3lRgViYtX+Vd+PjwhjVEbr+FqY8LcntVeObsg6BfrTp2Q0zOInDuXwP4DMC5fHtv+/bFs+75W29e8cX5OzlRp3obfjxygRttO2Lrodsnd2tSIEe+VYmgDT64ExpKVLWOolDAyUGCoVGCc+6ehgYKzD6OYts+f1vNP81X7CnSr4frSgliSJNqWbEstp1pMOz+NH6788MesWwnLV7fLMTc3x9nZmWPHjtGsWTNiYmI4dOgQH3/8MX5+fgCMGzeO58+f07lzZw4cOICRns2mCoWDOD0qFHppt26R/jAA665dtTbGzoc7iU2PZWgl3V48rVZnkxgd9cpDCBlZakZuuEpyehZL+/tgZSIuhS9MbHr2oPQJP5ymfQNZmTyfMoWAJk2J+OknMsMj/juAltXt2gsDI2PObF6n61T+YKBUUKekHQ3K2FO7pB3e7jZUKm5FmWIWeNib5ezprOnGwY8bUsHFks98bzJi/VWiktJfGdPB1IEFTRcws8FMAuICWHV71X/msW7dOmbMmEG1atVo2rQpX331FaX+cYp9zpw5uLm50b9/f9Rq/b9RQtA/kr720wHw8fGRr1wRFycIr/f8m2+I37mLMqdPodTCskOmOpN2O9pRzKwY69ro9odVYkwUy0YOovmwUVRt8f6/Pj911y02XAhiUR9v2lVx0UGGgqbIskzKxYvErFtPkp8fKJVYtmqFw/hxGLnqbpbrvO9mzm3fSO/pP+DiVU5neeRFtlpm5ZnH/PDbAyxNDJjVpQotKhR77XsiUiIwVhpjZWxVQFkKhZkkSVdlWfbRVnwx0yYUaur0dBL2H8CiRQutFGwAh54cIjQ5VOd72SBnaRRe3u5j25VgNlwIYkSjkqJgewdIkoRZnTq4/fIzpX47hG3fPiT5+fFs/ARkHc7S1GjXCVMra05tXK23TXRfRamQGN6oFHvHNsDBQsUH667wue/vRCamE5eSQUxyBpGJ6UQkpPE8PpVncamkp5ljZiD2oAn6QexpEwq1pGPHUCckYN2ls1biy7LMOv91lLIqRSPXRloZ4238cRvCP+4dvRkSx9Rdt6lf2o7PWmlnX5+gO0bu7hSbPBlVhQqETpxE/J49WHfqpJtcVCbU7daHYyt/4fG1y5SqUUsneeRHWScLdo+uz/yjD1hy8hHbroS89vUl7c34vHU5WlUspleHQ4SiRxRtQqEWt2MnBi7OmNaurZX4V8Ovci/mHl/V/QqFpPuJ6T9n2v5sGxCVlM6H66/iYG7Mwt7VMVDqPk9BOyzbtydm4yYi587DskULFGa66elWuWlLrh3YxelNa/D0rvHShrv6zshAweety9G6khOXnsSgkCQUUs5snCRJKBU5jzOy1Kw9H8iHG65So4QNU94vR40S+tUEWSg6RNEmFFqZ4eEknzuH/YcjkBTaKVQ23duElbEVbUu21Ur8t5UQFYGxmRnGpjltC7Ky1YzddJ3o5Ax+HVkv313iBf0mKRQUmzyJwN59iF65EoePPtJJHkoDAxr0GsDeebPxP3mcSk1a6CQPTajiak0VV+vXvqZ3LXe2Xw1h3pEHdF18ntZ8OKaPAAAgAElEQVQVnfi8dVlKaqiNiSC8KfEruVBoxe/eA2o1VlpaJgpNCuVY0DG6lumKiYF2Gva+rYSoyL8tjX73233OP47m286VqVRcbJQuCky9vbFs25bolat0emdpmdr1cSrtxdntG8nMePVJzHeBgVJB71runPisMZ+08OL0w0hazDvFl7tuE5n4bn/tgn4RRZtQKMmyTPyOHZj41MDIXTsXoW+5vwUJiV5le2klfl4kRkX+cQjh+L1wlp16TP86JehWQ1xTVZQ4fjIBJImIH+fqLAdJkmjUdzBJ0VFcP7hXZ3kUJFMjA8Y2K8PJz5vQt7Y7my8F8d73fny2/XfOPIwiW124DmYIhY8o2oRCKfXGDTKePsW6cxetxE/JTOHXB7/S1L0pzubOWhkjL3KKNkciEtL4dPtNyjtbMrXdqxvtCu8mQxcX7IYMIeHAAVKuXddZHm4VKlOyek0u7d5OalKizvIoaPbmxkzrWInD4xvxfmVnDt4Oo9/Ki9SeeYyv99zhamBsoTtZKxQOomgTCqX4HTuRTEyw0NLl8Puf7CchI4F+5ftpJX5eZKSmkJachIWdA59s/52UjCwW9q4m7hUtouyGDcWgWDHCZ87UaQuQBr0Hkp6SwqVd23WWg66UdDDnh+5VuTK1OYv7Vqemhw2bLgXRdfE5Gn7nx5xD93gQXnSKWUH7RNEmFDrq1FQSDh7EslUrlOaaPz0nyzKb7m6ivG15vB29NR4/r160+7gSLXP6YRT/a1eR0o6if1RRpTA1xfGTCaTdvk38nj06y8PB3YOKjZpy/dBe4iPCdZaHLqkMlbSp7MzifjW4OrU5P3avSikHc5adekyr+aeYdfAu6VnZuk5TeAeIok0odBKPHkWdlIRVZ+30Zrvw/AIBcQH0Ld9Xr3oyvWj3sflOAq0rOtG7lrgIvqizbNcOVZUqRM6dhzo5WWd51OvRD4XSgAOLfkSdXbSLEwuVIV1ruLJ2SC0uTWlG71ruLD35mE4/nxOzbkK+iaJNKHTid+7E0NUV05rauSlk091N2Kpsae3ZWivx8yoqLGcWw9DSjtldK+tVQSnoxosWIFkREUStWKGzPCztHWjxwWhC7/tzbvsmneWhb+zMjZnZuTIrBvgQkZBGu4VnWHXmCWpxYEHII1G0CYVKZmgoyecvYNWpk1Z6swUnBHMy5CTdvbpjrDTWePz8OHDBn2wUfNu3Ptamoh+bkMPU2xvLdu2IWbVapy1AyjdoTKUmLbi4axuBt27oLA991LxCMQ6Na0TD0vZM2+fPgFWXCItP03VaQiEkijahUInfvRtkGatOHbUSf9O9TSglJT3K9tBK/Lza+3soIcGhKMytqVfm3/eOCkWbPrQAAWg6aAS2Lq4cXPQjyXGxOs1F3zhYGLNioA8zO1fmamAsreafYv/N57pOSyhkRNEmFBqyLBO3cxemtWtj5Kr5vmTJmcnsCthFS4+WOJo6/vcbCkhwTApTdt7C2SCN4q76035E0B+Gzs7YDR1KwoEDJBw8qLs8VCrajZtIenIyh36Zp9NTrfpIkiT61HZn/0cN8LA3Y/SmawxZc5lfr4YQk5yh6/SEQkAUbUKhkXr1KplBQVh11s4NCLsDdpOUmUTf8n21Ej8vsrLVjNt6A1kGZ2UaVg76U0wK+sVu2FBMqlXj2YRPiFm7Vmd5OLh70HjgBzz9/RqX9+7QWR76rKSDOb4f1uWTFl7cCY3nk+2/4zPjCN2XnGPpyUcERCSJPm/CS4miTSg04nbuRGFqimXLlhqPrZbVbLq3iSr2VajiUEXj8fNq6anHXA2MZUbHCqTGRWNpL5ZGhZdTmJjgvmY1Fs2bET5rNuGzZulspqtK89Z41a7P2a3rCX1wTyc56DtDpYKxzcpwflIz9oypz5imZUhOz2bWwXs0n3uSpj+eZMY+fwKjdXcqWNA/omgTCgV1SgqJBw9h0aY1itzL0jXp7LOzBCYE6tUsmyzLbLoYRMMy9jR1VyGr1Vjai5k24dUUKhXF58/Hpn9/Ytau49n4CajTC/5uTEmSaDFiLOa29uxf8B1pyUkFnkNhoVBIVHG1ZkILLw583JCzk5oyvWNF3G1NWXc+kLYLznDwltj7JuQQRZtQKCQcPow6JQXrLtq5tmrj3Y04mDjQokQLrcTPi1vP4nkWl0qHqi5/9GizEDNtwn+QlEqKTZmM48SJJP72G0GDh5AVW/CHAlRm5rT7+HOSYqI5vHSBWO57Q8WtTehf14O1Q2px4rPGlHY0Z+TGa8zY509mttgjWNSJok0oFOJ8fTEs4Y5J9eoaj/04/jFnQ8/Ss2xPDJWGGo+fVwdvh6FUSLSoUIyE6JyiTSyPCm9CkiTsBg+i+Ly5pN26RWCfvmSEhBR4Hs5lytKg1wAeXjzHzaO6OyBRWLlYm7BtRF0G1fNgxZkn9Fl+gfAE0SqkKBNFm6D30h48IPXKVWx69NRKQ9n1/usxUhjRzaubxmPnlSzLHLodRt2SdlibGv0502Znr+PMhMLEsk0b3FevIismhqc9e5F663aB5+DTrjOe1Wrgt2YZvx85KGbc3pKRgYKvO1RkQW9v7oQm0HbBac49itJ1WoKOiKJN0HtxW7YgGRlh1UXz11ZFpkSyO2A3nUp3ws7ETuPx8+p+eCJPopJpXckJyLl3VGVmjpGJ5vfzCe82Ux8fPDZvQqFSEThwIKk3CrbxraRQ0Gbsp7hVrMLRFT9zcNGPZKSlFmgO74IOVV3YPTqnsXa/FRf55USAuFmhCBJFm6DXspOSid+1G8v338fAxkbj8dffXU+2nM2gioM0Hjs/Dt4KQ5KgZcViACRGRWAh2n0IeWRcsiQlNm/CwN6eoBEfkv7wYYGOb2JuQZdJX1O/Rz/unT3FxikTiA4JKtAc3gVlilmwe3R92lZx4btD9xm+/gp3QuPF7GURIoo2Qa8l7N2DOiUFmz69NR87I4Ft97fRqkQr3Cz16/L13+6EUbOELY4WKiBnpk3sZxPyw9DREfdVK1EYGRE0dBgZIQV75ZWkUFCnay+6TZ1OWlIiG6aMx/+0X4Hm8C4wMzZgQa9qfNOhIicfRNJ2wRne+/4Esw7c5VpQrJh9e8eJok3QW7IsE7tpE6qKFVFVrqzx+NvubyM5M5nBlQZrPHZ+PIlK5l5Y4h9LowCJUZFY2ImiTcgfI1dX3FauQJ2WRtDQIWRFFfzeKPdKVek/ZwFOJctwcNGPHFm2iKwMcRvA25AkiYH1PDg/uRmzulTG096MVWef0OWXc9SbfZyv99zh/KNoskUB984RRZugt1KvXCH9YQA2fXpr/ABCWlYaG/w3UN+lPuXtyms0dn4dvJ3Tk+lF0Zaekkx6SrKYaRM0QuXlhdvSJWRFRBL0wXCyExMLPAdzG1u6f/kttTp15+axQ2z68lNin+vusvvCyt7cmN613Fk7pBZXprZgbo+qVHG1YvOlIHovv0DDOcf5PThO12kKGiSKNkFvxW7ejMLSEsv339d47D2P9hCdFs3QykM1Hju/Dt0Oo6qrFS7WJkDO0iiIHm2C5ph6e+O64CfSAwIIGTkKdVrBt5FQKJU07D2QzhO/IjEygrWfjeHUxtWiEW8eWZkY0qW6K8sG+HDtyxb83Kc6SqVEz2XnOXQ7TNfpCRoiijZBL2VFRpJw+AjWnTujMDHRbGx1Fqtvr6aKfRV8ivloNHZ+hcSmcDMkntaV/rwY/kW7D3EbgqBJ5g0b4jJ7FilXr/Js/ATkrCyd5FGyek0GfL+IcvUacXnvDlZ+9AFX9+8iKzNTJ/m8C8yMDWhbxZmdo+pT3tmSkRuvsvzUY3Fg4R0gijZBL8X5+kJWFta9emo89pHAI4QkhTCk8hCt9H3Ljxe/Ebf5y362hCjRWFfQDqu2bXH635ck+fnxfOqXOrur1MLOntajxtN/9k84lSrDiXUrWD3+Q+6ePamznN4F9ubGbP6gDu9XcubbA3eZuus2WeJWhULNQNcJCMI/yVlZxG7dhlm9ehh7emo2tiyz8tZKPK08aeLWRKOxNeG3O2GUc7LAw97sj+cSoyJQKA0ws9Z8yxNBsOndm6zYWKIWLERhYUGxKZN19suMo0dJuk6ZxtOb1zm1cTUHFnzP1X07adR3CO6Vqugkp8JOZahkYW9v3O1MWXziESGxqSzq442FSn9ufxHenJhpE/RO0okTZIWFaaXNx7nQc9yPvc/gioNRSPr11z8iMY0rgbG0+cvSKOTMtFnY2SEp9Ctf4d1hP3IktoMGEbt+Pc+nTtXZUukLHlW86T9rPm3GfEJKQjzbp0/h4KIfycxI12lehZVCITGxdTlmd6nMmYAoui85T2icaHBcGImfAoLeid20GQMnJ8wbN9Z47JW3V+Jo6ki7ku00Hju/frsTjixDm8pOf3s+ISpSHEIQtEqSJBwnfo79qFHE/7qDZ+MnoNZxGw5JoaBCwyYMmbeUOl1743/aj61fTSIxWlzhlFe9armzZnBNnsWm0unns9wMESdLCxtRtAl6Jf3JE5LPncOmZw8kA82u3v8e+TuXwy4zsMJAvboY/oVDt59T0t6MMo7mf3s+MSpSHEIQtE6SJBw+GkuxyZNIPHKE4BEjUCcn6zotDIyMqN+jLx0/+5KY0BA2TB7Hs/t3dZ1WodWwjAO/jqqHoVJBl1/O8e1+f5LSdTuzKrw5UbQJeiVuy1YwMMC6m+Yvb191axWWRpZ6dTH8C7HJGVx4HEPrSk5/20+kzs4mKSZaHEIQCoztwIE4z5pFyqXLBA4ZQlZsrK5TAqC0T236zPgBI5UJ26dN5pbfYV2nVGh5FbNg39gGdPdxZcWZJzT78QR7fg8Vp0sLAVG0CXpDnZpK3M6dWLZsgYGDZouUx3GPOR58nN7lemNqqH+Xrh/xDydbLf9rP1tSbDSyrBbLo0KBsu7cKaeP2917BA0YQGZ4hK5TAsDerQR9Zs6lePlKHF6ygONrlqLOztZ1WoWSjZkRs7pUYcfIejhaqPho83X6LL/Iw/CCb7YsvDlRtAl6I+HAAdQJCdj01vwBhNV3VqNSquhTvo/GY2vCoTthuNqYUKm45d+eT4jM+WFpKa6wEgqYRbNmuC1bRuazUAL79CEjMFDXKQE5l893nfwN1d/vyPWDe/l15pekJiboOq1Cy9vdhl2j6zOjUyX8nyfQ5qfTzDxwVyyZ6ql8F22SJCklSbouSdK+3MeekiRdlCTpoSRJWyVJMsp93jj3cUDu5z3yO7bw7pBlmdiNmzAuUxoTH802vA1PDmff4310KdMFW5WtRmNrQmJaJmceRtG6otO/Wi0k/nEbgtjTJhQ8szq1cV+7BnVyMk/79iP15k1dpwTk3KbQZOAHtBo5jmf3/Nn4xQRC7t7WdVqFllIh0a9OCfw+bUzX6q4sO/WYZj+e4NjdcF2nJvyDJmbaPgb+uit0DjBPluUyQCzw4p6goUCsLMulgXm5rxMEANJu3SLN3x/r3pq/Z3Tr/a1kq7PpX6G/RuNqyvF7EWRkq/91ahREY11B90wqV6bExg1IBgY87dmLsGnTyU7Qj5mtSo2b0+Or2aizs9n69ST2zZ/zx/eM8PZszYyY060KO0bVw9bMmKFrrzDzwF0yRUNevZGvok2SJFegLbAi97EENAV8c1+yFuiU+3HH3Mfkfr6ZpG/t6AWdid+zF8nYGKsOHTQaNz07Hd8HvjR2a4yrhatGY2vKwVthOFoY4+327+a5sc+fobKwxFCl0kFmgpDDuFQpSu7ZjU2fPsRu2cKjNu8Tt2uXXmxcd/Eqx+C5i6nbrTePrlxk9fgPOe+7WfR0y4fq7jbsHFWP/nVKsOzUY3otuyD6uumJ/M60zQc+B16U4XZAnCzLLxbDQ4DiuR8XB4IBcj8fn/t6oYiTZZnEo0cxa9AApbn5f7/hLRx8cpDY9Fj6lu+r0biakpKRxYkHEbSq6IRC8efvMM8D7rN9+hfcOXkMF69yOsxQEHIoLS1x+nIqHtu3YehanOeTJhPUfwBpDx7oOjUMjVXU696XwfOWULJ6Tc5t38jq8R9y//wZvSgsCyOVoZLpnSqxsLc3954n0HbBafzu68eBlKIsz0WbJEntgAhZlq/+9emXvFR+g8/9Ne5wSZKuSJJ0JTJSTHMXBWm3b5MVFoZF8+YajSvLMpvubqK0dWlqOdXSaGxNOX4vgrRM9R93jUaHBLH7h2/Z9MUnRAY+ofGAD2g/bpKOsxSEP5lUrIjH5s04TfuG9IcPedK5C+FzviM7Sfc93SwdHGk/fhI9vpqFysycffNns33aFCIDn+g6tUKrfVUX9o5tQDFLFYNXX+a7Q/fE/aU6lJ+ZtvpAB0mSngJbyFkWnQ9YS5L0oiuqKxCa+3EI4AaQ+3krIOafQWVZXibLso8syz4OGm77IOinxCNHQanEokljjca9HnGduzF36VO+j95dDA+QrZZZdDyAEnamlDPP5ODPc1n76RiCbt+gXve+DFu4ghptO2JgZKTrVAXhbySFApsePSh56CDWXToTs3o1j9u2Jf2xfhRHbhUq02/2fJoPG0VkcCAbJo8n8OYNXadVaJV0MGfX6Pr0qunGLyce0WfFRcIT0nSdVpGU56JNluXJsiy7yrLsAfQCjsuy3BfwA150Lx0I7M79eE/uY3I/f1wW89ZFnizLJB4+jFntWiitrTUae+PdjVgaWdLWs61G42rKruvPeBwaxQCusXbCSO6fP031th0ZumAFdbv1xshE//rJCcJfGdjY4Dx9Oh5bNqNOTiZy3jxdp/QHhUJJ1RbvM2TeEmxdirNn7rdEPH2s67QKLZWhktldqzC3R1VuhcTTdsFpdl1/hlotfowXJG30aZsITJAkKYCcPWsrc59fCdjlPj8BEGs+AhmPHpHx9CnmGl4aDUsO41jQMbqU6aKXzXTTMrOZe/g+XRNPEX/tJJUaN2foT8tp3H8oppZWuk5PEN6KSbVq2A4YQOKRI6Td1a8rpkwsLOky+RuMTM3YOftrEqLEvqz86FLdlT1j6uNkpWLc1ht0WXyOq4H6cWtGUaCRok2W5ROyLLfL/fixLMu1ZFkuLctyd1mW03OfT8t9XDr38+JXHoHEo0cBsGim2aJt2/1tyMj0KtdLo3E1ZcOFQGyDr2AfE0Dj/kNpMXwMFnb2uk5LEPLMdtBAFBYWRP78s65T+RcLO3u6TvqazPR0fp35FWlJSbpOqVArU8yCPaMb8H23KoTGpdJ18TnGbr5OSGyKrlN754kbEQSdSjx8BJNq1TAsprnmsWlZaWx/sJ3Gro0pbl78v99QwOJTM9lw8AKNYs9RsnpNvNtots2JIOiC0tIS24EDSTp6jDR/f12n8y/27h50/PQL4sOfs+v76WRlZOg6pUJNoZDo7uOG36eN+ahpaQ7fCaPZjyf5/rd74jYFLRJFm6AzGSHPSPP3x6KFZmfZDj45SFx6nN62+Vh67C71gg5iYmZBq5Hj9PKQhCDkhe3AASgsLYlcpH+zbQBuFavQetR4nt27w8Gf5yKrxSnI/DIzNmBCy7L4fdqYNpWc+NnvEU1+OMG2K8Gi3YoWiKJN0JmkY7lLoxrczybLMpvu5bT5qOlUU2NxNSUsPo37ezZilxlLu48+EfvXhHeK0sIC20EDSTp+nNTbd3SdzkuVq/8e7/UbwoMLZzi5YeV/v0F4Iy7WJszv5c3OUfVwszHhc9+b/G/3HbLFQQWNMvjvlwiCdiQcOYJx2bIYlSihsZjXIq5xL+YeX9X9Si9nsBav3UmF+DuUbdEBjyreuk5HEDTOdsAAYtauI2rRItyWLH6j96jT0ki/d4+s6GiyoqLJio4iOyo653F0FNmxcVi2aon9mDFIivzPNdRo15nE6Ciu7t+NhZ0DNdp2+u83CW/E290G3w/rMefQPZaeekx4QhoLenujMlTqOrV3gijaBJ3Iiooi9eo17EeN0mjcTXc35bT5KKl/bT5u3X+K0Xlfsm1daTNosK7TEQStUJqbYzd4MJHz55N66xYmlSu/9vVZ0dEEDRpE+sOAvz2vsLLCwM4OA1tbDGxtifplMekBj3CZMxuFiUm+cpQkicYDhpEUE82JdSsws7ahXP338hVT+JNCITH5/fI4WamYts+fvisusmKADzZmoudkfomiTdCJxOPHQZaxaNlCYzFftPkYUGEAJgb5+0dd09TqbHbN/x5D1HT/bBJKA0NdpyQIWmPTrx8xa9YQuWgR7kuXvvJ1Lwq2jOAQnGfPwrh0GQzscwo16S9NpWVZJmbNWiK++47AsDDcfl6EQT6br0sKBW3GfEJyfBwHFv5ISkI83q3b6+UMfWE1uL4nxSxzWoN0XXKOtYNr4Warfy2YChOxp03QicQjRzF0d8fYy0tjMbfe34qMTM9yPTUWU1N2rlmHaUwgJu91x7Okh67TEQStUpqbYTtkCMknT5F64+U3EWTFxBA0aDAZwSG4LVmCdadOmFSqiKGT098KNsiZGbMbPAjXhQtyrs7q2VMjd54aGBnRdfI3lPKphd+aZRxbtQR1dna+4wp/er+yM+uH1CIqMZ0ui89xJzRe1ykVaqJoEwpcdmIiyRcuYNG8ucZ+q03LSsP3gS9N3JroXZuPZ/f8eXJ4B0+tyzJscHddpyMIBcK2bx+UNjYvPUmaFRND0MBBZAQH47ZkMWZ1ar9RTIvmzSmxfj1kZhHYpy9Jp8/kO09DlYoOE6ZQs0NXfj+8n53fTSM9RfQb06TaJe3wHVkPQ4VEz6UXOP1Q3CueV6JoEwpc0omTkJmp0VYf+trmIy0piV/nziFBaU6tvh9gZiyWRYWiQWFmht3QISSfOUPK9et/PP/HDFtQEG6Lf8GsTp23imtSqSIe27ZiWLw4wR9+SOyWLfnOVVIoaNR3MC2GjyXo1g02f/kp8RHh+Y4r/MmrmAU7RtXH1caEwasv43s1RNcpFUqiaBMKXOKRIxg4OGBStapG4smyzMa7GyltXRqfYj4aiakJslrNgUU/kp4Qy+0yHehVX3NLwYJQGNj06YPS1paohYsAyIqNzSnYAgNzZtjq1s1TXENnZ0ps3IhZ/XqEff0N4bPnIGugWW6VZq3oMvkbkmKi2TT1E0If3Mt3TOFPTlYqtn1Yl1qetny6/Xcm77hFWqZYjn4bomgTCpQ6LY2k06cxb95MI0f3AW5E3uB+7H36lO+jV5uIL+7azpPrlzltW4/h3ZpgqBTfbkLRojA1xW7oUJLPnSPx2LE/C7bFv+S5YHtBaW6G2y+/YNO3LzFr1hDQrDmRP/9MVlRUvuKWqFyN3jN+wFClYtu0ydw7dypf8YS/s1QZsnZILUY2LsXmS0F0+vksjyPFtWJvSvwUEQpU8tmzyKmpWLbQ3KnRLfe2YG5oTltP/Wnz8fTmdc5u3cB9szLUbNOe1pWcdJ2SIOiETe9eKO3sCBk9hoynT3H95WfM6tXTSGzJwACnL6fitnwZxuXKEbVwEQFNmvLs889JvXUrz3HtirvRZ8aPOJUqw/6fvuPK3h0ayVfIYahUMLF1OVYPqkl4QhrtF55h941nuk6rUBBFm1CgEg8fQWFlhWlNzdxWEJ0azeHAw3Qs3RFTQ/04Sp4QFcHueXOIMbQhq25XprStoOuUBEFnFKamOIwdi8LUFNeff8a8fn2Nj2HesCHuy5dR8sABrHv2JOnYcZ5278GTnj2J37s3T0unppZWdJv6LV51G3JywypRuGlBk3KO7P+oIeWcLfl4yw2m7Hz1cmlMcgY7r4cwdvN1Gsw5zkTfm/iHJhRwxron6fPdYD4+PvKVK1d0nYagIXJmJg/qN8CiSRNc5szWSMzlN5ez4PoC9nTag6eVp0Zi5kdWZibrvviU8OAgLlYewPoJ7bBQicMHgiBnZiIZFsz3QnZSEvE7dxG7cSMZT59i4OCA3QcfYN2zBwpj47eKpc7OZv+C73lw4QyNBwwTtydoQWa2mh8PP2DJyUeUd7bk5z7eeNqbcSc0Ab97Efjdj+B6cByyDPbmRlRxtebcoyjSMtXU8rRlUD0PWlYohoEebEGRJOmqLMta21wtijahwCSfO0fQkKG4/rwIi2bN8h0vW51N6x2tKWFZghUtV2ggw/zbv2Qh9/x+45RbWxZNGSgaSQqCDslqNclnzxK9fAUply5h4OiI3YjhWHfvjsLozbvzZ2dlcWDB9zy4eJYmg4ZTvU0HLWZddPndi2DCthtkZKkxVxkQnpAOQBVXK5qUdaRpOUcqF7dCoZCIS8lg6+Vg1p0P5FlcKi5WKvrWKUHvWu7Y6vDmBVG0iaLtnfH8m2+I37Ubr/PnUKhU+Y53POg4H/t9zLzG82heQnPtQ/Lqpt9RjiyZzw1rbz6aPJ6aHra6TkkQhFzJFy4SuXAhqVevYuDsjP2IEVh36fyvRr6vkp2Vxf6fvuPhpXM0HTwC79btc2b0duzAqnNnlBYWWv4KiobQuFSm7/MHcpZPG5d1wNHi1T8vstUyR++Gs/bcU849isbIQEHX6sX5vFU5nVybJYo2UbS9E2S1moD3GmPi7Y3rgp80EnPEkREExAXwW9ffMFDo9ka2iKePWTdlAs8MHak/5gu61Syh03wEQfg3WZZJPneOqAULSf39dwxdXLAfNRKrjh3faOk2OyuTffPnEHD5Au916oHNhm1kPHqE3Qcf4PjJhAL4CoTXeRCeyJpzT9l+JRhrUyPmdK1M03LFCjQHbRdtul8AFoqExCNHyYqMxKJlS43EC0wI5FzoObp7ddd5wZaWnMTGmdNIxhinTh+Igk0Q9JQkSZjXr0+JLZtxW74MpZ0dz6d+yeP2HUg+f/4/3680MKTduImU8CzDyV3beJSehKpqFWK3bkWdnFwAX4HwOl7FLJjZuTK7RzfAzsyIIWuuMHnHTZLSs3SdmsaIok3QOnVKCuGzZ2NctiyWrVtpJObW+1sxkAzo5tVNI/HySq3OZsOc2WTGxxBdqyefddSf5r6CILycJPoZ0aQAACAASURBVEmYN2yIx7atuP7yM7JaTdDgITz77PPX9nmTZZm4DRspv/cwTtlwy86c6DbNUSckEPerOF2qLyq4WLJ7TH0+fK8UWy8H0+anU1x8HK3rtP4gSVKSJEmVJUm6kftfjCRJT3I/Pvq694qiTdC6qMWLyXr+HKev/odkkP9ZsdSsVHYF7KJ5iebYm9hrIMO8279iGfH3bxDg2ZRZIzugUOhPc19BEF5PkiQsmjal5J7d2I8aScKhQzxq8z6xmzcj/+PieHV6Os8nTyFi9hysmjaj+4oNeHr7cPLgbvyrlePZhnX/eo+gO8YGSia1Kce2EXVRSBK9ll/g2/3+enMDgyzLt2RZribLcjVgD/BZ7uPXbtAWRZugVekBAUSvXoNVly6YVq+ukZiHnhwiMSORXuV6aSReXl05sIcHx/bjb1OVLz8fjpmxbpdpBUHIG4VKhcNHH1Fy925UFSsS9s00nvbuQ5p/zob4zPAIAgcMIH7XLuzHjqH4T/Mxsramw4Qp1GjbkSBJzVErQ458+zWpiUWvd5g+8/Gw5cBHDelTy53lp5/QfuEZbj+L13VaeSYOIghaI8syQQMHkXb/PqUOHsDANv+nKWVZpue+nmSqM9nRYYfOrq0KuHKRXT/M4IlJCVp9NIkO3q46yUMQBM2SZZmEffsInz2H7NhYrLt2JenECbKTk3GZM/ult7nEhz3ntw+HEmyswMjElJrtu1C9bUeMVCY6+AqEVzlxP4KJv94kJjmDz1uVY2gDT42vjrzJQQRJkpJkWTb/y+M1wD5Zln3/K76YaRO0JmHfflIuXcJx/DiNFGwAt6JucTfmLr3L9dZZwRb26CF7588hwsgBs1YDRcEmCO8QSZKwat+eUgf2Y92jO3G+vkjGxnhs3vzK6/esnJxp3r0vDe8FUdy1BGe3bWDlRx9w/dBesrMyC/grEF6lcVlHfhvXiKblHPn2wF0GrblMZGK6rtN6K6JoE7QiOzGR8O/moKpUCevu3TUWd8u9LZgZmtG2pG7uGU2IjGDH7G9IkFTcrNCVr7t46yQPQRC0S2llhfPXX1PywH48d+5AVdbrta+37twZa5UpteLT6D39B2yLu3J89VJWTxhJ4M0bBZS18F+sTY1Y0q8GMzpV4uLjaNr8dIqTDyJ1ndYbE5twBK2IXLiQ7Kho3H5ZjKRUaiRmbFosh54eoptXN8wMzTQS822kJSexY/ZXJKWksf//7d13eBRV28Dh39mSzSYhvZGE0HsvglIUARtiVxALKL6in11fFQtiRVFRLNh4BQULIogNsSOCKN3QayAQSkjvm2w73x+zQFBKKknguS/nmt3ZnZmT4254ctoTdwXTbuxLgJ98hYQ4ldmali89nikggNDh15L13hSaP/ggQ8e9QMqa1fz24RTmjB9Lh3PP45wbb8E/MOjEFxM1SinFDWc25owm4dwz829GTlvOrf2a8tAFbfCzHL0tq8TlYd3ePDbszcNiNtHA30KQzbf5W2hgsxLkX/P/Hsi/OKLalWzeTM7HnxA6bCj2jh2q7bpfbv8Sl9fFsNbDqu2a5eVxu/j21efJ2rePr6Mv5vbLetMhPuSkl0MIUXeFX3892VOnkT19OrHjxtG0S3cSXnqDpXNmsuLbuexMWsWgW+6gxRln1nZRBdA6tgFf39WH8d9t4n+Ld7J0RzZvDDfynmYUlLJqVw6rdmWzalcO6/fm4/R4a7vIMhFBVC/t9bLr+htwpqTQ/Pv5mENDq+W6Hq+Hi7+8mPigeKZeMLVarlleWmt+fOc1Nvz+KwtiBhHdtTfTbjqj1sbUCSHqrn2PPU7+/Pm0+G0BlrCwQ8cP7NjOj+++TsaunbQ+qx8Dbr6NgJDq+f0oqu7HDWk8PGctLo+XqAY2dmUVA+BnMdEpPoTujcPo3jiMzo1CUUBBqZvCEjeFpW4KfPvCEhc3921WoxkRpKVNVKu8L7/C8fffNBw/vtoCNoAl+5awt3AvD3Q/ualitNYsnjmdDb//ytb43qRHdGD6NZ0lYBNCHFX4TSPJmzuX3FmziLz99kPHY5q14PrnJ7Hi6zksnfsZu9avYcDIW2nTt7/8PqkDLmgfS8f4EMZ/twm318v1vRLp3jicDvHB2Cz/HuITfYzr3FyzxZSWNlF9PLm5JF80GL+mTWn88UcoU/XMcylyFTHi+xHkluTyw9U/YDWdOEdgdfB6PPz8v7dY/9tPOJqdwVTdnY9uOZO+LWt3QV8hRN22+9bRlGzaRItff8Fks/3r9aw9u/nx3dfZv20LMc1aENu8FVGNmxpbYhOs/sdOkC7qtprOPSotbaLapL/2Gp78fCPzQTUFbG6vmwd/f5Dk3GQmD5x80gI2V0kJ815/kR2rVxDe52Ke3tuI2/u3kIBNCHFCETffxO5Rt5A/bx6hV13179cTErn2mZdY89N8ti5dwuYlv7Pm5/nGi0oRFtuQyMQmRDVuSts+/QmNbXiSfwJRV0lLm6gWzj17Sb7gAsKGDyd27OPVck2tNeOXjWfWllmMO2sc17SqvqVDjqc4P4+vXnyGtORthA4axvgdYXROCGHWbWdhNcsqOUKI49Nas/PyK8Droek335yw+1NrTX5GOhm7dh6x5R7Yj9Xfznm33knbvv1PTuFFlUhLm6gXsqdPB6WI+M8t1XbNGRtnMGvLLG7ucPNJC9jy0tP44vlx5GdmYj7vJp7ZZqNfywjeuaG7BGxCiHJRShF+803sf+RRiv74g6B+/U74/pDoGEKiY46YWZqfmc78Nycy/82J7F6/lgE3j8Zqk67T05n8KySqzJObS+6cOYRcfDHW2NhquebPu37mlZWvcH7j87mv233Vcs0TObAzmU/HPkhxfj4559zMpG02rugaz9SRZxAkeUWFEBUQMngwluhosqZNq/Q1giOjGTruBXpdMYz1C3/mk8ceIDN1VzWWUtQ3ErSJKsv5bBba4SB81Khqud7ajLU8uvhROkV1Ynzf8ZhUzX9MU9b+zaynHsFksbK5+0imJ5u4/ZzmvHJN52MutiiEEMei/PwIHzmC4r+WkvXhh5W+jslspu+1N3L1Y8/iKMjnk8ceYO2vP1JdQ5vMZjNdunQ5tKWkpLBw4UJCQkLo2rUrbdq04cEHH6yWe4mqk+YDUSXe0lKyP/6YwH79TpjmpTz2FOzh7gV3E2WP4o0Bb+BvqfmugK3LlvDd6y8T0jCeXxpdyl973Dx1STtu6lO+ldCFEOJowkeOxLF2HekTXsRksxE2fHilr9W4UxdGvPQm8ye/ws9T3iR1w1oG/edObAEBVSqj3W4nKenINFspKSn069ePefPm4XA46Nq1K1dccQV9+vSp0r1E1UnQJqok75tv8GRmEjGq6qvT5JXmccevd+D2unl70NuE+1dPkvnj2b5iKd+9/hLhTVowM/R8dmR4mTy8Gxd3ktlaQoiqURYL8S+/xB6nk7Snn0HZ/Am98opKXy8wNIyrH3uG5V/PYcmsj0lL3sqgW+6kcacu1VjqI9ntdrp06cLevXtr7B6i/KTfR1Sa9nrJnvYBtnZtCTizamlZXB4XDyx8gNSCVF479zWahtR8K9fOv1fy7aQJBCc0YYp9AHuLYfqonhKwCSGqjfLzI/61SQT27s3+sWPJ++67ql3PZKLXFUMZ+tQLeD1e5owfi9lkokP7doe6OCdMmADAvHnz6Nq1K507d6Zdu3a89957/7qew+E4dN4VV/w7oMzJyWHbtm2cffbZVSq3qB7S0iYqrXDhQpw7dxI3cWKVV/R+bfVrLE9bzvN9n+eM2DOqqYTHtmttEl+/Mp6w+EQ+CbuQUo+F2bf3ok1scI3fWwhxejHZbCS8NZnUW0ez7+ExmGw2GgwaVKVrJrRpz82T3iXph2+xzP2RUR1b0L7/IPoMvZ6g8AhcLhejR49m+fLlJCQkUFpaSkpKyr+uc7TuUYDFixfTqVMntmzZwiOPPEJsNU0yE1UjLW2i0rKmTsMaF0fwhRdU6TqrD6zmo40fMaz1MC5pfkk1le7YUjeu46uXnyUsNp5Fza8kpVDz7g3dJWA7XXjcUJQFjhwoLQR3KXhrPxG0OLWZ7HYS3n0X/w7t2Xv/AxQuXlzla1qsVnpcciVWm41ugy9l0+IFTL1vNEs+/5is9AO43W4iIiIAsNlstG7dutzX7tevH2vXrmXdunW88847Rw3sxMknLW2iUhxJSThWrSLmsUdRlsp/jBxuB08seYK4oLiTkld075ZNfDnhaYKjotnXeyQLlqfz/BUd6dGk5sfPiSrSGtI3QvIC2LkIPE4IiICASN8+HAJ9j23BUJQJebshbw/kphr7vFTI3wfa8+/rKxOYrGC2QmQr6PcAtL4Yqim7hxDmoEAS//c/dt10E3vuuptG771H4Jm9qnxdh8PBfa9OxuN2U5STTZ9tO+n9yw/07d6Vxo0bM3DgQIYMGcLw4cMxVfDz3KpVKx599FFefPFFZs6cWeWyiqqRoE1USta0DzAFBx81RUtFvLH6DXYX7GbaBdMIsFZtFtSJpG3fytwXniQoPJzgK+/m6Xk7ub5XItf1SqzR+4oqKEyHHQuNQC35NyhMM45Htgb/EMjdDcVZUJJ37GsoMwTHQ2gjaNwbQhpBUDR4PeB1gccFXrdv73u+9UeYdQPEdIBzxkCbIRK8iWphDg4mcepUdo8YQeodd5Dw+usE9uldpdR//+zi3L99C79/NI2ziwp58PPPWfb330ycOJGff/6ZDyux/Mjtt9/OxIkT2blzJ02byqz62iRprESFOXftIvnCi4i49VaiH7i/0tdZkbaCUT+OYnib4TzW67FqLOG/pafs4PNnHsU/MIgutz/ODZ9toWN8CJ/850xZh62uydgK62bD1u8hbZ1xzB4Ozc+F5gOg2bkQEn/kOR4XFGcbAVxxphHEBUZBSAI0aAgmc8XK4HHD+jmw6GXI2g7R7eGch6HtpRK8iWrhzshg140jcKakYI6IILB370ObNSa6QtcKCgqisLDwiGNaa7L27CayUWMAMjMzadq0KQUFBdX2M4h/kzRWos7J+vBDlMVC2A3XV/oaxa5ixi0ZR0JQQo1nPMjak8rs58bi5x/AoP8+xfWfbSMswI+3r+8uAVtdkb8P1n9hBGv71wDKaBUbOM4I1GI7Hz9YMluhQYyxVQezBTpfCx2vMcr1+0sweyREt4OzH4J2l0vwJqrEEhVFk9mfU7hgAYVLllC05E/yv/0WAFvLlgT26UNgnz4EnNEDk3/F16ssKipiffJO+vuCtqSkJBo3blytP4M4+aSlTVSIOzub7ecOIPiSIcQ991ylr/P8suf5bPNnfHDhB3SP6V6NJTxSfmYGn417GI/bxdVPTuDOeamsSc1lzu296ZgQUmP3FeXgyIGN3xiBWsofgIa4bkag1OFKaFCHZqt5PbB+Lix6CTK3QnACdLwaOg2DmHa1XTpxCtBeL6Vbt1K0ZAlFS5ZQvHIV2ukk5IoriHvh+eOeazab6dix46HnF154IY8//jjDhg0jOTkZu91OYGAgr7/+Oj161FgjkEBa2kQdk/PJp+jSUiJurvxiusv3L2fm5pnc0PaGGg3YHIUFzH3hSUqLixj21ATeXJnL8p3ZvDasiwRsJ5PHDTkpkLHZt20x9umbjDFk4c2h/yPQ4WqIbFHbpT06kxk6+YLJTd9C0ifw55uw5DVj3FunoUb5/9ltK0Q5KZMJ/zZt8G/ThohbbsHrcFC8chXmsLATnuvxHGViDTB//vzqLqaoZZVuaVNKNQJmALGAF5iitX5dKRUOzAKaACnAUK11jjIW8nodGAwUAzdprVcf7x7S0la3eB0Otg8YiL1zZxq9+06lrlHkKuKqb67CrMzMuXQOdou9mktpcJWWMPu5saTvTOaqR5/mz+JQxnyxjlv7NeXxi6VlpEY5i2Hbj7B5PhzYAFnbjJmeB4U0gqjWRrDT7jKI6wpVXOevVhRmwIYvYd3nsGcFoKBJXyOAazPEmM0qhDit1OWWNjfwX631aqVUA2CVUupn4CbgV631BKXUI8AjwBjgIqClb+sFvOPbi3oi98sv8eTkEHFL5RPDv7ryVfYV7mP6RdNrLGDzuN18O2kCadu2csn9j3AgMIEnPl1Gv5aRjLmwTY3c87TnLoXtv8KGuUaw5ioyJgLEd4eWgyCqjRGoRbYCW4PaLm31CIqCXqONLSvZ6OZd+zl8czd8e58xJq/NEGgzGEJlhrIQouoqHbRprfcD+32PC5RSm4B44DKgv+9t04GFGEHbZcAMbTTtLVVKhSqlGvquI+q40m3byHjlVezdu2Ov5JiIv/b9xedbP2dEuxF0je5azSU0aK+Xn957g51/r+S8W+/C1qILo99eQnyYnTeHd8VilsHj1cbjgp2/w/ovjS7D0jxjlmenoUY3YuM+FZ+1WV9F+Lp4zxkD+/6Gzd8Z2w9jjC22ky+Auxhi2tfPlkUhRK2rlokISqkmwCKgA7Bbax1a5rUcrXWYUmoeMEFr/Yfv+K/AGK31yn9cazQwGiAxMbH7rl27qlw+UTXunBxSrhmKt7SEprNnY61EOpNMRybXfXcdNrON2ZfMxt9S8dlQ5fH7x9NY+e1ceg+9nnaDr+bKt5eQVeTkyzv60DQysEbuedJobaxblrX98Ja9A4LjjBmWTfrWTCuWs8i4V+Y2Y8vaZgzGz0oGV7GxkG2bIdDhKmh2jjGTUxiykn0B3DxIXQ5oCEmExF6QcAYk9ICYjmDxq+2SCiGqQV3uHgVAKRUEfAHcp7XOP04OyqO98K+IUWs9BZgCxpi2qpZPVI12Otl79z2409Np/NGMSgVsKXkp3P7L7eSU5DD1gqk1FrCt+HYuK7+dS5cLLqb7ZUO5+cMV7M4u5qNbetXPgE1rY7mJLd/7grRkcJZZY8lsg7AmxsKzy6eAyQKNeh1ez6xhl8MtXVob2QDSN0PGJmOfvtHIEmAyG+cq8+HHJovx2JEL+XvKFEoZXX2RLaFxXyNQbDEIrDXz/7Tei2gOfe4xtoIDxtpz238xZsuum228x2yDuC6Hg7jwZhz916VPUDQExUhrnRCnoSoFbUopK0bA9onWeq7v8IGD3Z5KqYZAuu/4HqBRmdMTgH1Vub+oWVpr0p59luKVK4l7+WXsnTtX+BprM9Zy1693ATD1gql0iupU3cUEYMPvv7Lo42m0Oqsf/UfeytivN7JkexYvX92JM5tF1Mg9a9SBjTD/Qdi1BBrEQXQbaNQTIloagUBEC2PhWJPZGE+WusyXNWABLHjO2Oxh0OhMKMowZms6yyy+GRRrXDOui/Hc6zbyb3rdhzfthZhA456Rvi28GVhrZiziKa9BDHS/ydgA8vYaExj2rIA9K2HF+/DX5PJdyxZsfAYiWxkzbiNbGf+fwptJAC3EKazSQZtvNuhUYJPW+tUyL30DjAQm+PZflzl+l1LqM4wJCHkynq1uy5kxg9zZc4i4/TZCLhlS4fN/T/2dB39/kEh7JO+e9y6Ng2tmYcdd65L46b03SOzQmYvufIAP/tzNzOW7uaN/c67p0ejEF6hLSvLh9xdh6TvgHwyXvA5dRxx/IVeLDZqebWyDnjJybh5M/ZS63FjvrMt1xmSA6LbGXmY21r6QeGNrf7nx3OMyMkDkH+dvWe2Fgv2+ruqtkLIY1n52+HWTBVpeAN1GGC2gZlnVSYhTSVWW/OgLLAbWYSz5AfAYsAz4HEgEdgPXaK2zfUHeZOBCjCU/bv7neLZ/kiU/ak/hokWk3v5/NBg4gPjXX69wXrzZW2fz3NLnaBvelskDJxNpj6yRcmbtTWXmEw8SFBbB8GdfZlFKIaM/WslFHWKZPLwbJlM96ULSGtbNgZ/GQuEB6D4SBj4pwZU4sdLCw2Mc9/1tzGAtSjdaaLveYGxhshK+ECdDTY9pk4wI4l9Kk5NJGXYt1oQEmnzyMabA8o8H01rz9pq3eXfNu/SN78sr57xSY4ngi/Pz+HTsf3GVlHDdc6+Q6vJn6Ht/0TI6iM9Gn4Xdr57MXEzfBPMfMlpN4rrC4FcgoeYWHRanOI8Ltv4Aq6Yb4+fAGOfYbQS0vlgmPQhRg+r8RARxanHn5JD6f3eg/P1p9PZbFQrYXF4Xz/71LF9u/5LLW1zOuLPGYTXVzExCt8vFN6+MpzA7i6HjXsBhC+E/7y8h1G7lfyN61I+ArSANFk2EVR+AXxAMmQTdRp4+y2SImmG2QttLjC1vD/z9sbHNvglsIcYfBHHdjDX04rvVrXRhQojjkqBNHKJdLvbeex/u/ftJnDEda1xcuc91eV088NsDLNyzkNs63cadXe7kODOJq1ZOrfn5vTfYu3kjF9/7MEUh8dw1bTkFJS5m396b6OA6PhDbkQNLXoel7xppnLqNgHPHQmA9nDAh6raQBGP9uLMfgh2/Gble962GPyaB9qU+ahBnBG/x3YyWuGhZgFqIukqCNnFIxhtvUrx8OXEvvUhA1/Ivfqu1ZsKyCSzcs5DHej3G8DbDa7CUsOzLz9m4+DfOuuZ6FrsTePnNPwiyWXjvxh60iwuu0XtXibMIlr1rBGwl+UbC8f6PGrNBhahJJrMxMaHFIOO5s9iY9LB3lRHE7V1lrCW36BW4aZ4RwAkh6hwJ2gQAjg0byJo2jZCrriTk0ksrdO4nmz7h862fM6rDqBoP2Lb8tZglsz4isWc/XstozPKVmzi/XQzPX9mRyCBbjd670txOWD0dfn/JGCDe6kIY8ATEdqjtkonTlV+AscBvYplMgrmp8MFg+HQo3PIzhDetvfLVQWazmY4dO+JyubBYLIwcOZL77rsPk8nEwoULueyyy2ja9HCdTZw4kUGDBtViicWpSII2gXa52P/4WCzh4cSMGVOhcxftWcTLK19mYOJA7u12bw2V0LB/2xa+f2sS1rjmPJ3TAVVQwKtDO3NF1/ga64qtEq/HmMm38AXI3WWkdRr2ESSeWdslE+LfQhvBDXNg6vnw8VVG4CZd9ofY7XaSkpIASE9P57rrriMvL4+nn34agH79+jFv3rzaLKI4DUgiRkHW1KmUbt5M7JPjMAeXv3txS/YWHvr9IVqHteb5vs9jUjX3ccrPSGfui89QbAnkbUs/ujaN5Mf7zubKbgl1L2DTGjZ+DW+fBV/dDv4hcP0XcNN3ErCJui2qNVw3y5jAMHOY0Y0q/iU6OpopU6YwefJk6vIKDOLUIy1tp7nS7dvJfOttGlx0IQ0q0JSf6cjkrgV3EWQN4s0Bb9bYsh4AB3ZsZ9aEZygqcvBN4jU8fsUZ3NArsW4Ga9t/hQXPwv4kY5X6oTOg7aWSckjUH4lnwlXvw+cjYO6txmf4eDOatYbkX2H1DCOParvLIKrVyStvLWnWrBler5f0dCPpz+LFi+nSpcuh17/44guaN5fxqqJ6SdB2GtMeD/vHPoEpIIDYsWPLfV6Ju4R7FtxDXmkeH174ITGBMTVWxk2Lf+P7d98gX9vY1vl6Zt16IY0j6mAe0V1/wq/Pwu4/jdycl78DnYbJ8h2ifmp3KVz0Inz/sLENnnj0Pzz2roKfnzTWGLSHG7NTf3sOotoawVu7y4wsHKfoHy1lW9mke1ScDBK0ncZyPvkER1IScS+9iCWifGNXvNrL2CVjWZ+5nknnTqJdRLsaKZvX42HRpx+yat6X7PWPI63HUN6/rT8BfnXkI1ucbeSL3LPcSP69+y8jn+fgicZaa7KAqajvet0G+XuN2c7B8dDvgcOvZW6HBc8YwwACIuGil6D7zVCcZcxC3fg1LHoJfp9g5EQ9GMDFdjxlArgdO3ZgNpuJjo5m06ZNtV0ccZqoI/8CipPNmZpK+qTXCDznbIIvuaTc572d9DY/pvzIA90fYGDiwBopm6Mgn3mvv8TudUmsDemIo8tgPrjlrNoL2LweyNhiBGipK4x95lbjNWWGmPZw3jNwxq3GrDwhThUDn4L8/fDr0xAcB836w8IJRleoxR/OeQR63wW2Bsb7gxtCz1uNrTD9cAD3xyRYPNFIaN/uciPfamynuhHAedzgyIag6HKfkpGRwe23385dd91V94ZpiFOapLE6DWmt2T1qFCVr19Fs3rdYGzYs13nzdszj0cWPckWLK3i699M18ssqY9dOvp74HPlZWfwa3g97+7P4cFRPgmw1HLAVZUFOCuSmQM4u3+NdxuO8PcYiuGB0ATXqCQlnQKNexnpWfnWwu1aI6uJ2widXGUMATFbwuqHHzcaCveUNdIoOtsB9BTt+Nxb2DWtqBG/tLoeGnWsngMtNNcbtOYvg1t/AfOzfM/9c8uPGG2/kgQceOOaSH2PHjuXqq68+GT+FqEMk96gEbdUud84c9o99gtinniTs2mvLdc76zPWM/H4knaI6MeW8KVjN1Z+eauvSP/j+7UngZ2dW8EBiW7Ri+qieNPCvmVRYgBGU/fiY8Q9KWQGRRpLt0MbGPrKVEaSFN6sbrQNCnEwleTDrBgiKgXMfM74HlXWsAK75ucZ40JBGvi3BSLFVU+NCN30LX99ltKQPmQSdrqmZ+4jTigRtErRVK9eBdHYMGYJ/mzYkTv8QZTrxMh2ZjkyGzRuGRVn4bMhnhPmHVXu5Vn33FQtnvE9AQnPeNvejRZOGzKjJgM3lgCVvwB+vGl2cZ91ptJqFNjb+4bAF1cx9hRCHlQ3g9q6GktwjXzdZjG7ZkESIbGksSB3TEWLaHe6SrSiXA358HFZOhbiucPW0qgWhQpQhCeNFtdFak/b002ink4bPPVuugM3pcXL/b/dT4Czgo4s+qpGAbe0vP7BwxvuEtOvOy6U9aBMfXrMtbFu+h+/HGN2f7a+E85+DkPiauZcQ4tgCI6D7SGMDKC0whiPk7YHc3b7HqcbjDXNh1QeHzw1rejiIi+1oDFsIjDz+/dI3w5xRkL4Bet8NA8bJpCFRr0jQdprQWpMx6TUKFywg+qGH8GvcuFznjF82nqSMJCaeM5HW4a2rvVybw9pSIQAAIABJREFUlvzOz++/hb15ByNgiwtjxqieBNdEwJaVDD88Ctt+hKg2MOIbaHZO9d9HCFE5tgbGEiHRbf/9mtZGEHdgvZE3NW2d8XjTPMDXYxTdDpr0NbKPNOl7OIjT2kgl9/0jxhjU67+AlpJiStQ/ErSdBrTWpE+cSPbUaYQOG0b4zTeV67zPtnzG3G1zubXjrVzQ5IJqL1fyqmV8P/kVSiOa8Lb7LLo3i+R/I3sQYq/mgC1vD6ycBn++CWYbnD/eWM6gBsblCSFqiFJGqq3QRtD6osPHSwuNAG7XEmP7+2NYPsV4LaqNEbwVHjDGsDXrD1dMgQY1t7akEDVJgrZTnNaa9Akvkj19OmHXXUfME2PLNetzRdoKXlr+Ev0T+nNX17uqvVy716/hm1cnkGOPZlbQAO4c2IZ7BrbEYq6mVFiF6bDhK6NLZfdfxrGOQ+H8Z43BzUKIU4MtCBqfZWw8CB4X7EsyFvzdtQTWfAbuEhj0FPS+F8oxLESIukomIpzCtNYcGP88OR9/TNiIG4l59NFyBWx7C/cyfN5wQv1D+XTwpwT5Ve+g/L1bN/HZM4+TpYJY1OIaXrrhLHo3P8FYlPIozjb+ml7/hfELW3uN7pIOVxpj1yIkpYwQpx2PG1xFRg5gIWqYTEQQlaK9XtKefZbcmZ8RftNNRI95uFwBW7GrmHsX3Ivb6+aNc9+o9oBtx+atzHnuCQq0nfQ+I/nqxr5EBtkqf0GtjQBt6Tuw7SdjDanw5tDvQSNYO9rYGCHE6cNsAbMEbOLUIEHbKUh7vaQ9+RS5s2cT8Z9biPrvf8sVsGmtGffnOLblbuOtgW/RJKRJtZZr8YoNLHrtadzaTMJ19/P04O6YTJVc88zthA1fwl+TIW2tsa7amf8HHa6uvYU6hRBCiBokQdspRns87H9iHHlz5xJx+21E3XtvuQK2AmcB45eN58eUH7m/+/30je9breX64Lul7P5kEhYF5z34FL27VbIFzJEDqz6EZVOgYB9EtoZL3jCSs1v9q7XMQgghRF0iQdspxFNYSNqTT5H/3XdE3nknkXfdWe5JB4//8Tjpxenc0fkObm5/c7WVye3x8sJ7X2BZ9Ck2qx/DnniOpq1aVfxC2TuNLtC/PzbGpzQ9By59A5oPlIHFQgghTgsStJ0iChcvZv+4J3GnpRF1//1E3jb6hOeUekp5c/WbzNg4g8TgRGZcNINOUZ2qrUx5DifPjp9M7LYFeMPjGf3Mc4RGRVXsIqkr4K83jQkGygwdrzayF8R2rLZyCiGEEPWBBG31nCcvjwMTXiTvyy/xa96cxp9+QkDXric8b0v2Fh7941G25WxjaKuh/LfHfwmwBlRbuXbuz2Xys+OJy9qEvXUPbn38Eay2cnZfej1G1oI/34TUpcasrz73Qs/bILh8ye2FEEKIU40EbfVYwa+/sv+pp/Bk5xBx221E3vF/mGzHn4np8XqYsXEGb/79JsF+wbw18C3OTji7Wsv1R9J25k96noYl6SSefzVXjxpZrm5anMWw5lP4623ITjZygF74InS9QXKBCiGEOO1J0FYPubOzOfDcePLnz8fWujWN3n0Xe/v2JzwvrSiNRxY/wqoDqxiYOJAnz3qy2nOJfvLtIpJnTiZEuzjrtofoM6AcaaK8HiNjwcIXoDgL4rrB1R9A20uN6fpCCCGEkKCtPtFOJ3nffEP6K6/iKSwk8p67ifzPf1B+J054/MfeP3h08aM4PU6e7fMslzW/rHytX+XkcDh4491PUUu/xmIPZtjjL9CkZTkWs92/FubdB3tXGZMLzhkDjXvLkh1CCCHEP0jQVg94i4vJnTOHrGkf4E5Lw79zJxKffRb/cszCdHvdvJ30Nv9b9z9ahrXklXNeoWlI02opl9aatOStLJn/PduXLsbqKcUV3Zy7nn2a4NDQ45/sLDJa1v56GwLC4aqp0OEqCdaEEEKIY5CgrQ7z5OaS/ckn5Hz0MZ7cXAJ69KDhs88Q2LdvuVrJMoozeHjRw6w8sJIrW17JIz0fwW6xV7lcRbk5bFy0gPULfyF7byouZWFPcAv6XzKYqy7ujzrREhxbf4Lv/gt5u6HbSDjvabBXbzetqHm5B4opyi3FP8iKf6Cxma2y/IoQQtQUCdrqINeBdLI//JDcWbPwFhcT1L8/EaNHE9DtxLNCD1q6fyljFo3B4XYwvu94Lm1+aZXKpLUmJWkVST99x86kVWivl8KQBJZHnENc1zMZf+0ZRDc4wezQgjT4fgxs/Aqi2sDNP/iSPIv6ZvuqdH6eugGv98jcxRabGf9AC/6BVgIa+BHXKpSmnaMIiw2o1u54IYQ4HUnQVsdkz5hB+ssT0R4PwYMHE3Hrrfi3Lv9itB6vhylrp/DOmndoGtKUaRdMo3lo5ROla63ZsXoFf82ZyYEd2wgMCye453l8cCCKXL9Qxl3SjqE9Gh3/H+SiTGNh3OVTwF0KA56A3veA5cRj8UTds3npfhZM30Rs8xDOGNKU0iI3JUUuSgpdxt63FWaXsvSrHSz9agch0XaadoqkaecoYpuHVD592Qm4Sj04CpyUFLnQ2uhtVyaFUgplAqUUJpM61DoohBD1iQRtdYT2eDgw4UVyPvqIoAEDiHn0EfwaNarQNfYV7mPcknEsS1vGJc0uYeyZYyu99prWmuRVy1n6xUwO7NhOSHQMvW/6P2ZkRPH9xgzOaBLGzGu6kBhxnOvn7YE/Jxtpp9wl0PYSGPQURFQ+iBS1a/2ivfz+6RYS2oQx+P86YbWZj/v+wpwSUtZmsnNNJmt/20PSL6n4B1lp0jGCuJahuJ1eSotdlBS5KS1yUVLsPvTc6/Fi8TNj9TNh8TP7Nt9jqwl3qQdHoQtHgRNHgbF3u7zl+jnMVhOX3N2Z+FbSLS+EqD+U1vrE76olPXr00CtXrqztYtQ4b3Exex98iMIFCwi/6SaiH37oxOPCyp6vvczeMptXV70KwJieY7iixRWV6o7SWpO8chl/zZlJekoyIdGxRJ89hAWuBOZvzAAND5zfilv7NcN8rNaSrGT4YxKs+Qy018gL2vd+iKpE+ipRZyT9spslc7bTpGMEF4zugMV6/IDtn5wON7s2ZJGyNpNd67MoLXYfes1qM2MLtGALsBrdqwFWTGaF2+XF7fTgdnpx+fZupweX04PVz4y9gR/2BlZjH2Q99Nw/0IoyKbRXozVH7L1ezarvUyjOd3LVw90Jiw2s7qoSQpymlFKrtNY9auz6ErTVLndmJqn/dwclGzYQ89hjhN9wfYXOTy1I5ak/n2J52nLObHgmT/d+mriguAqXIy89jeRVK1i/8GcyUnYQHB2Lu9NA5ubFsC3TQQN/C1d2jWdE7yY0jzrKQreuEti/Bpa9a4xZM1mh2wjofTeENa5weUTdsnJ+Csu+2UHzblGcN6o9ZkvVJhx4PF4KMkvws1uwBViqfL2Kystw8MVLK7H6W7h6THfsQdJVL4SoOgnaTuGgrTQ5mdTRt+HOzib+lYk0GDCg3Od6tZeZm2fy+urXMSkTD/V4iCtbXlnu1jWv18P+rVtIXr2cHauWk7VnNwABMfHsbdSLObkxlHigS6NQruuVyJBODQnw8/WmlxZA2npIW2sEavvXQMZm8LrBrwGccQuceQc0iKlwnYi6RWvNsq93sOqHXbTuFcuAEW0wmU+NGaJpO/L4atLfRDVqwGX3d6lwy2FdFhQURGFhISkpKbRt25bWrVsfeu2BBx5gxIgRtVg6IU5dNR20yZi2WlK0bDl77r4b5edH4xkzsHfsUO5zd+XvYtyScaxOX02f+D48ddZTxAbGnvA8r9fD9hVL2b5iKTuTVlFSkI/JbCahbXsSzuzP5wca8NMeL0GFFq7qEcd1vRJpH+VnLIC76lvYtxr2JUHWdsAX7AdGQcPO0PJ8aNgJmvWX5TuqyOvVZO8rIi05l/078ijMLkVr7evaA7TRxVe22w/fH19aG4EW+tD/IfwDLNiDy3QfBvlhD7ZiD/LDP8iK1WY+YjvY6qW15o/Z21i7YA/t+sXRf3hrVA1NIKgNsc1CGHRTO37833p+nb6J80e1P6V+voOaN29OUlJSbRdDCFENJGirAc7UVNxpaWAygcmEMptBmVBm47lj3TrSnnkWv8REGr33Hn4J8Se8ZpGriFUHVvHXvr+Ys3UOVpO1QpkNdq9fy8LpU8jYnYJ/g2CadelOs+49SWjfmU+TMhn381ZMysurZ5u4OGIvtgPfwderIX0jaI9xkeB4aNgFOg2F2E5GsNYgVhbErSJniZsDO/PZn5xH2o48DuzIw1li1Lk92I+wmABMZhPKAiaT8s2GLDMrUgHKmBmJ8R/4jmsNpcUuivOcZO0pxFHgwuM+/mB9k0lhsZkxWxSOAhedBzSizzUtTsklO1p0jyY/szl/fZlMSJSdMy+TSTJCiLpLgrZq5C0pIXPyZLI++BA8nuO+N6BnTxLefANzSMhRXy/1lLImfQ1L9y9ledpy1meux6M9WE1W+jfqz5gzxhATeOLux5y0fSz6eBrbVywlOCqaIfeNoWWv3phMZtbtyWPoB0mQtpZJUUkM0n9iWb7XONE/FOK7QesHjFyg8d2MAE1UmMftpTCnhPysEgrKbPlZDgqySijKLTUayhRExAXSsmcsDZsFE9s8lOBI/2oNlrTWuEo8OAp9My4LXbhLjYH9rhLfvtRjHCv1EJXYgA7nxJ+SAdtBXc9PJC/DwarvdxESZadt74qPCa3LkpOT6dKly6Hnb775Jv369avFEgkhKkuCtmpStHw5+594Ateu3YRcfRUhgwcb3VReL3i9aI8XvB6014uyWrGfdRY5upCMrE1kODLIKM4g3ZFOZnEmKfkpJKUn4fQ6MSsz7SPbM6rDKHo27EmXqC74W06wiC1QWlzE0rmzWD3/G8wWC32vHUH3iy/H4udHUambD7/5Hveaz3nLspQmtn3oQguqxSAY+AQ06gnhzaQFrQzt1ZQUuSjKc1KUV0pxXilFuU5jn+/E6XD7ZjV6cZd6jBmPLmPGo9d95LhRpSAwzEaDcH/iW4URHGUntmkwMc1CsNlr9iuplMLPbsHPbiEkqkZvVW8opTh7eCsKshws/HgLDcL9SWgTXtvFqjbSPSrEqUOCtiryFBSQPvEVcmfNwtqoEYkfTCPwrMOr/Hu1lz0Fe9icvfnQti1rGxmfZ+DR/26NC7WFEhcUx7VtrqVXw150i+5GkN9RZmseg9frYf2Cn/lj1kc4CvJpf85A+l5xOUEUULT5e3ZsTUJv+Io79Q68FoU3sQ90HoNqe6mRA/QU53F7KfWtBVZa7KbU4Xtc5Ka02E1JsYvSIuO1kjL7kkIXXs+/J+3YAiwEhNjwD7BgtRlLUBxcT8zqW1vMajMRGOpPcIQ/DSL8CQyzYT5FBvOfKsxmExeM7sjcl1fx/Xvruei2DpitZt/aca5DCwgf/Dx43V5jzKBvDOGh+Vy+FX1Dou1EJgQRmRBEWGzgSZ8dK4Q4Ncns0UpyeVxk/vIDeeNfQmdm47z6ArJvuIBCs5N8Zz4peSlsydnCluwtFLuLATArM81Cm9E6rDUNAxsSFRBFtD2ayIBIY2+PxGqu+CrtTkcxqevXsmv5bySv+Zv8vGKiQhRnNMygsTmVAG/hEe/fZGpFYPdhJPa7HoIbVkt9VJTH4zVW0C80uuhKCl04S9yYLSYsVhNm6+FFVC1+JixWM15fa1fZlfdLDz03Wro8bi8et8bj9uL1HH7scXmN1rATLL5qsZnxDzi8Xpgt0Ip/gAX/ID8CQ/0ICLYRGGojMMSPgBC/U2rGoYD8LAdfvLiK4nznv19UYDu4RInVbIwrVL4XfI+VUng9XnIPOA6NHTSZFWGxgUYQ1yiIkOgAtPfgZ9S3P/i59XgxmdThz1+AFZsvLZgtwFLuz1vZ2aNDhgxh/fr11VdJQohjOq2X/OjSqJFeMucLArp2QfnV3DpK3tJSXPv2Hdrc+/dTmpVJkdlNgdlFrqmEbJODDApI8+aR5smm16pC+mzS7IqCdwebSY47sisxwBJAm/A2tA5vTZvwNrQJb0Pz0ObYzLaql9fjYf/WTaT8+SPJa1aTmZ6H1mBRHhIC8mgZkoVfkIV9RJFji6U0MAEV2gj/qKaExbekd8fW+FXgL3+tNW5f0FO25emogZPLe5TZjRrtBa/HaOVyFLpwOtwnvnE5mCzqULLygzMfTWaF2WIyHlsUZrMJs0UdWhPMFmA94rGxNxZ0lYTnoiC7hP3JufgHWI2g/WDwZLeUe3bpwcAtc28BWXsKydxTSGZq4dGDwQqwWE107J9A76taHPd9x1vyY9SoUdxzzz1VKocQ4uhO66Ctg92uZzduggqwY+95Bg36nk3Q2f3wS0z813tdXheFzkLynfkUOAvId+ajtcZishzeChxYtu5CbdmJ3rYD15696LR0LLlHtkR5FRT6g58b/F1HL5vXYibtmr4UDj2PoMBQgqxBBPkFGXtrEGH+YZhU5QMAV2kJ+RnpFOzdQf7eZPL37yYzLY28rBxyc4twexSgifEvJDTASUGDKByNeuDX4hzim7ahcUQgCWEB/wrOtNY4SzwU55VSnO+kOM9p7PNLjccFLlwlbpwlbpwOj7Ev8aC9x/6cmMy+wCnIisVqAqUwmY6e89EWYMHft3q9f6CxBIV/kBV7kBWrvxmvW+N2+Va+dxktZAefKxOHArSDuSOtNvMpPUhenFqK850UZJVgMqvDf1BYj/xD4+AfN8YfRIe77EuKjK78mKYhtOgeXds/ihDiKE7roC2wsV0PvaEZnXdouuzUxOQaxzPCLSS3DmJvvD/5qpQ85aBQOXFaFU4LOC3gMkNMrqZZGjRL0zRL00TnHb52WiikhSkyQyAzWFEYbofYSKxxcQQ1bExMSBzxQfHE2WOJs0YS5vHHW1yEt7gYXVyMNS4Oa/yJl+oA0F4vRbk55B7YT176AfLSD+B0FOF0OHA6HLgKc3AW5OAsLsDpKMFR4qLU9Y/B62jsFi8BFi9mqx/uwASI6YJ/TEciQyIJMJlwlnhwlbiN2X/HSP3jKv33wHgwAq+AYD/sDfyMger+Zt/egp/d7Nsbjw8FTr7gSQInIYQQ4jQP2lp1bK1f+WoiRa4iCp0FkLqfoL+3E742legtGVhLPZSnLcsTF427ZSKlLRMoaRGPo1lDXIF+RNgjiA2MJTYgFrvZH4/Hg9ftwu1y4XG7cJWUHN5KSygtLsZR5KC0sBhXqdPoAvR1/3m9XrTX1x3o9eIoyKUwO52inAyKcjPweo5ssjOZzJiUCRNmUH5obHhVABp/lLKhTA1QpmBjbw4GFYQ6Tsud2WLCz+5bINXfckSS7SMe20zYG/gREHxwsxEQ4octwCKBlxBCCFEFp1zQppS6EHgdMAPva60nHOu9jSKi9H8vGoIyeQAPaDfa68bjcR5aAd5qs+PnF4DFYsdk9kfhD/ijtT9epfAqD16vE6/bgddTcmjTnlK0doP2oLUHOP4A9YqzoswhKFMoyhRibOaDj4NRyoxJOdCmEkpMHkqsFlyBQZhDggkL86dhuJ34sADCg/wwm00os7FY6sFulCNawWwWGYslhBBC1LJTKo2VUsoMvAWcB+wBViilvtFabzz6+zXKzwbYQPuhPVYwWzFbLCgsgBevLsZR4gDtQOtcY+91cDgIM6HM/sZmMTaTfwjKbANlAQ1mrxuT9mDxujF7XZgBhQmryYPV5MHP5MHP5MJmcmIzO/E3ObGanJjxYFIeTGX2Gi9F+FGgAsiilEwcZCs/Su0BeAJNmEMCsUdEExcbSqPoQBqFBdAwxB+LLAEhhBBCiOM42eu09QS2a613ACilPgMuA44atEX75XBv4sxDz7VWFHtDKfBEUeCJwoMVP5WPxVSEyVSMyeTAhYlSbaXI64dXmdFK4VFmPNqEEVaZcWPCjJfWplTiVPah6yd7G7KRpmw2tSDVlIBFebEpNzZc2HBjU078cGPDiTJbcPqF4bKF4bVHQGAEKjASW2AYDex+RDWw0STETu9Qf8ID/aTrUQghhBBVcrKDtnggtczzPUCvsm9QSo0GRgM0SUyAuxeCs5DS4nwcBTk4CvMoLcpDF+WjnEWAC7QLk9eJRTvx105CvU7MXifK60ZpD2gPyutBaTd4vcYejSf8HIpiO0N8VyzxnWkWEEpzpbjkJFWGEEIIIUR5neyg7WjNTUcMqtNaTwGmgLG4LhFGAmdfJymhNVxAIYQQQoi66GQPpNoDNCrzPAHYd5LLIIQQQghR75zsoG0F0FIp1VQp5QdcC3xzkssghBBCCFHvnNTuUa21Wyl1F/AjxpIf07TWG05mGYQQQggh6qOTPaYNrfV8YP7Jvq8QQgghRH0mi4MJIYQQQtQDErQJIYQQQtQDErQJIYQQQtQDErQJIYQQQtQDErQJIYQQQtQDErQJIYQQQtQDErQJIYQQQtQDErQJIYQQQtQDErQJIYQQQtQDSmtd22U4JqVUAbCltstRD0UCmbVdiHpG6qxypN4qTuqscqTeKk7qrHKqUm+NtdZR1VmYsk56GqsK2qK17lHbhahvlFIrpd4qRuqscqTeKk7qrHKk3ipO6qxy6nK9SfeoEEIIIUQ9IEGbEEIIIUQ9UNeDtim1XYB6Suqt4qTOKkfqreKkzipH6q3ipM4qp87WW52eiCCEEEIIIQx1vaVNCCGEEEJQh4M2pdSFSqktSqntSqlHars8dZVSappSKl0ptb7MsXCl1M9KqW2+fVhtlrGuUUo1Ukr9ppTapJTaoJS613dc6u0YlFL+SqnlSqk1vjp72ne8qVJqma/OZiml/Gq7rHWRUsqslPpbKTXP91zq7TiUUilKqXVKqSSl1ErfMfl+noBSKlQpNUcptdn3++0sqbdjU0q19n3GDm75Sqn76nKd1cmgTSllBt4CLgLaAcOVUu1qt1R11ofAhf849gjwq9a6JfCr77k4zA38V2vdFjgTuNP3+ZJ6O7ZSYIDWujPQBbhQKXUm8CIwyVdnOcAttVjGuuxeYFOZ51JvJ3au1rpLmaUX5Pt5Yq8DP2it2wCdMT5zUm/HoLXe4vuMdQG6A8XAl9ThOquTQRvQE9iutd6htXYCnwGX1XKZ6iSt9SIg+x+HLwOm+x5PBy4/qYWq47TW+7XWq32PCzB+scUj9XZM2lDoe2r1bRoYAMzxHZc6OwqlVAJwMfC+77lC6q0y5Pt5HEqpYOBsYCqA1tqptc5F6q28BgLJWutd1OE6q6tBWzyQWub5Ht8xUT4xWuv9YAQoQHQtl6fOUko1AboCy5B6Oy5fF18SkA78DCQDuVprt+8t8j09uteAhwGv73kEUm8nooGflFKrlFKjfcfk+3l8zYAM4ANfV/z7SqlApN7K61pgpu9xna2zuhq0qaMck2muoloppYKAL4D7tNb5tV2euk5r7fF1IyRgtIa3PdrbTm6p6jal1BAgXWu9quzho7xV6u1IfbTW3TCGyNyplDq7tgtUD1iAbsA7WuuuQBF1qFuvLvONKb0UmF3bZTmRuhq07QEalXmeAOyrpbLURweUUg0BfPv0Wi5PnaOUsmIEbJ9oref6Dku9lYOvy2UhxnjAUKXUwXR48j39tz7ApUqpFIxhHgMwWt6k3o5Da73Pt0/HGGPUE/l+nsgeYI/Wepnv+RyMIE7q7cQuAlZrrQ/4ntfZOqurQdsKoKVvhpUfRrPlN7VcpvrkG2Ck7/FI4OtaLEud4xtTNBXYpLV+tcxLUm/HoJSKUkqF+h7bgUEYYwF/A672vU3q7B+01o9qrRO01k0wfo8t0Fpfj9TbMSmlApVSDQ4+Bs4H1iPfz+PSWqcBqUqp1r5DA4GNSL2Vx3AOd41CHa6zOru4rlJqMMZfpGZgmtZ6fC0XqU5SSs0E+gORwAHgSeAr4HMgEdgNXKO1/udkhdOWUqovsBhYx+FxRo9hjGuTejsKpVQnjAG5Zow/9j7XWj+jlGqG0YIUDvwN3KC1Lq29ktZdSqn+wINa6yFSb8fmq5svfU8twKda6/FKqQjk+3lcSqkuGBNe/IAdwM34vq9IvR2VUioAYwx9M611nu9Ynf2s1dmgTQghhBBCHFZXu0eFEEIIIUQZErQJIYQQQtQDErQJIYQQQtQDErQJIYQQQtQDErQJIYQQQtQDErQJIYQQQtQDErQJIU4qX07EdifhPo+VedxEKbW+Bu7RXyk1r4LnLFRK9TjK8ZuUUpOrr3RCiFONBG1CiJNKa/0frfXGk3Crx078liOVSS0lhBB1jgRtQoga40tJ9J1Sao1Sar1SaljZlialVKFSarzv9aVKqRjf8Ril1Je+42uUUr19x29QSi1XSiUppd5TSpmPcd8JgN33vk98h81Kqf8ppTYopX7ypeM62PL1vFLqd+BeX8quL5RSK3xbH9/7zvFdL0kp9ffBVEtAkFJqjlJqs1LqE1+aNJRSA33vW6eUmqaUsh2lnDcrpbb67t2n2ipeCHFKkqBNCFGTLgT2aa07a607AD/84/VAYKnWujOwCLjVd/wN4Hff8W7ABqVUW2AY0Edr3QXwANcf7aZa60cAh9a6iy/XJ0BL4C2tdXsgF7iqzCmhWutztNavAK8Dk7TWZ/je877vPQ8Cd/ru3Q9w+I53Be4D2gHNgD5KKX/gQ2CY1rojRjqm/ytbRl8i6qcxgrXzfOcLIcQxSdAmhKhJ64BBSqkXlVL9Dub2K8MJHBwTtgpo4ns8AHgHQGvt8Z03EOgOrFBKJfmeN6tAWXZqrZOOci+AWWUeDwIm++7xDRDsa1VbAryqlLoHI8hz+96/XGu9R2vtBZJ8123tu99W33umA2f/ozy9gIVa6wyttfMfZRBCiH+R8RtCiBqjtd6qlOoODAZeUEr99I+3uPThBMgejv87SQHTtdaPVrI4ZROyewB7medFZR6bgLO01g6ONEEp9R3Gz7JUKTXoGNe1+MpaHpL8WQhEj3toAAABP0lEQVRRbtLSJoSoMUqpOKBYa/0xMBGjq7M8fsXXnaiUMiulgn3HrlZKRfuOhyulGh/nGi6llLUSxf4JuKvMz9DFt2+utV6ntX4RWAm0Oc41NgNNlFItfM9vBH7/x3uWAf2VUhG+cl5TibIKIU4jErQJIWpSR2C5r6vxceC5cp53L3CuUmodRldme9+M07HAT0qptcDPQMPjXGMKsLbMRITyugfooZRaq5TaCNzuO36fbzLFGozxbN8f6wJa6xLgZmC272fwAu/+4z37gaeAv4BfgNUVLKcQ4jSjDvdMCCGEEEKIukpa2oQQQggh6gGZiCCEqNeUUsuAf66BdqPWel1tlEcIIWqKdI8KIYQQQtQD0j0qhBBCCFEPSNAmhBBCCFEPSNAmhBBCCFEPSNAmhBBCCFEPSNAmhBBCCFEP/D8BMGlOMghClAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = deaths_m7[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Deaths per day, 7 day moving average\")\n", + "for c in COUNTRIES_CORE:\n", + " lvi = deaths_m7[c].last_valid_index()\n", + " ax.text(x = lvi + 1, y = deaths_m7[c][lvi], s = c)\n", + "plt.savefig('covid_deaths_per_day_7.png') " + ] + }, + { + "cell_type": "code", + "execution_count": 924, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -3739,12 +4510,12 @@ "for c in COUNTRIES_FRIENDS:\n", " lvi = deaths_m7[c].last_valid_index()\n", " ax.text(x = lvi + 1, y = deaths_m7[c][lvi], s = c)\n", - "# plt.savefig('covid_deaths_per_day-friends.png') " + "plt.savefig('covid_deaths_per_day_friends_7.png') " ] }, { "cell_type": "code", - "execution_count": 952, + "execution_count": 925, "metadata": {}, "outputs": [], "source": [ @@ -3754,17 +4525,20 @@ }, { "cell_type": "code", - "execution_count": 953, + "execution_count": 940, "metadata": {}, "outputs": [], "source": [ "def doubling_time(df):\n", - " return np.log(2) / np.log((df.deaths_culm + df.deaths_g4) / df.deaths_culm)" + " return np.log(2) / np.log((df.deaths_culm + df.deaths_g4) / df.deaths_culm)\n", + "\n", + "def doubling_time_7(df):\n", + " return np.log(2) / np.log((df.deaths_culm + df.deaths_g7) / df.deaths_culm)" ] }, { "cell_type": "code", - "execution_count": 954, + "execution_count": 927, "metadata": {}, "outputs": [], "source": [ @@ -3774,7 +4548,7 @@ }, { "cell_type": "code", - "execution_count": 955, + "execution_count": 939, "metadata": {}, "outputs": [ { @@ -3804,9 +4578,13 @@ " deaths\n", " cases_culm\n", " deaths_culm\n", + " cases_diff\n", + " deaths_diff\n", " deaths_m4\n", " deaths_m7\n", " deaths_g4\n", + " doubling_time\n", + " deaths_g7\n", " \n", " \n", " since_threshold\n", @@ -3819,6 +4597,10 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -3830,8 +4612,12 @@ " 4\n", " 4838\n", " 12\n", + " 310.0\n", + " 1.0\n", + " 4.000000\n", " 4.000000\n", " 4.000000\n", + " 2.409421\n", " 4.000000\n", " \n", " \n", @@ -3842,9 +4628,13 @@ " 1\n", " 6012\n", " 13\n", + " 131.0\n", + " -3.0\n", " 2.500000\n", " 2.500000\n", " 2.000000\n", + " 4.843767\n", + " 2.000000\n", " \n", " \n", " 2\n", @@ -3854,9 +4644,13 @@ " 0\n", " 7156\n", " 13\n", + " -30.0\n", + " -1.0\n", " 1.666667\n", " 1.666667\n", " 0.000000\n", + " inf\n", + " 0.000000\n", " \n", " \n", " 3\n", @@ -3866,9 +4660,13 @@ " 0\n", " 8198\n", " 13\n", + " -102.0\n", + " 0.0\n", " 1.250000\n", " 1.250000\n", " 0.000000\n", + " inf\n", + " 0.000000\n", " \n", " \n", " 4\n", @@ -3878,9 +4676,13 @@ " 30\n", " 14138\n", " 43\n", + " 4898.0\n", + " 30.0\n", " 7.750000\n", " 7.000000\n", " 0.000000\n", + " inf\n", + " 0.000000\n", " \n", " \n", " ...\n", @@ -3893,70 +4695,94 @@ " ...\n", " ...\n", " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", " \n", " \n", - " 41\n", + " 50\n", " UK\n", - " 2020-04-25\n", - " 5386\n", - " 768\n", - " 143464\n", - " 19506\n", - " 749.250000\n", - " 704.285714\n", - " 745.906159\n", - " \n", - " \n", - " 42\n", + " 2020-05-04\n", + " 4339\n", + " 315\n", + " 186599\n", + " 28446\n", + " -467.0\n", + " -306.0\n", + " 587.250000\n", + " 627.285714\n", + " 558.697364\n", + " 35.636944\n", + " 586.245027\n", + " \n", + " \n", + " 51\n", " UK\n", - " 2020-04-26\n", - " 4913\n", - " 813\n", - " 148377\n", - " 20319\n", - " 745.500000\n", - " 693.571429\n", - " 742.504766\n", + " 2020-05-05\n", + " 3985\n", + " 288\n", + " 190584\n", + " 28734\n", + " -354.0\n", + " -27.0\n", + " 490.750000\n", + " 620.142857\n", + " 451.710068\n", + " 44.437874\n", + " 572.990130\n", " \n", " \n", - " 43\n", + " 52\n", " UK\n", - " 2020-04-27\n", - " 4463\n", - " 413\n", - " 152840\n", - " 20732\n", - " 658.000000\n", - " 667.428571\n", - " 636.877086\n", - " \n", - " \n", - " 44\n", + " 2020-05-06\n", + " 4406\n", + " 693\n", + " 194990\n", + " 29427\n", + " 421.0\n", + " 405.0\n", + " 479.250000\n", + " 589.285714\n", + " 444.510444\n", + " 46.232688\n", + " 551.206324\n", + " \n", + " \n", + " 53\n", " UK\n", - " 2020-04-28\n", - " 4309\n", - " 360\n", - " 157149\n", - " 21092\n", - " 588.500000\n", - " 654.714286\n", - " 551.983479\n", - " \n", - " \n", - " 45\n", + " 2020-05-07\n", + " 6211\n", + " 649\n", + " 201201\n", + " 30076\n", + " 1805.0\n", + " -44.0\n", + " 486.250000\n", + " 568.428571\n", + " 449.438470\n", + " 46.730475\n", + " 535.457829\n", + " \n", + " \n", + " 54\n", " UK\n", - " 2020-04-29\n", - " 3996\n", - " 586\n", - " 161145\n", - " 21678\n", - " 543.000000\n", - " 620.142857\n", - " 515.893646\n", + " 2020-05-08\n", + " 5514\n", + " 539\n", + " 206715\n", + " 30615\n", + " -697.0\n", + " -110.0\n", + " 542.250000\n", + " 549.142857\n", + " 514.031574\n", + " 41.628486\n", + " 518.630398\n", " \n", " \n", "\n", - "

155 rows × 8 columns

\n", + "

182 rows × 12 columns

\n", "" ], "text/plain": [ @@ -3968,68 +4794,95 @@ "3 DE 2020-03-19 1042 0 8198 13 \n", "4 DE 2020-03-20 5940 30 14138 43 \n", "... ... ... ... ... ... \n", - "41 UK 2020-04-25 5386 768 143464 19506 \n", - "42 UK 2020-04-26 4913 813 148377 20319 \n", - "43 UK 2020-04-27 4463 413 152840 20732 \n", - "44 UK 2020-04-28 4309 360 157149 21092 \n", - "45 UK 2020-04-29 3996 586 161145 21678 \n", + "50 UK 2020-05-04 4339 315 186599 28446 \n", + "51 UK 2020-05-05 3985 288 190584 28734 \n", + "52 UK 2020-05-06 4406 693 194990 29427 \n", + "53 UK 2020-05-07 6211 649 201201 30076 \n", + "54 UK 2020-05-08 5514 539 206715 30615 \n", "\n", - " deaths_m4 deaths_m7 deaths_g4 \n", - "since_threshold geoId \n", - "0 DE 4.000000 4.000000 4.000000 \n", - "1 DE 2.500000 2.500000 2.000000 \n", - "2 DE 1.666667 1.666667 0.000000 \n", - "3 DE 1.250000 1.250000 0.000000 \n", - "4 DE 7.750000 7.000000 0.000000 \n", - "... ... ... ... \n", - "41 UK 749.250000 704.285714 745.906159 \n", - "42 UK 745.500000 693.571429 742.504766 \n", - "43 UK 658.000000 667.428571 636.877086 \n", - "44 UK 588.500000 654.714286 551.983479 \n", - "45 UK 543.000000 620.142857 515.893646 \n", + " cases_diff deaths_diff deaths_m4 deaths_m7 \\\n", + "since_threshold geoId \n", + "0 DE 310.0 1.0 4.000000 4.000000 \n", + "1 DE 131.0 -3.0 2.500000 2.500000 \n", + "2 DE -30.0 -1.0 1.666667 1.666667 \n", + "3 DE -102.0 0.0 1.250000 1.250000 \n", + "4 DE 4898.0 30.0 7.750000 7.000000 \n", + "... ... ... ... ... \n", + "50 UK -467.0 -306.0 587.250000 627.285714 \n", + "51 UK -354.0 -27.0 490.750000 620.142857 \n", + "52 UK 421.0 405.0 479.250000 589.285714 \n", + "53 UK 1805.0 -44.0 486.250000 568.428571 \n", + "54 UK -697.0 -110.0 542.250000 549.142857 \n", "\n", - "[155 rows x 8 columns]" + " deaths_g4 doubling_time deaths_g7 \n", + "since_threshold geoId \n", + "0 DE 4.000000 2.409421 4.000000 \n", + "1 DE 2.000000 4.843767 2.000000 \n", + "2 DE 0.000000 inf 0.000000 \n", + "3 DE 0.000000 inf 0.000000 \n", + "4 DE 0.000000 inf 0.000000 \n", + "... ... ... ... \n", + "50 UK 558.697364 35.636944 586.245027 \n", + "51 UK 451.710068 44.437874 572.990130 \n", + "52 UK 444.510444 46.232688 551.206324 \n", + "53 UK 449.438470 46.730475 535.457829 \n", + "54 UK 514.031574 41.628486 518.630398 \n", + "\n", + "[182 rows x 12 columns]" ] }, - "execution_count": 955, + "execution_count": 939, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_since_threshold['deaths_g4'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(4, 1).apply(gmean, raw=True))\n", + "data_since_threshold['deaths_g7'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(7, 1).apply(gmean, raw=True))\n", "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]" ] }, { "cell_type": "code", - "execution_count": 956, + "execution_count": 941, "metadata": {}, "outputs": [], "source": [ "data_since_threshold['doubling_time'] = data_since_threshold.groupby(level=1).apply(doubling_time).reset_index(level=0, drop=True)\n", + "data_since_threshold['doubling_time_7'] = data_since_threshold.groupby(level=1).apply(doubling_time_7).reset_index(level=0, drop=True)\n", "# data_since_threshold.loc[(slice(None), 'UK'), :]" ] }, { "cell_type": "code", - "execution_count": 957, + "execution_count": 930, "metadata": {}, "outputs": [], "source": [ "doubling_times = (data_since_threshold.loc[(slice(None), COUNTRIES_OF_INTEREST), ['doubling_time']]\n", - " .unstack().xs('doubling_time', axis=1, drop_level=True))\n", + " .unstack().sort_index().xs('doubling_time', axis=1, drop_level=True))\n", "doubling_times.replace([np.inf, -np.inf], np.nan, inplace=True)" ] }, { "cell_type": "code", - "execution_count": 958, + "execution_count": 942, + "metadata": {}, + "outputs": [], + "source": [ + "doubling_times_7 = (data_since_threshold.loc[(slice(None), COUNTRIES_OF_INTEREST), ['doubling_time_7']]\n", + " .unstack().sort_index().xs('doubling_time_7', axis=1, drop_level=True))\n", + "doubling_times_7.replace([np.inf, -np.inf], np.nan, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 944, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -4041,7 +4894,7 @@ } ], "source": [ - "ax = doubling_times.plot(figsize=(10, 6), title=\"Doubling times\")\n", + "ax = doubling_times.plot(figsize=(10, 6), title=\"Doubling times, 4 day average\")\n", "for c in doubling_times.columns:\n", " lvi = doubling_times[c].last_valid_index()\n", " ax.text(x = lvi + 1, y = doubling_times[c][lvi], s = c)\n", @@ -4050,12 +4903,38 @@ }, { "cell_type": "code", - "execution_count": 959, + "execution_count": 945, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = doubling_times_7[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Doubling times, 7 day average\")\n", + "for c in COUNTRIES_CORE:\n", + " lvi = doubling_times_7[c].last_valid_index()\n", + " ax.text(x = lvi + 1, y = doubling_times_7[c][lvi], s = c)\n", + "plt.savefig('covid_doubling_times_7.png') " + ] + }, + { + "cell_type": "code", + "execution_count": 946, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -4067,7 +4946,7 @@ } ], "source": [ - "ax = doubling_times[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Doubling times\")\n", + "ax = doubling_times[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Doubling times, 4 day average\")\n", "for c in COUNTRIES_CORE:\n", " lvi = doubling_times[c].last_valid_index()\n", " ax.text(x = lvi + 1, y = doubling_times[c][lvi], s = c)\n", @@ -4076,12 +4955,12 @@ }, { "cell_type": "code", - "execution_count": 960, + "execution_count": 933, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -4102,7 +4981,62 @@ }, { "cell_type": "code", - "execution_count": 961, + "execution_count": 934, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = doubling_times[C7s].plot(figsize=(10, 6), title=\"Doubling times\")\n", + "for c in C7s:\n", + " lvi = doubling_times[c].last_valid_index()\n", + " ax.text(x = lvi + 1, y = doubling_times[c][lvi], s = c)\n", + "# plt.savefig('covid_doubling_times_friends.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 935, + "metadata": {}, + "outputs": [], + "source": [ + "# deaths_diff_m4 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_diff_m4']]\n", + "# .unstack().sort_index().xs('deaths_diff_m4', axis=1, drop_level=True))" + ] + }, + { + "cell_type": "code", + "execution_count": 936, + "metadata": {}, + "outputs": [], + "source": [ + "# deaths_diff_m7 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_diff_m7']]\n", + "# .unstack().sort_index().xs('deaths_diff_m7', axis=1, drop_level=True))" + ] + }, + { + "cell_type": "code", + "execution_count": 937, + "metadata": {}, + "outputs": [], + "source": [ + "# deaths_diff_m7" + ] + }, + { + "cell_type": "code", + "execution_count": 947, "metadata": {}, "outputs": [ { @@ -4131,10 +5065,14 @@ " deaths\n", " cases_culm\n", " deaths_culm\n", + " cases_diff\n", + " deaths_diff\n", " deaths_m4\n", " deaths_m7\n", " deaths_g4\n", " doubling_time\n", + " deaths_g7\n", + " doubling_time_7\n", " \n", " \n", " geoId\n", @@ -4147,204 +5085,276 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " IT\n", - " 2020-04-29\n", - " 2091\n", - " 382\n", - " 201505\n", - " 27359\n", - " 347.50\n", - " 387.285714\n", - " 342.280581\n", - " 55.750149\n", + " 2020-05-08\n", + " 1401\n", + " 274\n", + " 215858\n", + " 29958\n", + " -43.0\n", + " -95.0\n", + " 268.50\n", + " 284.428571\n", + " 261.174568\n", + " 79.853443\n", + " 269.490428\n", + " 77.400011\n", " \n", " \n", " FR\n", - " 2020-04-29\n", - " 1065\n", - " 367\n", - " 126835\n", - " 23660\n", - " 353.75\n", - " 409.142857\n", - " 345.937234\n", - " 47.752781\n", + " 2020-05-08\n", + " 629\n", + " 178\n", + " 137779\n", + " 25987\n", + " -3554.0\n", + " -100.0\n", + " 273.00\n", + " 230.142857\n", + " 265.873493\n", + " 68.095559\n", + " 219.323669\n", + " 82.475007\n", + " \n", + " \n", + " SE\n", + " 2020-05-08\n", + " 705\n", + " 99\n", + " 24623\n", + " 3040\n", + " 3.0\n", + " 12.0\n", + " 90.25\n", + " 64.857143\n", + " 90.095681\n", + " 23.732994\n", + " 49.285119\n", + " 43.100283\n", " \n", " \n", " UK\n", - " 2020-04-29\n", - " 3996\n", - " 586\n", - " 161145\n", - " 21678\n", - " 543.00\n", - " 620.142857\n", - " 515.893646\n", - " 29.471460\n", + " 2020-05-08\n", + " 5514\n", + " 539\n", + " 206715\n", + " 30615\n", + " -697.0\n", + " -110.0\n", + " 542.25\n", + " 549.142857\n", + " 514.031574\n", + " 41.628486\n", + " 518.630398\n", + " 41.262412\n", " \n", " \n", - " IE\n", - " 2020-04-29\n", - " 229\n", - " 57\n", - " 19877\n", - " 1159\n", - " 82.50\n", - " 61.285714\n", - " 46.811041\n", - " 17.505998\n", + " NO\n", + " 2020-05-08\n", + " 42\n", + " 0\n", + " 7995\n", + " 209\n", + " -8.0\n", + " 0.0\n", + " 0.25\n", + " 0.714286\n", + " 0.000000\n", + " 22.016362\n", + " 0.000000\n", + " 15.836088\n", " \n", " \n", - " SI\n", - " 2020-04-29\n", - " 1\n", + " FI\n", + " 2020-05-08\n", + " 100\n", " 3\n", - " 1408\n", - " 86\n", - " 1.50\n", - " 1.285714\n", - " 1.316074\n", - " 45.640001\n", + " 5673\n", + " 255\n", + " -61.0\n", + " -3.0\n", + " 6.25\n", + " 6.285714\n", + " 5.732657\n", + " 31.177858\n", + " 5.494599\n", + " 32.513758\n", " \n", " \n", - " NO\n", - " 2020-04-29\n", - " 72\n", - " 2\n", - " 7605\n", - " 195\n", - " 1.00\n", - " 4.571429\n", - " 0.000000\n", - " 22.016362\n", + " DK\n", + " 2020-05-08\n", + " 100\n", + " 8\n", + " 10083\n", + " 514\n", + " -62.0\n", + " 5.0\n", + " 7.50\n", + " 8.857143\n", + " 6.817316\n", + " 52.606503\n", + " 8.122632\n", + " 44.208008\n", " \n", " \n", - " ES\n", - " 2020-04-28\n", - " 1308\n", - " 632\n", - " 210773\n", - " 23822\n", - " 324.50\n", - " 362.857143\n", + " IE\n", + " 2020-05-08\n", + " 137\n", + " 28\n", + " 22385\n", + " 1403\n", + " -128.0\n", + " -8.0\n", + " 25.00\n", + " 24.428571\n", + " 23.831569\n", + " 41.152209\n", " 0.000000\n", - " 44.490057\n", + " 21.555477\n", " \n", " \n", - " SE\n", - " 2020-04-29\n", - " 695\n", - " 81\n", - " 19621\n", - " 2355\n", - " 50.75\n", - " 84.285714\n", - " 26.832816\n", - " 61.180445\n", + " ES\n", + " 2020-05-07\n", + " 1122\n", + " 213\n", + " 221447\n", + " 26070\n", + " 126.0\n", + " -31.0\n", + " 201.50\n", + " 218.142857\n", + " 199.271987\n", + " 91.027956\n", + " 213.251471\n", + " 85.083371\n", " \n", " \n", " DE\n", - " 2020-04-29\n", - " 1304\n", - " 202\n", - " 157641\n", - " 6115\n", - " 153.75\n", - " 176.571429\n", - " 150.059994\n", - " 28.591176\n", - " \n", - " \n", - " DK\n", - " 2020-04-29\n", - " 153\n", - " 7\n", - " 8851\n", - " 434\n", - " 7.75\n", - " 9.142857\n", - " 6.769472\n", - " 44.784279\n", + " 2020-05-08\n", + " 1209\n", + " 147\n", + " 167300\n", + " 7266\n", + " 15.0\n", + " 24.0\n", + " 143.50\n", + " 139.714286\n", + " 142.702078\n", + " 35.638611\n", + " 120.952473\n", + " 41.985177\n", " \n", " \n", - " FI\n", - " 2020-04-29\n", - " 45\n", - " 6\n", - " 4740\n", - " 199\n", - " 5.50\n", - " 8.285714\n", - " 5.045378\n", - " 27.684263\n", + " SI\n", + " 2020-05-08\n", + " 1\n", + " 0\n", + " 1449\n", + " 99\n", + " -2.0\n", + " -1.0\n", + " 0.75\n", + " 1.142857\n", + " 0.000000\n", + " 58.049517\n", + " 0.000000\n", + " 51.331425\n", " \n", " \n", " BE\n", - " 2020-04-29\n", - " 647\n", - " 124\n", - " 47334\n", - " 7331\n", - " 163.00\n", - " 190.428571\n", - " 155.870019\n", - " 32.945996\n", + " 2020-05-08\n", + " 639\n", + " 76\n", + " 51420\n", + " 8415\n", + " 367.0\n", + " -247.0\n", + " 142.75\n", + " 117.285714\n", + " 115.937380\n", + " 50.655990\n", + " 99.486177\n", + " 58.975482\n", " \n", " \n", " MX\n", - " 2020-04-29\n", - " 1223\n", - " 135\n", - " 16752\n", - " 1569\n", - " 87.00\n", - " 101.714286\n", - " 81.117068\n", - " 13.750803\n", + " 2020-05-08\n", + " 1982\n", + " 257\n", + " 29616\n", + " 2961\n", + " 373.0\n", + " 60.0\n", + " 201.75\n", + " 157.428571\n", + " 193.363413\n", + " 10.957176\n", + " 144.375220\n", + " 14.559621\n", " \n", " \n", "\n", "" ], "text/plain": [ - " dateRep cases deaths cases_culm deaths_culm deaths_m4 \\\n", - "geoId \n", - "IT 2020-04-29 2091 382 201505 27359 347.50 \n", - "FR 2020-04-29 1065 367 126835 23660 353.75 \n", - "UK 2020-04-29 3996 586 161145 21678 543.00 \n", - "IE 2020-04-29 229 57 19877 1159 82.50 \n", - "SI 2020-04-29 1 3 1408 86 1.50 \n", - "NO 2020-04-29 72 2 7605 195 1.00 \n", - "ES 2020-04-28 1308 632 210773 23822 324.50 \n", - "SE 2020-04-29 695 81 19621 2355 50.75 \n", - "DE 2020-04-29 1304 202 157641 6115 153.75 \n", - "DK 2020-04-29 153 7 8851 434 7.75 \n", - "FI 2020-04-29 45 6 4740 199 5.50 \n", - "BE 2020-04-29 647 124 47334 7331 163.00 \n", - "MX 2020-04-29 1223 135 16752 1569 87.00 \n", + " dateRep cases deaths cases_culm deaths_culm cases_diff \\\n", + "geoId \n", + "IT 2020-05-08 1401 274 215858 29958 -43.0 \n", + "FR 2020-05-08 629 178 137779 25987 -3554.0 \n", + "SE 2020-05-08 705 99 24623 3040 3.0 \n", + "UK 2020-05-08 5514 539 206715 30615 -697.0 \n", + "NO 2020-05-08 42 0 7995 209 -8.0 \n", + "FI 2020-05-08 100 3 5673 255 -61.0 \n", + "DK 2020-05-08 100 8 10083 514 -62.0 \n", + "IE 2020-05-08 137 28 22385 1403 -128.0 \n", + "ES 2020-05-07 1122 213 221447 26070 126.0 \n", + "DE 2020-05-08 1209 147 167300 7266 15.0 \n", + "SI 2020-05-08 1 0 1449 99 -2.0 \n", + "BE 2020-05-08 639 76 51420 8415 367.0 \n", + "MX 2020-05-08 1982 257 29616 2961 373.0 \n", + "\n", + " deaths_diff deaths_m4 deaths_m7 deaths_g4 doubling_time \\\n", + "geoId \n", + "IT -95.0 268.50 284.428571 261.174568 79.853443 \n", + "FR -100.0 273.00 230.142857 265.873493 68.095559 \n", + "SE 12.0 90.25 64.857143 90.095681 23.732994 \n", + "UK -110.0 542.25 549.142857 514.031574 41.628486 \n", + "NO 0.0 0.25 0.714286 0.000000 22.016362 \n", + "FI -3.0 6.25 6.285714 5.732657 31.177858 \n", + "DK 5.0 7.50 8.857143 6.817316 52.606503 \n", + "IE -8.0 25.00 24.428571 23.831569 41.152209 \n", + "ES -31.0 201.50 218.142857 199.271987 91.027956 \n", + "DE 24.0 143.50 139.714286 142.702078 35.638611 \n", + "SI -1.0 0.75 1.142857 0.000000 58.049517 \n", + "BE -247.0 142.75 117.285714 115.937380 50.655990 \n", + "MX 60.0 201.75 157.428571 193.363413 10.957176 \n", "\n", - " deaths_m7 deaths_g4 doubling_time \n", - "geoId \n", - "IT 387.285714 342.280581 55.750149 \n", - "FR 409.142857 345.937234 47.752781 \n", - "UK 620.142857 515.893646 29.471460 \n", - "IE 61.285714 46.811041 17.505998 \n", - "SI 1.285714 1.316074 45.640001 \n", - "NO 4.571429 0.000000 22.016362 \n", - "ES 362.857143 0.000000 44.490057 \n", - "SE 84.285714 26.832816 61.180445 \n", - "DE 176.571429 150.059994 28.591176 \n", - "DK 9.142857 6.769472 44.784279 \n", - "FI 8.285714 5.045378 27.684263 \n", - "BE 190.428571 155.870019 32.945996 \n", - "MX 101.714286 81.117068 13.750803 " + " deaths_g7 doubling_time_7 \n", + "geoId \n", + "IT 269.490428 77.400011 \n", + "FR 219.323669 82.475007 \n", + "SE 49.285119 43.100283 \n", + "UK 518.630398 41.262412 \n", + "NO 0.000000 15.836088 \n", + "FI 5.494599 32.513758 \n", + "DK 8.122632 44.208008 \n", + "IE 0.000000 21.555477 \n", + "ES 213.251471 85.083371 \n", + "DE 120.952473 41.985177 \n", + "SI 0.000000 51.331425 \n", + "BE 99.486177 58.975482 \n", + "MX 144.375220 14.559621 " ] }, - "execution_count": 961, + "execution_count": 947, "metadata": {}, "output_type": "execute_result" } diff --git a/covid.md b/covid.md index c5ada44..5b762de 100644 --- a/covid.md +++ b/covid.md @@ -67,6 +67,10 @@ base_data base_data.loc['UK'] ``` +```python +base_data.loc['UK', '2020-04-17'] +``` + ```python countries = raw_data[['geoId', 'countriesAndTerritories', 'popData2018']] countries = countries[countries['popData2018'] != ''] @@ -109,6 +113,22 @@ data_by_date = data_by_date.merge( data_by_date ``` +```python +data_by_date = data_by_date.merge( + data_by_date[['cases', 'deaths']].groupby(level=0).diff(), + suffixes=('', '_diff'), + left_index=True, right_index=True) +data_by_date +``` + +```python +data_by_date.loc['UK', '2020-04-17'] +``` + +```python +data_by_date.loc['UK'] +``` + ```python # data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD] ``` @@ -162,17 +182,21 @@ data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), ['deaths_culm']].uns ``` ```python -deaths = data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT', 'IE']), ['deaths_culm']].unstack().xs('deaths_culm', axis=1, drop_level=True) +# deaths = data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT', 'IE']), ['deaths_culm']].unstack().xs('deaths_culm', axis=1, drop_level=True) ``` ```python -deaths = data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_culm']].unstack().xs('deaths_culm', axis=1, drop_level=True) +deaths = data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_culm']].unstack().sort_index().xs('deaths_culm', axis=1, drop_level=True) ``` ```python data_since_threshold.reset_index().merge(countries, on='geoId').set_index(['since_threshold', 'geoId']) ``` +```python +data_since_threshold.reset_index().merge(countries, on='geoId').set_index(['since_threshold', 'geoId']).sort_index(inplace=True) +``` + ```python data_since_threshold_per_capita = data_since_threshold.reset_index().merge(countries, on='geoId').set_index(['since_threshold', 'geoId']) data_since_threshold_per_capita['cases_culm_pc'] = data_since_threshold_per_capita.cases_culm / data_since_threshold_per_capita.popData2018 @@ -181,13 +205,17 @@ data_since_threshold_per_capita ``` ```python -deaths_pc = data_since_threshold_per_capita.loc[(slice(None), ['UK', 'DE', 'IT', 'IE']), ['deaths_culm_pc']].unstack().xs('deaths_culm_pc', axis=1, drop_level=True) +deaths_pc = data_since_threshold_per_capita.loc[(slice(None), ['UK', 'DE', 'IT', 'IE']), ['deaths_culm_pc']].unstack().sort_index().xs('deaths_culm_pc', axis=1, drop_level=True) ``` ```python deaths_pc ``` +```python +deaths_pc.index +``` + ```python deaths_pc = data_since_threshold_per_capita.loc[(slice(None), COUNTRIES_ALL), ['deaths_culm_pc']].unstack().xs('deaths_culm_pc', axis=1, drop_level=True) ``` @@ -233,6 +261,17 @@ for c in COUNTRIES_CORE: plt.savefig('covid_deaths_total_log.png') ``` +```python +ylim = (5*10**3, 5*10**4) +ax = deaths[COUNTRIES_CORE].plot(logy=True, figsize=(10, 6), ylim=ylim, title="Total deaths, log") +for c in COUNTRIES_CORE: + lvi = deaths[c].last_valid_index() + if ylim[0] < deaths[c][lvi] < ylim[1]: + ax.text(x = lvi + 1, y = deaths[c][lvi], s = c) + +# plt.savefig('covid_deaths_total_log.png') +``` + ```python ax = deaths[COUNTRIES_FRIENDS].plot(logy=True, figsize=(10, 6), title="Total deaths, log") for c in COUNTRIES_FRIENDS: @@ -296,17 +335,19 @@ data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :] ```python data_since_threshold['deaths_m4'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(4, 1).mean()) data_since_threshold['deaths_m7'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(7, 1).mean()) +# data_since_threshold['deaths_diff_m4'] = data_since_threshold.groupby(level=1)['deaths_diff'].transform(lambda x: x.rolling(4, 1).mean()) +# data_since_threshold['deaths_diff_m7'] = data_since_threshold.groupby(level=1)['deaths_diff'].transform(lambda x: x.rolling(7, 1).mean()) data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :] ``` ```python deaths_m4 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_m4']] - .unstack().xs('deaths_m4', axis=1, drop_level=True)) + .unstack().sort_index().xs('deaths_m4', axis=1, drop_level=True)) ``` ```python deaths_m7 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_m7']] - .unstack().xs('deaths_m7', axis=1, drop_level=True)) + .unstack().sort_index().xs('deaths_m7', axis=1, drop_level=True)) ``` ```python @@ -342,12 +383,20 @@ for c in C7s: # plt.savefig('covid_deaths_per_day-friends.png') ``` +```python +ax = deaths_m7[COUNTRIES_CORE].plot(figsize=(10, 6), title="Deaths per day, 7 day moving average") +for c in COUNTRIES_CORE: + lvi = deaths_m7[c].last_valid_index() + ax.text(x = lvi + 1, y = deaths_m7[c][lvi], s = c) +plt.savefig('covid_deaths_per_day_7.png') +``` + ```python ax = deaths_m7[COUNTRIES_FRIENDS].plot(figsize=(10, 6), title="Deaths per day, 7 day moving average") for c in COUNTRIES_FRIENDS: lvi = deaths_m7[c].last_valid_index() ax.text(x = lvi + 1, y = deaths_m7[c][lvi], s = c) -# plt.savefig('covid_deaths_per_day-friends.png') +plt.savefig('covid_deaths_per_day_friends_7.png') ``` ```python @@ -358,6 +407,9 @@ def gmean_scale(items): ```python def doubling_time(df): return np.log(2) / np.log((df.deaths_culm + df.deaths_g4) / df.deaths_culm) + +def doubling_time_7(df): + return np.log(2) / np.log((df.deaths_culm + df.deaths_g7) / df.deaths_culm) ``` ```python @@ -367,22 +419,30 @@ def doubling_time(df): ```python data_since_threshold['deaths_g4'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(4, 1).apply(gmean, raw=True)) +data_since_threshold['deaths_g7'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(7, 1).apply(gmean, raw=True)) data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :] ``` ```python data_since_threshold['doubling_time'] = data_since_threshold.groupby(level=1).apply(doubling_time).reset_index(level=0, drop=True) +data_since_threshold['doubling_time_7'] = data_since_threshold.groupby(level=1).apply(doubling_time_7).reset_index(level=0, drop=True) # data_since_threshold.loc[(slice(None), 'UK'), :] ``` ```python doubling_times = (data_since_threshold.loc[(slice(None), COUNTRIES_OF_INTEREST), ['doubling_time']] - .unstack().xs('doubling_time', axis=1, drop_level=True)) + .unstack().sort_index().xs('doubling_time', axis=1, drop_level=True)) doubling_times.replace([np.inf, -np.inf], np.nan, inplace=True) ``` ```python -ax = doubling_times.plot(figsize=(10, 6), title="Doubling times") +doubling_times_7 = (data_since_threshold.loc[(slice(None), COUNTRIES_OF_INTEREST), ['doubling_time_7']] + .unstack().sort_index().xs('doubling_time_7', axis=1, drop_level=True)) +doubling_times_7.replace([np.inf, -np.inf], np.nan, inplace=True) +``` + +```python +ax = doubling_times.plot(figsize=(10, 6), title="Doubling times, 4 day average") for c in doubling_times.columns: lvi = doubling_times[c].last_valid_index() ax.text(x = lvi + 1, y = doubling_times[c][lvi], s = c) @@ -390,7 +450,15 @@ for c in doubling_times.columns: ``` ```python -ax = doubling_times[COUNTRIES_CORE].plot(figsize=(10, 6), title="Doubling times") +ax = doubling_times_7[COUNTRIES_CORE].plot(figsize=(10, 6), title="Doubling times, 7 day average") +for c in COUNTRIES_CORE: + lvi = doubling_times_7[c].last_valid_index() + ax.text(x = lvi + 1, y = doubling_times_7[c][lvi], s = c) +plt.savefig('covid_doubling_times_7.png') +``` + +```python +ax = doubling_times[COUNTRIES_CORE].plot(figsize=(10, 6), title="Doubling times, 4 day average") for c in COUNTRIES_CORE: lvi = doubling_times[c].last_valid_index() ax.text(x = lvi + 1, y = doubling_times[c][lvi], s = c) @@ -405,6 +473,28 @@ for c in COUNTRIES_FRIENDS: plt.savefig('covid_doubling_times_friends.png') ``` +```python +ax = doubling_times[C7s].plot(figsize=(10, 6), title="Doubling times") +for c in C7s: + lvi = doubling_times[c].last_valid_index() + ax.text(x = lvi + 1, y = doubling_times[c][lvi], s = c) +# plt.savefig('covid_doubling_times_friends.png') +``` + +```python +# deaths_diff_m4 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_diff_m4']] +# .unstack().sort_index().xs('deaths_diff_m4', axis=1, drop_level=True)) +``` + +```python +# deaths_diff_m7 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_diff_m7']] +# .unstack().sort_index().xs('deaths_diff_m7', axis=1, drop_level=True)) +``` + +```python +# deaths_diff_m7 +``` + ```python data_since_threshold.replace([np.inf, -np.inf], np.nan).groupby(level=1).last().loc[COUNTRIES_ALL]#, [doubling_time]] ``` diff --git a/covid_deaths_diff_per_day_7.png b/covid_deaths_diff_per_day_7.png new file mode 100644 index 0000000000000000000000000000000000000000..6cfa8c6f8d8cd34482233110f5aee92671244c8b GIT binary patch literal 100175 zcmeFYgLIdYLnEEiB@&YF zJ-_F9kNstT*nhzG7!RGrVy!!_IM4IC?pSS26(W2(d^_!EHpA_jcNb5S*Phd>C(QGe0K7J{z9MVN=ua}Ql-TMutbHyenf zrH6}yvxmb=D`qbnH}{v$PQrYGe1g2p_8uNClKlMt&(Has-R$^DZK-J?5N3#)qMV*j z=3bU}0R8FBoq54{#fSU8Jzjg=!^{-q@>FUFOI>{$JY+n&IoFrS55MGtk>tvuaK!x^ zDy}?Qo6`Xfyoic1Y*jowL3a4}=HnFJpRErd}0Wh(VqP8{j_lO z4AeF75emT+`QP7r0l~BX?;38{4+uH(|2`Ux9f9{hmsv6X{|EnnSPEH)dKzC(;Q2y9 zbI_lkoPsZYkfv*J)YR3jjcdvFY>nnw3Vl5K{mJ=kMWcG;!$V^M+rjj2nI(;lbkIH) z^4J#}0kRVfZ#gh*7Tq_8d#Xns%}tNP9D**#bF79kL<41r!k91dz^1I?78MqTn3YHW za)_FI)$`4;`e;H|OYWYM&7iK9Or-4f3JD~{1r~4Y)PVI#%u(LXj`PpS$#I|TEt&Yd z3x=eWl(Rw>cx!fVh~@TJzQ9L~{$R;0V%zG5 z@`BUwR|Am58W6@TiYoq*Mxm`#I#9&m z58Tb1;71x96k#3ACVbRot(UJ-Qc^6okh%4{WlhYu=n#w3oyl|=e=(=lf41uz87_pYj={@DQj6|P?qIS#M7~=(P?u19A!(G>U zI~>HUuP=@-{tWP=K@t)Y>et_?Yd?P;)8GI2n@Ph{3ER2vj_Hz~+-~mfsI8xO8+eG9 z^Yi!6CmntLugztJh3#>aJTCLDeH~Vn%T)t>3e2RcKHr#e>-WFUX=`hTkg+LSbVU&f zUg^pdgyWE`f<09V3VMW(k6&Rw%Ie|a0fBtrH4K}bHQM+ndwtZ^FJbPpf<;I#Mu>%l zbupfE>oIeF)s8`eKp-HLl$1VTk5g_sEJ*7Xyy&Bd=%ZK^qAb9^9$noC_VJmwLVJ38 z>UWAugn~Fq^h=*E4uJPB9|qqwRXMMA$3Cxf%K9S-CC&p6d-m)Z-r;>(vvTV4mNTQr zDrYz6OMNqy)|OzSx`@QPubcDzoEd%B$xPgS-WS}wJS`7S_~g|1V8xT0oBQYo+uP;( zwZ!mI`|e2t^Mv2OZLj|p$VUEh=-n>JAubp%iVwcpuM@QF#C%?=KbR#&y%c!P09nqB zX6(HFcVaypxRxNkD&F>wC}ak=e`m5p&~6wy?=|OG@yns`+qdqf!`2e0UEQ23@Hn37 zw%g0yN}uD^h!bzgEZAZ53D_W9u$3pnQY5FRr;v~|^B`K?0?h>4yG_|UT51y)w2;Bz z4^K^bvV8B(+wM@#WKnA*_;QThVX;|aMTV^VExIykH<@6-h0EFP)nT6_KR>^nmh>^E zb$lgHS$)`o?`BrKVDFxn6h?dJip!Y$;3x67rvCf2->R$Mi;9a^za0NsS&;1)C)hhv z{H%m#5p9e}ZE+*A45o|YC41|XQBI5!}5IIorC~8d~dlU z{99GkJIDF@WboR-kHWuZYhTk^$NNe%e)rs+iWu2kdn;?J5KWxWFpU~tR225q;^J^` zBEvv-z@MKHeUJXFzjqi+7yS19`-j@Py6Oh^&0gsyy^)u9w>J*sU!U-j;#Pe4K;<>2 z##u@4+$^{)oVJwqx~w7UU%(^%XU}?Sj2>Q{%{dFVnrCnR8WLX`L=T0`HTwz+(-1n0 zWXpgBb80?T_PYJIS$%fq_1mlI7g)x=17IiV*1_jZOOHK`LorZu z^*youI=%ZVkwJ>aI{u+~Yo@8+c7A`uV!+80G1t}Zi1Xw)(brQIz#lo{tU7N>OG^hG z#HtO}SiOZP)Lx(9yj59~4yB415smrI~B;=0{BkwI28ID?#|H zPG(c7vJm)DTvGDUtlW+-?TujXb9Qn|;A;I>*Y9(#6+hkqBS<$Ywbhcn5qYD?x);lt zZE^qp{r;1533raB(o|~PWDJgI5Z#Lt1Z(4A;z5WMG z(-$luxFGyd!(pj4u>Yb+x1cJ`%r92(!@rTI#jj7r4lghLKBT4fi8;))1M2{Jz{=Ox z_gjAc{hwNRa)eGGqj!_N(}0hp3x+QQ-`&Jl4q|%f>Qaoqsuf(_?x8k+0g{kSyxN^l z8hDDy?q2nX?Z~66Z-0zPF~KevdU}dlYmg(sNOjKmpI3y)fYbrTG%S6hahBG0ec$Q! z?&dIft?UFuqzaz$=6Apl)i|@dZ!h{}tEQ%=QbstFLvDc+7B%1QI|mPxH61iY^kuvC zKM-8KY&l=l%{Fx&DdKc)KF0ne?dvuuO^&zK*eGc;SMzfGUgf)=H-Dr@KqgCdB%tE8 zIA8SVr%+0!CB*hxZb!3OvdanV1+gc^T9l6HR5WD*{r-Oc=WT9 z8kUEa*TMYHZ~CtXD^cDJj5YA;Oz{2B?q)M*{h$wx<|TE$vVV~Z4#%rKf_*u@zdt&F zZ1-}3T8>bRt5c3tB^Ee0NP0E_CLoe@t_VDS{1`+y%UUDX1<&c+{Cp)^T{AOA@4*D| z#lrZJfdLF_LLwrf{`A#VtBpG%Y!qBTgLry+(nz?y==23{!@XH!RO+)Fii4b=CxrMM zG;CHlFFlH9kfH*P&~GHV$8RPue}2v zF##)a&q*U=_p!qAlkI z$Sdy`>E#G*Cjw>A!f4_Hj(e!>?d{t$CESG`eQ$1t0vP7#=%`&naYwlU<2y(P^A@%i zWM}d}TJDILhZ(bMv?2i#`~}bxuPUbYLPbFzC_0fH<1{phFqozoROZ-iKxZAd_(M z@hLxhMwuvk>$4#vbuuVCIyDtlT+H44cTD}_B@w%)7AiWCfK4O7h7Z8sCw6wVVyZvKmsOQhd zz{>d*3og3X;bH;^8|WeHgx|k^m(PFN@v0Ub;*&jc5v1$7ou6g}Ktf@8dGz>pw*raG zm%ZJ636Q)2od6(7L_}mcS%ooH;yj5(!3E&ln$36HH;W*C;YP~ORM`-qW&z?4Jpbtm zb=w6N3ikFqa0UkDf7p_iYDbPANlJ*V1CUXzQG)kUATG?)3(j1v=_YVcy8&IiZ~j> zF4Gko0-gHbtk?5~+8RV?R0syhAD|8~=S65WZZdO_#((6(1sF<~gIFH0fM7tZTm~N2 zSxgo`iwUG3Lj{~1XB^yy731!u1wmTC{6 zEiRi`-c~D}kpiEF>W?}JR$O51C(=`;#?ipy^z`*V1Kd1q;!Xqz3B+QpHz8fX5*<(! z6zXXP4||Y@6WzrhbWD)xIc1nG@{;_k#>cQX{H-wC;NndW5W&`f6-M+}bu?^d(|hlM z80J3@k~H8w&nvBz%H4mi2fcao#tDLL()>%Pk+u0rqSM={rp7pdRDjzkf4r!LlIOmZCNtjlCdXy3DktS6s*vU_~FW zw8y*VcXWV`0Q$fH76YeLza-wU-h~B4EK`mX7Ez?6!gE)DeRFdS#L7;aG*j#>%`}(2 zC*lj3ZA)*%!q5jZB`84t_L`^h)daac=HK`G<2m_@WvQtZ; zDq%f&@&tJ0{_ZxEEX~x57T{m{O}=w)?44%3)#wl?P(@;x$bgNF$ecsVTFz$E_uYRF zZi}xP-cynWfU;kl8{n-BYU{Nh~yv0$^fJ^E1=q61*8187^R7K+I;av9a+1nZXqR z&-2q7Kb!w~T%61Q>Ntwn+7aRZZ$gd@BA6KvMr|FP(dlvKr_3H6%qB~a1;M-yPoCG5 zvfA+FCYj|Lx(aQYMpx?&2Fsf@TXW&rn|+!b+1r@m_k3Y<2`;7#uq@))70P9i*kH&4Pr$Ktb1j7 z8-x=m3`%hIKQZ}JB9*YH>?6+@Uzrd(z!X)TPm4{ZtfO=vg7~@+ZK2pMs4(bK_nmp` zD(7@vy@0X(5<}{Q{J*yZL_zYruAs`0H?#qvF=Q(uBK%u1`c`RHm*lS zYzb#oaL~y}#MNExrn$rFPVBd$>R140Q|~S^vraC8{aU;V#yj*){P^bnEk>p9TOasE z-@NRqdpUHs;z&~cazqO#c4vdZ#8pbu*V!^bJ?J)fS*p^y5HS;S@eZ;_i+G51&k0;J<^p=)fVS zxPmg{PO(S-d&OM0g!h}^>fo>Ol{1?&S@Lou8H%W4Aq4#C()7Q)q^8L5+y2O$J zmJzJ10SpWR&%eFQ5+~!%j^@I>DEpb9uSL2f>dTBf>aX1weATXW_=YG%boMh>ZwpEP zb&(pj9I2u_peKs=I!1|WhdxX_U%*v^mkfUWW-`a%#%6HdHQh9+l^zn8W*#C3M@*8kk?Ga>qCxnAX+AR#z2970X8ZK`Ty7B)*8* zcf#MjSGV&`jlmu)5izue`{Asl0&YZ44bm!lIYXQ3a zUHn`D2m;BzQE0p%cVVLP8-DVNF^svLkrL??Ok>5q1LyqFR)U=rK0xz^0-5=^k(1-= zxfzHJ*E0yE2uw01d*|rJii-14NKF-nV}D|Z7nW&Z4RjH`&H?fLmw>}5x5&I7ea2xM zQ}S<)dy4_WuvC1iEUW{B)QW3|DyhT{)CC&tS3m;M&Q43jV4y_GM10a2=%Ris+ldBg ztso)Nl>MrL<-raOvQ>kNOG%RAVZ9aT%#GqwyodHs0?BP-t_5>iR)n$RNS=ig zqO4E`kdK|+T{2wEOF!=DCz_hX{r&xjpYqV-K1?7$$B?_i5cI+vrIn5Sd88{Bp~6TR zo$XUDgEpr95ovgxM*8GYK2o0H;|Aj4_2rKxvflfopKf( zL#y^@h1Dbm`{*T%0)9gEP&6_~vOTepE5aB$)=;|L<4(?EhiD?OmrDu?{Ii4Erkoe% z!K}zkZi9FL_|i7OnYXRB(c=YyfScFa%9xrOXtzqJh~iX9L9w{RI1~ST zUnWeaq@vLgUGTz?tQ4cPJA3YEM379Qgw>|QD5pW13$FuA(gYVw3KbZ7G9TJQDdhG; z)_DAC#W%PL+dbHS>9!?nH8~;7BfNM!sxWRu9v>wTU`DfRJTy}8=Z5;#vcK4c2CdW93hemZ zS*cUm%4BJUe;Dy0vkX_yFm8QzDZnO$l%Qj@&7$LrUWYRoMkrtfYZq^!{UG+xgBQfP z5JJ%U6p4#vf*vXmrNYx z`9EkvuO`l7czWG!AyY+I!_S;mSJh7AiMU^osZ|l9UDPQ^3bpTjrwqgH#DRoe2v#}# z68iSMlGVu{C>9)=nKL-Tm&bCT48pvTg9gvCrA%~StN|$NY?vn6Wh}>BCV9!xq(B`sO%=P$hC?a=H;x5>rM8EzAGKGuXA< zcJupzQbC(Ny;vdSe0x9qJb(%NDZ^_3B3esyxE+NA<0!Q!;(f=Q18Lx+ zm<|Lhf?@*^E>G%bMxyh=-sMu~L)ur2QoWTJPv-N)41*foaCMR@^>B&|1Sg zg}kaTp4jZ+vd+x|%ugfb#XAgJBfLhb@F-pSXjv{Z@az|CC4#~QsCt$_rGtcIWYA@L z&Ax;IVa{dtWkK%u?_vi5QeJ!QU)0{a0G)ExIrwUhBv4A$2vr~oQ5EUTJ-|SFr~XA4=5KH?9EhS@aTVQFAqB9fwU8e&xhpPU2k4o?v?{Zfc5&fcw4O0<}(A+ z$W$H!tKF$m*{zoAnOq?+%+OX(#FceK_*<_R_n^ej@!v}!-LQ>{(6XGcC6zekAxGF) z>*r6G75jD(t9mXtEigWFl3EUKM3WSfgF#ZkY|EWsEWWxo9m+ZX4qgz~*Bx zV2uC7{-v7(Z^2FX29vF=t#+-TKNL2DK=8g&nD2kf_@8%SlnQ-BjBN)Uy*}?#im0Ms za)ntwB@H1qAX%%a24-l?v8&~+m-rAAtwd2PNC>r=4;sMfu@X6x zuOb15;>-#79M2L&^Pi2zCU@lv@z20mo^hFa= zH(VmSNqK6#9RBZsy(VR25JBkpaG=zWci@{FF33vKPC9F&P4y^o_AqN!Zh|Jv8rdFJ zc{p(SE2RjvM?bV_rNUs68lS|7P!$G_Cm9id+tGl!18O(~{LLYo+5W`uIi7Sz;87d_ zWdRMMUuF{ftVDkWDBxW{tS=M&zm+7+_`&c9bc8P-h5M1Jd3DXLa zEfU9O|4w6G$Ozl2ONhbokI4;=@=me@moK}IFieNP&bufon<;LoSJUU>OS%-3Mj4$h ziyouTc7HiALi6++efPp6idK(Q=i}1-Zj8|?uUJVk^s$yxZybZYo=^^uNPca8pL6P} zvKd$gk{nj=r;xL$z38=iJOZy6;__R7-1E%g*sIQ9gYIO8}gYrF;sTX$$aXey)|?z#^BZM*xem@@c-=v=t$InH-)kOVHx^p;3}{?fg9B+@TKsf zOp*{%rVTG?_xXDa)XD-Wac}nlsUaYlR!H(10}Mz&j_wvk8Nfom8wH(J9T!s^Gi00z+1o^bw76L${S-@|J3F9`~tUeES@AH{_hs zlUaB52p(qnNIt=jCDY7M{QE<)7*!YxZS=|P?uZS?o4{L8;}68bL%q6c4nR7`BCMME zUgI+9V})@hYBKbvPaGsVEhi1%OCqz-)G(Peu^a8K_$1xAa;%On zSxs28?!ZCrq?{$Wj~mV3j)BWvK51kckFoD5!BXsLf6NqgFSmCk@<$OwM;kL=sa%fh zo|+K`U5qm9(ifX<^lG~yMtgSVj=lrncPY4;PZno)@=Ja zIFhpdwD!OpaOz}YCYQcxN(@uH6KcHCftQ^80em_H51m(%K-!Xo)hewbl?}>QJ`tVQ zoe?zr{3o2#9%3<3yh3!w$l!w0i5n#v!;Hv$J8f@8MRqAE32DJ|%(kc+{~OmbNkCTl z>;bPI5o@yQ7+*w43XkngbG&Ieu?VUYBPIe!RoM4Cc3we3JUap)Mb=PxkX z(>4lPFW+3Be6gm)nSC`hd-__Y77`+<#gNhbM6K^gc4((igFogJoQWSVR%cq#w5r?t*yVM#5bTSOsSCy<&_f zgpcLDq-s)AA&|Ad+b(4{oapAkL|qd_uGVbCcKRnH5bfPErO;N0rC_|{lR1~$A14%v zx|klp9*Df;4>99-uOs!=472$mm~8Ku9Zzuui9NpLV?jur>{a~^US#2-6@7dx>Es$1 z&GbsOQ{M~Wn}8i=oRLQw%e?HGH}L_dW~IU%Ik|79A)U2S zt+0UKUwad;UpBb;g-7teL>)VPXrNbuavA3HejO2c=5=IvApd-`sOxBcC0+8xt5-OZ zGjFkK$X8rA5?vG->~)ZcZ^lGhs;_w<%z8N{@PdB$Cy#9<7@ZV)1+50eieXDtmApTw zPGtHTeLK7zM8^X-jbj$e`ld3Lhd54#9V?A^#lVcG=+jv9!JkE!!8~p#R2~Kf>jNY< zL8p0GectdCsKO_Ha&DysD!9Z4KGQf-A=u!CT~Td89Yd3J+#(9gJ1T@J(~DJETy09?upfkOals}@7z+eIwVkQ3#3*a{ zO$Qm1y#^_o?Dt4ov6P8x52eq^koc8boFd6OHg_ZNc}VZ}_;PtMs5p7E0Lu=bdJVto zd{lF3tmDMjSF`#O@@^AhDo5>h0p0R3ohr+DsAu$0kAs3$lk-2kBuHFi(wi8Ykxp2% z2UjsNdiQ(yy(cT?7pI6t5lJ#J*bUck>YpJ~01I6a8ywtJ#*E*viDrqrLcgnE{Uv?l z5iI{@AXHy2B5Bp2@LuTF5^)X95R9`Qu8Yz(StZyJ{wrTUIdyiC$bP%V7++i@21Ni* zkJCUyLt470FJxkw7!BdCoAB(r;%O~9n6J$PDTO~Mv64zkB8IJ~<$cjCeVrtf4OKdd ztF4T6S1)3u)(_H-iD(yX!eKT)kR8mqxF{>2ESfPa2KjDxgpvznDOcbH|g^cpb zpss)MX7?c@3dUw-4#Jr(=>00UdFkI- zc~hHEN0?(5zU+Y>bEr&1ioT3cj_rYnE}fRJ&(Gr9ZIj|c(?oExif=3AI0IphhZ>9x z_HJ11Gy=RvmR(H87+}CH3}ej+R6O_^ja^=dXrt2~qy08}jS@(Wh$QY#K?v037mHSX zOw#Thty36t$nfxR`gDmwxqj||o1K-qv@ zBl+eTY@H6dVXM}z#UMlp9{-p|$TlyM0zE;4^c zAQhYwv89n5B8CZS?#LoZvSGT9BxXG;D+&JZhRbsm$OpSVFF`$?tsv!N6x$Wa9@P=N zDkaW<%HR(*b{Q!?U-+$L6G~QW|DMJWzWKW_H!MbAHy>Z+1D1VO6R|&of3;WZA{E(F zfa;lJx|2dQJHkmG#efD2Jp+TajWqLKP<@F*v5taFH+-|e(`S(O4AIvD&Wp{DvLB3Q zB`pw}D%s3?b^YCTm9TFhV9DvhRVgi?63Zg8Ev1D#{SBPVpv@hDmAq2RaO!j2bwfHx zg_~H2QCi)t1WPZJGpxHlDSL8g;he2U+m(~2Zq(2B%)`P&jjv4B=APNouaGB8>`wCI zG?Yk6-%(tZI)I`TJ6SGFfbz<_4AXQ&2*iaRC^NpUY;pAn%b+VKu~mWz@`H)Qge7s&H($Py*J8T#FuR@w5t1M7WbEmSIb;lL+Dj zv$@xsw!V7TQb|DU9FUUN@c?g2=o6V=ZL2Y-ydgX~58Wuv=U#g4Q55FI7}s0QwWFwI zJVotf=Lqgu0i}2kiKzZ~gL7PKr5RI4TESwMq; zevJ0-j&rDjZ8Io$BDXKiu_BpxlD~3Pz#+3h4GfGb(nU+fZ*_8P!D>kGrecEvct9vj zqHE?3jV|iZJytrQb`9%i*b7GYGp}Yx0=_jf%NK$bZt;kT*XYgDIy#8tbt~9am6KeI z=jSuwKlr&iQ+7CLh8l3`i5>_ce@4?gUU{kGZbuPv{SOBYBxEdtldPS4QuU##@S>o1MC(e4 zdcBDtmI?zP7anI3h7T2L{uQ5jyk_l&BrCwsE^0UCHEak{#a;0~Jb!#^XzO?EA>#W< zd+FE455Ua=$jsZ`xa__B6S5ZK&zBye%z-x&qx4M&aLXfj~(R`mqF=V@Y!t&=zggcOq;bgCZ5p^UM&7a6&BRkALIORKpJCb0Hp+so#nr=dr9djvrVWKXVZMu!XSuVDKAEc zC_?wOHyI+yy&Af#zQ3)Ahns1d#fN;LUjNxy(^gUNGhDF87Rd6#n$p;i3imXbGI~qo zVV_|WB&V8z`u2?E2a{1E07$S>s;{3}j-taX;GK~XRl=WmF&^gqe&*xR!S17geh^?y zO=E2lpIga>ypL!CxOpPM*m#euDuNNxs@4bK}b^)|8Ggb41?CoRv!=QCI zPA7WtTr-WZVllJZ*u*I4)^(mEd81DbSTVt8W{a^i0el(4&D-B%gbY%QArrmErq6NT zKP36g#X49*`j~W0J9CKrP}f_TL~w0NII-ia^QU9|XKb0R0@s$gV5Va2Ob5jP{~U-F zW!1CL4gC~;)#3W1kUUz(C=>&p7IMI0BEj+H9&)*ADOP|c`FBn!)Wi7=s6tUF-l>#N z=M@*@F9nBa{&Fa$h+rYE{v5^c92=ka zcoGyG?N`2f@VYv?T69$W=SaX4%X;Xv^mldJ{E+hL2p5qFd1|G59gxSTaXxkuzLFF7N5_p& z(o@6|VKPV@cp{3u%f6Rq@CG#)J^`Jy|9j8uv2;lr`Rj)%tIEdbx`zeTl}fquQg9g*PpB*4|^6U)v3NBiLD4_Y>n`xx7*}FGk31N#vRSOTqP+Y+?@&vfMr1H`*QhB%IPJ z-vJlxy@$3>ef>+q&Y6tZtpe8yK6Z2HG=hs0ySWD^77?_^&F8Y5X1GbAfMiGeulYkD zo*#g&MI#qpfM!Q1%eE4fxF+EELnL67eKK61itN?Z2y17{5Mw;Aklc_r9`_@Dk~|Nx zBc$~h8joTc$y)jK!|s-xuCIqX@?4iUq%w?!Z{jSf)R-Q3PMJiI^RnJkI^@CG$Wra&SL-xS`YR(j7`znMm|85I(}oR3g)tZsUjH~n z*x*RAK+`4(JyiFKncqFck<1Tygim%ajAr7+);*?�-*{*_%3gdf>rVW#t9J_AEFV zG$LH0h-eZmi9~VQWMNly>Cx050Uv~rPZl{8pR<3BeXR90RYReqjZ*Z0u3o`uYtql& z=ZSt<4$+yIufX>iXmvuJVXjw`K%0Cxo|kag8o^3!YPhaalHHaYf~~X^ESL^ijUR@H zgkJ<9b_9ipuI1;M*I0>)g?iBJ7AtPEn+@Lk9M;u(bL=7vpxf=`^^e3 z8;Z~L`Q1dg?`{58oqpCQiHuA7?c;Ir4u;Ic=T)B+f^<&=56`l8-ka1$6%YueL5E}| zXf>S&o%b)x1zCtm+<=m$@WYJA^Ch01Utqa)!nhstQEE#5kUnLi(ObRHyg`!>9)mS3 zPi3}%V324;-KnkEy~cE);BSXZV(Mlx+t(0a8E}ZdoX%2-Zsa%+UhXQcydO-xR6<*< z{7QQrC>oR>8+*CYC5_~fFREF%+(;LkaGk_2=F9wTG&FuG-lzNxB^s14Ws)SM`-yd~ z6o6D>u!lUxllmxMO?+DcaaIjcOS?2M_iQqFwZf3_@hHFn+lXvT^#EQ{1r6Qe%c!o6 z(JteDx7C6GuuM<@98f@MO`uvl@k$hR;sKmvQTnwcj1f3(>TL_12sVP7FO?;x9Wn5gA+#kxAEd^D&WOZo0KuRh{-a7;xZvV zjrCKat+qin?BJ579=&GMzy*kzl z7`?_aku#VAl}{S8i)QT28&3kd%%FLahD%E4j8`F0W51Ubw_7}!0>!tl6 z^`*S^{O6Y`zAAlfeJ<;AOTW36rEm!S;0`n&g^vw{#b%%J#^VZdhnAvb5@iex;WLZ0 z-TYGr?OD!yy)|*t&EDfb>u*zZ1hywGuC@JVH-Am9hZ+_r7u}z#T+|6BW$m*(P)f6| zFC~>Ug_F4pqBrJaWh!GlGWyqPKM+1LhX(<~i=(QmAI>T7g$N|e(Gz9Q2-nwcp!7DKw=zCA!M6q#hx!1uT#612gwaFtUaS#pOu5Ey6%T=feGJ7^=`q z>$2LS#+q5(`x&Vnb7i{}y*c8`h!urC-@4&ta=Q3zW_RY(DD-J+#qKaj?-2G5?=NJD zcYCjUe!X?>2tKP_CD}~q%P9Gp$0d%_9M?60PygL!8Gh*aXF1)T!1<$sR9i?(E>&Je zmcVO|iY;F45{zY-n#k{?O5&Qv3T=r+070RI@*YJC?Qw*OelhE z!f_1CoViff~cg4=c*VgEIFsR_NF@s*eFPnHHsk%YonZSwrB-!96HEFVaNgP$`9dJxsUU*yjell1-IyuBU$cWyF|@T&BOr0)FwaH zz?PgNOJsk8i)!rnuWP3p!Th2weBftj;}`bQW3ROJ=LSYr46n_4tUCk=Dpo!drRz%* z1>apB#>6Bm7R2OEPRAigyDR1wu|)b@;|Q`e;0D1h6eG8nbPi@$4)SC-<@=r&eFa`7 zuB$H1fnCseo>}2p0B;J2y!Bcr)iNXVpQQn*}h^aJ!IY7p}yAtG}LR zZ7LGi#LsKoe~0+^_-hufZtk?|GlNxztr=_y&|;8Xd2Y*nCdNM~@oJsER&dVOY@swh z>u-Ts!IJ|xQxBoXRR7G+XRsfk;GpLZT$Bb6=B6MO;4}Mq@SsYeZ&%w&gSY;nBmot) z8j_ua(=_YnJd~k{*L0x4ll|3%bLF2`Fc#$EPgdR0?RfArs`8(EW!@}Hg*`GS9IPtu zXMW0f6=L}jy}e`HF@+yKGxAYKZ>;T2+}~Yl@75jeuAunRpq!~`(>nC1Xx!WZyHRv1 zH1Putp|Lwzv2)BnW*1l%?)%a4(1U(>pX?m^d*ae;?fJ8VnYrddUV&aE4L#}d7dbXK zvq|rb;7qkbUWRclU;5$iQO8zQi9u;foAlfFf~;U{NYh+m++_(K1sk1o;UI$8 z_?v~%mMvBB%coH6FHjFjVvmsvY-Um2WCnW{*4W=E=oxDvy!gm;!oMWi zk!*9G-|#^B7l=dFpm|Pg*&N~~YKC7SmM5pp zmKw5~9d5h2BK~wc){G&+)wYwdv%p(s(LQEHGgYXY|`!Qs@7LQI4L z7p)92L?Cc6Ak*u#+{M06thw@3(bF-AO4V#M*XP z|LnxqH|o_VhdjW?ojBSpIXb8dj)n!apt;^4OJ* z+ggP*JbZXq6Lsvd2OJ+c9x%VHLP1l6W<+-gCwp3jdNqM%X%iJI#W*>VGc_wBRmxy> zJW5N@d7}Bt+So(OG~$G-a|q<|TiOzbPXWIrkiXY0)+mDIuHyW2H#9ZX;aYrk@+JC~ z#JErXVd*ir^NP`jT zis==-JZGgL6Z|?u=p0Q!$^4kkEhOm>qM-QU^n zH$uMI2AOse1dd{=Ow8n|zs$XP|8Flq)mr_YWIY-Sgcv$#(=38bDMeWc2uClvlO=ni)xpu`OijB% zF>tJ-zp%*T-$t4>X!C(>X1X68_c3*4{%%WEdQbrVZao< zd(^O+;c(g1!_*4(0&EXwpV_(Pm(EJt>8@&hd%qvMY(+#KHAo(HX4N4M<|b^;Z1sLC zkkWchz$gxu#@EsM(DL34&fNVg0A8UKYXU;by~W49YIiHO+BL$}*!Y|3#(rd5ypaD0SS3 z-Z5)&AsY5nU>>g+Jev95Wa0LF*}z0$5Dbj>KO^3~BS#&Gfv_JpyRIpN!?`N7?&D9y zS8B#JyOgL+Bec0ZA84`40Ld03J4vRC-0P*@@|LFa#@;%)*Dn_Y{khV~NFIe0^7D_1 zwtR|wYfh_`9LC7S%r^#yZ3O1Q7iMGbnzT-lMm_fvT=!m|S@>k5;ri*E@AJiH3-V~r z|M3-LCJ){6;>q8$dIdkX|IBJ#qc)@w@fkgWo}Nb;}YuD z?nPUY?B^m_eIM?Z^(`65>*3@0`^Z10|9-g$gtXo5Jl1Qedz7~;aD|s0XF5TJOHk-^Vg;7& zEclkzjUXCP==Ng%IH0D)qI>jNKVKPvB`eM>H{PMP$PRNKEIr*+X9`4f{M0ywRviK` zcjFNlHo@1gccpUPI7TtIFH^BJM( zUn72AK~B2%%pWl|xVQ6H*69%aMpCLCsfMpxu4oB*LYh>_UwewUifquAFA!+U-|%|s z57x=*S0;35O~W^RW5U=uHvSJyR{<2|_qAzIVCn8wx>F$sY>5^`c zZdjzd1QzLT_+Eei`IuQ|mH}q&-TU5i&htFyIVo#GS%fHTIrNBGo-8tt^Zb=n5xpjh zUw~9m+L52H$TfOb5|#QjP7-CJKIFvyIu|T}O6cQ_m$I!ajDB&_N+lLc#0nyHK{K55wmb{J z%fHbbIkuV!NEuzY8t@@f?mL+zNv%O#>qu^TWST5DnX*avl*<$AAX0M&H*r7eN6qL^ z6&U{|60L3@!o(85APm(Ra|A48FbMx!k!l0Q(z%nvds-~fnzlnuo3WwE;YpZ~lVIB< zsko%n;eG2Gg;Oty%fO8PwY!(`dJE#2ZG^`I+4Oc8BQ zpYQ!xqy6~HjC1Mybm08!ruAn8xIepAoSnQxIm>25xW_ivkkRsu`!A@9jqN|?k103f zc%Y>KROY};fI-OO{UKC{+^#5LTsa7$MPar1#%)6F?5wg~!&l!RoS+pGZWkVi=mpkW;_;!%48hzOA!J^rCBtcuv!Ri(j=`8OeNxZP4I2vQZe|OwD z`~+`caU2nMc=u=hXL3qji4%RycR@0?>p+;*mk7c67*eKx$;?ZWflxMA$bio}1Dg>l zoGXax8xB_`;aUrFaGK8|?!t@s*AoiLL7(-zt|D8bOL;hY_&6jM`iKN=`VX@ShuR5| z32(k6DCnR6aq6UxQEB85XG(QCXHX^|WN0+g>95hBNFje)%kUwk!Xkm$))Y|=juq|| z>ph|I=-A`)?Xhh);UR(ocHG{Th?krl2?iRr_vF{LoEyuRgIB2DHhO%UX%pRbc;WM| znD;G7&V96-Q9EyWK9n&}(~<9zp3qDOOmvDZt7%9(*s8Oth0B8FvjX^qJJ3n!Gg%_? ze>6DA)h=uZlp`8!Q0Msxjr)G|3bv@ z-b5#Q;ALfHl@DXcWlLe53V@HYs^5U`G3FgowJL!<*1fmR${PMYdskwh%pivDyN{|?SjkcO5ZvGbh--gX@Z_G@=;qaeEE(KTPPE4y-!;{X7OM_ycF zHYK*mT9tY;(h~mpuWYMBvKF-6*KBRORAaWU76WI%TQbfZJukeeHvQKvabt=_{@$cn zpJ@*Pha)M8Z6zT7y(riM6z)>N_u*~Jkj>^Kjyb<@$w3UaX}4gD)8Whu`kX9d%h zfKB!}b$Cq z^e(bzV}-Y?`SdCW46o`CRA8Tv^~TqqGx@u#Tk%tIsq-uY(#n~ZAzZKV>g+s%s-c$3 zb{QXuAk4rKzN5_@$v}V@OgSmOM@AimUcrY9hEj94HFl@Aq^?^q{`}Q5#{& zbQss`h>t!4b1wuFxuerEA2ltGr-Rs;%7jbYZ)lUgnvpSmsyT<;4FJ_?VYIr~= zo+P|iNT7aWe!`h*Qo$b6{)te?>Q26e=dtUCL7;Csi-8A4@QJv!mC?AleOEN%q{uL2 zo~yAz>*BtYD?fdr=E65cB}Y0oXn!GHyc2#HE%a?}A{)8n!e1v2y7#~l7x0vt%2MW@(%-`yXa^P8aQaU(I$xD7RghSzK~nj9;{AZ; z3txCt9zQ+Kd>l>;(}FsVhnk;nkbS#yv{_}8qHpgG9KhOb{5Srs(r4NkXu#pmTm9-_ z;Ptk4R0DeOmC5S^gR3D+liI=ITF3or=2ecl>@)~Y=6;fM=4-;i$+O4OSD{9uarBon z(bntsp5&&kR0G-IhsUn9mH^?dyVqTUg5L@bh@;ErcU=Qwb8eUjOYnPV-F@P!L^J2|CO#i)N5EDng`~R!#bWh-sSTZlL2NY<7kN z5-&gKs3^NQjTD%~3Ey9s{eh-pu!EWODXWQ3s+kkEi3Ybcgw{yj+eoO8bK&=L6BJ9y zvd=|vFh6yBH@W9CJ~M-#Az-ik__8NE zU^jT5Sg)O6m6)hVB^vSd;riS9w7{aQf(|;rV4Y-(D*gMd^j#Yd^9=%ocsNNl$%;2b zRcAG+MsV*&Lq$G_v}PjpBbk@_PRB6=!S}-;FX0iKY z(oOZ(F0jBlr!^(&lG@wac@rHJX&R^Nijo=@a}-^+Xv9is*K1Lqbi8UTa}g$%*E0GL z8(j=R21LwHec(?m%``n#@5CuE&Fg19p_pLN^hbSDFN{^FW7&jMPyux9z?(QE-Y;1o z#h)EnMhXqK;IPZ6h8}sx&C}xu&^Yj?CjgBs0yumCek#d+kAr@H3aFl7(qhw1gei!2 zHT17Ku1R4+*>-y9zA7hDC+%BgjPtxky#-8^JHu;C@E=SpiBSd(eX|M3INsZ?D-@bN z@U`CtqQVY@dk=~SZ!eW>;1<>ldu^%@%{%h;#>I0;F>$6Yzg7q z)r*;0>ePjrXS$-q+BCR{GP2M-mqrajN01$mofg3jCLu&<)m$-$QGjY&4IkH{Y<|dq zZ*yfWJPZ3jTJRU&nnD*B-vj<^RQJ$OD;t~b094B6h2qPUZYLn{ z(08x4#b+vKrW)!(56rxx)Dny3X>-Sg+GJxy5yDVnx)WEUa>NH)ZK_7^vtyd&e6ESw zI59ky?@{2YbTuTUA?j^xdRf9b7T1WA3_T`J+p=PB$uIMWJW7`bYiqvHX9UhEu(QCP ztWCema}RzNvi78aMKH(FBbb?mGq)vJ<|_PwsNB(g?kb{Xc^y(^MvRhP#6V%ygbn3s z%S{x8)(JyPjn*4=vEW2I|4`?>O&OPFR_!5-A^$)+8o*BR9{#9p$kOy|S%MmS<8CiU zG)#RqY&t`a+#T~Zm$^`av(Sl$ zK>gE-qo%UUH05ET#goMh!VAW@UCuC`%uAa!SfAc3ym)m>qi> z=+fH^Q!Sv`e_{)g@l9vm6jq}>hvC9JObJ^=hB?;d|LlxxZ)Vdw%0)_-*fDwoEs1G}r zW>Bx`Fb)|7gZCqN=VjXu|1o~hwP7XM`zsM+iNN|xEZ7JaaG zuf0S2hywM9HzEAl%(>3hXUhF*pV`$uGxGBWRaLW=BHAU|l_UtgpoNN4ZVqii0*R^d z*~o(}axICVtAX$l{*t2hN7$Xv;?bOsnS=y2? z1_@058D`4S-{84B>iKtW$@4m@5jGY(D>rV^0Lq}ffqw62oetXMj`^sd^DTDw8Q0ui zn0;E*JbHZlTQBCb1z3ykVa;dIU>UbH^y5BdrXJ#;;wS0NEWgXo>XLMfZ*7^kCRHnA z&|x!ZgRC~~N+KGwNP~kv1tPt~=}6f=qv$5k>+@^v(~@^v$z1l}L(>T*=j-dGnd8_H z4LpE22%St1;r`=sSWr2axC^lyg{1x%nE1($!;T~)!hS-b(7iU5)KV$G*Q3)#-4%LhXQ4Dp8q@J;bI49)r&l%hkWCb7Jo7=J{;Sbe zjk7`iIjmlHvb%0uXPs!)#Va(>nUXs5z2t-Sh+8Mwd~%biJE0~#8g*)FU_Q1&w8O2p zXA^e1M|m0EL3_7;ut6&!2wM>L5fkSxS0K!#wLCG(Aq`ZIJ;N_OV5h}RNA9%A=VlNH zFZ6Ls(5?Y+yy1NQ>^No%d@QUVad2V|jZj$-4TLH%>Vy0BuvmIb9N)cicP~)a%%9tt z7$Q`#nl#kcG7R{{(jHT#j!Dj#K!0{BOgT`*;{77**Oy+YWl|^X)M+@6=|(}ZHP@&h z=zgg4NY|S*JHrii#cvxNZSF|WQjT$uwy_A5U3Z8pu}JC*;J^Fh_n690*$@FS}l zS2!l-&Z>mfR%rzzm@DQt{gQB$cEt~z|JEf4r9OwcX`Rdd$WO6J@_!h&dLayHis94+=YmSR`37;86$ z2^1Vcyiz}kQ77km3Q$$O;4xMAs(Ri35O1o+xoR0?+%!B)#_*7%)!pghT)@`oG{0iG zP!zP7Q5>XdoMt30zBuxsqRr2w4g_RlS-TP}Y0C%o3aCT-_zwF*7z#h6I_`<{R~zRR?fFc*j$e3t%?1o56Ja}aisK6Pc8!fPuz0RBseGH6Vt z?}_I?w37zQ2j+dw{cK#97aeOR#e=F2_*kV-rua8D8xyC?Tt0dhU7v6)a!G!@M%ZAd zZ4>4f9q{mI|ARofv7pd3pkde@F){9GbTbzJPF-g!g(7RF%Bs+2a#Rr&F)CA3No~*z zxa9u@yR;Y!P#`(gC7r^B&Bhx7d2$O|%4xz)?3u%EP2 zmt*X(85#+t$h?yGsI4MEI@=$hthvCz5vMuR98V8Bdj+4B9)LpgL*b*D<)1aQ&w|jx zZkHUp=xDe(A$#=5Cba*SV70xS`&sJYL4jWcZ>bHnrJa1Qbw%&N;^SWwP~wYsL+J7R zO|9GD1g`)$Sz8Q7Z9`@H>!#?KBduw_$2UyZ5taT*6bB16Wg&8kd(qQoBqv9dmvyxR zfzz6;v-8fw&IH=H>r*_>da&kUrIS2&XFlB>oI-K}OIp&hG}>&FF_fEHPu#YSmVn+|4WT_Xi@ z`>k&{7YwKtMIZ|1VXnZon~lzM`5!t+Hq1m45GwJLy$md|2%N~R)i^(opY~w68&&@d zfv}yo6wB4{y&F4JepK%hKI^Y`&ox@(>zKNy5X;Wz=I}-S@GJ0@F;`UP+pd2SbZpl6fzDTJV@Uz_9D zwZIeZ6(a3DNKRbOl3%x+CnOJ+vXTa~)3@$J29fJ6URg!rZbzSB!wwF5cbp1cCH{H9 z5#1fGwf_IgUh>k!z<%%)6vWhCyBOJa{d+kS5rO8}<`-h9iCtgM-yBFXy;>M)x#=Gs zdtHa`MnUjxY(-3ax;-;Jg#bxLw!~mDVs$@%?6aAgGjjD9Hgq#hW?k;h(e-n`RAre& zM%piEeIN42cOaK`Ng*(QL}d#Jq7-|5P_x~Ib8bTk2#2K0IVg>sfwur%C_W(OJD=OX z*b?r5fn4kBvuq=JdH;<#b?rIzpZ- z2VO~=4m(qU^7mzy{1^MBO3P4sAsK0JJi=f5TQ_ZAdc2B?HL=G*(8WTs@G;_Qp1He% zFg0Q?At;u@Gcx_2R8e-!yYv!GjUE~4jJ2&+3RWRhxP z2-2pmHB1i6j8uPZi&HbCLW{Wi={2ly2NL_VfqJ>(+vZARZo-9FKJX7{f*LzmGw8CRns=U><4`tkp4_-`Oi`r@)mM&tZ=@aWu^B?#<=&&Ol zh6~B=w&rFZcg*b1RVK;zIKC)NTErsLwa*ERP_4)LP8?KqrijKqhb3pFGE%l#Yhb=y zA0)Of2@JSW^vsI-iaGx}G|m6Ps`j4s!`q+vP`s0Gn*8?2?|ab3{Rmu{cd`={lSBtp~N)ku*ZFD%k8bHtM1p+!BLpc}yzY5x zocB(>x3;A_PA>m^c9G-=_s`CZIiH+#si~|?AAoU9lrrQ1p!I4 z0S3;*7^D{io^3pv=9u)g>SpZ+t(5&kK8@y|<=mp3a87o_q3Pby3XWVQn1l~+EvT&z zD=;pD`|z`Cdjme|wOw*U;T_{GU%?jN4!mvDzSjm_O5`2n1Fd{$;{s8-TA^lF*7U`R z`;w@8-W3~wr$uv<9miiE3q)BP&x1_y#$kbM;bE&cJw|Jd@av_N*1DSceHp~$Wj$R! zr%ocEWEGK1q3t}h=?~FH?sv_feGr`jY|7p1=N({&;KVb6i58SGc0&2&w}9^su>EYe zG5#c*zZg(9qm1|I$bV%zLj%wB4#-lf&6fxv8IHsZH6y}?W&#DMq!zEO&iE$xHr%l8 z_lJJ}f~OwEwd14QgxG9K1ydwd1=Fq55-31YQPe!--Gr^}juL?OK%g=x z5b5(;8gHp7wub7-L-`~c6RTimmbR36BAV=bx-6co)eYrLtI(lcW%wWp0;2cllT(X^JM(O$DX^l(8ndjAI|u>qRhVEp^uswPeI2vu~kkwr$(;dC6{TMmi&$f8e#(F zBOZFVva7y;@{oVh%~1Z6^X?LoYLVPzGP_`4e5np^pr%%<{1_~8qX)YD*fR#nc=5R^ zH|qFTEB8k@umT(6tDhmyGuEgYCHm;|I4LT-bMj(1b(WYm8OoI1<>czdeLX~HirsIK zv6Ho*c4s*mLlN#woI|;nIO(0xIV|Qo_r%lr^9g-r&G+ko;I;B~?N}Y_rt(BG$J04+ zEry@tf$lf60!1Zd)uvj}ZP(Q5iY>n`8@!x{ML>hAxYfvVXjT38b{jzbaNC$KMuu@n zN3zTyVpadI1%Sz1!`DRy+cwdC?V#=1Bs+X#0qQr{4yv^+UeQ2RT0YT&k5*4-T?e%E1L+<++E`B$g zgNEw0m#S@4m(9_Bi7fWeWBDCTMk&=bIe z(4CO2McczAi|RE(MPrNg;S0y$enUT%!fR7O_BRD*c|R*8gYw2`dh~J7oc%eCq)qfH zL({%+3W_GD1h5;Rhgz8Da&XFk-{y|P>)O3)f$n1GQ8psg2TL=j_)qkH=doAvI_da`zIAl9)neJIorx$g7m z?s@fC?(a~w$C8WLyJ4RVmhkx=sA9;3RQEO)FhmqPCbC~23az%@*`Bu`TD)rp;<4Sy2&#G}|qR8ehRcsmeif)9}blXN4B<~^?Y z&X#uRLHjsOk9HqEbQqnkjd{EFEsri(5k4L8qTzcJ^u80FzRt&-mRx=mB22*aK{SG2 z#T{&fvJ~Nv6axHPNF{-vQOZXU@LpT{(;zO?Q&l6G!|!gCT+}ORwaxtkFnG@b+8`VN zr*=m`xiGc5I{pv&1Pn+84r=H#?1lxQ_m?jDPH*|OSNi-UfP^&#$PNq3B1#1@a6_&S z`{!nYDqFrkT(1q*73b{KY5At;>Dt3X;t8IAUSN6Nx>F7SR(cC+RNLkD-pS7pakZMa zOCx*ixm4mFF+iSnH&$umxE#CdZIg}yV zfpF46F4icd+(3l(N^+J0x1v6&e?1IegW1;4MqHeR7IV{*|7v%JdVbAiLv5u`6NTmv zD1)I2(vX8qP8oG?6+MKd9@?z_D~=0VGhoz!?P4vme{C%{;L57v=O_Npix_bA{0jH4 zYsllUX3#=3-fAgYkYDbW$+K@pyf-0FRTgW+$TOL=?A`Bz7aKr+LB?04bo>+u-s z?Xewtw-JJ6(e9>p#OUkvpyDx^esh{7xxSfg6jnW@PXXI68A$bYjKUlpX>nFi*m5*7 z;<(Z|pDf%;NRbC%ozjxV5)?G0q`%gex75Z!6Zh(V&#@CuSd)QVNPyGB}>V5EF&vy{-Cp_p~C|VoJQ$^`yj(zp@LaEC#+V~J8qbtWg zs+ZFV3r9W$(Et~h&+Uv5q%DLKGXu-^q%k%zq4|mA5^#BSRRg$11C5pg8ynQ4Dd7zj zqbY1=Z#v`Is1n8-FOghE?gl1^_8}Px{97-^aLqy-G~QcCx;TsT4q8M@eMkmJpw9CF zEf3iP;oIra7v8;tRek|KpIM^|mH8Jn3H^Gl38h2dlO3`9!Qxw^6a84+$+{59cLS)C zAJ!YKl?Pdo+L)cC%N=Zl{}Sc-SIJ+C5p6>Pt+vpjUY${s$h;?ewYv?84IZemQEoqj z$r!j|3hCyPktRq6O@-}4im`ev&|o4YR=u1sN{pY4j@Q-pz_s%;WeqXQA$PAuQ5p2)4TFwBI0#U66$qgJMeh)XTy$z|w14ig=gHOH!RP1a-_~yc1N4l4 z!vy}lRO!D_qU9u0;Z1L@CA6{oh;Jx~+401WiEs?0G!uRVsSanrg zmQYlt=eWiN)$hNVaL66yL2@}JjB&=BzU{5~cFb8n>lJ3TiM|CP`i*EO2)&?d7*KWt z$BmArj&T!+#_22Ay|O}&bYX=TMW3=t0{p8JvAj1B+iyBfkaP3$0-X2yMs|T#+z&au z!4G{*V%;{?9Rt8CM1Y+>H36OC=ma$b(^6LU4Cv(Kv<7?}B8D8?+z>c@N=}Ifp$c7F z-VKWV=fFIH5Wj&ce8Z=ijnBri(=m%iX~Aoo)IM}HYn?S*Pu^oFF>~m95X2R?VQ#mo zQgb~V0uS`y7DZ$Yr8WpNl8U)&elQ}UDP18RG=YAzv1RWM1nai%#@*m?D|bzU%4jbO zzhoGr-a~OBAs~CKHJo$0n~w}EWD)KFS3mCs4a=1q2AY}zvh9IoSg3@O3dtFv;*HVPlUoN7e01d21_s@FXiDuG8nAR?@+40AY-HE+V?jZvBwYa< zYdN0LiLN`_bR*n!z@Ip?{NREO43}dxS$B8BD}78K|5n~jhP7?SYxaKrR$V`qnKyf=|`xZD&ASlpih*5RkXs1>6X zJfBFDS1^%(-d-ZW*ptV1M?$#-;DJnxPHufm}vd9uq#lLwL z*ANzYfMkralH#KQUr2*nQJ!YJDAWlY0%i>N;00ygNVB9m{kH`_iR0zA_Qd@^wgr*H z{C6N-1P(3wz$}OF&kUb7*pMrff;^jd(`}rTq2d5BCQYI65ud*4Yq%g35p3T~sb_}R zx*ki2mhXXnKp%7G4W6qW^;q$I&y=Vl_I)-lJN!9NmgK5u*L{_z_#%g;+aXF+w7~oJ z?_B+0gLYCpPx0ptm(g$8lcthf$Sybliay3H3|Cn3A3O`XRIk5P(tjSt{vucJ04K+e z$(UGGO+PA^ka-xOX(-ca0=#GxKHfA;X65p2cm7uAl$}s0>S;BIFTXFS;vJCh)a(xw<3)a1knsIML zMHun0)JU<$Yt$u947t)8G7Qjp@#M=}aq%-}$LD{cF-i_;F~uc!c1hQzi%L|a>vmis zj&$=UIjmp7I*3jK_`z1BJ}^oLn6==vY}Yik(EQWgY5gxy+9H_Rd@rMm^cUI15+Cj-IdgarURDVTZsiyfKuOYwOG5x%^JMGRPbX|+2SlsUJ zaAnE1TaNIp78nm;XX01CM*|2}j}IqY7=hZ*Uk-i0SG0@gLxQBh#QhqKNO2VV(;8bo992JdJcmdD&Kfu70-173sf5T>O+V@0X z6)%}S|8Hxo$z2*jR(Oj$JyTQh?s@Vq#{K|L_2>KePq(|3 zZQQ|aB~X(=MBdHA!}R1jF7%=&Olmp=E%|n` zzc4Ov4#796miy--D||=LJ`A?uoby0#bpJb*{kpWh5D>K>;6w!f6c8v-QOqs;GeXGn z89~T!TFVMg))d_&CaQv%UL=XfNbG(?k{CtAGkC11RjEH)$e6wC)J)6#`ZC7JqMq}E z>t$xnMdI|zPxiWWhmxkyrR2(2-SLS&SOF(*+7AvkD*TDML{e2ud^0@=v!618Uz+PS z9KfmsH0l~{3sP2Ah2`%vMzJ>`#&BBo7^&_9rb(}99ApO)Vj3%oz)+nKG#U*^MtS>m z*JRrkCVB9e@4RNDYB<4Dx!7EVVGi{9B#!f<*aUlg*yLg2wg6$$Jw_wZz{sAP3IXZf zpvH~152g4Uo_qgQ%h>{^MdUU$-I(T#=%D}z2zFriJKM8mSB382nClxlU>20C>ktT4 z-j#34Iruef1;iT`%zXcceoC#FJA0auiR5Kig?M3Y;8Su|%t(x2Ru?e9j}?FC_=p7_ zs1r=sFP#U+?^|8Y>|sKkYNB;F;wmaV)z2VJL(J4ptVW;LF{1E+vJo%zyS*1TuQn;) zdLL{fGvP|ypM{Yhv%ktEbZ{44+<}ZLKN&mdQ<21FtuA;XbY=CgR9K?`I z6jr)`uiMe=(}AB3rhR%^NKeOYa-1Cq`34YfO^nX3tSpNK<h{FDcUllNjUrxx|!`8-~C4EI5)<4fQE zwOoeW{uX~{Mf~MXZ}ZUZ0e?Yc>nzwbpK9V58G~4;(Sb^Us@ufl)D3pekS*j$Q%cL- zRA{&-%7iMkTUf@tic=Mdr4SRNLQk1Uz-N!eOHTpQC)oma$0lNd^YZ{N#;Q!UN|?Te zW;}zZFHQ`}KOxgY!Lt;lZo*ClpEqG};#3cgea%}}#PMLr1#n`5{2R&tmuLdWD6xxR zf8|CYryTJSl^l2%t}$c)*noi$9{_ExUCz4l9Q>;x_r-lcfg?>|Ec3G&iTjt&dG6q$PM*8a(E&-EHL&OarVUR4lLg-g zLsYLr{Ks7~hhZv+vq;-fRS1hXiv2UbjPmZ&EyFgPJq!K3;o5c;rT7)ot@}?8`#k;%*?+f+p^*qJ+o&HN zHfR250fbsiWenukl+;0=P;`@RU!ejFcxFT$Jq}0>hD!UMh~;}=3M;Bt_Lxg9LmNe5 zzA2y@n|kt1;l3*z#$N&d zRrJ76qFu9HQ)4Rc8;dm3;Iq4xrK(7N{1QASR8><& z`xTCy&K?^Jb06~A7^$$_x=h*-q!WO-ggVupk z$p?7w-BNZ%)38$f$K86zg8`Xrut$so>&>sFi$Na%PtadVSQI`Io|RO(a8myoGwx`4 z{W|roOgtbW<#KO?)Od8&VI!2&mvL{9<5eP}gN1;tcP#c4ks8GPk}Z0lP1`zo&oWys)LqRB&;-N8Dh+x@fw5Eu9>m~7#JG4oa0~rK(}&U;N?Sb`~;Dr zdrbkHn~9df+HY%{KZaa^X4ET427*xbEJzA*=xn`Mb5RGxyOsY|q-oRMCj=3bcCC>& z1nmhxEgiHGgs_795Q%sco*p>}fyO7`fdpWo|ptV$T$CUviU z66xW@XhoT}PwaA6;MvZ5Gf8n_E}C6L_SiZ)=t|-G#%VYGIBzX+X6LUTKZeKOiw!&f za`CJuJ}o~|&W+^i-N#J%o~gn9YO*yX zNu)Xe20iXfuK%c68NMGl|2Bb@KmtqFAOO-TAV+pCn*dZ(E)|*4Y)BB%*ui*&QUQS{XlJ0$%iD%PD z-U?}E^q}Qk#){xGt+t<3f?hQ$OdN|y^=yUcOKVH%H%~R2CL(oUXw`%=ToD#UU&CiQ zy7dmKhMM?u_x3=6oO^gO8-B)>pSEc&dj}_XV65jmD(CZtRo*IH#9zPqcmo_*l^{lS zttqYCKo+#kYQLV;621Rx(NQKazT(O?FWeEqte}Ocg#4K#(}&>rmK5x?l3uM3N_`Gk zQ1&=7@)x++P73OceYfgGqfN%&bFhwA(9#IkT-jpT_+E(>;FjtSB=vf8=aVJ`20Mpg2l*dU#YQek zq3G`Q#pT@iSYp-EpHWe*hm49T5SYHUKxwTk`X+ZMg1D{5TJ5&2o_S%t39Uo3svcKp zs7rtL2VAEs&``t3{cPnQ{|?)O#y(k~kV@f&HV)B|TdbBHvPm}T;Kb2XHQjtldY%KA8e*uH8z9Rp zD(@$YTzK`SAnp`zky+PlK%J96atsqZd$N2zoj3ee?DECH%Zi$9-c9qEEI(&@C;M z#zL7YE{Zd#B0p(whWVZej-Js-h&G2Ya}nY2XN;GHJh1&Ebg;`Rerrw*d}zZ)j}#oh zIXaQ8UB>e%glhy+C_A!ETLL#g!PHMwM*a!7egR5F{rUOC(fbn2C7L4eLJkTB&-+Bp zDM(NEm$5W%3a<|K#oZ28j@oXNs7!wE+^Z$bPw&P>pSpeZKX4=< zxM>wpyLo8X;%M~*Ys@TCzyN^+R>yDDUvyOK1Ap(g`gj2F$YzT#twU@RV}haQ%zFKe zSQpq3Fi=`tR`i3+i0R_QfGs4${Xhsp&F_P zP;m0>-Dw9bNG!RqaAh7)e+%Wpe`+FY$v4#m%yj-qGT^`*`}9t=p~FUE(mMuSv0GQ? zyJ6U0vl_Al*WK?=;a!vz@Ss4%Uq=s9vIi((=9T>yD?2M@O9L|!@#yMn-*X$I-B6>) z9P%}He}M-k09v}%?gyYH^9I-Eb{>>21Tl}ZoZM{+sP9un4hNj@i~gfo`<`BKM<+2z z9Hqe~&v2%1v%)`uppc4Qq(;FzbA;eRSb3X~Cf7%@P>>_SJ@?`130z>9X{bkAml;t! z7H(P+b=QAt)C%-x1puTm4%%SYXCWWDEpqzau*kh0R8%#t4F2@d(KpUNIMm)U_Hc0# z?D(v&jk_D+W(+A>>ZET%1iof`k5J;Gq-+AXkumrlh>1ovV~B~d6zx#VB_XJx5k-zY zOE(G@(2RK0;00`EEdWCye^PiNRQBu>FN<6aP>!}wTOcL1aL*0h(nGT(p+$0VHKhGQ z$MSmCeI4^xMz8(Hql%)b#P4eSg035ww#r0G6cTSV`S?Ff*V2BlWFiIEMkWh4)jMpA zfgjcnw`RJ1h(o%o{2pHOi}qj&BGp%O45IYxyyewlXAk`}N3$K3<3nQl#8!K8;(piNhb_PCZ zch>NX!|S`=X-<%PCPIJY9Otbd+#6(M#4#*fP0Pj;Brm^Q8s=~Ju57LM-kX0v30GF( z@v0JcMl^AG4HBW9bDgjHe&wuWwwKd;32wh$-C9eHEqHma>)rdqq+p13vVa2|t;P{Z z7&0p`{-TYUp_)kwLs?o_c#M@jlMDhL&5?Tf6@V&%(?~Xj`z=6AD^TR0Lcn)$Q}QF@OttC+jaH5F4r)L>Kct z;F^dj_o^9|Wc!`OD)$E_Z=p=AEEqug2nhiN^d&;=SX-3&n#H3=OkeJrsU%h~R7Tbr z42_nuEUk&e1VDdPW}dbr%Y1ds+O6k@&$o|zaPi%T-(kaT5c9)FIK03;yfe&14K3S2 zsH>sh4na|Ykc~4M?B0oKzCi<9xG@xvI6=McK%hB&>#aOYVaq z?(v0Uw=UYao|Me3fDw@r;dZf!HTf=`ddwrawQ#Pl&;2$g*)M2N7&|hPTe#s~vex8_ z_ObQMZR_Dj^LGZ;j(l#WVbI9w41+&&{qyWtvEghf7D04+sJ!&Z^<{D*ms~h(>GshZ z_59J2IG{VFgM%}b!G&oa-5EgoA#m%O8a9Gdw2dI-YiMfF^o|p^&*sKL2&zz@UH(IA z3(-XyghP6^;t+ypK=IOP)Tcxaw8ChZS(?OSmIs>!EdKr(98mj`pXcW&10J(_uZh}P z18?^UNfh_pM2#x_?nR!a7M(fC&yf(zhsM5>*eLSuUqiwWtGW4ceCVjA`$kpCpWC(7 zUj!Ayb^AvsSG;1P-zuG%sU~0ST4^&))sz~3SX)OvlF{$KW~;O9uYz`;<(FNetPr=DGm28z;_Mz?^_9x(uZCXB}h5fx&l zM8Wy1&toMz($C0pSpp5Z_^~_s;P2fSn~l!=#wHP`J*ogX`nGz1&dmg$E7*=(g-TFG zM{SdhJoKK47$g-(k2dCz%kZAIA~>9c3kc5U*W4pVI~YhPRtXgtym8!8+MiH_SlJx_ zLCUa&WNDf1i~%$pEp&cK$_m)%(EvkZcKhbcfLh{dOO8{SR>6cr|1TpR6LZu~!!>y; zl14R~i%rPL z9x>EO3Nncg8ppSnM%d_~o_{lp-aD^^+$(Qgdc0Mr+~L81dC6arPin|jt-$Aay}zVi zKjUk@I@xS}d6nvey;L3e*A3i3=6eetFFY|=GuRESYulVHhd3q`g`3qA$tWi=zL3k> z5h&3tL0b|irVCqNJLSq2$%aY0{3uE2KqM^zx&#q?X@z)ieiefu(njmgBl#(fzGO9FlpX9nA^Di4p9D-OMvi!2D^jb zaq~03qc)$LBcMgtz{Wq@Gl@_hj=y^3^E}%2eCo`$r&` zdG{$@AsMGV<`A^GNEb?cBpwYMS(Q%D?BZCA+RDn1lt#^}2k0OS_!u5?ylBt7fN55) zl}G!Y^LYiFjwnK3vZnXG=Q`rqdJx&(VISU_HE&*=#yo7SuKSDMV%@Hu^xR3F-ug{a zA%f4HOLW-ICwM-nPmO$tc-NCS8DXUGCO27Q%Z5Z)qjg8(%dCMaN~<_DmW2_?tdT7U zj=wm9QTBTTfQbX(pHQx)DQIt803jYw6E~Zi(d{u6e@6@W0+YI03~kF67wa=0WzjL* z0e;s@A8n*I^Y-F=K?L#Qq}k zUh1TxwH&>s@27UV{&UE|j@>kF5Qiv=P5g_5;2T#eBHMdhF4;6IPBDknAqY{5Zz8=; zSe0kozis+#0D#@1lJR{Pcc*u~pn zP=ArxqcG=((``a5aiG>pNBPGAb5HPpxE+}$Mf~Wj`5d*i)BZskfV{7jp9|JNoB;+X zP+J0nGQc})3fazz6p$?nN`qyJWQfr~W9fb=1i?T@)%Y_)|G?*Yr!v{rIw6L{UNPnN z){F@$V zPo9M16O+I0g*U!;1tm_Ji}@Woa?z*Rr`4Dg+{%h`#vSEq};D zSu);#X2;)w$ZmsNK=7FUYLYpGInK4g1wW&@=oKzv9r}8}Ge7*R&KDM!G?i}d9JcPf zA6pf?SM9a6V(0U4(FUc&9pzDkhzTT}EP@J#m!*J|ra%vXgE3sjt}m>4_~l zB@Src_HNJIW^Qw+2H|N&E-tZ3^T&pV=~rWBRQD%bjOI(b6G#e!n5%)Xy`GWE*AZ)T z6?1|n@AIzhgM&>XqX%xdD;728Lx}4n6y8pFf7XH|VFhOT6@G#4g+rUr2gIitTK3n@(qK4z0lDd| zyBX3pi8y(vDb8HaXAti%HZoE{aT;3UI@fpN?zUm~+^B%c?@UO;1+ge!R~|)|5t}OE zVj&oD_2V1@WF|}pL5L8ZEusD5V;{eSXtjS;cUrn`Jxgr^1g>8gaP0r5n?g{47$FJG z8!9M<1mHbzT$g@|Q-K5yz1tgs5KY62CJKbEOQn3`pRpaf_qKBS27ojqM`Wes;#9el z9SHPqYt$JWzf8SB&3R%tO0_S{H~iEhUSE*x*R?kiwO!HaB%CF%Ix@64{f3`xc6>BZ zC3}J4%kZSYi#`UZdPs`Q%e#d08S9IcdUFriTGl#&vfWl13zJ)bZD3=Tv$zas=C8ad zUbp9b$M^b_CMVlJ#Jy^F(svMJf1$VRxued)P*ChQx-D8_OvZdN`8-fP?+b<_KfKRH z2nsZ~WRhqz%vy-U<)PWcPBej@!2%Isx+aK+y;uqiC>~@n_GO|=2sSy%z-8MXs%Xm& zqa41#SF)bFuJ!zHYuH)geQ;nU29w$?V}DBVfcD|v(7<=~H8t%BLPkXOEh&w00RQai ze5G?ioD(n&@1UUn3W^QuyBZ5(^=SznIbR$BN>_+PAa3d=+ijuuCiU_a)S{ zMIBrb`1^k}U2||Fe6;P>=GL}t+uGW;ZQHifc5B<-x?62++jd{RH}CzC%p{Y^Wb(tk z_ndRjJrt>NAma!-8DjWxZSd`1cf=xrhl}><8tP>EGsEX)BR7hp?M8X+<@7Gm_fHWfR)`Nkj;0BY$C!I|oSfzg zM~PWWEKRQwipK>QX2&urEPn__WB&&ft_>PfqzCpwQ#B5{`f-oEZn!yOhL}RRnup~{ z>qGGfDCuAPr!vAL7#9>;@z_DgH9K5rYdQ9n2V%-;>;&ot4RM9NDRPLE-@eb^cQBRN z+M07&q=NilUH^vPzm5pKmJ0#|UI7^B3K!WrM6wbe!A);=j{m-)A_&7WzQzA=R%(kA z_;BEGO!rLK-{pEbRP5sd69kUt`dDVida_X+t=?o@jg7H{_-`r;3~f%=H?YrCE4B9S z*6tj}$%)MsH_DI{(Q)EI5@3rTI^bW!X)}EDcv{V#!h~1ARocxAJ|R#DuG^#iktgQ{ zKp<@znf^IzpOa&4!EVHF3uAd7pD;uV33HqpG#v|_B{5`-KHDi6h?n3v_P;`)AaVdB z>Qkxtgk&jpmNsA8_0(nLlNR1d=1hhg4ll|smGXa9{8)Jef4PM$u^`J3uT0F2%}u%6 z98ZDT>$x4X$Fy}I#+-A!d$OM^I5*sZHoEFN$$Jl5lGQ#j;iU1~R+X;_s+1CgqnA0Q z>Kn?|7wO`SmRXfc=f7fz6doUpUj1XV8|2ZgqMUX)n7A;{x5jkz<7Nbj6(xUX4lTjl z&)?HJvz%ZU`|&8wLC87pdFRAYCQk2a%9Vx$ERRIU#~}221Ns=QFLV4z2uyd8B3$$N z=`j8$AMm;XQp(i84I>YIq6%DUv2rPywNa}l4zwjw@)$>WMTGmaR}ER`YKY-j$CXJy zwUGiSk4{{kwh9=X!Vf#KVyu7v#)(B_g>*Dc4Pj1V#N^j`D#7ZnFSb?9PDXtNOcS8EM-vSg%yj^Jyo<7qzH|=0COnmMoTx>`g|TO)7{HCg^;%Uhm>@9r zRp5)8^KW?M+@9vFn+2F-9t3J^GWG3GK}iRD_~}9Ki2&P-5psm!hEDL#_JF|7v`%aO zDJozohL@lrf1Ya=B5m9H zH=ok17ck<;gzk6rg?ugV26+swF2nIioROrdE^$QmK4>VK^`*GE(}^t`2IB6s$ARbr zZDh&8E*re&8JKdqbAs1=k)WW$R>D{%Z$xMG*~s)#d_f_Y%#T#oMQK z;38unZ6ap}Nr0W!y;5v7Tk!o2CX9LqtkS5LghI|-s6+ItQtrYQU!U zLX7>u4BG@FdDVc&YmgDGjq9;D?V9n>PPp}81UyI=JUz7g z9bZD-91hyUr+=@7G)D1HZkYvT`r3EWMt$ILyi;yfjs}2fkn_1lXb$8< z$uEbh02|UcmVF5E@yM~JyQMt8+B2ow{q2;6GDh=G`eWf;nQ-Lbk+Xpra@NuimbMl6 zgQ;n9JqAS)BQr|6BcKP^)z%*a!aqvm03xllcixRz09G@)>^Xx+vOxa>D4_2L274Hb zNm!6+_sg7RCz3J+r@fJ!8^3+r`)L}9nS7u+HI?%y@gjJ-I}ZE)^{83waQ23HNv&?E z)YJp?9kE;ZGFrWRk)1nXj-SkbCkNEqEhNZ(>|^=B%`*It8GG2a``-ymBzVHU_S-ns ziHw0#UO3E_7JQ%H@@{0LHCYHaOHHN{M2{vb>`7@EDx5P04P!7u*< zj&c&l_vl5mOva!4iXxiFp1UHEqySLLGCsr4li+prA;vqmf9b!BF%}j<^afD63Z~qD z9t9eUFzm+_Sd(5nZy9Mz;O6bDtnlF&-AH;>f==plU#93V<+eP$bicP{sipPq7Lg9cG z4&>NXSZBrUNvAM(L6Sn^5oSyV<{(6#V`f(INScB4>cQaoqw~ou@qew~Kw(owZEa~y zP2Arc&imFjz08iRVPLm0BWmjiBs`EJ)wSqzu=kqyyPO$_fOiL8=Hg~P^PzzJc% zCgHVnz7;iWP|>kX#eZ82f4+{kKSh7x-NbxzKiBSFm4&WUOmBiVo>Xju096e>Gf{f8 zzTE9qK&#mwjmt3y^=LWj(KxlVp}gvw!azm^3Q;ie$uj^@fX;E-lKVHvyh9hc@a_L}y*-2Pu`wX{F(gWY5j)e9_Fu`(%&JdZL1Qh-|CoYWhlIf)$Cfg89Y9EmQ}R|!Sa^o?6__UY@*|mS z?l}mF<&E%LX~BSx9$5^RaE4b1S_Byg@vI?Dd4X}SbNMi zGJJ#R{MY+=`vMu^4;nslc-<2L?8fJ9J98jtbNP>ceZl@pYMM^ZEw)Ucx>jsWr#3IZEwc?X-OJ=S7)kU1#(_ z->VMf*9R*^T~r+6l)jNg5eJ7k*R0E?h^OTXGC@wnQuI>w%rm}cNIDR!b=d%gfEG8- zB|vCsEtKP$djA5;ZvEx48n^M1q!@kHP*V{27I!l_L++yoS90vtFyZl68FThXVh~jC zB>xy>KN!vuS!dPQdv&9$^4@WIt;>;SIux!3mj`U%#~Ha(+c0|!7y@7{g{pzYnBMqB zqm_5~d0~#Se>v^mFPY9HHaGMJ{NiQ*g0azO=Tk7er4LNeA5#CzdXL&g{`q@m%WG6p z?RfLs&*JJqI`4r%1g`Lzga{}IM9_1i=Zn59>pI`(XuEDYtF6*mSZp!Ws5it+I#T}q zoIHyPecB^G-s}?)u#qJ#LNQJz1mZD$eh8Pf;d4Bl*x_>Znm@zs-?%|QBOIn)Le8um zr(bM5{Nu1xJ>6^xui9K&0nc0hctx^FL6r`VA0Fjwfv33$G2!{)MgQ~9Yj=|)S55RA z{N>M+*<>!$3^+B+Ggc}L#MM*20uuORp=ZGfoU|E#rN14IT__T`gW#P7L|)pf zH~ypK+Va-0xAH9SHqTJKRHEYh^CeR9@_!gKXLp_4T-mG`dxbs{0_5)R4)JmV(58#| zISIm1jWD^ciC|p~SOG{21Vl5*5i%zqRhk;=B7R=fTBKcV4tO={3&{gf=Hdg@0wBc> zr|n7Fp|ttorKpA5Eh@T`H~|vwK`T=A9jLDodvZ!5PQ}`)zp6)rD-FiT!ASe;eM|k z)&>(1E#n10NGEdio*&Pi7=7t59l(*4ELWqQ$_}x-HO(6& zZ}R$Z@0uSmq0EzKdBDCr{Qig$-oLC3Xc}~&hoUN-5^JqaF4h^d_Sm%?V_9!rTk zRl@!d+R3RiKa8Nrfgr%J1Z1gNdG4#Dp6y@{75d(61do z)rC}cHe{4+vpWigsmMGqCn}xX$E&p#rmY-{UFz50R`%2ob-?^aLG*_(`2K1C-hPbL z9=$n{akw)n;;(m12QJ*;6e}xgt;?6%6rMc zm6P~Lf#q#xNtw-|B+XB~1rD^NQU>Vo*Gyrj1AZ39aej^)&IAtr z4>-vxMYZQ;&$b9*nVsSwt-dm{ALbaTOG{m<22uMD-gB_`E4@+`Vki{-z?BI-kP4iEE1; zLKx^tZF$me)v!M*N21Uq-AAMgf`!G?(?iz-ru|*Fe zv{A(&(<1RJ3r`w{Ay(6Cn+ZllKFP-URiz{;>Ct8blGZANL8v>G23AW($x}8oV=BET z=s-_0NXF9o3ifgWP4`kN3-RKZmKJntz96X)SWFkZ94Tla6EVi08HxT-p@JFran zZrhL3Sw#eI1LG!_Y(NeJ_51Cd;v%9|;rvE&5bOmICSFpgOTkJ>k6LZ;?Jdh~lz@UO zHS>7=iQj;Yon=SS6(ju&g@b=IYn%wYePWEpTR)<)d;Xb3~RPg zgmndoo#4st-Lz_g(T5_d17;vUU|mSV!Ti7ET z8lcZ+)8D^)j<=k(U)^a&RB2-+A2c~+qWMtx z?SDg|O7?Rmw4{-_dfgl*3MfV4y$cXAD-wgpZEAXV6HvW?CQDFRuUn0@*2UjH)p05% zZ>Qs+5TStON|eVrs!fMY~v^H z-5H(m>9kWC{p9Qcka>zh7-*fLW~mgq@_Oq2a9%G76J-NGqGZ5M5B(IQrqFRId+B_# zY;vRmU%Mi09r$UPvJ^_xW@CRrnyXKl%;@n3jMLyM03T+tm6|Y89-M_U7X~i`@GRAvCejfn#M9C(es zSe3>OB*jB!j8K2wr1RBeEJvN-|}V8LM#|Yop_^hydS*QQIiG zpWD`D3YT}v55MkHt^$J3)Yp*X6zeNsJ9ArWsr39$mVvEs?#iP_^H-Z5QwSD>kp9Fj3zKHvBG z zJhjH%PY>=k(vZ{mXQHK1NqNl3o;Uu(jtqo@6t0oL$90+Z0`x4U_k$D?1}k6!S11xv zCr7WevEp0pMBB#Gu$dBgB?brwPN6vAt*cDlXl1Y%Katyh`cf~Rjt7CqUO7(A>a+*l zid}Mtzjw-lHi+mMz1|-3^}T!5;yIE($8{#O`&>Z^1D?_}c)ar3NA*7MPi#wdwQSrSbB!vlDfozgyl7EElz}u)P!`MxQg-Z&wHlh8E|? z$YG$Uvp*=+KR%o>#5WW>e#)Lhd9m^1x9tFfv&@e{>b*ozQ@3CmY_!B=W(s zltHY)UOu@~<6SxpDE8|^b!{nq^*)*jNidB*3hZ;bRNfs&#pV4x8N}D&Znn}hRLLuc zTj85GiTllShE3K2Q1bAz;yf4I(8q3*RBFK!5V2W;Y;ZhLNC3TTbLf997ix1=1^g|{ zs2F3wq_JD3#@m?*7HETRUNF7{2!WNeWitg`NiMAB{=rH+pI*fxt8NPauJIAc6nZ9g z9{Kan+D%1kW$FUrIfc&>y2}`TA>Fkg@rMlF621?K)gtT%jXyuiY@WdXYXRtM(;3<} zb(%5^9A4N>P)BYeVEV+kZkV(Gh!xd!#gCK_?$?%|)b|Jm4drqN9$N^`Tn^bE_k>*E z_E$n#IzuvUBBSn6Gp>!|zHb}444Zee7gEncxIxef_U5iTJCIHT5=-}6I0&@6V{*QF zb6<)O;Nz>wt?tsMx<8=E#8184cJcCAzQFD7VXOtbe-GUvs%ihos!moUHlrguc=AO2 zp?k~O9)PCX2VE)vu5>zavveld@54D*xlNrw4iER4dCb#HQ6kT*nYwxPZ1}g}Cwjp2 zwZi#7o=f}mo_0*7D&s3ZQY-;h^l@4j&lnLAP`54T)JD<8ETuxV;AjtqfQV5F{_vqQ z#06ImkzMO@e()4RaAC`;dv~hJL>WG-G*TDX--_XJGeN~aTKj%UvCYe9-=vmA<*nrlAF zS%q@^_pn{{?={C4LwTc`QO(XSI}(~jD{AM6QpkNWy`Cj3)Zm#QP$21Op`z`)3k{^bCd$ z6^GmypK}+SdWo6qnn3+r*?qr|;oFgG{lA)f&83sIUbO}2TWWM$9l?*V_|sKcVX{zu z+R{m;o0UxKR1NPxRk&G z|E{#Y%_yF@Z~$iv9bP?~kv(~b)CtZe25hGLi&6%FMU`i3objQ zHqhEXs?nyIrt-Vu1%Sj5lIP&o6;&+$8Vp?tbZ7syMoGy4-;Mdz>9AUpsHnzN@ClGj zU5wtlCb9$ltteEY{8&@UZ34@MB#x2qanxK0v(J*hcf7H@RED&y|s z;#kXllZ9iuG0TH7AY)tclRqR}PC{>8s)#sfG=d+tzbHCkRj;ROe|#A;s0C6h-OK&B zNz8_x?vo?NAfU6LP#T5K$CD=@n={w%x-VAv(tJLZ4{M1V6NiYJBY91=A+BQ2MV$j4ick5 zbHZq-N;axLeakeX#bk4nBXYPt7HE2wKhb-A!Lw;QH-0ZxBF_S-@pAM*;!s95u|1{e zE0JAUcoIZd)QpiKv`ds#Eq~n={!kU!hGCmsbLh0av41BPQB=b%Jg;4y zt`p+*!$7R6!=undE0ie_Nrb4hRclu)oL_fXk7WIm_YJ;g`9m0A8N*c(e2sS8wmf4_ zN?-d7XGUgCq|D{6gr=M{n0j{C?DI<~MDI0sG~4aB#5pw_+KCG)aJ6T~aEydYP^s2R zdwjmt8YQ2AWD$~;F zj0eV}k%gZH)}8nChl2t4J`+D*(*uhCjuD+zR#|#}e+qf_bydqzyTLTt5<0|Mn7_%* zlg{%l*u_LikJ)o>g+sdbBDGDRPJ&et{F3s!rSN=~@N|d&;7?E^+!~oa%TvWrEE|BG z`80%&xz3tO{0$A;W><7Drc_FyQJC}GW`7BG3nsCf`RK!d?0&y!^F2y6iXpdEdeu}g zbOIev@_g%dGmS98@@OYZ%<|eSAg`B|rsjZ=n2A3=l@sCm_BoF&<~%au;;Dm9kfC8k zT3w~GcW<2#n(90YqmQI|9C8p|!|2wLRXnT+P$c1$H>-*)VqwbIR;N;q*mwiG9Y2=$c5TM=+CAOC&LsMUc%W3drue*@@uqJxAB$hyT; zXwKbft#jDV3-)NIf95zs%Br)ST?2;_Q2OXWk!CtlU-@QkRyFSMAa0x#-#o7a^9SAR zN(K+Wa6Qb|Q^i+Ty)n>z!jucn4l9^Bep%NLSw-w-4UqQVJN)Q!;ytxTBFsW+IC>JR z#Yqb$g7)OMU+Q^MG;VR1*t(OF>KK}1B>=FyUHLmGf)=CjglO8NvxV*3-`&1D(ji zC5?8vef$y`0TZa8F2ohodrROB1S*~Vxf9yC*rvA#BcL4#<}#V3k7}w?F&V|=D~<4 z;V`a!L;#_j=HFttR1U5WcH~tF<#4pK#Kb`82NW_ks;px~STBoyRwC2)1xrbr-zMKH zIT!|ws`pU6GXI0MYhte=0Y|Ra8s27$uK(Qroh3h!E$CfhOVVwe+5ETMF|c}V=fp7p?$L&EMMxb|je;=UxqzN*5>0%$855iq)0OBsuPmY|; z%ncvtWrlX7nIzBVy5tvlMC$aenxJrqTxb{)@b$VTn}I=)4zK8Li>F6nV^OV~1RYMn zV{z8J0QBFYw3S`q3*L>ek4|T!W2ni+8=PC~6S#K5=HcbCYOHn@njdD7B$gd? zpQy!;)#5$jz#_fHa#tR<)61sPIcDIj&-6l*vzW$JY?fp4x0T?JahkSdN4ZM z(6-Ec!#Sv+tu;66_k{18jjkr8g-S!1Cxl$CO4|w=9Yef>(!>z{7EWF*^Nx=KTl|fr zISM!t)(zNSzexdOy2t$WfnPGCKRHq&JI2PD(z8?0BkLb2CB}aZ!SshDzOPB+m;lmo zj&P^cqw^u>89iCU`0)HScdX80l~02)0TZ-7(RYo@5MM8Wmu!?VcszSy9|C|Eo_J2_MC5a3>0|wsn7#Nf<06 zl>QD73MmqT1IoY%y67f7bp_xgc_DC8dF&P45IU(i%fZFRuR(#S?0O79+30?SDH>?h zKk-UyfI@PnG7)U=u$ zdqX`7yppHuSyl-xf!QopO89~$m{8vv;Jlh)Z))>6BLWBvSwM_P(NlvJQ?J#$09d!Z za&pnPne6^*vq;7p1=vC48<}W+n?c-SqsX?C*Hm(yGA4hcFGw=PWF^7Fnv z#brp(;7ZFWv)F8V#c2?9$G9OG z#>e+$G%RWt8>ZD~y1jDzQg6y8QS)cGZ6g#pXY-xYc}(}^l{pf3<=yXlJ&7H`x$fd_ zv{oG{xy|E`;+;&jH-AC#dR3OQ9-`MjQJqCB9&&7Os@Atg!1)jO!qinYi)V z(5xybl)zKYKnQp8N$n;?8e5D)Q|RY7 zGG1=EAm&fYFrg~NM#u6&?%B_9o}3uyyhsJrlnc_?!?@4mklF^G1|WKr0A1%(Kn{z3g`2>6XoEj zlYyL(KG0q8g;O&ibvQR<`@Uz=8qk%GFGu8I1MISlj*`_#FV-7RDPKe=JKEQ%Se+AU zIVq%IM3Y9w@^WNUDU%;Yc2b5N8ZeWo6doo>?76U(GLkn##0kkZ3X@NbYflv`4p|+u zm5DDsD-I|meBq@yh}*wr{hqdQ@Dnx-j?c1U{gK$Mztr=N!`u57JC$V8em5#8=>Yq6 z=vT?r+Lk^a>>VzrKtg=~P%7(7xa;o4-CLGEq(jT?1jvu%;>TnhBW12SepW~}Rqs*i zPr6)`>)?oJ$Z%~Hat({r_OU9kbx(VP7) zoFTGdxbmWCh5^|8`+Ml@DzpD~QxLtx`>og&qDMMLMqOoj1MAL4r9zeHaSoWx>@P?b zJtuJ~b{)EWBNuKHUfyusEG!Tqs*`4m@kMaZK0XMOz(5H1SED(3bz7>@*xKWcA2C2m z`CV&OQXi($;UTtxg^VEIXs>U&7r72-P)?b%s#m4$k0zw#`g#JDdrJmXBpU2wFZ&;9Jl459mJb46$+aOdvjM zJ~?bo1R0S|J}ph3(;{VvfNe5q^T(W5yjAt#11~V14}pm2jf(N=vAQy1bEXP6Hzvc> zz16zuh=qni{NEL-RzKtjDn9f|l=lvR(DAt2bQb!`!rX#nVlGy2rsn_JxVsA##X$ z=4(1kyDY5g{&|CT&6SQ&uQ}6zldM@Bk6gIA^e_sAdC(FStIiLdf`;{QBb)u(f{0@+ zNmAabq|*(0B1N#lKuK%h4=e1L$a<^qUT59El{>R=4rLrYFFbH8rZSY@6 z!6H#vaho&N_c4RfD)A|oo!Sp7_|7$|Xh^M*EqW9Z$j`=EaB{*bF6y}DOt>E)^dFz6 z^iLS!N~qwR2E2K~*=(;*c*JDPS=Suyg?%R^xiIivURTgf{;n0b?(GR%_MNf3#li67d#Rq-84_bf@#!{o&@;pKW5plSpj5~ArQ zFJ3w`=?gHExCaN(kzy|%F^%o4;I{o-Q@c+q4r1d3OBhuX)?+4jhYxRdTs<9Mzi0*5 z#(>uqSGFFIU<2OEOrFN5)FDMEs-S4KQ|6aG5i1{7D3pi`E^~TAk&&0>kg~~B*_?1( z-6he|8c2p4W?FtcqZdj}C-Bx2DWxpUt%wZmzg~rhuV!JI`+Ui*OxI0F9hA?;IR%!J zgmgB=C|`a1a0?zQW(Im@{9n*`ZRrc&g~C$8q4^mY7l-NbVa+;2R2B+T%(xn|taWmL zbFHqNDgN3tIkva@#bV6H_JAf0alyqHUaH7c>#H8WLN+Pv16eKDW&`Y6?l}?FVB(wi zt7oAytdt6;g`Ec;-rvEYuo0s{N^HicX~zv-)4giMWbN9i$)zc2zD<2{B{qbvxItI# z*AeTomR66B&ksL>Mi-ngfPPAQ4^paaT+*@dPK$@|{p-f!v!^_H9$aC?-@hDOApD_J zX@U+c{ra@H$fQfRj!3Q!B4?O*{;M)bfK`UYeVKUkLK`Yd6;L9m-lr8PgFlcdTW55< zOsM4F9+)~Xk=jZp?R!5cSkC1fSw-j-8-!L?Z{o$QBR~tJLTQp+im*<$Bo+Qx%4uO5 zB7>LeeuMq@5V{3Uq4o+^Yf&WjGFnNM8kxb3rUu@ryL#dJ? z)1gtXHAT{`>yt<-9*+vX8!Ytxfn#QdS)NeaaVH%a1_R7VA}2k7;m~02+I`0Usdmy- z=EGa72hWhCa99G1&GZ|$3Sg{3P+02qNZfxvlNyUQeYz9{JNsObWyR*EjSG%LzX1Li zGsY`Yj^RJRH^;FsWEUIEX<%`w1?R=woLG}Ji20bMC1mc-sRcLs&7R|lIJi9*G<-aD z^_RN+5=qx9BV{>Ny6fV5Y-F(6DfthU_nNz2-%38&mU)2JqtMzcR_P3(oUP2v4AL(h zYqMj{;Zy=^;1}&Yf@=sZ7DZR1U_dI$k+`&%s4V1e{oVzpjAMBAMw`h)bgz9ix}N9A zkZ~FdoYKj!Pc@*3b`_?3YOAq*e6$D4o-AT<*#jxbT!y$|J!c^4Cvvlr&-RJ+&WuFO zhq@ug-R41y)2gN2p`cc%L*rA%E&yP03=%~iy3N1B1oeRp;o*WrlzB;q;%+=Z9bT4)6?a0`)h(CF*GR9?K43% zXNmPQofn%;npzfHkTWKi`4(?gUw(H9bxC8!h`&kN-<*=$1Z@mEC6HKTDCqIf*1#QJ zGA1V%WlpZPJLM!5m)IH)#JVLq)(C?oTtAfa$<5uNsj-s-(d{ozBZ$j}DMQCw0H~<= z&SdbD8f?t%ZS&fO@9PIaWeoYz#wQkU?+Y)X;4LqoJ!S*76&X@TS}|{4b-*|DzhflW zN|1LW2loaGd6)M|j0?%)?Cwq3 z6;!Uqx;MxcF0Z(I@?`B!$7sHIZpS@D(;_5d4qklpJB5!a`yiLRhYg1cdO* zi?_)EcLD$tMOk1C(kekYslOrX<`iRW)=rjU_PsSal8}(h$3#O$*h)vsskGFoUh8K{ z=Vqqf>Z||fJz#Aja@9(%n*_Ip_+_-Us6HxhGQq{y03RnW8~Ar(k+fJMknn`8>?+m> zlg$@h-)Z_o2PY>d@i9fG)g3nNErRuGUk%v4+&}}1V3yqpTMFH|2;$k4L?CwV_f1{g zt}NLpsMx_75}Nkj&w|`cxoHU`QP00i%V(E+Le~$6_aA7|W8-Fmmtk1_*YVU8si-20o;x(?vvF#Esv`gBDVb-KPr*M5;#Yt(Dn0+*#AS8mFa25f!0!|)c3^-JK8-t_vy~z>llhah$rkY zKWpuh!o!tKjRa4|%!|53SoRxn3h3doPEwuS_lA%Zk#U=Ki})m$J(B?CbCbTLlK_(@PV%sC9V6^Pilz( zIVGFW=%WT>UlyU&h9F*YRqoBP%)Qdn82WKNaqCUi7_O5@mNg&ph_^Oh`gHOahpvL6 z+dgZeh(Z}k(q-39G)e)QVDvCTyT*9zHyNa&)WJ)y_8F}$nVDo#B7T&_`f61!2V44U zg1qT))%$2E68P9~<6VVz-Oy3%4 z-p#=m`dWhx{4KhU`$Wo+;wdat*+KiLD<4`YKI$2crZ(s*b(2Onzkl~5h)MhN^QL2} z`2R-fkuKKMV2~4afK^u6loT7r?Rc7Nu>C&c;_Vesm}3}b4GHk$y6*paS6lk8tXS;&QrSjZ(zZh1VFFrhjI4}?<$Q&3Gavgjro})igd=> zti=UykH-F#oe0DxU7Hr-Vt1EWUwu=I5%Yjy;rJQ!oiUz6z)Pn@p2`;aB@$4BD5*C7l z$|P{hZS9Bm(~uV}IQVKtG+59rV0E~>|C0!yOlB}1OA5ZB=+|X*UH9e~2)iG>{=XLB zV-IuFo^cVcsG>Qryg7biC~)rf;^mEtR-Zp`381b@xIJw3QXRAM_;_6HwQq*^_pd2D z;kdZRHsQzKq0>PA@Sh`jlBZ4}dV_dITWzbQAtSAX#+^~Z?4?aJC$Sx2eE0e5rbAhW z?@EDBKMH~HGX)MV-y+JF8SLmQb6fte#HEUJkA2kV`Q*y&qm#hfy*p6Q!0H`&C%#!3 zbCko*!cmn+OMoRUkq-glQXNJp@TePcpXdE4)C`$aV}Lhw`QUsT%(qY!{RWHM)k}SJ zqdu&{W$KJ-!Z1!mQ6VpH+tOJ<+oY^vUsAguqt}7p(-f1{22Xq)oNAALnL=C+4m|F( zSsVQQc*XnKk|Xt}`yx-(427NTS+dvI1UF!WtNO#h)OS|Wvi+;fgtt7}yD2;d6Mp|+ z-=*>8o~W*`25<(g=xdS$ho838bf%}owEcYz4oUM=ryZ5oKNZck1E#7iD#Pzi=Wqq- zz5X|6YlUXR=q0CtxDYINVOX5aENpGnDmA%IZ;;a=W39FqWMHIJ7;i;^&oYL2$C8zo zhPxdvPLsJh0~L?ELX3yBKS0 z^-(M6s1Z3_uRS! z;IB4o&EE-YWx2*E8-JGYzXcc#pRy&H5;m+Pm45`#fJ}|Thd$Dzz#F|BtY73!_0TG+ zZV;q+7~;Snv1J-=20wY6E$>#pLoFUgd+i&sc4|)N01qeS+pp63`LmJV=v{aZmk7Vp z(-lzMcbbaESUmXv+(Xsx4e#A!Qa9uS2k|V?dp=K>zvU-A)Kn zqw}H6{QP_-lM$$ffgk%&IKsIzVatVh%L$1sXHS^bNpAl>x5@r$?*-T6A;*90hl%NW zghYul>wPN(o!_0upWnZo78MCZ>D`@nc|O=ztP@AKrVA&`d)IUZG~Q{bDsS~-HI@g@ zd|8a+;1%P@7`gM;O~Q>>;X&VSnRxcz)Jo? zUv2Ozjgo5ZlH6*nhD{7<#3rNtYV ze?PFGm7VTjOPDBzbp`SKe3_Br|txmVWMyePb4VP8> zWC)Q!H4Ogu=Z6&b&!JG-rq#D$=6M$rY@QAm)6AOjan8CcN*0Bgi*=U})XLB)soL*T zE=2oU!+(@vAIF=bzzaC@ai|bJD|5k2@99)xqTkZ~>+f$?=ZjcP+IJg%ybVp^k70p% z-G(j;P<-3KdVXUTVg~}-05Hi75fJz=S)+wVWKOEzE@KX7rEFwzy86QF^0$Y^x-0xBXYF}Q_jzm|OER?)h|x}f!$sjR=yrA^c$cdSnA@wP zF$J-vqBfCGI(cbkzxGmJ_j!@rD(NTWXN2N%NPAQPIT!Y&Uta8rx}3o_63?|t99Z4z zw8q93RoUNeRF}~}tgCdkcVs;wRS2VbKNjsodpoh2yjtiv5}1F3wc2k^^ap`qGYMrC z^}ZhEyk0cTbdt};p9HB&fpW{*_j`>O%*pp)g2+~8y~IMJvXEjil{Vq5S&kcRC)!vt zmDC@mgqUi}nf}2UZ_FHP#*&VoFIIaojtq|yOV#37omq3PY053tl`C4Rn=mQTsKS3F01lt zZ*}CS4MoutPuBDP9GQ7UIvohpTM;~PXMTHKBWw4Jy>w^+D}*HsdiQwaopx|wev#hS zUBH;X3D!S5E)A^2X6<1v+B>vT32Y57_lC&K#od1`k=Om1SVr7w^l5+Fo!fj%hDZ~- zTKEYW8(-GDA+Z-&{;!B9kCur-3@yMC2?E!RZCRq&?v=U|UB8(;EIMMn{H2Ya`Y2vB zjUUA_umWl5tEBnr8!0hdxH1^K?&0c##PvjHimjO=w7Ew)tcGefZ8ZCrjq0Bg>a(qr znE48>wXxC!IO(ZqGB3l?8O7T|90~O)v9x8mPO2n>68NmFB4fv9Hc=b2Tk-39IuAk4 zE3Zg=Y0kudXTq0ljtg&mDH;4g`ANn%s=YtvFFL$Nx?RqU<~GOXwl6Ys>SNQ`pIPT~?80=rX95&O&Ano$!OQZymXV^T?p2zL_M}Palbp3&q}Ud@%@M0%b*hLRwnb zr>AxmuvS)9z#$wZ%bq{H_ZDtF@|N7XOb`D-DO8hl}ZCC7cnQI9qKbhE7u&)m@r z^hD$&QF~?ZFm{e!e$|jFy~U)Vp8jEZH}tw z>`93zC^s{3!Tq_s&aXS;m%jHC{zu=|#)c5UG^Ft&o{*AinJ=(|^kg2CITBV$voqxcFfVI=ampC><8g=-eW7EfVR zYo9|uV9m^m>zFO7;3{7{EwJ0GZ46Te#byaG))O3yc<^8XO-i{)efz42rXB zqD9f*4ud-chaf?NyCg_(4ekyJP6l^(myqD@8r)%UhhV{daJx_LdB1aS74vUuit4?0 z%UY|uNsTM!XRpKbSk!MFay2gMHy4c5$7=*FJeU|ORii-Zj z9YRKur5sZ4Uoj9&2g8q2H2J!;TVtzkG~QWS!A*`)5}dOuCMcP^vH+!9#E~8T!V0l3 zR60nv`Q*ju!pX*JbV~INMk3O$-%zAYQGc1{g9;H1lg#a?Kc^q4h?ynALxc$Pr%KXA z{GF<9I0yIBU1iygI;vBnDJjhX;g~>YQ%d$|Brz|WPD%X>M<|gcb&u}Is^`=`5>^O7 zR|p#i^=koslU6iT%Km%&J7Bb%81^|ku40bc+5+zPm5A9L|d zD%>wms&AWDoY2ga2Da~UVLq$#u!oX2c1EQMVm9b2nhaw`eP*|i?Tk1Xji~7x*ebEL zE#D9iK5(c!(V~eNt}m3HCRDMVL<&uLIFBy zVc~_>2M-%moVV+W5@ndlblhfPApn(88p{V@vYQq5-(m_tl^!G{G2J)PY3?)utee-W zfE$RK`72|2Y{hY&Xr_}O7b$1%c&TfnyjaX=hk7qu##q8oWKIx0BULt_xy3l2oAfV|K_|ix<17JykFlDC!(pfp`yq9!3<6GDK1<+(7!hg@ zsvG4y;~s<8k1DD?oc29$ zBf*?&Zn4SVA&&&RSMV+)g@QMEz53ltnff&R^7iGghZ_?FSS4rQ6~cEPvzPaLU-dYz zm%;zQM*wSukVvuX@jqo%KAtKg&@4XP1SWBg#ZRUnW{#NF-r_}47@Fj^q*Ul3#xrVwAx$1@x5>1tsF}OP zZu;M9$EYphrbo&CD$W{^+a+Q*fHPVDfV=R72g6AXE13=Qu0wOrDmoE{n*I*P&V*;+ z#o;`Ci(u9+f)>gpwGW)tT{6|3%ZB-|VgXZp@5M@*hCr@xnSvb3l!V)Pn?id4gVQ*d zfOI(n3#4rw9EP9v%yM@u4k)rij3{@ko{^g*TW;R4sDZ!gK$7F$)z8E}Ylc28Ytp4t z)MZOYB1TuB6yPHY{`d@4AggFB&_q#x-?Vk3VC6;Zs(GlDXIt*!i=ay|+mpYlAB+M` zm;T4as;*cEGrZSTww4t2$g5!I;%ejWFPW2a9Pfvrv zL?E1fu61hN>Nwc0Fg-!v=S^4n8I7ocrgWR(vTkPGf6)+&9}*oK5$pl~I*#*Pw0zaK{Hc8vw=%bH3omqC9w_ z3-8TirmXuU6&w{5q@ZGqjlmCWer8}>dk_Y8E*a0KT@)Kg#iTGU>jOw+$KZxR?5N_! z&D)s%4k)s}9?fh^wUvWYV=UOD%L^m(veGCXG_K}TJ zTnSO@bFEHG>hm>G$TN@v#mOzj9qg!>8mSixZ0-j##gHR zr8OV4v6o|ufTM5=g8&*;$*Nkc!dw0pss30%kEjyao`hCdwNrEH~U%*%;i27Z#;sdY={JTuCtll{+OeI(g=1UFJ0vabZ zPIgJWW+o};TEMT$O4kEv2?~54`Jm-!Di+jwc^-f?sNm&OWgx)07lzc*;cSxroQbI~ zSSIOTe_y23RpNc5x;bI<0W-X?BvXz>onodjNBu{wWlaGzriDP=rg#1hNMf-=mbS0X{CZNO})v`6Yd~+cfxkej`cN_&u$YL z#~2H$Ga%{u=3;?V=JIqc(PL+;I~(q%7kRr2C4ed~CerpZ&>IO!e(WaodDt-77)q8D z?O#9sd*y%nb8f!Tz&AL0&T;4J)REWqive-qTRNA~v$p{AzoBUd#d+bC;Et|{rf#Po z0B)nbQ$o_3F!&AqZm;8&lNWxGG6yqiy{x4;e!CS*lAuJYF7?+MO;~xA5q^MuIMw7} zHmb{>bxY6^a3-R{vuA?>)TEL~Y}L%^!K~p@j##Fz)O4l21>{Z&l~?mm{kPm9r!SHM zt=eE21Lr>;B%!msQjDV!zO=T2eatm^=vnYf+{SC4AtV_Zf1`evEE2Z@Gi;>44=fhK zb(HlC+>Pawwe<6&tuN~W-A&Y~CHU&~c^YNSU*c+AX7pn1q!Ufbh%<=;M_E)q=lh%n z=AgF^(@Q|ZgoMz z5`k0^uyDuW&<32GYlTroM0;A0MqHg&LFQN{kVCCcbZx$(>mG1JaG4Oy zwUnpsj5uzjiKyJal$5Ib8TCj8Sz=v()q>#S`GXZ4U!%PPb;~Y=NGUb*BmtZ^6i0?= z4__+ML=>5-$bfcpxLEX!11ViJm9G_R>bh{&;TA~5(}EDt7!m;--AZoS2=qQMuu<;@ z6z}|I_6-<1u!@aRk2=hf57Ou>3Qf5<37t6t+8!vZQt_s~$YlOle5;Qc93<1=VHKkm zR+lU0?K_o5p5*g=(GDBK>Ik#o6341=AZ%t6Hr;{1szD(dVBg*K!Y9M1+?{y5yV%4p z-zbj_85zYW;6pH6^IVw*!xcxxoIITceG$ACgcK%RPUpzKeIkbMb^H#Dw#Xb9c3#lx z+F15F%kf=c*Gr)1xTG;{2Y>$#F8}U{j3Ole2TuYSMOor&0vg?INL-K;3LhP;=&?6d zIj7+{T%(yz<4%pa&Wc>&l9$)d+sZ@T(@1{}_glAHrAh4&&XTJEN-Zr7Esfh^&zsEEp45gw-0r1>pc% z&7cm1bVojDaKdcMR2|4|_TESy2P^E`19}{PF({jJ_MWyH(Uu)bin$6?85T2IqTDLs z;n+~%gjKZirkOs#op|SAz`K7T-CRJ!sz1fuH=Cf##19PWgd-=|PWp&iU;g{|ryons z>L_+v;G1%yaVE0&a2PbFm4BG)wA!ukf)TUvuqNM=w^?hGd4I_`@kV+lVcw(R?Bh$y z7fBGIQ9cb9VBn?3cB3bWmHT6d5AhA-V z&(&XPeh0C*<#2)o{=b)k2LY#h(pB_-k5^5Iz%^^s_X zSqz&mh;5tNcLWNpzNRf*VEPS_Igz!Qzg#I;U5b&u0j8-l($6aOHaO9N+(C&ZUunn) z_w?OQK=V(ya2W6Ekt_yO&5_VXqpR^6<91oeV8T@bB<3oXJL_XByBR}Yy$ee84@)HL z_URLa`Jz=zQ*2P7Z^iRW34$-DI3yYnv^p!V5%-ti7G6SBN-T4=4_pj9%6GtTSCQr+2{;m^V~t>hqF`1v#vLs5 zc}Y|hH3IB?OH99T1vIz{X0G0nA?3cFsl#V@9$G30EF6NimdfK}cWpHYWP|oB-a}uJ z`Z+cNeLeTf>Jor7?DSqG4Wugnfng;4=#-`Ln42Grq`ROhX{`QHQdI-$g0k{148P1w zKW2{!@`f5xZ-Gei#fcB!GW?6NVkMk`8;Y9{&=pZGrdZoYz_B=Voc>`(F+zjlanrLk z)FkS3|EF0BvX;4-Mv=E%y}gWk@K#|iA)kn;R#O);-!oX{yW{I9X4Nuc&>7fpfIF8A zP8dmsdujZy0#WUB{A;>wSCHV9WX-4x=ErzV*3TEnPzNnAgaEr=K=uG4FAZKk$ z$|3jct{BqCph=>?db1u2+v)6|KG|Y-@Gi>S}}odmp@lNJ!@hBDiBCHoJG3ySIIvw$Hi~H}ZM>guF`X+#=B6 zl);#6d*H8id3sVyMckgHE=Z_u^hg^%3?pl2h`-Y_Elic|`ni$^f4M}tNk9Euo;pSL zT%*%ESS|d}qHQr2-Lb-pEz1mw$E_f^r5ZR*mn|bX^NK3pWa_oSuE(y#{GS`)6+{(t zFLm%JpQAGNBZ;UJb%w);Tk!!6$9o+9Ij%h-sC)AV`^@k;Ho@UQPOiAtcJ!TFeYIkq zDJN77$5nF?>F*ZJfg~EsQ0P|L$3GOrrLz!Tx@(|Zs&MM^Nbr@$ume{B`o$g zznKvks+*T7i1U7nFh4B>e3+2t#1o^+4&0P2Uc9P@BBsqCnId)f86{op{XVL`2M8It zo{O9nil~q`J(e3+(hn;h+_ur2E?D^l59malddFrr3zF~q)z5jf;dBYCcnSmIn)nf! zIq>1&WR4(E@U#Dz&pNgD!v$v5I^uU#ZNKl>LBa64n7Dskr0eCHOA=a8LLKlLGmM^) z5C0%r818Xc`h~7ty{>)5TdU{i)H;8jtoDKv)`FDiVv??&G-C9HXA+F)9;HkGu_k>m zKrv5mS1hplK%Fhr?IPVeP>Im(VG9hm#`M4EQ`APvL{j9{$!@BxnSq4zs~sUm(Z3c6 z87ku~zzt<|#q$LH)ME+mmnJVXsndirsA2AWB_=^}V+8dxruxDOQ+_L64nUAKVfM;D z{Fz=~?IeebekxPrPKL5YoiE0c5!KrF2%HN>f!cF{?HkXhPNsn~fml`E7U*Bq*Xslw z8nYoO14ny0X8ir>#yxi*HYj;lkV9D#*XTyIzRG^^E-<}lqGyUEo|AI0w_V~zUy8V>ex;?X3^v2^Ygp45C*Cn8$)xQ?9<*V`hE>X z&00z)|AkF(`*Mbud?{)z86#wpic5M^d_HM@)~^02J-RlNg9K{yd$u6g9RWd5>^sa6 zY64w;bc~vC7v1Z(9n^fmm7dDqP@MQ#Y@Lp-yMqG0=~0i#*mydR%kFt5^cjXaIpk|+ zYXxZr2-_M1Bxbu=GAJM}xPTMt5`H*_-uP1`Y(4~&7UiQh|HFfHcGDWoFHbA11k)|K zJI=51+I1SnOyEy8@*@_+qmStN9{tR>{<}HkwTpy z0Y1X^@|Ab~1=}Y%ps1e97t8P3ltVU&aL z+bh&)V;rK?+o$u#7}PoSZ4njG{5>YKa73jm0eKTH6yuNUW(-dYI)3k7Tjb|YkW`N@ zBpm;VfN9m})YqU(YTSFu`-`ZfnRMmrqU(%ypnbkRTOmmd737{cVW6H0qPa&$l?qa5 zGcHSu^(pyhKj_m4YCWr@PqjQ)#K{X>ZI7$WDw$Vi?g5RgekAN>>%2H>M{4!xx<4Xo zzoC>0+8A^U!TWZXDI${0P%vy)aiuj{+vlWZrsF~oEhFG__byiWhRE@CMOjV6Gj2uX z;oHlRR{!?XMWlanZzz`Q-MO(Lw1Duv9S1TrSR-%ntR-=2hJj;WB)4J+KiZsj=R?;6 zw|E{mJ^Uc}#Y`+uNc#Wyu+u!?HfHOp;Ted^74K2IUj92HQr${oA! z4P?{!LjZU%<6Gy}g9Ok<4^DJ`8_?FOTpUL*6WtNnhU(U(w^@&L;$9s>j;I$V{ z($caVXLt|MGRBB_DV+*OA_@BC6AtHlt`x#PCk|+~WCmXGpsf1WUjFgZ3!%y5wVX^2 z78GIY2wk43M4C^cRo~lQKz5lxxH~3OC>V-ocVzk6S$ z=T$MVLeFN1D$7sO&)5Qr5sBwM*5ltIY0d0`{W9KkE{=8FBheEN!=O}Tg&Xsp1#%6F zna-Ege|o^GJt~)6AL6SJYAg)Z+i0s|8t!EcpL~}g*VCK((_8GWFfx*bPrz%a$d(Vb z2r6&^HEtNnLMZEa{zAhCHhBG!hlj-@=F&_ZTv(j>;j4(O+SjMzG@$%_e_SRY`hMw;|INF`h_t%lU@pBzhu%he3rowI zQF99B)cYYUkwJ4UWVFF>yy&mQOg{`%5WO~^1nfrXT>UQpUpod9AlK8$Piljp?Luip zjF9aA(#&rV8EFJvNl<-xSYLEWujm{CW--owdEM{%4)_o5PH#rbHJl?@}`sl2cs8yRyrr zC0qD3qPQ{8<@=0@NhvaRbFxC(7~cRvWK&De$v$Va)+7AU#pJ? z*&wcqNYFa#!~k`@EGXsOQ01GSnMFVKf=R2@bSu%J`djm9-vd-fBPbtQZQOG@Ob33Q9MAPTSUJs6KAFkd&=-?q9g>Z@#xUFg!&2yf(Y zKi8B3iL@#a8Cjom?hXDN@~`O%Q6nb&);!Ly6ky&FdWEG4$6`N_Di16AsA2r?n94t{ zMl9{1J~8kq+5Zh0Tg(te%9EJmU>lsAyA+jNt&v6F5EbP-zSC3sj9DP~W}piAGAkA^ zDD|PGX;GC?@=?J{el1mFFs!isiZ2Rul+!zTER9X{D_)+KfKvS=jT zCn@#48KPgGsO^c&O-U5?GUg^Voyd@w9pn{n_}dRR!m(n)egA6ifhm^1;=t^7j#B$m zygfa0+P-?<-@4d(_qHsOG)H;ulF4D+iJQ`IzxPSkKg%>>$>sSCT?owJ#%=cu8Vz|b zkFFlS5tEWGBXM5yl9!LQ6mnwCYj}z|fLJa3i%|>>>{p+b~Gx&9rHzrE)i}!L;u?Nvf zOaeQRdg*-aQ3c2qF*}YX5uM{R8Gat@|EwvU)UTUsP&08!es$>w1hO`VR#mxfJ6AwlQT>`(Zg*ZGWZo&@L z$6UA!J!DwAZ*moveVj13U9XrhNx=5AI1EKu*L%&K6w$y){}^p8KFlw>sa2&nD(~GC zmZabCI!Y&)E5viEmd=z!Z-f0|2LtZJMhC>c2amwPth6;0kY zY(s05GVww!nAi{TxdbKkK2uc)4^*0H*hmHqBmh$>z?x;(6c*!x({D%pk_(r) zdq10tY#Av1q1){bnN@$MT6p;|hIP|N0BB1gr2oC1m$Mr=)9RM0SVV|6KVmi8Kkkk(F;yKZk)GPMc~KH+`gOc@R5BJQl}KZgHF5kxP{%2#q6zJ-CFnmi5&L8UO~ zZ$^myijUJ#+1);xs6xK(pYaXvI{)5T7-cZ~nA4wn4+BQX8#Sxp_Xb(tfBC^^y|fZV z7{JLVJfYrv^xfj_w7jHX9W-g=Q7p1?W;U=>`m^`~=P@YW{18po!)%~xFYU6+G;0{m z_dS^~2fA6~_x7)%x*j@>p&VTH*XPMVy~Zi-4+?*uUY!t^0i%`-nHBv)w+;R!hP3}b zPb@XcYV{psA>yXH^JKj08DWa_g#I%qNIrq?>j%rUVFp5h3kYj1GiNpDL78{9SKi+1 zc4C&#{p2>0jAZ)B^3>{MlqAhB@N&<^Rl7SxLvU6M<@*ZM|{sg?e9_S*| zQ6_;d<|HgX8Dk{&!}N<(&K-`;!TY%Su}u)6St zvXOCraI*l{oHF)0W7xGV^<11=_W4&mT{nhSKyQtU_K4+z!fjAvErJ%j8+k@+4n8!( zx5=iU^9?-ua5yt?S|&!COGK>Z@h^MEm)9EG!OVPpDn0X(+eDMi>wxV6kLw)}6Qg~A zR03l=;KIpIFY))$Y&Vhd_vijgtWtr!dL&m#-Ktlrg0wx%K z5Nm>~nJK(rSWb}p zkc}FmMiZcUdYrNI_ivn8x|Ad3lo?^sDh(sa@x8hD>@{z^muwemi+uA-_SP$&s?HsfVNZ<9g=z}~1zJ=reh3BVYxS8BUdm+*%yT+d zGVEnkmHEID?6+|L3jf&}=I%bjEhzK#E6M2b7pp5v{443eI2t@Gw%0RVZH;~9AdceT zUgs<^up#{a=LQgz>RRMEvhWe{Ma`j7UPJ0!ovo|FM0lN+U#x6XwTCqjPcTvH8yJr% z?;p>4yDx+xCn3luQdwcl^B1gSDjPD3SdGyQkbt`-OkNU~xvx#uoW5riU5%b~%5Rd* z5)SMQ@XuO)c|JowpD$^l8J*j9$)SWgX}nFc8vCr7$k{_sQb-yJO})(9kcQ1RF|!!jyB~!umb63nR;03%p;$s*?$CYv;C&s(R2f zXQN+4yUVg$f!r!hOtg97!EhbS|G^=+%i5W&`|bgqa+Dfv%PP#ZR{|z^b{?5jkj{XW z{NUaZR5$~lKd|55V%6`_YQD!0= zjWtj~^099a8P#g+BcV$u54;YW3oqA$PYXdF61DHHMHdF97LNmi3Gvam~NzBT1+$9d3-t(B| zqOi+`v8}ZDBTTB`2u%my3VbIo|*Go zn+rRG8Y8=R5zz<>yFk~YC|tO4zMA)W=rait3fl^erxyTs8UgTl{FIwUtyJ@JX8^ks6N^=9b`kMO4A7d z9JxA-5Qj=9G&nYa?_@=P-0(E@WJi+y80|>Z$}PIXY@KsR-l=+dG5Q>so-2C?w|dQy z{`p1`fT8tx1S*s6(MZ>>Ei>+_aWD=a8dI(#vl}glOTX1aE@Z07Rr|DR<+M~mv+enG z)DZoXA~^9|kGms$LkxC(jnhu_2Ta}=f;}YVF_#_v#-CyUprey;fcmZBMhyOk%t7UZ zOWFd}>-d|jShSTew~dYNUq&do{%nhXBW^H&r1``BY#@F)y2U20k^%NgZAW$aD{t9;|L0-6{gOyQ(}@>qMX#0!X4I-U3%W%`QU#) z?%XNb`E#Q_iH*)4#ku?r^bUlUlli zed5t#-;Ti(7V^g%SP?zuzet54HrcuJS=rJJWTlmWeQA@%NsLh$f{=6%2pfZo+}A_Q zsRZ&$Ng^j;j7ydjjCWmu^^z%H~Qs5v1?%^hpHLMMzSTMJCmk3acPjTSRY;J5mU!};{>I+NrZ=m_s7 zfgXgZtbsWyuZENC|J3c=wKPdegRqZsTdi$fA;zKq0$SJdB}d|YeG6b&SvZ_dOu@Yp z$sFTo*MK~{b`LGDxiPbM@Ki!(fc3aQ8<+20LWWViSnR{UIs@7wt@;HpZX=p!(hvR( zdw6GyD?!8#=i({?Fgqy-t$!~5uqB*ZE@5n&z!^Qn8jqaF&^6Ew#N zS-1R_?*lm~(Ap-~=GP4TE{24R{bfypoLr{~wSF(sJ{{xOk)AK|WNbjr7}F7VIO(S|<+#uXpRCdJd}tC$W=pIk`w| z^KsBEjOfOm?)m|LZ4Lqy&L$u1y#Z0|(AzCh!f?(rA0oe9qZDB+tQ=sO;c(zFc{}cK zOyY!%+|ZD&gEZRU7p?#rMSB$J4^rg?moP|!(_LVYqPi8+53u>>Y?1lXODg8oi2p&g z=9;wE7QQfTA(@Dg2_t>yf~L!tIaFwKro!|{)w7+%TeU9EPGel0uL+GRA zE$uN(DL1zj;FJeuq?6=ku=DMO(puSS^Y&7)troUP)q0aE_;DD}mg=I9R^9nrvAJr616mauzecsT8Z*{Ou^Xn&}ZDpk}Lx!~pLu@|l+xeg5vBS4+&_X19 z*({He{wS_Bwig=Vv`oS*baY%};st&LVNUjnB7VtsDBdeAT;c{Kj8N4Q6`w64PQ4FF{` zPp9a6j>_tng(5iuh)^*6pB-Gv`n`i2_5HeZ+znyD@!^)O(vao9Z$Hh{Iddyd?A-6N z462xim(PE6rVcbbEZ-tO#NP+Sdr!XgKz&glhEQmFja2K75xRSsP|t!~v0;~Kn|1%u z*i8VwNV*wJlF|}~%tW1_>*9&%6&}2O#LziW<@>mh#`a#1upL&Ss4Vi5fRI)QTbS9V z@uQ?H28U`M8)+}OW@K@E2vM6{L8VerRn;)Oftzq=2FXAzZO|^%OX20~iIA=%F0pldC+~4sEyCU-3}`vqVMJ($+QODmjt5X!+Fz zQh4%o@*w*l3a_S~5Z{6yJNe2zMO8tk(G}l_D6MQa7iZU$wbZxA`RvS%onZ~Eqauzl zzctZ8a($fwgkr}pLYt213Q+o&9SBSpsFNz$$)ta_?N|G6`|)1)^CvPHYkcl2$Y!cA zU7Kp8*dOl4g&%%r-0-tfC?(i{^+7Ty)5{c~QAMmgQNS-_@OU0KepSKF^hCS3OX=3- zr#P%Do6Bq+cBEn42S2-6KYjb!t6!pejK2OU! zjhv3*bR&?!ic}A?z=D!x{4`eY!`h$5kEzy+P-D_mee;m{0ph6zjwv?AmnA^(y5W4i z9x;tI9-mC~c)1FK^L;QZHrw3wm+jH8h@7Lj$aMJOb64$utZ0mn0IQeLgR`)e)C=(yj7^YHqfwzPShrt>@7V?MXCqa$n^%6g94mdf2v+>vogP-pFiw5T%y zyUssodAXm=pD@3)(QWnZM@Mj>^qcyV^?eV?Ae@iJlFCVm2Sp%EXOTu@l@eW_&EE*3 zP2OQr+PmGKvvKyJOWZJHrCTL^yQHm4@3Xcp5>)zxDxf#I#E$En-;I|$-|sGkMP&v| zl>|$s(8~xijve4%_2&gUvHd4xVSA#BaktynHUvAAUy3B+?QHtg-1{67SQ*rKngj;9 z?K46G#3skEBL*Of(qx0yjZSnn2)ZY>l~*_T`(Y&F(lq!QB)}~3HBkh48o%x6q3_(> zn3JBQ=qJ?qC~yYvQ0W|6QS36eV*OSxpT^aegmYvz9F(F}G4+UAb}2jdrd>NjpR4#Q)}+$*gAg|ThL&HZh+d~- z)-W-|@&m1f=ybiuB=RopWN+kYW;P+!d;TxMEK;kxbxQ-AEReDxV~UfA#%N}JwrO#+ z&5ZxjX+5h#2M|<{obEUp%AVV^8PA+rojs10d*N0i@O6{{vSzTKGBL%5o0auj>6acb zAQBHnwb6Kg9E7R$FHG71aBPo6@1N8?aLkCrbz&k@S_Lgc^oe?EltcF9RHBxd--ayb zRTc(FY>Po*hJFGrT=MzRSj)`erZ%-sR-6hrXxv7+^EtrStc&MK*CK(pXo-Dl21!>y z3^l>_yS_R{dtLl$1k;DKCU{1|nZq=(t znL;>q*U`|KSh7S$w5CeTwv2)PHm5Ds4*kLXg4p4ZKofURNtLILXnrJ|uy9RPX~md* zgGkwGB}OIBJHZQt%F*43tR@%(-k-zr=Ad7p<6>#fIWqe$i2bZ;UzB1n;i za%Hv8T4IU_Yg|abMs<}=pDU{;L4!v4nLM>5Dt9s-z3hWy=$+q(G88vwcT^tzMXqEw zYL&c&fd67T!Tkd8v%6k`gPL9w@AuOP28Sx z%2@^8y%rPf>dhvB{J#un1DaQcfmONrVn$pU1$-31-vcotksF5 z+cCpkn-&m2SK|^t08^T3+JZ2D>Gms3;+^6KeF9Q3md!V4viydmH0lr1W?33qdj^*P zC5T*~LxL+!c{RwiYE$Kq{y!~%D;7Uyxb1Dv$(f`kPnMvGZj~53;CFCbE#5qPe5|-u ztuzVE^ta&ADLjm53`P_`uIQI8fX z)a7ia!!6pbJ0o|{nT+=q1+Jq;(aes6T+Cf5@u2I$7S+KP=w`A$N4}mWaU2C2G+7{9 zu9XZw*D<=AC!WOz&#?%;MUXe&r${26AGS0LW$1Q)6Qr zm;QX?m9HK?%!3Ymc;1gx^wmQ+X_<70igH^+FLRVJ2C>9@qcLu@L`bT!QK3 zt!R(<(3Y?IEu!Zo-Td(Kx1HW{JWUF3=I|m2h9)Rb4|BB^Z4cp2`7R(M>Q)swrCrg~ z32eRnOjLwx{C@SzrV2hWTfrTLl~wuG%?Ai|(3XZAYEf>wGwQdEXfBBI&avfhMk;Bw z7i>C!@?rNHU;>uR{__m?$OsgEAq`hR!rdd7Ucen8*9cZq(=G!9p& z`EJge;^P+7ydtBW+NWCU(lyBt~^KyTy9a!FScbB>MuALIWIj%5{X_`Yq1LYNCEw!IOR|b&mc*EoXjM z*oSn0^1_}g?*s&jsepF?xvf#<@2q2gIN#x^YWE7HEFql2XWxK~2eM%A`*>j%>YIqn zhO%xBzQ`x^Rc_Mlogip*NEqjLu%Z4@`YAPBy(oN$v)@-|2sX4w9VjZ?T7JIUxm>WJ z|Iq>J`7TyP@}K!bcm-P>2=+U}7(1*|`!=y~mO*$eC@_`eEh!~i>WL#3=5<2`Te4Gi zrgS;p!gF<&C7R5gaP||ZCdA~}2)Z1pVa%$fUmL_xV*8{?^9BFl>{}q}I`>_$^~s9O zJN=ANX}=Z0)jE^$+L>`$1174gNaE#JiFvDf^!5gEbT$`Z=~gacTYt=>zeQRZ4VcgM zLaqA*uAKZ{d7G})v!%@(>@)hz9tjlRy~By9b2wHjAZvU^;o9qinv5%I5+a-x4?jPo*Eff|~3s zF4xX1E^Lh$h^ORaX5Ye{Jo~$bD_mi3$}vkwC6X2#w-X61@p!Je^6?#;ZloB-WR0rv z>WW6grn$1T=W-?Le@L?%s_!(T>vwKScQOv{`o{6v@>7fC`VRQxT(c{QciOHM;+Sg(QdjLqNm2U%CP*rCUWf#F$1@Tq)WafGF|Hq%Y@W z;H=E+7y(Sny+VWE!JADGE^OqX@&&29mRNkFW*N zZ)h8WT>X;2BEHz7f6aWFK;tmHv7avx6N>50wmjQuDV(GiWb~Q)Y1?)X9!eB-n?J(r zS_J$!mq<*OT=ni%E`#5iYns=Y_pr}jZs4+SZ$ATUczCq}^Kx<43Xm#S);SH;?!0xL z75O}RU3*3zQ{$WG{0_QYA)MCOyIFT~^4<_`5Nx+dNd>L8TlY5(RyeyTVJ&5K zzKG)wISG_tGtzy!v=jen1!+@&W0S`PV$_)M;LHxo-21NEtTHhqP|W|hh6R9YsF}95 zGcfYp&3*U5$gYhJlOwpdhJ0dYqME58JU)m@7C;{>^rOYJ%2AE!mG%oF;~pPt>{lph zp!oZXi*LjjA%?r(Xu+B#_+>*iL~5)d0$RYZ*HWQo%fM*KsoF1Ae8IBHU>dyG4=5b> zFhPk0a^~T>6boAz2!hTt(fo7F{YaG1RDqa4i|-`1O2y}~93+F9dDYF|lShsBT=-j0 z{U=(Wtee_dPOPU*!XpV|0j$UdpFwU6=SS`RABTqTc@oUH@z2UC3fuMwKs(2L4$BHs z8XnvJAHq!gTWrcg8UwWEI7{;wPrtt;Kk5W z-5gQ}2o34CA_w_EwcV*lK}%Z6XAe|2Y||#M|Gg4J+|U+GUkJ;b=fVdFujQ5HQqpRl zoIdt`k?PkQ6Hx!hc?er}7%o7Y^Z+zY-W@1LKn1^m)Z*||n$H5h z2K)vs)HFjqhMcz6n~$orm+z@JRQ~yC@~XY9t1nvgNv(H$az|q6R(7FxWKR`0{H;lc zJ=MfgFjokZ$ZHij!C8mpyJbL)pEfX&zf+4K==&ER8gW*U`g_xOPz6pt#Yyd%#X>w* zdDrKa`*%nV5w*0R=0hI&pmBb^7jOm|nO;OnA@>vU4J-TrSF9~Z4bttT5fS75uN20x z?~AV03q@!ZT8$2xUGLchbmC6tc*4|^)TaF?dG-w@@Sfbi-=5r19!5-?{XlZ7T8nw!6^L~ zAT^cq39{CU8&S)==_S}qE`ed--s;lxdShGFM!b{*hjD(IyV7mB@j%vijoDCs1!PC> z;u2`+xweD^84r$jwWUsn-6o+o;$>zQ<7;||wv zx90Wls!`WQ7pzS(EJjZcHOKJbo5f|y!CLaST=Y3<6Bm%AyLGv_`4lj~od~#Dz}89E z>&`)R(gY_>nq#Y(>s&qLTRzE|D;j0BXZB5D9t2D%eY$;~go$9SX%KxWr-OK|{jd?R zRm(Hi*`oIjX*n7OdZ0-{Y{2(a@LuEpRmkt_Ypz#hiic2z<8y8#gDR1{I(cFb((Du* z3OJTS-`Zl>2gTT%?z%KkODw=+V7G3e!jz+^_Lxje6kuW$6qA&KB!I}xD4}6@DVC~a zw}NBN>`t*?OHFZ-84_J0x5M%_@-`c0nEEDevgA_;Y4Ine zJ3hfk9dT$6TNv@|GBO$(8quCjj#gD8z`_SCS}+qo(D+8t$?)5bf2Vt&TH+RQM}?2z zoTH7uU}k$JcH(XXt|b4at4)X9^dvv1AhE%-&o-12W0=h#8rjR5!qlc2|GpN)(1=I<)&avoJm zzBYQHI!ys8T*qt=7+z*c>fp>43eXlYrJG-Daf{S~`yG9A`=S@}J1!klvI1AlHs!3s z-vHuAk5Hm=?oYXIsB#Gw=u)ic1Sw2(qfCkqnIR36^CNpD_-I7CY5=-D0U28qjhVS*>`~BWu`@GLQbLN~g zGiKHShT`sgKR?^Xw(W--1=RWceKsyOP^^BDS8c}XvCsR8%&0cT{BW0;26YuoRG>MHt727M_Tz>#9Dy>)?xwY zzapTGOh%Xh*b^9lzQNF)*AquT`GdbV+3ZRBjow(P2T>R`71JBqk_hfUc3kH0MssaW z|KuLt#;6g^JY%(3P7m8XHvVXhuG`jlKa#v6GJ4m4G7V8%`c(Mw%dKYrK;+@Vw6m5| zy&zg*@7dQUrsbwiwB4y()748bnT`(l{0(rBK#lPfiJjYi!o6MAXJbEyi5l8L5Y|Rx zdl=hjOP7@ij;#nyqn}I$a>A@kBGOo;yu)TNMeZ=i40(}Hq;Z=c74;#*MP(-IEVB?& zt4Azaec52UC-C)zINFMVH8sCbX%1&1{>No(ikW=?;9kqB-`lB^2j=mvUE!>!$|k3s zhOYin!$F9pOe(Eu3u0{2tF39>T)EnG$Q`&QFL3+?OQtI_wH#`9Z&_aJ4j` zAtm!_WL7@q|9&V_SU#LzI>|ANg@~Ruu%CzCJmD1kxHLMrumc{_j6~hvcqN~_r5)+g zJIEFpVX}m3XF5B+2k+X>F8J9)a?Am=-d^yeYkF#KM$R#JHyNUdv$~iqXEN2M$aw|#D{IkOd~3c zMEc#lgi(i|#<`ZmulvG1d=YQYJ;wv9Tz37P`o|C@BH|Hl@1&GxkqScb5Gwn@m??`N zAB!4a>8P8Asp5>YYsB{$9S1C*(5`=e+^4*kWTyZIu6!!L^zXUS{Yf5EvHILAj^$|o z`0mDU{ROTYMc9xVto@bpNZoVS7}0froA;_w(R_XmPdv8&2kmRZ;tYp0X7y-1mr#Zm zu83ajHSOKt>$3V>%%DyqAJL(RR%@~Wv7w*tT2pW)f&U4QHElRMTYML5>*?#LqIcwA zIEe9!fA?Y|ZpQ{1F5e2|Z>sKI%az9c%DH*H0@+h-q9TlJpWb1sRA)?F=^5L|D@S2S z;rV>B_g$mOLxL#}y0l3QdBi0`;NToFKo=0fxqW(<@GnI4tVSboUL$$i6Y}6QWc)p+MR>^f!{`e=uL?gbQOG0OW%$6B2uq#uY(p!aIRx5bDbVlH zUM;+T3~Ebp^d1}sc%TD?_&Z21A+H=~G?ZKhgjO)Dzl_b9;$jdDB7uW{8@#>$5z?^^cILa;(o}5-!Mu^ zs6u^fo@<8YI!RSA+$)xC5ymbllj1c=FaCIQi!n|3`rXm{lf;{6Q=s|g|Cy+8UV$jp zN?wfaN~9u06y^Je*LKUlpF5Dl-&+W~4e?$hUnpu=jv&2$!#h(yO|w-5a|iO4pei zR$=-qUpDJOG_O2|a*R4pbtmWxqYi-Dsabop2w;GQmu|ZZlqOD5SMT=1NuncV8c`0; z|C#y*t~^zPhE)zp6**Yxb(vrWtlIk6OkAJ=H^tQa4=}lQn`Ci{vx`z)G z$jx*9zCOcG%M4Tk^ID15%#TSd%oNH?g0q2l{L;f-hY>JH;l1h_+5 zVU{8S*0-$T=LQ;H~h{gwGxHTWI@B%4Safq9GO>ba{(r(kkC z%J|}=5(o6OszwvoE}n7ap{!i70spw?PworS{n@6!lY$_UH{)M|J^tA$F6T2vgKMa0 z-jDYa+I*29uO0TPon1%%}A(OyTI~8?cN#I206@S9dEDu&tLxUqO4h2Pfnplw= zPB6;|Sg{Uh^JIi=fMU5U-bb6cjxiKBUbpo(fMxPZnOXrAgFd}?{54XmND!j+tQP>c z+v)7VGp3vI1Q9nT+ZGAa#wM|Rs7S4`*2lVFjdO@c8lrH(G0RK~1|HEOhC^2xo*SSU z-uNDjDZ9G>r10U2!pjzw_=*=C$YydEXD)Viy8)X98YV=>)Zu$*vb{XQA;H zkLM}}O_c@Dys!B=kP?04r7kDD9-^bQd(Dp2x5sUn%$G@7W69}2@3idwC}W`~5dnSo zwjIr(5D*qMd-P5$jA|sgxQHROOZUj051+q$vFFS@Idr($U*i%L3ASI5XG={VtPsAV zRprh}eVG@RP@U^?i9ZqLjWzR-+CxOT->3eskLc#~_2m>X9Sb=a6*5}cZ~tIW1#H+o z8tq@lY10S}F~F=3`SW=_qD&cZ`2vbdezk~r0m?$1W5~mO_N!3#!$)!?Jfv+o-yEBVna2F!5{aoxBFI92>l7T~25a>T$+-JqxsuDFU^#ElH+?2R1B|}{5jDEnLA>Sa{Q;gR zQ?v{w;<_!Ct8RfZ4RD|IkQS^Hkg~yy_Q&0A9v8PA9tiPP9Im@K<_>w)o&AE(SvDk| zvu*El1gKZ4#nHp{sv)_;;;a1&Nd(%;p8J9l3j?hCf?!9^ShI}LT)`3TR?SPG6E+8W zgS9T>9E{+{pqg*0W%o4kNjh&To8IYh6Dwz{vWfgK&C&a|fBm8mT_E5Yy^TasviYTV z!GepBjVfrR%O*aa$-{P2X1C9$N%azuCGLOFE2tzBNngM*aIe$G*U(w;ySV+RcK9oS zQhH^xh9ahYZSZ}8pF-!sWbgM?DN9!Kr&pNOg#{~!tjuUpWw>qk)`<@`c5dI&sJ?jv z9AYdlGt4PgP8r*zp_m*n*}c5r6qlq&Jr9)7XHF@2h2U5teNYdnDV)UaCggMmrjqROe84!qZF> zaEHGMc;)0cKKymZ$}V)w0^gbp-+`nDcIMNTWKQO!yrrc4DC%dE6)xe z%QT|)Gd>c=T#KFOlN!foP@|dif^3Zk5>U)!7c3`tGjh72)vrRDV-SRs(eSVs$r)j( zN2kjL8xD_%tN!gKly#fn$Hk74IsW9W{^b29F5avAK7Xbt~uKT1v|3&cb_)- zEbd3gt4xD?@ASU1osOn={$AP5dGHB9|ER`-qql-s$?M3KeJqF4>WfDmI8{zaZrMV%+t4AJEv!9LN|!JDvXz`fsAt z4Bj}py-NEl$F;;8Lnj+^xHvHvSu#Wy8eHb?o>+~yt|f~2JIp92;QZ}(%(ra@7v6~p zMH@#f3rkD};oUA=V!oIfuPtR$Np3GoNFEQm#KNXVyC0{x(1k?tHfQbi;sDW}@Ar@x%}8lW3RXQEec$TXbk$ka0J-3O8nlpK zq~>wR>|IXL)QVWMwJp4ziHVD>BQ>UL`JDw^OXZuPZ5<~(X<>LfD!shFx5yEw(ke>0 zV^Tw3CBYTMQXGicLwN#!+axfXuqDz>gHgjZnekxR#0jX8rXj)>eOHQcNxWZgkroDn zs)*K4Eh*>g+)FnX|^Ls@~E+N5`#PCzQMRcj8 zz;X&^J!ABPfnA7+EM}rwuf^1H#c`0L8W`3xuU)$<@kUpKlztDxz%f?e)IMyoByMB1 zjzl$o4pw{i_u&1xz%DdWQbf+;NZ^D*lkdPnL4^$2Ydvy+c>W|dvF-o803NJ z-Ll3LEk;&Qywr!7WOqAdJ01InB&ilAC4fj(RF3)}%muZTtV`WkGI_>4gRNrw} zbs`}1@qN4#pJ@8??QtS5yJ%#0ZG737ZSy{s#=0&8blHvc@9R`9dIR|@TqnYbrI*Wf z5%aRF2B|(ac8orV_kAEvbb_IzoAx=3+BCPi`KXEn81-;{9iQ3e2rv8L z2jfqi<6vTp<^?Y{%tm%M`9C(`&oX)ljUmW81vDWzs`#Apo#*U!foe4Sy3vXKqv`U;V!Gcz1C) zS5vT2tK_?Z=X*buyVG&v$8PwrFbfxvhFtw}^0Kq~{Ir@tkn;KE^YTNR`JxWRQ43OF za!GWoAG{E>e^n;AuF?<#m$ZeYM)K@FHxtS;CaN3b>XWV~moUmp93|;1wJOZf!_4b8 zbv$$1vDoD7F7oRu7L>33&CmT7u&6I}ug`TgGuqv+z)ZJniX1IT%zI;7>Wbp!0;i{b zHVPq*DehF`42Fxdm?MZGTw|d9&y(lllUla}jjHx@xs}UezM6V9XOPHMsZx#8rc|Tt ze78r}!*cF=U46}6-v=`6FI;>L=fu+IYaf<;ZvN=2>)+I9)W{d*1m?)2ewbRXpj?Mb z(*gAXTsJ37qsgTXHGJAXUSTHA5x)tC!R?P&vFAk-^xKF=ba>c=Ha6@H7fene1W^LB z)gYvYqdiscLlzT-=JG>5ag-Gp{b?$)NHV#RS0y8=OCd{sFKk@Jyi^SGF;OD7DXzlg z3I{5?tfWOKicWx8pAfExn^hzg)r+S@NXBzsLrgx7=`016sOlWC+UbpyDL@TRm~h#c z4A<_m!NNNi63)pnrj2A_jydcIbCJf%-*tAI^?H~H?X{8Vb$VDN?mTBg=G!iQnFCOvk%Bl8IUgTEO?@{4-6s2OTFN_A zxPiAc@{+%oYQ(o*9F}K#rVqY6UiGjiTKtrQ7#y7(Ct2<4)79{NRwKbTRFg*U(@yM5w3+TDd2O5&9{&bO&iHEQBB)5n!IG zn7_uW6N3b66(|02E;rcq6FD-GO;Cq4*N6>CEL7t%I5@(|RF#oIQ6zR@Qr6$9^xZJL=Q@kFBn?NyVCsQ` zn6f&)IxTEbQxk%PtQY#y@gAN$ZlGloD%k9Ez`Mc^ma+7$xA!f`vYGKXB{!iR0Fmj8 ziz0rHl9&FaZkUy`)?#&5smg`2aOCcCILATpIGKdee&QfYWUR`!?20EHN3p#(Ss--! z6H(~-c2mgHm{dKr*)228Bc3jDHDH-{XOrZ4zoyRZB!DAf`yl+S=Y@JOPyWSyf}$}= zwgrRc^+hu=QGj7E5l1)tX~t2E9;7AaFH>aM>t+_bFwoYkl#C3tCN6 zJnpfL7c!}YzfeA%CTpG&{SwO%=TQ`%Hq!%78e@Bo7_tDLK$M7Z>vvAi{%LjQAv;?x`dp zK~|AnJ5~vBn4s_=ZdU2=hqh&V_mh>e-riSO*=g(dvHJBsate$-GsrC_(v&Z^n{^?7 zS&Z){N_sbv4Lh9t#@uG@uyd!BCMsA^I?_g|WwDzF5n88qw=%BCg-$PBIT%#Ne5nJL z&7{E^v8;KzYZtjMLLN&_C~!$hNfp|4#h%MB76Q3hG4;Npr$~6*5uEOHNY(pd5jAH(F3)PtYW_MDf(D z9>jxfI}({^>6te%;XR`&ifngzS5cHIv+;^A3;U^F>g3X z5r2WN{o#hT>5e0x*(uM)<`DSi;}rZq395a0Ueii~@v5Bi)Wd_X+HRchVXA|nW=war zOl_A#Nu$UML$_x4e0GcmD;)17Jk8Mx{w{uLAkT?1ZM{&ZAty|9pQsioUZtSa;o4)Qf ziKKCHq|3Ihuu{7#{6=ebHSdn9B3Ga7M*;H#X z0L>7+S@tkIOB20I68)gAzH(LN0sqIXko2kNBJSlj?r^aw&hOzG2QAbfgUHC_0{si! z$almiX8R2p3W1Q_vSk^agT+RTcKM=T0uIdG%1VJ>u)joxb~9~vV;fBdHFClfbij~i z*c+l!Ed+rCad&~U<$G(2)}oH)`$cufPG7bLt62SxfSbpRE+b4WtorDvR#c)%au4f z5GSLMI=hP|v9xR-Z%aq?JD&{acoR%s?fu4Nk|PiZKti(W6(ySXL1V=%Z0&<~7Z;b_ zp6Eh_lp!APzLT8KFI0DWP|N9)jE<+T*NDAKWFzJJn=i)-#E~D zCje^6NrQv%=tk0;=`^?(ho^R|!u{3jyTX%V|$=`GeY5VxC~MY7A0k*|@_ z3|TcVo^QHx#ltb3_F&YlZEc44M5ZP#=>=C<6_ye2yXqx&{*7<6Gc?dWRS*{Y zs-A8-&Jpa}TYJ@4etea;{burN32y5BDSL6c&DT@pFLbGdk#GChJv@wFhq#HUOav(k zhJ2E({4vayI$o1JileNKFg?OhF}rzbM2b8FWYV?((L}n}D6K4r%a&x{w85|A%bgF3 zjT|?^S1l|bFa?m2Nn)c&n~ef0quZX#$`c4eC(kY*R@ojqExT!GXifpO9^W>4iwov@ zm37TL9-y6O`ii*|(g6XYqPM@W;HYybz4xf?+t2zpI4B?2P+F`urJmQ)lin#3J&#vO zd1!9AoUDwLthU{#5&+u8a%X;~4uo)6-@A0t4w zv`LpMUqn5qyvT`C`j**UYLi?Liw9MN}gy zHRz;N=^r;niNa8U7p9a4L}Qy8WWNQm$YR12juV~Ms^9;H9cBN1%6tvoJsveYk~J#n zwa0o3OEHnMSqiUoktZ&Kx7&zXKT)6NJdQR)p60gr2xxD#RCTMzNa&#&3AoZCW3!GI zbb*sUgD3*7Nm9*A<^iY#PaGXfO?;!1c(Qef{x;~hz{zFZ1SiR5!8MAO zV>G5yH1va$XtX;2-q{@3!|#9%a~x#*+zh9bWCMI=FP`UW#Bc$B5mUngW&R*}+fYZJ`K_nf6#J4{`JLp}G&(#JCS zE)Ke$jB>nASAj$u(6i|Nko|bi%zL^PNdk=t_1YLkm{5?8j#edg8oS5D*Va*v*(`F+ z8_}LxU&lIG_@(53LMU=NjN|Xi)XNvA`1^Rq@p~hN9&2R^=QG0jV%O86DJO}2+Yv7W z1K0o9C3iE5xoXYM!G{dkj3KSA4wOO9m_>coEM#Pv=;CC=5Ufz0g-hgkAxCVWvTktM zjiLa$Qjle>TZYF;S(u4nCN&&UuY-`q3RV{bA6_B>cbcxS{RAEc7S~Cn}K^q*oBW?=@4tg%?)NQkV)=F$1Qiuyf?2i=m7~ z?JcxA+N5W_UqP67ug5k<$>OoQm;MG;5wdmU7;qxNXU9ms$4FXz{Ec%wH$R}?c5s8M zD<6^+D67VcTF9gX9wbym&GN@p5LK2h&oS0e+O8SI&`=bX|`X#89e{U+$n$({u%V8g}(7- zmUo`pxKQ^|Kciy!$=%?|n-iDqvlco7ITItn$cG z6l+Jy6Btn~%jqS?(4BU#bue8wQKfrG1)1MwRl0rSlA>VE9pGC8=Vmc;lPNUpHzOPo zdu6v=Se(gl-hC-=k2m<<)~Bq>-5y%Cr^ekKXMk}A8zK?87~D70pFDF!+hXCDN7&ce z9*QMccf6GmIRjeR4q*4aKhifGnAy%=HzNQjFOMfX|!!ynyfZ%7sk5(=_*Rs}vx+B^=nV`)P7X`ik-wJ=>; z6JG!&jBWUd$HX&xF#IM%Iqb`ruEfTfiupV)?D?wAb1euZ>Z_=)b)?|Sp?}r1qxtqeXZ`j-5aU^0kZ*Nt4f|i^ydg!u7pXF)r?bu?mmV~-}94xc; z8?`BPA&YZ!dYqQQp-gQ<+a{np&#X(AiS?G&tNYfdfxr7!+TX?Ph%P;CK_1kIwi*_8 z=$AeZXGPSSsRQ+`S=mu|Q{0)2j)8MhX$nPAP&X#S{ni#=pp#wWC@Wu=$EAq6+f%Aq zlx~?0u;7kNM{UXTMi-McTafN1v7!k4K`t}2Rm-9jj?;kSGOtibDb|HUxYm8g{5gZRMjI!vf6IfyK$eu=GwEh*0P{@Ywdsf2=eMN^_v}D zkhS&q|M6cgE_lXpPHIk!$n`IfpkfGib6I;iQ>GngL9tNIB{u&vUT4XNcE4Md`0M1~ zuKT{E3N!KaBpp9++pI!*HrdScf-=mQ6yu~?-%D6dk289$7q_$nd#%!-mIbL6eow_YQRRc_q*@9d)e#L!xYlBOz^iZ`(`jhI&-j z8?Ma0K~q$4CO>TB>1$TegzaUzi7Q6cHy*%``AywB5`YN+-<;ma z2y!$~qOmm7YzFxxh+o zbCi|>63043ju-U1LVoV-QvUC%e@_jxHzG4SU!(q{zSO3%0tW|_K}36y>a*$(iGKx~ z;n=1nsmkLWQw6&C)_SYynOQWevu4ZM`~JcrF*2{FxT8t-yfHjcWcXckM1g%( z33oroXxqJYv2G|cX=Y7}&LzOI(wUyw@U&QwwMm8YdcAy@5ziJA4Mp%y^XvxIIMFz+ zthqs{BZ}VLTvM)?DPc&J$k4y^Ow+dQIubk#Ny`7!gLhuRmDOE%O@I4OPPx8T2>oK_ zb;8%%>v1uTgyrN2D^Oa{v(Oti*Ybm`4;tdj%~a!Z$@tvQ7MOMLI<{k6ADGJa09LXG z`m2%P4Y&RNh08_i&Q-v6Gk0i*P4Ebt+TDY+5?4#|M%?j2P-C~ZXl5?uq0%_;q$hrG z2Y+g7({;{ELc!WtsX?5tJ4c4YRsh`<(Z|RiY1DeVHVZ^G*tCA*BFQvuwrhqJENQ{+ zxHy$9_V0nCo`ioh0*2XRr7>hsKl4|Y)?Orsp+?)+u)S*2nIqnFA$;YU4Z3v3fm)*o z=nv-iFC+gp-NcJu+M>IR^qy!hNoK!lXh@3dlld$A`_5Gyei?x9+pzRpET`RL_*P%V zm3E7WP>EE^+%onhg(*{C4%tlUh$RScx#wL*`+u&}o^7duo9x8jAV+IzvohX&351&G z^LV*@k98!L${9Sw2YvZkep&Y1eG~hALrp3PSxe0rWc>kJ%a-ueQl#^W6$=0`Y z`?f#Sv8P`#CmV`u{{#MX$@fdZ?WFdK>onD@z1H19?cLokLKrVE?^pc4keAv;)L7HR zKaqIlPzT67XG#lUCRpzSAy;%-vG(^LQ`(D-gtDm_n2lbl4Cv5AnTfshTAmf)-sc1% zJ8m(BW3%ds#QKgyCU!nHxP*4UDVO~AE{_Zh1NetGpgmWk8rfbO2v{Y?B-v!=Vyn0$ z0VOnVXs{KG1Gj)cPJ9MNe|^T|NejPxa`bldz2gpE`^~)@T)VRiAGra_Dp==*EUL&9 zD#05!z`9Zps7$av*vo;>UP>!{YT#qnXJ^)>g=W%g{3;7xel&`dKl(3e+uWm&l)+n= zF0KQB;Q*uc;HodSQX*X#%53ePOA^-`-pdr|$=RhE1`a~~%{8s8a}E0a>5`GV$4Qly ztTwBc{#zAnSpNtWFvTT-;_PNa{@pL}x8{K}n`A`YZnPV^DR0MTT4BXj=VuQ}8)|0$ zFK$F9h5b7g!K`_9wzh1H^+E8pcu5M9R)24uU{~r`*k1-AJ;SM`dtr(!L?$d6bDX<| zi`?BnbvAAa<>yiN72fx4m4^TfkAf~(!e5IqVk7LJ9j_&Sj>l!AreX)nkh)vhf$SUI z$ma~6lO|0(gd!bCiLsa(TYY4fle=xjj>y%#Hp~qaOye9sNPmhP`sv!kE!e8InTk+@ zXBcwhc`w6%emlk@h%DKcE}qijG7GmF;GQZ|)|l!b#6rV@DUGY0c$TSR7D7w*mgnT> zsQH;eQ`bhL+y}^RL5;E9x=O2i{EvkogAAP2)K?>6$5I6aK;m|KH^TS6VzK=VoQ0yr zQI!gQ!QzzuCZs$=%Ey5{S~W?66Gt&zsjlQ^qmQp!6^}S9NHm4DG4`?Dn8zvWbsr!` zVPyLF^^F+FRe`Jr4nF<8{t$4pg&`_Jup!=LS3GdyJ(L?g_A&Z@$GRlwo=8S!^2q03 zV3bVjbxJkJc`RH`grx(#zat}R!!uq)Tvc{9WcKHX?>C(2@KQkn2{GU8N4B_t86}@v zsKwTonC27V*a!Z4E53D>L|J%;W{I> zd^W4v96x%?nkic(J9h8>)drhwQ}k%G0|_ZVtb~E!HzuMqo9@|jr`H6P_VSwG#Ghwd zt&eJ-66^UFKD95W;6UZGdJA7ieerSF9@3l)f<~jFs9pQ(;@cdewOkcxp9u`pf&k*v z>|%ltQMc-6(on5Ab(F;}bYojMheE6rTWWgu_df#7`b&X}GzZ5#Fxj(cz$z5heA_~Z z1D(lN5M>VgLII>$RSP11Pyd8P!!SS{UGK5sb3LD$O2KsHEWZd}^-rzz^Y_1NozW4t z_3!+jf+sofu=4R_Kt$>sW;EWp9vgDf0kqLDU{Q28*pWp!TtQU<&5X6%=!$^7n201U zc2il{wN(I}WbfYION2(kr5kDLHT5m$oqUaQk8@t;Ys(T{@Gob@c9dyW5L+&N-W4Z2 zE3~24$tvQUs2Tv((zig7EPNY6rlQ9}cy{%t-jQyg zuG!;Q;>?TL9>^92lJNS~!{a*JcKopQbSt&7pz5_BnZ=B+T$9k+oI%U_?dNw+yklWb zcB=;M?TgE?_Io@N)N`UTp59TwTMILd&DLkurTG(cS938~8^eBaZkosbN-|Yzb$h$h zBq@zy>5Q|Nj|HHdwhn#2?8}s@oO8uxnKLEs#2v2$Sz}=u5YFZ1|IYAD9ex zfv!h~6|TWw7e-PmAp_QdOAr4qNNPni*#}~M9!D)Q9q0!~70O~^x zXIQx@O1E0@d5AjMR56d#Vrx8v`xXj}^m%3J=l4Ck2>dZl+E-kKO9l)M$r*9pI5cv1 zJ$jcD!_&<@wqel-x-i+bI@uHBy=x(YQ8~j}jcPkbMrK4_My{J@b@}(i$OZtp^W}0* zd!^PQqI`B*l)Ap<@_%?Y(!?^J=jELJ@@0rJ$^Y4Fe8r0h{pH+CMLN#NypAY20GYbC zK8M1Y)t(k$+0ZcSx8L)QKy=A&Htb8ggA69Ijf`%gVvqT}h^)O%42(1&k+JZckzhIk zO;cU*kQ!w1kWUBy{2CSRc~dp-idnw3ELry03_)XOme~0CBNrB<2d1DQYSi5+?$l~i zA1`jnpIiCY*@gTmzA{WLv+4*Xnjw&`9WMvV;QH2Cr#bp^^nHSj0jCtm47WlN@%5Ff zGxuv`&+1Crybg+Zv-6rnME&Z!4GEF|_X40VjG85ISKh8jnU`oz{{-6anu7Dynt@#l zFo<1>eit!!RyKH6#dot0QFOcRB!I8ZLW$ky@bUItcBs+dM==Ny=S0)VUb!~Pi%M<7 zgc7Xa>~`A+(z_X|fT6Vja}o8l13V`aCjzSS0Ao z7LtrbrUE^Q*=^O^>?!Y>Ml`_k8g!heFa)@2iD1 zszkc=NufT1%}-HsrnKv=Htj@s+MRB;iF_v{`Q<-i->cK-p&-~-Ey9NQplXEN;}tNUb4_qncJ1qmij!Ad+Ztq+MHMGFy|Z~KG0=a#B+h8d&ENT?i$|C( zNgnsj*yJ?(@e2S579aYC<_riaDcMjymxS*i6vpqCVYn-y%-uGm6rH#WrJFC61&NDAc&R%${X!4a+tZyX zm~1_ZeGzysCB^5tdUde3k8f||Y83=j=>)4vfxwX)+j0!8D^oiIn3j_Tv?s$rqv+`? z96u4|w&IoD8}r4dkf`N@snprS5Rs15m#X`N_E=7Mazh=733F>w@ISOQ+umK3)fxBH zb?eYlv{B2}6!BV35SDWd2UbULLTPKWQF=8zbihAODH=1fyZd-X8zcH4-(#|iju@gZ zzOj41+tH7?)}VQLb{cM|Y-{Dk-{M~wT`H3i=XddH@nO+(wxQB&#g2{qzcwLlpdY}l z+J~Hs@>#^@`7W1j*w4B{c+bT}f%#&1-_`B>a%l=K1@n?qJj5;=ksd{-dKbb+2&=8g ze)Soz6F^9V9xz&^-n&aFY4=i(I{5MZ2~$?H~AI;&*Z)cn!{dsWc&$UN$M zp44aJusRv8s~VLJ`=%8ZV-F*WAKK!o7hIGKL8KB17vYjKm+kTCYt5L|_OcNuH56oxqV=*9oN-*v8HX9PYq+!KyekZ9rClxF^|kFk5-wkDRbrLrwa_%Bx*5i z4yY|B;8KkrF0roi@M_q={x{fh zA`vGNr{Ab)Z`>vj{d^BY4n;he6e6I}OEly7Nuu<}6(Z_t9F}gGakKmbGw|0nb#2)P zPkUTiLfZR|lY(%u(Afg#2dD@ISVU6bD?6{_E8p%?tX4EkZip{*3r`7dZMmUz$4%#* zzvx|eep()Lvu#MhyS#GHp2o$*$mCJg(U`o3v1hk)x-c(t)#gDW=8$E+ux z@Bdt62|MQ<*IaDwIyEoXUul!<<(^RN7uIg|iG>N^6O%n1#%JT5BPch)W(TdqEX#fe~b3q%whR!kgk z4AIXtn*7H8Kg`Uq1Lw5C@mt3L3`2tVd)_BHwiMudG9VdTSZmf z30uD|8xqRBMI@c9(Cy1oFXeKB$z8A=o9urA)MP3!g-x|)fut8%EP*4Ht_2`lfy0_$ z7O*bCo7xM5sDE0vm-AR!Jb8SO zfUd|<_wtc1=pPXnQ+9; z_u*mp;xfel*dX>vrnmHjAmNzKPqnWQa6OS5hfz;KX;;XR@Ru@1(2I60@R^bL2NwrS-L2{ZRr<3L9i z9i20Ojy-pex_AQ!pIq+Z`h3srL!VC@SiMcYe`C}LXL{~O)1R-M+pU><22DW&UHA0o z-usIYo}NLjG>WqeM*j#o{Qp42SOvsCRc!Hv1k&JPq{Q}7>~FZ(IGBMKlNWG($0ou_ zRss;q^-IseVinhBK~M8%lFr*hqI5<1x)KX4%B71B1}$gE?OvjyUJpuIyQJ_#5*o=- z50-lnB2c{)CU^3TR|)#Dt=`a@hNR$NOm%cnF9M&#{;!kYa}0gj=g0|YHObyM(29Ye zw+bAHo2WMo==%K7~jYkutfPrGB7=A z_-WTL0$GBaGW)`zUsyKDI*+ihLzKB)f&sWxZ2dnZaK9-kue&m1I@UqSFppNF!P&ZY zZ$-y}x+J(jS`f3X7U1pH9eoB16Cba}0u;b_=6;L!QK{htQzjuXQ+p)A@?z2&->ue9 ztMmKE%Ol-pYxH95TV)4A0u@VXy5SvFtT$)=;AUrlBZrQ(t?EHhqZdqrkkn_rjo z01vC0cKcfwlyjLViJR=uB3fww8#ax$k0PXaIM_h*lrG7h3Zk@G=yG1bkJ~w-sD|;y zvRXkQAL2m2j)%QHN?YP}u+JrS8Uw9Qb!m%YBAtEv?pN6mBK~_AV&L~57f6DR54{Ip zLC|QxH~$W;&Etga`EE+|NfnO5a}B<#^)HkA(L&!p%`rUSHaz;inU}Y`?>{)2S3zrt zGezN-g3#Ic+c|s|^=~|7HC(@~MqNpZ6j;3WZmx;CHrOX1OjW^WrvS8HYO%>XhG50Dxzykj zh*=%HZ1cr9QqE|O%k7Z3W;fr}z$(8L?L?morIji#*0W+=;3PjVr?T<~Sv24_d*lM1 z5Zy&otO*Kp7@rJab%p+-?w(S03t$+h5DBal)O40oC$Vq2#NLy-Xs0Zq<} z*9P6`?~lga<)=)qr*fsv+V+;PzsO_IA(e@AIVX3g_WE+`#5n#Lg9vh`nim7LTO-># zZf5b2rR!zB`dpCXo|&vU8{_}A_TABNZsEJbU`8885M_v#L@$Xj2!^OhNF<1;5xw`` zMT;7e5JU_j5>bNDYlxDF-g{^C64A@u&N;tz@BQHpdI6{(Ws0piXE9<#p z^-vtHo*{6%{$m?b{C)ZBuWeri38K3PB=FiCsO>y_uzGVIJUr-{1jvJV6-<<}R@SDi z4RcqjYJ4s8Z@mVpLqDX(4$yTQtD##DRYHzq)rvrERASvxPvoQ^vMZwU?w$A#r^ikd zRF}@W&UtHNgLQC&o~;1~++Xg1Qcxe+;)ECYkB;f75qB%8jfJ0!jH2vRR47^STfaru zCu*A!n}_|kd8FMmSS+=)fg40~HxzwYy7jqtd~Gd9WUmODI)5&Vv^Cu?O#fO3FoaVl zJvNV!W%?eM!dVZl9qJcU0I!sZAnk58F9*u#Y$s_MkDu<8+BEg_eCJU!$Ktzu&nVZ2 z!@}fG$-n-tnA$@hGA(zP`~~b+D~6c}dK5nRtJN(h3=b4^KkI!hg0^v8ax3&WYr3Vg!${2h|WcFo>xhT=~NPwuxY{rPcIvfOsPxyW6hvZv@d;waaq9J)1k`HrWS z)0G8qKu|9FY4QgOCr{DeY1PbB6O?Xn0+yb;T@OIWWwRo@zsTfcdO+Rmf#bFNn7=po zlg^o2tK5hTJxVH`&)n}LK|r#F72d@)KQs+>xA4gaZ6j<_?=yq4HnVM}zv1^>ZzjFx zTTB-qU_nuDw$GZHA&!9M3;Jhl-1RHh{HC_{JT9M~-&@B#QASUm?SUujIzQ~z&H0o*)|ZQ;Ku7^iQgbz4 z#}(`H6sH{qmzEC^bH=89C}wXAiRBQFa@4fvw56ZRCjZ%heF8cz;1KXW&}uIzP5f8G4D;ZkcCbgPArnH-O0pG^O(pWK5O z_Y+U(d#YgtYYdw7diG&$`KD{Y!5x)#;-!G?wPM1mcR{g<0FUUL>6HXwDG`pEOX)#T zOfwL?QVd3O|{v16xGXI{R${8j$yJ2JTZ>;rPU(de3hGuhPnENII4?T^!Z6 zoquN3<_VyrJT~U%9CXT9#75Gqvqq64dcysZE9)3c$W z*gxg6v|q~uHovxdwp#@JiYh7UJ^e*yKVYzosSXvE@|F4imov>1#Tz?QI{)cY+Xvb3 z!Kt{9+~c?}QFoS_+9Kxi;o(*(zuOwqWY5;n$6+t>mbXNG*B@~OCx}Ndz719SDz}E9nFrOlXyuY!s@J`PkykIN5w`Sup^UzH1f z_1_D9k8aY*h8ORFfb-loI!@-ua=Si`MXF_MtJ!VK&Q|;1Jcw<|!%?LQNf=Y5e~iIo zq$6%f39UWaXiN#}&d}Wu!8j!@t`tG8%Kif5o^_AeUeh`!*MxfS1KM-1XVF*E$V3>C zUZ(YrXLj}9Qw1!bD}8^)?Ae@U2C6qdSFuMDC+i4Tn0g;iM55hg08E=EO_ zskW2TyU~s{pw1#YN2fmo9rZiB@~f&ZlW`h-Tg16#)QH0{LEX?a#qylg z=3S1ym&?z6n>f(I3KjP;>7`{<8A8k#YCAL=68L6cfmvm$T2LqIBizpi}EX@C(Q z=f9iv?$gio^TYHKvv&H6>h4zAGbd2DB!oK|x3e|8yQatsvYldTul!`V;$XF)Dri6@ zLBE_(@XAv{MLEHW6gdm(oLR2d;4G@-QX>XIE#j2`4X<2o~ce+8tPxbhNsmtQ`9J0UiXURfJw~*O=CSSag$0l`1vn}+YJGD%hokkJkg3B?5ABl^TU$efE$m-R z1D#%fck?70*>80J)kSk~+u6|>Rq6@i?m2HQ|ljv&KNq0oi}Emeh(hSw{mSUCzB zlH0MFp7dQ`-vrf}Sjc*8FkO^sE2^u%gx>}3L~N_@`^J&U@qwq&hUl<+l}2_CDatEF zLv4mUcKV+>>9vD75_qL0mt0}t4Lzc%L&OcC57*rA)X4#d zRQgYaWw#1?35qEugW(1(pl30rJL2UM%9Z%(T_L)9V`1{zz9L&Du9tg_kX&P?Xyw+6 zIl61m?cdSW($E5CiEQ)l>@L^KY~hw?>Ec)&IqIb4Kmr z``IZ!z#L_6Nv82 z^x%4}S={vuI(2I*RNhCyQTkj zf+wO+HI04H?pQEczW zePB;@qwZ=^y`1H`rU)pz zH*A+C#mC#F%IiuNB|Bz5=6?9SDULrrxa?p z4RaV*FYo&Ky+n1k68)v(D)y$QsE1-KQ$y_>*_#c){(^#Dzk4)=!~JT4Imj+D*wK$Q zF7ru69}nfCFCQ7bxkKt}p@BcU535?y;&~SH-!~mkV)V9b{6(LBz1Ise^Eh z1*)_2qYV=p@Ldn}>G_0T4iaF|>!!`$aASFK2Lx!TrBjXPIev&k=IL4RCyy4&)R#;o-9moL8cZQ?3!@R0w_j)%n|8 zm7c!$4LRNfvh*e+l3$|7ct4c`rCh1lTBf#B{Wp|5fc~AA z2**EUitX@aj!)!7HQve}GNW|dFF-=-&iY*-pADh)CEJS))}zuONtV>C z86BRU+WcxZk9-e{JN&7frKXs|N=7g(P*E$_)c)jwU+K&?C9$g>d(ygL-Ib?SmkfFi zbtpi|8oLy5Hk9QsmlNZBS9i-Fa)nAMZ|GkCk zE0mztUAE>__SuA5yUdf3>qIzY6uT-7!IMD8Ph8kb>Xe0Daf{9w%#!=*mFdhd2mZZV z_2U$FW8ax&cQwkUc5|cL)APwJLDZ@8{Xbn#x>q=WYXRA!b8Z@|R@@tMGr}pxy2d%;veY3+@rDe;l#btC_`ChQ45huzG!BW%9_TM zdyo~K9L&#!JYt{3ZL76UZr%gz?Y5HvoW;)DJ3|8G_-wdJLPRadI+_3HAQ6LV)u>A| zZ9-28tF|2n?%J%O?5QeU$+G178)r1+2y=3#G4}unGAr=-rcih5Rg0Q-$aUVI>(O4s zP?f@7z2#3xAi6K9&tfKDy3Lkx6+0kUg!^&bXSlB(($%N&s&K>c0*FO5O? zbwWwU;gYe8H7WiYGM28)5j`%CTVzsTHGTU0+<BBo@SOT9ex z;|G1Gkfx=r;P=LN(mm6`7q!_nra5Sv<#cs%9{aZ0i${KnA9AU2Yu5ucHZIQ=G0jDT zOo3BZ|ECrJYXn#iQm!q!2$!=Mm!eo+fs7 zlULPO5xWU2Q{O6W|CI+da?4uj`9dEFeBXcnZzg5dc#u6W_6~c${mdS3Ze+&lxR@_92-Vab$u9_J zTyAv<{D{ z?qQaCt!R@x3;1Fjby~Z!uMyx~J?OJ&lwR{nNz?KQnrmoMN+&gaL07uWtFtotgdFz! zZV#&{)hrF}ymrppOW3kq=iRcVt@o^57=xRPFi3DJyMAHoJ%$}DMorECD&QMo7_V6K zGql!0;Cdnh%UA#$(EbYtxC;^kGZBPpf^f_z1#W(uHdIA=*Op$fPuD#%&3@)cjF}53 z95eXDD+z@^8nG^4QHrPCy-$+8<*mJhX;Sbd{D#7VX1|Y5L$U^gNDi_)>O<^TF7PO_ zRaekS8YWq|1c?YsJP(s|u9nlXDMKpVKxT@t_gWZ`b}Do_?tg0U@(X)g>iCZ$|1T&i zfTb%#7T{jqNtjPj3pq4P{2WN#o!=sk=^rLg`?|*edw>Ed=7_xt+C05}S`@b-dVUlE z0DD45=zUu(miG%NP>Xyzw|FPy&s740HVhPKr-r&oKi|{-p{S;iM5w_N%n})4RcMO5 zYQn>lvrMR6sdq@9appF6?E6lr3)S2s{qeeuy#+wxsiKNmN@2CQ08qyNW~{+F>5EFS zCZ~)ZlD_i3xnk;E9$dM^jF3T+KW}1tp{{0`qOZ+*mPk%9`b3O{IW%on++H2ib;9b6lv$a$@R*QWGK01sdTug2o#5jydM4ns zmBEtaM7}kwsKPrtIZPoJwDvuek|WsI+^t)|@JOBmmA272yAU~LWXu2Mnyk_1Z+z(P z++4ae(?Gp&hpW>RwBnZp%@Vh)4MnrdkXd+4xbCqnU46Q5jiw1q9^3jzb-YSl|H0NL zHQDNor6eX*J~&?Agka*=h0${Ff9468=*?v-Ws>8TY#L4-LJ3c@mo=I;ia9^3eX ztdN9^7MmI#iS92tZ*08}DZHd%-XioI$?em>7j))~n!q}@Pj+SBnbOwRc@%RMOZPSOPG8&7ZluYtaMGq^$4dkTG?V!hG`ygs;d@ZohKrLs8APkg zdB3H)nQXtEc4QKdRI#}==dd%Gr8Rr8k+o|?@XMDll_c<|8=oK2hFCi}=AlP39_K6SDb-Jo9$E|4 z_jGbg`ma-i7`ZP$Dx zmblotj{Q4a!))Efsi-J@ceYP`Syc%%r3vk%plNx5i6{P_RTnYsYDW=O8;{Xdmm49% zJPtJUF$N*~){{-mTg^X)JfVxbhz4B(0g@AQu`z+l_|;BDJzJ%UdoQ1_&zD+FnQ)i% z2bBr0zPIEyAy88=jrUKEoFLSVNNvmrYwG4e{`pjEI!zJIqdE`nS;Kf_|H9mClxt!px8&f6(l=>=6jLlT61NvFdqs5f^Y<#EGxs=9 zkm=4}@;JUzwU_P%J0!a(*W5cH5-Emw4>F`mFj1VP!$iXZgR(w}#T~d{YB1d7RRqQPU?a+ zg;?lq711Y6E^n?N|9v2Y;N#`wAZ^{~Wg@Fjj;?MaDUAe>4gSJXLR~F87UxSpCSmN= z?LE7}xr#Q*Wqe~j1d^OB8m}g#p)3$^*nsk8yYYNW%K@RJY6!HO>Qa@Wc;ty9sjQH4 z)+>Gc`4~Z*D7o(LYJj`7&ze|c9un?a@rqA{+U_iwQc;`SvS%}V+S%ZX8PY(5ANw+b z-&v~SzM>Ge+6-%wJb5Og0EgHYUhZ*xGP*SK69YZkWY>a8-s_pWe0e~7?9k$c)0X4M z@-Y;Cn2PZwg63BY*xbGaQcfXI$TgyC&xWcDD(rggNM#Fu-QX%G59$d`G?%+~rVkPR zGr~FUwdGdzkj?XvVV8_PJQH4_Z`C?1QYY8M_|LqID|*99R(}j78ujrt8jC>J=czN= zQs6Y;V?5YCMfB~+GsBo2;<1}pN|_`o|MDxW z%g(T&3R@+smz$XOj-ww@ACL$&t&H5r^}_tNV#XOrZ(Q+fLM7wE!u9}Fq2DfvlBv)rqzf(Io7b`EI%AjTW3luT$ZY08LD(W5{ep+{X=6OF zeNF^vn;pu=>c-X--8kKC1{G&f25;1jC%>G$+>BU2Z`D zsdM~Mv*=xM>Gp>=CTsoFV`7<_79E_t_4mJ4~4L)fVZpIl7srCxeh^^XW=ca(B9Es;Dl5i6N0oKAW7}iacc;h zm&d=c-IwzqtD<7~q~h~uc+P|Ly54rqOgRqk+gk#L(R-&bZ-bt+t;3?vA;`3cdb)i^ znKU9~md7S*kdM($=nhOyq$6B|E*C3@T%VGE7y0z_-fs*u@ot;_B`JMx*yz)cJL!$= zaKe);^1jYs`sYYgX)R^Sr;N%O=4jpzkQf$ANZ{xo$!A_plxUvWZeR;w)gYeoKej7u zO%FKpvK_^dR=cmS{H;_te|GKoLD5*5T~nFe7z7eiRKNAo68}d)FLKZCm^%OK3ya>5 z{SU-AP`St%%OFu})7&TTkcjHX=--5rC?#$6+33}kVwZk5NFR7Si#645ok`lzl2cwDJ9+1c6XfV11yHZ~f1dQq8~9GaS%&j2f! zPPMxLND0=<^@*Zxds2IOc`=CFk3SPijwoPz;3RVU()G*CtBTM6Rx~NII0TM6_XlHw2*@lJ{%kE(LbkzJnOHp zfvCNB$4-oU_ck+7tnjM^EG0|`MECqQeWse+h77`a9)Ftt4!iQ>%Gp-Vt2wqxVf`>C~rT$4IIE5jzi%1I^Sy?RSs56=%+g#$+ZSOcqA*5cuQN0I5(M6?Pg17jY{@;jw3@j z0T>*TGMv4o;M>MN0w*iem=Pl1o!K*qjFmC?$dT&uas79&wys`J|CSo)W-zR< zJMwjU{3s%f`Jdq&CJNk{U%eFZLE`nU#G)c^in*6$(3&d(Hv~+#xfq(eT&Gfi4$lhuOF2%H` zgSmv1cvEf51HqoYo)mw>|wT%|()VOxB3vq!wrq>eJYn*bAHWPB0sr z$MPdr-#tbgSK0#;GUe9qUEOs)R7!T^a31k(fglnInxY9ml3k8RZ}h(u?!>ZitQEq; zX=3CbYaRG{=b&E=)Wce%lSl5_(uDigA?4N83#COR+lo67xKFtc>6+J`K?lv{qRt?r zHLSGJ{p5%D*D=?t(w3JpKA;)2KWmN12r*h~Ki^8`>k@4chT;&FS|{~?rlHF)gPn;3^Pq9% zprD@h6&LRMODBd<>)qds(We3RMg19Xs*fIGe2O1=U^^&qriaqR>|U_Zh$vHwrRU#= z&(foWnEt`fCvgWP)4pWk8jh{X=-#ei`#7bHNDifWJaOINTQ3(Z0cKs~S0|dkT@P+m zapAS}!xEAi0u!K6+>AswMr{UPNZ~3v z807AAyuXG0{w~>$zMHgQo8*~#&o|~7VFXKy8&=?VFrsuNpn#zKZ0U^?GIp4XOjlF} zmS0v5jcnvWiLMm|UgKEF8qaR0E+`PAs&E@R>RN{c22(Qg*BgoUE^tFBAqD&nDG1kd zb1Y}k^NCB<#6|V0{+x|YUS!Idgrim=cT~Fp>k|1U_##AG z`4$bO+l5Ve)OMNKVo1Y~b>DMr(hq+$OAZOteE96}^gSyF(XJ}WIe{-RNX8V~r+^-Z zYGTMGBm%kQtgJ#uM@UO+Ylp7#Lf9f{h%|64Gs05c69}YkGVz4(o@g=WjgOu8Ag_WR zqZ4SmTRtnP&tQ!&5 zcn9GMhX9;D`DgApaycSuDQyBNeBj&EjCQgVayaUd#QNYw{^k_zvxHD*Y@ zgQoE|B3Y*4Fi3YQvUi>}nS#16Sk zZgf9=NpATTiTFkR&nyNxEZ^YHpl%!(i0B{4I2?F_)F~mET<#+nUc)FKQ_pODYRBwv zs)ZzRqM&_2B)enqw`JOGF-ov158xe{FvN1Aq$Rt-H-*d?_6kjl9o; zRW!%)H2pIqSRJzigot4MczkY@_&1zr^*bDta;OxC=m_k&d=O%12D_Y@O0|O*T;D{Ew_-98Zn!TaSb&6`CGSR3{ZuxANCmC%e3K zV+PmBdy&wlTY)1+BClZC`IOF&IoVWSDMhOs-2S=l+#Mu#qg$F2_0vL5d>{ZSM;)J( zM3wDBuJJ$r#JS5OLWH-{&oD{cu!>*dZp_&I z&`9v{1M!5uQTU0|+|1ARs8x)`qn>xx(P?d@s5b=vAlapJk9u+u>V{#9^dRc?ex@|T zufR3xJ3@yxk^h+FoH>?i!$f7i!?DGMNx^JG(hmPt169y04#^5EW1LY*2vWaAUiGC8 zkrjCjvkRM*>`uPXh)^-W{GpfsMf8twy!1G7y?=bd=DgS?ex-zY=9S51XLOy)Rc+7f z?Q%w)n6ZOZBkF{>BJyyU=s5-C5gU~*S1^A0rWKjx^~dOF&^1AhH!Z;~s1Rj1bUioS zR!}+92bKm-g~<9NUx{S5sy#fj%sit{#)0%{TXSk8G_ODDVzr*6*001$wR zXKxI8-#~y5hZC?pdXnTy2*Y~B+f6AjsNHTssN4onkxXKl5~oqP+=y%< zOu0b}Jl{+LS1+>gWYe!O07SeE-Oe2y{lf9h>&;_*nH}3{L3KK zMYn>1{!|_&2y9n{jYd1}ZeXsbTr40=!_jy=t3Ps z+uoJiN&qCaI7cp4lgpIh9fcAPKVqhL3YD+MIYuPBpm0sN6M~t2+O782 zjhi8Wk}Ij5e{G;l8<_0B-V=_#hfd@NYD)=%iVB|eaQMG7DjN73forC4#T6nE4pnzT zjwFw6Hi~qI!<+4iaZ&^9^5rjhP^t(d;Y%Rk;=V89n=k!!JN!$iYi0LhaDccc&5PI- zm|>$d)e4~|YuwOp0NR-_?hYKHlHJgxph2mhEi+1dL>l)QXBf8bg!tPa5kD8^Io{HS z!+m}S$A(DtIG>@En#n9p46J?hS`^VlN#xYc6;Ya=G2&)4{|sLR2X=RhWOr=g&c-=~ z>k1F*$uxBaXkUGe0LNBQU*(zc-+fO!F}?*1YtwBaKZ6O$ZfnsJGE2;+yvHV{B=FPy z-eYBZ4vrPs;65HyrvnGkkvKGszcGWCY~IqefeIP<^eJ_5F`H*C_2ZLgGo}a}Dn|Z( zw;zc&(47TC%;U93(C-D`@~ItC#;)sQCc-n7oV zvO5$9eePmclg8W$@_*gXC*A1^+W?@xvO4YT^V>39;Sn{N1nGtGrp*eX8%%Dgv@$8&&ngRk?JxoWl`bK>9qNNZc^g4{SufhErW(T{ELlC8y_~o|I_tbBXm?qS)_{*hu^L!+uS7LKH48 zv5SQQSFxP;-iSpy%bKETk@Xnh@wK$Ai*`# z0EbqZF~-L1=3O7`WZY*OiSu+z$$)Rz zoU8TKaeKB|PJd?LYh4|y_>}L>yLayj+YIvCjuaC^_Jz_M(b0-g^ci`16eZ>zjW@e) zLm_Cl6_Gy;lV^pFE-3D=xUZKNTSBzA?_YKO7}g7x9+wN#>_dBz#W_=Be0JEA$0V zHazN^w&z-%wx;E5C#vWM1_s9KMT?7zzjP~j< zUEJ&A#}FTj@4L%=8c(0T{PpWDO2U~)LPFvnx;qcQjGn-w-M$B<17Dw{UU3-3sgB{S z`q;pM749qjJa&V5PZwMJKB@I}zL&_dO8Jx~;i8l(W;gmwz)t09wR?V<&5+M2bHP#L{O{0CnS;Z_ z4EqfAPx@@Eta`4grF{I7%e0T)@B9z|YS~9A#mBK$O#1~w!$GXiKv+e|$*Jhj2?Pby z(`BS1_?UD%)1<OG``9-n-mj&3~VkU^HlnUdYkX(?1`` z)p~c^>&DKXKQqqD`}enf#41~_1fYa!cN4q>JY8IF?spQ(QGfIPYyCT2_6mrRKpW~; z^Uz*9TuO1QF@O-Z^_`T5pqTA&U~DX6BTdbr{#49=>%|qw^!esdF!3&=kA^}5Nn}i| zEuW07t!43;aJvk6n4>Xl!o%&1G+e6kW@cBJn3x;^X(US4zh=ngKzeMf{_L+1c)FID z@3T`LgKv_OvNAIXfhaWq=_?92Kl^Uj`--jo1}`t~H^9@4lJ=&RNso(%rgFr?%N(X+ zt2gU>z9rq5FA8LRrl_d+xv)@N*51;x;b40X=A?M1{hf%3iwnb&QCX?(`O^`>FIH)_En@XDpmz<+F<^6$bod~eJ?MGi|+uNV`kE4 zvl+x`wh!jwTsHZI_db66M(r`_bsfPX`D0Uy90WKYYHEfwM_q2>R}HG&jrZ0@P7F&gA~xKD zf-O&s{D>jLB^FfXo$r6vmdxarPu`eghMdRXU(0nqvj_nj*(g=gE!Ta*ZOE!idLIOI zmU7)TYxk`IGwguAV3IqC1X==k$Q|tO|Cp~+B%gZ2EVAr*Gg*FRrPsG4FD*&O=|B<; zpMb!?uV24##l<()Pxq&m&aySMw6cj`$mQd3nyI&J68FZY&b0eP)ufzeL&_XyW%dKe2>BNLW-ADI)(uU6)w+vBaYbf)bsLC$q33+O@{x^|g2I!l7q>>#9IbqPC*iUf z7?8F>jMHk-8dXpb6~1_k?4F*UAb=Sl&Pq{Y(bXcgS#xP9sH3B!xiH|==FQu;#y=CT zqCGZ1E(l=H1)OPUYlnde_B~q8fdtkA3D?0{B7?uP`2(hYd5t$AM*DzXRLR2PI(Toe z(1;51kd~NA=77z-BPA5zUsg%UrNBw#*+8Lx=t6svNqeGzrLFA`1CNPNAiU3K8bi5- zgkTWglkHYG$qVoUV4=V(-xYAY|EDpYogV!a-WVPQ@^qnOdV3#T(1YVwR#r+ohYWov z0g^WDEVOqN-cb;Jf8n~^HCgIRW03W~otvAx1*+vQ1K_q9Uy_oP{AT)-2B7zh6sT-H zJ6V#2LRkHFHTaF{P+D4ApFe+Y0L0RcCkIY7VBFxblmWzWsWzrM)Fp4N)*Z}7wRLtX znVDrDzE4SEx_z?M1l|&Q1vWb%IPLQF=ca805Ez|)ezN4bR@Ax$IQ6GNw4DmF7opvFU)xmtAR(=4I@mFbSl#mN-y}-4V73=r6y=WE|7U1Dc73XKi+n_CEdbr5s zl^J8e$=sE>K~I1@xBvXU2_CE!Xh=`R=K=}}FJdk{C?*g;9j^5e|KJUbF|;ED#7Ujf z_dRc$hj{{V{hXgq3|X6~zRWCcPXtj(2&t*Ly*5$;Q;tP_Zww_zQjio`bg_bO@7>WY zsNK^gdhy-Rh#ay}xy1Ts2=tV-aK_yZekL3NASJW3l+Mo1u421|d3*l#gW0!F4CMgA zwJ#7t_;qn`fSJ^aNTBzD(l}W8TIjf5I`n)LX9WoatkhJ;`i!itKS*U|J)lMjEVtQcDd3s&4uPl}v+Bz~Q|-!&=FWKlbI!!EBIj@&!#sQ?)+F zDZl-h(94F7xI~aE_%oEil?)QLTZg`jg<4w87U_QG?(Zlc$exMW)J1-SN2BV=8g;= z9MsO!ucXYE=mbOsG7TcM+yVm4 zj~_^f5|h(Uw+q$ZKVrRU{u=|faNXIF4WxnDp(Y4ygH~w^V0j(jv*NnP$D=JpBQKV? zZ0N3nX#a&Bcy|sg{9;Bum@C%$!wv`jT6?f>hRYqU+`V^CB;d>!n0A-J2EPU@FbOb8 zOfHMRzh9Vh0Ea(rZg=0IG6uHABD?%oL$3uol#DOK#Xo?-Zs*9Jl0v?D{W1UjL7Lgj z%nV3$i(UCd;;wX!p^%}^`mJ%l{RuFJQ0~ZskuHDw{rA8im;nZ9Gf*aR7nzVhiybAU z>KvIFD&2W!;*$R$+;h<3asg}zRselfWc-FT6+_Vr;**|GAeb+3;D7Fh{SO#2%&=X2 zruhHDJn&)LXCUweE>q}5>Jwc5kFfdw`4&y*uu7U5>j_>-BM7)u71b3ASj1rP4SD_=yV zRp8rQ>-WO458%t?fsPOS`=N!9k~I?2V+_QfTm4gRm+&IHjew$!jJckTy{45elBuSR zg^9V1iJ{gDJ6$VlLvu4`dPaIi+7|{kHWr)=4FBtWdUGp%hNpVC_((`Ekc9c)$vVVu zPC2T|+0NhW;l@4qn)9kd;Ffu6wBMucUq21~r2>Ou^~lBb(#8h!+yDK_`PEL4ZLX^u znfd0`uLud{NcmV9ic}K%zP8jlz%kT1*|C;QZnPUqafcx9LdWOB(rAFXB6iZSw#B!vEuW>}%NB*`@#bHO}cJ zE|$OVNdHmDuIsc=JImOT%$Kb#|j2|IfiVqK>E8!PoA_iH{Y|jx98^J z!GHZ3>0qU&RjY8YofbULVX1kBYiuvA-z%F_1tY zj@5K`e_w0xx70HpC#)|@MS6w09XP)vlY-*n2nRAGOWpDU3E8ZMxF{<6|PlNQxibQwwiw5H4o6{DH;pAd1` zHMO>S7iza!%{TcDs8?Fdy&o?%@39?Gvmfp$)axRE2W~J`@dkcS=j!|jiB`GThhD8> zc6(dGz<_F}<|6OtO>Ml~bt~VsM}9s-eSJNxTE$?+Rig9uTxLdMYH@Kmp?Ouv=BCNy zXjMh4~e^|e?MZ$eg9R>jr3>yiA7f0NcdJYsRIfpO+F_^?Cg z$6FmKAG~ueC@3kduZ~6*wzk9-74eAOFAHraDr`4a$BHO(RZ1zSsC>qX^po~hEK*LS z`4>+}a!s++C%jA1i>PEJnV8OPRh&M};))^WTwF;?x&1{Y@3a6Q6Ca=)0E!DH0A z3%|d(+Ly+CI_tU8bv|W36A~KQFrwk!70+QkT4qU#WL~v*KU*PR?_jx0M_*sX|2*Gx zx+*3;oor*}`Y$|*?TQWh>$4trX+_1hlNonO3yarCrV}N)5E1d5wtfQsID5N|Xhqg5 z5*xKdB$!rewwTNcfNz6mh8ogFQK6rA|fJ?AM5JtJx0`> z11~RKO3bGIvCX(NPMFua*7Ftl7rLBTB|0wSOC)mpj+y8U=O`hCM@Cw~(`D9dxNBu? ztyJT};eLIPG*)V!^k&1G*iA@N^X0~H?m~k7wC2(J5bl+_pUO1Y`@rlzI!=FKQTovTi#}4IIum8vIy3VH0^q# zrtUCzPmBVyySuwHktYs*Ac3{{^YP|bvC+^YT-+$;7PT^qmyC>zs_s`uqZ1RDcz8l9 z-3hnK&X(iWMhi(HU!dSKeM2Yxs8~C8+I-N%7hF`t{J{%lZaL1JcPn7~>~MQ3&h6@a zZgo`%wgYzMMxZ(gcLB})^p5NKVSQg;h%Y9k^31_s;}MK!&pH>|!z^uV(iQU61D^B5 z!g_A;^=R)5=Mo+tAKUCqCva_-Ed+?II5PDsM9`cud73H|vRd{x!eupNv33^gzK_+~1mIy(I2bCna`jC_B_?eIe? z?c?0aiXeo5<9<7(B;kd0{05Jtq@?~tiRtjkzkz|UpQ2HrVPSXbN=zrpj>nA+2Y#VG zfBw8PiSOqBxN(*e^BDzqWZ)kXLR$)*+7r7m(tUhJ>@a(a(|%h_MC1`-3B)(2t%lkfPu{(I2Vt{Ve3F%({>^^c5&6qQ zOp2#OMB;jS6aoSQP2A)}Ks(^nEE|CNjJSYqyiHT3%s;fUY9?mIWeFi0n!5@ci9#Uw%R^g9`2mvcA zCOJ7dS$X;XU*d$%h=|ViI~dN+H}ZQNu9$ncKgh{ptCW~%LdLn=3wGz$PO{q?m-_VS zt&~*AQThD5mU5|CAk>`p_V!_n3x7z*iFW83u6S>Zu#nN7FQx_ardCwMuCE&*Hdk6Y z^i5c4DI1+i2^l?okZwoh(8dZbItMNy?hDMymvAPhrXD_eH2)n}eKth!xn^Ig!0;BL za_SYuz?ti-ur>BVBQ~q1+GcP+d%U!?bb5Y{h)}b#Ij?~hx78GH#lJ?_>gwv9(TodU zl@QmQsd2T0%EHMR3yC-3$B!S@+k850PdoLP8@*5$`UHt}n|#oRdkBe$x_r<{E$rfkNy4q4<0^Dsi+_j6ckixEgUa4#Do~kIHGlO<#alva=%<49)m|$9ZW~k z|8xzd*vCf|Bdk4rpO&P{?-Be9@FbDJBk%wIWfk#0;+5ZT{Ski|eAigcU*&snbVSb1 zK03^Z0HX9%bac7X+pObQnQt{-LR|-(Fu~~sKizgu;N!<}&i9_bsGlKV>Hixp<>+OV zRa5KgOB2le{ky<6Ty*%4t|;Ve2?>dkAjI!jDP_K$=!N&;rYYIk@wm9SR9erbP#Tky zlfR@124i4gXl<|~eljZJm&NEOILy4fynz+mcSgs?<`xzP$hy-JYghGoR2=x`c>mJ> zm(_n(gPVGL3Z)C`Lb>%y;+~7LGJ%4I>t9q1U-)5`=l?g7_J2SagE&r*xG=D=z5#Tp zc0O4?o-o&kM+-T4Zhifq^G>xO6b@lYNlFR|uc|6;c&iZ(p21AbmEpqHXrX6xG@h!O z8a|7`kH8=icxdT+z4)si$#{7aC3(-jsa4wTtz{%Bo1^kVt)6x{5VzYLt)DEnK08Rd zL8&`j8z|q%s}vFw(?P@(gmVBRz==*o_zmZ(BYPr-n@xn(=|S4jKU?I|BTFUuBd9RGWe(c!VvpPtX;g=^w@$@e@( zFYmPSd!-l`-L>M|I+~!=_Am3w_t9~QEiHQa-Pndc9~1%>pB}!OcvueL4#iS4qP)Dk zZ{NNZSS^Xnu1HropO_)tN5OjwF^?n~MbD!hR0O3CN(17C3b#pNd$;)wu|-RNGH*}i z9wr^2x@$!7i|2l)G}{zICRR{s#S9TmXYLIYl9j~*_zcQ+#}1z_{>>#l&oc`XIR>@U8Z*K_3ZxClw4Tu9x!lVIk7k>CjYC zy?-Ozp3$Q9bo>`K8fvAViqqZR!oaxP1z#baLgsE(hPUf#Iy&h`skItp^8&Qu@!IbMy1>`T4&cEi|I>609zv7TjFHRtPJwVyoa9#wvI z=l1Qgt&$1)jY2gEdU|?*iUkl=>MnZ%i4OA*H%fwtxI%yY_&-C(i4?ys8@$G8p zt@L^lQR|`^wWE1mIlVLs;FXqOVgwj{`SK+^nECm6Bzkr|OH0NXw~H+$^AI(K9=Dp{ ztFa7v$9Rp$Xa-%(r8Yb}yig<|_k5C)s)s)A6mnSZ1e_6g>D$pBfPi-BXExrX0ih7; zm>N)=a)jyd)l{>$1 zD#m-shze<4{rLcqv-s3g!xFd@E6PH^%I4-Ky-|`ik9naYJ^S+hQpedq(zQ*u>SG+* z&(NkKLHbRw=9~Sh@0b7W`syMqDapM)2aZYecISKE$=L1{-!a)C#Z}z(uEs_#&3&uC zwk+s{DHKx4;uM%MF)_ofg2B(pU%Z&jxq$A^$jFH5)vJbyiHoXyo|$O4r>5rSy)pfy z1m=-&YME#z-A70vAt6zAKNQ{qPWt=z@9F6&0B}7-^+TLv zx*0lZ?}P**$YEm9uRR2xJAQ+nSXx?obsz)HOEccSGlE8e$!L&Dxx~crCt9ic6%#Un z8?R`sPCK+1&%Q9Pylri2dad1p61RwjULKFq_*vtans>}Ge5mpdyOO+kD{C$y?%Y?g zeVj!pRRpm@?xzc5830^Z?uu)LwPoh!l0zBGQ>)xR9FWAs#}~G-VL@QUFbeSo6IMiL zjmXkav~&T0eDn5(C}>kLuhymep-*^#3x|XI`gDPnWBOcHMa6k|#naQ1nt`FV!H}On zFK4sCN}f_@Z>*bE+Dg=5?sHE8y=lx~{+%nX^LR#EN&dTa-Ru)&pEK>@Q3H@jI#!jI z#!#!UDU?b*9~lf1MMF8SyC_W22&H3jXI)f8%+*6ES-jhjytNy$}?ioHhK_KkUvO&hw|tufL(I zP0a1gX>I%_>F3XU%Vz!L$rD7k3t$>xdilk6S0`Vjr-@Z(2Qhbw9+zlhx2v1j0%ZowZYor=Y?>R{%618v;Uhs zk$%L*b$ok>35Q}HPQks;yR-EeT=<1;y)y~+x8L=}H zP0r|M@^6dCxJ@UIASd9I@(TzsIv<-L(z{;Xui=K38@g`q1Ch1C?m$OOC#!*>>(L40 zBNX&PBJ5SK`Ht3?`jS^cYa^&;@iG}v-@LrE3KiSBy6%1Mh@{Jy>b?k*f#h^I1E?&!QwQbIHwSRJAMFc%bh-c|$%&)+S2uOfzqfq{~Qq@f~UDqT3tVKGE7XTqHe`5c%q zEdY2WKCei`n?^3I9QKQN7NcbQ3dLy>EC14zo}e_Tv2me?e0&d|k)4~%vr+`u58yxpZR`I9zNg+bKgFe436gg^VF{6<(y0?@^ zGWgMmxFoy__W|#|;@!IIu3izAx^J|6U5Kph6lX#t%)c0lK>uyJnt1n#FMqW7Ymh-I z)f5&Zt~f140K5>BLhl_!4q4L(x~Gq9PIhPv0@@1KZDGj_;*s?xHr zt$f0Z%WNeDl-WM|W)D}gz4N6UaY86W^^@Z`pqmB|iv+Qy+wkonkP3U7MLmfnGYDc2 zjqkD!SHs1lsHli8)lcY-3}p9)n`d)dJJOjsg|8hyKR{F0Z$V_6G+!T8`B%MKLnWpv zIJAmy0eu$f_muG7{G-X=ZN}Bu9a7K$=%ZEng{1$*pfbvJHJ5+61`%0yK|K20mc#rn z`fsNtf1oaf(7={@I8bkshf0!-Y(ytib1@h7baGZxu&`kHH@`PCqetSq+`WVRGFS69AEz$Wn-sHj~T%~ zZsgbML3FW-k&~2Y;oYAhTiRdu^4#RJ^9wRn-W&d=KI!n6`1n{^?E`--G4|^H)I5DZ zhNwnwv;}zdK;a0Bh@`^f2jVtdv(XEht484Qj5mBptiHqUMuxknk6HYfiurD{Yq|8- zlE-Ho-N)0f$cIH69#BM7R4YKB80e!7jZ5s-2Yn^^uEHnGDg$jdhSAZ{H5GhBZ1oME{JZK0i>cBPrmW+8}o%M{L0 z`a49KF>D#$;b|cy-uV?#L|Q0w-dE{a3LxHx#X)>|#d>2TpOTgqrDzQBrFHkHx{^|R zndQRkxUR#kiKyaYmW>h!OZ1{KG2pg=ULLyF%7Wqv#7VDJCTJ0LUKT+Yf@yy190C0gh;!-yBSg0DDN| zTn9bjY@oTc(xo=R$&*KOKl`TS5(W6ze*==v$)WxF^=nQr06irorIpFnzCLs`G_*&L z9(A9M9|StC_P&IBd#9sA#y0Ih3KVJ7!7e=wGBPqmR}OKln4D6j9UYJJaXMrgKsX26 zl{@3?nLdNwkk$9bTRa1{b+v}Y)g&qnLxEa|r(pcv_&R_&@nXyU(aQLWYL5zSq;(Kn zSs1F8Z*cI+fFvIRQ$be{UwHHN-ebjr&$o6D)UF9g{+os*ob!Mhqn7#g6c^XKT_^R= zpZ#Kv1(JUDT;aC)8224*hbX%$mI}h-3Zhbm?zeGb6im#_xxvBDc|_j6t>ZX> zZARnj&;qki*~FS#mC_1sC8SVGZI=_^Gep@F-+f2PaWnL7JzjXzk0Tb{Rt!~ zadA}OOOV*PxS;9MTaYEOqORfk(Q$L(z~=h3I)*KUGN^(aam``4rl5cTLbeDY6?}k# zLdMD(3A9~8i6q32Xe4cl`^|NZ@?Sq_ubu#$PfbgUd98Unn0x;Lv_|Ra>Ae|}#3+sI zE77G>c7)KV&;j#q0ul#slWO~ni$F}tQjlxxv)3+9{$zHOvPZ>fX{4a0 zXfL*f040uriHRV;5&W5NKmZx!3ZQMGActtO#_a*e&dQ4O1u!p@-KJtgV%yN6m<*1eBDjHn2uY2M?jrg0M@;9tWYDXNPG^-;pXZDL?tvrHZz^=$#Q5L zJ(~S-HO{_}SP6#)C6MUt*22WIYIDZtq zno0PozL}X>czAfceG(`#@87?tqNnHGaYLPR;9qp_e=LH}>`wE<&MwC(nU8`&K}8TF z5z9o^?_udzYKD}nmGNyB}F(;0IXX7+T z_RFGe=VXGTmu=GG4xGVxVE31=FLqj+o4-R3VtDQ)M7lpPcYFKB06FN`&IND4JA1r* zf-}@dC=6(`&LL13j?NfrPUjy{qKBOCu63t%UXq0zPv_BAWT0)i+AJ$U3IgfVhvk-+ z=B_)TjKftN*17lj>znRrhqCpr?*MJQyQj>b9+I7txwI#FygQahi@@5!6P0}pQc-1a zs{Vtu14rBYUm=!ZX-Mf{!%z83&3JgLT!5dR8F=E5kFV%z!`uB!!)*V=kF*L}81pCp zCzn1(0P4WrkW1;7n#zb+<;S8s8=|rW|4p=n|9Mkv*_Vl;<^=OEjwklXNk&*?CMJ4$ zs!fFO|KKma9g)(}1%jr_2)&kyAZADryS!}ow-fhNfH}e2TWP?UYTW_Kt+TwWEWV0a z=6`wtfL68`w>C61EO|&uvJ#=9THkb1V)>^y_NV*0=m-)T>{sAJKfS=A zgZ4jN9RaaeZc~b6mmOT0KBLK+ZFIiqC2boR4&m?q_d7F%ggWLA(O&q@sPI^K!XOS- z?_3(1WuV_5Tka62l-pBpP0mhVoW+nIasD#@LFn0P$GO8>TN7aq88pfDSgBg?X^5zT ztbAAc_X!~eD(yZVsfy2^2(U!uu$L+^sQhOn&Vq=-$v0c5XztXt>ol15zEE{KNfi+C z2@LZa1Sp`lZ6d?YpFT&GnKQR7VEK$&z0=uVfT?cNctfba6W{BdoY5yE{v2L-@GO@IQ7Zumw0dL4-{EQt9c(!y*lC6wf-=QWB^5OD?xN6f#) zJF;ZtQib*mLrO|~JD>Fh{eL`FMqQQc$gZ60FQTMtto*E>k8L4<04SlM%nYi}IBlrF zB2c}r$$$5Yq}?;!>*Wt(n-htZ$ag0=gII1w{u6m6Bb~|pL#)~3jw}Un@_yYdBY(e~ z3-%bX;>}^y{D=0v`|D=Kn*>3gadD_J{w%79m_=<1I>hAOTYG-r=1|klMgiy%$R-5n z5KQe|KbbgU{O%y%Tx{IR>hDi3!9n7}#f|4u`+m_D!tQOGs=Lz7ZomG`v(oGzsZ}8Y zk`wr(QFcV{&po-#t+IdIq|VNh8r&I1?SeXxJuf`AS{||uEJd| z=$dETM0Ks0km%mOx2Sbv@77F!4|=##@H*G;rBw_f_D7?ewRS(5+@>xkr>&rTWUbQ0 z6)}J>Cl}sgnsFKz2p>Z9rZw2Jnungpx&Judy?Lv`*m5{fgg*}t7JyE8apXrhVq>Je z!QTINFf#m8h3?~K!rBy_13g-D^3n3LSyqD=W+S}cCVF48J8k5JlawIHPpuENIc1FR zXv`jb3X2llE1i+L?E3hxKN%f%KZC146h0f! z$Ra{^n62|*6`}4g24>4)uY(Nd>c_{OC+bz!8S;|`613RZ;n#svsJ?*ofki@ogh-r_TC3{wHBmh)=k)?rCCK zX3;-uW~mCgAWVN;nF?E)j{^6O^YY*TJ}pHiZZd6q!+w4~&Y9|?N(ODhd}Z_FHgP`H zeC?90r~m$*h;jT+suAfa21bK^lB?bLaTuj!C_o3$sAclU_+!(Er4M2XU2w67{&vRo zhDlA?`fo2Mv(N`!I+{!2;Cg=`)ZlIns5f2xqDmzI~8mnJ_X(hUm~QKrXSd=zSU-x?6IEzgWSwpN)s%FU$l52oDdatt?} z@PdyW=Q$%wTxikS*)-WOAhGg==HKUW0(DKlTg)BT-Pw2G25JJ#WX2;yM}nLGJ16$0 zl*uDdxO}po^b3dk>PH&=tAUB|h^L)%$bmwcfmu+fBdpwwIg^uC-4 z1jh|;Yieq`91SVpK05$Y%}X+}Z$3T`0MB-F-bcmpl5})SRo%%po(S4 z@5}|AxHU|72SEv3N%VO6sz+S0Z^f9yWy3VQbtidCgSfeB&e(-w2C7{@{~Lhu&@&-i zH>iZHpP6EO{QM9-*Y2*x2Jd5B`X(>~fUgMn@E8tj3L5#G&o|ds&`JC;pW*#eR0K>E zJLtf7*>|FEK-Ix#)(a31D&>s;u(LPWoALpl)8_Y4p})Vs{M^%Wp&8=N1z*XNA8NAQ z)t>L6^yAUf6?>V>$T_cLarE%EX4-C8tc`_ziPA_F`1B)J8)T4SvPU+ms?VTh=>FbVnqE-5HNo|P6oAj{wKkBUjdvgM3J~lF(2Ifb6{G}u`X{qrwZW`1FDvkd zAxB(Gz=a~kRJqW|$lb}l*EBNjPk&NL$W;^O;No)sati+Gq&=}+kobJ99D4Z|K>ws* zwMo`+Z8c|#>1NkH-*5$1Zf|!NG|Jid{OaClz*woyC)?bYyN#f(tLJ^d4EZ=avA7W6 zaO5n%-L`oBGR1{ayWpQSre0>&{3+j!aLZ!*XsN-w-F@9t-rX+mV+6?v5paoa=WEQz8qi_@QI7P2fnjI<$wz(yRDUqP ztX!O07;`3!m+x(-dmKL4FSeyEzY8fJDqO24znNkv+sLE80Z6ed~-%}&kM0op`nxyNX46d z2_?bTe5x16&E4&5@%i>lF%}lqmC}|1>uO3$_}*y56r`k{;5-Q;<_prqLkQD5JCcC? z!S7XK+j&3t{}cZGyJusMeh8vhfj*_ZqXV3xaQdV9+-tgm)cEtN*lNX>rnttugiUdB!;hUYStE*f} zRQC-;Pn01X?-6<42U-_}y9{24=w5zOKjJ!O+si#2X_eXBY@Z|j9!cb0d<_$gk}h=T zJ2o?e0n%H_9C9wtvsO_j#Pvw~5TLTmMb1huKb65Kt=b=YDojB@`6ZEPF)mKX9 z!=C+&6kg@mequKyWaLS2v{vK!yQ*oaEP`qTxu7NN9~`uIb&)eL^qg;ikuLWF9Co2! zzWhg-fBO~*+$atX4yzm2Ou%H(h|fLc7&t*bh=wv=J?^|Wt%hj6rEO6KY$cw2r%{k9 zvm$>}Ue11gHpjK_j$1IeK2uEvboz2C9RKe?iNeLGsi@eu7Dfcdrl+416BA!vU9I({ zA)AgD*U!ulGcYhj=n{VNFnh6X^-GaIF95V7y{7F3P#e%F1n0)z-{_3TYT`jzZ}D}% z@(~Uk!f);GpdqZmR~0JGl2t82R>!k!`hXk#)Dy%LgT&$P$# zB?!zO@JZkrMQVKg02Ot~i_q)^E$wE!F@xwr3LxiwnzegBFKvg+oT9mb#qKT%8rZ~p z^Cte>is#7PvG5jaGgvp4hp4gnQsRiz_1g%Md`Cp*GqIwrBXwHeKpg4-R$DQfc*PfiZY^_t`CG0vxi#CMOa z1#d5R|2zt0` z*lA;4YfJ=-yRYG{QJPe(l%eQgPxfv)5AJ|g@f8jAY7w2Upn`~|=* zcE`%*mAubrI9ghf`IZO5C6!pL&{GmqN`eM|het$!ug>hMt-T${_RX!WhbSmIbzg4X zy>|~C97EaJ*HZ@ch=%LSn}q7VY_$@hTTpr{gB~ zV-sc6=Q+%FM|H1JN|sEt9s8|ViKgz>eH!?Lf--U6_$~<5ZEbC{fS4fEtS(P2kpOHk z#)u(80pxtZWfuL#sd}Q&9>-P>PGTgU+Mr3*t8;UbbPij_7LUthu$S9VQ%1T7nQFd7 zq*bmHY}Jd^AdjPz^sI00#OG{<$XXoIHg_fUB`NF^I!6l%@0Q&g|~fHM_CV0sNt9{HMizC$}lLC(AfRI#$G&+{)ve5@9ls+Upz8s8s(xO3U&a zW}E)f6HZ;cnS(8{{y|;o`Oc1Gk{q&vCL`_SQ>#0eoRY~Zab_h!!?VCBhK7V7*l~m^ zlAeAS$YV~s&9*PM?f_j6%bVc*#e(sw_kF3^l#q}R(kx(dP4MUg2yJP}Zj38PwQF- z6^+V6ip3e7}HR@Ng*N=i=Kb$$m2b_F$CY&sj} z=jHqemIn;B!rW1dW;e0!XLK_+dQ)ataIAj+?truJ>aHM=|^N6J=wZ z5@~YQ`()o~c$XLZe*!num#QszndpoYylSwiV#Mp{`a3IEtJwpaR!H@&rtV9&yEAon zc%B;!8*@ZOMutKt0uF8O>?Gsjny4`P2=?n$m@k0F1JpyJl=GEQ`}!O=Ck|Z~!C0;R9!AUy;5fXeuzR(C4C8u7wy| z8AEV%DWht|##5p0lf&Zr8SB4IM(8D63Vh}R2@9=l(vRp$XI)RGictoh?VlfN4+mG3 z9J~S5aiF>Kv82Wg%bnZzM>&VF<)oz>rmLNW#l+w?3BLd@4C5`UL)o~HM^7&ONWd~R>T4`xl%d5-ZzVEH2B;D~8z;ztPbns^8cEU0tf zq78_OimF+Qxc}k5wT@$JZ@$^z6qA3ENhRz@GbL9rllG|G;ln=Vd|a)}tkl(_p?Jk& zpR8h*_}jM)P8P!)g0Alz=PHkJs;9}zsR;D@lG&|nQ@mvGm@2Pqr|Y>_*D>ZFBgKqQ z$Qp_BMEqvc$kdb$c9(>aF$9#?Pikri13sA2Q&mdMiig+?``;qwd%~i?FO|VNA)0@j z*jd(XvcZn3zE;8x!xLU`X=N{O%-w&g%E8Zk6U?+PE5qfZ{?ORt?s4pGc22d|T)M&u zLwaEIn5>^6^tq|i(>~U(66y&S#pdHXMVfdZx`jnYwjIx7a_(`w#@edO231t(1Igmu8_VOSM+1=oLT=nH(W`ph1_l~aG~-*ogX zD>WCpR|j`SE6YYXmD3=Ny2S0#`Jd2HFfyRuxkKqpS#f4Zy1b4@az)~6fa#Gfb8t?O zla-|fa^vRsUw`PCkU+_(tMjujgWGa(FfEAg68eW68jW%l!iLE!tpKV$!T5AR6~Fcxf~*zo1EQdR!gD!+AQ^_l4RJ;#Zv#M9lwmIUGZ z)feon#yAnkPiA?w?r!OIHDo5pbCuym{Ef(wQ0hW<=6g}e5=TF+=3u&NtU7XCp;t6H znSW*V?(_TiUyn?Rz_kpnR)m;YR>7K2P1Em!(7$0^VA63V!39RkkOl__VdP5^9y>z$ z1Y6}RfU??i4d0OvYCp()g=SNnDlItW$-yPR!mP8tjz|Ay zPcsO{+Ko*lxbmt}T@!KA_%0C);3FI5l<@pi;>y*Ucupv{w&oCkFJ9UDyfMYrSf$kn zEA&xlG$xyOLOIvNgGbu+U+x_q?2K%RXn_t2)`}OfD4?)V8ehPm7{WdcieUdA-GlfY zx-OZpGsl7Rqm74;9|QTutlu5aT%sT^&tx`A{Ke=t6 zHZM$kfm=f@a-lrbtZMJ$2L94gN0fCdk-cIm2Pfw~aJtN<<1AprX4KNs0<8U4PBz4U ze>##ho;G{AFeJg0sCn5)RHV&uo1>p{>bsPR=!F3B)7_KWY;KKjU-xh8-LS`58n;@e zuRf4GagW7LlkeqAb}xF>12_r69V)0heh1GWjNLTCF#-byC&J7JHcWZPNIgW4{D0V8 z`N2y8-a`<*RZf&(JPHOV0A?c0iZB_cRH$|D;$(*slwY{tkc5P;-ML1@xLloMYd~;t zMnOTrbkN*v{R%a`a8~Ia(&SV{Z|1-Zec253wT|26D~MSTUtiy*rltazQQSDbb?1KX zPf=V}vq>Ro=_@^~O!Ir>5ww$5(Qy@LeO-&18|DJjObraCLH_=*iz+<VWPaerpYTO(vx`oHAhXQkxt*=pFx=PiY7G@1}K>%peByBZ=|Wd!`-q*d`V1_M&i&@80T z(wLcjcdqN;Vi`j?HJxcv!5Hg(E^h03c=v%$T5ctFUxWsr*r4w#VipF*UbwkqPuS8) zY7rzT3{F9f9&QC*4!YX}Yhpl!+}zw$R8%j3r-WZfI35Rw#24!z4)bYl5bF0%PV!5& z%c7Z^qhvs459U3m0v};2u$RTAJ=_Na3xGJg`N0-jQxn651Xa~%&W^4t z8<#ell$Xk9dz)YMeYf$ZOopxKsi;1Kn*cui6L|e0zrvY;5Kt=}#^DI2*eh++VG4!Lh>bW8Dm&bh_W_}XFC1K9x#2syYuRaeIo2o7!dJzf8&^ySC`qgJVH{HO1e^$$3; z!(dt}Sol?KhvZ^sXsyr@#|9{Wa`Nv`O`zWs0v|A(0WQ;| zo1W4 z-;AK@-*o&WBtrZcWI8h^rX?pQ-ou%xbfIFAE7ofCOb6Y}Cxl|#j>~R4TqGo4L2~E? z!2_&6AHn>@6cYgI1~ht2V3dN+`z46=KYlzV6Ry~b1vVU<;ZuqularSv?bf1Fa&opE zreMt10}Cq>_)({9G(LTLic7C*;MaS1F3+Wk?;hrzd(7T8{q|JiAEmRY{Q}Zgi+ZHS z$LFsF$d>QiU**ct%PsizLwB!Z)KQo6mxzqs{Z1Xf9js0i>gFii;C+5+ zOw^$IKfM6l+|S(I-Dw3BaNd>CVfkkQYED-GEcuPueiu_RQ9Ye(o7O^9Sqlc zK1imfBi}e%$qeKQT=GQg-_B)|QdHT1m5XK%?5nNY=lE!Nh-A-O&a}o%n{p1f!-C05>}bXerfqn>KjJi&b)lXDW^vfBiZ#fA!bcw%aX)3;bLDeiEXdou-9HO@MBuvkJwm|_wR3mUqUGKo4@~K;27Z?RV!&=Q3+%G zjld3HT9Qso5>;}0uItF5ILg)QKEH7OBwxH-ZJOj#GJDhm=WfcDauvgO8T_9v+|#w< zWIcaZxBIVM%!dKwP$IXFPg#G>A? zu~CA{61ED^$Pv*r-MX<+TV=e6newCW3Io&~9Y1OLaOF(9Zk~j;7Zm)>sIE0=q+($p zL0r3eJTAH;HccUVa>CQnBe#~%ajD)@r}mIZ#Myb0l$3FO^c_3_736%PMbBt7s^8R~ zt9l&t?sXeQcz%+7g$>0JF})2D6fQyzK6fBKlYrfurV<`xOOO|pT9&gKkZ!9Ee?R?G z)~|?pZUn79cY;HEp!*(fQl26ghxSxAzA>eK&a;G1evgO0>j{zdetl6a6!kdU;q1ct zv{L2Z7;mQ5?d@ZQKWl{hpwX47uubw^VEwGFuK8dT>1X7x__X@VhZyfwlYy9@o>B8V zv-vv(1gcU}=m5SD=}kew8!XYFY#XtX6L986ULK0-P$aA<&nsC;hf0l%-1@Ag>04Ba z#+!1-;&?wLK|w#DYg})}E@cVhVeyLxbP|CgjYV-1+Q~om))wCegm-C2C#^rN72>O13apGqj5-Xy zm3$!UHH{ae(1w{JK(tt2VB+Ev5_Dllp=BcVN@0G zsKBV2Mx)mRfnMOlg3bI0>b<KEtVvrK9@tLJMQ8U3gJlL?A5-xvpglJAan9?82^fDjylgF11R?;0m#H>If0= z9M@AOximCXylOAx@vE(%w50H6kBHGNA6DN>3G@ME|%Bl z>U-~I`x!>F|($ac;xc;s6oPlv;LSaVp4Hu_y>j-X*p5vuePGFAGK^?(+wf9Fv z@}8fvhhTC96MU_ply7fu!+cY3rcB0tcTDm%8`-D`Y4snH0#di+$eV$RQN6hu;Zumh zNgFai`q93~Znr8FygOHBchor4s<8R`v1zDKa-45z{~w{8EYsdMl`(O<<~z09Vz0p+ z>vXtU4_cwqz!tDihvy&sbCQ!^0LJJ|wtUnuBPA=>V?EQfV5Hs9zjv!`Dc6`yUPk); z+&*@=>kZGN$B*NuoiO7bV*a3R?l>gYmDAfZJFJZF7}9qNX3NjmRC$CjE|=Iv zPmIrvH=mp*nQj)?S~mZ*#zhh5N3D6`qo8*SM%WR)32?yfMJbqzhLZ7q#EFgnn7we; zrB9VFS9G29QZc4D@o^(rgkNY^9JTTlbwwNgxaii8KPkhxi3LGR0D=)_;!{gXB4G&q0KoV_jq61vCnBdQxzRVrj8Ofn z5RqDbD-&C@Id~Fgdzv0=Gv@Jc`lI`#V@*R=T{E` z#mRcRnr6nR&BPG0H%#p#rs-QuAtl7~y2e8LL0H<{+PbhYajxR^u&d*uk^#f@XY|kD z^M#FmC#SRFcwX`CIP(+{$ySp(r1<5o=HD`uuHHZGjdEj8zdC4HX|u;Tho;Yy*@QlU zTdIzC+ABC|L^*oqmtCG+^P!pnS}GXxwm#lef~*9-S(s0mUt2pXeXb!RB_XjcU?mgQ zE?g-z{j-?RwjD_x?xx(iAMVC(J8`tU0+FmqWr|uj$=?|;^WUaJ`fP060sVy%jKhK@ z_s%Q~3+RG>=zlaWP@GQJv-5p?efzA7->dwAL#^>#Qs1cdn0qqY7Dco#Qx+>%@!ehp z1EYm)vuoE%G#WwrPQhW8x{9QY1j|MK_Db*H53*S_Qvbqj>{q)7coKh=TAMqKp47eV z`@`q@gUlBMX!!qJ9s&%NdKGcFIffW>pR{^;LL9NE6Bc6=89(U1m`))R8TI&!YD!(9 zt6+sUT4SLr<)*uMBx*ol+EK4y`0el6Re6oor>Od@$pe7LOaZgtdl%*)Xg9-3=Do zXFa^#Jqqs2Lc{1#5EKcNF}Cp~$^_Z#x4tqm8xYM9CP)YZ1q~t(DJ3PcjEu~EwC7^* zpK$28@1JPIM+h59W640BYJax4IH3JkC9>YWke(Qj3J1AOr|jHDw~bG~m+|#o8bL~_G};GF6c`5Y zp2jBR^b`CtW&fTV^U^r!LBn8yZmn!)o;o=cqrpTD&t@O=V&@gpa8|lnwy*^J?Y7=6@Vk-3SJqhuJu_am?DF9lⅈFrz&p6({dv^=?AMV564=_iD+Dz;< zXYhu=N`@gc@oDSNGCYz0i?Xi_s;Z6t#XwL}LAoTRr5gkUqy?l)KpN>fq)JP7b3nSg zyHmQmySvYQ&ikJ`bMMUkazE(2>g%}A-utX)tzWG&Hc#0Ecl^_#?45Z&Y&%Upf#d)( z2$^Y)dNyW2~=N3z9tX>oJYyC*Wwg|FHEYrtl{nA-E#@35=B%Aet8 z^d6MMxkcYeQHJtMKK{kXZFYWLKKvzVN!MSPFljk=GWUk=gkF&E4uA8-CId-L+{%Gp zbsg912+HuJqyeC806zE*aHN7P8$6KY0J;tECr-4{VcK;(K|Yvp@#iH7Llg;?>+HRZq{188&e;6b+s9e zGhHO7sUtU%4OJ+Eu-QI)Mr1V9bqSRx<1%wycwNEE7`{awz>gac9saie1vAAwn-(}y zYXIB|+#R0*`3tnTLBxD9KxL;Ckt}(BwG{ToJ!o{E=({aX%EGg4HcN7yR(BRot|_PO z-(>SN;U7_cr#cDIY?Ru2(qUZK8(w~~a`&@SrL0UCEnHHlFnc?DYFj`G!Shou|H50* zbi3G`UQraK8rsy?J0BTz$ejRrcUHn$HtM8?29hoU;dg*uwdk9rk+>D?P)(Yk4E<>B zJT{-Ue@Kiva_w*`IhAGY_|;)xuHoJ-39^VLxCOs}LAwlcW`z9;(Y7`TKsp~l$OcGI zu?o7p1PL9$zvL3~)g;)q-yCw`XJ>C$`F*5)L36x&#sQZp>}+;#JUiptY&M46*{1${ zW?)nMXkx}+N+Z$~S(_g$C?dGWVOOHJ=()m%T1^9w?ykK|??3(WhCo=f`2YFTP_$h1 zdZMQgZ(l5{HMsie8!cS&7J|!q_hy@u2}tC?Obx*0(D3lrKvt9Ul@6ilW|I&=_~%4v z!wIGiZg&q~Mg3{^_`*h(JAqvokgq%f_vR%eTdBkEU`v)-Kc5O+y| zBG1&Z*pU*P&bey5m3eB$Ald(`t7QP(Wm-B9d2|&-*jV% zeStXx3u-C0=V^tQFYO7h=ERuAn=mb%R82amxhNGEZhyNEd z^PAdlq$9*dPi8BziypCkGN~-{RrFcxbHLNfpU=~RKRrd8H}Vdif8w98DfDP|Wg|DM zDtzsU9xK%f3Ecog%-1fX93rieS#CWGlb)Z8@4V6R{K47PB>MJwT0Hzt0YksG#^5AKu|jN=_eM@QcjJXh zViM)GYj;`5iTF5Sjy+urn!0$6ME_3NyB+)WY~9V%9XuvzNalyNSG>Mn;B^sd%4*{d~n}RXHvGIzM@}E91+1Jbvd70L{n(fV03vRI z)m9Vp`3e_!j%&b`9@f9%?5b-;91|Ay6HsGdoOKD2F)3^c?EgM>qoqTHWd}IdRNl)Ku)*&CJk@tqqE}6ot`M!oT&RNESu*Bf%++ zVBdZl8XhNWQq`g4C$&U=B*J*tbKy!_BAMcW$>A?o8t+EaB`^vKKGpLGV?HK)PMxa( z8j}>yM@U~^-xs=Q5V!CeAHSC(l;2hftpa$X0l+^DIw@(V+|-C0SmQ?_X1)~sY00IP zd4&ZZl<$ql!Lj+bn7%F#h*B;5l)OdW!OashE;1l?I>~Ajzz1rdd}Q^Dr2GWk9531JYYG zEro!EZVZW{!VH|9L!OC01JZtnb|aC+ay5I4MNsxtc}M^wPI^gc>)Bp#+=~~xd<>1C zQ8Sq7R(n(JeST{1!gsY9ovM0VdNJZ;;*>FFT5EfY{Zi;?b+?wSXWf?fh3_)KxZnB! z(Q1)a>*y%(ry+wu<(*j~qHvAz>Vzn!H+8AWkXVEr{q-qSm|LA-k1t7cJ1@UC8OHRM z&+*%2F)34^kcg>yK4>NXre^)Tl56Tt8xXCiwixOwiAJ?09Jg>XHK*&77Dx+~>&i67WXT>X+53!5O-&6C!vOOTDr$n&LLhr8heN_{p|oH`c3R@5|-Z-lgO13I&D(noXS#>~+}9o$i$ ziJi%CpA~DZ4lE{X@!LEv)CjKE#dskPdE+;z&4cr{b10EB{VN?v+Q9@2Mdx(QO`{Fg z^EAW%u!vwfx_U*e&bt?wuhkIdEhC&{Xdu~mY zLXikcAl}CVVUe4gj0T@W!3USfmrT7nT<8bJ;-4z{8@)8p?~4r(t_59P-66QE3>24A zkh=(Cd4QURVWcl*jYpDX(50wfyNtfLEZoU1urju14`55i;G5^0g$y=Qd+t)nkfxe=>zd^ z84%s?ip`ZvT> zH@U6jOKYr>SE6#Wak7-yqNbHX(?hdb2uU!&6~hQQjvOt5-=*_=ImtDMx(V|?Xx*O3 zEjd|pI)P(~YujF9bg0ATa%&+28Z6-(Bq!W>LdyAS$nr5NDyGZ{_5>gqelpY)A3lTu z0gu6guS7ohVC>+75fc&y0t+liv3w2>@Uj32PFc@g02d0Pyhwk-(>OdI_H;i-bbzro zp4*08TwL6Kd-w^^DgxR2lf#-#tKM=-Ngxj5oI^2xF05 z(z}IJS|;i}-618{&4CM-E#nl^NSNQ1;r?214%dgTc&9qeSN_}BBNj~<92_K5ELib{K&YA1N;cvKJ~j#m~ zwDk0A*-(#Fz`%ivg+~>Fv@{$X(9LUOdUIweQw~Q^F4)eIIw>C74h*6YYMo9fzx^Z5)TNb*$L1Pc&}kL0joo@b ze1q3>p&F~BuGKN~;L7b}&0P6*1C#^Sb*TIr*LxxgB_)L2-Cb^=Jpxph2|EE`weZ+Y zzC=!O$9~QC=Xdc59>E{at&~A_l!(YMQaU9^78x@KuOgVq0k{uO%mYbjpa{ToJ!QKA zC34JD<+j1S+a?~P$;QY^8+W~ZNaVi;C^eL zB@_P}eB!Dq5KCKzhybQhc;*ve8l^HLCh}F&zr07Vtk06mUJIZ}N&Wlxsbs`4F!2C7 zdTeWF3D?ffP7W&g58N$o`)y1tYME~%e}&}h5LZIs^Uuy*`MGuFYUIm*1~S!I6;bF$wJgxgW?$C_Rl+>&S)LM~Wnp2j}i054kS@fqC#16Dn+ymRc zg!$M&^XMNELJbN=rG_ks_1jr$76M9A**8a4r+s_Vn8~eK+xcH7VF}zA7g^<>lYBV0 z9U+0oLWTNB8Z}OUs_5CU1sv}ap!#e9iKjq3B_KgvfejiTTgu8XCyM(7u~V&^e&+Rt z`&YJX<$Jg&m)mJaVF_A=SuxtGj-`k9ysyk&U4K8O@rHPF+@8g3Y}lR(Y1Uew<6^&} zO8)J#wlRl9lgXDrKQRskC~KnMz^8zKP&7m;pN^#IZoub-_kM@V5dhJ@GTrg)$Dna^ zIn(YdzM+l3k(A>0=G|v{i}nsx7Ngt%$>D*6^dR)}*gw>4;A@>$uoVn!cq_QpiLn}aY;k7IrjQv(jT}KPo0-8We%oD zoHWO%13^O@BME>!tzw-+^4Q$DXxcUPkUP=8Eibt11*U5>A@ViaT zulw@>8#xNx&CQs#rKO9jre<3xLuU@BQ~N{Hq3FbVhk7!Hyzx46jRciSpG++|X*}np zY{&Ibqp4AM@9>yT;I7-D1G5Y{cd^hXu6Q`TbG>vt{8K?MOBs9E@vVN@^3+A|dGUjousnmvM-^X(jB>Q$g3zKIa%77v~S4 z2#{o)1}r9Av&Ni0=A9fC{)5Z)O7UMO&5_Sbj1K*oP|qAha!p)uV_*HY_WbWUwfh-z z^;U|$-@4AQ)jEyoY+n$9hI6hi`d*BboQt#TU~EFoo5LfyxG56=Tn4kD`weB0uapr< za7YGF;=9#~OXKj_Ez#;!(pUBewY6r6eWKe^Jnd6_!uycbD~TdW(BlyK^tMeQYiKgS zI0f{@AmHvvreZHpRRd*IXGeyqZ}sPhPv_D4lcYn-A8iF+#Rn-YB*)Jd3kV2UBv8H( z#?<%^jIvg>=M7M;N)}^^JXxU-I4_&a2VK|Izv>)bd*pJD2WtAd9TMhBKv38+(zeJdjLp4AR4pe21~nUq!qwQAtxe5~}I} zV|&GVXVV6SRn2xrV$@LRT@sYdBTG)xuR56POk|U#Zq1}1h~V%ypCnBhW4=VPZZL22 z3)#hsr3pli)W*e~3KbMEVQ%!^9W}IoIurTv*oASeAezYj(Cre`5xV3Z+#GZx zc%&tXK~pj=%2!ZwuluH=H(nqVpSK1USQ6)o-u8UuG%<`G+yNRkoLVHLkJvtvicN@@E2 z7`nTzADJ8@DPK-hO63{Y=JKc_6TB3am$qn|XF0G8-FM1F6N^{nsaO{+qDtvpT!@rd z((sqyg3T4V9?Wt8e7Fa+AMlA4IB0<&q_WkqCx4gY>y)|Y!^3THo(tLp9h$NO!6oIU z&8jU6j<{3`!E|_T8u2Ihax!FDamwK~T{>oFW6=75EGkjTp&wByG^Lx{hED|wAl$>1 zrYYrl2@N-Axzn{+0J_)0@$?=YERsyoBxUDC108EAhar7Czu(E@&np(ic}T3bqAsal zA#Lv6n1R_4ZrWhJxKTz6Lk_V~V={|~_iw(?t=DtFPgCT+aT-n zFH}hzk@T$djm&&q9J<>E^Kt(6?v@Koj~$>w-sgfhQ#^#I7ar<%Ib(c59Fj_N$Gje{ zuGnu*L1^T6QaqlS5%$m)m;;2Ri*t~!AQjg%vX8-azN#TjZ9o7abCK8=*r?O+!x&AH zM!_>PD8XCA3@b2fx5Bfw>Q_1bBnCu}VA;A~%#$}crbG7gIIX`y8AA1ggSF-lmiNkCu9#?>}C zfXPLubiYtg%E8sqHI86M@oXRnJC2Z+g-vnsdST%6ujKgGuLRJKUO!L!f%Vd!?L=?i zPm7^;I@R2<^q_4%toEw13+S+%LFjwDfUDy(F{+ABdw)l5%31W{tky!hVkiU3j+$sd zPL6__#_Gw0%YcXo!3EC+TvHW~WE`QG&_>v}^i4lDfNOzS^3Co(o!OgLxjdTwMT$P) zUk`v1X9*Cq*jNAL+YD!27q4EzFM3b+?QYcv=n%Rp14;Fipk1Zz-H9RK{;z_RF>4+i+_RAdd}ulnKNw?qubAL9W(X7kKW7a@LswCg|Y zO<}}_3R+B15hB1_P9Ao@(OX3oRP|P}D`Bp~u?f?hkbmj7Ur7?$G`{qFxGe3g$bLqx zZDEzC-J}Vg-u>|--`Cif~W++7*N*Mxv05C!F=y|_>vH#(#?JmO_*@KjZipg?kgG4!tT`XBLJn$%EU>O5@Jb=E26bZ?%xw=Y4Vts_3K`72QTx2lv z887C_(eL8&OcNUT2O$T<$>97v5m0-=87WZsz?Kcbi^t;XIR65c*C)rTfy@ygp;8n> zpaZZ}EDf@xYH1FAwE2ctH(DvkKbA~z%_dR=q<gerknm`4)dbL${3DGG+Q>9tb(R zPW)sj!P4Q542Yd?KP-aj@+0~TX2w&PpSNWAJ;Ql6|H1x8&5k>eJ8Aa|k<%QI8|Wmt zDxD?)#WVQFdItx)KuHJLQ7gN*SIl_9%_@E7LP<1K%@N@Xvn)bw7&Ou&Z$V=^2^!O< z@K~tLf%t~=QE7yRvq3)l-SM3)1Ht=aQFv@5h?a#X@rGBgE(ou9a(*&Sjih|UpKVf@ zEarEM+n=%f!ppsUB1Y+(k`jE%|F09!Wetw|9CW+%&W%@lGRFxY-OXqby9fVD6@LVU zuc4WKGp*=-Az{@}C8Z>h))jv2nm%&kEju`zkcy^wNV%6{%`!Y&w7&igfakVyX}2H`#U~0Bzme-L3XHVT*7%``8pnsI&U(@4cB? zr_)}|GKDu%NPJk8h1TRTgCP`gcR7dWwDbEeVMu{uLuHT&JN(03V&pm=j4oiX!PuE z7QAKxz2Zs2=U1_e?FG6*TCvO$dX|?{7#3+|`DKucp8OdoSjqz2>7k>^Kv zqr_u`%7n5cI{C+ZH#Cdb=r8~Rpv%n-8H18MF6t)7IQ#1E>A4s2!fUZ2+J6F9T5zGG z?^1E~#-M9Jcu&OVh>C@U^*^w{(UML+08R~&#-?59uz;NPOx#h=1&03jZ8911j}SQc zUenpS?#BAZT#aKsyLEDWVk+`%SBviIpxtqnok-UscfxUY*wn$T$%zMwTa+!@NRPs( zn?5G$f#*~uoMlmGHz+Ay^x8>P#Ia2jCge0FB&c@2$brcnDu_`aX|20 zKwB0qeu!UM)`B6#ZcCr*0*Y2NZ8)c=4toueXM8gz;fCLk0&)SG<)IKpj@kug3W zGhM^|^w~3fpbA^M_0-58EnCw|pnw3l z+~te9GqSJ<0svoAJ0?L(U5@<#>RTD)T39PBZ}cA!k(dLN?uH{sg{%;8wkBLZMJJx` z1dfc))FoyubT91jrZa55V!yRs-(!{(!1wVn;L{Qpl#%LEE}#qmDTDK)38#+WB)QpK zS8ftY7K0QfFdZB=)4 z*;)U|P>B>UMxT%f9kFb!S9@3^MZ?Z~+&1ILK`|S~9#3T|5LWsUNLT#lXrumS^hC(M zWV@vgNoB=y##xCF_Bmbgb@iHrzQ-*I6CbI3ve;%_E*Du$>vu+o2Q{@GUEWiO8T4 zG#Ow1SQ|5y3=G(uuGUpZflBy=HEqu~_)E)m4Gx9?XnFO9#>?~--R`t4U8I#kak!?A zUtlx~GsfP)^*1LX#!oyk;L4!?jdBR%IqYs&cEKx62gfD#SCn5ycY53((C8eGT2D4& zOOj93o{7&mQwF0e8&O@v_UF`Vh3sk|noxy#{R-siTAX}OEX!ieF1GTmjX7H4W_cV5 z2=1Iqw*qDMI142m&6O)TC`o4J?^9qv%NSai&-ZT3=uM*Yue?CqovC6{zzuh`EKkZ~ zf)RL|z7u{MA8=1cwkcmY&z)I%lY(bVn6asi`8Y1NZ0XZW#{hwFdaD`5O4@Cw22=e z8r?}j$_AzV5sCCml>@z_ynxSx-4KU$RB-z3cP58ks<;b>u9`@2b%kMxi*>H_l5hBm z_LtkIF>=SoS?Z@ONUq$8G8=4k#qF3gtzD)Z73IaB4A(jdJ(YOy`klbrv}6}{>O%ZP z0BN{=3CbV*dp_t*1@Ft`=apt?07WZ11KEVZAv!6X0Myn0&Se~gh8;{$4Jy7lT(M=c z_NKfaV($9pp>aR{tOeXs+WYVLnS{+W9VGbvpW+H5W@u0G4sOB zh&=!>0^5cc0NFu!aNWk^?X3&7Ox#cKYw#x^v1hHzoz(6439w^;7>^PFMK){Mov!zS zUkn#&a=}4+jY7+DJ1p<6lG9jeA}QMS0~U|-^P1|qtuj)W=wq8t90g@0sD*|5ZwTq-_v;; zkeon*2?OZ$L{x0ajV3wI z6F>OKJtO@l_7z?Cs74COl`SUpgp$#Ply+hQ74O4O(Dp4>aexly_wf1u$C_Qa-zjNFif?~7)rAJ%y;{`LI_5fomlf?ZRP=3HZ41c7+nuFk^We3I|u1U0) zFW=GA=LZaa#XQtCl0;*+lx^wm{q2L{(3~9+mMxnuFT{+5@D!iTir6umX^$@M3mH?srIfiDBq$~(|4=Kr&A7iw@%VwpA zm}ox*@VU(1mLzk#mfS-Fe9r~AvEJq7c3z$Dkb!irSta}<7;@GQADcr}7v|@I+P8L% zMJn?RJv}`z%7Re?Y;qLj65xcBwaimr^C#TE0zL-ariRubNlXIKWQ~5HGEbk7a(h%` zmO(vw)UVl{Rx3+^`jmnILvuk1%USlwD+0v_D_o3_I**f7N=b{)vn@0y&}GAe&Oaq@ zYZ8`bd$*1W?-4Q`cyadS)&MkVYGvFv3p-mo?S=A0 zM~Z&?Mh5TuN_-l5UW3UQ1w0-`$x+7Y2OHG`x$gNL$7H#ySaZRvc{@}h?l55VoaZb8 zv;xTgdICh24QDTrMX-Rd#i@$MMzB7qhqlqg6XO}X*-$dYUc51jwOzaW0WSC-3Equ% zslJW$n;$^H(&YnEUUX9W7RJCeF6h@K z2MRZ%Nh7BrOi00U`WnsXLDsojErb66IYZ)pt^kZx1aP$YdD=?lpXak+nj07xAk;NB zGz4kwwsQtRemQKy4%TcMn48~ahdz{ZEP;iBK(!CTw*L{YC9oL0U^5y(05;+6M>$2z zLoXE?Fqd=?wk!JHRNn0&JqQDgaVjO@SKA-J=K7L74DIuud)F6JWRUGQ zMF!qE9&v~I`60nW0B2|Gg!Mr|!z7RZq$1d~At^0QAs|4ks;UZT!#1$d!-|*s|HC}D zmH>9j!Lz=>Ha|=V$}TTig)Hc#d6tq5yJv_}@W%sU{T3cdqGmfNS+nIOEG>fIh74<4 z3-8Z~;tpDZxM*YQ**dbTCzLMS=idycrRrv!%)>4!3DCMZJv(=_g+_`Zx!jE#20WRS z*?#OOyrSRR`DWF1&(g#{-yb~sTgzjbmDk4r&3r z!2e~r%Rc(x&6)96?q8&Cr_HX}OO$R$<57W%{Cq)3#K4x3{_?hex9T2?iPKdk=|AA? z(_ixmb_>T0kV-d-I7{cpeSB*4!bum&gGP0Ts>FOlpZ(&3|M>hYiEY1S4$MCI zhk@mZ!(cn&ivaLt6*kcTns09v>iU8hT62RQ+Tx8sn%{V6fszv?*6LF*CU8-6t0u-m^Sp6q8KU7q~bTdtC>w^fEwYfqO@^nk=> zvTN7S$QKOSQ0IzR!lTf=kY6Hl!1^TgaE_%4lyq}*iQqhC&@e#)#)0R;z-Bj`r^QsD z-#3d#x5wco(8$$#aMYwEeiM=m*ON(BTh@5K4rm)Kdrkg>KR_&ifv+(rt^rSLK+Cxq zb{Dk!;mtd&fy^EHCS~laJhjstq0n>N^s=%Dum-~BWK|5b@AzDnL_ocd zW}OAD=XX;8Acr&p3bR>j71d}luaWL?OiCeo8k{mnK z<#$WL;UEq`U59i&6SYyV!-k;Xle&{{JwHluj-B7t>beWs!iO1`aFsUi-~s&oZL*!g z>GA_OrrHUcmgid=y@TAby>!~~U=Vg{-&akpblL#U(9+n+S7d*cHb=Kz76ZH>fm?om!8lfb8J(LL> zUMv$Jl(3|1VOh>HVDGH_+Ku}K3mRHgK@#}x@XGyU`J_-6t9h&WdB`nNS*n7}4J(cW z3Pn>2j>ur2Rg^Yj>Ft+>o~Uh87JTOh4dR< z(-_l{O@4!%$?C70o(k~^+0!vr#!BS~XnsDpA*ZZF2dsNcy8z3Ce7`K1Gcdbj$#bdF>!7i0_{r`myvGK11{_aMm=Vk!8=RMiQ21noSg)nlSzQ`0 zb9f*ufppgFfsmSCOyhb{@bCX4otiPeGFT%Bz$3if0yvl5UcQxUg1yPq?hbzL9k8 zau-f0e>bB@P5dl}Kh*J*KN7_TwTG8Mq^i=0kRG?OXSTDL&El4Um)bL6?y)w()XVl- zO3!~v*CiP=UDmx+vCBe(tB=p0{`z>l^ZKa<8Fxsn>j<^hpWwtT^nCo>& z=NTy4O1V0>Px5tK1AK$`6o}-gliW!Xk%l&=P^Q?-KmXjhC73KS(+BwXKr){yr3Lcy zr>$G4?@|$euSJDAd8<_v#orjCQw%wMOZ>e!A+~U_M6IqYc9PsoZapF<@hu8U(*EK4 zEJDa;=@Ka(lXOsix48WXW0?r6g@gTPIr-0hJ~z{MrC*Tpm()5ExNu(|?NZj4`19yC z|53iq0)j76$i-Ml0ry%Cd2v=DpmVUUQ0N+&Q8@~Z@ku#6CjU#1D)&B#A3<W%vU6X`74PO13 zceS)T|How-2NT%u?2HmRMGh$&rQq&sVnK@>zeWFhG#Qy2tbg`CL;m6!wlc33wB{4rrY`|kzzPo}ERM(f)M3P)@_oVp419KJ7yt`V^Lp8An| z;t{{E%QC}+W%x|HqL~~>u501`LZLUoPgw49vLugsWwSJY$6b5AE?Or?nQ6PEsd>G3 z$I-(X0KN@ts{xr&&*!Hpo$pSB&U$BY<1QwwY)8em_Ibp|*1>M|6_8J!)zFXxJeSze zV$avVz;~PM+Kuda#YgL;Fhz&QEnQ{zn0-#!$V()W)Q8Zk6#+v|!)BNOXXw`ZAje`G zeCkpvv`lG1@R1dea@&GxmLWtMsCj7Fv z%lu)e;GO3NE$MkrGLUE~CHph;t;c#FON#2SLVr)m)>}D#EsHrbQnACr; z6|65~dP#Ekwef~d8i&8NM?Kqi_pR#D$vet70VUwgA|NE>Sqoz0zFChHQx*o7hPjUm ze~t!8XtJ-1Aa00h&b~;^g7J1;`+J=n%F$hp*WIIrrdb$Z{ zxc+YOd3$XXg)k{|^DLiaSw0`uAt^>_p^7)f}Rh5IecJ0%o@qUs&Et>uAxs9sop!ogXQWeLw(eC(yzMJ#_$w6ZW<#kufak9? zQ%(2n;kL5j+^_z9LC*U94J@!gZAwWw8W8CIApS>!0S6lt2jS-bPLLNYvXK(87F)5* zR^MbKIYZs-`bY#9leb6SJ1jkN_J#_jZEp$DY>h%B^eXP&+?9kE;a2}$ukF3tG>J+j z{AtZQ;DqZL8>%U|$%ob4UTIK#FeL+#nt&Moz=EkSbktA$$f@gXN%gZD%3W?a=|p87 zm~Ez+|Dbj;E8TE4zIJ_vQhPlKUA3+S*8#i|CtyW67P=pNZUL*Bo75QI!@s2-@8I8u zpzsk?OWm3n#Qr^QCyUq34}H()L)?v(D?`xDifd!eV;G|zFS)LV1g^k0LtbVfb;-{7+P%wVF^|({SXcdD>JAvcW@ptUH`NSNlf&t^ zK~mMWI7LtBYJGZB$P`IkY}Y?RJa&&a#@e22B%YjTXlTGT<`38;fFaZ#x1j)yV2@s{ zC;T;Z6U2lc%f8$GnYBB)(QY+`UWsz~-yh@KOJ*+L2ACO8RH|wR&(4FF?P@Ji;0}JF z=QUE>M}(iPP}UNa#4l&O!s@!48X!DpODUlNy%fd*Z5eHnNc_62>2_E7iP!x|bD-wm z>{Vyk_6^@ZG?BOli7Kf#9qYQC&p+K~;?k|L5u`ANic`K>0ei*ML8fQ%RR7HubOjVYK<42o7hcZ$}h&|suWx&Ch$(UpOLs? z4`nVcO5j7qLKiBIV#S?e%qnCsCKx>mshsFI@Zrk6Ux~#H?VReD zF?ZWx-L7_=euTe{y>vgUK`F~)zmjz zy+nrplI<|aj(fv=iJU0#tOHBF1fZ#a*R472qsO<$)?tRfp-FN7-Bv2W>Cr(asJa+s zuI*NAm+j8@sSa+Z*pgeMujZx!>6bxZkZJYsPM>7GP|!c(ipVj0w$P!DPiEbUsYUVo z^J$8K&P3fG&BZ348iFmS?8gwc7bzoKwX$RD@<$dMMPi9~*yqQgu!Po%*4oCyVskpp z80O5~VAUM$dV*e~bp2CyYN!(n#EVYt{&EhU;*veq3*OiM_1?(v4R>6wjn*JWgJzLI9{NF!8e zpq2TIj=v1>Q`Ftp?eIo`^HuHlkC{1%aahXK9$AZq7(2|-h?ej|~hqtcDICVhPo z+kL=g^E@>_Gd_$7)#PhbDmIz-oaz|?s4<$8(Bg;~nu8fifH8hjrDSOrI1 zJmuO`>;-Nt@^e=Tc$IoSGxBMmBf;dR%I8VSdth)xXHJ;cPvc}vbQU&cMQ*|YX+4-=w+g8R%WITVyJ+) zySo5zpST^E>!xR9td}(4z|V2aeGK?vN%1p_kiYCZU$dtH+n;}33$a0K^h$lM3rp;> zvyaC}yd-Y^1?7W(*SVYw?6_SPU?oANY+@FY&rUWNG~b1-nnA+a7a&u4S+d{4JZQcyhPEj30cwdUTj!sr?pf z@R59s>GqX+E##-N*zrMip*>n`f2SC(b_ZxaLId9XPv23>qxbX+E~7>VP)g($6s&^< zg7aHjJN5~nYl;F(LgjdOC_$9Ai^pZY?!zDO8@?E%gYY<)7Q02TaUHDbAeVe|aBu+K zaeo=&IXUiEyWDhDdlns>#L5ok+8o-^7<~l5vRIK!#80dM1~ZvBKp=h`3rUU_GkKB?P2=f&?!;kk}`m1(cV$kqb&_6 zx|K^QJRS5PZZ^3iw{(SZmL<>dKl*gz6BD_&7%VQ1_XT^xo;S}83Kc_JdsZJ@oAYDc zTj;MAyxP}RMxhImHXGImU@$0de&mHmHU0Yd6T~m>fk$)+%R>CG%S27WeCje&W(fbi zsI|uZvVOH1>lKoxE+E46e&1N=*>Z$5(@IvNWgELJSaaE97_03&w(}hX!hye0W--J1 zQ)h?=xCba)y?(ESIB`~=ta%ovHL>+>(4Z|(+KGo9R9!)Wz=ZlByYvqDG7*dveA=qV`=q+63&u8YYu3frJx9@E>NFnwI=`sv)Jp$Q_qA7ew zKd0PnO&Nt;^@!V1%ANQ7acx_p-ISemrxkz7FhDO@?$ zv1S90Q8LX=_FZGEs)V0)A4`Pfke@6J4}XN*6cu;$_w}g(V^s0o`#&PU{zptq%+AgZ zj6~-GAwNt^5V)6l5PvtC24vK%ZJ;q|O?(z>y80Pz!Ph%J{^d${DxH&4(e`TLJJfSg zk2p4$kTQQZph-1!7Ej`mufXTm*q;)fJJJ)Jf1heE7BnHnD*{aTjxU80E-ChHm)cyx zga>V|3EALCPU7W<-Z4QdmJ0S{K!P=rhs4Dw2A)ITP7>rm_B}e%#l;1KPD5OwW;Iw^ z+@acht1Klgjd9BXDj}H1t!+e*O~%--AeKkPjjnUq)mv!o;KDIFKxote_<{OSQ*%z3 zn4Y`oi-T9UP|nJg)z`=ov?e~M_gqOTzm#}NxMjgw&xc^HUz9A%#h$HfkW)Rv*zj?G zX7j2y9BuefZd^RNB!7(cpG4SNOOvTo7OhrYS)~hV4E-3hGFUu@xF0UPmOe|I;w=3J zA+9Asa`G@`(2Z9NX&{w%Ab+zt1G_Sq-7|}~>zt5zTotRRs3>th(FXvaclR26iZ+_9 zFeM-RuZNdN#uE7$8y&5nsycO6)70bv#mi5=14)l*rtp3M5KMxh0>j|5ffUDX@B^s@ zNCDAro1S+gk^b0QzVtDlnSZlZv2t_2|9b=#^^)0=>Anqx{o$Hsy1(ze=e97>v&-hx z!*3%ZwE9O!QsdU>z0}qxU$ok7Z?&*%h9IcHTxLtlR(p@)%C2u~i?klyCZX|)<9B!J z6KE;d)=2OQ-WxQiOoOqxSu1*1QNr-J*KW@~ewIo4h;6llkOKAwg0kQ@wzCfQu5M*S z%C+t6L%B5Jht}_*1n}YHlX;_ecg+9^D`#p-3w8}HgZ0(322d2Hnx7z`GzmBrkHI~$ z1)~jxn9))p63i~o+vF12Y(UHpqnNj@n@Q-CFTz0#Lm){M_9uD!aRVwI96MQcEfh5_+CP=zeph%S2Y9Q_7%}^M+9!paAkfxnk*?Zd-B_Uxm$Fv?i4$PpvOPS%@QL zX;SAqi!etyFy^GZ=dKjLZS*f*w=$Kb>eGt7+~n=OufKt}Bu%1``JZo6pmOlCqvNJ# z=SAnrUZ}iAOH{1tOOinhUS*QciDZe|iO~td(`u{|q0!mG9IC7>^(3R8k&C-s3R}a! zQGB~p9pj;*RM)S@nRi3GJCeiwgB{)|T8>~;p&r%fCS+IpPfFuga#`%P1p*C>NaN)Q zG7B6yIw6q3zoV8D`o|JlstiJiQ~!0;mjZ|?(^9JS zxX<4sWcBdyh_cV_JQV1J{XIWJnPSY)T0fYc&yf{Y1|z4My2wmN=1?O z!GLvTe7gILEmo>cxHA%SjW!jobF`H@(=V zqmz$*`@f1Zs2b1Stf<3A9^o6kea04LJ(nWBeOcGW%WPj-{CtXeVe=N;?xmY<5>1gg zGQO(CL+?xZ`H0o^;wg>a-`8ksNao>nVIMGrV9nP8O!qK}TC5^gAh=?!I^_sBB=JbD zjTmKAq6QZC%~C`F1*Zek{=(tXHVv$vu$R!-(yz+Hn10pMi;A&zm~B?hd?O&!@2&N> z$-1Y1j37&dGW%UAdF4WfI2e&+>goy-Iwu(ePU?m|9Kfp2@1l3|mB3_}KSy1tF0YNC zSA5XaAL7ecWR^=+OM`~$io|5<63>Ib$1`X-L!#&ycmJKu#-AMVjom4hl$C7)>b1i5 zcGA|$L?U#@N6eGXbsWK6T$1H+OL=ycw-v>L+6toOfr@l>aon-rC{hofqb5Fhzv8JR zcGBfZzLh4(;7ZBmgN)-J?mI6x!|Mt2yJ1FtBcA`8Tx1!sWMY1E=#ar-Ol)6k7P)CV zBYP%aO>7_b^F%GNGYK{OU6V7JChYcPd4IO<>6VtryoLpb0wb{u+crp+!$YS=komt7 zF0o&^nDYn5C{{B?q;j8)n0}g~qF;1KdR>?~{b)-Jx@#m(Ugep@qG$n*JK-=I)@8R? zki?ux)GeDSno3cxp~Y|hCY${-RF!Ecun21&psT^iQ<<546u{>2YxqpGYn-f(M0-YL z*KMGuRR@hVV!2^6ms(gMIAy*}p*HT_N`%~g_WRM`awFO_7%i%JHTb7v!LlBl-wnZ0 zsUQy}NeZ15{Q(QaMuCnLbM-05(LM6xW*2@^$!9-P;5rU+p1*C!eloo9p!L5c^C`~! z(_#EynPHhX15;x0#H{T}krm>BoXT7hbiYI{`2{VNIecNxlYCd&1Nx;8; zYO0Tl0Txb#3Awv|!Sh*9~US>;qs`Hp?nI@Zl zQQCViR_!bC95h9_m$u?xS(s-_QCGe=t<4pXvSdqxOf2Z&;chJ`v$ml3j!)Pz=y31& zs5RSpS5stOr%Hys^@RulDm)DqG*f<0hBxN$nDn;R#yk8ZQ-6@b9Ibms;l~fsh;f&D zg$PFN&+a?2(tf@)(tfKV)9i9nMcjiNN0jRI`QShaCtuUSO>igIK%9InzBctr3iP8wUU+o509kq6I?#2tdY!9}Om9Ahf0YUUZlSC-x zJU~K${-x&Iji|vP)bmSQp1yqoP)AkQ4!VOZ2!R8VV+b_gqTi;m+!y!s zGc*N~E~LvDh)Q$WVdDa{*IS6}#B8nd*X~y-Zc5AIz0zD+<#6jKa7G3>Y%NIMR|Psl z0)D*?TYEz&mgxQb62y>A{%5bAuGcXrkt=glIB?*2l7ury;pc zw2=OAu+IOIoK0R>2syA+_KK`ap{^*FvXWBPE|p|1u2cQ-w7%>}Z&!1ub(@uPT7jf` z8NNxZfx$CM{G!s1Nc^TjMes$4jqD^&$AlRY*T-3mz0&1r_u~Mu`}TfM)DJ{rqXq;X zHKt)zH-_jn?^7U*#Kw0KA&THA`7#2`lQ36?PX5x_IU+cmNqAOf_&>~|Q76Cr2l&h@ zdfEM+?;-k_aL?E9*%7!m^ZgL3?-j_(2YirnTglb;>GUsdcaqmhv%(IK7I)Kz_xP`$ z+(>=A>CdA3G^oE`teRsKaxdbbCCGjjs`!ViVDIxLr@J4--Ydqet{J^7nt+{W5 z{>Czk+>m_2-g>FXS&p}$L(0%UE9a+EcIneGUr{%>(2MP;itYZ4Z=3 zoX?%nt(9bw-Lhi7Z=*x-Gvz$@W;#)<4QrPuExYdgUj=$XwlsI`Y%8r zBne2kgM90M(wTr1YC@5Ze$_kU>ZDy<(wBi#Ykl~@t}Dm=a96y?YvIFwMk zh|O{Jz4B`Q-gU(ADfgQgZ-#~g2}f6R?A_oFyvTl?CnJqt+N!&wus6qxJTv)i#``NE zdy$(1lB>76=Q*VkeplxbZ(0&Fc}nA-AG?r3x9&0i5~meWzu9>vrbv>Up}Gk)qtTiU zw06Oots*|WBTeS#;=C!o=ZGri$bPVR>F;MxbX1Kt8Mbxa>WQ1GgnfvutJB)xG}eD} zYWLWh{7<_1KDm|0dwgC}EIy>$@D-E(FlZ)nX(bo1P0uIMR>#GVFH32Z4&e-2Wj4K$ zk*39)g!2ixuw5BNAVh$$2i6=W!zH?yVUO$n=_-#e?Ihw! zy5lj#?etga%Ug}Bj#FCF9fj<%Z3-qKa@3zV5%4l89}I!a5Dc`NFf!k#q3szX?&%Km z`##=0LWu11AJgb`Upk)N$4{R<-^or=W@4OJe}TAOij^HPrrccPp2(+Al+k=@n$w9M zTkp2M*{HquYH)AJQaeE5N668;Tv(To6TaWEQ)>GIGwJ=`y#UKNeR;=%x|l`n)}LBm zI)#0Fav<=ltS2cC$P`Y2q{Jn81EU;7@%a{1A(udLxBX^px=nSu2Y>SAc`d5M+bT3r zQ~@69k4~#sI`&C}d8(xk+oQ<{$+SJ6#Ha5qow#q0*H*a7kZIK9iL%GscQ8!<*r{Qv zXh+g;@efj1laf^wrg8a@u9806I_W7tnq8(%1FU`ph=l!%iVUkVlt<5pd_hViSb$zJ<>~YWnwxen5tLMTi_AxuZ z6v2N9>uM>VzIQ7D6v?n=)ODu?6j zkzp9Sgnl1Mz8{CDl|G%eO7 zes}%2M()`!i?vxt!-ChgxH&0VQP(Y242$9#%XW+PDT?Zwt=D6O@CXHlQz44XI6N$;vh_4XbJpwF>;2$kj-50WiZvKRHq}B4!}){6 zT%42BK79bypX}_(nwyS}w*4sV)@+RTgK?Q<+(p#anTx(qbwoq~{_~jk!z5bc6vt|M z+p9WHBOutFOtdg`S~of7-DWJpljHd?dlEAdZ~UqW0N<8hWcWv1z*f`PxmgwIWD10;7Hrptu|COk{? z&NpUWdsPV01e*i(9r)uDU}+?KkAXUJ<)VSb6Id5<&{ z0%n1jL;lyZ?u)?QvV-)y?O%MV}!za zs|cDU*i5$G5id1_Aim|<)t<)9zI{i-AJXp9kaoYNn~cnGl>alqm($5$cE#mKY^gxM zxuzyR;J}fOVF=z-{n{Juil zReR2f8*S@8J9*brrSrKT?hCmgw4nMY3*Xi0EzX;&A6L^@h_}FgM~3vj!wq(s@+voP zNn-m8j%{9jR@w_*`m6INkGg$07ytAtcANE9ky29)v||&p7E|B(?*>!cr-OQ6r(*!t zco1%EXeFfr!*XYBRHLJ5Y>qwN_AgPO)uv-4{Qh(;OZ&662gWEFEM@C<76%(4@9Ph_ zj|!Oi^>u4m&L|;`E0N9v@uH-Y3!%) zufE)Wed;E$6T9`)e8bl2a$Wo?pYQb+M{kBjEY~EleGxb*tCUB~SkSWz8-9=fNF6|3 zA~tNcbaaGQx1WkbiRfkEgAh^>$|6|SWWLkXqv2%ooA<3uYLRKZMQKo<+IZa`oY91T zdiQgOYa=fe7|~MgdRyKzmLY{(Y8t7@=nN7tSi2)@GMH-dx<&5zC2t(Nrb1FV!=@?u zLcbZTeU$8EKH4jaHd~lLCzR6|N5d>KoKGFrXXKk>7Xrd}&;>!s`?U`)AY@eI!f*F=;d;JYCNJ|G#NBwi(N&V7IZBZhhmYc zf>7e_ca3$K6JN(nFEg7x;BtIx`jxub$w;c(`Xl1i)OoRk#KNXq+%#WBTO^q_Dkh~M z9ixgKG0H4k2&81Cyq#Z1=tZyTrsHAY`(Su<8N2~MZ#N>ySNm(d*X4Gcl8bOzPTDnb zcutDSmJ*jbqDhP&HsZS!zZp(kup#YU5eW%Gk}n0GZO!NIiZzEp_0>reVn&2{J5lxW zqDvc@xt5%6_|JY&-z@;0)FmSV>LDu;{>J>+ol?#nD^?+i&REpi0nzI%5nWMdMHGR1 z{DPuNT+ciFg_G8};aC#rX<@IpaWm_2-^>@6Fed#PesOWLt-U=>V}>(n22BG0{_YN; zpxHqL8Fs9aE-a_cr|YfY9b8VGpGe7%WInUy&gS4T@nc4v%&9~hRC{CVS@i}NyS$dN z^a?#4%Sf)Hn}4LeqT?i#t65{8gOKsOqux8bT8rkE;-t1*nUH12>7|zPn8K4-=Cmo{ z4hg0w;5<1{mCq2as(Z*ixmPhvSMTK$s2%dlE%dG?yfjmo8)NZa#C2saZj$*#c5uJf0d$VX6qf)+T+-GJ8fgf8k$k}m%NY{Vs7&d_s#z2(4xNtE%VE0 zvfW}Qe&xmJiARJu31|^j(+3OfM$6PP9uFA&^YZ+j7$|ha;NQCXe4|oy1Bb>n+ zql2qQn{;Z+Zc0l6N>}5?70ME#Z|K1b<4?79?(&*M)O)Gw_UWmbkFbJvmrn&usP*I`Q0*Z^35`S zN6NNx6Sz@dLg_^};0jal{05ZUvXe+NCIe_#y)*8G&@K}pO^O}#a} z>jdvm6v~{f8*rdS}Y3ezAHN&9-K;hVami2O`;epUQ!{cz|lJo$p$V zB?w>E<(IIf$JSEgJVy9w9>c9sO-*68LN!VZX~Q-(RDQuFp$Z{lH=5#2>c=jw zZwwG}<3xE&3qm-Kf`Sr6ZHdN))*KZT-abDure$}_IZ8Alg2Z}TI!;;fE>%i2agj0Q zabFa|IN1fNBo_$fAy%WXGV27@ILrw9ge>kfvyxmH$?s36-DFNeGU*B#4s~ImGs+IT zrO^I!fS^b?*G6&w6uP!mSGnfI$LXJFa+&Nn7OC?{AK<2Vvyr zrNB0e{D>e5Ct8A}s+guS7*G!Tvq+5~RM^>>&02%8*zXY~+5=Uq=j=f5mM!b{in*B) zy<@0H?uFLh?n$e^Gx_x^ic13OaMp;NWv#20YTN-_Ksrfo>UhR0`{32D$XdzU^cpz1 zuY=!N)AKY}^p?+0OGBemU^&u6qWZ@-4KKyu1+YaGsK-^LHcF*4MkF$pWy;txFuulN zD7?zDd#%UFXZTfiiHZcb#S^P!a3bZp7$+_?1$!J@ zO^NI>(Bo_lR#LpOYZocM2|f_vypu6VqO{Tc`5_P;Im2adG%oOXENxaFbgN-O?@WlO zgRG$yqLoVKWh~NJI`jGh(r9?(3t5;xSmYlW3R|x~}&0u3V<=-Yqwv^DIjR5SS+{To4e-#-X)~Q2M8t3ZLR@ zKP|4rQ__o!WLeMS@i(_NEb|zgY|g>OOId!~ptI6momO7riuzDDMoyY>54u`WxBjWcZ5`v`bjF##N<#+YQ|)!E51(Mm?8fEcC37$23s zf`O((R>rXCq4%3kbWK^T@~zQE2Qm_*1fG~@^m&j=em4k?pEz}YGm+?g(YlQ);`4*aaIOAqSqs|~I3>}tL{hJ)kF~W3wjTtp- z2D5|GWg0F`R;t6qugUv`GB;RG$!mjeWeo;$<(vbgjf{=r33O9LbXauQr9%ug`d#_T)#&{%A|+_6mEN67Tn)(kJ(>Th=`D%cd5FVK2X-0(mTmxbRIlM zWe&AR5)K>ts(k)(V!xZTzzF*3guRDbo&t2aoFz<@QfEW9DvLPVWAWE3+S&^7=h@E) zsQm`}6x~_OJyG7%m-a9Y9zxu!$)+XLY9gu<`a*j&HDH}H5r&nhLM0XxI4gp-nVgxk zKdCt8c}Ip5=%-J@S%A4Zl+~u?n?%AlYF`?nCB!Bpj1!e9*~NpDbElArmuAld2j3|q47k%K^XP5yX5Hcw zc917cFW;M{edrDSlrUINkH>vDXKRG00j=ogFn|*#2FT0j*HcN&epVtfO3}27H8yMc z`avrGa((iBcVva^!R7GkDFTd;i7kp?hLZt*b zeGr?_(8V>Rq;VFHP;^L+Y^v?Igyd=H_2gZox_%sFX39EBlMj}gLH#S)~#S%u+;%gx!>;1STz$ul|Gz%d&-A@M7!HlO=S+|52C4# zG+1cBbZrznVw_cUF5&(8ncXcRIvwv$Z#YYNfT0^TRg17^bMJX^0#X>>@hrIhTA%W1 zR0kq~;tAoY(D2Wa;{mc;Mxy&a`!*btHWS9|7S-8z#^Q-3mv|QyZH}4B%xTp;6iUR|$CqKpy$+)v4$hwR znI|pIoMxogHI~<)7>cO?(-p zjNgj0%T`J1pK?ayIsXX_9W~6Kx{s}xxiV?eyUtg;j$LQ8NR_jRH*rYN8LlN5=AXY^gB%S328tGE(rf;J4VnZ?j-xf6@2L%@+3=& zFLu;fc4W(wCkv$fd(?>NE$bGT&<-37KJt)FBuDacGY$^83bv4$1d#(szPpPK>)-s; zQjXSgcs*`JQ)BuYrGx4-H|x){oOM+Voxc-FwAVJvCqgm>TEeRf=kK-IrYOZS$YzYL zmRYRK+DLv{5=j74*MuMyWmJ1GcW6+1_4JA}KwYb-cb)PtM*P`pG6clUQ6dSYb?)z1ucAP+P=CWn z2B1$aET~1DW*)a;B@`F_Vl$V?xWvO_g8yX=ZAVx>9t%g#@=H;jw6k_0PeJ~PYgw~f zn$y={@E4YmX4~$iaBI*I^?KdB!yIMi^5W<*g0-MHwM>e;7D-*58Z+e|q;)Ue#_4Li ztl*fKV5tMr7fx^m0zX*09yu91UY>^vSN-{W5vtA5x>VXk!_CMd2d8#KnPo|lWJi%? zNtISjc+?>lN(%j3X};>Z)_z>Dh0i;9e>K*i<0qtrwJY60If zky^HE#gO(Wdd|)z*j?cml0~c)j;%;$j0G}Ry8GyPOhE-d`Jct*plV)i4Mkr|ACk_Z z(P1W97W=zjS_M(u)~aNpK6G{Vfw9N0EbDr7>gNBd=-rcit(4lcBtjmMDn2ZpC(M-} zEnG&z;aaA&iFa``8k1L2+$&;sf9Kh`zV%wc6rVm>dnTn>bW)i%_3rmg-kF>B_RGX4d8p z1z0XBT#G?UZPt(!X`L~e4GRF4(b;j%xr)yTJi1?9>k`NEXD$cL+l^r(lfURh?m5fXiG3yV@hw?w zJy(9h#Dq3Zicm8{;LHp|is<{f5k!LvT3TT)>G2R^mx8Spi^lHAO8Ap0_Zlb3ms#tK zZQo9%q!2yOB@k@Uh607PsPQY2+BM}GEh-z#lHJJ%Q?-pu9P3%^}Ze1Om7{gVjYku^iCj4{-%o zzGeDemgUrr$C!~I==hpRSmMYipR3w!Rs@x@JJPZfyP8>fQCf-V1&%2V4Q%@*2(#W0 zR!Ia(a~e7Czc#^-Q|o!lY2pJe6JM%vqogTYWi2=ctT?2s#HUQYRxz}uG6dqd-9||b z@!=B5I@P)$!sCa&zDv_o|Fw0FgShQk?asuCTHJjYewfRtEo1v_W+8S;dAUBM&aSuD zl;>jLCa&jzByj7Ev@Ri}%u0(gu`k<5>_w1U2!EJJgIrfdQG&73Hw%J%Y)DUa8R20| zsL>v+6{0y^>}#YJT|C5dT1H}sodYwq-5=x_6Im(}6{+6o;}0fqdTiqyBmxCmi=}~; z!IswoQ8YuIXH5 z4$kp#1u2pudL-rJ?;c2RcMrK9u}#+$}z^-hcSCFl!tp{M_;L z9y2z-{h9me;qX|GQ3&!bHJ8%|6$OGL5`>j|B&!r}@scJs@=bq(W}&)d@sovlU4_bi zwA!Mj`LBeTYTlIU8Rp*oJ=MbBnEq&ys_&-W)T!cjJp3bvhub>eJa!XW6}slex%*OJ z^rD@Vjj#2-8Hk+!q>OWhnz zO5x!H${m-rc??~l*w;OdawxNuj*yKs%1SA$82BD15~uTmExewA_aELBe~-^J>^_Z@ z&i(!&(>>F_FSjXp;VEno{P}W6zyrQ zf|WY)T72@cMMB{Nx%n`@HpL@q+$l_-Mgh_@_T(Oj&*XR?Hy4j>0-AH5o7Pp+$A4E) zfh8c=!fG`|3j@UkK(%yrXSdhG-tGWyRKXn{9c^t33kw6Frk&~kbjN=+r6N|4vzpUd zQ4fD+!d+-IEBLUSgHz`(UG;-xu^Mx+`t4>vOA)H*YmDWODE)Hl;&7)v(FexH?+4^y zNeKKg?Tom1vT}?B8%`ZpXJw7{I7yK=$2SQ!Vgbb~H`bsbhiTm$j`m}M4SHWy|MT0H zYy1S1*t5+fIQiiXG%fd~gNJQ`;Y^@d^-sY9mNJT9^F zlEMW(_N+?v*i)x3$WT^iK&s-t@AI=u9}@p!Lk>p|2~r+lLjDSUM4wGNN_2Sqv~*@) zg%l*lt(>8C{njvDMB~Rks&6spY}=VqKdtUwKAdjnb4>hTDm{FGAOv5%#fk19n3eV{uh(@v-j`c^D*eeOJw) zq%;711zN?GbaaLQU5zLZ4ctjxeLQx5xX5|lnvi^32s)?%)71|Ef=b@mF{}J}tqpp$ zffy=Z(_Vhm?M=rsy2F&SzVFqvu46Ag00KB%jBu&w>5VWnE;$Vg$`k4hw;;G0bTfGy z9_1aq3pkdy8H0uNbUWCzI_&kNK0VxVC3nTMhf-o7Z^pB)w{&04ZTH?%Cic@DW4Sel z96E*73=#ciY)pOhV<|Z%&tJad7QlWWjWhW}hJTr*V2#GjgNW-~)yycIO_pX}t%Mqj zY1c$RBaW6M;^Xu{ddk;%(sQjJ#8`erS#@+<6!WX+zMarIyb$I6A)}c^TYO&D9oo@v zQ;7LzGCd5taZ!U7^>&EX6C0EOslq& z*f}vzecdnRCNirZeu6xEOr_iJ9^(S`SscJEBL}WyQf5sW*5il@VcT!@)ssPMp+!=%b1MS9Gv};ATW&pTU zVt^gp+S+3Fy0qwvChP_RTQIR6qktqyy+XS;=lQ`L2GBh92O*%w66GdE*ttEOn0+vL zEKM97bsXIOH5~XcZebKsgen%Iqfo>q z4H?AX0goE;kuF4viX{Rs)r8=87G)}4-#&cp+u3iY%Xof<0gk@pl?qdGhQx1;akz_K z?!n?1cvoEpAiooDBHkA${<@O+3k#iGEC^}h7X{N7QGF|J&xjxKU!xN;qOoOq!>OD* zJ=O@A<+(>Fc0Oi{a=-FD9SVA7{35zq%m(w0Qy$j)J+mXqUha5=%AN~r&pzd>3wA*U zaS{yL3>Kq48c~cP1&=0C!LkIhlXF#fsIhZ<!Zr5s0)b44Brz-rvYH&R zVJvoDbqzNQy=$LU)S_`?_cnr9()vkgXwVv0u=u&qnzQ+~6f-p9G5W%G{#n^ohKFZb z$w$FJ8R!7ZdfGe_5U~O#TktPS_O6nus+f)r(PE>$IZ(6m&2IJe_9zUc$f~WVhyfC4 z8-MXush7MiuMrXV^yMyv53ij{vL?5mUha64OfXgwoZ5&O=b12|6?T_3mo=`K3IqW zpy2q$0*e^M64rH^XCUjFZNhnw=Zaf&25RSUf=R&xho(Q7Qff7D;Q&pl->VSl5RH{_8no=ogHKT@W^cjw8(M z=hsBeXxx`87;xX=(m1~|)3nSne@_oSLY)0<`!Z+uEDdJSTF9uY0V(X7f*NhWjymGn z>+Q9o4t1>&bDsh8{zq?z)%|*Td!pC<1ksyoyri+4Yut8Tj?A%9#>COMhqgtfzIpQ;-yUP276d6&1|&pr8yg$O zf;W&OD2NW=2EQr4=O5$SuqJVtl;d&)U$E=C`5L>Ao6g>2V3x>PnQK}Py56Y)6Ax6e zEG#X_5+LJqa}Zx&-yGw=2M1a;Cde@0N5+6Vg~0gxj~`IfOm;S@wzl?MjVUUi?GX6O z6T_nGu^s}NbQ2CBhSuBL%g)L90(u4Lg_i@=SJ}JO0NkX@^`JbNFp7K% zg-HUl1x2nvxgi1kklWxy5Bgs1n#H}Qhw=z5#L?kkN6;nf#2(e9c9B6p=DE01z$?Je zhCLYcq7M8t9P$b;R~-7Pnp_wL=oN_w2o}%_5HUxR7_z$Q)R@vPgLRG>!t z(S1Gn+yDJ-{`)-_2lJS)BmZmoD%{ZFLqFgnf@Zr94-`jf+!wu`7e@MK?-)&*Ysmo) zkn;nTTe8Up_Y-}yvFwq#YGWXsz?tLsZy)B`;dH*ml^%3+k^vwt6rgA^LH^N|FZ=k| z4uCqP0g*ls#aaR=RTzLkW42vjhvGpwW_3l$6A0F_F$CLB*ew50GXA_&{>X6<2cYLl zYHH$ga_A~Wvapwg0@>HsZabq{P_B;mOia5KjVsC{v75n|foc!QBl$Gb`KbS1K|D3l3{HAe6#AG1KK;4 z^z|##N%}o^vm{kiaOLFW%0G2vx3%#zc04#uADPrRDgV6N$!MsoWUPJu1&28Y+0sf_8op|a@;%wp;LMN%<)`xcPt?6&uwv&23xKXs6W*FO$qVfx1*6uHvxn& z)?t`$?UDw+)nA{ERcN*XZA(7q9obf=ZD~I9QDP$aK&u(dPmg~!j=;*iuiIzyasf=F zwFMF}HGrknQe))b$%+4S>*K%K4!a7qWqInDk2xk#53x0nkoE{LyP%dU7$Cswdbm&@ zRXfUy8UP-m6a?=~0-ytKXsB`AlmN3=)N&Pkaz6#Io7&pHfnp*LpxGqkb)n6Ey`m$X zGugfD*iZ5R-lWg5>l2Z!t!=565U?R-WyXNN7HWY5o^1J2pwu3Ti8$>yKTlY|asd>o z3jCxRBQ?MZ4b;!-qwbj>nLwAoAvU9vQ8Zyd_P~B=K|wG*K$-x7NM%h;?(tvR#y#QKhfB@40YEfbSzDX;m%tmJ#6e1cJ)oM^b0^WzbwtQ*F*OFvwz>|T z2+)NFmOVfb=Z@{0S7_CS0;-T~ur(&e$A1B4$)?R%KGj-3Zq1}Wf0Uss2gK9GV|y&n zC|q5=ug-E3CKdElgKj{@k$?MOJ8S^KG;=V70Kd1HvMA#;TDG=O;>kP!q8B3<24HFc zb%k55P=VT6&{zso#u+w^Y#Cs|`hOLp(is+?QQ7iu7Fh8kSq#Cs$T5K5A&Z zrdKb|1?)aRFE-wEC3w47tQ&V#Q|DmI$W$Aww^-0sZ;_KuI8m_iTZ@|oNd&@XjWRg$aPy$X7xIcdL=T$?9HszU>!sTC{ES)z`zt zCQOF9H2GhELK9F%_DcC@t-!W)V65oth>6K#0PmKt8Q#AMMG67bEBK|qfI9Ad^siTV zc&D{FkI_<U}HxPy~XRtG9j)1<8Ub1@9S%6T_j$fwEe6DlfMKSkr6s^Y>=wN4J>aMX!jIyID?c-!+je0= z8>mzQ#uRiIC@l#G2L~`A%$9$?4ObNL@$y0!_-23HZp%UC=9)l*dZjK@$ml!J)CncB z%PlV6t@0BD>`8!|D;8jTP4p$jwp@yU6L%s8SdCpM{CToS?&09m^9BIh?_YTElR_h3 zuplDr{Vp;d)-nBI*207y$e^PFS3(T}fXZ^(uMC3;fsP8;?xxBiz>wkFGwZvT7d9|5 zQdm;*-gy{ANKIEWI-Vy#ZwP>y8v_vBom;S-^}UZc{4NXLI^G{OIs-R*9_RlM4C1mB zpn?c@nz8y23ariK)Km|kMGywHDHy023!nsG=i<5m$LMOakvA=^t<6vW4zyZa-k-GJ zGnS}Eu0B8A`2K5h-j#>KeF5yX8_eB#h^#d>HlYPHBMh_P?zm?K zXFBi%hBre1fVoiD{xs@Ev1>iz1kVBQWB&Z~NDTB^?0q(gmcVW1e>m-~Yi!)~B!vOd zUtxJUTEFA>l9D_SNFfle43kW%^2Y4G4j$4apfR8SNOy9UxZVg(a|zF62idY*90 zu-FNmb|A?B9T5l(6LKE5Xr`v8uRQs2A`GHoyK;TXc?M>*p{Gg^6L^UD0^W#0o7T#V zv@Y2AoSd9_jG%zV6)$?WE}wC*pSz*TPXG*;Cg{rxOc(ctr%H*c*_-||VxJRo@=vec z1ir%N0hY!s{_EHN#*Rl@zlY7YwT9iHeggJja?{>pwx87cKl_=Dr1#dC4&81gDZtFN zx-$W$hcl%y>(U7ebO{}uMu4+2_}K?KAFVw&~Gn^mE|JU|FV z!P=Vs`EJY~#^Y~EaVm?kM2<1=me3t64US>}nbz^J&7^gsCbp$o@SlYXZn@o#j6d}0 z=9?Ao`>Qtbs8`j1v8A-M6vTV1V8M~%3m6&kvG(>x&lvoFuDZ7kp`1+2F{?w$AFm8SrtUdZ8*=&3{YF zz`p8oB(`h6+Y#)~be++H(sKOpJ+jtynGlC2?6j^_z%Wg0{GTOg{u2g6ClVS+hqjB+ zlCvVoW^f)=S$_}$c|BD%HFU)|F|jR+|7rdHUvcdJIk^7c*~kBn@%jJ%U-67-SE_qN Tf8Q1W1O7;f%ZpWt7zF(f5ZI={ literal 50390 zcmeFZby!v5*DZ=7poEH)v;tBR(hUZkibx9xNJw{sqDX^)bSjN>NP~csbVzr1cb>WY zec$=+x#!RO@7>SiqwZLHt@X}#&N0UrbNfD*m%za!!9+np!I6>_RYXC#+Kqy8CI31) zJo8>gQ3L+EX7f}^={h`Iuj~83|8H1Is@b5RVBJCfTZ1*3#6%*3?+{p8Z>E8)FM|4i+{RHl}+PPnctqvZ_-d1s#=c{z8*zu(3Uk&nEF2 ztwVxSr;RBSp+6cf@+fEeDUNX)`B$clQj(Y`JhGmksUv@+^N|LTJQqkb0 z&(ze^kDng6AwT3`QQqa`)tva%*FU{UDcoLc+!rO}!hK6{>wQl_Zgf@_V={F=>500Z zq@3ah!VvYY@$vYfA=LA8G7zukZh5tHiUwg~3(>CdE{rz8(ma%mVDF?o1+o<4o5T4aEOfydIV>6}Wa22h(=4S7K9E~E!ZQa#by{3Ta^2LPYva+ZrAJId? z!@d0dvEaP*-@e7Aq*Uli5Zd0_`ZYKhDHTTh0v^>CbC-vwne6bnH#5I|$LvSV$|@>) zt6dy!QV1H2+fUZGjk)f2I667u5)w9fT%KyL>itm3OS4(*EGsX^y?eJMfS9B6SXgt# zgn`QX0qm5NP9I<2`}gj>hZ}U|k==@tqN1XttnA#c52*SE20JtUtXB>FR)z}n_*{=3 zNd%GAwYIjZe>LoklS&kJixO~P5fc+@j~5s`A^D-4qdWT3?CfMU@9ePla(>jJ7Hx|1 z@(2SJ9eZkTxsOc9`D-(U%i4D}kF#wF#g{LSH!3%y;NHUWpiad*OiZ`2*6KHW#(|4h z^FP@%8_NGMH>ba9a;fF&Dwr%0ys$s0O~=X_97xL3TVZE{62oQEl=bQdJw3h7biJ40 z_HVqkp@N2!vDxO}u-I4`0|Q!rLT25wqwTfH+RN;79^>9m7B$D{A|fJwetz_fjP+ez zw*&+PCY)E9t!-?E3*TZ*dRz)^)?Qvbs5Ok#TkcJjO%#srOIN@nA^8Jwh4t9Vij8N| zm7~G?7M*}VY^qG;&Qfx4p`#)S9!Mwzdm(KOap70wdha zmk?6Cb}RUV{$9btCqAVU&RDFhteUT1J1s;T`uO{!{u&*Pt=y=(ZX*0axt9Wo_XI4 zAQy;$^SZhQzfiOP!_w;%wD|nQR7h4uke22qs=WzWAa^G%UhL=3~6( zHOB^~W@g)mhv}~??NN}Z`t<3Oj-K8#h$rGlI`8)*11GEYdS!TddAmz3w9PBme-??` zvZk2~=I$-^pt`uYsF#{|G~5z#RnzWjvs#RIxPyoHvASA_T09`%y+b8OT?`hPSiqj? z;NZY^xz`IW)t}&@GK%3sfx}Yw6%7pye*3i+x5IG<`80nwW--y+ub9O?{S493(Gbfa zVPVgtq;9~uH8wP$LN+olpC`1ownm|6V3>vrO?&l28N%D@e19-3GSa(Mzhdb^quA)p zd1X-%2gD~z)xn5~DifiuuC7l&z+9MuaQTw^RaDd*4~xH91Zrw(C}hH}QTLyHR^{;a z_SQ2rZ1%;Y>pUG3`P0&JkA`NhD%fqeg9o`%STtCTBM9-VMBP=Woi&X$YwzIR-($+>TA~LC7 zGvPRkbFewt1(}2a;(xX&5M_X`gPWWCuk$(~v-(z#1SMpXMsG^@mgHbz=bi_f?Ck8> z9wOFr*WKOSe?>n%?BJPH#_B!lutrJ0_1KTLqmtUb#3S62h!5gLq&$SAPW~K*z!WfNN_t)gYtv@SYG}nWb3Lm zGN?dEmYzG^tZg>s4vUU%t#Lce$jC^ls)~aGqHAH%1$({0VbaZ^b2nWfQC>_8EtcC% z_ixs#F`F)-Mbo}2CmZ<$K`D3ln*AE6ZewF(mR448V9N~LIgN!H8EH>>~sojK7x8EC?up- zsDGoNpukY5RLq|cs_e|-VzUn}brg?9g5Aa5W{JsQ(CJ2H@YIwJY@U`se{?(J_?XlR zuR(RBa9;XmqkO-$rDduDLT+ugj10cn6%xVk#>VNzMF~jZQT%p{fB{gdE-y|6FVA+7 zFNeCsZoAa|pSxC2pt;^PB`QktWpB^c)6+8}JNx&<#KaP>^6Fro;ap3|z>B>Y+r6b1 z8|8}>KTU@fXHN-nGXpsR=1_S^KYslFPmvENJ!3Z&^7xy?K=xn%z%@b;X2`qe9|-?J z&Ceq?evU$mv$M}2n*|2lhqqZv0c_y1FX=gvL^~ld9W5iex8m${A?L<-6S*jv7az>u8?;B&0lw}m7ZDPQKUg0n{UV7V=#BrrVDxxV z)n+8|BY6wL5s9*ql84VeVnIy!IIK82RkPt|{# zIt^U>w3zHHvzoQEw@(A4iB294XCpcO4R?v3=KlQ;UBagU@d6Gz$BT&?tT@8%XO0tY zhp&;(zQ(n)zWHR4zvi-iQ2jRJEOEv=is09PKJ?RH(c%k>UlL1@2U?X<0{ z3jr0d`PEC07h)}P8^8JZ^z*-><%o7lE#5KLwZ+HHoL5R(z3ty<-RWjfL<|K8${XwP znMm%}HwCK2&Yyj*=QD75N2)w{sif6-=&|arM=g*{?JLQg#z1B#xj9jNyz(QD{^7%9 zfX07+sLZad$v%I6yDgFxqx0*Gw#PZad#!3`Tp}WjUo(yVUD2~^)6*Ydvx%JVh1rqf zhJ2oTY>zuDJl>Rnw*6H(#&P4PCE413@(WQGdFpOE$x`!ipTNM>m+A7w@BaEh(2b3c zt5rF&Aqkqb_KZC|JRF;pI{<*|HnL}-;A?rD+pS7{@+gK?g1=EQZgNg#K(JN!H4;>v zyD?rK&p(n6Tyu1OF3_YoNP^)KDCpmkI;`5s!}|E0rmb!9eoE~m4ILdG1%+15IX(fw z^vujtsL+Gj9zwf|UFkBBEL_C}%A@XDhUKw1Rx4oG-77nj3l-}?+ZpGs%ZES9= zTQZ_5`E%^-e?}Sjc#sY1q9NR>ui@cVm*X z8Yg_BilvgA>?=v0a`kmHLEQsX7$cNa$RxlS;q@HkQ;>~wLoaNCf zKG;Ad(Lz51tUbS+o@fB*83mx5=D>q`G0}j0cDAr|Wt!>n6t+Z>UjKuO4RMJ(A?Q!h z)Uz=$F}L>iIQc*Ow1`Ew6B^_VH=hN1``p->Imdl%dmkUSJWVOd#FwaMq+uf4lVsfR zQzB`fMR3&;cWP>?sF)a_hNc3&<|9B~*}>$3j$bk|=vUXFSVjuFo%9=t`>Udj{69bc zQO)_msLV#6Zo$@CQCIIzGmZL&1}A{9xhn;)AD$kpH|VoZudkay8o-@uKV26YOx@b5 zEyWvY_sXN)S9T)AZTRbtYZTV{`?oKiTBSYnl`B_lR|f(C@<5Ky9%WL^M^R8vfZqGD zrY0F|(znoQtc_PjmX+}ytPMX?Rwm>bx5WdDfI>93n4ah^EiR6ZeC@zM#M+u^^38LF zQ?r|#amP{0oBtDTNU#+CPzBmYY?O_fQ*&Cmm`{zmZ{P(;5ZD+P7*IT~ z*H{_DTWA@2{ z8E=cv2D8&K>pB1dHvUkb>(3R^ETMzEbN8-MHTmt^j|~hK&`JwROPis=52I7i+A1d+ zU99_vq4v|1xTmKFn}pM+zrX*7lOq)sPUp@iY^`Hw%2K<%`9=Yy1hEwROd_-q-GVrq zNyd6fOmcE^DM`txZ{8HTV`Wy09bC}7e}~i%6g1%LL`4<3TnRC9aLjU2 zygi-s?Zwb=mY~1nx*{v4?c>KN#Kgn{qY}Xsja^-vo})^yUWFtk21iB?q9wW%xS?OW zW;yuU;mRZZmfNABp`EcN&_~kH(0uvw>~?>@rtZwQyBuZCX_Y~g zzU(6@q{KQAzqY;}4b3=Y^56RGY>?uqsHvSUju+up&;sPcpm2QuB3T@lgv1X}C*VL7 zQE_nqP|qPm^Giz?fdMJXeQH(Xc2zc(I}qyZ)_{fuB=!1cN)OYa0)L-=4CC^~0JXcp zu`j7F&L3kZ$dQneONq{TnldfMu07;p;pdNm#8b2(BQH-YC^(iR%9U3`9_*t@N{9KU zZ1rQuSEVRb;cs;JKq`C}Hx%^oIqA;6GpIreq)(Q2V+OeJ5Tr72H`6JZFy6k5g4j0MTn8YEm!Qbd>v)tiyKI_VkFk&zA)lgo(C`DH%lvHY)euBPS-?Rv6!pzfcq z3$?Eqew7 z{}&7_he?#U=t`L0acaQpvcUc|Dy`}w)WgPNPDlxofe5Y)A&Iog`s5-q_VkGwL1MtN z_~cKyz#y9cuCU_dU95V)n>831^Qg>SZ;hO;US*(Ctc6w)KHti~WO&qEYnfH%c_}#b zdR|R*<-u#;=c1zTM75;Qk_k;8Jk0y5&}2)^*xj%sNkygNB@ShMPT?W_5B)v5ZL&Yi z3t^{~xOj7Kp|phj5T^#nzmxt|Nr}yTn)|?jV5`oDWzT$8@87G^P^gNEil`YG{aRWi z`R!JI$6D0*4x6IuoS*DtQwR=KtV18z3`7|ND=QCUu1`Pv+i+S6&9A?LsMDPmYdXj7 zPK^CKi}*B4PD^NDp^drpXRNXi`ZqdXl3G;N0qW{d(RT9+3k&;jLoDTI277dL zl`WmfM%SAKZT?3oHt&(>%_Rnqb*E_7uxPWt1`4`Bp1o{fw0h3sH4F?r?%3AOPV}k8 zL=S_@i*wV-8ge3{NRkdZD!VYK4=aY1szr;uUAKaC935W2c`iyq82Gr2&t2q%3=#_T zB9)sp9FIbL`e}E$$!3bkC5~6+%gAEezKHm_` zIOhq3bC+8|tl4t9(_u}gE%w$UbGh8=r})x6UdB~tOwokAYaAa16eQW7aI(4gPH zf6w-Sr9ng3n5D6D4#>t(9XxM|oOMs7P+6Dc47&vkm5YSER&Am?bV!zwQ9zPezx0V_ zE&@aO7gs!?(+HpxNjN%kgeDd#X+lEdQSYg&|GtWDuew-w7anu;k^ewZCGs8Xf&`FL z`8@(7J_%rVUcGt+^g1fY29H%$qv|q6=iaq2FfA6O3LMRMGl(A;wThriOzGtPzy?M& z0MnM)>MUG^USUEd`PBBhg@nIhLirMR?dw0MJPIP`oIvNZ0t`XAA=n=w05WVQ-45TF z{2&&g+LwBI!a(u5>Z50&^aR<6uR!IsyHLndg($P#Fel#9=HH)GUl>b4M-R?g2N)^aL4_>DmMV( zF);;L)Se%No|17GU_W{CWFU32lLzg4?vdHeJqr&gWuIYNmkerA!y5tGrzs@n_85ln zXXj^!8rBRo`UIEuwsb~Z3Xg?JoO-RScv`=R_#<5i#8Lyb#D_qfj&%8kChy!M{!C^e#~v-aSbe#gS6kBrAmrUpRA@tSS17O6^QNQKkI~jP z8f2u#;W*`GJH?!Z2{F>cxv$G^5kK8EOswl{Y+O>MDiN=y@7~_th8uH-j12o1aP6w) z*7Is;&VYs6qu5a2LrRMUZWsD{c;NxS=Z3nv4?wm6U*;Pej8QfxEGGKy2LzEpuC#&L zQ}p|CvH3G0S{0A{G(#J8?^_&O%UAJZ#Wn?QUoMJRRlZGvFnJg6%;rVS!4U>j%If<2 z_b5Q|vX%ux;oaESh!b?$@$9PZ7fuAK5@Eyf6a=3*IUWDy=L8Ds)XIY!b#kO-XPp=+ zz$>k8N(u9!S@Q8SODWB~7iYF{-}!ORYQq`3sED4kV(uNwzdM>0%)v5yIet3b9=8m< z9l|LC2hg}ST+|h7a&dMnDj|VKPA(@e-}#o@-=`&uwm4*&J}t-LuVNf6 zUtHDblV>mRxE^L zy>^#P_ZlA`A7~nowh^B7O*0D>jz)NEJ6_wJ<2Tye9Nxt$PUbogAm6u6HyO^%nHy`* zu7-yX@tAyWj(3>h*Fov*d0kKd9m|T?I|5RFWwBaXXq}*);$5u)*$tXt9BJFn@$ux4 z&GIKMcG_5_6cj-Bp>t4U?s93c7rnE! zbvX{J?(Bk!gGx~V*dGJe5^v;?gRvtSf;=c`-*tB`OGEqoBcEGs-Lt2la118(A2lnT z?#_*8v8J-dfsE_Z&jvc1n#sX-9Tqb}#h7oX0lW!i+8%HTAaJ z{;M%_@)W){D)bj0avyM?^LUK~d?y)CS4hHg`~0)|Ur`~wM^Ep=T66SWoWn=5Blfi6 zitw1F5AL|e&fdL1!2t=vFyHSuq`c>ejrbN5*nuR|+)IR2;sL)3^d#K6#IVz@j{l0c zKqw9^EO+VIz!HYB;o-!{4Wm4&S6xc;b6-kz(b6v~PHSbv?d#VmY{mO)ub%U#RMTE zVKb6ko{6MaoTBgUpXUL0iOQWax7AKmxkNPZwba|LX+r)7Q@>r>nd?sNS!kbCTZW`e z!@xLsUI_JenFIaJCr`wi@k0C&sGd0=G#|P1yHIq5+h+bF?rUSyydBNR@bpwG>$Y)gX6B_N1*nbECvKVKTmn=H9SO|_W88SP}+D*xx9 zT$M;6mVBU{(?&(s+0+y3MK{U1mA^xr?>@PhG9?`1G_XE>_BePG7tN< znoa|8W@(z@)MfXiHHdu9{Za4?WCc5iX2Tsl$3QaQ_}JKgANv=e>_vlX)NItjhZ45m zN)+&tXIsSL)Eb-~mT!7ImU0!ePe|a5XGiOrK76zIoo|(DKOEFhN#;U>Lo33wuTAGd z8dfG4+VCkf*j|1-W>kkCoxX02`MUL`ae6qDP#lhZ%qc4B*%qB+dnNi_KFWYT5n-*^l+0BpYz(3zY zEvIZxHtnKVJ9jl^J9iq}tisd4z(}6;ZQ=S3iw$`wBr3{rzzviTkomnqjD4Z5F1^?p zPt2}=9Y~b;Ck$dMwL6S>c#&(r&>bxtiOANtHp{sSlwQ5q>L8KtOjK}s#~7$y^4noS zc1+KrIqe1YzoVyJWhMgHFRG-34??iG1a9V_mRfv!Zo8{6+28QTta4W}n3)I&=5jP! zTZ4tuc3N=BMn26Po~)MPRG^W%oL>(=Y1C&&#PWlUaTD9G>I#>qCccy+@d^ji&$ueO z401e|MGVfwN*Vrj2$=7ozSkVh_!m)#fVm_yGgH&!e4i^uPV}Oy)Fr6MsO=5K68Z06 zErfv5e`%^qPwWuHoz3B81yME^xVgl1xe-MooQ`s&V&n<1h9MCV2$&fzwV-_P-~nfE zI%8zYe{uoFFF;sJLj}~Qhnt2Y#m2=(-zZn8R2qCe+0)!2L|r_1(k6O4mw0g!GBbQ2 z*IB;np^{CPpC%&@+-zg*o2$?Qwev2yLW(%hR`IW5WMpKF$I95uMt=gX^6c*Jwn6Wo zGiB^9`JF26msc{m@HjmsrMuF>;xjg}E_o(lNX#20Ef^TgXe{F zM-$X7>lbha|9EI1Hkn>m^h5Ku|EF1md}a}q&S}5%<|od-F?HhfGV%-k>HaO3Cnk@g zEvuJltD1wGGu={PdtBfb4YvcYoSk|MawZD&C3u8{;-aG0z<)Dj!g5K_qaw#*3>tEK zG*q}^PT(sMkM-FOi<4jeqb^%4!$?`k%S4v%bCKHlR`yLcLyxM& zgTGrP)etE<5D*etLtKChh0k&drLnOQ<>>UZFHc(p@ZI+AZiDjf(IqFr5_)b%#!}qr z$^NPYWV7tj__(-YOm9gX#>@=eo!)py9xI)J*W{d~2PABf5uvp^9&zf$K7PfVYZ}E# z!;^`>XA@j(%gr)vWNGn$=F->KSG@$2$Q46(bMH@|y3^!H;p>chMO8R+jFB8PI3)Aq zAk@Avs_~Y6b3=JSkJU248UWJbHB7!^0zxUHk3719!)aH>;5()_tnEzlXWa#xGy39Fox4 z>XjIJIUlLY$Y@zUjb7CpRF`R@5_lpLufrV+)t(MCH)tCaU%dDb7>H9-Q)9a^77f@H zz5-kegSE>hh_W(A!k3`kRNNJ|G_~3JHFlJQJbi*uPIhk2Q-NNy^k%Ghpk?js&8nuL z#`~&^mXhm+1**K@Dv*+rS{o_x2jQHA$6OYcczv`q{cT$Wr+KzQZUAh3DCSY^gbAt< zl49Y}rQTx3tra8&u&U~{AHuK*pI5jE{M^`Z6cMC=%2jaKBU#(;etdk495W?_rm(1} zpriz0_yKO+AtX$Du<(u;DGnw&7fsJh`D{Z6H&!I`BeH+I5F_QboGBU10Y zEfs9v!-@rF#gPTo?qGUNW`DDiY>CE0wIKEh94HA_Z--%HO^jwbWlY=-O0HHm5+pUfwTPWNyM2sb0p%a021MUaNEOH>wb#`_l z_M0Gbftk(Cyu;7@;-Ce={sqSuXhD+IJHrRbWbF(F7a6%_0wyx~pyL44SQHFqsXcyYALbp?U@Id$iOa#HjcBS99yZbqmn}8sC6-gvE7#V(W zZXXMac2E9y=ZfoN^o_4hsIk_%iXy|I#`TM-{K1oTKdb4hUCG5#NckW2a z%Qxw>m}ZgyY%vS)z7(yOI)9HX!v9;N)h^e0--OhszR z7F6AdEwI;9z8})zH#gh3o?tWf_F7h++s7!x`c;>fLI=|c#+|3Sy5H@JhoQmCeO=jG zVxkhmGsxP#ABb73Y7D!*1GvbU^L>nE@|9$)G|l@jU*Hbsb=|iZW+y?rcKc|%xooed z6Pilp+CXkF6~@Ds0f2uU8#_fIQ5dvoqv{1`S+t6Xj84e{pMG~N?o=xvFl%pNSMD`g z2O-dr+YSBI@UUYbxlCVc@S7jOHK`GZ(}#^M1jONRaG;qKmtO&UByQ%LbpMA(Mt%3u z#ktd8CV4}+ea-4i=i6TSfq%C75X#@3t*t3F?vG_SDsV;h4bN)t@hI)5JM|^IpuzAkYr7BQud} zfL^7&cylOvc2<_(c%{QGu&Y3gJ_B+a++X0+^aGYb*TlrcR+LQ@+A`WOU$A=>0?z}a z)zUx?DNskSYO1Ab`8rp?LPN%D`5wBlH2L^Hg>T!2DjirsKY=FNJ3E`nykeOa0tf{Z zn@^vvfk6wKPYXA*dgA;(K~ZBp9#07uzjO{HycX^9P`td(dPQ~VzFIjztg5f2o@2iR z5f!%L5I7ILyu3I~1_BV#keb>G6g&QeeyaVM*Nno#39zNWM0y2rNP%@p@W$L1z3kA9t=Z1Bw-D!y-tNApZ3NBT$qO8y$Va zvd*m&dSAFcXs`1|*nB0&cLzrB*Vav=`bGMe=u6b6E9}Tz-1!&2Q^m-|`wgBa7xYNX z=)MQJm)l}OR#EYeK~eP9mSt|`20t|TfkCt-ny`3;{_}CC7e}PCUO&sb&kc%>s}2p{ zzAXS(*g&4PN2?~d5e$Lq_!WJbLZ#@jE}-@6k9Lvc(aG(Yay}?j%IpM$*18K1=RA%d z+{B$e>bk)9<~9R01t*|YUl*uwaFl)oQBB9fLID8nGSCPU6_0~8)0|%dcJw1UNBpnnBc1i*)s* z!zgZSP)pr9Y=8T9u4-RFo>^UVRyoJ0TAxk6R)gi`+`FvoY<=)?Aa@RovS25B2CiT* z(_(%5_6;^VG5L#?3^>pA|L=Q9xwvc19yVL3;ssn(*DcWU17J1El;ml z2{eM1b`d3IWK%%3JYC(n)-rI5LR{f~A2GJcgyRepE^ssq<24ynB7yWg+MZn-D@SVP zpFe*PcCv}o0x@^1s4%lKcq9bQyN10_Z4#4^2>bHIa=;B_xli8Sq+ge?K`|*BD4+m7 z6>RAXpq%9%)Vyoh_R%yENnK#Ku2W8%r1*CATmUlbgVoIR{M|jI-_dl|HngS5Tm(z9 zq_i{@Bx?};p@Lq&bt@h0wZLIZoA9XgAugFjXEs1Zx}QS*7_~G@Fg$M2eRi-gwvAJt zol8#)6*}dL`~Lm91VB)&ERA2%7UR;b1i-EXVpk)I?IT!zTP80-xs!WM!1aCEV%3j#p zXq*)H+%mOMBUbb9@T)H|*{<;5>_~9NB#lpcz?Jd+yC>xABH$|FxCZgxdoo|rLH4tI znxy#>8k$eyeqt*@zXJrd&feWRZ-`-kK_vHWWzRTBm_MZVw`h!r5Ki9dCJ%pTKXrL| zIU?9cMM(mRgOiyDNjnuR(%_~gCRZS#N6_Fq-dCD+$(O_OHarp&6+D<4qo3WPC;g}; zS{#i8!<&PqFS|Tu0BrY!q)-5josyE04`+6hoc~i!4m0p_h|vS8$;!@%E-!MtHhp#t zM?rJC@2&)>(!lJbmM zqJj->V8=%BM+PXWwc7PJr@+j{Me8F;z6JORanTIKlP}$#GPfmbfUX~NF#G=MvSI$= z_I=9>S2E9%Pl-?!LhraA&l5o=mUeRDgBBlgRe(_T&b+8!8d-

1Ma#s$Dn6LtC7w z3G)x)&1|x2(wM_V1~00du;7m0Il6EeIz75eF0+yWM?>}%Sd23>GVVcR34kvF;^Z#5 z+}w9WiekAxt8~NTb%bPD9x3a2s@umn4>h|J&hpL9`MtuoK$&!(4I6Hg*|Ty7k`R;2 ztt8FN=)w`7y1G`C@E)#@M#4A;DIBa2p;9zO)lz*Wh&F$j7Cf@hCn6)|$_@@=e)TFY zNJG4{a#NRu={Iz6t`xB;{>d!_3@j`LARvNy_NAJd6nF=aM5tC|ATEKINra{=Zi^)Ab|6F`=CRt01iLD7-{yY7syoYN~c8wKg?+y$ssVZUseDMQ6QohZid{$PL z(PWJfXsXqIMg3~XO(WWxG$UpT6sb=>e_F=(ecH8HGbE(WSH-lTG!YIUw-r8I* zJ}|F$p{~%eFf_4E`H{;==dIUu{t?iq<;E~-t%}ySki5K}f|Q%E_ET^-pfh8RVCe+!?T{ksdy=28v zwmNcKCgKu(#f#LtcJu9=9^Bdwr;;eud>DR$e0-{{%@s8pq!pbr*u)a|JstFRL-Hmj!Q4dY)$~O(4 zw-IYH&}z`-0mmO#@)&h*<*z>=7uZJ<*47;c_?gV@23QJAGIN8;PVJ<_;h>0$OH^d} zc^rFXrzd`66d+BMplnt#?p4|X9JdUnZDF;-?opeY9zV zT(V4xyGlt&M;Drq(1~39{(wf8Qx!CjfJhl1K7;}V<2}FLf2C3x1fSRuaEJ+&%yAz= z_754277E#|C!GCX`d^664&)eD+uo2T7a)Pn{~q8TB#tK7p*fA^+O_W2&=XwVc4mQD znRb&_i0wmh{3u_z9X`t80&@n_!^(jkv3GHZF3U&VsPfX(lu1GOmblnacg(F=~=)^j~|9J1~K_!7I-4@UC+6OEvlZp8ekKY z2uKT(}eeBv;evc>inZO;%(eglQm(UDG*5=$7)K}|A`<54;6bJb= z^$jZY38ZKNfsN7>Na_tfT11Zp&3@q2VSS`=a%IBn6JN)eO_ThhoHlb7_qRZyUBV|%qp*5HNq_)Dzl=7 zF^5IwPOo%pso@=t(^Atp)fM-tc6ysrcOG1P0y!Oh3=%$G61(eED$q}&+=iYO1ZMXE zH;^bKD4aeaqd*eP92W0k?noHm@=wBdAr+<;%2)7+Ht%JZKeX{4teszB45p+z?ciZJ znp7D&KAIBPeLHr!Lu6Xa?y32yRi6s@2^>=HFOiWF$V}Q|f{PK%wV*UQrArN;aGdg3 zP}y8+<*OQv@JCG?jw{4QB{-g(47O>Din%L*$>kv99^P`DD^VSe!IZ&=N83Z?oY^uV zGW$^-2BBeLh^YdGWEx?34Fq^RGBR1K35L)b?S_kv*p{IpEdRy;hsQF`;~a7M34^oq ziyq5Fw=*SHx)iYgQ%0k}!g8D%o*mWgPq?u^OKkwHXPt_6$azz&Qata6)g%q0gHk$U zvLtJ2B7*`|NjbTBn0A>0_~z*3X!*MNfRlycp4Bi_jf{w>@e^T`gqjQ6S{wQ|LZ?%B zLw}~`sG5*r3-rZv%3Jwd>-aVs%c7qWV|%RLiM~}PY))_qn(5H63<&sr*}-GEG4dDE zfIom8`^%Gus~$%QVQ5}M8tuG>hKeC^k9!I8i%OdX@(J$0)-xJmjC#K%8S@jfcMlsE zs$|NCVfQ1>%QNBdA$j+)zo{F+?dnW~J0h2HNJFU0-KTr9>p13;mrFyx_?9h}&;F5D z4k=Im=GKcpX6yNx^yyMP4C>A3&Fp8{-*ID*>&H9P~oPLOk_lYcyqb#tMYO(k7+c_!Q2K0M$AbS?YjFJ z?pkMJEQy&}e%a?PIjMY`M{Mo(2fXMdsaemk--f^91hEW3B#>H7_uC>`5)m(IX0o&Z>Q0vg^hd0wh){jM)GnrUtrw$x%(waVCX8W)+ zqiagaRbTyDBJLwqODAj6kna6_FIFId(tr)Oa~}znH2a3gB)q&^;8)t+>r;T4Q=0)j zn3tS^kvYKb?)5MeN-ki(6M!KO0*asasF`LC2ZS$>3)p7J9ezNox{b?IBl;?&%fTvMV4Jpdw2S_OlF#kqm0LfcEnK_ zAO3*^iYK)?@FhGnAii4Y$++_y(%YgZ1$t|IPMD|l>|jP(>d(Xjvr0_beQN@w0$)lB z{n_~53tXTJ5uMgMn`Mq2I{7%s<{)yXmCW?c3J)-m*q%4=7lOfWWf*9sTjs{uG^c^&p{LrlFBLTXm;p2b&hqkG=6C@M2O>>-0Fd@Q&*x8*wVp zvrinxHWET{(QuKc=+IfMxXgE$z4euVXnJ{7VRKrK-h4*hwch@Z{pL4Nz%(6RTfhlh z+GbM{q20+`S4u*I>0sb+J1+G$g;A5UexhU7zU*yF@wUDC;qlV#r%TMXIQL%N#=l+V zgN7^i1Q*NmyQA0_s#g^{Pn@x;AJAO8e*1dL;RIcDd;78bR%^B9z2YyQ^hIjh+xbqj z@!H#CgiP|P!5}Ux`zP^R7>!ha_l+*E_Iky%bNdkVn+vY&ztXcBoR}2Vh?gf>X*Q`ymp|#!oq53UObi-|1=^IN+UdEA95DT&RweXbo8a5^Q+7)5u;~V&P)?ySP!Y3vYK(|%1 z?YsTy-D8^WdU6CQ_!F_#?Aqw)+yfZ}=HRYG%YOFqLL=oi{ngr{RRZLTP;A9`fOP_{{n?mxtJ( zqF~@*TpdGQTI$91pz}}?XDlYc8SILiTB_NU^sn*#=F7nBa+of*d1Z*V5)ARbPH;$l zK>bfuWCI)?!(+ihh>rP`>;9c3_1ygYtxgXCetw{*BVY9aZfO0D#}!N z%>9Ol0_nmn;{(n1-sQjVLJeI->pq}nprb1;7Il4zjZuaZr0$h*uJ3E$yX)|!VcT1Z zLHf!4m)#=;T$?3M!9ktm#zyCf#Isd_kV@?l&RHK{|`%5RM-FdNhYB^$-w>2ff-$VA(+cen|-$ro%-#5o(qeN z0^N28!&l96&xQcvp{j!wn~=Rhd-dvwUE@VQd} zmG_inxM)92K(ImU!onXP1RYmAOo}h%E`qj;3{E5D*~myC%nh#$~lh9=*A`*p&zyiGpXMhH&rzWjlhlyDMd(MTF zL~Dr&jjTJ~Yj@#X8A82nZGStjmCUm2sJD?3+lKv#a}f)=*^knSObn4gm>EH{X{emU z@Y~(>;kEwak8v2981gx~1m}V^5F8J}szW39rS3qIB@?g@fC9$E#I!V8%4#-JjLXsK z`Ml#V?6CAcHYm*SGX*|CTOvyJqeol0=D1J=>qkanpk)Sfoe&vFgg&X($dud3eE*^qrOj_U-y!NAq>6knZ`q!HP3rWL80vAcpgFu(pooS=}uaXr^&zx3sO25$fLYaRAuLlGK z0Jr!Xj9xGm`yM0cSYd}r>dw0ob=P^u>#s!fBBN^7slHk9F%kcb;iedPMXp#*BSq!X zq25cx^s7t?Pt!xo^TWqyue=|8rLLrjweYNcqtH$v_$ncLwK8ZRC})#T{zuPkrxRYH zgLN9A1;Wp?X`Hu~B>c6`^X=?vZ8TvN$@>;1Ee!gEOE+S%Rv|xT@q*Fh_h`YreiE)3 zR&EA{8$3Lv0wR?a6%&2$)@y@bFotI+F+%bLnzDX!@-o*ZEHo7554jCY-hdi{K}ktj z0|UB-*4m!;zHXj=92~Y|@FI32WlM6}-?&K~9v*Vi7&&J?`dKVdn71p@`|Lg`(T!IS zt@h%Z`cGP}Vzyx(tN44c6%31F6F5X-%o`e5ZckCLP)>MEiha10l#;p+HZ1U>ws&+O z1Ijt-C3k#_?g^&9`>mZzBXuZvP+L@gi+|xs@aq1Fb+abSfWbaOW}QK4nkc!_DuNK- zegqFufVFo#3cT*Q)#8pNrPCUsQMI<%R9m6E8DUXTC3t5tUK&QNhibOb4>oH)$`(`q z_<0BO&e2YLWSkV=Gptj>c4H9?R+Bt|E}2l#nUd=)Yoo0lUyANManlx2-*>|;rR~^s z&I4oNOiKtg2uV7orm`?@1QLO+Rnk4d#do4t*H>1gpFXXRPsGE+v$D6Z*<^#EXQL8z z5RhPOm*H^CJ23M(J!101B4jGFxGDr94;bICz0b?r?3-NTV27DOZnKe3Prp58i7W!K z1NO}mY3V=lIn~uwRYNsyE(8*c*GuCA{^&0xMlO&23Svd)&KY>Cl*-0NBkztUr+7zx zckvCE(eqc{G=lGy^WHZ6#bLUk?fEoUN4ZiB`;a0?)BdzU-razo=UFE%ZgFD3k!nB( z^OoD2N6gOq67!aa_9Gy+BikJ&=)Oun0P->oxK#(OmuOEMYhb@uz!rx&L0tG92!DSp z*vxNW$2ySX!B3C?Ess!aqoo$28tCNep4 zso=ncf#aeveo9&AHD;7GA;IPICIQZsAv9F#*~%tlY6F}nFzA#txN1E5lNm0%slNU@ zqq)rOPlhStG~Lpvp^g4Tpx9E{@{@ytk`5l?_5>j$&%;$lLyCrcuRPF)OGhxNc|NtO^jJG@>R;WjI$8NKx41|xbq9V`LI)I-S5Bu2z<;3u zu?YDCCBLZX$BfUl>AF2<-{nzOPi*Cy6@M?Q{WaBlQg`@Bc|y1?D4@nqSJ*Oq&SiN; z9$`tTw!(BleqeD?aZD7H7UVkUbY%i9NOSmv$iq7!`5p(VK6@M~cUs$$RsW%xcVN+~ z&@8BU*6^bXEUzm*Y2~E@!)m)ZL2k0TQl0ZrkkOr#6bw;{(&g+&s=}z zOU+7qoK!_A$lpjH0*xB(D&hIOU?Z~h`sE91gCs9HLvwR^P*I_qn1Wp#aF@;Vcy|%? z`=@6aTDlzmQMIh08xsfECN`VcI(A7Nt@oG5Gx1@LM!<^d;N_%PTE>L{)c`jU2Mhb* znr7}>?c_kSht8=^VFjF@Nbf*6d7-cK&-7$B3e6K=9;JWX1eWY~QZeIQQ_&F^1$@{_j;K~`Cs6NmM2S`e9SC z(Q%ZJe7L=!*4VxI8JmKtG^3y-;P^hS;dqd*uvK9CxD_vn<)ylS1B7^>fdpnWSS*$V zqe+Y?ZYl3GYE^+u1V|Q`KwAf#6u>9=1spCw$k78f6%NK3M~8ruU1H1GyY-t-@&C!O}0>%A}I0 z@1OV8jGP61<+WZ*G~c)z{)0zCLE!@`eIN|_rJ_O)5M7`X^i#b&L-$dZAeyLE1!f?? zgX)qq9G}y<=G^;}&r9aCm}|uovL7s~M*B>Oa;$kwZf@k`q!4O4tBZ?4r<2B4X2#O} zig(8nDcBSTlUy_K{^H(3-)4U=HP7P#n;3wVgUkuon_vL^ZZ?%l0(^P%FP`Y{GXE&s zeDj-Vz(Gf_@XXe`B3~Kcc8r*j;u0vIl->y*ul&qZqD*{KJNrU1MmgfPi?!urB=`DC z`C-y*o4@2B=H(-gvhru3RwAUMLzb15y}#V^27G)dsM%`0EP@a6d_)r}`E}Cm?Gokwsykd_rk1?F{6VTPN9W_;yB>_5jh%(K z`CYN&In9g!$*=uW`W*x@TaWC8v&NDsES-%uI}wArwucLmAj8)FHe~gVhs^)K^xj?} zEnu71mFfj=650P7)k=gdTa`lDmyP^%=|79>ZT6JkOsA;V^T|{j#&wgKFgbGZQ z;>S5wzutsT>*l3qWO|S`g<*x~u6Q4$)GAW~G9nJQJ5H^#1aK#T*sgqwEkZuwMe^B+ z{qGMdnCD@fK6PSWUR&vE4i_C6%EU$Sp8M02A;5HIS!kqirF-)d{gN+|QyfYPU@U2A zL2eWu!&cv@;7;RHy~ST>YN9`!ZfsySJL|XrHz3G@fj3*g^0F$xt|6h)(%QPHry1$p zx)Uj~ArDf~$5wUi`#Q0N&);r~g2b3%!|;gp`hZKz^YOiAMh)Ie-L6hi85kOZNRWH0sHS zlb^QB{!Z+hbCVB&5R5lJ;BY@(w|@9+a0Eh})7SaCkERZER;8_&r% zvD#(I*1!ddh07WiW}PITtWP(xS3Qgn6wew1VkoP_F%H030H+7i-%4UK`&PFCVnJ7c zV)VZDiBN=dqjrDEH2nQ2^-Tnb))&1P8WR;-e1OFS$sB=OR_OxEyY){cTv*-n zw0k~mk5hB+q5A~IDg7GKSRaHp*$9d?+PYGp5)=En_jDtZj@WCwK!am2%5SdfX3tS# z28#TSEe#DGqG zK-p(60uEWQB2;*EvX9@%QDH$+AqZq<5Y;q*or zkrdES4!ZENkZHZu&Q()sP_a^?nRdpxIe^}~x@@LQIyQqc3Lm|iG-%Q8Dm=oBT zke~!`C~YmRPBH3M{%ZYE{?KZI53!Kl@c+6Ujd4Yye!0>43EF+%-PL;-DUYo*{G=on zueF*DO$FDEaWxi8)<|<_KZR56UywqEO85SG>{;B1(U;5aK{JPjH;M@1y9WPZFO9Q= zbFy>k(wlmfsrS&(Ho(=XMwt>+)j8m%acF{u0Uv_tzY9iBa&71fUF~lRe+G}d>Hx6w z_jl5xo6Xo2y8Zq`mjdJT$5kao5TLaYD@gSbwf3}L)znxFj@Z-h9Zh1ZL^pFYr2c72 zEAIE+r7>j~b-8{`Kt&Y>QvRsKL=kVOj}VBXu5SFgJC5K(S9gE|5(vd3MbWeiiP*>s zQ+J7KeB}z!m(RAa-d+`{kJN{2PWf{lThvBZ18G|2M?PNf=G2t>HJD$rUo)V-PYVS{Hg4t>x{z%Cre>zC?pVx8n{`( zwGIq3!U5px_IOFUQYA~O_wU;PMsH@{a$m)O@ zj`>+(HIL1U;6wQTPNAA4I?oD*ZN+z0&#?0ikx>Hinehrs;KM&2(3;N_bd{fRMA$mR zN|8i+upkgs9I9XhOH!fze85S?7%f4m4j2gP=w0?zI?|^dFhS}Y5;`!Bvb>_>F^P-D z!Vfm7Rv5r$&|1Rx&;$;JJ}@YjHq8$Go#(o!F;!nV0F7*AR@cd`G}xOMjos_ow-((BxG#& zDc3Mo&fGAjrw{Zn!)aPpU7jx~lpn0liJ#DmmyS~pxfez6%`_q_38}z6@D7yft#K8j zmNd97Tuc$=5+IG2be&v>JCr!W-&0Mk3z=A9XL)!)zjVeeg+?G9?(osc#DI8a0^c}5 ztK@Jc$f%GT*1(8buw)7wn0fO(BsS!%eAv+AMs#WLC(=6}q6ywcSU9*nU;8ep8RR^Ay&_Nd0l^vOHN2UxuZ* z*2aWvjp!(Tw>A3)+rz<0*?j5ZS=*yOu^>`pyZWRp%NV^kWx?)0(Go$8Gd{Db(tQ>i z{b0HmQkdyTf$}cXI#4my_+Rp0i-3`^k_lSuMFwrZwUGSJI^b?=0dngWprl7bjg?ML z4If_rsg0+BU>wxqWh`%ZcSj`dh%4dBVLlwM^`}YRH$(*&yiC%qtEl;wj57s>1n=wJ zXKtA|&#ph1Z=q#FJ}c||)eM^ILaZkcEUX68i(bZE6!1UQ5DH`4-)aCdFr}L#I0B(VqD=xHuP%R5#b)O^>YBP8!Jko9Q1D6ov z+0KGCG{Gx5G^XN58sb05=o-I9$`w6&SEf=m9-c&P9=5mAWR+EWwld!O96cp_jlh?r zrtGn%Dk-FE3QS1rCKEDGX?RdOFCna}L~)!7}B*7LwLwL!Rhf@>G1}+?|?G zx19%>k}@Py0tic3bTkS;q4NyJ({v3Csx8*IAm)GIZQgW%MFyQMt<%4q09zKi)JMZp z(KY76f3d;>{h~bE@|T&7J;u+-YwrI4B9Kx5CSIjj4jWLlAH%;T?aK8r8vQzfp|ZCi z4c6Cb>m^l9xV__0wmNV$T+gw4z2)SAD-S9Uk%No-YidQShYhPC_vhNris^Zmm^aiM zDs_Ym-$T&aOZbatCyN~{T$k=W#r>4C`A9`}iD6pRvxKuZPEK{1(t^Lz3WcUN5=J-A z?&xtlsFvcpnt{MoM1*YU3DIo;TJdF`Vr)w~n}6}E?SD^fU#u}jqJ#s3h-}B#!2SLHx5L9&%`rF9 z;8>{6r^=CMbN0$RXKP&vnS;%edv@sORSk3a=PT3O0*$ZE4>O$=uUENY~*tZ)>7oTxsftBq_2KC}GdP@~os$^Uw{k%)@N6|zB^uF0q? z{9ZuW&h{=hhF@Q6b+J}7YNw)xhKuux{OtW%$SGc@i`i=TNXOwSORchb3cJ8U8g9;N z%WHiFGIm6vqbZ-GMZJ+#93cf6)K}IcXEjVYCf;l;zc9bX4@wX4P{pr2TO`6K!lPPa zi8jK&IM*>)qHbw{3V<7u2z1d`pYy{%l;xZc{_eYV;#z^i09~E?JB-bfKfX^jMhh); zOQvbF}3&d_7Y|a@B5J_nq|9 z(T#by#fhThZ_}%{K z&nIkbmz_r7;J&`K@e= z#aQ?=dF;ElDh1C454+$%9Bb72nXcKJ ze8<6p=)R8;6m@+7CKWjU{(-j?0@B*C;Q}L{^}n6ozz`PV+Xn!4pn7Sv836`16?Jvn z06;KZtnvj)8Hn9-nR@FGplUZ*Z^42<`VRQJZS;Kvoi|osLdayg@CxF+0Pz4pIhi6A z`5C$Z|061=2!W@7WXRTe^^dJ*7cwO_NlkZG!{cfvVsxwfTdbGoPqQ6AaJcVs1Rq-; zv&mTAHx?pClb}_v*gHW=+07Z!o~`~BhdI{0d&V)-HU8yXI82paQ&v5gNzj)9*$i4^ zYl^oN99a0IVhU|jUf7*N3vU0u0h?%$w!tBqN|1t8lm)#MHsCP^JPZN)1HF8#)&eXv znvr)QjYNYnoL7DbxI=)}?@J^CQCviR71Gw#^~ujC1<(y}c6!TUIr9AUu!c1cl6Js> zB@J3ySV#cMC2*glALRUqA_5&f8YcIq_u9Op6`C)0UOLrxHvw^u^G;1{3(MTkL}tgT zBX6DmF*s0FeV%y|P|Voch zTnj+wV{UHl;BIecx3%18gUBIRD3|rK5Mt8-I+8Che_BU?Gcpio{Pqu10`e)K%!LpQ z)5*-i^#eTMfRV6c)6}& z0sZ^R{qt|85~fP%6(M0%xUWIkzCG{q>=|B+ zH+%X*5|O&^o~^>BUjxu3CQFp)q2MtI+RTvOWzH3Uf~f&LdjNzxxJ!zQ_be{nwe^ED zmo;lVI6U0l*O#|!GmH(9*^z$z>b*4_&rMSX+FrDvY55AMz0!|K-e-Om8=%r({(}UM zO6QKZ^7(7-zrg-)TpnpX^=o|t!*KOm!x71IEi1dC**24Uu^F(Z1*ete1{ww+xl$c( zl+=9sp?^EtF*Skwdzc5BrNx)uWs}ZbgMAKSYce!m*lYOV8pqbhSfdVZt5IH)}9*s#KfKKhI z&%U*ab6Iq9l?4x9nwlM;GsI1)zG+Vj{L0mgNg7Lw ze|@E|tKu;7Q4@&NfQ!*TV8k3j$X8M8b`6L7o(CxngYk=}!narm`5!P|GN$)1f#eJf z3D5%4{M-9`V9PlGN=Qg10s;ka6Q}^}i&seuMqR+14n$F&Lb)p4L1fgRrD}s4Y?Qwm zFZUQAFabv#yx(AUNFcxh6-P(mc+r|-5{8S5y=kQf?v6sQrD_c;b`M#RS6xxwLPLYH zOi+mrg-IMHj8$Wv+r7RM8`rAQPDlEd%!gmA(Xl3y#_3Gi>-f5%p$y<#mKJXB=~ z4{5*zkVjAPxY!6g^5}_HAgYONO{vLfNL%RcbkC<;UP)_fy5#3uZ_xJzK1sr$wIDNB zac=`suYBTY{+CKoAcPnO*Bv@mXQlPD zwhrBHSH>}n4V22AXZ+{aJ%4Z2P2h3TA042OQn5$pJ2h;mws1mCKhsvPh%2+!G+nsL z4PaeU-o0+*<$0-J%^z7zwld)zAR{BL$fYm0D-e^#Kzrrfng*Co)&QCs85zL@$Tjdr z^eDOoo6kM4CD&D389Zvg{jKt63v>AHmA;rOls_^;SDV2@un71hM*A+9&Q9xX&S;`0 z2e2VE&XGicS%2l=IlrfWbE5i2p}p9vXWG#88s#mDeqHk5sb9CufQ5%k-uxa*r4#Os z!!u9n{YS^M*6_xta?Po!X-sUg+l^5K2V?_?mh$;_0};TdhEq8(U@S*R4b)s39H=u; zAt=u2FMA)-vu6v8Gpjn?6&CK2(XOm2LOeL2V4QA+HGtdOm=NPVdKPRtTsj4){a&;n8wl8?W#)0ZTR8#Mz>F@rYjxi@cnqe)d3+sjCg4$5f{{=AE^C;GZWdWoO}sn?!YPS1_V)-}<@TGYZaKi?1RL zc@`Uq@Ba)Bzh~m5ikJEMvkQC-0RQ&_I-;VwlP{ZH+KOZVs1+Fh>v@qWI`hE5A+8c+ zRKDegw+K{y-n^+ z9Pkd$s?N35*6eERP2JXXE~cgzu4li4Y;iZ=W-@t+#&}B!G?x-DvJlJdT3VO(fceNm ztqBGIp+WlK2~3@JG*35)S-|7eCPG?pWb;|wGKMwI`X5i7{%tBn5rI@TvP5sV5{Ks1 z&fP`CY}Td(N^&?8U+C2Y)E0jJbj9_MvVy9zCvTo+(}}GhBc8A4<8ynl*P(cw8zY>V z2u!!WheTx{rA~Yr39I7h)TG(&QVjy|4LMw@4~O(P!MF$zIj!vM+|cVGyT#Lo!L1w4DeY8LQoSJJS;s9 z=m!mM@0aI$w)>}+vYGK~o_@3GBT|)iH~nthEdxe_w;m==08EO?496S? z^*uLQEZ@3c5d*#AsaR@Yd_;3#WPFgWuzO+40B9ghQ)lonY_I@ZVG9(G{|C2`Irt7f zi|2n;nwxL$P6hLq*uvKzE9xB|echu3`KCg!P!Cu9SCTEXZ?07sxt!*Jl7Tg=rn4P6e3oCZ630xb^L?W-l2jdY%vS#R}hJ~!gve;0)@t3z))3ff?Y)$st-&}uN( zD6ZJIJuv#cxh5p5>Wd!(W>+%hTF=<#dTZvesOarQ@;HQD)N4d9!eFKIZ%A{$AVi5X z4=uC*8VE@}fe6&o({o||FXbe-zKfzDySSl$-DK}wzy8HmMqUCI=jyOe8&GvI=Su@I zO)9HR1s>}^ECD4(qE>#TpM=EBHe{hgxeQeJw#cy9I^SKKH2?g0oqN@)k_>oi(ymBw zd>F_YNK(){2;w)Xl5Y=$D8dKDq_#SOdWkgJ1z#NUP;`{z$xZkGWZBo{d9~PT#tBB_ zK!$(-m?^LgbeKMjNBs9#!3z01$!?J|)$}^LOZ`jM%0PJ3mBTD8#Q*nk)K$*YbDV5w zD0lRytTlc7Q~?fv1PKdkUtzK&YOPLUMGMwpIxBNk@NbFEp`rVHCt#qAxi7j8m)n7_ z$I$FkL)hthR^#{gC5Rr}eJXcoFjr1D!sa#F&-%y5E&IG&gU-jt2V4_^^YaaSS3z>^ zW%(bUz%m}B;DMslx_i5G;k8;pOccSlFy+~ec5v|?FTeH5)yHXu45X6Pc-I?IXX5E6 z_2OS;NMmXL(+ReEOA*piBApPw*3TxJI+#@<@Mw2IT@qS)H}fK^ZhVR?3T(|=0iQ^f z)j0q(0|rGz`sDO{U;eHGMrD7QO7F<>XGs-A6TkVv?Z3y~U`h>SED9iUd^>ywOX&lR z0#ifq!J&YW4IQtAhr)s4p2_X9>|;_75wf~RYSoOKYCKhMi)_CE=2rDrFuKNK`==vY zV${JR!P^Z#reC(!odup~qU_N^${z|RjTRiuz7A7U<^%4)uk^~6$$uZe!w*YY(r@U% za91Q3_lHX>D0|7iwYYD;;`;c=E<-YScP0M);#zR3G7as>?i0Tc=`=8=bH3aqM2Cem zkiI~!e#`!SS=yYf_$o)a1EJ#t8S5uDm~tt8&>?-;mrtl`dkJ%zO;j((Q&z3)dRYmN0E`4J`p=Q6UyuCuHCys)tq zyIpzskB&*myid+(D5Q=abJDO!ZONjTkqy$xOI6|*7yLw<=-Z=<{t5iT6NqkzP^TH0 z4?OTbZLqOUEcXU&mwi($l^~;}+ya6eQeaT9##9RFK|s|SQrLoRw-4BeUIY;lY9sg6 zmGC!q*`6ES7+G7UPoXp8-2DwovdeLld`4z!Ffv@YBKbmYEE$9lda2r1k#$|UnRn;mWZF$ z(09+1L90y(usIkBr9Zb?)iUu=wKv<608?@xz>fqomH^clLSl`6L4F6G5ta}Vd2f$9 z>;Rm1a%KGM*b2aPcNgQj&o!9UWonjB>(HBdd9kQl(UT^&04)3I_ytDIoLm%Iw#1*Q zrzZDFC*J5W8wB2er@bYCzxdST)zEKLL&8hPQ+J3(zL3$SHa3?-zTgg&eaN{@ew#Pz zF;gB$iCHcl^d<2Z0#1UdC$D08ZdxV5j5)wkZCF~?U{H7yQrBRquJaE)wsqNZo2zd=Y&ndt1u ziDN3sU6wzwE(GWA5ji9^ltm$wqlI?-WS9-B1g@vZW?MPmuD__~_JWWza$VV*RZJm> z7bnG-MP$M8Kj!s|K;*6u9t^dCVmfdsf|kZ?PpCr z=Mxf&K*g^Mt%k4d_L=|o-f#(Kwmc9w)YQZP33)WItb=ejK;bOlVE~rcSQwlX>EW2Y zOV_pwSnRRB>81Wik8sn#!u2N&SlhC=NQypfNxKCP4t;b_x(OjX8&@LE4lIsXdG% zIqa}3%wRY8!*1VDUmM^sqZb7c{8sfMzBM zGspK?bMAW5LBMd)d7HXVc@7z4~+-J)F5_i_D_7iDP^nIBc_uHX`whY^xt0e7><9k zJjA~QD98>CjJNkrjjfN_03#bnA`Ymd0QG}`hwtg^%uJbtoZo#Qnevi`^Xbv2- z28rO2p~l*^XMdcaz$b3^H_o9@;f%$!Mw40RZ`|Och-7Tp5|>vd$&Mr{U20)Olc60x zImvxW{3OoK77A}iLe-?W;E)3Y>+}t`_0Tb2=&dtzq4&_{`ihV!EF5c{7TPBv1nr|u z-oG`83yn^%Aa4JlZfdkY`ur_6h>*{3qQ*#8rV7CGrzuF_9+|Oh_a`|&!;c4{Qft=4 z?5u{~c~3F+weg^rJpW9}u$s{8zbR}oF5nDpjE1@(Qt_VNN$a^&g&J{`*A1TAsk zTG>k~;>uW7R|2=G8n zg(I;7d;=z?hH`b^%w`v2!3RSk5#DI&AFHdF477K@Y;C%$>icD{?4Zb~D7J&EH7eMh znbGg{i3C38*|<3Xp;uUN>|i(atp^b4y(?Ak18vfZa+UB-{L#+IYAyhrK+LYZyuftM zEZ{f+lFzqd!}%tq00}3M`v{38A7j9c1_E6}LPEa@?mivBMP2Scz0`YUd?ffy&#qTV&YWDBu7Fnbrenw7_2|1dsExfx%9G z7~p;V*J?)h`K+(O{|(=?{R8MkDo@uJ$~N}z94(8S3*qY=Zg?*RZIP9hQhXf|$^vPz zBbD#J3!~lOS~6UT%FlB6(+UVuYE`c*sO|BqrQH1li!;dFIdD}U6S<$y^iyqQWg&oP zB}TX9^>yYAwuR2YKVVeI1&xTedA>Ca?gP*Q5Cseg{#3xe;{6DzW(o+On{~4ri-UTp z>-$#f9wqpzm`wrQtDNTQqWfwmT_%CMfvc%X*f}t&04GS2RMz?{w65k<4+6ahX~=%z zH=@^+R22F=0}iI)fBbT;e_vL*&d$F?8l+ya;Z9obJg*jL zS==u_(K+=J7lvmuP^EW8ixiaWzR{eTLAa2l!faG@H3$OCI{ma15nX#CKVuKr=!a_E zh8Mnr?(#I2uENrT!Exb!IX!`;j(EelYHEeBdhQ$`N&?dfhkz^~Vt5NQ&HkR8gjd0G zM}SrRFrMZZi{Y~~v8R$a^0+})sni>C@GCz2fwAwDu)6ks>SxqyvY?hUlKn|b=n7DM zwq;06?a2t~{&b|n0{jp<9pdd&HCl@kpQ-&lW}Z6@XOZ#y;)6TdL!l5f{ekIz!dM2K zi-Wcrdyi9X5kRRp3oV9OX?;sdZP65h7p}NuPZsmCH=hCos9kqX zF1e!F_TGOG*%dAbLPCrEsGy*Fcu-cR=aDt6Jl9*5<@M&<&@n8JOh8jJ179=&AtBNf z{UFiwK`VXzT7K#p{&*@>qU{@>3-?yZF;*$oai_Gz#ygI+2hKHW3euFeIjh*v{1?|2;!vD*Cz=2yM2HypUCa;yi41D+e;0ZxtN>l3uZ1}9Xp zK$iv?(hTv)QdGpi&~T*%&Sh^BY)5RySp6x=8oc1B8vZgi=?o?Z9ap2^;{>5LZM}-`pPnjq_EvK%Bc=p#`41m`PZf_ zn3tOF-eSF;WU*n;N zUwx>xm}GJ2+-$aiD*6Y8qh=Qt?#Z`e1VY~3ot6CECHN#p=H~ifw(~3C z$sfdMGAE8S0S4Z!1IM~|e>qQ_5YwM8^FQ%cfSDj*4wmoQi2)FPFfcP$gApUYMfy38 zYNjO*KZ>r#G?e|FA3xs7gLcqvrqXD1#q)3(W4QFzMa7Xi&ZVsJI7bOkP0LGP;c>h> zS9I!A{}(+IjjPLa?e+BoRoR#OI6>E|NX4f=>>KQNUC|nvYo}aX94FbPEA~+BYqSIX zW9gm0kAk)ThYJwD%7$SVWxK}vf$4G2J?-&|x-f|?)xmuoN;`Ho`vJmY0ApbZ#iw-v zcR2+ti*;lMLsSyJn*>Fvb2mC8 zgJUfoxH+rs;t++6x6sx11T&T_KUlxoxEmoN(--Z0DZ}=%2e-Sm#jxT;`mDG(+Hoix z>0A`OyzMTH)|Eex#M%C-_576n9+#5$gM0Hq{c_DSiS{#QaZ=l0IX*m13ic-UiRu9K zcnaHIW1Z3Y04}%wl59Bb!-$R30qOJWuYW1^m%#}K27bAvrJ;FwBxNne*=qYkH{S)`3Nb5Og9(7_90KW^{_KW~3OKRUq}GdwKl(p4lll<2&#PUoT;jd~0`SXdl}QT3BT_ep4~h|MSfo#Kq`s}) zWbUB@jUV~PO@0KYCggkHS2JZj1;xh~RJ6j!{ zufWeS`zb68VgKL&(NP@yL!B8t2ZuPAV8S!bIg{Z34-C!T0YA_XC8Ln5Miet5?*}}` z%xH_JaRey(_p2U#sLy*-tTBEF+)vdNX3j51Yr@NJh?8Pena}LZnNZ>F?|=QGT9k0h zN!#x@9?y)uC2MqLTi>cJ@I<+ZJlB2+c0CKEo=QH_%e!Xgs6IyB7kzxZO>$DLY&g!K z#sz=ues2`M=Ez`c=LNqyE?vUHf;yb@8WZ$Z2r%KT2Z`e=Oc&`Ay;Q&g5taYVL7D)X zXdTd9tf{M;nwaPS^ovF?#+VeR+Ima$xaojujP2k%uzBR7YB}Xa6@W}pY&mf|*|14} zz)@3EI|K%~pcnqthh;MXdGJirKq{!bY_aQpjwPQV_I%hRzOvwK0DXyd4?Z>hL5L1$ zx$f-nGw(0bxsPFfri2J=m#^fc?{!J2U|wkrDUK306d-TWJXM7cbEx`jm_4C!uiC;9 z)~4_-kuJtr{5zpe>FlRY5E*dT4X?$O;^sMk!&b67>L*KQ^@q$}2JUu$Zyq2+p$$^3 zpgcRy!o?`TYeq$TNAvzTXd0ueU+&V2SM%Foaozli5Alt2Ju=bI0ZUZ^+T36=a~Pug zsW*rnvg+z%;7hy)a?RIZ=olj~SQVPLGjF|8U>H>?^vIxn?S7e!f0laU>YtW|hfb|N z0_f^v;~vi!^M}vG7UEOylkvHlg4xqog%~m}j*8LGn8lJw)DD@j6r>Q3@E=%w&CZee6Kdodb4c9`fykcseJ}jBog|JVCu31#bE+kvR!p z_b4+8>&fy49k&*%t_BXlg=u{}?SwQ;+E0PY7O0S;Pn&%I*Z7W z#mjuSOX7=5l8Z|sxJx3GOGCuJg6V=RpI}=RX*eC3nAICkE3~!3cci%Q@u-i?JIl;p zwX~0d5p(f|49?5PVvxA8E4*TDDG3W#!+$Q=Y4?83&5@Mb%@q+2TYLH1bDH&tfIJtm zZ{jWD#6`J=5Cw(aKBogp0_Q`*j=`0|;A3s_NFNvfs$e<7PwOrCE-_B;E+B z1^65ZsOk4mQzUQq-gp~DcZz#@{;OLr5%>n4d?^R+I%lI0R!-23f2f{T&K}=O3*B#R zXe$(7>;4Wcg*E%l#s^g))%mSSZjO$=ws%=salRMZR+9o4G79##;~M{cYxSJpal(>F ziC&}Js}FAwEe^Jlwq$Sb+0k(#U*U9$80_BNw?{p8JM+U-xsPQc_ZKTu$&^ z-rQ^mowk{j>+RPV2{Fb&A~n&^A7VtLzsE9h@LNsZvb#h*4#!?JULP6>ZE>e8RmFmx zjZoa`Jv8o`G!*WEBf#EdyI?-|rM1m}q=_meCs1LZ)P9knOUz^<3)+FyO0^TE`M$xx zjorlIa=pQe-XP|pZA-Qw=)N%EwlL(jAmo-D?(THY|0PS4jl{vcF*@Ds8Ou-qbZbjP ze>O$la6fX*Ktlr`xM0wLhkj=p`lBC@>-3I#n(V)vNI2{@c?NNmV&cvcvg%7ZHu*20 z$ZrmT+s0|Eb!2F}xOsWon&nmK@Dwyrr6?~0pC~4&cfi@c856uFy3vwdtu01`9LP`Sg*t&eSUiw~ z!FJc>mRuP6zG3HNOjBVrl3K2M!>Z}|E`5;Wj3_dgD(g6T?FTn+yBgs;-#Ef4k3FJx z`qxdoyEDdFJ4~80c*?iWdN;4QU5u%vj<1p5q%s!=m8;RF2XD{fMB3eL+2*l3Rb27l zE#DBZ|6`YyW@+8FHD|ei8Z%>QdLIcsUqfwGAh@r7;%Ir%dM>|uajbk1c!jP=xh*!_){{F;#rZ9m{zs*d8oktfGp(7HzG8ht5p=RK_hK+u=R2g4!s__KuPGyO465=* zcRVh>ywvCV7soT5k2+AXX;YM1;@n#_`gSgv_cNP)mf&vo?pSX0w<`lLU=beeX4Fy5 zv_vInmQZywLSk!-Hl#I@%bB+2f_S1k3a1w13*YA4>&j)hjrw>$d8hK0WBvlC-Ej{C z95DYMH2J0o>1yXnt87Q541(C<&Z@ub>X?q(U)+%c-+>XSOn~dwK?DC!4VUAh*(Jek z&WVAVb0eXQkd-0qK-v;^GnK=Mom<(U^t%$f*w|QPZO~PN`ybJ0I@xSuBNCA$ktzMp zo)|_~+i1)-lQF^S8|)mSKEF+I{H`&?u!*j_m+Sd1urJeyqL^7BC%7Mm@EtgEXQeMI zk_SKhuvfXl55`j6dxGDm+9rWBoHl|Y^%IOKoLN0Zo8kK|aV8Op zJI8^H6^&nRw%-2IgfHMJrA`wau0a$1tAi!W1(WAPC;iH}qsUt>FB|$9?D3Jx1o8tN+2q zx0&J}7231?#6{WXC*ulXe>>twzYcG$Xy30rHhV z;C)t)D{WRAnawcb$@_E0&Jo@s?4O*yP1t_y9FZI|+kyJ@oM$ON$mK?3A$!^T%ljIB zYn+9-*iDs}=FofWx%O*VB$hvH_OV=6Cz79u;^X5$G zKOBo#q6;)kLuTL1>iA@x*PSX=Z@skPGLXP@!r2<=(W1*#ODq&Wru?BZ8du7?f17=Q zqaqPJsD}Ep-YVz8%Dc;r=r7I9&B+fZ?dff8T$0>Rwp6W`KOfy+cAw+txWxOfDOIn} z#*wLFE7LS2SI43UNCPnb!EgBo>}(L7!yx;<3v|_%V{pi0uT(X;NETrIw_cxB{AcB zFfq#vcp+tQiSAODc@M4jdE+Qudu`h7YbHDYENR4=w*4)M`42L(u=3IoCzZ?bOMMMF z`AsTLk=gy737yWfnL4?F+U}>0*27Kdr;f#64x6d?p4PZqh$!jxd0cnv zc|II}7h|QmvpY9F&a$^ZHRy`N^jsE^O+#_bxtAfMQaI!kGciXIMo99^ZIt4;I z&u7-E^Ljw`3vqVk{{j+OILC*jHAym5-VZz{tLSx{wQ;x}PF||tL~=?}#Ga4o%emop zXu);6l4#C0oeJ)ZJy8bXef=i#O&$MAm@Y~}4&GYqE4=66XVrajZN<)A*BkGt@ z8Owep^Oe~@7woqF?dQ>v?}>vFJ1aflu4XUlA&ssy7{|kN+Wh3~>|9U?`dlX-+@qtT zIZ)7!*Xu7@OVK8Q4t3dBQ1nvV-gi4112wX78GGgJ;SD9R#4^GmjS{G8B*=H~j3^{P zOs1t*H`5#VrE}yZn?Ms+wmaizVidq&>ArC{<9|>XJR^fulJiBHN1(!s&STN)NvTDD zGa6~_t+xxo>VEBpORM{}9yLPI>q=)bBcD9_{y&w@9~52CH-#B*!zk?=!MD0NzkgU0 z_~MirMYZ6%KRUon8-i-ffSlazQU(kT69XWgqM99=jlsC~P4z*8#Z|fCQWKU>hWnT+)m^g`J*fI& z_`mcY-TQ+rHYFZ*hZufA2#y{+nxFdQ82jDZuv`i@T91$jyf6QPk(j#V{EJ|)wY~`Y zRE!s!bk~B9WE8^m6Rm`ewTITx9DPrHJPOCcw}-1dbz$d9gDNWfN}3jBTODDGKGW4% zhKSi2UGM6nzCb)EV8|dzHG=o5Zkmb59Zs{etm_6YoZ}0YtW5ZXSr;Sjh?@wki{F6R zUMF6SjE>l(Hq&Hq5)5S#KPN0kgm)yPnR~4{KDS3vtYhD1i&CuXc9&8=(WC!4-*VfX zy~2rVXy#|v^BJl0^*em7GFs=2GZp}8K&-&udGk;;AJXN?D^^{d2|1lZuVqDyO8=A{ zRytAdeY~K`si`||P{ZcX;)uY`_`1U5(B$HUc;@)>&ykDEXfrSZFYCLspi@T5kS1~U zkiL^S%EmHrU;S6X%^YjyMAUx2PW0U+*w&>Ci)I4}$-}oU%fr4|&Rz|sNf^hau70Em z!v;SVZBGXiCXfR+Yx!Ue12>Tl_a&^3QV+1kl$M>2=vL_-PP0rtEcKd-MXu5FYmFo6 zyTIbSZeTfUZ5Tu^;(Ad3Vvy>*yz|}XZ+LR^-Svw(NOZ@8Smj-}vy{FkT3=3*iT7`& z;oew2Y%dM|!djhuq~fyM&o6+*b*hOR+}+#L+UN^~Fy@Z=1F+( zMT7rU+*?Lv8Fk&lfPi!;9nxJAlG5GX-67rGASoTv-QCjN-BL=obV+zN&+~rc8{_;q ze|cR8MS+-GZd*X)7AHWv_qSBW~~cROh*x8LOV=- z25AD@%jk!9D^;v?ngBl^qC5q7es{80Q-Zd5iu>F6Ut?TOuEW{Tq>*9YPHu59+VV5k zx|k*d z|Kjks?y)7y@_0tp)9HLzxkKake)$TFBUkgL4xiiK{Zv)<ou`+V zqG}Qst2vq+O5OIKY~x)g6*f7;fyO1)vvy2qvbQm4Ai&A(MSJrD@^78bwVCJP#O-X# zX+G5|Yb%2#B~=FYd{BNI#0ThnbAz1>;3J#lSNo{L)y@*WHv$KI{fvqcAShCqdj;oQ*Plmj$Q&SoBlg1YVDT*9l7@-99n_^Bo z+73sZJ!~<43Vn>Sb1(0Q^>(m3QDcce{C_yG&mZE@PRYDXdQLk@fz86J+(x#tvWp1)Z07_k+n%+Tl0C}vb}8P{S?PkvJ0+!qy5lx z#sB-~AM;Ywr7OGr7yK0YuBTM23V0Hbzcm58Qr7FON#1<&YrPT<@ zCDi|S$w8pjiPLD*td8pDZnzQ3)2?9mqn~c-LbQF_CP0ZPQG2(d*4`F;7cY8u_ksa=q@&dcordUnaF%%r86OLL`X%;n#hw5M0(z*5R%f2Yenc<&0IG zk)^5(zj;Xoh+C?=t8H2Sy<8tu#UrNO*Tvm}Qx#tkIdzCofGm@((X-QW_}!2qTZlko zK%AVxANPR88}?)pi&E+OHX7M>6aM9?Ue_tBH8e{D-vMvNEKg?SI9NPVnkM<@aYFK8Z6>KGr|4 z-EP@D`QDu|vjxR4yx=S`wj_t0O_OYb$PfX(m395P!0TYrc`oy?sJR*2t4r48W8j}7 zBz$4=C|4=31UBmnbOFN_F_O-LsPn+Xj1T48Hn~=1!VCGNTqR=#mzJY~5SGnw*BV{XFGXl%E5a0i!Y^bjv{~P{i8dp1}T-M2)qhzA@ z+@}rO?D9*PPcCP~<=J2Mdn$QTo5u1&-*rArhP3Zri$RH_vvM1oYAgXx!)pD49I>V~y zv;H>)XsZ$d&P?Lgjs&qWN(H5frzC90BT>8jil&zq-uwhSR>ThNoW}v?+O;;Daa7GK z;R)|lx58$DYOAJwFM{%v!-7{Yp(=o2F_Ipi$xGvV=l$02=k&;T&HIwAd?{#jzNG0W zrKkE)IJT5LRcOk_BZO76`xrl?-;3I{+}vU30u!`vi@Lw}FjkYSQ{{@i1H8gpTNSFceeDuK#eZ$jxbx*uEbw03@t zoR4@70>`G*1GkDC1TaKdMflo?g zIS!OgZG0j~!=e{jkc;0TdMgZPFH^lti4jVY?thYFPBA$cdGlMtYvilptu}A%+6|O* z*YEJX7eZnkyEOx@d4^Eds;?^p3T?yh$I_lSLEsesK7=$F?JJ**V+GJDO$6cz?Td5n z$_c}%Pn!dbAC{-(Jk*ovE*v~B2xoukNSSyr^gLiv|LtK-gQSIq! zU-9|p)H}X^Px-F7HH0Zuxt}Y8aBq=KmN`-l)$Jn8Z;`eTIKPO&lqYjI{0v+nYhpi( zI@^)=`q#hG)YwqC0%3QNNw)^SwX6_5GvM~Nj4mi?Ui_#OMa_6m7HBq304xfCTA>zM z=FuW34h-0?2F2r%YAKFX?3yz_Mmd#av!dQ;u6t(|VAkyuH8KR9??$ucR zV2S;u?IWf05aI^>^P5c8PTsmHg4I2(uboVyH&{o9d{exdpNQA{N~#@O@Q&m|T9qSj zXtJv78fc}-^W8;v5z2}iisSe4tFwsgk0gojh-OS1gXO9P znRuM(wG3AaKKLXCWN(NW?#n&Zr&-?5poZ%?ju;}E&$<3wNH=mC`pDp8d5a0-WsGryU5Fa+y}e#aoTpn1{dJqp;uDklGYd5omAG8Or@6 zFiV=s`_b@yZ`Q0RMTXxZ!pU7U|-OEU7w0t67zOD zYig|tS0iiM(BK$q46>R;bbULeo@L0yU~cSnZ`t?5+P@IFhu?T2U|WgU`kW%Cz4f$- zEFasOn4qm+a)*| z<M^IWn4Vx#_z0^2$f>7A{OwN#dL;XTf7_@E}SEC}M zuEN;$DB2utF9?H_F>ktr##gFj-CEO|RPY}Y9>tHpsl3fRl&f&Sl81o_5Kv~rQfJ%? zEJEaL{HtP?JX!GB-u=SeX4MRc&{+R$i2IW)ixUE^ILnp_zo+eBWE+1On^VwBqL3xp zth^Ck>F2-L*V-=vRftx0z6JAEidVXv|47r~InGG; zM+k1bU6|yHVLD^ep?l+Q)D0q*D|bky(3%-yrN)SYEAlLLY0vx_2`4Bu|oajn$`#J#m9=7ag!s4wj-dCAq;gyCfK* zJ(!F%tfFQ-U$*6PGc}k|vA>5;57t z@GRvU>x)d0!-WFfK6OQQ>0jREBSN7{Fe;7{EJ2pqj`y&?du%pBIT@;XHy@Y#eXZZg zoA?Pe=)MKAP+MJ4v_I1wbuh0+$H7b%y@=EGGeZ97ii(AE|+ybv70*Z?i3F~zaL zo=rty(D(Y`!nz%$BK1(Gop=vNnn>%#0T&c+rf&!y!nq3cxLr~#7?hYu3EyZ6tW@I# zlS~xI_Pus}LUc>)F^@2!l~tm(bc+Yg6;#o400ujk`k-uU0Rbl>Ft_YrlqCC)VJ*0uvfln zEU^sFdBHBvCwDtShZendLzm`a|JL9;ERIAp6!Ya2YtysyD{H)!v9qkzF#%hDumF){ z4dK|q6yP^oNR(`24fT09)4ul?F_E*FLRv|_ z5&5Dhl$7&fP5ntE0he}qHLal7C3RzwJSfw0Ji|vq-BLQpySoR)>|+qjC3?Ddp)_Sq z?B%hEH(y<7OcXk~4fL>uFTzm(KR0I1O0n`WhsEt<$rU~m9iP=REXnE3&B^O_ilfP} zXfPGrVU(WjUt$JB^K zVA0MKM+}@9x$l)W!fJDVQj((U1g(^MWpBxC=ODXH3L&p#);j+FA@7?CyXb^ZgcvYb ziz)WE;|N&n4{%~_7V^zC<`$@6Gw6hHgQo|T>nM^X-vriWlUwSE0_3Eno(mK2rQ27q z$;^VO7XlN%b0y}w;;e8`dWwtKyZZae?(Wqoy`V)an65q<8-+C&*UL~&1)~q5EU}n; zJs3H<))3s%;_4F_N#pLZr>Nf_H+?xAE6L&}+;t(3XKfM|@5y7eo6Vw`{*+qCk(JM{ zNu1Rvfw)u;_lQBC-8~CKtYD9;nOOX>4p{+%UX?2U0oA>ugtlb<)2I(Db9PK>75dz# zyfiTx^>D05X5IX?>C!9w`Fo@&V~I>gU_q*}3v9VKXQ3E8CLEOZN)(zrSv1xyD>?~U zvJTMGdJR;}l_kzKXvd^EE%=D&uv8rm*Q`4E%Hu7556`i+g+Lt+WgFb1`Vl|xBp7Jk zn@<(p;_DahjM5#_b?4i_v)e3BUOm2VpXZY4xuqXqE$anpIWUb$efQoxI5?hJ&u>;O zZH|lk9l~1~qqV|z#iHOzTW{=_;qwM&+#1Qy9dXsjH~LUHt;P8P zS06!n6%(6@_M%#FD3g;O%PWQ>Jc9U_cd8<{{L2vS`fqbal)1m%tOq z&z~`%17f9@&EM6}sr-beJrOi&l3d0XxC!A+iHkFenukTujVz5fNVBo8~VcRnN~!D(M&v|w{tVkLeA5& z7P7MctDP2nXAyNC?Qp0}*1z?+DGvoghhVPlxZ0--O^DWA6ETu$R+#)Ll8 zt`N)n(^Z=Z7?lLFiRJe6MM$7+NBchv8>8;kY!7&Tj9Ey)z0qF$B6MFoa4t_LXc<+r zRJT0KHEzuF*TYDipKFW+Z~BLY?WYvRl3j-Sa=1s-bBb`ZSfW4`)PmMX7kTDBZKyax z0l?oY%xi#>PrGNhn>m~lH;>`z94%53>|KB$RlHT5Dk?c)WObCRfSn%5Hv&~hmirr{ z9S(n_X@(l#rj&g}`PA9GRU8`=_J$bboF*QS_v=5l$I9rZb+owx9S%X#q``S-df6c* zRcn%IVM8IzBoTZ(cr}$=XkiSt%nwd7^lsSnp{MGDDpi+0#W2gXv}Q;GgD zfBgggS*-D#1m3YqxnfFF{j73rIzy_jH0P6Si^$;~Z~vV?9>XgtX=ABKK6Mf7xNA+F z4Jmf6K?IWZVAsq)L9>|vwZNZGuzki4Jp`@A648tJ>w0z{-mu4M4}sk0n3_S+I0ejW z7Je;Jw0!m`3#9s`x7u5pO|HoGjdUYb8}k;RJ4&*pvFGi{%hRaijh8w39u7-=c^|JRU`!vbw1?yqB>Z_GK8WsAk9EB!B?~DCI9mEx#idhoe z5w1YAo&QAJX6<^G0sD~Y)Lf9lEW`|VM(f~>RIF6@c4frj|fAyI1Ws+?kjI@6L&*=Ox#++SjD zj;P@$zLy~zwdRqb#`8w_$eguv4pE*29kAlnVixEtVkpiXc?j5j=G*EB(DVr(85_%_ zO(lwHv2tnEgu9s-#l#NL;s zlI8tb&X!t|?>j{{ZR`~MrAJcx?vNvuQ#L&27~PD@TV3pf(7->+GtaQCzozoO@6vO2 zW!0?&nX4yC09Ukg6M->pXS7xk!u9Uih#X4H4(o(@tVC@~yc*#hcOza0ZJ6SJ_9T=3 zir3%YP+ooBn4P*so?@=?L)^UPGoxPDsk}Sq(vPsH5Ku5-&Y+Jl7Q)uU{VG6$Uu8h8 zCED)5?7+~gAV~Ec%86Lsq7P#C)JEhj&tcSjEr*)C^iONo`e~pkNJCm`juRfEQL)XiutcNIBKGXO!<`MI{<>W}?HqK=18>5nCR~h^vwpv82 zkPKlGrkc|rZFe83Q2#XYoFceGk5S=30Sz*=i_J)AW+>ll0|;Im5!4W1Z?5g3dEbem z4n>e^3NJ16jb2i7u?O4RXV5ogUPdGgHYq12(+e-{B1Qm%(XJ(d{q22!_!F&23lztf zO*8t8hLH3o`#DOv!7n_0Fcn!yljj=Oh@Y$t=0k?0l8AWsaw00skr@kmWa1=|XE;7e zkfKv@O$V?n3pM`iVJrNa!@{nocQu0@!JLC%fFZHPLT~-9molH$WLnV?QmBvbL?ujz zJ1`FZ-T3jn43W@1wFRuly13k3eRV@}M&t_MrE&o+AX1b&LK+m^wIyV@eaz??@ z3rlZ+)>D9|N+r^&idg;LE~_5i;mAiMY+a{m418on2rJQry#hnHk0BRgcinaCL1Zx3@LTTBq^&Uc=F9!KjK9fIb=q(dDW6mbyTugg8)5^oTrZML z&qb9FUdYq1#A&W`3p~+8`Hd;~*+!5CYZMRWeNOHyPZmDimNMTeiI$fbcU$&S;VER` zwD{H_=_n64vmpqHQ-3`>E~8aYdzX_(Dj})qZ=ea0-!HzQAi={pVidI*d>ZS5LeGv# zTvmDz5lAZFB5NP2cxqVlRWXAkm^I3ZO5s#5cs*zrh2=%?uZX{6d19S+;-yStymP7r zA5ui9aS5Dpo_w8AddUM+8pSj{;RHf1PoaerSA-gZ6pp^Y(0MryEKX}st|pEZWDo%? z?i12`v>@mV-#}Mv$l`4OG(3hhC7IJxrT~dX^V)0Cj$`fgPYtFl9HwXVGrZ7-L}GquDDLiHxU6jEg(rVO^d=}3G5 z>Oc!xHzw~eZl<`X?r>%Uy4 zP@OPgAb1}L6B&UGN);6qdr%O-Vza^q(fNF8cNMAs1SLCnKNI8I59)ngr}(dNDLd>AY` z(SrfR*fd%zLK;+BAoZf2mo*Q931)~K$@JQ1k}t6WcCgt=g3YrQu4%EEBv#nd1n(zm z6$s~?upJmM=%Fc_(x}V}hVd-v*WZ6;N?C0+MPq;t#}W#jC>5zdGvtw44mYGG!LV7& zjzWbAOK(U2=aQiVWNr0|@20_;%WWwTy@3ju9RFRtz zw~d>LQUo@NT{|(#)ZI${b6Kqs^tb1`vrqkAF>btHD(oW$7;LXrggE_i8dp~2U{|G# zcxbHYb{F!u7QcAqac(cTVzn*1uCJj_$SZo|h#~0`(FF*Qg(?PC4NW&FDDHd<)BD%r z3n6=xU&5y%Dz4~^F(9Dof*~rbh=d`^bn7FY=&AQwr&^6n6#}#3K=7*7Nfz^22o&Ih zZTjsjuRn%B`!s*(2>@pdf&TKE>#9wKUPsz%3D*C>VP4A#YXBsqwY9b7ek<}PAlB(F zFxKyi=5tLf9%hub+1H}ac3CDUHX~U| zOQT9rS!Ti(9krLAbC6p0tL*y3e_crgl zlm*;m>@PK3Kdeq{D|D;M=nV8L$`BO#=cj2{VJT0MB#x}(La^oL!6Q$o&gfz;KrX0G z6HM!1cAb&|ec(31C(_^;G)VNGv-=AkU$%(DKf&D!I!_VO3Qq8r?C2AeMd^u_TvkyS znEmjpeblZf6-cQ+N9y6AsA-|cI+h1=Bl6IyF8b{oTq_7mL1mA{(2Fn6mflBF8C|!2 z8-sD5ZbHn;ZL2%e=Qv~C_v)$nf8eTkYI%F&k4<=`tJ3jLdE{(+z1vsbPYxlm3>7u_{ra`;&#wi5Oj7tnW$C{ z>ZGJ$fL@m`FDTp@Pi21N4`fGc%_h>|p*#Uu>zey^G(`J8FVK|8eqj@WTddIR1H72$ zkI#SyIdgB%Y_VD&)xMi~eX>R?QrVNK!a zG_-9(d3YDhL(qJZ(1MRwY3Htl?y#{6OT;V4!5MfzU{MLzem`6VA)T|FwX5zTV=s#V zQh`|1>=E36I3`|1kpW{sOwn3_9%DgFk#IgX2+u*`)6g+ple)@V(F^)EMi^)qf~Ecm zt=P;bE)(2lZAfPYwrLkaU5f+TS~z6C+Dc7szGi|x=8pt#)-McO_`G{#NS<&={ikkn z;gP3Y_dCL_TvLflWDJ$-e<4P-}gCLQzrCj4zn9Q+$sn z1w#j|a*~qpK|w(PeB-$H-CT~dxxW7WZ+~MH6ci;bt%$1QYR;D&Cl$g@EIg~G6zOL6&!}Bpdx{o9-Wvd(}oXCL}Xr+HPIKk zi1XkUQWQGPQIjZ-#u9-RjX^Sh?^*(A$mIc+!`xBMo)Rc4MGUI}pDcS3MLiOF)cK_w zxH7GPvcC}n|LRz_xDDL*%k+5nXG`N!A7_~|NI<`69Qib^Q z#bS?+J;PD)nAM$DJxZwu1QGfX|7qDqd3`}3G059kbCm7RMn+J#-XW;KG#FK~bXMlj z>_pFT;YsfU#Ra@VyL%un=y?npsNW1ri)0F9OdUoAyvZDuJK-4@JwK_fjlNj zk^@BFEbZ)wPTicHLH)L0w=o_*eyvUV=BDB3*chtkpMWNHH8mDCHc<6>(CXX$CEEV^ zX2}V>-efV&7!$>Jiu@<(1D1!*atO-Hpl*G+!;7P`vNE-31b}ih0ex+-v09bRh_2f@ zOt;V7`cMeAURWOWD~1PPAeE^xENpB{0i=muztek`8B^2{AnexMe)&MGxh(0nZxfzz zZr;6i!s}%`Y&ZeHvbD--jG@{7r)kP2CkoNSu=p$RNB?nUNdw5r(WzJM0A%8J5YZDc zutJF`DfIwa34ukg(Y>IqKk@W%HRF=0ZP$S*dxb?pXd&aDZrd6T%#=ePGKc+&WwFD$ z%TkBg-D|e>Ka-(01H@gLEUKAcs7v{q2Ry&-~w8|PQF z+{O^0kN7C&)6V&_tgQ~M?WM?VKN}`u8&|pqtV~(W88!dPOPdZxk1DW)IGF{0OPo`{ zB^9Ba+u6H%&iA-A-jlE99(r@_{p6y%^kdSc!{hm4b7Ek>l@S8M01}xE;`LB{*(pyc zpH%@wkNi@Yi(Fh>XxP~1f0;&U?i_oWoM`{|{fN zacQHd^QMgrz1{tNI!a10K>xw*c}I&1whkQwzi8v0kj;rJHM1q zWdH;xla!Ry*OZi)NX^Qs3?|O#`1lTLk{=B*8KEz&gG@!Ck~E;`V^TA zPQ_23J~{r-apcY{tEf;B77hY;*#Pj6jZIBQn_r0*0SIpQOi8@4u8w73aL{vcWa-iB z%a>heZr&I*#A2#nk3Z-WkF3P5&`xEFjpF9jM&sesCV%G1H2mWGk>)>zb7 zSX(`FSvPbqGacZezoig@r}N#ibEYTr&frw4Gzq82*=*!=od-rfB9~uUGod_qe#0 zq2SAgYCA4~Zko?^vlm7-n{U1T13G#xA~xfFZC-6@eZBJL=4O1s`MJGrtMkYdW;CH~ zv$m|Ptdy)Qg*g)*0YPHlrhDxi;MbJ~*$2@a;FKB&IaW>$OR0T|>NaU!1rhwYcY zpO)6wWjpn-(9m+g<5Eyj9Y->C#`bHR$O0}SWebZEJ>LgYAZl4!Q=qTrKB7Ka>f@%OBq}o90g{pz3sAX$4>$Y} zj|>jEAx2b0q@<%`z1|my%m5yNi5SdiSs=h%!p+T1E=fp82oyf9oJ8~W{rtLsCW(rI zLJqc`yWl&nM5e?B;3l%ssW&| zFK_C!AAmv=V4D#I)U`Oq!Pwxs)TE?BVD!fqJUw}TVrP%PfD?RkY7Ah_RyH=OU`*I< zw3mWAHN)ELwYnN)Vn#m zxRf?GtH(P7K`K>M)z>KqqW?KSl}QnI)>R9NHZ%GC^gy2i^t+OnSg7ltHOWrB`K6`e za`kG@WK;sq95Am3K}v($rL0IkyNcC(QX;;ryc`o7TYQi#BzxcB9~I!!SOOxi->I_P zd#zU*MtF0MhG%bTKl^QpA{evyRKREw>xt%M!VHU1 z#{$&454#8d{@+a-?0+rX|MB4OmjlKpaB+P6@?gT6|2%c2BO&QI-sf~b&jIev;E=~@ ze{$hsd&q9}YJ`l^Xb!HG6t8lYSN8)4FQnZnjx10^*g0#l>EeZy=0ufumUyH8m{+ z8UmClV}<&@529eQ65VQG)0^-eyq==wOB6-KdUb>XL ze9G9a5}2gmwijk+^CBV;7M7OA4xMQ~epKLb`vaac8Q5=5P7S%@xqA68U&=wmQwoM0 z4LP}p*X_y0$*DJY0cUMH^ zyU)?{Jf!FV!gYYzp}qLb)XdDY=ra-u$`PRR06uyi*e#dCSqe!ddHERM$J1t>55`aT z7e{Aj%{or5u1$Q;*UD3^bBBrKnY>n1EFQ$4Eg&?JmHxu_bS~ThG|lg> zJAijzSX>-6tEb`O(gZ5TN;*0jK!Lm9)u&NXg2+Z1_z1VpgI}sUihvoKk`2DI0)4~n z`_uwd34qNkp5p(f6R)DBRR+u|nC?Kk?)YIpyK9^IgZpntKuRLZ)Onu=#t^V=#b60; zyvzq2@JfqAewOcFOJ0Co_dF^sreA=E$XE3LvGi{S5}2*u2>%HiVK~sCy5VBe(mYpL zlig01Nzy0wiX$K(+9P}2hd diff --git a/covid_deaths_per_day-core.png b/covid_deaths_per_day-core.png index 5d952ece1a87ad65e0419a4d643137cb36832122..97d245367400df6daef3762a23785bbf4cd5889a 100644 GIT binary patch literal 62661 zcmeFZ^;?x)&^Ejg6_6B^MnnXpLApb_yF)~}yGsy|RO#G=ba!`2cXxMpe`|X`&+-27 zy??^%ao~0r*ScoSnmNyNX8a*1BZ~S0{{;jBK@}GhQh-373_&1p#fZ5-lXIl< zMf35YlxxzNj=1+*TCqPrg6wHh5J!ZbzP9Noq|Pgxe|>8;F8oZLU*5ie=7YAJ)=!ML z{u=5*j4h? zhKKclH9LR-S3Y85WBdF1!qd^wRoB!oe*KHVd$UCvBBGx#_xMG2i*saex{N;PPXld% zW>uJanW2L{t{|cwBd~LIU%q;o|L@AdnjScv7CoFq0~}h$#>VXJ5mE0h zW~~VMJnPfjFtB$*4#`N`zmtG1jiF4E>AE^zz23m8Aliuj={92|I|B5f-j!AOXR z&5MiBszuLP_XT6-QtM^GckkXEot>?LC5skKPS!bYk7W4y`7yX(9f?4XHxjH?4i9Dd z`5})Fmrc7#x5r(?+ml7ag@uJr5fDyWk?CUx=bcwW>mMI(&pR)-M+1mGuTndj;2FsD z(0Q-k61yJ>1naX|%m^tdz2Zy?14~b63WIco6B}I}Ejzoqu7EX$;4yumpoc#N8b*pf}e+b^7pCf*aKHdOfDSy?u<}5nT48=bdxP_2pxw z#Vq2B7c1wJx?O{V;nQVCY`6In?f18bO-#Up=H}+MW~=CDD=o~AS|O#KtOJOzIn%D zpn_HXvA^q9YCxZEUae6wEj_(#O?7oPI6WH5%E~!T3ofGS>gsV#3*zG9rmLNyJ)aq} z=jOB=`dKEkfm5kbW+)jNX4=}@D?NMm3|uESFE6U9swyZr*z8O_H8s_Aso95$i%T;j zD~sC7%4)nwm#@OR zU0eIQzOYRRa*+a! z3JJ>byIZf_iGrS<9*O(&A}{6Vz5-D(F;!QOLUuM;VEyRm=;y29e7Q3-8WlFHBJ0b` zskU}@1RmOgfdijFmY^e*CL4lBKvOEJKMDGXAKEiKEKkJc*ynBu4nGwQP5$uh{%nAZPqwSc`#D=SsT$HzC!!io77*6xi4lM9kvcPLLcfgw#;<2Rp zUF}WqQPtt$;f+DC_B?EQo%~1z)BbptT+#41(w(pI@pDxQwM-t|SK5D=F4Vhh3@*AI z^4R^p8j+;W>5iaC7#yFN$o2MyR5=l*lj5-f(9i5eaO!Pk;0E?e{`MMI~cm!tw?;VA*i4V%Nvxde+?26O@>k zC{o0uX=rHZ>jpKMEY#NWx<7Yzb4wrHzS>F;XLs0n1#xtAob$Zh&)2HKOdtN6tDG0h zVP{xYls*9VuhnjlCqO34%w}(z(Udvf6}q{x@zG&N=?Of%jf2B_7}o(q7b1h%1P#~= zq~@L|YR!=0$;rt(BLswi=g`S}B5>u2TUV0`4Y17azkea0Z_c*!H7Z_s1ABhk9?fFA z?kiiQfPf(M)zENdd0CJ5dH??bxsk#ezgpxemXumX>DooX$wGCR8tev(<2cU z7T)-}y83Vfha1JTF!IY^?m>T9T(*}Fhl=pLU8}$VpB`QAhXAfeP=katcC_Y zxKdvNTanKFF~9^@cc+8Xr3T1g3sK&1S1T8J^+wZjU#~@6U0=sVbhY>*oOa;omgA-? zA(Dwg?Ou=;HD2pWg5`*bi<@Am&QE%t ztaY2uR)(IP**AiOYlyX#d3Af6KDkRtPtQioby@)}$hh3z8cyc`8-9Fz40fQ0P*L*G z%lL}d^Z*!@h>)nCxU3M%-v1T=lYiquaO`{+h z1d13@Vvk4=ikq3a8uZ$pLnI_5tgWq^`}gWtCw*{zIn#Z{eFW0-AI&Z`o_5IM&(Rq`nT4d=!2=E9O zNY4}`Bt9o6C(n!W{``3gg5ci%{*Ta5i=RtqZ@6&_RC+;7T=;D01hV`&Hc>L{M)ww* zpjTJUAl1Mr#zbmbHB_`r5m?p#0?u$c@3bhdsMrSXKot0X18!1M62J(gq@=#E+`Djo zad9CP&-?>;Clkn5f`Wn?_va=9z-?s>e$4@7Y5uuK66A8PPTv8a?bs z^>bJ(&icNwx6qK_1COu*@FEO(Zt^{fJ3Bi^tQOTBaKe5cCAv|!7Lc!8&hc|Dou40X#yM`&dh5~~d0O*19-2d$vGJu=!DJgRnJfL0= zE*A&$!7^E^Al`iiAs+RB5kwiV-BUZ55ffVr4P4Z!g=;Mc#O=Mk!7OGI#fJU(<`x$H z`kAuOfsOuzL6eJ`fla8_z(5k$F+j1?Mo@#ENXn_{X%@~(a2DbirIWew%*@PAk2e+` zH&606R?yJU49|DQ?^cN)n`dVemXd>NUUn6F<8J36w0jUgf$aEbe9@Iqc* z9@Q|0t1g(ul0?YkBRt@4n>qFMiNJP@P6u6x2vNzbO70PMFYmu{w?S9kKd>NC6!14 z|9_&1diD&Ua$z+!HPL{7^l~_DZEel9E-vWiy-y>5Yiny@aPaOH!#_Hz@d^uTbeP26 zRH5}h^7?=0r#b&|R(1pcCjMk)=`-MRaz@%2T3N};$ziavvJw&X2n+wme*^7)CMSml z2P5n0=@~P}hoNkd01lxO+0EoFlHM{pdYYCj zaQNYWXmMhCFpEo}T}juX{Qpqq>cIM=R^HBna3@b$p{UW35Yn$eRamyMGgNW{B+*c)$EP;7n%T`cLCZcs-;B;vD+M2zrS1r z=!yrnxVv?FFSySSch_^kIbazAkIC?8=o30i^(FuVE{6@5Q#E#*&pc>jxZ;3awN64h zHOe*e!q7e;+Qi+0^BBvZ_XM~(1Qtv{`f}WxY5_c;f0c@w8V-DwV$tK02*PAEuvX-C zZ`N=N7^l3N+F!shjNX)4&etLzE6};Yj7VoPt{g?I%DvuTI}zL88{!9)ofjLr`l(0j*t8C57VrbMGTN5{Zx-KBxT$5bs(( zGstOZ^nlnJn4V6$yu1v{72cGT3r${pkWc<7%fRGMmre)ytmIbrHa7f0PylIxDf}gl zKafZQC1*;eh#+f;+zTzg5J~8qRJ9#mgTs<#wb%&r_1IWkdrl${P&g!G=rX{I05?U9 z=c&RUEw~+)m`{HMfTYa`>e0#fcs=<1QmfJ&51so60;mmZjDO%omVD?vuRwVX_%)|r z;6O^$%P&}Ot8tQ3miH;C^lzfk{_a~QDH;G6oe*G{Bk7{(!G)Bxv>nsaaRBEPHe6@` z=-L;hsxvL~vQkFB=+jB`MmI`1#>(%gWM{-rCP)pUA#iV14O72k5Sbs$)d-1-+O0>a z+Rj>3IXIut4206WdnIV^D*jCT?)L+-(`D^!+A}8c60YLP3jHP8i0P(dQCk^8(sCzz zE)gm}jQ-n|V0uo@r^C;`KG#4T-uAfein+5pCFokEUfZlAEJQqSKMp(bP?wMJf;m&kI-&@=kGa!Dr$b zd)KdF?Z2_pMoEZv=eNCk6V|m~`*!e^Afk;PO!?Xx+v#C*b-q|Cc?eIHtFPOfH!SLw zmCbld9q~8sc|!PgqD+dN%p0?&&x6+1z0bq;u3i^Jy?&;ShqD$Z7}y(LR>lOf(|bvBSnA4xMsq%)wh zO(I1c*mYRme`9?%^kpm$*xj6UexfSdM#vtWo`fUqkD^l~5#$7*m)|md$A~FfXmCrY zdeXF8SXaHBnGnltqJSXkU=jg#K`1NwCzL-@^p!^F_U!mxa@n!N*?NU`k)BegNRfEZ z{130H4~ab7yF`~r;l`ITgvzhi^Y5D`OPm~+{jbAU-(U#k@It9R3D@zeA_6ZZWdbKd zCT~Km_vQUda)(|a%uD7lUher0IHcwM7vGgh;FK#a(*=ZMX#r#*8AY&Wpn!4e?;m&S6` zP3PrO&nerb`KVh^CCR@l?|vN?N2z#TcvPRZaBQ=@y0tkP{y2N<6{!+6!R2Irc?c0g z!|j`PZzYxQ5!2b}cKmTUG$H-|p)#~3BI~8QuoYzP9v<@HZ;yG5(F+p4>Z5<&Y(ln! z1&9BB2tU+6>p6EvdBv!j`)9`R4sJulqnzY1S=1SyG#$lM5;gjkNMM*{ChR!KBKV zI_ZA*qV!|Uatnoxt(_G^=RDufZ|1O=87TQ37UE>OvqSDuAJYY{JLBpJ>#K_fJs^*R52$f*EE71%kw_YZ(kG7epX4)_1wfhq)yj+3`Fi3 zVH1;khqnMz$6!0+z%=GS8OjXy?(G_+b@S}bL0*~{v((mv{;{>TRA2s z*ss8h74+Zj$V0`P!Vjj5Ei?!TJ|BwyrKC7{5^7xD@1>ciDK>?j#QvhJ3}St1M&fgE z{waM}0v6d~5Mi5_6s8c=e%Fq@3*G%gI2WLdx;LKjOFMdg#Tg0?M@I6W%FK=W6`DSd zB>r30Jq{0YYBK_R-p10Oav<}(j8T5V19HB*yZhF7Ud(l@PLa`Aw!HoROq6`Oh`gK} zB=!N$3kY3-At8Tcp}c$Zb(8M>K>663sh|c@twBf7Yn(d=M4KE*dhx73we4Du`H^W? zN_5j*5$t$P0bo0)PghMnZ%>$5X|KKab@Q7$TYSuA;S&^CE1bQ+?wgvK{*{&GDPl)1 zE8|ZW*j$}mQDgJkZU-?wCa9Onrx64mwI)xG27P24y07hlFW-}qF@9-B#HQ0iYzCUA zn1sYTO3EJ{!8mq6vxCp{y9K=TD^LyEJ3CK6UWtzYpmml#pAUr}U3L`ZtkL1opc~%q z>TX-~`k-P{{jz1&{MH_+gwI`CVNWJf0j1XA#joUfjVS(GKhY;Y?N08nF|iGeR#uk3 zR}@$T>(AfAgCovQ>7WAwdLR=Z@-K;qqygC325RYH{VAGA`b%$%*~-+>?ZB`wRxk5~ z`Wj!-MrJJ)O&49a{fhS#6q8()uIHveetq5ym^Ln}IWA0ghe6~4u0x^pVFu%&w=a;9 zyL)=R0QofppXCLhj}Vbi{EnOR-8fc@nP;9Xf?Bnhr&uKu8l&R{)DX&mi`AX|wxj9G z<)szZn@<5r>G}=vo5Q!K*KZ%-ZF_8w986tRrsfBUH4zX-1zUFqc?P~E<^!MUA3Q_< zQ#-=1t_L@8@MiNtj>M1M7nBkJ;fAaM-2})3Ktyyt?!bYo-iS9-t8=sv^>-Gp%{NRT zh=_>rZED&k=J)dQ0+Jrw-@kv~va?Td(|z~=+$DrO92{L4LC+`J^R-{}4SW@X_Vh)O zf_B7(9(_QZ^QrTCdoeJ8ij5NXg5X*6#@L3D8nXs1uij?U&titzZ%;KiZ4gOj;=;qx zgK_9Le9?J-E;?3}^_o7P!3=FUX2zF}=prZsJO*GD6n=nfXPN{ ziVZ&k1C2)+=tX1hQOW^(QCH85Is={o5G5otZoRym`Lr7FEFgZwb1%dKxQmH{1H;Nd zA=71e8 zE~oWaKTTD8M=vrp0RhMhe#TBlG8fu*{VeTWT?u^eT`UQ}I?ez?RtI$%AjN+Mhg2$- zp~d|U81eJYSPqbpkdtHrnwt3ZJ42QM9b}~^oU67WEdt0-wDBnk9VLin%}_23Lt?(5 ziJlkG;%GJ{xY10i;1!$_N&~D>Hz_OI#6dhROxNe%)d-EW(T$Uebn`mRDpabkZvg6Q z&**85Te+}ZX-5LO$ ziznbs8nt4GH-Tlf570X?@bJ1DE*E;!go7bKiChBZ5iS^5hW!lkTqe2*qym6Pwnp(e zqa-b_&ZLv$))`ZWM6Y1S9u8v}TfmPlt;3S=4V-}5>`am!k-c6eizsh8Wp+2tD2SOCe~8v!$*Ksr86^)O`{beg=eNB~?{@pa=k2%Vn>mt8a6# z(8u#)+9(d7E>S;M@tS-X>fKbSf?uu>n0zAlGfCXQ1<$iUjo&#_J~jQy`Z2&~EK9CLke=E9dxyRGp%Sn{*y6{--dHVj&#blM8 z2}x*35FW%7)OrKcaJkvcrx?K5r~Awt6W*H(X!dZ;dgNvb+g87(vyo=Ccd^VL&G*Z- zN7%jW025{BW;4(umJ8`Qssw8~L;L4?3gf;9=XB)ERc-Tv%7m^>r43Nve?vz-E7^HL zbl(^Khv0w3T4@~FZafh*r=tkF3%Vokx}MkBc zZ2d_q=fC7@z@{aprmWc!aLczgFdNPH%xBj3R>fN!fd0tgzVOKoNrjDv~2{uMr&_U%*a zu^PSIrJ)q8u0!=EyIC(Qefhh0B7PxDO;vX>Ci0`jBN~jH_RMvqj`GGI%D2>ER}25| zYK(lp=xXWM)wtv|6+bO>V`0Zwjcso%gfdJru##Ju+lE9{pz4rB)4!)-*FIUE=y@~b zz>JS->FMRTlAWFNx#i;7T-~vbsWL5b_+2bpp&Pta7vF7XI1<69f?SIW1UO(moaq0( z)UeiLA~ab-+CjOfL=EwOdjaws-)2gu2gG7FmUQASqE}}} zS#$U<)Tg)oT?;df!^Z#%GwSIF_J?IO%Y8mR1=>qF&p#+5IFIHB2m_}zVaG!Eb)uom zuD#QtOrWG#nE_#=wiGf_Ss0PYxd(D-8I2CVTGu=uBqOB$_SB4hiv39JQBNN-}Om`{WBp62_GCPej0b0_b4(V zX>IbPrN+j`u)TTdfd$t9e|-xx(TQO`4G&#KcH*#(hhfV18x$}e77>ay9`#%%BSWp;M?zmD zAT(2D{KU?5wIQ+~zu-7{OTtiL7jtVS-c&+nUA^ABI4mi~QY3 z!>mCP-hBYIbHah}=BVzNK=(F3eb^Wm@8j>qGS93(xqpTk;pSaG=NDLv`%``A$V9`B zzVLp|u3{Y$g+yI)Y%i>7T)Z`7c`%RYfZAZ(!yc3ul*7W>&{2$$X2Gnyq2dIp`OEn_ z4e@hx6ZDbTwEw7R0GIs^hMX6Ippg?gU_G;I52T+&OW)}|Ys!4=3DveVx8_Yr$T{FV z6?-Qj&y&!gy3A2otSE83Q>bcF>hO+gMWPgqxN_^JcK&tD8;zia6f5O@dr`(QT-?ij zcEj_;jyYaCE}$6E1)e5R@~S2$C%<|%rn{Otxr>C3jsQ!lKpcyNWi8NSv9hu<@={O7 z_8$RUUMXEI9-bMR&0~XbQ2ZXKd9>5NalUNnZOQAV!wxItoV&a0HWdcB$q~B}4UN5e zhbCw_D}wK33|3d0DsPCD9DBwy*Ibm>*z@{QQ@9~Le>Wogv9%}P1fAMa_Vk;a%{9(> zyi$FA>M?SOeLjgTs5US?jRzoEr8%RA*XZs!5K@y_s{{uCUA+R3*R!XK+;M0-{iX3TnS}Bb&Czn6B-xb&Z2SMrz z@F1I0)Z%O|F%xA;zBruRBy?O*&l^fm@O=St9ttsUB2Xuj0|NtH^>sjL0F>S0IPAzlb<6i% zgZ)3nL@q-)1LoU3hg1;TumsGHi>%pRyrY3XUn-3$6_e_VrfXDHlC&ln1zy zm*Xv{1>xy>oWIs6_~W%H+4xN`5UqmEiC)BDjY?PXNs`Ci*^^c}iv<3ztB#bi(Gre| zzaItZ~UYnKwJNyT~7DB~#!;0xIk4 zzPR;pxFmY)PL4ROv1c|OaZa$Zy5IMdZOJx8gZz!QPP}rnv|Gcvr7=NK6w~1cxaGh2 zhNi6gIM-E&{#hbr{_bwjBw=p@&`exx<`CTx&(zw=+7_3=B@A;S!oTK*pQ3)>afei} z6zK40N3IapJ@^C{Afszv4?#<&rdRj2g#{clJBrc^L()lWZE!;?%pcZt*{f?m+Rr3a zUtcqAPpisH9G_DU%0(u$Ef9{P3&Gz%|48Rfm_;R1!ew;%EL<7n$Ou@}MSGn23H?K7d zXgxe`Y%PW=*r(Z#M}I)+j1vVBhZp|Q_gG*-pqOpkY>qtP$+)>=-F}>lZGrQ(DRwl@ z3?U6tr0iBwj%0If9BO^)`sw6(IX>-bYZnXq<^~SGK=eA((2)^a7%e3ZuuOh2jOM=m zqe`6SkCx{&K#`A(1@-(D^!rP$N(biZ2m%*1*IvOs-ph~Q`Y97~a-*Ui!Bz$QGfEk~ z6S0WFSMNngGxIG<`7BC#QWVkTbM4;296mOU7=ob!1PQ!;o5TVDDa|yw66ZAzTJj^m z=%0ubp47dN4e-Cu2mF*VGFnbv!Tfl4YiAaX_l!{w^;2vMp^?*H?4k4b#a(Q)!^CPdaySS z6psG$L5{BQv|-a@q{9(Qn-CPd9}6iIy!4GN9FK+baHIZIp_F|Ct^Jee($p%WSi zwfU&u+R5ztFepP9Jt#P7ky}b(H292i6(-iS?`zhW-dQ+5eagZ?C#~8S9m_qWdbFQ6 zD6g*5$^Yo%Jmn_FhDOp(1}mrt)luJFX#UQUTEF`H>%DA}|3g{SSR$uEp;u*DDZCWZ zkd6S!)YNp9Ce7qiZQsy|%;A2qy`;orlouprKTwrH+#0U1g9U2XsAO=2!SKeClc z2{)him-7Z;CqMLgPJsW0YgsGjk)m90_`$=CxiX8CM&Pn4wRPZ{-jny#r`Xh692%^xT2Tkq}umtLJoHJ z*jv7?uCB7rEl)r@QXH2P9jvYk`l0q_tHMEj*TFtJ<`oR3?Pq>HHT(#5ebE(*`;FI` zxTxlG#NZs=UcJu0)I|T7Qb~yRA?{D=r1cuTSBsp+h$S-OAoIJgPl4P&4Qv6<%PSz8G|@%XcZNZCONLi79@42J`SYICdyP0D~!6+uhd-O{~|c8I!f z;LGIYW9n>5s-Ng3*drNrwC;{>lrv&P@3JhM4A)UZdXI)%%%xY&vJ@Ev0T?)f;^Igw zEG*8h@e{hBj5^%lc8M0YGxBAA7!HVE(iyW=5yxBl>}NZ|LjlBT4%Q6Nvfz-fvua){ z-#L%$pk%lc7Ar&Xha^+C-`)?keGAabDET7UgYD{ik?(ZShpNmC@7v$CYp6Ky4zE$~ zCAm)E03_hS8bA0HU~U!i!Zqs$y_@SZuFYF!5z3Be1LD+*$}dy-ZW@HTllaA!0@=X< zIM;Y4-jvhCIJ{x&0Ws-pTM3C#I4fVG@58<1;->70ukG|ENnbQ&K`kAn{^N)ngO3+g zO^gOTuV9TE#>O8=MM9Q9*WH(ya+6YcJ%Zmwe=ySeqxOTyJRW?f97EqbcYn!GOu`SD zPAW@iY#iQ7yIsAldZyHQ_Q{NSC02Lp;J9YC4r`TQ)cD#r0EjX&17DLWQYFkZrzkU~ ze%AZ=JiyyjIa%?dH9=mKecX-u{UPH6HO<>~er`8Ut^O7$8>@?lm+ol3wU(n+*&qjw zc-@02sCpDO-lJ)8*J}_GClCea6;RLfNR?>~BqvAiJZddDe~KZL7p-JT1x1g-wI7#+mXT_!@27!uI=-?< zo7)oR_kB9fxFFx=*pxR;YK-Ey%I{8|2F>IO2SAZ)N1Br>78Tv8!WB&@6D6cAhh_?A zQ}Rme%&$HL)-`YeC8>SA-G=_M@~VC!_oGtr`Kas>+OFVPY=Q=1QRElZ3A*Q3sQh`1 z{k_%Bu8PX?0)V7DhRN959f|iGdS8Xh)WRE%C|v>3MgW}2W9&8 z-WVr)u^1FsIkY@3s4YOe!HI5SLC5dzc2TX4jTc_CYThnH7X{KeqhYHcgNflm7Ugv( z(1MdU!!xnm(gug0^c`&rU)a-?%D+_Mw4`;92An423YGo^Cy=`GStd4a*}ACTzhXF7 z<1Kfz|iYF;PkApz<@$E-#M+N@yHkcz8Gk zGjsXsliH`SGGdyv5;@r~$4ee#?L;K)N)!TOD0x@%{G&Sbmx#0hSxcM$YGkw|D0MD> zbd)N)WY=w!X*@eVXal&nZ=b1Zp~m|llXENo59vmS-7^mL0{TTn+`xne&0xl-BIjRc zdaYL0Hp22^WPKk-vPKl71_yeKOIf))+5C&b+=ah*zH4Z3tGeoo-eMY^F1tW*)nWVH zJgOTIz1K7I?6VF(Vy3Vk1l;S<3)cHK9#(gn!+p1Khwk0jQAy7v8X-;gy63KYQzfwe z<$BP&ItS|B?Ck7IYisYz1}&sOmTGrlBIJ?S+2b%aH%HWNBuwz$z?p$TY+Y#M#=~Go z)(PYY5wZ1j+KAoe)Y*2?J-C@|(Ri|2)IVe`iRbXAe7r!4UCMQ}?pHQueA+lsETr&* zaD||>M4E4|XXYE0KT~AirZfBA-pozrZkjRUpQd$mR$o8!7V+gR+y3tFPe;z!~kSBVVjrAuV2$TE`e|YXI8+{_DO?o z(HPZ?fWUr%x8HFGC}!{aSVDL>+y-u4VBw?3$3u%}9gWa|b}*%F`(|@b8|8>t&MMf- z2pxUM_(S(#9@~Te5y91`M+Ax&vWZUh0LlGpj7TgC@{T*G>c!->i@?Lp!@+IB!I)hM0z|J~ynYOt7+V&w(WuIk^M=R*qkA<_G#5#$dQJG2*1*RxF7J zfm&6ymG?HkBW{zk&dyQa$UwDdu31h42sj-B!!IEP4Lps5+|uJEt6O~c<=QJnOz-TU z9@iXyjhv8GfDs>y?6-WhQLUp1Nz82U9_)_{co}&8mdUo2^WCl@^$np!T{0{jphoBY zEk8uWNjiUYv5JpuoD3AiXLgLB`gF(V#HFa~EoXa`iiY$s$YQ8pdhT`>Lnc&{A^rB1X`5@$VM#dBe*QBP< zrtSSXJ36tA)aXndl%lZQM?b5#eCi{w zs%CEiyc@_I=ca#mLCl@lZI#~y{vk#!PD;|WEb|kT-Wg$HjNY$OA}+B6H)7U@2S4`< zO4j~Jmc)YW(m=j5uUMSMamL73t4n)xpX(1tWqpUm2F#ELxehX));%x#dWH#vh`0(% z>@MVR_>|M*4*5+Hz=uBousc3WKy8*FawtFPp)c0_Qzgo3Yz*JUS(&@T-}J#l6$PzQ zrB4T2Ql=!eMGgJ&t+yc#<_*X7%Pm4Nt*~{1+{7B|qxfwnb$g3~lIVGkx?P7w_K4st zr*x#V;w3%fAs7Y6?xOa?Nb-TP1Qlw~{yDNSA8sLrm|YZRzgUm)ffGYV!Sw>vfcQ`HO?o_x7R@(Uo@xhqF*{ zS{bPH^S)$9ysGn!gulhLy(MC=VQI2knSS_i1vKT~&%K}yK#a-B{g72!U%z1E)(jtxM*CHF$C?gVSPFA2Kl*ZdzXvdF00Zb#IfNPU!RgtN9*rzn;bU)*+BYyQ0IKM zKsoXiTRcC!b6=dVg&HnLQT;d5G;KxAt(}Fa*ZQhU#`}Ng2@c5VxX>O8Jb=@iZCtQHPGH>7&#) zZSH!|q>}!Yx*Z4~^r39fx^@F!FoxF5HlQUMpo^FLM4<&y77eSQWK0+@mQqn!>CAWb zR+*AA@^HpMX3(MlV-iCpMAIic9sQJbkaV!&g?D_e#9Vx=j|vD^2BZKshvr$dS@aG@ zX3}pC7p-jL!5SVW4=Fu7BGKt(w>m0GUG6;2^-iB~g{lPCLA}cAUJBlO4i(7j=Pw7Z z7s>yIb{*BxYO<>tsb0|4Zq+XBZ_RIA^SKGI(X8Tv8`e;kG^38YgVz>o)l7fgXCy;)@k5NV{NSu8Vxsz$rea_6nxR)+A=uWILUku<-?0rF+{ZicbBSPz_mPXU#+EZSy!-5m3e*CD7% z5L2_<9PobQFJV82a!1GNFapuxc$O=kOF|8bEY{#W#y1ylXo$)puQfL!b`yU%{UUOs z!kTh>AC)^p1^SdW9uK;weG4WkI}Qlw3#6CiL>MIxLP*+2OS)}j!wzIz1)f>u^9iOT zz+}nCcpOT?%7vYw)F3TApaLo+nMsQn1?JOuu>*71oopL& z4n7~g*DGI&@A*VIqEu!wFV9{$Zp6>l zRe+h0)vjHO-TQ~zLr`g)EH{yA6$1WDr(e<00g~v84zr2Ri*;;pR`p@p&b%1U6#(zGrA%uIUkQap>2g5YfUkZtWv2^*}Hjg|Hx*<2V&Cyr!>4cmPe^)G; z0Vx*rr8Kb$st835qWQP=@RmWSH%!<*9lZ~;ArEMaU;O9~=W9-YqZdB2r=}~6m zTa$c5Ou*#bwevh1PN?*1S%QV0(}m^D&6!2{1D>(tbNuF1T|V<~zLdaq0cnJwO`zTF zr-qAhV|Jarkp}`wNkwUgh?#F_6zT;2F1C?O_}7@DzRLhyjDr@ebWOI1uSOOfD_pls z$8AJ?_vYx(P_~K}V@8I|Q2yHob%c4PC)yVI8xg+Hp`r<73MbXQy_2hxzcD~Pl%TB4 zv>@vteZh9SQFZ5darCGBmx?2h{oowG9)RShbw(3MiH*Yt+E-UT>gVUb->mrlXMu$P zfD666#%8w%`2Be9tk+pKfQtLxA+WHk%E$1tDFUE_`E1?~3B(;?2g6h3otfY1d0`K# zp>KycFswwa>>W7?EeK17XUb!_4<%`r7GzhgOUpKVP40^;P4BC;*hDp>2Wo?MG)R#j zjU@OrbA8e5P}@cq%BDHD94ID#0k~^ifd1yeXO7T@X;-!|Ye;TtXR6Z3oPvbUXSQx} zVPz`QRlqj~!Re>n&oKee$jJ$!iwz#*d-C7hCYU#`sjZ>BNk@lGZK<+QN3R1_(Z*H{ z{r;=KV^n=AMzSGkhh_E%%T{N(pfnb#sCA%s zc^WHANl@~JJpP1aLCA%qjBVLpDhyKCNGn;9ov{!A4>?EF!D!u zqzrx~APo5=@6M#{1jv0spr( zZY-jkHZ1%&m?VokAY{b9`yw+^`aKQ>Q`T;h5&%gXyRxd6g=d%hgTUUV0tF8=BB4}7cT~B|pcG`NfM1Oc{M&az!?WLb3YPx(06>HSX!@JhZcEV)b z`Ope<9Xp+}0i#ilDeL>@>mR%UCD_ztCblRt7^-P2iqR#!W`3( zYUqIl576cf#K)>Oa|ZG-w$uwgC=xhHa52W0_ji*(AWR>FT=eAGni%p6AY02f&%b~ zHMWsWrNDs{=QfcSAispyZ7#X@4)g=p4PFMYIq z+5uX!Iki>BQy%#UupWHWQR-I3n zmY-cRjtfkJ+QqR?IFc>e7p*JMZzmnh;LwX2V|XOI){SPyD&C`! zV`W37Yktns&%ysG3W+>45R?qhJ%DUZ3OpH%JQsr&FPUU+aYI9LFrJsMSyk9lUF)?( zkYHiCNBjud)v&OzK1oTTxVWG?tzf1#C}$Y`Jl`vuy4?01Y(v*Q+Vnc^!eO6fw^NKs zh$mE(*OZ7sFK z42#mh|Mmi~+}#JX{n?0N<6!Ni_lHS0y;4m5kG*%qpwDM+^!81D#l$N^gO$DQ@1gTh zWC9AO1i(C(6Vex%T?chXyg-HA2PQY{OdBy&l)%TE8z5wU_k(aTIaS^?0$TX%z0Y%2 zs|6`%XLi`o+td_;&596c)E5BrYe0U5fFTJijL$a?Mqoa|#Kgoq=PW%t8+0v)Kfg=@ zI^2wqna%h1?FHS`&XsVftEd8PR&Z=cNb35r0 zg^aAA(5rCO{(M}`#YOvPK|@06gB9v)|!d?#RA3-fC))0E>6#|Wb)*wrOl2(m-dKffB%@%DX zGceN&*EFP}fEJCe5R{}YkG6agk`n%AvYegPA5S~eZ8VdIMK zr=cdShX4AmKATQ6gNbV}u@47y9{0ARZexutc?F2#;Nk`?guS=2+4hxbg&^ zpfZq|zHs$TmZnVDAzF;C3>ETtcX?i6eo-T1*N_62U#^03LfjtKM^u_DglHrGGYQcL z3|@US8F^n=eps zGxkdlc_RTGEKF*T^w0ZJ57<@0OJ`knrQvlr=bAoMO5%9d~BWVTh;2 zm5!EtH0jiQ-ML}M#Sv$RCW|0TUY-o`PF2&LZXK9Bj6Zj~K7Thw7Mqb3{gKN4m37YH zX(~O^$kX}aSDPY$5Dys`%^$__K6t1l)JKnAXPIm+6bjrTw(g6i$_?d=E=CAFUag}4 zj);KGtASA{Fhu*&^~@NIh)ssbFSrUl@#vnlYU&3+9vzc{pFV-v{Xv$&+;LNoCMJ|p zkpvrX?QF$7t__q@Q?D9tOv~Ca+(@GHf72LV#%u4EJ#Tmuppl6&Aw-1j?@{OYs!(nC zD^mHi`EpGLl2#w}a+av;a$dosb!4aY=_$o|J0lG?vQ_AQ^TX+N{e@fq{+-f6^3?4f z89n{$%hDhD+_C*z1D>xkRCV6kpVwVH)u4;8lbv zSU1&8aG~noIUiB3NMU&;W%angzpiGbDU;GGWdNC?-b>)X6v$p%TH+UMjq(@+9i}ix z%Tp;x16nfZ2V~G|eR=~rFQxvOfflg}BY0YBCSR2S2YYzMYw@j9z2|-j3oS>*Q!fgy zn`d*?i}u1Uc%3I7$7E3J+_Q+-!tyT{v-b8l_C9^WFBkD}uRmr^kTpCWs7561bj+aH24&K4q_8)R~{xYDS^QV@-JC4{i8gy^n><6EkM8>b0_w>hN?P6UC{_M+#RNUs>pK zsm@SMP4z8;)@2RMxovHcGCCCq_wxD3${K@uf~Vptu_8L!pdjVHFN`2((WH@-r4=SqRi2z%2oz9_GAPUL`x*p6q*RbDr9oP{ zQyOXHrn|dSKtQ^syG6QNK)SoTySv_VKfn3U`_W+>E>7&d*V=2ZBdM}npLE}G{DmTB zv^bZWcoDxh#|f<`WpM=Gu&L^SF}*vjerwUa<0yARtq;Pz487t}AHs^Vot;XP#9SUj zetb<7h)?b>-O;s_a>_kyH(-K2F<&bkBnTr>`c1PcE-qg8(RHcCll$%4w>Nip&^rx$ zQj(eaAQ2p3lao_sbx003zwJyFcO16#-ZX)mOYYKOM@So^!VC&8tGzkO(>N9K5m{8J zjLeEq(nEi2s@Y2Hd@Wx5rlCtrTpAaLQ!fIg*IWD})e;P-S~BZLKB;|a4;TCB3WYKf zP6&c@ernGeC@k@0C#QKLZnb9_kp5OF1uhqdj2L6e@C}01@}J#!j&~>-rv(QuJ+oyA zzRr5dk*mH<$C7LPn}^S?tvat*n=Nm;vpF3SCqbJy>queNm{;tFZJ}yO*(p=}8v%@_ zje~hG7TxwAdogC2r~iC}`z@P9kNPcJ=(eVJ+Wssp3VVMtE{5@ohZ)3pNoi zBd!v@ryc|5E$N+~twl+RQtzlf71piQ=Qr{U&Zy{vGn!Sd`^+m%e%yrtnRGJC^2oBN zAg=1v`#{eczU0-MIAQfpbW?P?>K+3gGErj*fjW+C4W-U6WG*O(yr6r7qOsMUbeCE?jsNB&dO}2?6Fe3&4m5C)y)kv))EX#g^O(($%u)C zs4S)_qW%myT6DJnH}MuH;ksMI==iBJ3===C2tie)MIYg8m9yE65(6yUgv-U-CA$@v-WUpf`mxcqM*lh#;;DrX<+PsIy`sI+uZ!Ft z9Sd7*Sx1z4(jO3C%b_zbdEtljP83wrJ5xvv&mQOn)Lchd40hR_BWEzuV#JhZT?Lj# zr^|oi_H;!I?;%mu!dVJ$4L2$?I2P?)Yf9=`%$|COR`ACU!Qu#$i=Gwj`_6Y017=)| zdFc&-DcI=O(Mg=lt4{gT`=z&Y-(lg@s?C%y`MEhbB9oFN#eZHlzF(yOZ@m+qK|!ibg`We$P>>gNRg9XK>3YNwY3?Pok4C*RFU;3_=e>zYnG`7{QdGxX zT(XLCL9f2r+`NgfX*Q~%gU0sr#MQ*%kH*0D-LI}6>@4=nXL=9+QG+9#_umIbWmTI? zcpkY<5OTk3+AvmX8yuHCH1jv~w~(3b+Zh?X#ADPQ*~jy|)95su5GQcI{J5X}tTRyf zm{UnVMLbOM@oPwH(P5QRk(pt9yvlQ0$?dKwNlfNt%NbjX2K{=6JJ)(n#rkeKx?Vx# z5oT*}Wh3GpSBgNt0khlvwUO!_eW+3PhV5q&-ESWPE70E(zR`SSb*|8l&cKdbXP~}lV zRs7BGfWnEXAUK-+j6(w_ur)NMD5%xEhTQZt*j%no4Qu=028|1i3&q+lY|*!RxU)3O zu3OVX6K%4{YI+fk_XD4sgMFZ#zk?^&J(PLD;&W*e& zm0#>DK{F%(-_mgBU%Fq3s_YyHpCG)rJa!*6kV%y8`d1Sdk2H)W&g~;x$5}9G z2Igz5=g21X$|IALL)7W+5~t&Faz4IdhYjfzTJ4MDxZ3dSLWLm}-sdka zQKCFV`uu&N4K{sRn{<;{F1q%{orlP+Y{`75KlEREuc6uTijgI%3-8erYzntptEp$M z8zDmTQ2^x#3=KDDy6jQ=j$G~e!5I86p0WL4`DIjP-l0Y`@KYuqrh$3(2qjM%*r93S zXG=@UGucS<9&#?mhOXi6YNGCZM1I5BUBjk@^-YR!SraQCA0IGX9+|4?9wG+GRVhM3 zL9sYuwBq`2$puV>UcASqU%8#pA0+H!RY`})7?%#goBHlurgiGIWlT${z`^Hi8QzF&bZMe+r`Xo^|Aj3?QfgUPH=|gaBvW!| z0V}=APZSR=_xA%v%+HTn&C8nJJaEpG@8#QS?B&nxlr4Am?4!z76nX<8bmRoe6k;#O zID6vi&E*s{rf#foB&+eNW9(DqG9V3AIsSQ~mGQO~a*MKv5oj(P8s3pZ|7tM)yF`OO z!6mXt$!$u>nlv9lA^OoiTeD}Ynywipl&9m;zk2CaTjlmT)6q-j_g?`XVs8SFb$4nf zd69}36K6e`L)vtgsK}@^%MhHO`!H7TG{^>q3+nwBFMBqb!BVAt(!|xaiZW9BSs6%q z*VIsr6WeR>55B96(i5HhJ$dwjw)V?_7ob$A&+^oial5(7@XveMFH2{h)dMeRVg)u7 z9zQ=Kq(e#VXa7t&*w6O^SS;p4#hJC<)(ewImtM;@rmr*oDjh+ox)Oo4X zq5x95v}k-jf*Z;PX@SkSJQb#hiBXLR`SB8W7j$$dXWEb48ft9xJ#zSwYtlFMwAN#0 z8e~cTyu-i|uCGs7+-<~fb{77Z->F}du!}u&955Wz|HIej{w)ZFGj;9nY31u0*B5HH z@CLT*NX}t!J8@BImcRFRxj;^pG)oj#@4GB$=(RQ;Vhb^gA=>)|$CuqKHeYFWrn|qAVjgg?9JN3Ue(o6q=n?bo^Hi4$H@laZmgT& z&^Xito-XB6#@#gypA#A7tEw=5%=>`k+!l}+96Zw9wFW9z=G=<Ij{##Q*7d-*mDS}>|>Dh)!2JMK-K*U^8f1LjQ{fj1r%p7Y0 z?V5ZG>oYc8qmV>GQ|_Jh_*mI*^<~kz7P`p8r&f-z1-#tMQs4C}Xub{5^YjA;f+!4$ z{O_bs?K4k!@4|^l&2NlAKK|07V{rZ=m6M=bCA9$YEs2@zh%}* zQ@yH%9qp2RW1%)099JMD^ws&#So zM#CZYLT>2lwdqKXldVTl@B^fCKVDym@=5mRt$QKozeZ-ney`kWy`0A?>zQr4haIM0 zYcf^%RCY?|IFr$7sNhnW6Q9e^7*S4)tQ3}(_ifTbazOG)EnmUt%FYSTY zo9wvpII?h(!|6EO-a$JhD_h<_fbI70`&y~Tl=Ja1GntI@A~%8i&!2n{a0pks*HU{2 zAkM+^Z@uaY_MclJmyB@>4d|&S4ktMPLe%71te*}=OuG*U1WScwXB&6BX-3BNZ#Y~Y z^*s$ds)S0vfrpU1GZ8G47cEkOU11hWItv47r1aRO`7XWsN}bEykz$NCTKrfXfRX}5 z&VUw;;i=eSX%k-9+@{suQo$_hALN^2X*a7dMj`$TN5{c=L_w*)4W&GmUEr44msW(V zkRm+Z^dF2KBK>S}V)X6qK-Z_I&NMjIy0GP@3J)ndVmf3tLV+c2THeu?@~penmdqGe zG#zDH3mD$Y&;Jn9J34hbQA@#`7|P!5pfljTeq*8du{6v~`5$!;#%lDWp83w?S^L_?sA=cjx;OLu+|hbc1zLl^1XN$wAF9h{Czl#5oS#QqJzD3klV3r}-+ZMt@)Fn7gr~X8d_#0199I1( z{PjlTjRD2AiC}^1W1qDWS~$q2lSLSa0?&V+Jkm}$Z3}Hft$ACtj@d*2b%FKi63iF9 z+r)VJ7i=vwlS2~fM5tb|_1GM6Y#I+|#qC_+(qQbov3xZOJ1T9$;!}IyG#GqJ`!gA{ z8{4mSB~unX%DQJe^Ai2kusuFufVI{g;_1W+WIPU6dkY0FlK8GKEDIP%CnIaXX&HVXh}& z=l8A{rkuXB5ER2JLEZT)AA=oG+p#3umNJQIZoYkRB)_doqujpGapH7hRZ;k3Ua@Aq z#3|p;IMA(iey*AoFINoAz_ruKl8yN4_yJBuAWvz{?#m4lY;4C~GT}enX%b*%V`u zdvf`1nO~XcZVd12glZt}PTZ2ZlzLuIzR;*cx$B?nsKroPm*Uy$ii($(W#iQ4Ij3|{ zUXBw^TzY*UHcImw5j&jdBkk>72RC5opamyu8C>^d6RTMo-b9iNW#x=h!%_8s^5?Y6 z{g~*}1TDhFZ`hQeY*3zVkXJG2ff-Z(hu|fy9w0_Xb2|Z>+_xm`?OdlA?mp#_i(` zA*;o_ZA-4Gpjo^1voL(ybmo`!V!}i5+H5Yh)iQ|QPjtn~l zI}n=Mo1$q?#S&M3cVO1O*nu<|z(zv^5N4uQgfK5;23N)?O*83lgMMNYYaZ|QHA>4? z;t}2A?QT>WsI(W(CxN1R*Id*2@l^VS2I0=ia#<$*>oA1tLd8+bnV+i@g$Tu?Z_JF1 zv&6zEO_%AJqu-f(P&|*-9S2-}F9~W+^&LLm4_?wS=wol}ot$nq=$c)OiEe)(-F25r zc73rQBw3=jFS;*FzTo0TYL}P-wiK^POquYa?T?>=Klv-)u>Xpn1ZWXtQq9r*PrO3Q zzuxz-a6Skrv~XOcnx>7u?SXL(F|Q`QFIrJ5q0a7Ow_SvU-JOPtf^Vmu*rCStk4b}? zleM#sKYS@e=A<2oOV@LSJ!f4%6q!7(v}x8{AD*)@#(TYW}C2~IOt|NAfNJZDPQ)>u>I z>kO6&x(_90hWW!q_l)mhzT}efKDen>qczlJC2R)u<1XkimY7W=l#aJ$!k) zbT=2`d5gQ-V{pcWPG1;7^x??kRzOuYZ{Njbln>=St2R%whOnEUD%g@$-=i13{=J}% zr}vV3Ak?f6-zCgrHzUjylAtV=%|ZhZTKB(qm83X$}%4u3iMGgy7A>IExcb3qnUQZz(J;6(^a&FKDjrse@K%}5igRS zDc9VrnSkqd{5_`7&PRo1S?D|&)J#n(3;Qtv?c)Y)2LyIi8}S&ZUO`*Y8+ z)%CTmVeRTK+=ka9YufV-;#Ki}+5vljEynEKBfAEV*N=>=)ZhI5a&j?MPxTb* zAK|Dz6|aQ7?{;y$)!kZL#I0}IvcoaHZtZrRR{d@dQ>+Q8q%*`H=aM#88c>}Fx6QQE z6kuFKiK+d)#rFWiXC4S&;vv$%Y9AC#fyPg&R+p&gX7^Fq1d>^`og7~>h08+Lno@IF zWy+Ci@)1KZjOT~VH(EniO`LhcF%kV%udZ>&qc}MtS)Pk17HiMTqB!d7EA@BL)jnZm zoZ%OMN%1M-9j0n$sWjrbU(0BDXQj&BMf!C~&Do?hh=>lC2QM{qy>-0N42T3&OU$L~ zRLj&ped4K!1T*oyPnx?2leqrUANBx6h(!*q!ruCO|A9$FIpjbJ%+IlarHMgnUj@O-744~U*obw&d$f&E00eJIpcXC;-NFF zF{BDXir~600b#5~{C-GN6Yh4nYy8uqduG=*9&=ck%ibvN))5Oc_otcjd z2a7oKk`2~cfNWnk8ItdlzDy6Le&uV40R@%cqnqyw#AQUeb$t!Yw_>+!0P!^#XDwie z6gW4Ebn7^`hf5>fRCe%&kKRm+c(ElY+nk3R9esg9ChKHa85HR3i!GAm%|}h~7cBW4 z&NjpV>B2;#$rpxc(CZ&*rv9`#>`kVPu%+0aQ$P+2H1?x^`vS0$E+h}IHF*}Bi8ID{ zo)X6vZQsDZ4DDtNCY<)fiXE$|(y96eHwgwgX?7cYNj~#~JZ{-wXZ?R#0AEz9hezj) zp&^q1lwTHuht%`sI^~P-cLUh?zP=TWrlG%oGZ2eQmv)oh&ckfheuwbdMXX@QH9QN6_GP)p%MZcZpsiGj# z7%(o6Z54BrYqKfY$1tJMr-S;Mo7-)XHSv$V1i@?*5w`U)LUkESeC*e#sL>UUCd~;C zMkZg3UD2l2tG?Y(JaoA-HL9V~WyZLEnb*nx;)PqtD#>DcizwKsBnGJmq5NuBHC|w2 z!>J`o>DF(jTtFKaMG#}dXYNAbTGF@ChD$X`Niw=+MjX@w>G|I8e_`2X>$8;dJ2C?> zOoaV|u;U5ar$q%ddyzp)@ z=&$IZW#<#e`IqLU=i7~8&{fQJu{-JT=LiS50cH7;q$tr!Z_0t)B%uf)pr|V^iCqLj%haPS@yzY66m1G@o znDFYeNjcA3Ki)1$kX?m*u$-dBEY|#TdwaeykUpH4*&*(Ehuar3ybiQFRY8l=Bfc-G zG&DyomjGUwkbDU^Q{N$-jn2(L5O=8#Cq?9vB)4WoWRFZ9lmr1t0FbY@`S8eawcH<6 zl@hw&R#BI~MOFE>R|w@fr!4I}TIUqWsR}?#nqo2OkC;D<48oR%0Zmg(4cXma#*Pyr zpKVZJN|ug|!_0QNYh6TP#|-ZDGtr7FQXz=%c{sF|LvJ_Kr&(TDsDd5*(;RLWPV&;D?d z_0iMr&9b!9Dg%ow@gMpF7=ivFrk&#Lme=NUzO)fWNCX{4JFTxc!>-qvB8E1l_KOs_ zne_T}#5sPQ$!5SHa;-rxQ&6=VKXE^&n5=2IjMFjNihU+v_cf| z$|tWqz3U9O7(XV9tH#N!rhmVb{}lkHNjZSFn*tjz~?%KANQupDE8f zQ>lkb?*B4uDO(ZDZQD?XP)zMSqQtE?Ho7a5~BxmC`$Qezdm^^KXIQFSvpkV8NN4%hJ5+Y3Awj*whM1bR%zoQ^NAXhbeh6>~N zbd0extUqi+qu8B-L})$dLw&jV1~+Iqg)`b=i}5|C%~Km9HR#N@dOzb|n~sx(Rz(|) zkkHU;WN2hn#O$!8@nB)}MKm&$oqfdv=2Q+uT)rLn(^1KKsa~@Hz_q}7-dcw9H!MwpZ-fWj1U5DjDBeE4+mSLFO6etZUT6ak2XH#&qPrN0TY#CM)}4!l(<+Qr!>%R%K#{+=E{Q1|`zN1%?J?Xgo)s$vKd58c|D8Vn;!<=m(~rz?L|MtnuEiyTmPq!Br^1D}lbMy5 za-pN%@1Db(L$JcrLLycUv+z!dIT)XBQT`45{D*fYE5N+i#nqJw_<%Gx?6!BH^Gn;> zG9@M^-e~THuWWCBQBm0>D+UJqK-~I!865?MjFq+en;y0mpZB#F5rZk>cR(Iq866p# zoP6z_szUJ7LS*Jd!bMmjnuc|zoHwtY#)O8q%>%44_zZYK%GN{z^>!Qn-+|O6Z9@DbaA{$xd1ygYk4c z+?fz3y47gE_n@`ac&x{ic;b0qOkvuQhx_@}C#(wyKL5pr9pOXuKw~4z{m}OLkam!W zT$~R){~bbGq@2cMa1)g9mR8Tm%zHT*Igu4HG-d~kl zFY`4uS*7-x33WU!-q&OI;XUz>6C~y zdc8{_2YD~Ois#D#jElvWEOjaA`P!z)PqEnAS)Obv*UP_PR={Mrg%>#F8;)j)!hBM%`e_^QrNrfQ zpa!fELp$|!f%~ON_1vBUx?tVg$6s_xIeBYb@^fe~-^jlm3@;25(jAxW=3LxsZc~r$ zo}Ais%!@8Atj?eeQxbhyEGNYUj}&$0DwHQBT(~hWyJFv$F%~&2)Db002NjcynMR8^6{0$+0uGEpLU#gapgaXDzjnOdCQUf12)2igf9qr;-x>x1@RIe%pHI{QTB! z{@c+VGf^e3m+K#PITRCr4Xs-lJqR&s2=PJNbDmR&g%2+BHM8d`5n%tA66tc@$5!lH z(Dz?yZe(BPyI7gNaQ4I^F{+ zO0DM{Ea}puDb}H$;=yG}fWG8e+%yGuQ9;rRX&%Gg1yFM| zSXkLuNDg5ON3H0d2S&`>L!E`HpeYJ@p;K5u;(3KXb9=XTIWS-pB$KDGiaCz1d4T0H zxP>47+PdIZn(V`M3%&Hc6MCAg>9;atYt{-&~%9Z?XHq0lr8))7ZwFN)w1 zT9u76S80C76<-$4i!Tgc}jxt)VX!6PE8@eV~Nip{mv zoR2$W6L!^=_U8x&9kDGfH!Y_Kxq)a=_m|VqCgb_-wn+ebt>mtVCt#Mp3w_vCYEN32 zu6)Vg!uacC2bSy)L`Fi_XT#lOLK2I2#xH?QYvAti)$+g87>|ggi_>Gj)PWK=vz<+8 zBjhg%uV-C&V$!cQR${_}nx4Afg5@U0XqgebSQzAamhx5R4hR0Z6`72*KC`Y4~2o#mi+vFVRIA0%0T?=#e6ggAuXTW~} zP4rWV`U|s7L08+&vNzS096l{?0ZOO~C6Kt<){Z``>F1kH&*$ zm2B4odw3xB@p{~H_(^(L{x?sKRC~@&j>3ai=Z>qjaD`BHsZpildQ%j5Kq&y7cqlu9 zuP+prC5aAA&_p&1LH!MIQ61)I+T4cZ9;zwdc9s1abGnRFu(LwK6-BtKIx8Srr<2Vv z-v%lM$*aTcgAECfWjEx_T)vAz85R?g#AmOFvk>g!r9dE!i!9rDg6_&Slk-}EW1I)N zJNL_UnWJ{8R-&zJ)cnzSTvtPp1m$_bEA)e5#Ctvx<#b6<#(hylc0IU%+`x*5s-=Nu zcrCZQdwljOcnstFvz4sD(%rZTVJzS=J!5K%C-yI)PILE1jSK6t2a)0JlF|H#qGNnVP=WFa)5VS=amyq>gq zfZNctdrq^<9L^9NZNIoxoT3Q~w||N&1~*H!Gb3_M>L!5P5)82|%Z_nRf{(B>zbe9% z1IH6M_=!R~+t0f18FQVbxDe~LYoE*txUW znLq+nK$T>7NPt4MiH~RUluD^ziQO%A6{}fh5mZ@2H1Cs-P_s1+M=dfOwt0Gdjp0p^ zFKb8$DByVv@D4_444@)?+Q)+T`S5`&N0}7kGNDEXC=+tBTYtTm6CGy~fb8>uuJp86 z01FdMWCS}!g-u{p_5Ad`{qMbfKLk`gFm7V7sIwA5vVbOn6iA{bzmz3P#lvfh%c^iz zJ)PdF)biG%aTDLD(q9uCed~RHX^JBHRhu`gBkZi(K7KuqTlmuc{!~@fl%8Re`$O)W zxV3T3-cMrBh(uL$&|eLDr|W4}f)91uJgo=KJ#+fFRaZ_%lBGIF2YBDb9-SHXKBWRY zQ90|t98>p?Ah=(q$55x{@4@?S9D=REx*iyW09Re>Yv+Eh)J)%sEXJ`x{KT0<)2+~m zhPCrK=qfcw2*@P@}d-trObQhcIE*xilKW)y#iqA}qV zda%)bLl1jXSK#V!$`>8tCtu6Rl+{?G)ocGAoL)IfXWg#$Wc z(o0#LJxVlyUXJ!SwD;fUi1Y5-%1>0j^lsttQQq_0e=R5Hus_W{o7Q}k zVsNRxQ&brD8feif)(TBjcxL0@5Em;jN(C;AJWi2j<|;!IP9=RH!#Y(9Z=}w3<%-o_s$%kjf3M zck`qZeP=D2YutQwil9PrH6JGabkN2G=qDt#v2kO+R7xul1y|TFP_m^ab}h!vboEF) zBbgK?mn#)#-4i*oce5^>_{$OdvL1&gp5uIt%JMicK{=t|@o!PzCQ;=>vD*w|I%GQ^j7Qr#U- zK-b0BH@8)XnzqApPpRlnE4?eBW>e$J`os=Wk!)fnQgdm@=99%h3y|ni;{wSV#uzran1f8n{-UePe9-7w7P^91w(~UuMY3y(ECTZx8rRNWE51BOAEaF1O?mQp#IKGgc@+l@cJC@<<71xJ zBRDP(Lp+n&qD#Fgo>7cn56xVhV1Cy(_1{71+B-u9^?C8Xp+VG$Kq8S=Q;b|BB$9OpXsyY$%p`+Zs1uSPWMMIGAE`IW~PcM=s5B(IS%}d$BAnmJEKIR{rOj8D!5WGU5U(9tp}%6>`Al9DbAvgmF0g>6h-~TGpw0PVva<2kL9kuJeyW1?!YP%=M67j+gt2Y zc%`x=D`<|Qrt{Z0VkEabMvoK_g}R)%rY!Q}oJMT-$khLx>U=hjPAJX)P2mdJW9ywt z0mo|5chTi`+S4Pk>^sn^?e5MiR$RUmgwpQfzg@QJ853=4+IImhfQ%p2zkz~8q!)LY zYsZoMJ=$*kJ(5FVi`nZ;@LA+`aj%E-)4OaAa2gzC#;0V#l#TnEff(QU$K4>xTh}Y( zjr{znn}c0V+dubb80roO0|~~)nPo*5e3Q(~!B+Z58zTX&;tPwP^S4=n0^{8Z0m(O9 z#P5BwL)h2OqKD-n?PolBf&BFUf6d-^cYbho>iY1poo4@7dS2p7M0j0Mu5}n??oEz{ z0rL*7-R4UnfeC?S-zxp?470`H13A7nz0Yj3EvugQ_SXl`9U0T-W&ey7cOvakw+UM+-QzC2}Mk^i`X9*T7-hM~^f_}ao z_}o<~%IG}ghLNl8IoSA`n>^d7<>#z{(V+1;W3sdio;y^y)+cRvFgOEvJAQ&^*yi#` z+|`K6O(iyBYaY7UIbRZ}xR^}Q>xiJM$|2=WJ>Ns$d&^52D`t>#B;Ym1J;R2!dWhTbrf?VevD5VCKjWq%??yRo3F$bf>=&b#>H z*5Vv@im*S@z*F!IG*U%VhljwGNnWFV*W7I^Q=P%sB{YQ|xD^jRAgS_H2bu$IE}yBo z&tKGh<9ZF4o6_B}^xe2#N+t2VRp#cj-=?)5HyvRN?<(o;oeT>qZ4JrpuU5P*!CJB= zIn+lezpu@mj`jKcGEPWz`Fjg=c%WBw0JJQ#i$+eB3=Fr!yuutqR)2kr`@kAlFblB>Mrgt zbhajNzy4_aq?&NiDbv#0J`|oA!8dplzqGPcyS;Xxa^3jCkJy7iRa<+?gROL`glOsw z5Id_#VCA35v6`iN2=jq0^a0*RCfiGBFx3ie57hGT4V))4*Y~alr+f-$QaP_6Z>%8y z#gBykKC0P9?0l~&T%}0Gq>e;i7B=k`*s^mA`nNvnpZ93@|4KQEf|k|Hw@f~bGQy={ z{s?OR^rqt$^IwmK%(%r_ZWFYw2wyolnD-Lnsi;30EI!C3Kg8B(3-BBC;AwW1pX>;s zP{7HF@ws+RKUSeV+&X+N4MU;iqmIucwp{P0lTgxNEC2fDM*|d@iDwur^L;{q8yfX2 zu6Rnj;Dxz3+cyL&mBqkfx1$H!EX-SSD~%#w&&%Pk_rqxC>lqgPzl8MVh1H1=ITLfe zqjcG^7EOYsx*Cb=E1Q#y7*$F(%^491(GJ-_drA8n(D?+`v=Rm8JFMxn@BhR09p{g` z(_Jw@Z_m6pet5tcKRt8uaGQOwhL$mlH}owjS#~}aIQuQK7%13h@ofUfy_{c zNzF+9WVPZusY|YjEdNEzw*A?}1SzTBqKm}{fFQMcdS;!Eq=ZJ-g5SfPSgb}8c z0q))mLq8YeZSIsFUioe3K`a)Kck|md+Avbn>sBjaOVBg#r9h|FoR4M4 zAq%eCvb{x_7U=y$K|9anti~yfJf^>XJ;=Dcvep8`Tak)s@Qb9qrZog%54K+6&B`Qtd;t6MQS?W3E-XE0%D=&^rVWn(Iz z{|H9JbUV(Oc$Qk%Mmwr$qciH2cs7 z3azZZTlcQYH*LvN2~G#o)nLE9Ig#az>DAdR!*N9N&&b2x4}Q_S?h@Yj+6COAI>dNm z3m+yE!5CBrk$Y0y`BvF_JaJIHwOh;qZA>pyqvIP||NX8kQuA`-v_A9*xxQ{0 zE*O!&;kYZ~x911y+DSiE^@b_~wG&35H^N!6b7{VEP?}`|Vr`5D_>#>yC+DXP4_;WbKGm1y`0AUA4iGHlbq#~lz~q0z z_OY_E}Dd+0|pbO z+bw1H9I>814fEs6nN7(J^O)!As&zGrY#q)I#Q-OohBp06dQz2J8FA!h$ zd^KSF0>#!?Pl*KlY}G*9{k1MLgdW*;a2qs+v_2zzuW9}>o-0zOIrMnH{xssZ;dxFc z%j>>o*G&jMIF)+ROpN#ZBY*Rg92@-&Lw0)dqoVQ5 z>g=`yiD14WifEl;ZSibwO1-^!7>r|6FV?1COdDrgEfXn+G-%pYzU0d+-nAcw`}f%N zQy;=UYWp{G3$5@Q2;*lH8Eib9Wvqzw83#mO*yzV%>B@6j_9qTxTT|K6OMvQ*3i1>YlAEjMP?Y43>ttJ^;N z^3kIiFsIyIl=s~=j?wI=yWh<@y=cBQz%unmSi%`!4K7v1L9w{GV*#%d?6TV0v4~QB zW=~WIdJZJEI~wAK&OrKlKOxmiPA=$9e!DJrj`lF&Psa8V6;N|u@OVt-&M_hd7xc9g zCCyAKR7k&Aj^f1|*%uFqu~C>ErJYDcyssf^2*WOJN-5zex8B?w0Cgr6OVW%xeYy-K z3v^IvmNuNpco3;2dDKsf^&%1*9zr%ZgCsx9(>0bc?Iod_pb>atdj|d# zgsN4D1?bU@pAiWzCc#wow}<{$0c|jIE_yV6GxVg!p^<(bUh)iNb@hZLc&7N# zoKHfMRVOHD%V1OE$gohP4uKS_A66X>(;HViI;s`BXVg_&wfU^U*J81g(2$TM|5+w3 zom0nD6%shwcJ)y2O?H=4y4V=3-!8jz;j#48v@O5gh8Z~>+!t?fP5mVtpl>E$l?wM` zO~y*k_g;<#=BK+c&hLrn%cy4WWTy=yL%Um-*i2#9!`NyT<4tbVGQi9{`;z`!>Sc5g z_dQVp3HV2R#-v#<4^EJwA3_i29cPF;+3BlE!r%MV+xtax9(!23oRW9!CvF$j?zL;2 zO-|%-`|NoNivb9svQ#C~O-&~chV*@q+MmQvd`T$;!hshHeYaEp=6Vw=R~u0X`^mM1jMzO1`1p98AL`Z#|A!88@3E!KHXGKTQ|XAV`i) zyXVdglQC&Bb9--rNkLKNa?cC*g%Z;k%W?0k)7)n}+0>7#>k*^BCj-!S>w7lr%syLp zhOsa$$jLH0aFpi09#Z*4tWF#!CY8>g_0xR>OYTiD1~@J4QZ5`V^OACiuOgN?!zGJo zrjRZQ>pshN=8v~#PG^r_p(7pKokAe6zP^cLNb0nVL5|BtOKW{kOQ0t}7%IOG`M7 zjr)d=1^=j|Hz?ri;CBo?HPx^j;gB&%8{oxT5pbz{542k%?OLi&P|Yk?c78;+>k4=i zEO{kQyr&gUNu3@ zO26BGtg{-f z^E?rBxA%;of1(&g{5qTKyWcrvR-Q~m{xKN8P>K1!|8BAm{L>NG8_p#(6-7z{SJV|& zZm|I0FNVrgQBFOUKs#yPLu8LUBzl15Idpk|s;xSAThCO85Wvrq zEM})eAtSS3(ZvS0Z_hi2*)W|oPv5dfD?aTZIQGvg4h|w1dJ(OLcy+fe#&8{S;d1e0 z{)kRaSYdKTW52s1_u2?_dAdXX?OtdgDj{M2RBaA}Gdr&@-^y1oxv*T5TE(hM60fgS zg!M}XPk%B8$*85JCp7c|ue7`nR~esm{h`gq7qK~{(BEI{n)Z;w;ZIvzf3HWw)#svR z%b!si9)09Ezo3`kWdRF|#BvjEveRMY{x0zVY0#H4wwk;KeaGfM&%e>MWVhTT+4R*_ z5mt5rSaX(}g(FHS^l}*4Y#f9nj12Vswwqivjwh4x9}!_lYRmpMS&=w>_@KsS@!fQ@ zuV+KyGE=3HZ2Q8L8N8*tuS3>rzZK2njwV)9Gvl!Hz2h%zf{Png%_i+Bs@32w?|i+( z4Gb%!W^$hI1qUSg%<+CNRMS292IpQBR)dAd+x@8wyo3rp1U zqB014DM$1+QAiy?%f-cXwnR&2-9997est^j+r zCyQ0`1yTt|%XO5`sA5fkrTuiBsXSl=TCCT_4_K^o{GJn1oVIAluh0xksbV+)y_C3z zPyV6&&XTi~XiJvAUwzn1=&^9$-!Cz-5!hvDWF>U_E{sH&dWFXXkmz@(a@6Ng+$?V1 z$Phd|tyUZQz(eLwXB!c_(cg^-`N!`wJDN9|h;iFoPwO}9WhnYMn%SD(JAX>~y${8f z#l|U;Q=WQf?MMNLN=+Ft^H$issg%sB@b*0!#*xoIM0~#Vm*?HByZ|^JAmO0l+>P#3U*^H#WEONwx5xdeJqQvhxax?1-a%Apvc(iIAXD44 z5I-qZ$RMAYPlF|m8{;ZE%$(A!NK6wB!g%a~^H?uxc5Grftm7zi_{N@6jd>k}B2G0R z0tx=<<;APjWMh0ZmGj?S(mY_Se7w=Y0|5nxV$>Ie3}Lm_90Q1KK~8mex;~sOlWxE# zL6*>{ku=rx98_@JH;RjBL+@LU?pkZToxI-s!c!#-%M+bvZcZNitoH^tp}XMje!rIxPq(DRW=>4HxM<&XqBM4ibgyEvZ_; z_Gv^eYSV8V5?|Oxt7X5iFhu8*IrqB;%5_B$CqZuY(7W|UyE`;2ECvpagpyJ$3MqD| z=E_P#wu-@GS<%MBADKTQ1&ZiRKltkiu)4=@m+h*LZmV_>?y-(M)oimCEvq22i8tG={iPjB#82KNMA>iIalR0Gv^ zvCdSX*)Ru)C}5>m;LMgXuTHL;tfq(v2b0DN0nbZ9O1cbqVFD%)MSz7J;J2GJod-y6 zCk9CsK;~ma0nT-hGwVmqoX6dNqzXv*_z2;G{n)aB{j&=gei8_P2uw{6b3Fz9yEM`nNu2V10m^r3i2ifB<6( zoZx!1X+L18m;?ke>gqTUfYEEAGNrkM$WSDqM!OpmgucE$@Fzmy^q>gii`8IiCiFJl z7fYR@IV!GbyZ=mx{xZhmSCR=;OxJz~Fh7Cw!?^0%C9ULYJ3F1;4ND19VoG|k3(|`> z+|)aw{{kZ_dUn19s2QJK$SofW#JWB+hv<2OM-SD#{55kF%UbNd32}Vl2XZS3M4brH z-`@%osP$)C*~}V@&K4%uFJeXX$xJPpH1mxQS-4qY6EqEvq63sf$fg350fkl;lkx7M zq2T!VFF{B#n$F0$%mKj9Ks-%mGK7tzlxMfg_v0_9)DG+&fH}pc147RT59P@4B%>MF zQAv!*_AhVu(G-phmczk)RbL@`1bpR=p9}>l15cQ@^w%xT8VpeGVZ{|*wZ$6Fp<-Th zmorU?bW-Pxrd+0O^NY%XRX=?O5%pwfxCkzB)Vlx1Ed@V+vYTgIjdHv_gbIUYpKFG9 zNOOFD68=Oe6j&(cM`j!z5*6Uo3$)oFs8x!)fo+DUZD?XLn961u%E{b=c4NCicG~?Z zT`clvA)tgS4TK*G2TZ&~>*6N9Oyhx=v^Q@K|CElmV}&}}n~(5OK7z*B@;g>;pBpv@ zs15S3&^itT4=7xw6LzL2tmCC>LnMq>1&cSx76TX0U3P~j#@aNhGm>6Fh|}LYqFQ$s zE8T9inGK46zEvzJ%&l&M`$qmfGA!n`WTqM(SS0syTmF$w6#;w+*EoDvcv}V+sn*HC zqAnT&=><^id{ z)A6ZOy$i+;{qJ8o^MkdeCBI51%(+YzC&_+#mA}TkhRlcpr~Y+tyX;4Q(E*y$;%!LO zrB*9MV8{E+!l-;<$&Kl|1Ogk|~;B}!pfL4oYYt}e z701Qaoa6T1&rX-Wy%;XMUtu*>^(%Ebe)bNIBEPaAnfPHIH9(9{-sP5` z9Ff$>sax8ekTI5td8!@SKcplNO)MvRdz?o`m6_ZCCE&xv2|YN$uK(?k=tc`HW=BUW z9@m*u{@0zyPdN47>nFR{Dz0@si{R_diRH&xu6h$LT{fsC<+^B#i8ZQ!F7_t!oU{<$>enB+UV5gI>r4I*ds(6?j}CO zs53+azCMP}HNjWXM?R0Wl@Z*e8?2GBQL^`54H?-8_><`!<<=&Eg^C7Ly%J%)k zpdx>LZX)<9)PL26PrmI&I6Ea=TjmQNZ*s*r#fj>d@4tkQ60h=lXqKYuno@sG0=j4f7BHvFKUDQiN9fO4-NP1Q7jQ`4In*1uDToHa{UW>2W%tRD+^ec=ct~jhgmOKH$xPDA9nmunr^Q#@ZToHYG<8e`il3LBd?OdP zu9AOMu{n9&_MgygGWkUFqC1ndPMZQm(LzaQM-vzwoaQtL?}WLEE!l_nq_T12FR zuV2kiHoh3P=(lQ>^Am|{XtAU|aq_*SN|hLG&cJYb#OJA=HX&goeZxrwin3aecWtCd z&b)xgx`HKcShR+t0X!0WdI&=Dv#zT!;6qizWHW`3D6U+7pcX z_)RkoOT=j+kK9B!U`wmVkuLUF7s{CIPr@)bThprj(h~6((fK1LE%`SV zfy_ZBpL}}u5@$X!wK2aqd%1hT;x+dzuyNL3Biv>eBP3VpnH_+B@H2JCMM`v{Fd({S z&dioRdu{HqE!V_$gHm9M=p;?<;csv=FW zHEYnU93VIxeo>&FD-nOzY(NG+$Cs}F1~ex~9NAm1RPYtl$;}eiCh#t?QmPQn$M>Vj z3_TI~9e317vxcM)i>4RfmiHxKEP_T{v#%8JU(CyZae!sKVR77C4cF7G{v-Kxi`DQ5OXlFMWEe@ri+T z?k3N=eD1WFhBt3!5Eg-b6WhUBCm+FPdn9l%s`GGR@@{32L`kBB;$xzshV$_bb2~r> ze*)_rwWPd0#5{Gu7hh})=udr17x(_Nw)U1X8JCvU=cxUtrz)F9!oqR*K9K=~VfJ6p zx~JoIw=PO>MeaEurE>LB05BX4fn!~o)S$l?8t0Vk7`@y9Wv05E!kdta7=kOZDMS8Z zg2!ZUzSd58pV-L!>k4Eix?yvs^E>sl%e+AoTTJ&bxQl-4+-Riz-FbNU*Ys{vU$_Qg zUl!CUNm5v14mm)$f%!BX7C}x)0h=T*Fz+>4zH&lF~G4cOz^r& zer7pnusG(EYiZ#E78_gR$x*529Vqke=3E#N$I`G;PwKI10?FglGu^Q@r?^f0mxia# z-3T*?j;kj-P`pHOAyK-CWmwG;!mfddG&`Np`!p#}371BdAjI(GL7FzIb!5o8Y^p|e z88XDKQt9v4(}`+&ZeRBKF-E?8>;;pV=cFobmBTV*(-cfl3aVD;QxTz`{vV$oFrOq4 z5upqXJLHL=OT3`I4U zGyp=A6WB^9X5g0+UwPO&=+wQE%$TX!-u;d5{EEReIPH8l3!}bRGe}r1Hsxs%Ml5)+ zdTWbqu&GSUA0hHTmCLt_nceg@=d37AH4~BQNke#-u9tmIchZC`myd|9BErAaJYSD3 zv2-IPvICXmJ+#AMHu`n~cXeV6)G^z_8o z?C@}~Noyic#XMQyTQq>|eQ~P<#zBJVJJY+IvlPp6mv8iy*Uoj@jB9gI1a4Q}o}if@&Iahopj$Mio5)#eYkOO*wPrZ1#p2>_ z`z;|i&i>0N!$+4s$WuLT8WS-m19}@6TRj{0f?jKl2te#$1PW(3X-xJ=v$y`e=kJJ^ zFkKI25lR*N;C;#w<&rQ)hizj3r>D9HHj4h)w(o#{o9s(;-l)D+zdClNj>IH2AMP2C zx~=D@;$Kp^O|~XI!Ix;btzRbb*p7MJu~!NF?C-C#3xg|kAHN1H1{(Ll?xly*GhXd= zDJ3z$r69fXcOZ7iWt|CoWRHyRy*HlAd#y?6%K*q_OA^{piOy;$XX{Mg_|hL#Kkq+J zoPR=e-qb%pq|}^Re7EiZV)IlZE-N=saNW0nD2i5cMGd6F@fObG zQc5lu{!OSRlYjZVG#`}*7m1^UDzi?0M2P);hT5hjxFz!Z`X1@u2G`M*CUymvb#tBB zmM$q_DuHRMcnQ4l5#X2rErUG~ae;e0SygOvef_0+YyX-uOLVbE&fD&vGVL9bS{*MX ziz?;HQ4XMY0^PcFAXz2}ue`IbWiF5hJ4B%%@<(xat-BSKa7d$U{uXxfBg(_nP58ID z>FBKJhWD3Tj&qal8P?lGvbtXE*ud0vn&Y{8_aF~xUFDr!btVwO>VeGATyLmNmXGl8 zV%%`eWBwRJjEIh`zC}}Nz#JAOz@2f|n5#e(6AO&Ims_p=Br68{0M;vC&!_|{%QGRN z;gFE;k29O{9TaBW3OBWNTJ=;BnoQSuwbQXMxaUY!?6KAY&a4xuzaGFy&Kq^WS5=bpAEl5bnV$BBX z-N6VJr{qZ^D>75yt^`i(U4~D9;o>DOH`zA)zpbDNTv$1BQiF1+!Ei}>>J!5qq}R3A z2F7g(D$d2F!1K>sZs`AY-3?J^Cay~Tg!E!hKc5QiD>Ik{SH)zut+;kRzRa1+gokhXRm~y z$%V}ARk}m-UlmA}!5qDP@5j4lFoIO+#{NOs)6w2%>b^r4bQ+<(%eZNcqO%%@?n{9I z*)2X5>0Vp-^Y)pNcS*u8cC3S=)DXxuGJKGFJ%0Rh1u%a;j89cx)nISmk#8 zzrPg@@VH5~$wy>ms*82f&OYV@H?>;702i1GpC=wwEv2VZ@>M_l4ZR-d#92wJ?R)-4 z=;7Q%g(yxA=nZgk2EW`#b%M6KKUpl4hXAA9=c`Ra^Z#Wi=>`EJ*Z#kWvAcAl+HhN( zQZYv+9Gj2{RZ9RRftQwi-7{kqNlA#}*;&cWX85#+b4AWCUAHieI^2CMD438c#X6|Kxg?T)u$Uerj~{Kh1a(uStaL6X%AQ{|64>lXKx{~Pxo{O!S|1}fIRV*A)-zD z3wG%|n=3hGTfefS&I3(1Iro%mFya#_&c&wRg-hhZBbsl&Ut~= zW%5Im(y|kfJ~-R#%CcOnJT~GJW@KSEP+ClV)xPz9%wVOeeW|U3W@%jK<|* zu)i^(wvfF(UAg8)FA57#5_LbM$Mx*9C*YMZ4F*k6WRag;GQOx?${W9qa%bn>zlvzLNC3MAu@h1f7W9sm?SK7IO_jIM-eOF2eaPIB}M#7=9$Kt5eT@v{&8x61I6?jbd! z5l8uF-(MX$>rS7&+KO|rbYn!putsMqvNQ4m|I)l)cGWq;)bYS5Y^A4bY~kd$%adO+ zG%9W<4G%UKZYq!a;~Ru?r*q(%TP)G<95iuVsKo!+9%S#{=qWOC?jI}A_ry{I-1iD! z^5`iC00FJO#dT~wS1qynVi8RjemH};XYw5cVQfM}4+%Q%=Qe>wO`v0o+xBkq0K5vm zq5BW-*;=#d+^;^L$m5%J$m8)e8&d1%EvwCzATSviGRj-nUFZ&#CYb2$2vjLlxiv7i z-hAyE|7J#dCY(6E?xaytOo~?)GFr;h>Oig?Ypx2LdLlCXzI?R1M7Vt%hOrHfAMe?o#QC%veckaJek ziFa+T&F&9Q=pqkMm|7e+t8IXd{Sd)TU7h*DrF9Uv^-pD%Y_?P%1&KRI&;^^qsrXmo zlq)`(`bMT=nSnaa^I2>HQ0+#kW*GoW4S){yQO^9|caFir4Y^sMJ9D0Mpl0JpNTD=U znrtAl_2?>zWBc^4=2~6Dbz8V90PtBxCKd)eS>Qe92^&%!{_X))~sCi=cQO_f0?hb>g;>D4yNv3JP$ z2z)Z16-q#cP~bPI#lS=@7-l45MT=MIDo1uH3_SgpM~j}#>EZ}jwg%y zpI(b0t934WWt#KQ^E;>Ndo;%S`Vbj=J3;QQsF+AKrHT?*j{tP;oH+@d4m?tE@p7&D zsSytr`3W+ul)qo^yQY?VdIG`@m#<%G+W}hR+sGnLS_)RPSlRpy5Vm4jZj>+exS%` z@wS|8)8#q{(%ZguHbtoK3~Ni01#lxSchU%elF5=QN`C!%Mey&YM;PUC9YKofuC)A` zK|sWt;1t?WV|lFCA%JyGeez9cWIDo#`sXX59LW&$uCWW|0>=n0JGX%9LlV*y#>x=^E@-e`GjZn(n&Jsti{YcBb^(Fr8;or=1Sz^`_|;WH1?(=F9$-tIBiC8NopSh;5xIx;mU9``r~ za9nyV<;zs#fUDLxPb@i}=JAY@SFn;g$*?Kv+H$-KX@e;l@sa+@em$y&bwTGaY*%X` zkCDBn>pTvwhH4&(W20PZTnRvj~?cTWjzF*7wWk4nPV~f*G82q?3WmWt^-y8zP>t_QLCfAxZ>CLX2qySN@ zS?-DW;k*3BqjrNn3kmi|PYNH;Rk5Zp<*Owdo(q^Mn8njosmYKd^#Pac#0oh-u8U_v zweT!V*1&0OG&${$JcKSF)C(-c;>aTWU-)?T3Wg)aB*Dev59M_xLP+sDk(>W_41A3t zuU)T)21Oo&g8^JXutHV2Nav7}A9U;jTlX+HQ(1^_`_y{u^+95<&yuhGsYU2TKmY0Q zV}J0s4P}E1O(pRmKka%k3l25(F$i2}_}v5di~tpiUGjd~FIyO(FtuaTk%8{aY<$21 zDkCGD$i%weV%XSO@+@`_(l?3auCn!$H99rJUdsPnNCB)`1d--k&v z>raQcT8;&Lx|-e8`dhqUCeD_90opHv^N@OlQmyj=t3eb|uEu81-1$<))M-R`_|@$# zz$Vk}@VH(!&8jgT!|r@Jp<%^CmMVx<%oDr5Xlv!^ru)nw{4W$pbMrQ1j}1mJUDNX7 zE?6|kaI*R?&8dT|?=54m6MThoG^R(Pi|NZqx}$3ybY3Hs0Y!yl@XG4XOfsVvEJwV;A7V= z%4rMz#YHyK1a?Wa|wYsm12J8!Y-qO!_LLtkN$$fo$E1e zpjSf7r&}kg1@KvETr2x`PL!Vm7u5C->z<1wwfWq`w|p-ZUMu7#y&?g8nTd%h%3HQX zh1qI}F_MTc6qvhr2W-2#K;S?FbZBohpHuj%ig7471#$|dgWJhW_w(3W=_MC${5*@O z+#1hal0R}7o_A=EaTjQ;za@N!=J4ot7t#lN=l)!Bzb1~S_AKe3)e)pd`q#b(>e0jr zzGmg~Ebt8Z2a-NL(x-A}iB$yrCH8B;uYa#JdnliSZBG;KCo5it8b1#+(Q~sqeAfEm zjzR!=UMQd|7Z*oOK3l@^ZM)g&$o|mH%~5K4fa)lIH(QX3fUxEM`Rm%zBJrf2PfxRz z21F?vvcYDp09S|W5F+{1=o>G)+-oL&QJy*5owr2;=(J#WYS=I3uKHxOW!dY`5)-97RF2UxXRX7y)-x3rN{eQvxaWAFu=o|Pb5uAxd?R-$u3zHNuw ze@kBI)}J_1kXGKmk(a&t(5CVchbBYAnMyPq*@D%pvDep#Mqz(OOw455z!G=IY;Nt% zuCT3D{tB?vm^Q2QOdty8_UcTGw%Ib zeY#RH)#o3Q5)!`35qZPD|6F|`At-Gt<7X+IJ3)!-H-?pzn?J zpI%ram7`-bPRmD%<=&xDoy*L}9|5044uPl7U0du7U;6qmB7+6~Ck^)Yd<%GFqTZj( z?+y|B?437lg08<(edeYBoQdh_BLUOl(qCm_5qNCL0I?L}@nSs>kpELDRS8+B(27e< zMUZes5qP^2{zs10sH32i&tx@v>cz|ttbnO#1l~|fskWGSxLAqejpNlMH(}@vZ=|hm za7zR7d|H#&*{MZDqI|EMVQDl=jWiGdn%m)WlZ5h6dpah<1UBdJUV=$myC%?_}yM8F2$YHFY&g|af z7iFsfEk7lYGZoM(vOnFGZ+@MfZ2nd1=if$Y`Uup{EkH~T00RV-_s(uD;>bJ?<@L<3 zK)^E`Pi8t>X$WhuTs(2I7Ieb}=y_idU;wn^us0Av>7nT+a*BLzZfV&*pm64_Zfq>nY_I_2%Bt;m2gNs=0ZK0!P>lajE(Crd28)FAAHb6k z^oPwaD2Pc;elkPuu~T`xKnK{u0Fz?-VSV=XK1dhAcsC)UUG0?5Z|u0GuGfd4GqyLx zSh{C885~M&wQ83*&Wn}ePF;JWlHMF6WrtGot}bv+Bx21=vHyYtA{f7V$N){l5NPk-&>n3Q0b@YTI zDyN>Cl86mz{j^R-*GyvFzYuY`7=9@W+ zmctT~9%mjjo^WUDYXCLJGyaj`DMWc=e=NTeVZi;4D!e?CKYm{y`A*oj{Tg<6D9RMj zb8H9XFp|^K49(3)az(?O9yDRLjYFVc1S<8qNJIfC&Pw* z|C={bC{HifsRaQy2#!V>M%4s?R`!c}3bom<4kW#%DqUu2j!LoakiaQBXt#y=zo`=m zIh&g5Yv_qiemy?E31K!1px8enGx+}zg&{2lKYvd_(gdT@X6O$cR`X(cRJc7uMJzw& zZ|0S4+mS=g*a|g7PC0LsHRYDw6sow?KJwVzC&c>X^v8}EaUv1?32EYhCyp2xT25pY zHzg=j9q3ude677$YHKk(JONm@?!JeX^A^mcB+X4$xXZzL(JB9E2LZo!i(I*s%Cg>m zi~(An1$B$$pIZU>PoI(T@qB2kd8S%n*k$(XTzYAHV|O|}6*yXh0<`l)^cvRP*5UWrlO zg8qDw(Xjwo(w>~$c!}d!PwS&L*hJ?*@(lec>=LJ+ix~34b5%-{rjs76dLPDYUV3

6~OwtB((0k#6aSJ|H8AginDi^ce|>)=y2*qo7hl_#_mI6NxC?dMHx9yN6P!txjp7JzH zJT9iKIsHi|pPwncEpULU3VK`sjEliGv>hwawOq`uVb$lob8d9HhTZI(+$I9OPRx2Nk|H?D$Epo3KDeCfN^3wg;_##HP5LO9}W|B6%N3cY(8 zRirkrD~fISRL~Zl+7t}>p;gTsl=%FOQQ3Y6H}Lg#YIPM1y05K5$EJK5?ppck74qYkvRsGI)Txm7ApUvq0+yLz1 zTYUYe?{*$9S$PKJd_;-C5>R@jo#f6l#Y;Q$AVMd)-NrdT#$ya8u#QI_`DdY!Z#Rj( zAs8q*A~O~ZYws_X4wLCUh7)H(ai;$vCvp7iRtvy^wT(vVq$>2!a-r(m8&NFtyjr6e zwnuI&%$7JYF4AKPpQ2p$$vke94-s?UDe zrvJK01kNVdk}RhBMCx!wk6G(O?$^%)WQSxd>~>Z$_o^G1juG($z2Z><6!#fQ05SKel~9V&h`#ThE>SGP$$}vte*^pliy~nf$^9!4ve30%wdz zDDaLqc>)rxt%wV?>c=4GzWfW+4mBxb3VFvj`5z%=bFe~* zCpN8FS59IGN1Sl9I`1jvOXe42sDaZ-vzGbttlWR6t<(Aq`q$Rdlap~EfRsTxi{D#9 zUj8u67BG?o)TFJJYX_pgBM8-~h1-zA_tuptDK$SHW~n!s`@2^NVdTSsc<%9~8e$b2 z#E<#d3p9n7YSPBRH#BFCvF5C2q|}Q)dd}M_#Uv_rtoRDJ7j{y41ym~dkd{9UZ%uM+ zy%kdGx!$4vaIbuWz0;n|GnnObjF*~E8$absitJH)>!o>wc0 z$w_2#XdZQA8PV9H`{Z3It;2^BM*N^hZ#Um#Et)*ns!sv06Sc3mr=|4n_1cou{AetU z!p@wdz$FyO0l(O)ui!>b#J$AXzT%J+@_wYMk>+!IJpMdl#H=Ka=AU*`Sh?aZQ^hZgt@@hV@R&>Qh6f=j$v?*3 znhx4LLMYWrDDKn=y3X5#3_R!~tR0IpK;csN__H~tY8_`9R1vT?S&1jI8G8DEdNz5! z*AsL8N-P9xaG%f*=Kj`!g|&$}NqYpLO8N*7Eze}fpJxfpKPU}F?#x|Ouu|iHi!kb{ zM|SZ>rtuVfE>z<4T&9fID)|-t#z8jNU4hfwNE}Nq5w)BU*IKJ$K^H;A!JGj4Af@nQ zM%46HcC)>F!mO@E<$U>>rC=T{rwe=bhS8Yh%Te^@V`Ho8Xwx-I6p&fuO#@113{vw0 zS|c$rPVcK8mMT8?Lo(0Z2WIBqWRVB0vJj357KuciJ?&6xlB2_UHtwDjF2%hK&zm{* zb$R#I=%Oy_=*E@t6521)c!e=BRNfuhq{SR6c%|1QAv*=uGsR{}7E?aL*BQf)w1Xy7 z&Y5>&2A8gAK1fPcf(U7L;>2U4~aq^3e3_I9rOkzl<`-GKe|?okcAsQ0T$ zue_KU-?=`={F?#_!@C!0eF9w1G1J_E92%rL{K(d!9FbU9e?Ytg! z!pEAwfGVhyLc}R{3@(H|PQcE1!K!7(GG<7t6B~s!QKWSqFjLunP;G~kK#aUk2 z;dGM7Sp?{#ol!5D(j`gBs}A%Bp=t!zZ^Su6J4-GP?8HqKy>LDJ5Ze6M1IO#D0B;_D z-^;S|g+k*;vhi9vWY(w{t`(>#FiLKY;JHGM<;FPXCI%WaFc2&*A8e#)wiH+)I~H z(6&FIc;c+S^2>vCCj06klZ%TBxFGUWs1>Qc++A*FMe)BJP4A*wW)r{Mj4=RHt!UXDsBxh$j#6K6Im6xTLE1PswCzZx(I}*~wpeHgg}Juv-uL*1~4KSbSB>7qh>t zR)N4PEqi*nPYOAY9ZhIj1KChswfw$Tu702FMy23Su|nHWL``nfMkZ9s8N%^axsdsk zGhOU6)B(uk?!(%9tI*D`)CQZGWpXFHKCdAu&Q)*Ed)Cix%#?4M&KE2Bv_p5 zVt$N{BaW9>tDP~AY7HNi$=j$g&f9mBGToD_jB5{%+4`#Q$0TKyj!tczMy;DrA>Na% zExG9}u#Z>UeI*qY)?*9s_8QD)N=*lT(QNx#;>y1eY+7-BoUuv}v47WRv{>{;h7zvT zY@xvRqi!`QR_R-u7tfo!y&=TuY6(k5gu$>>QSh%t7M6OwuVH?XlIel`*1t8iJ>O<#eJhHwHA}}reFHV$V`o4{W*z>wKHVYm*z2#DjluMefi;? zTg2ZWB8>ZHT+iQP_u`7SPIq;ibUr;RDE6*dg)@tNqjoG^uqw3u;Pca}s*$VmX*#aC zz+GujPJ8a83yl3Zk*d79I>F_){m&QV7pg|+ z$(5!*&yH`vc1^H3^CSMOxS0@zC}83|X@bk(-LowcR|zTFQ385til zs~CyJRT$Jgb!cD1p{I6o3!c5=|7L_$c)Ipd>iP_xfBB_9QOc##O#Re%C4iyGYI1U3gqLeSAuOIg!ZTCWy^Z=^@{yd$#T!SJ{)2UuWL?25g6>nca#6J(j= zjmEluHrZXZEbF|9^WA-|*WWDo%U$+##C-3JSb@Q~o}2#AfiUV7xzxlP9YmepGLw#- zwuJfeR@H}Pf1Z-5)0LD}wc)Hi zl(;iBM{VKw7SsEOhvgJk7r}Rtt$c)FGmZ)8Q+w<6(5CF{<6IRr4nA8X6pDu!y$t(+ zrs~dUuCjxvGGPWH;y1UnMMm)IN+0dI@*pPWO!b$`18@tmlB!+waDWKKc&czxI)uqi zS!rkgRcukW*}_-%;TGA^Qh5846W1bLO^5w3kC*-{t|A*pJ6ziIyhT&u=d`%2Q`XOg zpyDDwFFVY&YX)zUtz#;XcTGOqZMGQ{k~fYRKfRAYfSEYP&oD%}+h@*)UVxBLJp}>dy8i80=+1@++Tj7DT^P`7`}s1o{m(T&sn^&{$6s?=-;+gUo$AE zL2qZ=F>HEI)EE__?WF(P3RFJE2UcQ-qK+h=)GY@-jp8WeVLFW}-Crkek6%EbIP5&u8J5 z*mzFj&zOG?#9~)|k%1Q*q7dfY%4sFu(-k&&u~18Z`*xW5=L)oUO`^|6#i7dP4N?5L z-@R@3gS_DNQG#Qor=T8dNdyfN{P+KB?W?1r`o6wLkr0q>k(3anQxK3Y=}8D)COXy&>+|Mum>>Ixt?b!EnnvT_Ex%~_c08LgX(fH1`jU`J4v5}$jxeRS5IvDv z#}#df9qI2i7&tdPLvN@&dXjsZ+I!rOSf6JrEsSm4x*aGXR(Lksi1J8aO*U&UP;TCP ztD^#8>P>GY@f@6*T2aGC#2bxh`Y zS7pvLN6K!x7|eSvOhrc^s5WUrv{*~vcD+XX=E?N4{eZ+BKc59Gh7?*`x`?~RrgMKh z_#r6;F3hLoTke+EQP0INt8*vHr4*Pm9?Z#q+bjRYd@zfX{~OL&F8)CUR@8DJ{cisO24}Q;Q}4uxNw5q=u9CU9;uzNQf|1;d222%C`ukj zFfG=1hR7c5tc!6Gj<^em5X3q#VFU(56cdOpU!En!&uEb^{LQ{f9~q> zI^M4}{i;h_M$M0du%Aw8W6%bkkHkQ9s_J_A|Kxa&&>2&^t)%*!=MDATDD39Vst?SW zEZS+-31)N;jDl!=cg3FUcGBQEIW8f|lW?fjtJCP6YZC=d+-O9raJ!nW_wb>Ydr)N7 zqhV`*kxfbp(ob_8ovoUCA9k8?jIk>4sBD>dX2sqmq?IwFGb(J!5H_-j5=)(EeC3Oa zBbJgiottDK6~`Fy1{`b)HJWICmLc>FJnPu_v|gn}-JN&-+2TTCyYNqUL+sJ-P|OA^ z8L1^BBz3=b24UA9n3dEb_#zkyo$aWHJR4J#9k7x(D<0!UZ2zf1xfI^t6K#VoZZYIC zHlk{)n~q-)z}AjXw)K37vU@_|ZTxi-pQ2QZfH5>!^!Xt8l*W`^T zOBtc82AyaSO{(ipzt*cOM5v&9NO9SlDW#MqJ`2Rl@{)zH&PKq>V&EavU6a}950&p~ zCR+X99vtp}3DMT8NX{$y{3TOP0%dk_@1(-^;J%jEF@F&bdOY=&ftveS=H%+~&IJ0! zR`XGT<5k_q&mfYwJ5muqrH^GW5cs9h9ojX$&MUH)YZluO?mrE<)nh% z&+to3(rV(}AOD93B@oNK0ET7R_1U(O0N_-au8uevuey z;3+NPO#E!d3u#-=i)pWoMnwMTrztni4Q(6?m_=BTeY zRzCekk|_i)jmV$%x5KDN58}!6uUlqo5z*Iq$2i~nxq9AU(6TuL`Ebky@^N?c_!R(> zyzbh1Csdsk%=P#5S5mbNNuh$)k!ZkONQ%dw`K%jHD*ibVpS~`3(ROWhMKvA9DdBxQ z+GmaDW1IK?Xjl57MQ4bW*ldDB;w*@p>xt`;m9kV3O+7JgJI<6i;`YsBS8omsd*SfPgxHfZS>e zcAHHXXxZ(4Kh@2P(&9LS(kKH3r;78o@4RI;Hbx{D99;_s$2P22{C?ubc<_8%)W6WR z+i+>uK0_* zJOzE-0Xict!moZmA6lNt9OBB{3N(YgB@X&Zef?E&(Nj!3T7Q0jxD+w{{0Sr@>u^6$ z_kyl8@K?!Zo5}Jh2SqeY?x3~xXW0(nG&l7%8%HuN7iw0$*d|7({KQ9B*`VPE+IUM` znhmANUXP3)6s+rk&yk&LazKcb)J1?D4KE=JwB--iZX}K?5nsFsE-GA7)dTnK+y!#~a%e}w9 z-KTF|r!SN(iXO;3U75$!<`)}a$iRU9sR1xn8#gldjZMeka+epUD^b87i` z`#wA~H`qVIq7Afo446ZGoLxI>$|0S@FF)gsGN9GBalJtFrL{ggg<+MBuBVNr`ix#( zO7&0ci?v~XqH&UapZ446ku(|pUyJ1u=;!dWq2YJB?bBCOPfe!tbJwjX8sGSs)4K)n zzT$rtuB)C}c5FF)K(0aRJA)%!8c>vyImc@VLRp=4g@vDDn~VMFg$noUugN0ZXArIMYvNN|B7UOE8dFwlg~^KB4RmN25-@SIRI} zI%;y>-P(x4uH7Nh@i~~)l2%qMAPZ|}0h=}u0*tNb-_nxYjixJ3H1zo6-d7Q)-0Z^d zcS_7gmZWT+F9t&kn3J>6Mf3A#!}?m211Jkb@4t?q4>po(Crjn{P8%i>>cT_ak^iOb z%h_G;+J!+(LSoMe?jSAmwWQadw)P9p+uK+A`z24iE2v%W%b_gQlhQ6rYj5NP5oO3r zM1}-g@kcuA^Joe!*C@7@Lf3n;5mU)fQ7vr^<=a#F_s;s*(kNjIZFLUv{A%tpg!mqI z7hTD@OVBe_gVo%o(P9H1pI@U=tx@uP-f7C7Q=fo_%hPS1j)&?MU3iK@v-HZs0?dso z$m)#M_(__|1M~_NdK&6Y3Zt@_Sx$)Uwp&TIY2&^;1&TWE!SH>^z|~@N|@@ozI6l(_ltKDf5q|22#k=! zb6YynVMm2RRkg=o_xMq4_UiFyY~6G8sz!gC1{)YOsZQBQ$c)~18H}(RbFf7V@cY5> zT+B!duBLP&mD$uga2we@UAfErTx7lv+Pp{4@H{y^0M4l$u|33U(h|rP*j?2Sd~`8d zt&APEKtH`dL0gX-+P)@mlwlm*r#vts4UK+TATpc3D6*MTGam%C`2IqgE5s#ds5%V; z2d3BZ*52sJtIsj1sj0bFM{5Hn7SH?4FljsLfR_*XbUb5jIbY`2L2A$v>t*Z^FLO`^ zwIDt^TCc3IV4&)hF#bg6YC7Lq%eK6MKjV_^28EW}^|4LfEfXf7=&E2#vzQ2tWqw8# zUcBY@!VV&PL_swmo}SnXJ53=MK~M>v#Ze60$sH6XP#5Hx`aEK|vSt=m379H|7?!61 z_kobYl3wsxU<}Ub^7H+fhnO&9K?V8NFv>ORHTJEk8p9*)Gf@NJ(jh!-%`YPmlE4r0 znEZ-Vb~v`r(2p5vuA(d#=tON5*{!D{l{1DujQQUWzJAN{h?fc)eM=)NLdC&9nSSnX z!b5=(?Tm*{D*0`jj1Eqjuw802cSz?_^n%gLg3hbkY4WXlL%%F$2p-&+?%r{9YOW=D%3@_h^Ikrsm5~p^Dz-%0{csb@x#a{c^yD2u)PSF8))OXqu;o{RJ<- zp#-$Pev_wSEEwd_xnf7O3x%ubzqFJf;DEJvv~q{-P)e7I9jvgjnO+^zUH>7xSkMYd z`h89#_|uh!jxF@}xgk6Imqh#!6}3-gP4g{oH4 zmKviNa`etlNmHZ24pljuy0kC4d$oIRqkCbaefj!!He?RbJ+{$4w$Z(=%8~Twd%yG> zGx{#-dA_8`cRP&!ZMF}Bv>)QY@QF(Ds2&9Aa_TDKz829>i9CdgGMV zIk`o#$tG-8y%YtdPW&kuHaz5I({BQu%Hq8>>40>}ZjgwnOh>~uLwii00zphDI!)o3 zPHpAS&0?ky%haNS2ZTmU1$>anXZXQhu*4}AaV9$ec6yr!1F0k2fXY9H~0MZ_U8Qicap=| z0`b<{ept>XiN;E$AjY!M>+0(AidLp3c@!lIplxr}{7Y*em>Y?Fkh;o$AtWxbs(M|` z`+%3_!7ti=+m_9-PYhD(+dc+shf0V22jPa%3!wZ_?phBXxBFZbUUxv79EuAsHvtb0RVwbm9bw#F#R+14bp*HlJn+jIP zsBxCA`<7NLQGXgAHf_p_m(*i=m@%S_ zA$-&(c_O8K=$+FAQ$?7h1MtH~{AVn>YqjDphXc}ggL>$hZ2hO4GMC5Ykj|i28Ecf5M{}A$Q@%YK=FUJBA7i`$u z&Sg#eE1viI`{yk?=z}UNgBFmGc5xL8=7O7$Vb{?e0desZeHdIlMf&$~%kdSyj$_I-boL&jJO$J{TT| zhg{wd+urz_Y5glk-SCG(!57tlE*ioRk3jV}e1#7=VS@AH7Lns*?=`HI=FNyp$+0P% zSVBrnSH>p%0c1eCphV5~NQ8Y05dl$-enoV+~Kmr~TKTmG;v%-+3e=tGj z-$NC~$`f4n`}2#MPZ7CP!6pO*=RlV z$yLOl9qeCMWqzKYot5u*X~jRdtf@-@70&aNi;S3J;&JH-V=QqbL(BGDB7{58+;cj5 z>f7|X-qdO7E%ogeX#@H{PF_64+E<&Q}PN zj*Oyt_996sGffs#vCU{w#)+tzx_K&mXs2y#qho9%r@SV8_K;$e#mX`tnq6K)RXP{8 zxZJUB*|JwMRqAE;cjb=4B^;%am!OkCp^?+iN`j72g4qb_hqogt!t>}a1`Li-V`yPk zM;tzo6McGXczkv>r}gV$W#@6gHJmzPIyvIqHlu%gaRpuw9%&3TU%#&lh9CI$HpmM&LHBli7u2U-z~r~zX4u76yp zYEplh3Yf8JwW>DZoZ%$jA$!C(Y-5r9NV76q`;7&O3J*1OF%s^Wd9Ii5%@2i3Yu;Eu zsTEH$3q&*~aFb_kQklf!V}Cy9&FKMkn(h?vFi>c(PAX#Ei!AJz}~@n$m@v zmR2jvBp@^li|)nj2+!qXO3V1v_aFoSCtv^@k%KAoocT-J&Dr7*NK%!Rmp5+lz4sX>+hg3+CI8v> zxY~39V};CC;FKW)V~4c6G1-h9KDIngo~zn}5!!DCk=o!w#X}S0AoavZU}Pjv_iXiZ zh)DT34m;R9z(Ia{6iCY2a#AgkSH(k;Z!P3~$q-1*M2c!Al z?F&hG0`T8R^JL?9{*@l_Wah~-d^-O(C;9*)7mNv+PYx>9VM!UMvQhixC>f3tfS=MC zF=5d_U(?q*|Oiv6?hg?9Jv?GZVw)cG4^N)6`0Y(QX;4OrHdG| zH5`$%23nvHyoR+QM!S?rQ=1OD9yfqrNWzq0xf8XR!0@3C87q?>B`Q*(XnS>fPs;5O`J~^d9HXW6LMJJdnnV*KB5;F7oQvT zMQ+bc7?o0|{|pfPJDzXOrz!wixc2p}{?e>VTLSJayx>6{9sZH96gn zE$UtO1~*2s3rb4tx=HjsF|n}7IgKBHxPhsu>Heq!`@PYR=F2X>$OS&p07!e}!45)Y zNK8h?5P+WC0G+sD^A1@0rLZ(z_XAa;AQ7)i4x_dQuP=)j)YQ~|_x92;F@@aTT%jCN z38y3{QvhsA@lyRpSp@}?o!RP9bMtc7J$(lUhh#R;v>4!5zP;Re6$iO|rA`!dwbz`1 zibYapJ;eqRCFostX2B-ZZ_K-`rvbR){haP}pIbLje$oksC+D?F@Vq$3HLFZoyt_Ty z{?nKOYEcdV40;9lIs#T%He>TbuRftz7ZwNLK>=yBVRlcVUmarLik#D2o$WDkam6)X zud?qfjE4^@us2HT=;(}jAu1EKYi!6tC_!lph6vwLK;s}amqN#Q!subEf!U(JPny!>CSs_Y!>RV%Z(KU7pf~+ho z@<$h*$+>BlO~lDs@80D{QodBvtuPJa^S=J9sHuslB-xm+tJKoh_Z~F?1h1T()nR1- z4zK1(PWR6to!z;Q%@ZZHa7@LqoW(&VazBxwFX7>GN=hJ8Fd;$G-rioQW@FTTdzzDg zfB+&ZEBm9Us3=X>>41fq*|0B>6`O)b_Ock2NQxG0>h$zG(BE7UL|Opm{P%&&S+zqE z;R%4S`uU)fl#}8lIxA9CL+2H5Xr?Q+U4_dZP4p+Y!IE*RsSG%gSc@VtLF#o@mT=^4S zCj`ig&#tN>@*N#j1M|$)Ns&@#40VHgpSqozx$iud1T;4!p`oD|NKEQ_=dJvLg4Vq= zltYml<-)h6px=2j$b$+hP|vGyLa3PyBr|wT-d{YE1A@u_=QBN6O3axBH)t4-G@!#j z#2{~yxPk^!_!Tm$hy78pHs)aLV5fXNsZy1Z*N1|JZFqNkv$DRveByp_z8sw-U~lZf zzZJ(}510Job*2YF{;{iF3U;v@>69Ad@xC0(h)YcD0&&3F11a-s-p2Ca)h zugq29*$7Z601Vd5FIRSmLgEWrVPUpfi+&nz}S;z^vG$J8D+%^iip78DacD71(JnB^(y}n z8OLh{Ma2oAezNKoc3tccouD@B!z}3j&Z`JyI3)lb*Q(LuY|{N~xAg4ux7)%N(0sF)ueZ%b>FMbM0Jy|ohdPLt-aFlBhQ0hE!0tD9?tvX5XvV;E!b$XEsz`u`_VM3sH2v_Q z{PTe^mD>tFkOryGpU>rnbc-i*Dd9lRs;a0!T1I~=)Pe3k_c)T?1croEn)VQYwzwUD z?!S9_jC$f2C5fM=tu;TSj2=QntVaRtrTZ-pzOI{TS zZ%vgVd9|aX!?0RM*(v}}{C!FP&H{usuy*=nV`}-m-I&Q86~8(wN(+Osrdo84~q2tiz(dZILI2g z+v^K#s#o6uGmt#@r6gG*Zs`ACi3Az= literal 55547 zcmeEuWmJ_>*DZ<)iiDsb4bm;$A>AdN(%s!EAl)t9-QC^Y-QC^w?c@7?4YtA*-eDsr+6oP+;@eT?K3SLB*Ult1L

niixSv3;F+IdvZ~&3Jw|a@5R`n`vZ8A#a2Mc_Pd3?t%H`e9+a7ut);1jt*MbV zp1q#6jgf^pJvA*gEhV0zt*s>+4bA`gIkkng0S%Hq8afmd9+U|GH#x_IgGC3&3Hhm( z)8mX#Ugu+cq^}i7crU-GODliy%0&Bs#Gjc*8jbcE6L!y^I==?C=A*JSzjR&6&zG|A z8@<9Mosad7?uB}Ug@qG!eM#(Oduc=q7N5UT@ zB*kJ4M%&M6e~-F`!;#Y5g(0ugGcoCJ`2{^&q6M9=SiE>Mo6cxp~@0QM|Ig?wOxY z@jY9Th=c^@XJq8ZH}60HEH9_Oy1IJ*`RmV|98#zy*K-L39FCp}qw$imGVQqvqdJ4b z*>az)!FU}Di{Sv8CSTciKPeQ8M#>GOOwG)!tgW>>d_Qb+juTF zHci)4fz0WnrN;Q5KcT=C#W9)vJ=%x0yxfz&yV&(iPbZL+lng|t|1&Wmx9DZ()V4XakA%cQRqaps|2VM{+v;J6yNJnSqXtRe$L1E$Ud^HUj8Cl)F$K5W8 zO0{`VVj^~<^W|EbHyjkDT1{vwpHDP~%ho{LKrAgZ=_6)k4N>#um}j$c8}S~?tS3Ie))4h-(Meh z_xA?~1fZ^NZFPCQMIm=pkYD4n-hfrFx9=Pp3bsF-EA@DOvR;lrTBA<)LW2KOTwFZY z=;9E!zO=MtJX@wGN|vcVl#rX`dL|MT8JRIQK0f*L1@y#1txc4yC=oGnoiukRzH^+u2EbucEgq@KQh9>@i{b&KUD_1c=69D0MHoPhyxM&k+6*Eu62(wUL6 zVB5ZDOC>7^2ng&==ZCtYEUN2ocIHeDVHsoXshGx;2+%-bP%tn6R+))YO#mdRGuRH@BwSSuaW7%#70YB?3IWe7*glY;A2VITx3P z-SLw8U;^uRvP?N~@xZc*3OR7zU<2R1dly+=Ue4zJ;8;6+c6lkE$nKy}T3Sj@PA}sbxG>pbTCG77^9h*hr1a;E?eYN~O{xUz42ynJA~z5~=Pd1>j;qs#RW z?xJWK&7w$IsyTf@o4k+P8U>g($h)zj0Hzq?(own(O9WRz!RWtDeU z(6gdZtC0@EX0Muf4B@)VQK>YRk6MaBYO~Dn;)DHWYs-LufIvt{7@C+U(H)FkT3+4` zssgCB30_{Wpvub2osMd^PcAPzySo11a5{(n{VOUXBjdeZUt7ETG(R>L4l)f2k}Q$3 zwtEwPQ-!KAWQjG2)z#HU&2DaP;6PsBad0GnNZZ#opDiQm>goaoG0Nrm5S&+Epj&>r zP{%}8>FNI<;tqk+7%{Fa&}>e!TJMs-;SwGA%NXEvzNKYi zqPkmI-JLUPDB2ht5@N8?6XxjbtgWNdK2xe=NBa_BUlOCq6jX`+;9pT4TRXeS$7*kH zfw*ZR4mK|w)B7Z((4Z1|R)(RAfzcTOm9jye}RqYkcHhsh{E!NR~LT3T9; zV0-#Mb5YzUEa8lQm*Vu!%+$+F_JA@lFc=sd%)cn;TSEYt3gWcRV0L!aYG(xBe4)mw z`!jG!!)VS5{!bx=o%iHZLdH{JQ8X*i~~QGW!)X=a4oxa4T4k|Z z6u`>J7zOGF2Pdc9wBpD3`g)hRQVT}s3&S@ESi-uxghob2;)!gPa*wAsr|Zh~_Eav{ zN1fmReQ=y}M2|g=ml_A+=wXu{&oFDJ@i_=F9S={azc6WCR zl*_Z^0;M=FKZ1e^VFRY~RY9~mU2%`;3l$de%=96E}M}nXi~D;8R`adP@gj<_jUAS7<0wN{v|GN~>qT+Is#OJ7^sa7hZxIl- z5*?QCxw(@8Q~*9W#jc?_yFJm-;RUD%oxu=RctphRbTKYZX7ckMSAJOys0jTarDtnx zNC0$hY;Eni&mi$GEP@Uo?Uxfk!P2U#uKD@+>t&DR7!7AXKx6lYXjCd-Jv=-Bdi@Rx zf_J;W+8oOiRz+wp%!gc!ycrf^!w$XH<{0GL} z&g>*4BuwTDJ%Hd?+1e5^FjP#`STsK}kw_(VOie|TBsu=Z=lc_h zuJdqnn!sw4)kj1uf7$|#2uck`mQ-?ZLTAWC{eIi21dwnV+8@2?>eE)RdBmiRlkQwt`^b=WjebJaMy|^^1)d)ktX!aiGQX zRp}cV(g(axJdQ4N!it8bxSrSv0H7;4?LaKnvn27P5N!4?5Z9x|l?OAWo*=wVCcaC7 zPC|4s-wF<&+}=TQ6BfUNQyV1GdvrRlCb#>kJpNQ_08guXd;Z16H0<^VUu{_!kufp* zL-F~9MMc{HNA-Bz*Q~Hu1}%&Ho<@)=tPCyLD$;*DP6$^0>qw0Oq4?iN7(32u8yoz9 zK)i=ENTAWlY-?*1J=7-`jd)d;#9%b$wcZ_q$@c!=D@9+!z+kd@)&GsO{Pza1GVtL% zaF8GUUyo#=ss23${rdH5egT27_;`~YY2$%~1uPmG8gU5;c~Yroui|tVDnxuV890l2VY;j zuS*5!@bAO;u8q&s)-*zvrT^Pn*Z4G?53y4!mt_o`mXv%2U6amFUkn_P6z_jKlJiEH zpY-1=rIy^T)u)Qo13(lLa0*lpeBC+U`HaHrnuV!-$N$z(>lF3|yv9vniuV5T4iFj-aNP1S+ z8_UL~m_L&G;KI{_jVc8U83fCegnZu|fdGAv!2k=YGZdt=0DSBgut9Vt)7YcBh6WBO z1YE8GMD7QumKv*d$ID4Yv7ngfXhCCRa!!}43H5SNRqh-q;FACvz{>bUD)f73Bz_wY zPTb)#Zb)ta!23B=HgABoP$2-cSorw(QA-~8h^wMxx2+32|6*xRdZN>YQ1Fk<jiu?5bPevEYpRW52TX*Qi*J@d8UihZ$Xy@rBrWk7KdTL z&dv_{Lsr|J&?5{PZphL3ve`bha6usxwDk`6GFdY4!tyzvw8EgXSmGVdRq6m%_zDI_ z2Q<_Gf|N_OUxO#pK^X?n^7?0{SWKDqrszv(=-XkBr*=^P6!Zr`K|KS9c?JM^SCo%` zaXjbDJsIzUnuSHFT8RgC^y|ls?bFRjt5{X#h$N)$k?N)PYO~PPc4Xe2UT-)wLy*Un zN4*0B9esWN2M4Ck7dx$hEbfBc#}-gx+-yYbRV62;hisxyQR0o~LxQPuQ2eWwpnf!X ztT3duku32zUTJA0Y&P4KV~^+h)(8U``Z8Z>Sp2=7Tj*x(%@yHt820s@O}>FmxIYLY zU?0IA(%ZuFBI>>YiMq#QuR=b}Cpl84N)s3ucxw2eC1^y9v~X%9^)0?v4iO}v(-71i z9-&0@Gv%+BplYgN@t7$hHZVuu1dD@=HUrXy7n0q|!!I`$W+VRyDHJFUm5($dw6^Ho z-k$e2Po7SOl>%>qKzTUQ`yda}XIjXV754mX4`*-$^z1D?Bo~Gz}dj-igF2vw4u3yu!k;&@c$P zr)!-MMr1II!{=ka91f{?7o>Y@taQjIqEQx+mKGnNcuaRPoddGJawk)XEs;>L#(gVp z@Q$daVHzqT6#Tbmj6`mbY7sJoJL8iZ$NGfGCAXDO?*YevL6AnHnIR(G%@!g+);UDO zO|UiQ^k(31K=5989$n`G_&R!P#5r_>@@sD#~b~`{N zWWn1cVeKhB|vNrE%E5w8{&>h2{ua7dS=GmGxN zWp{Ly==I*u)YQB}KC8qRILImW(+K{p-5?!NLMX!;}mg zWCcP0R!|vzM?FR`N ztzVE(^ZmmE0k53Qa~N~;#l=F!s3Mx(Zdblx%sfH?A?@w0Utw08i<}7!t|O?Q!mJ4d zi)q2<@!>&IW#adkajm5xE|=MS)GXMug}+QfI=UIxbio@tJ>=DyHj$E8ppfW5(vY8u zUz0=1nb$Ql0LDVk*gRM)BCBJk6h%nOoy*9|suPkJS*r($=aIk@$NDmGIM6N}}bcmB(4A$h(v zsNCpm*Vv4R&;KZ`LS=Mn)uCR`d$Wr~jm_1QyExBUcia46G01%IU`^)Ie2bQ)zr{df zuz%!V!;HAn6(#085C4^j=}l$@i=5S)xeOTsu-n4^;R^O(J?ijzL5uXm9PL2DgpfzO zZd7Wu9)b{#Hoy=eVk8_IwJwlmOqZJyf!f5&$H(e?K?(qbLns7?h?O<&_I%ss;l>K! zJ~q3(?n=uqKzK1v5Uz(NQ(HnMBXT*tyV$ao(k1dwbtwU42yKD-;05Yi~|~ z|K+`6vwmeTBP-jxl)kqNA8821!_f`#kBmSoU12sK4X8h$ji0&QIRN)<>*?`*yuYS5 z9Km~dc(9$OQ7(hUdeI+5OSdlC;R~0CWa`x&4^Pk-2;@2UVGha^scx;NNkl z6WD>mg0B{)-nCJT`U(oMOmz8^GdNUFbJ7CbZ*2(;8CV=06>f2afLxMv|Wdj8d~HVY5F5Iy5viWf{sF$&UPP%?XMFT4l2L1|#Ur_123H zuRQ~NEi0JdJSsfO)s0PP9$8(-Ow1NoeDYE^>W-w*<5+XE)aN$i#jy&b??4GN=LM># zC%}^3A&=+BYX%dA`(LBR1ZMzJ;^$i2W>1gsq8*_0pvhi1b#wyA z+;+O&%?fDR(9n?G4Ye229jegZHZ4;A#`g-;d&a2NB4X1yKRJ)7R>u*ll5#eu9K}6u)wXrTdsQwtskxAriPj@=~ zLr$BDmcQ7!uCV*|?MKuNMfP7zw2YlYgM2EpZ&MK`6Ud4v0IO=BnfZ){hDNP6Vo~gL z8uKQKCj^7h9|UqlY^-lg4BGkjFl1-}X}

^|yBgVZOMTUw-PMX@2i?CqUy^Hal|Ao!09(<&K1aD=OA(ZdzCeq6w9ac>3rG z;ArIw`y`SHJ%B`CV#Fh@9m$L(*B0$1i^Vb+d*y4Et61cO+tUBCKgn}{dAM`f9;G8h zIxt*3K5LK9zu42;i%&`_JlzG+iW)A)#Oltgr+Jz$r&Ql#vrQnSE-8Y72+&skgWW2Y zAw!*lja_e}093YvMRraJlupFo%5bsZ;Eu5=1UQO)G9~rW>~O~`D*b!VeoFbcY;S*G-snqSC>@mV2aBAUQHfxv}C6vvI5dK))#n z-^UW3PC(08-7+_t+coTPcJ(4tI5;@(^fNE)Xz0JCGZS_5hed>GSir%G)!Z<4W`rqQ z-8UGE*46$jVTvbaalS_h%*eMGMR^!mgPEE0gZR| zfR5vs;}Ufw5}bRBx>Rj*afW}jx2Y0Bz|U8?6C$7{UZl*N$o|$6cBN7h%;5qdf)D6Y zqJg@xPe%UYA3225B_s+@LQ*{5#3WLSzZ>sq`|Vqvo#!gmo7VjI>St3_dNm?I=Z)>H z31>F^B+DIP94a{2d85Ax4ynwU8YLp?K}i=)l*l?ki4tXSxyFwv z5$Ob_Ha6We8CN#=!Ao3F*N41qzZVuTj;}~N76c^yc>(x*^E5&*+$nw@Hhu^>HOSFNY7^gJ%k6RJv30J&V>T zZ2@k~#aKYi)S{BCUF%S=XMUXLQth~VcJW?*s(+IinaYRETio<`rMgs`{~P*$y#Ox9 zoWFnn-WktEglJS?E=plHm?jW#a&@H-3X5T-3bcUpb10A@_&sCd<3zM|S*Yqb)HYr0 zeU9~qp0|)zkXj}u@+nywetK}74XaS`*j^d^1~C4?Kx#ZsDEVD66(uPiBU3c0dS2B^ z37ue97r^qxm_!!IRI0My_24b9fsYw5f`cBG?s^PLILgQk26wj4N`!B_7~`i8-t951-!i<&TfL>EX z_rw_l1#NK|lQg8Hh%a`IA4*QJ&&rNNuF1V}G$BO?qhSYb+tO_A{dfBFcg6D`sywF= z8U)$5?H}@wn+;9pK11mc=qw%HQO~}fb+x?kROwtBud6{|OABY)$=HeKOyRs>g;s9> ze1%-rLI-1PRbt<--rie?M5?{7RmP!V9mVrzz9Po2$uanO$Rn{}BJ!Q!2VUPYNSR?U ze0}TGp#fi5@q8Y<&mQaYgZeOGzO>+&PW?!1t<&0+rnN4b_n->0DadyL;~AnkLU$nC<8|r=~@Ev!v8aKCvbCGaMr) zBSwEA(BOa#_bvZ4{f$IGXs^;0x&@SUlyN~qfu(u75vSQ%)8{o5Q#G|6PWLnH;&T(+ zfs*Pa5}*tmZw=ye9jI^$l6lp{Kme!aIOoB&ECe^3l(TWnB;DLRW$lzF-+I`hxhZiP zp-C`Q4C#6Ao`zC_>X;=uH;fDpM}tR20|OWPK1aXxyBbVlVzj8W?QP~q(R?BzVwGYz z*cU*lD80U@+g6=DRK5I!?)Ub=Y_6Z7tmb?f?I&R6f#H{1Eq+uvkOFUH7)v@S@X(#pzyKOWxk0=rQa*&c%}Y zP<^iaAWZKQ@i5U#te3Gf_FuTwAN@RKU`#G>MDM;W=OVCi(k8V%a5N6{@L8dEH!k?C zkFD}0+%IdeA)@~h3W%1k>mKd*k%2=UpBV~1?B^<6hxHzz0Y(Q<5^Oy{n*!ScXtd#S z6DLGy0%HqTprpMCzIgfq(FU%A+A;{gWOE1|bq3T7#PP|fV8q?K6CJgCcevFcm2W*M zT^@PbB`?Loyh)SpP;27pH*f62wm9^zbX0bdXLX`JRa>z+fM4!^Xg|NT8VONiEX$j^ zFR`=g?3(rNDbF@~p7}|)Z3hRtkN3;|;%c)k^>IVbKucfQJ-2U>oPafqQ`6&Dya!y} zdvuvX7qf%}quEC0=4S^g5WSEVBApa01_*?_yu6~=6r`jO^$`rpa2=hT!eU~Cl$2t% zUN%Ve0>N^vDHQjUz|9WrhI*s_Gu$Zj= zBS)Zlzv4KvvF=mnQA(j&k!vHXbF$A@ID0?RQ}Y25AH0$;laq3u0`*0(Z8vV|bFA&( zi#5#>@oClrej+mMx4!h(TS0}2J^IlTcyXSX4mUB(EX?=U-tY)&|88nWNz>5N)dkAD zZ@P}vH9DAO;yA9nfEKdz2m_5<2Pe(-nBJFUH&inX9Ij(qg)%2Q5hwr`5#(l-_vKv*LF7Hc(ipLqr~uz-jGy3^LNA{-ATm# zX{H_)x0*{kRviR_YKs(ZXE6j#^P0lp!pvs$-t1iq>8o;l?_ix+{W{^W*Uhx^U z2Te^)kYNnO;UkkSsHIDIo^|&{Qv@uG>b~P`TXzt2(3@q(XR-*6<)N7=)cF@uE43H& zWAS&|VVc6}US;vg3BK$vcwk}>7=z7J?u{H(UFeUiopjOUEZPwO07LO7aLR9~S!3I- zkZSE8{Pv4eu1#bCoX!uizN>Q?(emd0aRx^*Bp57X_W=W-N*^hsHy;r=Uzv(8 zE}kl%T8MMzGoQzr>i_2RkB(K;Oz+JK`W*Ktf9?F`=#_hwJBtd7!dKo-N^#2AWjihu z2g!{Hl;jhInCd*&;>vWCtD_|TBzB3DpRIN4qGW(y8jWVE2Ce7$0$EW=$^rn=`o>iu z;1^$5iT_5%8q$S}#xSwm-<@6vB~OcB$;-RqNh9gtHL|~bC|2J32`Vc>-Ki_4SE?DQUV9;qBYj z>FH_97mGd+sn|+NMl`HJ`}L_9SC-Xuk)vDF$MmkrW7H3BryNj&Z@2{9UFmu$6tySw zNrKqz)~x&V=-$y?g!4cT9DI#{>qT?C?y0|-za5{dHH$hrH^+vkJ^(OZUvG87{RDjx z)Ws6?odRcI8N%h*)Wg0lK_*3-vBKyZ%!wC;K9P-||4;4+WZ8E8IuvhVAO zV;U%qWqR=~@R=9?f|$gd&Ig%qchW-~fhVG*q$CBL0Ns6o0R-=l(DO<{YY@5c^cI~> zpQdm_yx~R}jOEfxW!JSw4Fdrm=WVnMK|?*&%<8pMC8hw;6dS9MxXKjv3m_T+dsPNHw0_>A7-d1nI5q zHw|j`XgB|;bb`j@+H-TyNxl7pwn-F^9WxI6J(W>xceo2+sF<)Jgb#pBy^h`r#KrM* zJ-;N|pIZNF^aV#OdV%fOUp^`a)LGlC@f@^siLyBgg{YKVrSc@s`_hra`qgI$0h<@C6=CRC=0}7AQywp|-HE-p9ZWObo=HxPP;#bA?FtW& zGtdBR3_;k^!lboi;@X{W*vF2pwew5s10Tfc;Tm)!rG=`Ufm?615ss0-Qtr(0TA4*t zwvpvxZWI-%AMKg&4@h@>nbR)S2pJ`K$ulEjJg4t%)v591L{E>Z&fh;y9~0_t$vYON z$I$p)Ch%`W48pK7np=Z(QB zY1VhNaUHMxiut}2#*FO}zwN2)l(zq)Ioyoz z9iHoM;lJsyy97!|WP(FW%Zga1!2`-SW zri-CgR#KnQcb1C@&-Sv$ZH@L?g!rI$rxyG^t>Y3>k_FH{Q*-;-U!1+jiDBD0sF1U# zd43r~Jh*dq9cFih1u}?9l6tI95>^Hua;9&x{r!7bU4k>@^I65Z?>&`Q{{e z+Nm0WUsbLrPSZh4*EBFOzFuR!=3{)Tjfvz)M=7ml5M0+l$LF6ukBK*1aWJ(>N(uZV z29NT2AL2iWB?Zv}VZlxVrZ7_bdit4=n>_$>=rbJ^lF0_^2VWRR){?aJ^j`A-GXW|p zDnyWca=kySeiMB3^lyxGDY>~FVRMBw+Z__&_VAgNL^5r#?`6wGH%v%pK&hKGPa-Eb zJJqKY@weTlHS18ewuipCjW9#>St!@7J{t*KK>{i6^_-E81-&|I!gVeF zJp0tv(MR49=;*8!skefGfDX!|+kUXvuwGjqcga^q{mBl=8I?#$N!%-%B)_DJyU*#( zTy1r|>MRkiv5JTd{+YQ%I*TfypFgEmJNDVEu5cA$v5SY$qFA08$z~6~1Z0%xVrP=g zBN*up82{)2l>|0xPl%L~rUCi}*{1v8K+Wqg6y)E1R7d6WJ}wa zr0P2L!GYs_A^2^Qb!tfP?h#?D|;dmg2aafER49A zXT}e_45pA|*i)MdBj})ZjCnAb{t5@%Vt(_L($ll_J;IcWn~nU&f_Ms5zeoyujs3`_ z5>r)K+g0wj4D&mjm}!l|a;2c4z&Jo=Jf3%t8yq$`x%MBG`lGJ{TY4tyCtvIbHJh`KmINX`FL**6%YC%ZM9;^s&pr<4W35+(J4XcqRAk#ge9*$T%+ZI^d-<9Ctb2!VP{NT-c^u zytg$~pp=P|(PNS>#btaKl`OTFb-d3&tcj_q@!mPiE$n^4| zaL|ColJytjo9fhQXzEWI$>H&B8;cRF2_=b7N$bM!xUCuT*-j(1Xsv}VFHe@26{pyW z&IlJN5pzSvf{?4IJK3d0DcG%w$;ehoZwY#B79qUeYbm#lS9Yq9L~B=8P6J1hrs3y$ zWbfy={bmabiH(fxw9(I6T6%@-_JB+B#J!p;aI&FfcOc%Zzhsg8>)Taxr2nnE5~F*l zB+=FJf{(4^(eC6Ah<9?1hd{d#pJxxc zIdDX^*X%)&NdECt>gBMzOM-y{_PVB&q~7Be+Rf>S%3Q^+XsDR9_qx0y0BeBUN=h+i ztV)Vcb3xL`hB9`Oab&31ToC`yj=ZEW?6eO&$&n{w3GBPH-Kk{DB-+O!k)+g`H**Vf zbrbe0Bx{mC^o%>9uk`NW=0k8KvhJeG`%*p6k?9)|6kzdA658EP376-Wa*jT175@3LUfAnvfsqrx@!*cz3>jRVZ zM}gj6$ES5%M~}t?L5aVg*(&I)$Hw~$JU9$%_z=55(=HgeWdZ{T7%lz*y%ca8^~(*+~$+7VgA6NJZ;J-W6|yN_a1&{gc6RdRuW zfyB?mXu2=bB61`)_6N81E9K^A$)!pYJDlZ>s)*C-bAzYVTivZ`SDA2GfAwu`r-O0m zfqCm-)FK7b#Hpap_PNoXj0cNnQ8H9))ebg8|UvNaD5hkx=o3~eff zW1x5cE`qzEe;TGM-)4-83K!R~k6uERRPZSb$e#e5pI2Z1^x7A=q(UPizURGh?g~Wz zhb(Uykg%}_AwD56!~!=AWai}f9)pTJt>F>`L}e5V4FASPP6~wrs2`pFpTN}AX0z{; z{&3QuNpYk8iUXe4YR>PMY5GH7xY;n0qn20h_OJpAF)-N*-fd=NN2%~Q(mfGMS3TV- z*z@`P&Lsn^ciPD{C=ipjdEXV;2KjcQgM<-d-BymAAR1Sz&qFe0w52&2LH}`sy5h3V zrW(F*?CfduTG>U5N=G$#6SwjCS7z=ecJZ_!10~KJ!gmsfcl6^Y3cth+Ie)>&FrD!2 zATs*jD~QN+*7LAAPaVH!_*h*Qu?VIv4qx70NC3NIv1%!de^yuj50oZE6tmorT zFvU9uZt|BUdi|(fA-ISwz@0N&??59;=GjT@l}eiF>vrr`7J}94*7_2|VNZ7_G>`DU z>eU_p!rOtML8HT&yWs0s7FMnEoAr#x8v=niWjh=lpl*VT)?42U!V2J2*t}1ZEsMKc zOn(2c#$428aCY?FY=$)-#!asSSVnUGnPisfZMK2!f191f4}AafC`}DLRS%L zNu@Hz3Q;^Wzy%E=;Ta$g$*~@t5elF=tbFZwUjb&TwQ=Y`+L^vD2W#aPNqHe9B?Y-@ z1>6Q;3GT!JuE}6*c5MR#pWeaO>>3&x{6a#|o%B;nOP$Lj65`?|m6b$fWW7I5;j~D} zo|XCb{=lC85_Y4k@R>G|UHdkR|w+x}-;cZ}UQRDu|22AC;dU~b6mqs@o_24PHWNPE|JOh~-udMv| z?dd5ZJaXJ;i~pYLeC693Ds{(Rn2==>=lsa3oU)|gF3!mA?XH?=lbqJA;M;%{yaCn9 zFM5l0&bNgT-hQvo>xW3_2*QCAZ}?p?rz@l1?*4N|R6YE?#%^aq_sbHd;v1Nkq>@R? zw~yFOh>uCVW+e3G?E}WsMXIbU+WNDxPZ}8R&3`-4>UC~}jy*!7W4a7Txbvr!szv?% zJ4XBG@hUHf;&X*bz?8s=@Yfq)qV@#NCNNfx{ri_rw+G4n`OyLR)yXI+m(rMkyAcr) zF~yOIjjpVQsko#hw4#Cmt8W%b8|ZUb-0lg$bh&92wY$l9Q@l0kAkFkSU^$Yxq z!mmW$J-Nf_w9MTuv)r`Ct`0Px8`P_)e^FDfvV3rOi9&!f$5vT5_Q)i~@vF3uifn(c zDO24qhONmf!W-q>Jz2$bn`I z=d?b8Y1&v7W%O;_k!$BxrF&=NP|RHaP3>+jCH5o^E{s^yoSuJf82a+VEedyXQ)_gn zp*stDr$>lT*;5GYlMP{l1)`4?6I-FUhy)y}tY3X{X{lB2(y*46 z*1>W!uBxi)T(yN14-Zsv!dfGIug?oy4#K82{Wm_o9Edx2 z?<9Qdf6MyMIBZ4OJiG#W$&U{i%T)3E{hCBrRk~=pHe9uTPh3gdIS!B0UIWXL=5_`J)XY~ISltq zFBRd~p$B=|2Q@}yp{b6nLF)#5gOP0DtKjv~;%t=}Cb$U*c&d{io?u|oz$ERv4}r{S z$VHyEFvr|)USy*sb=$X~06TbB+4%Uk^wx#BzXYX1WOCl}06+5uH8hki4@CMrnAaHW z$o~q;Q^e;KqGRhLMdNg>=>#ZWt1>CBH7e6Sef!;zKb85VnKT*9e9G8enakOS^tI#t zoC5}Xvsr#g*2VEK+f`{lCoGxPgbtP2z}-Bc3#qWa(JmPMVVcp}QFG%FP~ra=gFJ(b zJZRv;ciWvLJ?A_(MsrA+wS}rQ%f3g|wFlZC{JSwHPfkr(Hz2>^LHrXU;yXT&6^Uj( zpTPm~u@#ft63~>?Jp-mtpQ6ULTo6S6_*Kz4_hG?rfjhD@XEU$uR|~x!b-U za-z?T!i|g0o$kgLmQy$>D{tuQX)o0n(?6uG&Q%+;p03_4=1z20lQkyC$*wYjgL}33 z5R?Mya6GdGwH+4`kvDLc0RwO9^b7`DE=0HrBPYc(9~I(nzMw-roLfCzg}IjN4mtyJ zZ*-oA`R+(~SJtE^?Ci~|5AEe8zTTmVn~$TADB04yb5PC5s1kG8+Wn40{)7Q50k>yv zeYW*Ymlmq6ddl@iEq^a>o9Zk>S!%h9!4>~OZpCGCd?D+wy+xnYc-^YSU+;Pg6lA({ z$44LfhT2>4Mhm4&MG^$EbtH%4aO7a%kdo~^2Ql~d{rir=!Jrq=Z&tRp^jk=exgn!{ zQbiyz0#Nv}JC1jyF^i+qLIT?NTZT~~Ekdme2iRr~8~>AraD-51m4MIe^nSEf|zm~b6D;b)^rLgpfyLqlD9ou>oA1~t+4 zL79y)Q$}a+JO2$tM5I8e=V1R|F94^`{Cqt#2Ezl!sYz6q$P^Xc#W&zol5Ix4uvqVc zX;%BO+<6xdUsYQhC+gfV0GPRA04kN^Gje;Gt&}WPX7uj?l7m56r6NQlk;A~0r5b` zb&D5u?t^Y__jKj$;#EFo+x_1)qwBZ;hdE{MLP^FRj&WG42ugts{iAByl$-*ztEFx@uzObhM{CTumfld06|8Am4q z6noU`N{!nYQ5E*eDHje0ZG9uZ$_RRq>Omgpi_=}`mL=cDsNnAn-qj9quk&&2QC%Nx zh1SN-W9znF-FmA$zH*O{_5YnVHXl6CQXfhkp9{Q21VCSdSLT5N{*WHF`K!G zNvS`V9F{wBKcB8Xx*pxz{DIwWI(AC7aTrk2HU8efY~JF0vSQ5s_vz_l+xOho_c@$U zQvGFd)&^rG_y`tFB3-y1p-=b6dSzS9X3a=Jl_~<++A34%WPvwX{md+R*l~8osQTpe z3fIaK*zs(7IQ{7}^=L;OFIM!A1fl2OWQwJve<`t{aQ^AvoDF~O!>~G#sH=ZeBb$Y* zv;{MqeLFn3Ta!xA?vC3P@3XX##r4~(M%do_aLskWDUCjTbk|PrO8gsA9`UF*AChrR z2d+m)&m#7*W_8Nf;-yCOV=4Rr1*5o;3{$Cr`Njw2IH6!9_I>&ZDwPy#iU!pO!ZPd1 zgJ#t3^1;QgvZ&45S~}Y8h>IRS1}hmG<~HOL1`_%I-#?m6 z6hK4$Q0&(&bEvd&Z^MWI#sOkjtJpIGLGf1Tt{yCbb&{wJ4+G;KREc3RtAw`mmK6P_SRmY zF%bwU+;5=cu{HfLs8CNFa#V^u^fip*{k7jvn=*~^xOD&dLhrjq$*~IM>}}nbe&(nA zXn86w^ZQcWUiyz%gcC-U86ARXbyJJw>^y#pz>)W~+aeS0;4+b|NI=51Y!}qdoYW+E zdtI{JJEc$GxM>SsOB+y6qp!Nc#I<+H3MHoE*1mQWu)94TLhwPzcMur{&im!3#pH$p z`OBNkFUW@9a$04XO?mW<{U=j+a`|$Re9RwSwDh3r^y|41I5;G5-9Qb_mJ=3}$4}YM z)9|nBn~DC6k%%i$Tsm@CBh5pY>z;$L5IaV$w;~ik#iFaQp}B<)R-<0e*BZ<@Htkj2 zr?#Yc>See2{QeEo;tW4Qz2MF4J*Vy9*|Elm0&5q?`qlf0zY=Xfe=WE7HOUF(I0LIT zxJ4|lOeClE2Ob&OTa<{j`yRMX6e6tO(tNvP<0AKNBnr@PQc5Z!*%GYLBGCDSH}wAg z_(rwuym^I{znw(1eu9tO^n_7E#N7`8O9M@#3(DY0@nqb&|7^_J1Tc;)W!J4WI4`F;HG54}9+ zjr%7G7V6lNim&>W@$x%!k1S(raP|qDlpL^@?|$4D9tK))G|eTUA&GV`E+zs;GVsY} zAZ+@@#m0jFqJ!G*vwW~{%InlWqVrAIe3A%EG#oT`q@UKZ`?<9eNZMx>8l=t4mBV{= zYX<&y9=?F~OX9*l9*j?NgdH3b8{N71BO7HQhe}SMW167u&mj!^S`VwAnr24MMpiGnfDeO`euFMGK1*7ySp3i!h6p7tJ}x7){HU69J6MFS^J=2Xn{xypKD8sja5fSpZ{2`8D5i# zk*P<;LS(L0ZT8(1>_#>Ufeqv8=cllz@JH^DIyDZrA=8>>U-MA8ye)#C5ZV`^&Z+@JVttriGvR-*}6=RFy*wT^Fyp z77Kf|MqVKvVy~HRX_#Y)%IkL$@25W(`p46vaNdg;rgJE zYZ7^_!pR<$b|ORFn5Mvl44XaK^x$j%)LQ zsnfy*e1(C0oD_LA^i(cA9(Q)J0p$pXt-pG$eB6w|!5<3{&Pq8Ohp%VdTqChjLRm{s z%1{y|Mc9TdQ-XN?$+XW$svlBt$57USEOeBk`WE-r*1vV%tJ6m(7Sdkc*Zi;)HXDHy zJ(cMmm)p8KCj_bG=H)BPT>Ur(tn=ecIh>E|W#C&70WxA7_T^O6^+p>{l&2=8ghbwQ zSss2fZqD4Pu$5JoeS^5d?14=sgPgVOhOF7Wj%Pb>!-$;-&WHnT{!V{*Y9l$cZyJ~y z`CRIBejrjp7r!poL*V-O^cda3a3MX?axJ zcl2zYSW>Rod1%hx&LOrog#2G0f@>6A2`%)>ze&;GhWzF~K%S7sk|eT?3E zXefIU=h$qvUEuYimBIBf1gTz9`rF}uKDs_X`$AmSoZs>PN)mcQ3&Zl0h%bF&Fqv_G z<~4D61s;h!7VWJWELD9_JWi{mv>_R^FTO%>5cO)^aF&^J({yRa_VscZ-su}vav7WB z+<4gi$>dH_iP5M0cT-pJqnMN%7njsuND$R%=VDOLva=X=sGc!R{N??N3)RcPP)m%B z{-)7KRFsRA>YQE}ApDb~NN?hgDTwr`_f58@SMBieU<+=h|IFiqGD?mqZv`Xn(l>mc zAFH__Sc(kNJ`}Vk{QY6zI@;Sz(@z!$;86FmJHuEAycwcLJ#tcC^vn0JJin3_VZroo zF5nRpd#6b>@#(6GwL~2w|9ZJ+HPxwiruOBA#cuA*J^_5L$<8PSSOX|1m^kkuN%Rrx z{CT50J~m=x$g3h~spH)s3_n2&CHwyEH&ALoCfBcd>8u>_wL1NlD6U*_;#m_4{<1qC z6XGp!y^6qfKz>i3p6}_1L%=0ceX83P$aP_HAPG-DFK}(%P!H=b*|y^9OHiMdE7&%3 z>gBZd%DUD%Kh}=g(eLn^Ks0O?c@^OV;b(7jKWq|%M^{Bl%LJz#LI;Y?qn=jJP8FTM z?5#GhjK{`bQ5C_9ifwdvt03-#Pkw*eSgIG?i=)jsUhwBHB%Pi>P)$RCx5AKI#FJG~ z%`U4F(lPM=+xs)6PAs}f_NwCunbhN%;+N($8A%2#l87BErj#`U>@xaAa-6#A zYV#3Bh}pE~T6!T3H~SY%EN_X$JK?4A!AcyrqXQjKXfcntd}G)l;An5G`WqVi7i%Fw zZeaLi&|7wCfBk-CuBGw*%Yc;I#%h~arM*2>6%^t-Umad$&!Mm~ynioDh-3uh^_-&R z?~=Lgt|xZ#0rE%aDeB+V3Ji;uXWo~Zj6F$b3>d%Xq+&^Cq#m-S7xUFX@@?U31G$;m z+U4w1WQseUmquuAc)A^9-#K3l5|YZ*uCGBl?<->k`CeY9u$}8Aa?2%d?syuPHTM4Y z$G4n}YnJ7(_U~(vW|C&kChJRop%v$$AW1f#F|rmMIjgy@8SMJ!`;+rd@lI5i+|Q7H z!rS9y;Qr&AE84NMzAdQ`?t?6YV`bhsKbEXCR1C!1vA*NJbVSd2N(H;Si_y(aSCH&Y zgo)qnjfbEl9qvA zxK?K zS}gZE{95tEExvV%B7-ZcT4rl6V4^R1P`rkGR`AvI3URh)%3B@FaGF5>!^-^YT#dfn zgmIdNvY#fR`HVNUZGU;0a6norAtk-d@Pfjnl}u>aq(7^2Eg{$3F7<20)bhH~Bi(p6 z4zo_M_s&Bb#6o7Z&>h&92>34zf0?g`_b?=5rB^)e^Hpn(b1~XpHCgTJg(fCwh)a$9 z5tw+Z;Nbj<-GeJIlP?VvdV{4kxuM~BQVYeijJsIwxPM&?EEpu75U3%et}%xgSvFM+ zd7;D6UcKd5fUIuhI@x%T22YF=qVLh`YM7P~DE;iL`GrPG(fz52fNc$Ob96$>x-|1M zu-(tw0h)J;Qz=Z^_}rEt=FOuzd_Hi#S!?*3f{ssrk`#aseWywA3 z{>eO?yz%@ZuO$zTAEN`qEBYqwQ`7V7`wuepKPqEklgVmw zOVi;iul*P-2DCR!CDIRaP0w!54Y{F`8?qw!T-e^%M}7=b$dAHt4W6KFE4cb;o1e0@$gydB=a1|fdtWV$P#`j-JfBvG`R#h{CFTZd+) zZ;~yZH_zS7JMG9NFg_ehqQlpO(;SwTar=$#SSa&@$z;(5yHUM-bF!umjge?%;!9f= z#zW#lF`fF5FvN5gD+*#KQT{cCY(e7<1a z?&Ay7>Rd8&Z$IZQua_N+w@Mq`=UhB%CW)BP4p64niT0;qK_X)7|X_o*FM?S)u;0H zWN#a+3;8@PH88X-t&6^WL{_@2L%&C&s>>V0_Z-OSh>q87YsDjSSscqx8l+6sH@6C!XS7QPJG=*!QM z1IVJ5JX6CuyDHAutF84(jbn55ETA@Y&N{;boiO@KC;Xey!WM$%cBKpIS6e2gf(}Zy z+HuQDB7G>|eWbh=i%~p+3Z^le!sV0lsln-8m*eSy2Up%G3^kWC)o;WxL1Twp2}c|Gq0ZKa66lA7;7Zwjii^}`6VHk(m0%>Bi!E3aBJUr)_xt0H)`z^GHJ(ovO;xP z%$SZ&jeJrOR78M=8fVqkz3(#4voGyYU)p%-$UL4vmP{lsBYH91SE)Ts?Ry1Q*6tnH zuFagcnPy^T5B+f-JiTiB+9rb(BPoIy_-875k#|IiQ z+&Zq$JPWUdWk9phErj@Tb6D?@vqD3=wz@EKk#ZL{_RkZ&9C_2w(?U-0~_}bFMU-d^*u#dolpYymK(om;d?3BW56|xR7h`9%-Y0^|5oI;dG>W zqt`9G$cs+gt@euMs3pN!iW{m1Ipesdg@(QMJGUmj)m>}f)t|!$)*Uu7w)Bwn=4HWU z!d`s{s7wYX(k^FQiGrrRIG%e;DC5GU^-;&+?^^gBpd*V14WAbu!ynIKd}JN|Wq^W> zbT5(3qcE3zX;7Y69@Q2nV>49C&Nq0uF?2Vg2EZJLZ#$MTZ0+j|ieFB88jvX$+9W{y zQ(D0o$+V@Ip2_*b`LE(4jwah(Uwy68@km^hujcQ=L}9IwzPSu<+5-To>buDSUQ@gj z6f0w9-&<4lX}aZ4zWb-1rv~W9$yGXWO>RusA*?W^F`{eEq6siOr`$W2`>?udy+O93B4`uc22o zjpJ-IP6}AZ8&7>Z^S?pIHFB{kh;W@bI)ZDhcW@q#HTpJ~g_HKU9AOFSY<0ks=#|N7 z`OevSI=eTtvHtSUdc18&!>IAXUxHS|m6@yR8(U)q=>>89gP_W;BO!H8^r{N#UBXOB zGCj#`Mh%IE?t%n`aJ*nbn6JJswF9>J(=CR6UY-iFr}Um||KOTLaNplyeb<5AaPEcc zZ}0Cu`YL*IV|QmpIP>l;M;PMEu-WHABKtPkTY%PE5}~h9Spr+414+}mL;(ypC`A^I zMxbK7J`p0tH8A-C@6_V5l+Lu;=U#Rw9@*HVbRAHDI^KWO;$8iI&3Lc(Y+zu3REhsX z4*5&#X;?)`2^xXGuPgtd$}qC$KpIokMrtg-ED}vr7F_q<6HNT4j{3ZBLq!uv|6JGh zJ+CChbp5Mgxe~fzv6{|kHdmm8*Jr+#jkjgoeH*q7VaZ>VOyTltEpPJuQ8`djUqR5Bvi^NMwJeXrS7eYjj zJa6jmZ0&jC4q{LA19|M8C+N|;4Gk$`gxTx1%c|$p!wjYj`VYs}Y;oaVcNTxUG`4iEHH#K%S^*G~3H%@}GnMwPgWhk8u z1-~H=!pd)9pn1UD?u7$7$T*QWn#PA6#w`$=dH%)b&WuT={V9j~1`S@0TiBlLFsAa| zPTl#bN98um<1FM4rVg%4Dqh}28nk>ZGjHtH_vRPJdk5g>F|shFLH!}R z7ipsp*mu;W%%1)jI5AH~e}}$MJBD2QJhE}vktYtPUuLI83#q(Q3AMGM7)Lwe{7PhC+e)$08FkZ`fsI7&u}cHh#}OYsSVe#!T8DITq!ui9LJ>s;!nPo@CNi`o|4VO}7tT_=8jm7#!#-I zJs)n*&pyr1zE(+AVai$haJ4Wis4t?Q*hvZ_uu1rG&d74iHJw;?sW4FJqN1YPXPWg0 zB)#3#IGe+c={<*Ye50)y?R4~>L+wuw&Sv&O1qY8P7x-oBWGF9~*|vIP{WanM$aFc-m_@XBgW9 z5Jlsoe74UvXTmT~PwfB8{WMM{RhG{FdKiuRm(vwOnwio%yB_pXGV5BU8^%>>OHicS zs@CvUDi;wO6S2ki5G3^WRw*sSVtepx-Dw6@W5jlNYBH5|m}hu!yr&)wS8?q=bua}> z#f@;@%7UDct6WkK-e9N*JgJ`Z5{2tV(-bz>D`x6 zid{%g;W`|V)+G@h`iet0;+B2s46rp&GWMJYyk0|G+W$@JdVb}(wX{==D6Oi zJC`FCxG1+lMy6taEZyDmxO0Bi4{_%`nErm{aByQik2bU@1)Z_^XS?kBWNqb)pm#Dx zN-!1xQ=BA)yi<-tPWO^{*+_rw_p$nOm>|-0|I?rHM4OW~CLQ?VhUa@te!7 z(p)WS<#=HJyN}sy#QX}}u?_%rWhRx5(ut_v!Ctf!mKU+x1e6~(?H+DFbnYu*h`)c& ztz0amV} z+R0=-A*v{Nn*iV)WMflU&f^U|#Nl&Z?4JoD<%t`as-{g(x${F)R*I?XuFf%Y_q?-f zu-xlEV5&6PU5E;OWLq;jzMfz-9g}~}P+j%;vuel0V7&2xVb{HfN4o3bp1|gs&vrjr zuOih^%Y}U6rQ%R{=;l#y_7|X<1E()!ep;JIIes~;RW+HF!rZ*SDFo_|nnh>D={#Og|;^q1sc;$V-#uhg=rU1X+te)12W_Qgb ziw37Rwv*bABmlKuqDZMgb;96dbF3V!LPv;qegOg4YfHy|Om#^=lSLEZhKZb04?+TMs3r#8U0)KA$dnR&pAm zXq&>JjK1-+zbA4kGqaUeeF9atw_Po@-kMNzjnzirs`Sk&2e?`JKTySe$?(3oun)uM z=?7D82;YGPEb!=lv7`icw67Qp|6&4PT%lqnVe?lJ`ET>dCu>xbjzxuoW@O)(0*Z}ECw!UaNvjhr0{d!whhzeyots?`H zcYiZ278bPf_iB)|#i?o8Im#|-7QLZZLl@<3=GxD<*mWNFtiZcD1cwa?xUB-=u#A!t z`ioIgUEQmdwKV}?sr2ffUC_fg;vc})0jq8?T@2Hjl>KQ^GtGEF{Vts}UldPb*b$%W z9xL>sxzB6~YMDI1wf=bO#|c2gPhd5XN0LJyo>(Tx z4VI{nv00eTFNe2FGixs&5du<-pUUH}+~=J>8_$zPeLe=|2f8$^@zzMlS7l`zN=RT# zQ3cNd1&lz~M_A^JNmCB5C+^bbD{NpE^yly21O9puxghLSwF%{D@Qsra5`G7+{eYG1 zXEx-2^#$0H_o+=EHZ`ATcKDJ;_USiGKG1GCB@MG_wyge%fRZ%h2yI|>7~mPY@gq6g z5Mj2iT=n%t?0#d~*;e~_Qgle;Z!#bNyRGm|OTMnhi zyC{b>lDU|u_o>{WI)ZYh+~BGK>F+??rMw zwXKeq?9UH=h-Xsu>^w!5j@zAyvva^Hv=EFoiCnpP%Cpjkby8Uq1}=NZbVm~Bx`y+z z#s6~3|IEhHWiVu}Z)@@tRDLjxT%`tia;{(v%4KQsMYeJ*?&w~DY2m?=$d{u>@i^y< zM>?RjF9k@{W1^dTomK$vG#19Nf_;%u&$X!K>EDG8ni=v>Cj7s|h29{tb8)S&uC{^g z2(Q?kPY4llSYJHRinKIG(u{!w<}Ebz8wTr@|G>DGF9_uqyW=XVsyq~zAN+!%zO~=76{3S@kB+rnhpnZkn+XByJq*gqwH>J5t2#P z`aOhus!d0D4a~F*y}b915#Lk30G=D`f_EjFn@>eft`mCp>hy8=&4VACG17og!hBI2 z67__Y^eHW&>u0);v)8@>cD)*7@ugXgDKV^hdgoFf-mc=Xw{U>vsLqj2%bb%hv(#z8 zM?j$A#>l^yRef2o0sLp8;^PB=wiqn95GtK!0v5l(Gd?UopFEij1NXzrLWoAEV<2JT z{55F`Z2Ku~E(D~qrNlqq#yhB7?FW>H%lPwooevKFiZ#8P+EZU0rYjaCvZ3K{O`evt zudDxQ^*zmRq4Vvva4-x3cS0}QQm0#o>xQAQ*M~lKTfdlUvlo;(cqo;cb>umsPhaKg zSadDxxHmjhcvHjku?66M=?KO`u8zFgM~!_wsqZse8Iy?%y|RWkuwD}VyL(IBoCv1- z`fdc|lmEiQQk|wxg-0;VvC909MOn88XYA4O5e!x{)r+`44%J;PH9dqNZ;^?Ag4hO1 z50G)PBqvPZW{tx=VMWJDr49Y*fx;f^?kQRD6yg5>7mXD}wS(5L0o1tQOO_8HQbe&i z-->QBMdNLB)YT|d^5^BEWec@TZe%RG`VUlCs+r*KZ!U0MJ?v18s1=~K)Wr|CXm>eI zX$v}jS3qP^2-jj^RW9}d=ase5IL{*q2!>Pt@KdCwoGjJ7t}iba0+iM9k!HK=Ww*_p z{ec$Mv)X}sYTC3XZ%31b9W#F0sU&p+oAsKP?}K#>#KrpgaAF=|nIpw8 zY*1xPug`agiKu+n-HkAYM_HFqzJGKd(fAVinWdOje#O)x2%vJ;Q7l5a`scHRd|Jkv zsz-eJvUWe4a`j)dGrut{bU%YZ6djffFMsl3S!-to<#_eq9lr9nm+q*PN$#vt<{d+n zy9sJ>G6CU9?M)tTxOq)d?LMVnuFOIf2k3d~3`h0@U5I9la_ws2&6u5&p2 zLbH*I#9N7S!<{XQLr*D1X9$m$o?`G6ZgKd8GJUkQKs^%~50E~RRxGKi`G)0pd#2sD zXq`Lz=6#^qvF0I54K)IO)JiM520?|@Vr_iIlI6@_c~$6Xxza(JUwJH!um70b7VwCj zq4;x8lApqA?HR)VOE)TxwkIMzy!kDZJHRcIt<1ZJhr*#9V{5a!RwJCT>r~cs$V5xW zGtpr$6e@A}@PoCQ0WSHyNFg7;DXqzt6fnlC7fWtvys+nTH20Up+k0Paj~5CewiAD$ z(%_){m+VTnlXTt1O8)vd#;gk|0!!WrW|60{^5j9FgiOn0M-2)?f){J%r%AKBOL-`U zrbnvrif&-6+U1C=QXZ932<*zHk!ks!KKuGpS`^45x1U~GQli__)0`r0z>~hlba7L@ zIj8T`CZwS)k|)5I9N(}z(t=xb$0ILuBSW zd{PVW#>1t_sh|7u$VEgJ^w!-v61eIZ^R38F50J?dxDTIifOS0B>OuoN8ebD~aA1M# zE;fAFnYU?u=lH3SzNhR;k$oAruJ13Na>B)cOPaQ8P@49$SpIFm>}5QrG?}91O9Mki zVloRsP@}ynm0;ra1R*4$@bB*7qI%SJe0O>#?9K&r!wn}dX4YrNjDa8R3kV>DFc?=0 zwcMi1DJ%<{ScMN5RrY&GUPsGvaAaD}MuE>O=wMkp4RnK=-Az7Zw6RR{Y-n!jvE^uX zoPUWROi}bcEzZAt1}TNxv1E2-Eb0uTZ;m$ zaNSU{#KwN~e`FnYmsF@zQ}O{{X+Z7u^YKQ{7I+U<$?dwu#lMT^yfm4~gx_|w$QQd_ zQsF>fL?rpc@m(3awLPjeZe*#N$HOD7sZpv>t>z$MB5kN=y8P7qEn)~$UvF;)7zYW# zWb~OPp?D0E96cH8mPmn>G5k+KIn8R<`+ub}@P!Wm-Gdf+F)o97;d-F$_BCqz8T|^!<*rHG!&x?;&3Z$GJ9UpEBVwReTIPKx zlD%r>&Kz3&Y^6=&<2!)SiQ!2H(zsr|iv2Ax!2WcY_)#x{5*5G|L7$G@s&@;S?TovP z^7)7%#AgL*yE=u2&JxIb>Um{UQ33eJ}@`D^LR+PHQ#1w;rXDpx=aYup8c=C{QgkK4n!{P zrm}=0`1oi~5BJgUli8UwTPz;oygW@bL%t9RN6TO=`w-!0K{q_8@NvQH^ZVu?tw+YN zvL=AhjJu=7uCN(88T6W~DmYvL;}NmXC7N_synxqD3A2kJ((5kA+Sr%y`cU@k42w87 zCG$1@4W~Mx)3x5@9qmQhBNyQFqEo)!1qRfs;k}%x%co>_CyJPenG1Q+%EWrLrA7O| z+9~afuxyUT<-I?4gNqWHdwNBRWjpV@epFd+??bWOx=%Yq3c<$)QLKLOqarlv8}nJ* zR?aQ(KnjB=pGFQN|KTN4+P+|CmP;X*mBYFlM`U6M ztpSf(*3M;0n>;`jNC7M~(pXgr;6E7x=+<Upy1h%Sw#xIPx zr^0O2y#$}*%X$epKO4#$XSe1_^O)9EwcDc`2wQHO`uo$eCG5g{L$Yzsv54CypcL6} z&D^B@2dst3*MX}7&%+H{ECOWXpZ(!0KE=~@y_#v| zl#ANNL4cO-Ny#fVQwN}DRHrO9qsgpBxR?=OA79iR;{Y*;VW7%{L?kEbjOM~)xjp|e z=|1 z;1P%d(Gf1q6BBBWV%N{9v=HM%F~gELJ}Z(JRjylUcg3y7hOg${Ybnj!WkS9p$$_n8 zf<(#gMxK2=@I73mePDLs^u(Nf$V|24|7HA=Sj1`gIFkU8ulu-Q_iG_%)+4OOz-z^bw37XMr}H0bdSFlPW(M&k7so2{(y=jM1QOmuF4W`P^s8;XZaaSb_r^} z=bUg@spMCK*j2NuCdsO8b&KDz*ko#>U;tIe(1O_3aPld$W3AzTDDk!?X6)q(7JsE; z-0L3U^pw+dx@O{jg$iL4e-U(l{~0D$Wi2ZA)eI;cRT1*_q@hOUa;xVpgBQE$Ol|1CCgD0zF66sySTM8iH0)JyYVJ0A4kYR-#=2GgD{{cuE_Wpb7Y z?5hND9x>%8}AcGODCf176it0L{;JD=k>{Cu*>AG)g6W|q+ zF6;pzhRiOV9JDZ#P&fQUt|}T}q=gwOnYpqHAW~Ho!LL>Z%H2 zqPLE?fW+m%9Z%EanR2;zQa^LrL>QiH^>uDD4^lLFw8I$*me)Zv2{gRAo7#IMQsy0! zOn&lo<4|B$;i-PYF&&22-QSn^DA7s`*)Rp@M}6~1e>9MK>+SnfY#kv+a^hw}|EtUd zfI?8d)}q68=Y!&qunc`6OeSS!&Q_k%-C1Y{(P_f3jjCdc>lGHpZgq;FLHJ?4g^brW zl}6da{ZS-8(4o@0+U5h6Tkd=SV+KU=;*U#!T=sm_C99=>JMQtY-*nT(1~}r=`S|o` zbOPltIb~ie`{ItB8m*VEDm`o|4qVBPf3$@_VnFzJrQk_BU((QZ{>MtYO{om<+yg8- z$4hD+1@q5Xykv+_xklPs`(ngXj6D5V>B2g@f=L7U4fOxQS8k2gnaKYVO<_A0M$B zPi~L)%^OebQE=a_+Pq{~s?3nbd%1=N;IN#TWAnD_?W)CYXmnz9j!g^+0MCAI9K0WY ze~iL4B49J|^rV95`C>lP*X$q>g{jz0c9C*}?y;OA-oD6HlzNI@JDg5?^)xYqIW?Rj zVyZzi+;Yu$Iq&FfJvcQP`r4{hMqcr4Bl?hNDg9%ZO>XaI|lLT#K}rYiN4gj_yb!mwuTYRsICS5E#ykBwZ-}2Pzz4JNIkN z4O5o#PxusXjZY+vv{D`s(XWuqlkX|Lo|@jID&3FpoUYcY^4Ve6tEwWT-f}ESJ-`>Q zPv&50_DFAB-B#kN*EVFem!gKm!o`J{@_QJ;Yu(>+V;tpj-%0tL#Jq@CVlQIa$oQ~s|(bbjN zMBJ}PrQEKFZ?22YADp{=UAKDom1iz??|Wm#)1K||=^XYj8l@|>9`TFh#yRa&5`L+$ zl%R#hbvIS*(bTRnq@$ zlOz-SpAh5ok0x%&^8?B`$j_8HcnUbED1N2I^h({aPVcW(jNfoJXUg6}FA!vX?skUn zil#(m_u@tY9V>u`=pEQ!O<3I{WN*=R&h^EPx0dt_bwqFTr3UAEtS+w$%TdH4B%JZa zA%z{N$ewfBInO4Rn`%&xRh(m$A25SbObjndR_aAPP8C^{L3ojv7!_{?u-y6>>p&pw zCJ9}aL-Oy`Gx*)U+|e+?@~@a^FNJS!O=LCkxg5zPDbeg1L zC#%F5l>c*{V!?^U^haWaOO)p2smbOHT#_^V##Z(3{MwZwTD7O;>n9UKP0Ky;c1{XA zjVGALmJLFRrZp3pu#F4_)G2g?!ArfI6e52RY^rS zGRNP8<-3}RBclP!&p~+u@uD~G(=758XE{hRzt;YJkV02o!8=h=B=pO#*ir0$kX=d1 z7N(hB7k3u07OKhl z=UHvnCm0JlBK>03011L^t#4}dCb^;F;RcU$i0|(jvChWEbV}N+!0f+({t4^;iddn5 zVSh$$j2&pG>f-E+$ENuR5CZe-^ATAM{Tt1Jc|`WOsqh=xm?TNM9*ZLl2F#z%mn`%Vi=f;yITCNyp3ZI}#-dr!kQyBr#!()1M`ct44#+M^lI zuDUHo1X1AySjD3`uOG*HoMgsU_ z;Wpt97xJa|cujeBm+}teRel7nZ{m1)vVH%)bnk_T4?yi+wnOA`+YN-N2~<)h=F2L3 zvOx}Y3A?`6fs9M-(GasqII!YW*lw?CLji6eDzO^TTY*m~I;nrCbQ?9vQ3a(Mtd~^o zNU}NVI4W|>Wg%8`v*jW4-EDmm9vDVuxaf(d;lb`+%%Ld|M57|gop=qTJq+CM>T$s_ z&qeajm?2E!ViC=i6~hxR2WMBKrJj;`yM z674~EXe?(AWL2Y)j)$zJFYOrJT7MAI(0uWGg6Jz8=ocKT4^5Qk(-I$XY-!0-J(SmH zylBJd9Rp6fjy_;FsEpN?Gc`YI{90GJvx0SSg#v)t16tybz z7FPd&?>o@agAtpkZZNa9Ej@>qR(PKB5+#)j*TGy9^lc+ibRV3ijLgsN9eQf(vw~n> zWm?$JsK22CYRRLWuIWy}I>?R9Kw;7wYjt#N#~lIp8;haCg&*K&N%s4s4qsw}B+0TP z3(-O~ieDs=AN#PM>aYjWsLR2QQZj&hit&)!-QCoW)Rx0vru-$iv!fu_?&zv&V+!uC^U7ed3x_7)4A zpU;@c5OKuuloEH?b!h^x+d1mo86A((>L#rS!9BzU6epeHxnnN31 z_z0WHP?-t8QQtbxkCfE#3{RBz3=dZHhQ7``i^TdZ;jK)H0rtdMTbE7fz{JXqRTy-7 z)qm%FkDOs^7tI`p9PZT{*-MOz=ZRWhbaog7Cg1Md-4MWkPGIFEMCWxwp9C73PgNGg zk4s5EtnQ^h2~#SP1GEjO7w|7!o7gObHWhDt)xX9>C-%`3ND|R=C4;8e*FUuxd|Q;K zSR4n9*ga{~jG&_n(SQazYS@#S%-C95Fm_X>gmLu2UOR~_ecUOE9WAc2uT03Y+u#ku z?@)|%1am(DI*(7ZXK_)1c*gt@D&0>|Af1x9oS8FV!UQ2^#o85$Cvpq&AKHB}hlc;b zN*lwy-0U8iahQCvKc+x3ERZP2!MRp`^ZqCdQ*6Vmbp7&NZDX&0o}jtvUzv7D?0LJQ z2_gYU2Vbgh|ChPf(q99!{bA{Az``b0t(@%*y_^WWEUHH~EhSU5W^9h}!bm3BhzR=I zbJl_IWg<%I_|hLNZbg@VLCPG@aj1USpZVz04kY5Kgs(&0u&#d&2IW@UZPF|Qve4b@ z2HkQh55auv4&*{LDz_H(??503YM=-Tfy@TT>1Eet;kyk#uu{pxwHhnfV*5yJnQe*m z$dTfGJZ&6j3e~`v(B(v53AjFjORHXh+Lqnh(tsX_h$r8*O0KBnB|3iUXLo*;AumZ# zbZ|M$?-a%1MIRfO>Ml$9belbpF?;^PNF z#{C1rONi-o949ImIE7{Hm;tu z;)mU4I6+}968hQY(sXTmu#{EI9*A~9$)PcG-#C#8^M}xjEiT-m55&MUb@wQ)z$|13 zgO^@C;wK$TY!Q=DIVc6s6sBE$)0oPQfCgOcOeM&clqxiv4Fz+$WlB&xwtJzW?ewy+ zV7>uQs^L14K_HV1)Zy%p%l9)OxMFAhv7N(-3bawiOlCNMtX$iR^xe=m5XTF9W&eBo z&zFVabR#R2TANE85B7DZ(Kuv z6s?n&?MxviYTP{|`s(_e)LeA;6`ftyX`XFcya>lkpNAFO1_GW|whHvB2zcS9U3Fpn zWKRLM9LAKVcYh`U<}pPN^3#=Wk8lU?5lDE5(#lo{3j{wtb&Zbsg`&)VSh48XK*Zoc z{Y38Y9b%@Gxt!c^VP8S7 z`T4&69rHGQ1i-4PjEp8|)w3+IzH<`3%JuaX;uC&dui@=g`XWSwTeDnl@5>L%IfX%H zlB2xw^y7QPz%x3#3x25)#QkrWWT{^88n`?O8S?WLA{y6AfxMV2FMi*)KX?24a{V!H z*~QZTKC6o>;qMPG5SJBDIyap=#$SXJKDZ+eF>EI``v zF4HHsNIig;8h&1mUK|gOtKG4T+#T79*$v7J#jK#irT2IAs_~h9(_DRqsN==p2cH^? zES;W`35!MPwVk)CI*>$!fZC&({DPYDKm+t^hl;tL2& z!zos@GmXp(P@LF6Xd;ip7qY6uY4P^N?+1mYNSPEbvpc>D{U5LSMKV2gu-I~u@zl(3 zdn`Aq+m`$g3FvBihL^&DD&0@u$v)e7KpsfW9qo`tf5*}Cg(4C1kq59aEeYjMLJXgr zFbfCqn}34i{TS}CBQMWjaTIQo${GIERDWc*7ZDNo0wol!_w;c)B3!smSj>N8vZvTu zY$Rrb0Meg`gEJ^rfo#mN7rqLIvqB@Clp9MbE$+{;bVOF4-t`6&yIRcSTcya_7)jLO zhhXXaj^*X_r^kCJ>+K;twOUIluox4I*PY$P#pUG*LcmH-u-IG>ta*e*MviAN&7=~0 zbf9k7&_5uTj9?Da(4+(ORu7m;JTNj;{=I?qA_>Sb*gn5oZUifnntUeeRPLI1g+aQ_ zHJU9XXB|fF$U4zrOAx|qG{x3qDv7F-T?FQFei!|{60I{|y@dg)miJcSWNqG#Z%nIr#OUQ4!WA!5Ebj#GKrIt_>|jV9-h zU?0rZP%8W%uouq8$qBq_3CRQo@4jeqb!z=g+{g=8u#8xEyo@NRJG2;kAU>dVLt~4B z*Zfu|(M(g>oB?8Vji#n}o}**nq^lQZ?Y>Wj?Q|?CyLdN+B=dnrT(jVl)_S*`#k`V_ z=Mz>yo>ZSkg&*~z+lTA+Z?>NEDpWkba2$>Wb);FhuOAJr?BKWLDx;VPE=qb@2CyE= z&ZDY3Zl^!OULb;9)(^lHBLtfTE`q*fu3Yc^Fz-FhtBxOtdf;8ZdfB!Pkk{8I2bIGW zz|YQhSxB40qdu8c=Zko^-CyHE>A`sy3-W;>T0QHXZ*$Pq)oQrc6<5ZeDeJqMa8>av zwCIwJJbjJ68K@y*njVh4Z8Jp`CzUQ%`*brnJ@Ioca2O|=Aum7rVkpFFIy6_Wv z82ELVm#gnkT$ z(!qKIOqQ%4<@+ZT6j(U8H-Eajp_P@DA&^eC5^JldKB2o5j+x0{-U|9TlWTQa)~N;e zd7t(^_WO0C6ruMleu)yg*hFYqwh6rRE~)yp)mD@4C6t^jQL9X@qtNe=?jx%OEK*iE zOi{l+KS0$2^M%Kr^j@{{u_7}HR5)yheJRrggHOY0to!xv&gCdj-ESl@zjEWbcyuvB z&Vq~a##(;>jT%t8tgWvLuB&S)wa#lVusIYbqA^+L^M-&h06k4Ix4GC*I3TqwGh!$!gFI$^%8G(W4*Du_XcHzywY8>Fg|anh_}qS1H#Xd&VP$hGF~pRj2`=trJio6poT`_U0$1~H z{tEEk93segG^NTsv5S`F6Wax_=*;`oAebs)amD%!@_B^z8RyJXqsYaTBN6$?PEp|D z!X$B^RHqZ1u50DpoEcQ6Hu7)dXMER7W=lFu5!l6CXo6epaKAkmwtH~o?weaxbpGt! z623d0f4&*7Ee|$ZLLd-K4qK8}#G+v&#KgXPlZ7vTbGDnGuErssNi&eZ^gcEoqr~H0 z&EPR*4R>ko5&gCFYe@^<$=_ZF9w+lybDk~H!lO3!zZC*QpG~^X7zcMhsKMsShwaa7 zg=%m)r1a`!Tc2N6sulUjrp?qfqFkKgqMEWyi-e1$N14W*H#oZ}RH{lyAI|ucd@+l& zgUc1nls&nvL^S?%(6&z} zu$z%r7bb952W@U^LSRZ5U0XYfWNGo9Zg4zxN|S~lhcHI3#@kyljVHL!H{b)GA;Q-<8j;O|ht6$_iDtI# zY$rR@ZB}qP4Sswf2oul!OhZ$&u@01VA2BdQ(|J99sZ~>{700FVxIy%~5rVrEr#R+j z8N8g|($leb-k|kFkOcCszMeuV6!^pi!0jN&){n z1Pz`*aCdk2;1Jy13GVK}-Q6uD5ZocSySvN7-JQn{U)9$B*dGKaUS_6yx^G`O_nhaH z?U7U|_gz&PPMDwkpE_{rFDtR7XA8JR=`%ze4D+!`e3+ueMF4h~A#HnmrVr)XjeCpL z#(2E0QGofVaXZ(G>{Zs|T3)K!?1Li-;7_Y!3AtqspGPhce$TNbebLpy^T^}`37E%e zy806gR0QdAEpjnYImfBacTm$;rrk0Fq?lZ&>ae%EvD^)hZVBVL`D*|-N%Mw>Vg(T# z%0P+f_ZPv(wC+GysSG~sArsGnYie}(9PqhH_p;mG;BTbS+>0+}Zs&ELe&)cF0xFbJ zk(yg}$PFB$e#`;Ci5lTSn}PUb4wEh3A?^91iXrP8T`VS;Dy=zCPL9_|G4YNM^nHDLczT+y zHIw)D@fmA(6?0$>x5d~V`lTOpeOwJ?6{=$Rp4*oGwigg=z_P_`6f|eFm|BPO69Y_N zh5^}WH;^bbvA|rTI@hx9=lJ|%TRu1MG%mi$J>2&&z<>ch_+zYL&j*jR#Ad2wnj^Q9 z;jl`x&+`?m5*+1b;NI%2H8j)snwa@=ZKv(tPjWeYL-K;JDmB;CtJ(c(eXU!c*(#5Q zdi7&!?}{Z0#=Zd+A%h?NC)PD;6}?4XZq|^1W=Kuw=WM*_+(JTCoxd9NFj5I=EtDx4 z$yw%_Yu7Q)PBY3&^(G9-$Ly%OoKX4bi@`w#xOmp{P)`&9xo~!W>u?^5+2+pK(C_mf z7c&Q#8joOYpk#!`oasji9+iT3avE*t5CX*SJOI&xbO9gFlB^Drsl~r(ymSE=bA0dT z-1S{=LgAb?Z<(X)ERcyvH)YU`P|*N#ii&EHT?Q=nM2{bI16nld$&B8TWyUG?uPipI zc((ylQ10X_#3JSFE9Ja~8Z^C)jx9AmU4(UwpunBpkzAyItM&f!_U}$ez@yYGUn(43 z@8z7AJ4Sfe7%JSM)%sbBS=cihNs8qbea0Uy`eX1%qOe)RfW$u;SufpwSutA!jV}RC zS6W}_qX7t80I-Dps;d_2BcZPKZ6&HhnlFMcaPPTNXrs!{Zn#HE&)tSanY86ZTf{)A747={=vB zuP+!sx5Y&ba?oYE0AZkKX7R7ag^{w+cI~1ALvr^1bQ*Y{`}dm%vY@&biPhs|MG7Z< zsrLSI_SHN8g@HKtF{i=kaJO-9q*^p74>b-ne8wY3trns>EBvA>N3i;e>VTflGuPS6 zD55JvmaNbzPmtT0VG$hk)<##pq6m=D*g21)sfT(}<75Q4BuF$+}V3w#@E%%6)EO7#z9*7Qcq?1&(F%M|CS$t^W6X?WibA z`k+qLhv$DT4q;(cmUPbvcZv(O47PW+YLSNEbuQ~9co@!(HW=*$vWBtO&xLaGsnwN* z3K8F#q4L?NXDzd|8Y%o17|0TbXat>r$OuS+wzjq^EG_2MROhReYhlESG$mG+^1qVO z%m@~+@C1hUsI!Li53^iLBBgX> z*W^j6G{tTQ<51IuD<|jnwPeT0Z^dW-?zL~X2iAPakLk?UsJDzrBS5)DG71|TJ)2MS z$ZG9m!~5E1cQ_fa&66!|c7Ih$y5A{_|2b3tro_7-Ny{ydPQaLJb^qg4TrWa>-HTjD zlqR+J0=@X~xHVl=s|w;u@`fuksk40kr;psHoX5&iuzQMmi@s-4YYe9IE?xMg7%QL_ zA%_a~0VV(@Iij_giVX=T=}60scI(3fpfAb|Sbl(G*cf1Vw_f{qt6!^4t-|+?dmR<> zdSVNPMcHOHfrGDi`2!ZClqjs8n(S(8rSvA%4}jUR zHI`_qKLN!?U_zAybNvOlvFmel#TLdVCia07fE=IA$jGQzsn3)D2zpEEeGTQr32>*c z3W7V0FAP-1$JL_A1sHQ4THW>Fe7Y=|M_14!ihUqBVCPwnBeT&lF*dgdC3hyLW-V3- zq7z*@!~-tuc4sT_OL8ZO1Zm&_--7V4+CmT6ULq@< zjtY?2GwOeR8?c26n*WOQ1l=`kEh4O-ULmtSo*kPcgv-J*n8pta$O;e~?Jt_Mt>0b) zT{4~r?9lmT?*(H%2xDJ}rH-=hqVHz25cB6$pR>`UD+?Kk8B#I_i^e8E4|^NjPy2S} zPEPhJEz@OhOgJtlQGt;MWHfN5!NU2S&AMcoBkBe;bU?r5g+lB|8Yha>pB}4|CZ!k! z)L|4LDcp@Vs9B4ntVck=sO4r4|H9wiqI}VF`h~w_^@c6xr9CEbg|m>6p6iSKAt~=k}Q}E1w=eJ`^fkN?ybbEiDjlE4u|XbEq{$v8i-ckQ^4*r z30*>a-D2h$Y~pAbKThqrvK=z`eDq3E?SAP;f+p>(xEtLt6UY=>Otnco?*T?_;fk|p zQ}^$e-_=luX+ry>6?wSh3BTSdd~)7$&NmBZB)FlygG1oDOUu4YI7l*=New$no( zpuD&CK!oc8(A%th2NG{2{8uGS;C&h-)Y z2VBU%FX@3eWB{@r9ZTgjMS{-3;f{!7a;hLLN-2i6h3j8Fd{<3S2>>MgPNie4bwZcNW9~@% zr}LCKlcc|X5c4D@wBs2mI4GUHb=z9;M=IGnH5vayq!B^puZY4Cd*4Q)f;b-U_%WNX z9^oE5vEiz}S0I)K4}anLXi6(a31^!7-vF^{YlrlnX&KtQ3_+(hz;cls{JyER&JGhS zpeO8iI_m&_xTL*eoi15vAhpqZXwiWbvSVYm+%mk=kv3B)MO{D9Lg2+sZtljUquzqE z&W0Zv$Y0<@y(_CH{ZiK3;0dUC`R|;sdT4*N866^anlj4bb?I(TSp=4l*Lz8VFQDuz zZG1$;1)jj_a(+^nTsw37%K6lBuKd|*cLTTJ=HBtdPZWWUavjib6kpz+obQL;^OXV< z5>WgOtpQ(6^!!f=I}i1{rf~U6dotot{XX#ck+~MW1*5}516dA}O08h2QhI8M5uG|L zWnTfk%CI%FZ%u^9jVP!=j@>FcGJ6T+Tn)C-y3siE$bUqgmDrN;Xg+U0T|ml^C5Eq! zVAh!KHA2mmPXHd~D!Yds9{#}gt2*|~@4u2cBZUEo4tN;s{w;q4)-Hf zE-u_Xx4;v3D+wA6f8fCQwQU4{cMjW`miZlc2V5>EKYdP@0nR1VVUB75wT?n<_UajR zc<3I(reE4bY08GZl-rsclguk{)93A}%j^e!V8<+Q1M(W`%duFI!+Yaz@OL^g`)wQJ zllcuOi7gTOzjq__5T5-4`1So62yu{t2OGPV?$3??c|(1ZHC&@*Dn+`>EQ@{D(?Ok9EWoy|7u;#05=a8h*aa#u?9oSrs!DCl&>v%E0Bn2)`_Iq} z|I5Q!_bT4J57>`PpGzXMi`0DjI=zKrU48n>!{hKX5Y1fO{fq`l<^ z!84Cb8GZ&)l1D)h0DBh(k7pkk8DHXY7svpJ9PEwL`_0QW?C?uEpvkmuk@hCzf#Y-A z)B0`m4*C&x{RI;T4Y^aO*rqk3CtoVAVs7_S>TdSlR;Iz`l^5j%r-xeNcOD$XAl(^5 zDM2d9Mw!-tIc}g~kC;4o=S{XNDU+7R4z63|Kid`*mAhYn4A4`f@JxKI&`Ao`?`?<>1d zOli%kz|aw#|qrr(S?tM@0Xj z%z(N2KvAi#SMA6apy2!8ZHbK6byO-Unr@G+P8DpgjYng#$RP1)H=esIzlYvk@5kzY z#?nfKAoLC?l`rxlXfb(H#Sqswbv{O&awz0uJ~Et(G@uIE$Mi1;C1y`lLLh3wQb1aJ zid2+h(6Cji>-PZ(9yY_Wu1I8w+Kem3Gpfieb-F{% z@5poQm0Ue>Xz*+o;qn6I*ZIo1;ko~xiN2|I<|N- zS~5L~KKH4|(J+wDYK%R+O#r>$T8sEUNjsC11X3#Wi)#g7CUu4)0$n&0Rx5JT-d<>M z4_>pg`0Uax!Pf`@K#J>q-n<5NYS5)B2d?|J=8=nfOKz0uxY~aDvOlfeZ+9v4HYOxG zW~;r1<|(W{54^l?$T^*P66oKe{HZZpqE`G&(5Zmffe87@-42jAi{(7UFT+GHf_ot8kU|)>zdLAISGuc=L#!?Dki(}SS_xe=7R@D$snm-GNWf&GPjh^X zI8tjEFGWHL?HgR$_ZPS7+7#4H-6l2B;(V9|mngJQ^4%TYpF0f1QJ?EU}7Dx0XDvs?fe4-9YF(pmDswil5iLJh>UOblu$>oO7bC;^@5W zZZU>SY@XN|%&z&iTA?C7er>hXAlCsJ^O4_QDm|GL36SQqE>-KJt|_nYfiM7VMfSLiBH2f#PZ|QQ5 z5rJVi+4ZEpxx;uxi?k-#@wzc)6432DDE07cGm%<#V1d=Fxt@;!1;huY&ZT0gWrYSC z0udA0Jx;xm_osS>)TuQL%-0Vx|DfFRMUs*4`R{;8fodLO`sxwLO}<$>GAJ+P7MQxo z>m4g}xo*l(G@o$`ik(U4J9s?|(4aduORO|*E`HHqmCiX+PtjSVTi_SGrBUg)-x*R; z|HBz{7f>uu463=^rWy_|niw8(dM>$oxbg!}6{-XzqCl}FfP9Zkv05=AoOa201jl%) z5dsv5H3UUagILI%&iGW;^_p(ZY)%!JGNM{r&ULe9vY!dGP>;lUj!wMYQ06F|;=7buiM5V5i*0zJ-v!W|Ni%aJI+Q$W-)`nGIU zsR-0Ijut8>rV1s>vD*zO#LUJOs_X~}L_!Mc>g!#(=mcuh5)UaoT9#Ja7rj>R7Xy#g z3}=rmE?2YB(8#5>PwOeeN2oSi{E;qQ8H#ec<{jB_8vH)ES!~-1zdyyt?P@6ix+*E`u2Axns?_L6DWc&o$0J*4?xr2;bcA}CZpaj zkx*psr^7!V-gWAMl5l(^CL@d2oppaSuGy{`5g)aPC(kD|iabY`J|7{!(tbzwdm80C znXThO{TYU0eBHp7_4|kSxYuq?bgcpZ;-aIL!}ZYL3MdPOOJ!S4wOTHv7n@^1A3Cnp zdR6JPSjQkEd?wvWPe*OkUN4&cA^6BmxUkiHHSYNbrIT{j)8R$ACm(eh!`Bbe)yFnH z`@rhi(ALZ&Y&5b%P?P$5wA`c{hfZV)<0zdKIWKVNcx;mhcTNBU6BPWAm7VOZH zagz7P#CErhlDUkWjM4$Co@vCHulDzyYX{UluvVK|J49B!JLaDen@ z>L?2R01+Md_XrWMEkkxCV?D}Bd#rn+I4NDG%C*k>a`Qmdz^>n~5e9PS46jt8vpdJ} zv@9_=bnKVz&oSjZEm-rr1k(jy)S@pi6+buhQdb7Z2Rdg2)9*JnDWnp3Ez9uf^@(`g zqdh_fW{)Y)Pwem*7bfnrbvYOb0OC-YFQ0A%d;9tvP8OLn*sa8+rKP2mPWJaDEG=n1 zgolR%!nnzN6iiHUy}hFGLa8DY3e_WcK~$vdU>y|x#@bbIS=}G-n#p9>vf|Zj#~(ks%(h4y z{GDGj9mLk@9|hgwC`kn@BDoT!7%H1E=+AldBSTh2;mk=E7!H&0AmzsE_wMGEO3o(-9^CUHl33-6@(_h`+p@!>)xA!F;sM*z_Pou^bJOF(?S?<@NQPYd?+I7>o4>;s@Cbw(8DWRDu)}miU`H-ktO1;PdBm z(DdnN-z`DnM3e2;13(|rfgYIyISLVXXp-kWfbc6GIB!cDPjdNlaF`XbHUwfjn!`k? zgrA>z)RPhCYJuQ*#pEm1{xQH*^(kr*F)}y4MG#SkL4J>xzPe?%izqro^M^_!cTk-_ zvtpGa6CL4)_;aC5&U5}G3QEO_)AlOtij$9lYT#CN`r>Og6$^;u%s}n0BPVcf-tuzG z_uije1w%SEMMz_d$_KLxY zPiW!GOwlY~KLfY0HpoL*?yR%p2h~_k^_f^Kh9Ol5h<2x!<+>(|Pq0Hn&XumK1tV(p zW90L&-Nbm{WX_(xL?-zH$WtZwKkv6_sJ!MSwBHW2s}2jieN5x!mO;M894;BC|$`gv4#Ny0@N6j0eMqw$1C zh98`xFJjD^5-a(o4EvMW{K$}}knwf)N&?v@#A%x7vD8r!FliRI)~l%boiIkfW#0M2Df**07V1m6Z5|CWZ__qEI7Ke^B6=S1^`z#yxia`?a#LPm)khIvkou}XZ<~`klbFN2W91Zs zE`z4Q<%O%=Hftk}WzdILP`#Acuf86XF9M1T#^&soT?47GUF8PT+#V8Is^h+ML3bY~ zaH_7LH5L*6`O=^qR!;*xa)rbI8_&<#SrtGIQdCY3`Ml#z;JsA;1Joa_7A}hlE+1Zc zvkbU!hX+_84zu63CR@3|tUvOqs#hD^$)voS-bBVtb3mcUf~Y%qH=D3)+oc=ERck!3 zZ`iSTJC6yB+JW~l-uD>kMxQKh2*k)EVX(6wkVfurE6{;KtKB>t(4t95}XjW z=d|@!lRFBUR%TqRzC_GLHt`8!<}NdN!j|DfX0HGIWqc)8s#XzscX??D2zrW&ie9XH zooljVe0$&oqF042DIWZxnRSuVeTmKcjl#NG>#>W!2&Iem9*`iMs6ttTObO4E;o?M- zvX?J{#ti&=eu>NU1gDp~;{B!`&aSR}H<<{A6I#3lu*x*M*=Cr2i#)RJ=4VSDC>`1i zQjRVEIs{U`E9dAxxPNL=@I28q>~vhbr9R1Exc_t30i^?3j-xjBSCu(khP?KZ>-oAY zP_!C)wVE%>*Q$r-;F3Ze#sZ>C;c&s0s*df$IJb6v)p{`Bkl_YI`kNm*?v!1c5tijPO{s_NZE7tFL_xpRQ zithYV#2r-r$qYGJ92gYK<#raOywZT7%PW%E)mt2{;#k~ESuXgk#J!2Iaq;G(fW{r> z)JA)3dADdsNv_K3&f|`y#w;$|8Iz^)b~jO zkCEP=jn2~;fszcTvzoF6rlyJhqbG17AY#Ip@v1uvwK85Zm zC3Dzmbd-i&T(nwsFY-H19JHEn$LHXGGUFVkzn~+cr;n~S9=JLxtyCLD2#3zkLM6u& z4o+^g!3FA@TdW=|mii+xBH+7&M!bK%VX<01qBgN!`f#b*zszp8pfJumq^&(6*5w+a zRPjXfCw_165-Jp_VN24GOI5tiTJ5ek$xqvS?95AK%;0U8A?RCs=B+9rYAgE+Z_cN4 z_PhE?Ok-J|;nMuALWi`?`-7x7*1z?m@~NPKUk$0ej%;}Flxm%4jJvk@0xtPuWF86I zYYaI_WP`E+v$b)aI7;I}Yi4W~u^LyVBOwXjb%T;b3JE+++ z{|MmRqG?)~%fy%n_6xb1T)E>#Bxaf<2qXKvL$jbfdashRuWbCitH0PL?;>L(!SJoe zRC6GxA^SJ2p+0idW$QS&8Qf|uvOpuh(ow3Xr*S-Y9v6taz8!(7NW@$mTmNdOE6XMP@{IOj@ zW;ZMnBcw80=F zh#%mh#0v=uymIa``ymntFA$(p95YaNGif+JOgxr^?pW zHe;9?zBoG+gP8TZ`l)u;3B-cXR}~vgvM>NyHEi+pm%sIifc7kp+ZpOUMc0t3y?1bH z>2H;h!t~>N*whb_d~}p!pF($a)jyzb>V7AXUvqEro?7b&uRygv$!&cRqk5L12#fw$ zs0V&@Kq_mhtbzNQF{phe58#QuMwqZT_$+%B>*!phn=FOf=Hk5sA!uSglz`;jWOHuC z(JJY9hk+tjO00!m0-x3OwFW0h#F`!FN#-f{F=2m|tT||NHiP%v=^{yA*!3^jd04Y* z$R?1nt{H=zce@NtsT7G^*nE=mP=D%Wv_DJX(2{F+6x<166cR$aKzVb!=W1}Na)k;g zqDsCRbOf?D0K6IDtMpw4yScH^#q)zPpf`h|?eDe;kaO&g5T8NeNY-@i{D)v{gz{Nw=nGi)ICK2lm7%8KSB(=qkY5b2SAV~HP4cc*gi4%z+w~T3XS--rpG(il?Ce`M?vX z=3Z!idLPlnyZ+EHn^XeTVq@%ft=SYgSzfHXP;T5$0qRdum5khShGy@6M80#COk?28 z;h)EoNwYd+^RX~b(zB)wlZ3Q~?}(U6S80NLA2X9^UwHiR)nf>ROH@8D|D~7b=S7XK z9VukYalmen3BK-#bVT}w3iYk(Bd{7wQ;2CJk7w3N?M5&@0JgRm60#ZrsjpdC0;oI| zLw;0*g~>yP6S5dzAG(iM&g%K4n|Lwpe(6vet4MQpa{7FG7irC(+>1Mh(8P29#^ue9 z0YJ*ep6@7Iolx-BRtbH!w)s3Hd%%Rd>m&HTzg?&9P62dNzzl0dN#+H!Q2X5zBy4!V zinwyDCsJ$+*b~uEQd)%ulS#=e@dhV#qhq-0hGo8HmtXm=d8Hi8bug)UVc6&hAp0jD zzD!#MHAHv=Ey5INc>2gI8>yi=Y*(H2jtbC;3nm8#bDX*@t!y_X}+1Qc*#-HR> zPKRyL5M+GIz5`%8lt}>ZINb<9e!28xn$T+o*xXtMjb?=VWb**<)ZS4v*6@hf?egDt ziW@DyL;KgPtWAK8_G&y6%CryPlT`U+CzD7ZuS`z&a@i7~!~4NcE(CB3;}Ri8h^wm8 zbE1j(S}o`P0x(D8Q>OQN0Mz?@hX5em1TZi5+U|%uB5uTe&?l5JhCn}0+9-oRu#{XIT>ib`IpZLtKnxe^Z`j%z#H@YZ;#M4(5q686%X9}_Wj;8y22l&-m;_a4ivLmT>9*m*&<^$ zeNhuljGnp<>3CbBzJ<7QF}8H)bSJ9()e4*s3{h@Ybowo(Yj%Bz-tYRif2X3Jpi)O9 zVe^Hs>d|H}B5;{Me?(%F!20YD8CR5AcEJP(FZW_Fcr)h$BfFg z5Zybqx8k>2cE#xf;nlSO_WR~Q9Tf*|p?aXK)Wl(lUaS&SrV(RfUsW&iFS^TQb8Stz zxyBgtl>yqYl;QVSv3l`FJ_3AE!Y^z3o_#_xhPF7Mgz?MF=S@QY7Zs+fY%1lazxa70 zl#|YE#j|^U!vF1nw0Dd|Boy5s%2xoJd8Id|r|$h%VDpk#br+z%#f#Gz!T!7a+7qQs0#S5a`xO#Cgz zB6UTb41ZLQ)VY2Mu5{hm--krS!;4ZYrBB`m637Y!0DPwkYsi4eVVkT@BKFJ0E+!X; zo$YCybefF#IKgVq)1&@YijB}r9t|USpOkH!VaNQoj0bO``+#ekwSM-(!D#&gE`X1~ z(Axb-liQ)a?yC;1NJq0mBO_I=H_!~bF-@Yk;^>3+Bs=WdSEK5j8-PF&l=#be*VQxe8O2Xx)f-Qtr0+flU~>Zj6>@{m z31smv>s~wOi{FZkjbI0X7;fQO$jLz0r-D3 ze8~I(N9%VNLF){ClAH^TVWH>X4k;safj~%MWam6KP-|erC+)XG_<(gI-Y_m0*sm#@ z>3@|ZsO^Qz_hNl<;ncbhB1;slo)=PV&nfuGzwF)i;@eITxE@v-3xgs^xk_VErC3UL z>kMoGFgpOR(GXqc+=#37M9Km6Z!C z5XKUCBU0R-sZymroa@ZR)P_-J?7ZE=octclar)ycB1bW zT(`(Exyfi&@QTyKmQ7z|44KsSQMfVQ zQe93{8fhB(7xfneCbk<>lL2bLV0PvJyK|`ZzNaWJyhwX;MTG__Wx$=tOZZS>=?-L8R z;ywQLgY*n~+~Ag-GzofujI)=NOR}RFU0T@D-P49<2ZBbS-5TY6`Xqdwa{p6=iS47J ze6fzBd1MK|Sh-p-;DtuOcG}OkSPlD$ z&8o1NcD_O{z?q|psdjl>q(8(k-aj#g0u8T(pv)}k=fttE}W32Qa?}pZ5m#C*}sa?ozmJwVIv!n>V()2^G?a{npo!R!e`% zQ_UX1+p6xA_}i*>(!~t4IA6lIys}w~ArjA+9E>c;0RR-YJc(Vz#u5Ow>%^!RxACPXuuT=VbQFBjbd#vAE zp%dM|l+FO~LrFfIwx!(b%I(jY4ou?8j^Yx0<30bl_=c9X0i}NLZvtiJ2S-RoIi{-R zAAM>ph|+bp`LJlC~ zA|?N2xnST_h_Q9$Y947su4pJGXh0jGhj(%jrRNVd%R~FjPv~^h^1dBi-d9)z;44~@ ziW`lN|Go-te(Y!pCD4^5SE|&@l8jQt zjuDGgv31geii3EO+VE=v`6sE5Lngv3LmRMH178xz3|XWlDIVud{#}BjwX^5LrVRf1 z7(#P#t)!66>wS|`LAvj!ojlBO0Vj}ETP=A+)WbYQ*_o#t2E3oy?}|?DM8Hi*75UsApDm3xl)H-uL zbLV#7D!k0k&}R3>^9CI0DV98Ppl4(C+5tdd0=*3l6PceRov}G{{@L)Zri`M0-Knwe zBf&Fnbet7{N$s}g`W-++pEpJ6NM9>47YhCdbQa}tDy0<`GO0^^lVcWdJ8U1=z(XaG zQj)5PboQDqUBH%VPZHSx4@ciftUZ!*H#c zi2>fye`scV{r~E9ASxceoIJwz0b-KviUA-dOOIlG4{c?uGY1#;m6w`XPH7t@j0?N; zOc^(p7mfeaw4C~I@^ZGaue)2cDwGnmRoeVe`sk%bx3}%z=B`>QmhEpmG}BbOKWR9- zU~DfP+eP|Jrq^tS<)353D`9Qrmh6^Z>h>Y}Ing&AJSRgD4xA`T+m1t0^uLI-<&qGb zT+mH0m37SBFQf?@7#XOyv&DRO*!4{ zNEe-`_z7$r}^r58tt4p0k z%$JKk#H{6pHc%SSCCH(-G`JjT)g0#n;g!sv{nvRr9cNgs+hRnM_~#LG94bao(I9l5q>_^oykY2H+Ip>f(gIl&#fg_RGN}Thmb9cr z9bkA;;bY{tS_C0Rk8{vP(*A*^^f48#O^;lg`aMVz>e_fZr}oatR-tn!wXELX*RINM zhdBi+Rj7w&Q9no5(z|FqDgP-F1dfu@KP*k&bkWza6;4l;q6$Bk)x<&#T@+}(@0$s~ z$B1}9%;H9l9Zd#yV}bTN?Y|GacQ{yX{w2p<&J@jNgAP&&}!gtJ6w1oao z^)w{1JaP#%#4zi?#E}??nIOg8lr4P;J9$vQSWI^GU@|>?OM=YdNrt}DqEa~7!W!O= zqzJ|S4MZs3R2ULA&~#8*zTuV`v0&!7tL>|)1{hBb|c)4WHoF>o6 zyAWU-e|>9zSzw&d*x-q~-_op0Q5=26`p z#N&4itFOVX*Q_|Q2le8BWp)<3DsLYQle5axu!^%oKyvfdF#&p?sBDsoRp3=Pq?0({ zlV~16nYoQl3WW}8g$@mU>r&Bywe)x6mTYoY18=KiNo0@PoQdDM&6xl*b`Tl8V~P=< zSCaM?Wt({itwdtg?Or@~$cam%6i^j^Uc+E+KdL9~0{X^l7ueG&m(Cj_QulCe> zk#{F&6!7sej7EpPOH-irkILLEC^P-~Z6GPt6_*ksK$&@RBkEYIL^VF% znU)$VYsj2oWUc`vZJ-Wo$KZ@qbQ+ED2y9()%m)wNLH3dRqmWCcC>Z{};9&IKUB$F7 z-%py+e(APIDtdn82u|lphcB^X`C?Q>-rgC_mlx7OADubZS81q?4iVis^c>zHE?yYk zjn}N#$Rr_Atrjb1^{eTkzx*z@5$1;T%O0#QDy*YsV0k|bZ*;Wxu|Z&9DJ0NcmpBzP zMP$e_JX9fP)@hQIs9)G6>X7eW@Ud+*<}?@F(dHE!{dfGC3oPI?J_?}DA}5XV>GFQI z$?_(r)GUdjrc}`KvBTp^E%N=NE45;ZY=pW?IG|ui7_1Vri z_t*fJ^9mgw8f5}cVb*L7i_*xjeJtS{Abxv%NbG)q+9fXld}G>r1Db+|5`*Nyp@Ste zsK_Xb>l%}wU|YL4mIEjIev`Ni?oSH`4!=x&LKPbyJnX^QpC$}rZd{#yY_!zjKg2cs zmOnT;Aj9H->R}E5IO&AnJbOvLw9Hm3JDjk23oufXPE&W3M|B2xVKeVVc3MXfd)xMM z;zjj~>_2|MiNq?HVw@+<$67NBbk4h1#e?L`gSRzI?#rqvps# zhrMqu8ZZN0@-+Fp9AQv;p2ANpeC>DCyi~MG zwJ}_IEnI3i?RKTJZj8LaRT{(sk=i8PN1W-?k&uw+S4Ad?i)j)3~EJncQ&pln27eVltexvc(OW}gt1H-EKL zM!e-+PG;?*wHie_hfW8(y3d$D6S) zb1%*p+=aEDa+!;0$M@jr9V4zUCc2|tQdSm~k&$7N>M-`cVBkMOTYKA(^2ZZ+3hSoz z@=p}mvX&;yvU4Hg_T)(8 z@bj##u^WFRJC1~vXef#_Ri-M~F?OvJc=G-`us;1&S{_(&CkOlj=X#I&=@#`Mm*LRM!3TvecCXyfVmQRh(EUCuv8C!jsj*o&t zO>GRT)R0*cIq`jIt0<@HR^| z!Cz_BP@}~)8?3PbzT$s7cg=;h9`0R!pGieW;SJ&L1sO7^7>w-;ZZ--=s;g}{8%82Q z(p?UZRZ@KoO4X9&KeU5Ru?%Tt*l@^j4tqp})67xPkiOAHAq0+K(IKXU8yS5zs)kD& znOJxYz#T~rF!iXWW7N>2EA_)q#iS!lq5TSqBC$68QiE53fi=<%a@e|Ed}u{JJR}e| zdu}qUi@i~#h9n3*k#z|<;cx@irsMAW!#m|w3bEmsK3?s%-p*?S3@=K0dUC3&U!kF) zG1mr2A_jUt5UM#ty_Pq2)l}PeHgt(H#S6$Z#cGtr<{eU)Yxzg=cTIFVdN?fU(WN#D zUi^~?nDetnKp4@`2mzC0Y#JDX>O~$-1g1|2rcdO=x$vW$$Kwv`;9lF65vG))7(<7r!TB&_wlQ<|*F4+BZ#jOh)#)w6QbZ$>=494s3Ui1oP4_-#^;UbM zANGt&_4z?UI6!gjV9f$6%i!Z~Z;cxZ+H~M;%66*cMpIj z`tK(cV{v!vt+|8uhxX>B7Si_z4aBkU2W15pH;Zsar@QD4vZ508)X8vi63 z$iwF6$dUNya{1^+!Mhqt1U7{m;bO)(*vr7Xjt1M1ELNj3%mj|~R*lOJRLR_Y7p!(t z7A8t_VAa*EH6Nj&U}?Y-mp5!(86#Wi<8MG{G~RNtw)XiZ2Uu(}LtxrAg=hL1*>GA6 zdtf-M7e92C+}WOF+L9tk;%-0j+0PM>0gHm<%BB#vThD)WRVO1e6LdTfgKxar(J8rF<_`TY5Fe5nwyd)7SmvsZzyAqJ86t5&ec zZlMBy{4DkJV;wMkVUi!w^Tgi&@+I#B{rhzjK0uqle;^);N+|OE6J$aVTJIkqgMgoW z{{YD+g`dFwe7}Tg6!Q?n_6iX{e>TvgYm&-bmd)c5QC3z4{AgX$AtKLDpmlUUsT>{l4aTmM8=^_&|Gi4PObic~-@@S9iJ!Y39mA$dd0RViO zps{sZ+1#AIV%L%V^5P9hDQY&_;^zsVq_npS{1{F9CMER=pfccl+)4cK{)QqV-~qXz z;kNtr?^Nj0jztTN=4{dy7SsqBbRT9nx;QMR$zFT~{e^zk)UXIGgmulYua6gqMGlUP zkO~Us0yr^!{&sOHA(U!!w&APY5f4x_r@6WL=DFV+FA@^c5X135*SFXETGNpfi1TvI z+K^_a{prQUL4XqJmN40F&;bwpFd$gt_vY(*y4?44du(BDu8<2GzHn^%e0Ms#u%N82 zK9EAMy;yIB31}wmOi2(HRaeIY$l=S>ju-N!BE1EGhCssC*VkM372liJ^(3#Ng2C5{ zU6&MQA>u1-6DWrF9mRHgdkZ9BO9vLnK<0S)|SI*ZV#kvb34+JeHux_6NIKS5Y&Fsq;-VxZ0}+xLfu52x>E+920b!QsSlJJ7y* zm$Ig3W(Hv50}%(yf_lpT>``zPcoY>E7pGUs;bg$NpM_l18fU(634i);d;h`OrzaZZOmm{f+?ACSyW2*k@$DFVL_}|kZrRl#;BFgqgJA*PBhPa&Yt5spZ`IYq zgUyo*;P_4ItmXc!BnstaZ!f2;OrLo)cPlNd_5x{zt^%bU3VBKuCx_%a za|PR@ln0txFh%Xk}{fDOGwmByx110bE>E&YuYi4?mxin;YQm z?X5{=!v(}cq+>uN-XULQ^M2!YgOb0xbI9m$cHl>ZzT5h@kHGi;V>q;dt}UU!tN>#^ zPcMcV?j&N+Xnb(+fwxjBn0^rIBE5aoJs?*G!dc5-A8OHkmuZ_$tvg|E+U(#6O(Goe z;W`xikV)6W08Y{gR13PMgRb) z8>w$<>SY0{$di_jbDri>(LR6@olAlpk36R{9+H^*JKZ1p4DHNIL*W+>V$FEZp^ zPYJGMh{(7H)Sw#W_y)T<(q zsJ2l8J$f?8rmTMtTxkysmkBvd%Mjw$t(Z+s?q1rZ!Cadc?^Dc8GR+AD@(d`wS z4hb=Q4hC=wYVD8V&H2C?Oso!G=#QG3p6-ABx($wqps4RScUb87UzrI`PEJUv#w8@! zTbU^G7@A!ZUmf+W!F)*61?cqcElaCBiT0L6GlL<Qx6Sd diff --git a/covid_deaths_per_day-friends.png b/covid_deaths_per_day-friends.png index d5590293cb4935c91670200ff1fb74b55e5e4d28..8e1e9edbd8dc7c895ba14c567b0b059b4308f672 100644 GIT binary patch literal 54071 zcmeFY^;cDG)GiDnB`MvAqBKZIcS?7+NO$)}xGMQ;_cN?(RPK_Ib~E&kx_9 z@HqxUSbMLy=RM<^*SuD!f}8}}3!)b=FfeG6A4Qd5V4e-bz`&LwA%G)aq?NS6f6pC- zB~_5XKQE-uA>eOhyN{ZVFfb@s&>z^*1;{-($mt}e;iPP9;^b=RU<_kz=wxSQ>ttpA z>6MGIgQK~v4J#uvBQyOgGbblIZYHMx{hZO(!ITNp1fLKF<`s;jsE~?V^8SLWSLD`R z>xq0EYUuu7ve%-&UtKOHsU2vZ@6E|-TRV?Qnm_c`%vwxPXJ?B@9w?2Ye){u5SQs-P z1XXhI>~76mE<1s0FihuYs&DVFW9k;97&~{z`B3M|S(`d6^Hl(*FcL)oHMX=e;(x!3 zioHgz{C5zO`|EQp@FDnv^y4#z|GtS%>5B(F15+6ByCBNH4>RB-(*ysVG3-k@{NIP$ zf>>t%KBRDZ_5WXvA>chV3JS{V+L|nB&>*ewJSn%+a*}N`vopcQWQD0b9+RHc?t5TU zQ(#lY(C3JVMz*%mF)`STjEt2Q6Jbm(_gInQS@9=y9>S(lM%__Gn34_rMcOq{%tl>5 zxlt(sh7*A0Rah)1f3FOt@aWXq`O+xoyf^AX?TRM1-7SrH$H6f*PJvVIxFt83%4Z2~ z7S(^!L>cfN9qe7+ujG`Jov9LXf%{{)aD1lC=`tgj&!(oV?x&xh!NKM0HF3-H-%utb zB*6U2$r;U+C+Fqkvv+pRmQUlSeESymxQp1f)TkRh)%#MDgp}0%a>lgkYPQjx)zHwe zw!Z$fpLHmm`UT9%$w{T{5}B!~DK9TC0n6u)-^$)mQW_WFy2&_Yu8o z6wfleJ>Llk3R*op99(YmuX8^$@wLRK*AO%?c$LEKOnXYkYC722-HoWPuiyM|IrnTx zOhRHTPw`EGYN5EGAdGUZ+ywtrgRAZ4V2bwgJpvlh@m@(w+^sE)1=i)fRXy{)79E;W41Qaum3 z-pMAatb6%^jgda@f^JIUxy?~Q~JlW1wqxtywnDqbj zt*PMv?!j=PXB_G|l*$L3=LJ4KJ`uas-)if*FfUnQB-Sh>3fjo@^jF4XIkJIKh|ix> zpKT5(*`_wFlXIn#bUs#;B72fjk>2f)&hpeuwWOy@Fm=38Wa@ZDAzI#Wjsj1l; zfQ${j0A8)jc%Gt^he!SQZ{HNn?w$80Y4r5;dPlM(V$aW=jHgQtU!*5i6pAW)5)k_!WIoMgGTY zqm7%bv?)l*>CufX4Gm3LOiWChf|r2ohRwGcGQ!u-x2SENpD$^(H?*zaN_eNp$MPI*Q-F zf5(xRm(Nzr67OyEM~wabn?4)tTJLziGA^(ea9$d8boAb?Na9$}t3w)AlYRwZ5s}#a zeXF+=6hdV+HR?7?%|#%4uWxSBE-o(i9xgQCiqTv{G;8fLK3Q8A^`{Bw_Y4fEf*a;u zUtd!bMMCXjK9U)DIx5XXGcz;O8%4^4Lq$bp+!^vxtV@6N?i^erEGsL^;r878;0AbD z@99P#xaiG8i}Rk^pWa?6_l;QfAK+2nzIl^1{`5{NjE9Cs(%#WgIWsFOwy}}dc&#fk zEGa3;;b6AvwSGKiyB8=LqHmRSo-H)GJ8nE&Evd5+MMCWZ0@pHauF5hVi-bgH-7OfM zR7poir&1q3UT`Um0E39_c6MT|4a)n;Cv#@-U4qS|19yWu zZF@&Y>_8HSWm*F;K6LHt>+5DEe4dw9Woyx-JZkP26Y5p^Y23~Qou6Gm(DnY3jDcPm zEacC`glf{)rt?whUS)Yc)z!To*OOJTw`^=Gb~GMf&Z3;Md{8tnvCzq&DjM+Zz;}r6O$(TQ38Aw#Du~`t##(u)X#7uwiR8YW-XVOPlZVyD^z1_~5{kb=u z?;jhBt6rkVa60P)HqRlW?5M`|NRQiPKO{Go3gl$3n~iv#76>Vfwzf6`23bF_>WCQ| zy?%2taEsV$?o-)Bw$Pd-2(hW@meSCJYXlx19(;4N%K?!{F#4aNp=gkrnH|(*C}6M$S@{Ls+UkEIXKZdR2?_@=!!v{H;}vihk}n`> zrLJ@Y<9iPIw8+DN<$(Zav9Yn4HBvZjF*QFL^XWeS`zCsMd0Aoij=Xhj44a3ifn}kv zvX)7wwzW5wuIkFc-rjI)Folwe3jc040CQ6az#`hZhr27sozb_mmFE7z!HAcamm~s^ zWbGOos7;}vEgQ#wvyLs7!u<#29!Y6wqr1xkm{~0yfFV*24-O6nru2OVHu~akb_+|~ zZg+B}_l3Xx{F(P~_a_`56jJ!{U!S2R-=__J>FHTT6 z-Y_$No2#)sTaS^)%M&1DH9_r*V=w|goSdA)<;Hz1O^*!P)yE*z)(#GeWXZIvt$MDO zeDp0M!ZLBLZ>y&CI@;U)-bh4!jf?97TZ7Vh4Qyct@-9d%U9(k|gv_5r6F$*LmXt8z zGwM*|s6SpohSP6pw|yy$aHk-PxuraJtIwL!W~uwb{E$UIs@QmY zI3t3D>-+7+o{_nEkI&;7xt`k!e6el=LSDrfF}oGaGJr_ab8~B}tL-3lB(Pg+`7#5a z7_4*L>Luxb?i)%msKjNZrLDca1=D9so=1G(0XZS}oS?LgGje-@uy$XIKqX{I5_tA_or)Y^)sH=8280#XlX$cFmB?^!ElC% zuUPOEkM}KGFb4TMcJ?^1T)~6yry%p;aYI)J^@%i}$AtNLoz4D)j#xVN7oFSN+aUl> z05AOnj=>k#R8$y&QjAK@pA16oB>{oP=8?Q42o@P9CpNHS6jW4DNc9{(5x zKq3bF(`5kx0SdWtq$x))ad1RcRB%Aef!4YG#ipbWmXkQ15c4BtOG`@xbdtY)OfCJu zOgpnxbb|RuKDtM$TJvDrKMy2+u$nIQ1)0CRyu6Z}9eB4a)VmX!z3*1n*F`}zk$WA( zGBsbnhFXnZ0H9He$={OUcno=JMMS#wPAec`e$jIHnvf6*!hk`mGF>8?48ALs)Bbg# zT2VVl&vWJ(ly_H0x$bA1Ag_&<=nL@Q?XwCC3y1Nwc;8))|JIBFdkMv<0Bhtl*|tC) zwkL~-<>cfl%|`qH9*Mj0gu*g_+C+2ZQt~t_Ofuw10p3|Vs9Eaj=?QgR@{R{37@x@K ze0zk1&!bYoG^DdrRIA2Dcip?Gv9YpZ=!SLprXu}mb7iFsxCQ`3F913OP$Q?c_Neg; z9T9`9b7m$17?0JU^^34k1R-lsmPB-1UFR=)i>cxP5E|}>bz8^B#|FS+zcnj@XjKc$ zh6q6vCUMv@PVGB31J5Y)yt0{JSa3fZ;2>oAj8t7+EtaZ1dw2f$6JXbXs;a6>H_4-? z)A_<*wQ$d#X*79!ActI2q^71mfByWv z-_PC2^qS=Xpior+^nXwWf)8A?6V!WIf*Aouy~d9K0s~l*0X!rJeajb>kR<>-t#C!( zW^ra0Ljd(h6VTqR!Ww`6{N8qv_npj7h2`3omX;aHA)?42d4UHgK2!Uw8%k7A+8Gk$lX z5E}=l6PzYXDp#jd=MV@BhhVqXg?9h&aI+fDWHz4n?SC&sv+`eiDvYSq{$Gz7@c(qB zN^sVc0DOWTDhb*cVG4&R0b}4y52)Z!B3FI`$FZ@ojsA68NEA}IxVXlM?6 z*DI!oV>4eX1P)VBP~@QJ3PbBHw3#L~Ha1>4Jk&FcF@*t{9c(|{J$*gR|FqhQ=(t?& zgIDhx5tRR@4bSxZ30j{DlL1;MUJ43dkBi-eSDC$%|J!JXBmHZ`BbJ-47L8`gje&10 zudE2gypwf1ACYheZNx`O$+osO-;$Qc#N%T-Mo^_{?bo0O$Hrm;QSh-q0x@WWLqvaX zGtWsvLSi0(6cNj=~E%M z<}lDkP&}G!;M*Gs0_IQ8hXkIyGMKxgNc%w8OgDMfDC&oQB{ZWD75f&CqIUX58cC7) zV7@Nq@!<~iy%>T^&E7q|y`KQOMg>^VQ_sbP9j3wcXmcyg2LYP>8&7-b;JX^U@7Mvx z$OL&{))8PR(}?)jP)jMk+`l7wyeCLqL{sIHA&tZo-j-4PA>7SIga$B8XIEF8$3shl zF?HB$QZ|{7Qk)=f9nG`XdZJZB%yvHpU}oxoy4;cY!SZi!?`uB3lvA}s&nH0;4JAR&;=P{J)33A&*AkiT znn7E8*(COC{T2wD)$~{3-I%zzffW_3(3;!k2M;|6GFZ9Cg#`>W*#nqlKAaA_LuXC4vrv?4Al_gC8 zp(!Qx?>Y?*&%KE5&zy_MFh|L%y?;$gK$#`+cc7}bdl~0;T(DZ)i1VYMY(G+bUQqKC z`F}pu!JF^E6AYWbPoTlS=oj4DyGGEM>*%V9AdbNl z{s}7~ArVE!C-wO=C8*W4b#*U6ssw+4lEm!nhQYT3(#m`Np5V4N(t;a2$lwUdY}50k z-1eCw3w02>d7`^hB_#_8_b1)txqt#eCE*c=sk@cvL9NB zh+eV15wODx6x1;+3(bhj!g`M8RQ2%%XdHK-RLbHEMP90|d33}oD|1KO``Q;db zhc|3TE!y&YYBjySe;SD*LfRyZjywTyc0Y6JB+|pMYlD73Y~1u)pRGbz-87(N-9K;r z;YHB6=Wk31k>OGeZjG}O{+CsPsGvJ=Z+5!eTQ=Iqafm-6&#>|}QZ)cGR?x%4!?y&V zL5q@MKO#@*?J(%aI{Ny;K~^%41`S^fz*|^&c;X<4C1qvd1r>2peIDJR_1_->jnnNo z{W1}NRc!DL4GjX&{jlHeVXkJlKA^6f?8XUB?G*BN6|u|6fCubcqE&tN0Q!mw$iwZk z?i~3vIe@6S95+!@cw9|DPXqHC5Mh81vfJz@+#E_90?izJ9`aSC`Pg)WD-(duMj)VP ze`zCSP^m}dMf0Oc@gG43AD5>@dqMCE6X;}1rGsuXI4Mcn*9d?)z@sq3K+Cwk&x5L` z7XStt8XCiyVkm$M5_5210T41B;7s5*E4#Z=V1X!aH-tkFfeC*fv}RS?Oik?M>Ln!_ zd@Y4$`Ml4_PKw2PO<~c|7%=?&{5lOTXkVn`8DE0Fh;L|VDGmIN>#2j3ApsnY?%8jr z{Yt_Sd2ik_@h4_v5CuMk=g3a>KVGwcE-fvkzI0OrOOywQ4YcULe*N0!6Q>}P3VYTg z;Z*1|xTPj?Fi&x?4_%c)wtPBRj2w7in4X>&7ytWscc!)V{C_j9N9UoT#z3j)U!v)zJtN^!KGknZABLt#D zx;2f$G`IgjC^*}+2=ASDRRDDTvlcBd2*^8_svDs!@kk9oWYDyGnW+{OH3p**cLDOM z7V^OT`1mN3#2yKyHr^s+UJ9^pB%NzaZi z=WOw{eo_ax!2lDtzi8~O`%r9Z?R;W5Z(+tS)KZ2_AqwwscWGVkdNc@99RZKa@B9w; zJe7jy9yg~OVq{C@#?l!^pu6;Xyx9^<6#&H%a5K46(_nX``Jbh(7#OKPGQYlUi;{oE z2Tww0ccUWr?(_U}Qvqd(*8zD3AouRfR8VyUV@y@A;@&FfgWwW{|LR3x;Q}cI=XG2r z*f}tWst#+$vnIW|6|41x(~E%f#8;M}44@vYr?K0}gLI!4WANq1-<{&?dwruyb@Rj5 za}$ad3iXO@hNf=uLml6Ssb2l3h7L z5KHgZ0E7DJVs~QpvQfC@GxTi!?-+&AiyQl`--g$jFIOKvGOb{7J*e+Oj` ze9*@I0iL(b%-{b%cX>K&UD17N>n<20XREWbSn!WFHk*=bZBH$A`F^{ylCL|wqFRN{ zn@Qej>-(EcS%N0u{hO$$D9|ICP1!?}%EjIkpgM>TxB#Zfble(*atZSdu0tvr{6C-o z>}T}4h8+rgg9QeEoW4=srtM-Hwg5)gZ`kNkpTW>=4EGs3ldPRp z9O0kYZ>8gof%jk&5=w$D!EGzW6$uTE!EO*F0Wj%-LJl)FB5bkSW}(|Y=67BUu__M&i%W{|x%c|AS1URWi;8ZH>L-e&?_C@ozTvDW|Y zuN;R>1jvP90K$SAvVJ6ZosNQZgg;C|Qdk&%+&_@xI=r)!Xt5_B|HEhZ8NSjBZ(c-NK%n%k$_2|1#xqb$kR`#O z=RF3rUhAJ^qi*1iU^uXhQ_hlr8gSLKYiZ3R4s^ms1JGEybuxu#4|H=RFo5+f<860UGvD57W-lR zF#m8fK0fQ|#QB>&_M;ny-<s6ta1>g*VUXDb-E9BX zqapL4vO+W;PEu!;O18Q!lK6BrGz%~0bEib);tW^E@FNkLJ;xh8?NAik0A7DdNSOb? z>Rn&|${o;?Y!>4oL1@HSFJHE)>w6ooek7M0MFer+f$y3h4Lg9w3NfQ9wf_<`vb!X^ z;y~X?AFwGed=YXQ`Eo>m;qY#s9CJ~+>ik2^_v=%yc?v-nwU{EQpVA^3e)l% zF_gOLMm9%uVcgX3vVS~Ec(+spOW_e?2~>IG!4_2{v|KN4)rO`9!j>+ba+i8>!W0zsm7<0KroG;ZL4C zGS7HmQUb@yHPi5|J2cM-4NPe+CLh9guHxgdA=Hvybtr#VWpk1%BiD7C(0~|}G z#(j7IgLi?3nSjG4IrNP;=RX5hGVZI8`_B?w@?REX&WkgwZL>_2Uezz9u`b)ZK-JH% z**{IUaDve`t%}G}yFw(FUn(Y1!@ggxUM52zUiw08+E;BDfr+ak$@(Wpp#|a%pxjWN zVipwM1NJ5deJA4$wAmSxx<;9|^iy{3SSpm$uZ0jP$q_&5rB@ft-Qltk!9qM}iOY&J z8DH_%;W-@bn96wfmiVCCz&VqvK0)?P$Nsz#efvE%br968O8xGxE-W0J&-Gu(K0!yO zG7>R}_^yR~QIQ#!ODS{_s$KTGuEXnsV^rrnHlj~0bEno*N42+KOR;$^d}BB`?}QBK zXx1>>VNNa6&z@uwSm4DJp)_m0ZUZ}juZ?GeJS=xsub{o~`xH8fr$^@&-#(60uDg8a zI;yOU1L>d^{do&J2!64pVy}6XR z)qc7Q24|U?Zlx(BV|M|Hu*mGABYmcThDI-aB>;BNnR5Gbv8kSEe?4_k)@Edj0W>7bE@tzI22K)N=nyD3GWnf9Ymsode)Ng^7s1qA>r@jc|$w$rP zdiP#8-@q$1{08G3B9r^ybGvGjLDWls|HZrM)BFDG`rf8o8$8D+!2BHZ8<@W_CJ_z^ z4ua-5|G$HMCadJwT#z-+irJyeY>AFS^8c#^u$BJJP-MO_6^1eE)mlBw+~4Suf^>xx zm!i|v`T=gn!@khouW$?>6jqNc!!Cg)*we#&W5q{~HwQUp;wmFK5?h3phMNQBm2jLJwpwBsOtnq*Y#+Jf zN109z%52fde`ROSVsk@K)<5sM?(g$pwrHk!Pj(Obzdb1~sjlcdGWjHhJeT3Y=UiP! zUFGRlmGZ+LV0<+-HBoW#(NaSZ(Bk%kHU#G5$B(Uxi_L=3+n~_@t@BWt+*fNJzK=t)O-ZAywNxlkjIU1QGFSYI#v~ZHI19JRzl{;U zVwyYNAcl!k!<;5z{ON|k%|VQHg{#~AZD>+*!Q=j#X>-CuKIBF3;$kY`bkWKA`z6S| zJ1t9^a=aPY*nWUx2Wen#ne=`%I0m}wO$s=HGl-^VYdhqG`nJ6C<4lHEO(;AQ-OGM0 zhd#`^V!!E&e%ATqz`l9VRv<2Qp7h~qsMT*9A%2#)=Q_XoygJ|qw%t{b{h|7gUk_iC zRL`Ha-%WU;9_HMi9WezAhl6=7V6$aO#j{^qgVw;~n4A4TIce-r2qEqY5xnTD>}2)AC`y4r2bKk82g1C`pj3uI=6wB zYZsd(Mv6*%>|%e4QA}=|cjo&VOk495u?PE;ZnXpOTO?CLKZpau zpry;e*m5>70GX$?0d~6KhgWK3la?phRnqLG9Fn5V&07*G`P9!~77{_mN3?M?5ca6s zPSI2G2rV?LzFzj%D4TxbYnzcD`57+s%$sB?zx#xRyw;p)i!o(P|&LZ!zX+Sv0acm*A{X zeL(wyiQ)U*BrGxm@W0S`2bjIZbSWnM1$WQX!4Wgm+vkPe-^a`cdVjSz<7s6D?Wg&i zX=SaOs!VAE{7v$Nq1XoXa~%7ZR-_b_G4*sS{x+=MOmKr%DxNa&8+TuB`63#UgT&9i zT%lXQ_ehMRzv_ysRX=bioiDc93U+zMW4hBt5kQv0>;4_^_yAqVl1gP$fLtwX8kTwN zzP|-E0$I@w^-(pW(J89MgQF^wU5VzZITMFBVPq!ry zpEU>cO`H46YiJm?C`Ja-3a8_81YL2Z*z~_&m5R*_))YT;zRjt^Pgklgc5aVo_+M*tthPj(px=Vce3l2*Y`vGAsPP zF@EI}_9{hOe7ySl$?~!R3+qNleg@P{GW&7FRx13{pfN?LVVQ2z!zyU;?3XUB<9Dv= zMU8vXha0maiFGrFUVJC>0+m3;mIBs10X|s7mND;$WSOcb#}t0!-OXzA4*E&>$wvrG5sCT97ef;DqIj$JVN8qTDx$dZ zK2ZM2OG+f@`@@&sGvW=KQ&n`UjpS|n=?!4(pd~(2qb^YgU61c?vcDrixl2g(&{-10 z;y9l>Le=9;8!2x`pO@s_m&?jC+iv{emRE16M6NvJRB;grs-Ib01v!_rM#=XYnnbb;2scEKv0*+?(jS< zJ#*NS+KC62sOyFtB>}eN5#M%uxb|49OLB~7z_0mn)NE{QjpC0l(&SreOmu$&*;(Ln zs8|{2c4p3ul?}~33~L#DvgR82A`U@~dO>}hoEFZ9(j{uo$Cva(A4)-&yM5dBX`^P4 z&XT7gA_*NU*Jo>rMS(34eN$c5SruF7=$y z4y7!YCM%Dvg{o+|>9Oc~i$rUkUuyAYon?R1`*zKBTXs3GbsKc)UCJqCWDEzlS(pT| zO3Sa#-Fp-|k$jpFSY9N}yZad0q1O=e=Zx+X@`cm-gTx;04aG0t7L+HBUoYhucv__e z$V?7P#Wl3zPCCRVT1+qd>N5b7fOyw}(7ikSxKXa_*s{-KcY|5!E_7uH+qj#jotm~# za5zsLfQcIdDwvAH)#)Mg)-nlRH^aL;EleghcVBjhHIgGT-II)?V&%nXNZ?+V{y)mrVVl14ea;H&QWqiH@cUCr)u_N?r$U)6pI z`K3O-w^wlC=?CG)hq^`1_R+K4C5^YwsJYXh#NH)4FQ@MW1T7vGgiaPg0~|p zxPsG$+20avvzuRlrFfCkqHc237Noou10MY20`1~H&#CQ50AB8HmM)0Z?dcgZx}D6P z3hFgK&X-_5AyOXrTT)RlAeYCArLJMw*K?y9POyX>KGcaO6ofB)*QD}+Zw752%bUO%ZsT*8^| zf-bmEAP6&d8j;)!Aa!TxZ~$Qc{e^~jbW(0W;Ti1?lX(CFTJ-HN>KA?Tj9X)HX-X40 zw2nLj*&>379gFAf`n#y+T&6^poKxw=p1PSsVyrob1bm32FTF*Tk8o0FJO$UMf7qTj0Dkft}_Qd=SE5lZjp?>z@~h zsoI)k$?u`$gU|Jew>3WPVv?Bgpbh*BgTIMt9pH^iY8e4L1s?N59z_=3{#uqZm0JzH zq?-cW2MV6~p8+pfTX0><29qkMozXxFk)Yvb?-NVr z07wt&`I5;{sx0_MzIq86n8!jVJ3x;&26S5O?d?FC8FH!q2B^fKqhQd4kAmY^SXeT| zjhM!E+p`p@cWYd{2YfdfLl~$ipeaR~iUpdVXxl9OU0}ME+80V`qoF9&1?BZ6r__PCM6<>B!UmI?zQ4--yT)UyOp56U=ka zNjO`fGSc(&&w!}_lFGmTxfYsEy;CR{7GUDz2RAkGK~)-m!f>HnapQ423Mwi052`e; z@9-#i$K%TKWd?1}08|c*jy45fYP{Voyg%;1$bk?Fni*=oJtp9$pgbZ~?B;*jqP4e7DKREjPX5+4{kf9)YUvo6N4ZoeMjb z`gIqtn~EX5mzayWjZC@e>1qbXg`jP99vS*6OrQyvj36LJ6az9kpnQP?6shUS>YsO^ zSuEcPw_7$gH@_z&NZQyi5)u*uBK5eN+~>XBvLH-X1Yrl51HWhm!*@bfaotWfaJ1TL z#!qS11V#8~NG5e-%^hE{iH@;&17VkJDy|sA(s4K~L@_Cf8^NWsZPpjK`L1yzVr)$A z%30CL`MnilZb=TSrGiLYgk=suAgzO4VM9UeuNmm#)zwL9Znh#lsZ}m$d9yt4@vCg= z4x|H3qbyw%8$vt1v>jgAx3pg<@2-k?SEW>x1-IgrXM|yLb35% zf;lUP&HQ`Kd*L7JH5Dyo{Dyo(qWmIoLkL|>?(OJRKhk%wJ%~paXHyx4bf0bQl6U&rQvIzaX2OFyNoMc9%_H)r-e7K zAeQBulICYhT6NdeqNybm!)*5`U#r*uOg0kXF*)C65=-$khnXAY08HmzF=)1|y*R;? zmX|jL<0es2Q6P=esI*O%R*j!(95nT^1``DK??c<%*M! zI*!i7)ykHv?ONQ{$K2!k_(vm*Z=Jo2JaH&z-F_gm#gzfRx)>ex=1~h7CC*Q)=WQvKizjwK2L2*enmFasG^Z|vfmydyg z0h)g=+0|rjS1_*}!Zkk<{?JEk(q_n-VV1VGRd*FU@#k?DakCB4Mc~qePa88^9*S<` zlQ|*}f~m?1_74VJ0|hOrWV&x_tKjASjEJ~60;o!WwS4{h_4ahx8=zo%W&i^5{Ah{% z3z%G*qg<#LX^DaPLd4jBAQI_4)1?ndi+!?rQO=6)#N0J3iB6`?1xfZ(f-RjioyWxX zpTS=#zf7`sz3)epn>~U-2xUlqrL#ScdcWILs9v#_1&hY%LKFEkrz4t+rhtDl!(Es( zmAr%w=(!|G1J&O8le`m)=)BfA41-FCs*>4cRoy&qo(9G1X(D1AFdHzVSST}wdg&~|sM=;Sk znV4i>?@G%OY3s;fqWc>n9jX?7%~kw6LcMOzw!ThN zSv-l^tvpxOOeC)=VQa?Oc+31&%xu^}vCAyxD`1-U6m>zyIv@VxAkSvl;eyj` zuX-l}aDz#d!#-dbMFeI>baubNI`-#kN`~uPTwH$Z)QxInAZNsk|5jO?K0#<3Y-=1n z#~piaZ$UaQ8MK&2w2xP{V1d0!)HUm985t*N37Vq^x1XI!gkDc+cq%0((}`Q(8y7hI zypcKF54N(z_@92oGAUbCcPyOIyLdd?GUC`)93tjP!ZP{FK%d^DF?}7B_*bo@a8h2M z>shpy;w|c>f8ICXaubc%+l@McimvuJ!YW#zTRFi5%v6nQldOdcZJO&1320Kro?}(O z6x@gu9U?Tzf>QI-+khQ^j1fy?;Mn=E{=Ivgti8H>gZ%RW;TI*I?{f;OCx3evqve(? z0-^$oP8!APH+^Y&W#{bZv%A8H;n(9VkdZu#snBjXw#0X;W?;AB=wUMcYlW{t5 zTDjwY!V@k@*xj$NJcc`Ztx0PtaGY0k>2Gt9Y3PO_o7-YOo3mtC0r^xrkTctRC z=s5z3B@#ceQLt9K*4(d_ti(k*#AE*bMfueZ?kEZheF#6k_3#~xl|V}S@5tP3@}0iv z$u@)*eNC0BsvO01x{Led{59psL_N6xHF;5rcZ46Gp@`1??RST zycz^3M6;pqAz{D*?)-APMrMg4P|-AC$1n6o%{q9}tg_8^Lw6#{WN|>l(I!%e zgH@_Aq3w(gU9q7an;b1qpBWELTiq8wN~CbBtg5FWF~#l!nytg)`ww0uDH1$;95 zfg5B#@IJupxuPrb!}*wem1PZ7SR{V5*c3^&)dAJW(AM(Gl93-ie4Rlw83V**n#(ng zGz#`ZE?|2;#S5oEmQ@z0YxZ@sI6_^qxEvlrgt~@$d)D%e5&w=+dvTQ`qpQ*?Y$Ro? zX6Pb9lSkd4;l5iHc1lOnwb_ECoSr0|o30@1aY3O?+v26z+Qc0~6@oPJnYAf?3!znk zum(rS1DV570{3ghP}L%>Sn#&Ow}b@bRxn;aK06!Z2XC?rIWD)tKHlyz0hPob@NQEN z7+J~U9*RJfLbRp7=jrus&)%vfYqhO8lbd=p?5LC#e5(Hv_3&J?CS&IsOeSKAg>=iR z$~S7Rmrz+Ar{;$2_mzk$5GC;RIdot(HMQOw8Ne0H%pBjJihSN!e>nRU2=C;kn({J= zUgQehyUaP@%ccbnk7E|K#WUTkruvG_1srGJY|MA#K>wMUHGx$P1kND}di|zIW~}9%h@4WqjF{pvdtKLqeOMaQ-Xv(&1Xx zlKlIkC+`KO*SCc}5e$`Z_b2?na=&B|S_?YA(OZ})yP(XQflu~YS^gBVZMyq6fN;9r zjDLzTd2H{ep3sNw>+1llAwq5^>Z9g6M(^A66`iOL;#ot+&}p}zv1q?A+`@@p?QC`pFfe?r{t?r}D@ zZsBl~bH~AUYVmpZtIA!A>Ym6M$MXBvfD1^qxn^TEGAaLHPnYtHXUBM+foeS9)G*n* zd5MnCqGE3!O;67~z&U1ib>nmW@o_k!|L zi{5A|`p;l*)RBj`DSwZnT+Zz2@53yEEvxUCK@)`Hvhj)iU`*OSFVhrJM{`K~fwur_ zcPB6Yq(8Q(3fD16{CjE&n4LwZkNmXbv6iN*8k|n9z8LHY2uQKm5$B(JRdukKk)7T{ z_ozjIYBgVL-w57a8!ypsX*~gwVJuS8fx?nz=qpdPb}P?7;bKwzfk6&^K~J!m|Mo)^ zdldaa)eoXUlS+d1a}O|WMMG_z5l6P7w{~l~+0$wEOn{fb=RJ0FEq9o9JVekXKLzN_ za3aO6LjJi=s+^&rV$neaO(pAm9qQDo46#IWK+E{0#}(BuOr(T})^~1g#(+>Tvu3ql z?R?e^c+LFW)K37~0G+EL5YjigpZx^N?5jh`D*|sIveH*CAILh5$>F%nScGbsp>dMhQ zJQG3QE8tI^F{>vy1nK7Y!K-Wia3jkr1VmS7<_t{nxYSg=Z4J=gXf(Jm02R(Ykcy`A zd0M1}hlRanWQ?L!m6^`pp@8y_xSc@(XzR3f=f#F5k;fG_g$)%G-s8(W7;%5r^LjM2 zwOGBM&Jl@B9p_bbNUh9BwhMCq_NN5~!n2YUMpyWwVXNO4R;4hjp1~j8?%ws1blL_j zvl|%cAJ;nLI>#g^@4b3RGzX%)pHS7D3g*aGX8w*+j8<`#45^e5)ugZ<`#6X0P1i#s zNuwM0sd+V(wW;=MwL|1L&?801Ol{-nk<#_ODBVjZtK*qH-B}Jwu8SK)9C>Hui93nL zc<9@&GWG}NYa$HCAP(cw-zhg#Glz+Pay#gFPz6TP^?QhHXtrzQ;$}_c`ADpV>9dx1 zIZ>jPZYe7P+`%l~OHSnu6;93k?0|B@Y zm?(gw$wXROM=5! z()6U9xrPPOl#1q)B*84^#|K!4qkM8qOBb3OxKEvL476oa0`X#lQc_4kGnhAwoR>)r zA`p&;2m2CIl1_W{L>iFyN^X(2r*3Y`t?-X_4tjQ}QDJK#qe}F9XG$>-n%%dLGPf~= zcc$-a#^zac9XGYO@oi0xmo81l-wlhBS*{Lc>LSbNyM8ZzIZ;-@eENE%)W#xI;gn+R z2h!U^#W_|y_2zFSVgB_9uUrVvlQRaB!-G>>S_C8|C2=9a0z5oCK<*C4bb)VxCz~+d z>ab1XO**0Mn(QjPkZOVn^~^Y%%Zd7>v8dYQUcM63&;LHjHVV>le7wRr&H2M^AcxcW zs%>y3HrHF%{x>}XhpQd=*C+?v!QYmVq_W{F$U*MA$%@Ut;Ls&It1wS^74q3Ax ze8Ow}7CSue)G&&?R#sL+bR&WMXy6al zB-sS2rZ`1j+9xw@L)(|i9Q@G_$w`_V;e0-4p@nS6u3doT%tjuj9rp+JNT|7>r*SQh z^gJs#TwWS?dPrZZ5i~$4b*6pLNekLd^A9%$p&koW`ur^WS;(x@*JuK1N)wVze@MzF zQ zwbPjS+7jbG8w-1>@Og466osjq2OOFkwwPwn1w`qPC z{Q0)=wR0cNvM$y;94x=A^ScTEfZ5(uT&sm|4unQry<_a#2!p?7?`liAhDI3?C4OhB@VD@^dxnbpCD^Dy%h+Ej%E^G=~e27^&${Yy<$fZ^v zs;I7Qyja&R-dx$hL@inn1~X%CUk~hh7fvzUeQ+7HSoN}xURlKw{s|At(|hH)nCh6+ z7`Y=%zF6D!&+ShW!ShyC-8OFKJmytd!864=7 zik>QC!4gWfE6}DN|J1IO-|i?aKbEUUpzO(!RUkX@O!Ctwt=BwEN1wN{Q|=u$@#E5T zX)ofOn#)F52( z(RQ!1yTm{`D)jU@YsD+IWSs9)XmCUV+F2!_+D-@qKG2ZDGvJlDW7>Mg1EfUHYkYas z4dx_De+kH71eDCS9hC^qTMVzq@(yPE?_PFY3}juM*#= zxFr5_wRkmBW{|1sVl=;yT!0B_HIJgdsqGOm+>f|Wx#*OD$%Zbh%McxP~bAh#~% zn^AJotg3%{T-V$r52Rw2e<1wB z!l>%WX)SGLTTvsAiL1?rZEUaR56%5+q*9H4F3vrjBB}Ltj{*>|YZIJf(&V00iudTS zKx4SLPb#Ekf?mO%%CZ>QQQuazW=B_c?)a3}#DfuDzE8&am_m5zy(Hu!BqsV2Q&Ev^ zfB}Dgbab4)f_{$P$96_L&cwF)z&1fT$;8~IE_=1vS9{eD$*&jvS$QA(*`3iii~2gD z$=5qaT|MRZj!ULe8~qQ-TghE{wWu@Q#FO4@X}qsry%ExtW53sAP38mZ!5nz4LY@ zP^UA3B;y2ShdxFg?a-}zv2zD>bJre^koS0%KadpM5m=P*(O~e^MVLJyHqex38A%9} zifDRR(0sV~fKe&#h_!9irmWj^eKIT-w=Zp*C|mNhC_8aXbAChmWw&iNt;7;HpA0tD zRjR!7xzI4fYhS$Qq!nD=th6el=<-}OnhSb+kOq@&;*NBA!|P9fdC>GF+IFgTlThIh z3R+6wb1S5OmQuoMvx>yYMzs$1AIEKN)2!1I%=k{r*?5)n1x7!9Y&OMedXOPA)MMv( zyN325`vK>)@KiIY{?d2KOwQy2_*h9zoEz_$*C)790p5@@(`5C~ML^=P49eWZm{qZ%%Z~uMu^>wYC0t;!8yL+Bk4!mS+N~TH;5PiLmkuOmh-?W6Q0!7RT+tT zLOPmvkqGz38-9tOus6>Zo%tfyh~9@g856^Dz8qo%+Pben6p(JDL8QBzhmepiX^;--?naO<=`InF?v|47 zQo2LB8@~PAcl^G8?zrO_4n1d|z1LoA&bj77l$V5VU2$Kiu*f|2 z*4L|6y98bN=LHePu>TV2^&hr)XIx}_eZC{>yMDiZ)J~QAEfBPTwQeZ?;Ug2;b_lQL zn{@-*;I<|T$-AhG{u}fq-4;v(>|c2a5pOny5G9Ohgt_6iCGWg>syM2i1^RoA(Q3~A zGT-p0SebE*(T;PdG}I*U2QUwPY_LGd{Bcw;p-HMYy^mWI6y>%thy7Bt=qn*uTg=Nr zPwoPnoKh=|gUG`It=cR4jFn>HCadp72C~;hP7jl~%RWE|m`RwGGGM|U65PlxJeeRB zl(9EG2=7LOJ&>@o?u`4UlxZ%2s!RO!UZv)=c?kap8COE*L03KzBRe2NFY;wWto zA@iin6DC}Z3LiYk|8}R$e`hByHeJNmR5-{7UbbQPi;t3y!}XO5|3TLl(o+pr>T&=Y zimgeQglgF7*Up8>^eI!2T%AlcDzYOBp0Y zy%23*9zF83>A+EVK>64^zU8qu`)#OGNGwAHxl3FIx+CD|KQnx7!IAn@(f)?s)@I~N zM2+6%#o>}F2MIE#wbp|K)?|dcl}LJv>*Bb?qu~9T?a?R?O?y*?@HBb?vv9pPcQYIf zdpWDs<%d0Moa6FOz!=_r(i=9yNI_wLH{aLSce zzWkGb`S-q?s;e>U+3fx#-ym4zoNA2r!&d~ML=EbL>a=nnvxQ}S62+%Q!TZVn_kO;R zXMv;bBj-xHo|6zindP6p)@HA3WeSaE(-Qjqo4V5!_kKfAFG#=E6mzV+t8Z1c@Za&e zo1Ewlf7Wq|XDqg(zc@fjs4p!t^5ub1;4%un>ty-Wg*z`ut>-=06zt!nw1lpW5gZyW zo%2d`$Z^m~x?kQPc8uIIq1Vapho67C0QB?STuQ@xsWP8SK8q~=JYG81(%56TNd05` zmIg_|p0>y%Q=~+V9?KEyW}_=;j$of|)0>_CWuZ#%P{+fEHkEaB%&R9>J~Ul{u9C3I zdrFtTD&m{(y1ukwJfYBXvffCJDG9-$Dwhxmo#x)pG~!4@Qg0wnTcWQdRXD3L7}88LI2c zw8429U-_p*!~IY;%l&uyOONzTxJ~H9L7`=@k5O!8y*)9JuM31u_}xrCBP*5%T>*TE zSo555`s2#;KDr)J#-ws!C!O0mCM+LK&UY~u5VZ?biZ%Uwg-A&F*KLoO zm%54Z?X#3Hf5^0 z8Zo*G_}kiaE${g-8T49*`edp2Sem8D<*l)#CHy)1Skd+1a;w{}(8boB9C|9+ucOGN zsBo(K1fs{F49!ZWR8_6(Pi^EM&z3&Z|apX_tV zl)`uM+Z(1#TM)+xrlx_0{5;iUMTgvr7csXox_+sx1jCt~e46tvTo#AfS_i!8V^%(J z7N%a$Q}8Z&{_-%#Qf-PxqHm8$ycIVt$H6V$TD_0U{oQ7>H=3oo_1Tg7m3&_7_l%er z-{IA|Ac96Sax#*quc($pDR?|luvYLVPLpHrnA$>+3pXl%#ovE$_*vi^R;4yS_Fd`69t)Z}_|<%a8VnCd;eGE<-iX$DN0;7`6jG9LO zAQ3Nw^IJe)>7_PCZNc~UkP&?Dsi8LfZFp2NWgjX0Yf*WRni4!O-$@Ju1D9+V9^i7mDKC`QrHWb{4NnLLyR;jbHp`r8Ypp zt-~$ADH@-xXS#E13}BuYO3RM-T~`{V@btL&tmdufbC^QB)tl$DcY#t_q~ULzKifii zJ<9sX`|b(pHL~F&a^;~7qQ?tF%2P;H*@{jqjnXvj$j+6-7DTQ<+q9Q1@zI)F$2(?qm2@aXd^KQFLpxmYW-s<>TG!SA+g+{0BrE@h$ZZyx`)lvT% z$e7cha%|EKx?F|-j&X-0Cj^7dT|(nP`hX?84+DXq-9uE}`s~r?bW!|vCL|tnxfS7p zOu-$61P$IvKz265)&s^Z%IlCMVW(^C`ejJpn zF#l1sTEj;1O~1@|yX5`IbzjoJFAgNhM?@AXv1yck-j^E8V#${B8td=iOF&XC^=^C) zYLx)=ojF|enIxH> z-DS-cYY5-SyAYTXM6R%BwGIllA3bs{EjE96Q>=~NK&o5bJe=Ca5&v`N*kUw21|GwW zJ6pob?hrALEy)(+oO_rz|A=hKRTKN@u%vth&jlK{EeIf0N8J%D?b4vPlou$$X%sTZ zSy^L&;RhyYOa<;Lfb$h2=xM-#tNUheoGR>D-Q|U z{7Rt^Cpa`tIwxRqQUw6y-M~`{hLx2SxW$A6i3T9cn>(LwPB*jwUJV0U{x$|^vfooD zV1jlt;NsFhFfgJ0Aa-6O>>>oq4O?4p$#mE?kltA=q}eFlQr=TOJA3~7-}}X%Q65{E zem0@`xRg3ECTjc2j6!wa8f6_&eIF;MWcfZhW;HEsPmU^x>oLJFP%`lUaf|(lMmSw| zC>)OZd#p2K$4^*NQn}E?YM(I%k#;QTEh@@4%$KQK@HE;z|c87%JI7P_2yF0v5IruZu_TX<+RSOo-Y@cGoeSe zX&qX%pHmEQ_4-@@T+3vVoT2XfjB2aq(W1W7I;^QWQ(|f-V{`J*3FZ%>}N3DoW$E#@?@% zF1_ZDX-$ysysnd7*9tEG^>K?A>S-8#;4AcQyBF-{Z=PIQd0J+1{|Ze?u(?93)2i=D ztMgQfQ?MZjLQSN0!EF;SmBngxIAOfluce!98FW;IiLkr=E~@Bv#H1r7%HV!F79Lw= zx#GBqcxXn4;Ub?IRxLIm~-_CwiY>Z~E*0*j5g@!fAPVZWg- zOvL@dzmO?dRt?t2Ut$I(7vkHR*~ZU`e!^dx516~FHxoBPL%v>YYRzrT3mJeA8!m6x zTv+Y*)Mg1=^C!wy#JHVqjjEN;em3aJ{kC~#9BE1b`J@R z?KeA=I9I(erlsuBuwg7SblZr!;s6lx39#oC$o~kZpsz#7E8ZSQk1>?dZFL8uTUsq7 zO_WLTXnC`zMp|53tUIk2|4eMx_xOxX2LF=pd@ZTwK)&hn^U_2_FUpNI%e@No`H`{B z?fNN({yx#KD*~afXLTUEh~K*(Ag#|FnDVx2{e80g;!Cj-bGbBrcZ=gO9AJCjsMvJ!S1efKmb$MH8+P3d}WfD^-8vOzih7;6=d79 zx#SjkDO%#U>$gv+yJ7D}=E(>zdq$_gAi&q*lkq+)P-vX^PT%*G$CzGq{(WHC_G@55 zzCZY5j-!Ep{_(g%sUKIK&=~!iG+v(Sfdx!76#4Or@jwL3&_4$?WD+z1kbt&iQ$=|z zs!vuTQB7^`{3?gr`7-f_e!Q)=ncIimhv#K4_u+CNxwOpp$-S6;^cY}77fsBUcgXsZ ziC@P#39}<+HBq60HFxQyCH|*H{F0&7Cb-FRhFqHDclH-zm<#$x0TGE+;PZVLN=V}1 zF=V!L^GL^hqO`r!2U+0;ca*X9s-{`Ui1pbY5Qz7lWZmvOueLJ#-8ifJdb^O|{i?{! zWhs;7c87JW6fwaqBDKJGYH01n7K7 z$kR$TilR+=Esc^JGhG@_cusi&6qrHJn|}NU(g4F1&ZYLi6PWkQj&AE9Z%XSwE7*Fo zPrxy)xSswXQ!_I)r7&D*2g$w6&MHoDrFYkV;-LRer&K89Z5Q7QHz${d zY<^RcV^VK?FKn+YbPs)oDiA-w=`?ZMw*5v=<(PVb>tALqf9oxW2ym8hpC<(qc6W0n zqTf=U%UAE8wr@7&BF~KM5%2++Rit0o)%|<(Hw!+4@dfU`ln92;?nWO3Rec4!c8r1H zRc6BG@mBpN(#aue@xt_gGxjG5jF+PPdGO%*MJ8t6f~49c_L`g#mFf5~FoZY%ev2q{ z6#vC|DV^ed8U;w0yyA{2k_SAjo^^PBo3qGjOFBBR+l91+6}K19u1A1!+nIjt(D}N- z{3@ru)|K6SrY25q_n*ty=I!ypFp5XpCm1_n!u~%e>dxmiMTup5Q9#!@KkaXtKxwh_ zd7yTyPt)(M4z}Ia6sPsa*fisT<1f`SbtIyyL#hId3qL&!Yuj5OyZTO6 zFvW>me$hF%y4W6qbQFZ@pc@Gq)e`D_vzm@7 z4o)LphQb`Daan{qWWOdgv&m?_aGbVuLu2kt-DM=AOUE@b(GU;3iKFx_+@iqB1yiDo zgqZ{Gt*OQUOBr>?&%56c{BIfwpS0y08&K^~ErN8HdlGP7i8h8o3)t?@iFFT-SNL!B z-k#QmGWYvIl!U$ms>GgFrF682P3S)($M=yM1$~e3FaorWh?915a@ee<# zHHoyat;vQ#9;eMf6&IhHOS%HV{r!zB=48I)eaZf}$OwzVzw+|dznD-)A7R^`=v(M3 z$~Ove{i=obwwW1`notBd;E0E#SUDz*_nwe{sIht}5k)=tLRA33R%sJB`0%t}jS3ta zn3?@9RxNtNYflb{I*{vu9H|>*cOL(Wi{8bEV>oC2_cHZ*emtsZOyfz!880{lwE5WSr zU0zM#r|55Zq;?K_yIktqc=Oy|EG~e? z7!JiJO$_GYDwiuyviN#3@z%n6`R&am_2+T|hy*{I+LmB;_%Fc%TgSb(=L7~J3Yg}-wt(2CZ_4#{u(O3@iN+lcDudzbf9VCX+oPnr0&$zgaYTI zKjrj4nA%WL-%-z_ePH)Q;zO2%=P0QWSRrftmDjfC-9i(UA|gfo-V>wpGUG`>cHPMPw9lM#uR|au`=5=Gg^Uyv|+zi$Ox&6fv=S%NY#Xd;`OUGxj z_zPUeC!TW37(b#hWC+<#Xqe%9_XX}J2+U$t`Q6=|*X6%nV14Bdd|DmsG4x!5ll}v+ zC~gyPt=lRSCt&lrraTWWv@6kH-p@kAM`Rv-b-CK9HF}s`7EWymh!jawOq9YjSy`l5 ziZj#f;O&ANm@t>?O+FPH0VK~?q2FL3RnVJc_{~Zo?$vgPwc?=p&R=gNhR*;E5B8Wp zselat5pYM&m98|#{B)*Vt^H4`j2Dk=NJt|)?VnfTLVPUcH`rQ9=n<$TTEu!md9VZL zF4XXzjG5!9m@CAad&e;+LmYY*8%7hm*LGG`vJMWX@}C&!>AQwx_3(u~FD&x%@}P-= zfZI{eqOS8SrZ)9|U+PTujAgp?pNHUy!yZ1%(8pxE-IG0zhmX&UGkYmHM1Tcho8mFn z*k-l~%~NJp|J^#v;}2(du@0dOWSiAEnQfjDyq{vL&l)W(tsu#cdcF2X$LGdF=4C>Q z#|EguVlgy)Q{Mc}r?K({3zw$h0%L^h)$ecR}2f0 zL+KutjyaXZZd7wmcEnCZIvZPdlIP&y0QTTv5fO0H1Lr`N_%-})pENpI-!m*FbZ*Iht2|;HEFfT+QHb!tZuM!`sEO-^9G( zF0{$ZsTNsSv&e{R4+K2RPrr7C{qHVY$#j^+KBeg3Wen{rk&}KmKtx?DS&bZd?6?(< zf6o#uc{HbkU}*Nh%NEI|9I!egzcgBo3GV(|L!&o!moizpSc;-rmxtLY_1Nu5p_@$C zy62%}z6PTie9pV$0s3v8Y`_~Bm=)Q2j)LF6wzLQ+3ZA}{DLg}Cc-_@4`(35@$gwDh z9G6YC-Bc@~I-~);btF#;5A%qa`4L|BUfdK@PT<|+JeG2?nsaJPkV4k1_pQ5>O(>-_ zV?Jk)s1*WR^`*4gmwi_<$4uM~4DJqi7GgM^Y%j<&bF?14*+Ii;ty7)B?Gz@Dy#D*b zz+Rte9#TaJyk|%himt`$|4UBZf#=Xnszv$4@Tn`Kt6(LE5ucfK{Prv=;!EOYlKw9r zvyT7M0u)BjuDH`S=`?cmxFIr(mAz|eeJy1Ok$WIhhH#(Z5a#5Ea-D}DINXS_opV3u zt5I^Hv7?J$YrH>WM8tyPrqTz}%b4*I2?RvE>Kq9h@xDb(-|YN<`1z&?0sM;H#5>_8 z3S1glKZQEW>pXupyd>RU9SoLM#5_UPs%ko(u zV|(Bkv$2w_Wa#K|@t(ERk36^RXX>raTR?}!R-;x&>kIgB$C{vvVn7kq_>zya)etX; zkM?D!=9uOk>fqVxx^E`LN4;2$Sn!iHzMalUMi(-_vC8;66dZW(+nwZjv_g-wedIxH z=>@6*M|e-icH#w0Y&fB;+f&3#fn@{+^j%i<_{&$KO4!h)*){3>0H}i9f0G|Mh%(yL z+jBQA$M%vL`dLcxwuqSgGpk5q5Clh)E|@YHgo^+hK^B9^TKla4?T%jxnX=to@a6IP zBdz1}`jU^TWOtLxw`MvE!Ww zK`;NlGBg~&2{UL=n(hA5wz?#KS4ZV~;!P2a7verIENGndMWBYW*2H_^6q?f(4;9st zD4cJs;14=c>;yYoQQLL3GlngVVyCoR3L=btO0u>2-%6{{6*I4?tKrxTelK$ui>^H z$fZ7=I{-Xhrly@75z6}%_w4lKtI=^KixeFzLp)ulhVQWWJ}HfEIVwLdPNoo~uoW-8 zLo*>;l`enNK2C0SwK}id%)eVhM1K9w*^h+7n6lj?5Bnq6rC`GW6g!wapg?5GfX1P> z2-WBY-|Zv?T3plqlKaFo`(!rdo6RQoch4Qk2G}(}MwEuH; z!i{3AQ=&JV6RbQ9$iajG+#P^UQ;d_#$IUxQU9(1#$qhs;{z7*imJ--u!@|-js&4>Y zv&ZwJR9TVi;vX{z3>9|Hds3=cTAfiLrD)InX)8zj0{#o5y$ywze zWz)AWwe_BLrGtO?*;a+zqxSVqOJs=gd{bpj;o~lk6fX{5A`8rf)Drm)H3)dkS6X`V z=!jiQ_BN_de5zTF^od>dW%%ddvDJE%-9d=}+2k>29}h)Tc2h26?m@ zeZB}o0r0)9DeIO-`Gqx3GDp6f%YaRJ!1CgJvbZ5MpA~x|*k!}s3||oL6;T{TX7jc7 zs3JPlWxSo6SB<>cCLd^;loP`VP7?d?HNXs6&%CvTp1YUr(RMyo;=h& zjjh9X;n@HN2_P6AkS8A`dSvKwO>Cfo+6O^6R8ioUV)xpCQEC%-^$GzS@G;{AAWL>qdrOg6*U+Nc9P6XTehxs%y!LDZGGd zL-=eKlqSk94cj9mPR@Yaf>Gn3g%>1m9b<)_N5}8tb>9uPO4$o_3rYvxLbK^Mq z+li)M*ILoONwWkiK`f&>2a$5$cg?IHcLvo9sBN77oza;cr49^=GO+Qm&bexiBt+r& zv@X5V0lfHpllJ83Ogs-Ms=@QE*evmo$z_#XQXf$9bwTjTQzZisORO zWIOOR$!i+Jt1#Cuv>F8vuo1T3k5Dx60*OAJg#fXrRKE$k*_G8uf}Zy2NEWB?N?gfd z?8~(*C?zJCv%k^8rT*+~SaCN|8VbF&s>PElIXE`sxE1EnBrM>YTU^X_S9yJ9?!v(G z0f2kXRXPw2e4|#5A56G2myCa0(XioOCA5UGlZm=P0}LrNJ!njC*|06|JY9m{Ud74- zkvG<-Fr38vJcaNuC?KmbhiWmKAk!>X?ORXB)ibh`suVw;>*Rlb^N^`Gui)3gH2!UC zxvpuY7&gQ8!K9q@9z{V>cbK}%x_6t@7UkY>Tp1nuMSC9J1ioE}Q=z_E%USw%Y8+ z&*k3v?~svHU7DYo0PGhYEc^a`VZ)a4t`P~<*wSJ^qpd?su^cp?X6ILyC_(?yE^rIY zZSZ3rnRX9#WEt%5>Dq+8Lu|kRxtyRsSk>-~F3y_Hs5|o|`J9dTvjLV;Gi!GSo6xtM zsz5E_J+Y6>tf6Oi7rm!8^U+e^ov75CJqAtAb`H_6~Jv!(0xP51LI zvi^B{@XxO*o^}lty{@=LO2Bwadn*Xy%do(#T5ZXGv%&#jO)zh;K@RJ<%0(dcD_$*D z5Z}k#3fSNEBpy9o0Z`$;938ce$_IHiWVW`>rZg3G^7;pvOYO6hi=GgOI+HZxm{Q0~ znX$B-kcyCY8Ni_f5rb5*ii&q#ia1{=ubw+$p-fm+78_vjIJ*2^$|T17{Jp=S+oNe0 zcqIAl`8!x36nhIx;+qZ*kaW!Z3Iqm!zq~Nr7$7z);~N0gA{!gVUPO-Gx?2u8CsflU zz~Opkl1{@V(7rJI`rv`H#+TBDFHu%mA}U3YRvIAktQGfy)V8Vp58da={W!G^c4Hie z*%UxZN8UmX_*$MU2!OqT3g82fyL_4z1_~Wxjo-{)LlvSkQ-H1oEK0v=vlbH7A_U0R zoI>H*KCe+cwHy*Z^W=ac3QL<88n@woe$WzcE6LJ))*P|6Z+rUNLeuYDQ}6yaSGKmA zE4MTzvtAsNR1CbI_jx~0MzeP~IOU)gIKK17_QB3u$_F|r$wC#VAOreB=YO+P@pw={ zt@yivWDKSPmWOIZ>>T^ZW+;Uf9aL%N_LU5xwn^ZNSakOEoplsfRM5P87Yv$yU&Ll* zDFFL_Fd^i>&R)Vxl3z13GvNP`z+^2jTL(II1}`5kO{T3n>myz1SNrH+-D2WJ6}KOh zlyhnh_eZx9xwH|>3?>h2XexBH1X19cTN}q4so-mBx##Am4!7#rW9!~cVS8q zLdD8@^1EX!gD-)A!z?yFKCrHi3wTDuL;I^Wb#xNa(guN5YYLdjP%nm;Hs1czXH$KX z9n|3?Hu2RTA9trzoxC`^&TeGi&~Ad1Y|523&|c%t(Fgt(#b_qyqxaIiRV!ob&CPD# zh1N{yGwCDC%;n5HT9qh(^T&?evou^g@(z`12LbTxMrJjXnxTSsjE&9s>Janw1s52L z23on|K#Lh%j!H2YorX|V^-uP4qc6rBSdIQ?PJO!32ZsS140Lsg=@VrH0+8jm=bSo> z%&nzry=u3)`5Inj1pZRF#+n8J)>k0u!!tRJ^$1EGNi_K)K7g|{=E@oWwS2{e)4?-ok9$v#mhimmyprMzF|z|H5ZP zmZhx+m}A6!+HcX()cgwO?s$6sV|M`KNxs&k(O3hwLKJ+`7cQTmSJ73W5W6 z#LcI53y%Tc^jeDdZCCDFprZ%~31uuSXkWd0g(bZ3}&)q5opRn=;TCnE_wHFLui{;Dhvqsq$*>4l4i90G+*LOD+Jq&ugnjcZm zLXyBauK%=Hei&OjI??qtH3q&CQWyJCiUX|n_zS>||LO39?9Wy7fr$vfq^|~ywbS?9 zqbk>J64TQo$zeVPJ`=FhMH9eH17><=226VhjEWjz+E++r{{p6>Klqy`eHj z8ul06&d?=D&*ZQ8WVbdsE&0@X@#fMQy3&~?zXv0rx?FQ!vjk%7I+CPWA<}J8b44p~ zE9d3>^q8qd9?1r>1Te@3n0^d^Wz+=Y;@UhfjleXBi-W%jA4}C?q1OE8e~e>b|36m? zEMg=o^xNL6oMJ2_Rz(0Dl3=f*GaX_7GdUO9!~JI$Z#TWR_)ln`@^++JZmy5bPn=lI zFP-8T30G3NnentEWHAcNtgMIp@}9-jJ@D*~{dCNSVE!dug3YiHbp&A}WrG2{$&{nX zJWcXYioj1HP_ef*uJdxaVB$ z&jKAi!X!m+F*&%I$eYTKxkXsmB+q;ln#Nu>3)xB5--=VbVm)t205aVwYe!y)Vi>@^ zX#Zl6Do}tnrd`gU!{qw&?o_f`l2Mz(v1LU-aR6l&%&O&HSWIDzbWX*o3+qPrA9Az| z7L!>*WppM^5;o~AGBDdLEIJzg*TOF^RkN)F(>M;8;pv6cS#8m zD<5B!+^P4^!gQCivW@Z5#PbWg7{c`yDyQ^W;14UM7mGLn*AAbueIPWt93IS13{*|E zeVPtdr>^Lk?N7=g^{cBt*aCEQ5uU1d-5V>)Q&=~PuSEFB47Vm;NM+V??i7+dMU6=4 z_znPmaI5;aNDs=h?uQUdTkJ#`z2}1&I21X~hA}B|s2Mi`ndWko zH$IOOkN(0VVR9)*VG4-A{`s3w7nZs3KIa3$xn$1`^`pytQGoqj_zf zRNsxM4Fk+AJxCp4j;xOV;#3337A z!43F(lx?=`K21+gI-nKRjxx2|)<0u7w_6mvQEU_RRL=it_-VGCI$EwlD{c3DDVP<9 zoj}pYEv3tGVp(Av1-g$bN;bQ&L{OLFHC_1U=pNjo{bQGyCwxBBvR z%gR6%&?PPnpcZ?g($O+#Y77|5v?W?ohMdXIx4#GT3EUUbfyP(HiVZQa9I+a?OLHtG zI73H(l`HY!%o-#!EnC~29jg7f?^~p5c$`>(bW@%<_h^6DaKul_Wp%gLNMFk%aFB56 zhZR04DRlMxew36NE#10YobCpdRh60X2s983XZ&gk0u@{kaxw$2cWw%R_w&v}$YJh~ ze8h;wr2A*|Up(pz+QBqHmkk7mZ*xi5+1M*MhFk(br|NM&0Ru|E@x8V~IUV1~5gMl- zC73jmVjE$?Krx2Cz-*iU^Lr#_ncXKZ+SF!3=_T015KEi8Rl7d+xFG}0ue2)|!TSI- zzuEjl10-pYnN@lTM|!0{P2~p(^K|p=*;?*>FxN)cQg%}@+~}fhZI{w$ySBGdNri*m zHP7$EthuuX4ULV^sNs=}UXT!AY|1%Xc|~6IwvmZ-hhbZY-h_fse9C%FKFy|9L!`G@ zlqLM5@NUPmFnlH2Y;t6bltwn+OSpp@k{ypqq&yQQo7>gRw8%&7PuV07>^^9W(O-Rh z<<{zP0@e9CyX}vTMrKYk^cMfi4EFeYvK;H$Gxl%ftf-p+Yklx(dI&H)%KU8&QK_X^ zKv-XT$oj<$+S72t1MqT3&SP3}?@){O0*c%D3(*SFw51(1v@Di)Et~&*Rs=OqPWwzc z?&$G0!7WmvTRG3^z@cfRww~fV59n3^MW$CcL zeE)Waj*gar!OmN8WdyZ*wybz)tmtIl&i?+PMzW1X)PfP{w{oL%iARMP2R!K$!$BEn4D`@HPN$Aa0Deifs8TkecT4_KOvad1+E~YQ}du<7W zk^_o?49VpGOh=BK5TM|XBYiSvuI=^5XN`Ivfs#QPVtt=iLF#4w9y=?WV5G<2dYi`K zM;JK8F&+JU6?(drn$UGJzdWO7UlVxvH(;6+pEGSp*(2N8b>FW!^e?G&Ft^#>Vrx9e z#R{^0;|sF?8W<5#v9^hSmk;ZK?04PdZWS&B6tmlHLB~~;#t4Up^EHjfMw|T~nt+PZ z0cj_E%;D|x%k-%kxWxb6Bum$KX7Fb3d8H~hCeiefedOO6qmxheMPH6donD|zrBreT zXg$KE;%pU8JSS;b?WeXKafVJJ-(IFN^J*`)L@NB(dKGMSWqw$cQ{w-8{sCLWQkB{_!(T*U2Q2>09R#jK~Y}H&^xBK zcE0vHR&PrMhB^bi17QDi@~Xow+Q{A5e12C^F4&n7^&w+`ZYwBP^jgrMQClY_H>*{2 zz*T?mBVdeZ{mgVbp}04M%=~uK{sJejq@E8-sp-~GyP$$7?d;a_xccG)m7Q`!d5!(- zgMLHRnKZmFn%T=1t>yEkI*(g5Vt!y*p&F~VkM}lVppsbdO~MJHD_4E z8=6{3cq@1ZVef*xcUjs4mwikse{$0quOzdW_rdzj0O0hxS%&dv)Lz z#)}g#g|2yhi&M;f1!X*3NIu2vOMkQx;_&6`>{}RRtI59co6CSg%1WQimNKi-fgET; zV^QF*)wi=3{embHb{4ML0=$6psgl)jKcDcw=jWnZs)YR}!-%kw_I_7@fA#5d?%Pj& z@#V!PwWnJeyvIB6`FSIQf{2LIM|#3=p3fL0R-XMg_A9tfsZGW@|KT~Y0urllwx||R6@*3iwOm$ZqiHb(kjEqghzltL|B(J**Z+b)> zT~;OxnaahS=GP_gu{@vA1ai)8qwQQCr`mA;D&8pGsr;7Vgm*&h55 z-ryW`4f~ck)U-ePFm;fOY>sfzIMlLkhJJ{9$*Tnu8>>J3?3!6rQ^eKwqNh{T3ED;n z!=14rl37wN3b0eTp(z9nl9BfSis9_JY|r{s?JFdCxL~~Na^Gx{Di<GBzaQoYQu06KNAx6(H?sd_G|Kedq0Lq_@(D_fX+ zQi(x!MObR5L!%CvOQeI4uB9*Sytc14kp7BHaWv~}Z5mZnHW1Z;@csI1V}EH!tC1$E ztjGyU&a3A8uyUytX}Vm>Y}*PC0qqaC8_u>iNUFHG8ms0GL~VHE9KH~AWEgB*{1BjC z4Yb94#UmC`1PJfU=CuFN;3MDEk61h0L7;h(=OMVh3P=~!$%YC5ijH>eFf}-{X;PAq zVCQxBpooMVAxSkh_g5h+xVk!iJzIm*vn=GtK!1+?fC{sqaMHIUp?;qolF#fMm6@!h z_XHe2J_wB!h9xv&2n0?t`Q?=0`?!(00+s`A(M_NQ*IXkfmQHir7|hHYg8>O0Y~|(p zEcMd0;q3fC21&(xr@NKMKNm(k+bFM%+-Z0KqiJ`CVe|P%9|Is(`bsA*taf_v1ysYH z#+ZGDGDMXnP@&mh@BL&d#@@g+cDJoe7Hs4Nt~Xabh(5SuED#0x%;JR>{+8FaIFBcA+}OVL?SY$beQT&#;e+T$)rgYsl8>cV6@KLm%z4z8 zf-oTg0e{*~1h?C~jCXh3HV_I&RIzEb8lv+gA_hRsi=tiEWp?(Ck<1IFDWG#n3?q$> z1)1d_>hMGV2l83SRry%i&oUGFe}qQby%y~eV>XQ`P2(Ut1-BrSwslB+{}xEwjDzkO zIvwiRw*l4*I%_tUP|e*R8{VVL4l3uacdv;?{`1~pfXj0IJ{)5+<}?(|W_PZ&Ogb%D z(m-zUl{WxSyOpchiglLbdvr~EYI#$xY>1c5U2{O0A-<((=C);T2fKu z+zmh6>>@sPx6IQgJpiD-e-Yu0)t)Z-bM#tmX|31WO7&al^k~F6^lWkeYR{*)w^Tmq z!_(v5m6!7lXM~Mi*|=9|MLjx=8Ezf}mgX%F>o3n9#8w`gp34Nq*z~mc``Lwzm_7Nu zBnTl%QH~d=VGKtN0r(A&pQF1)(7^;Q7NBnZLmhsk4vI4klhppT^o#{-u95 z15%tTCjUma+>aV>F0oTM+oyAL)ky~ohKhB6OVoBL9WT=WA|6dSIXh}$mRaZ`}Aq}URZ3aGicL? zH+%7K4O_&~#O{=%=ykBbml`%3O3<=$qj|e{#Rs-h_SlnLjyyTZfdHpNu-_hNkUGcO zuHrZ4%2mkKju2P!yCEb#=vp;MhHtY~e-?>0*Ilbi3QIu{ZLRlnxnO5qI%eGCVd(&OV|% z&aTbs2$@bh{JX)6FI6fE*r^R7)n#cwkIwG#Om-Q5gNn9lNgZ!6f_Vr{>TSbo2IRX~L_N65v+%Og__&(2k%pwYs>pKgtyrxob_rxU#`J)I`t(3i>eft= zQ1N}O(Vl8%6=%C!y0ED!RpCOt@k9lgWB2!{TmG6XA-0p#T>FVUFMZ*T%q}X~AN-y; zMGY%rD}{zdBB+K~vjlKtWZ`~KTE2bWl!PYD{QT&kNd|T_kRB^C^DJUwLcK{oyTxY+x@sGlB7zl zEFdd54(R+OQsKvSD<1^7vagSK zgIczbY;U^{s^{TMjXB-Tfz$B)Rj<)FIjY1DYLKgta)gx9D5|)e6-ZuV)lv@AMRqrZ zDwo(EM#t)9jes;1<(eouF6&Cxeg01^#V>0A8M>$rKaue)AS={Ao=aO%G~xJ{F20$h zI|J%g2*?pEs%F3cl%P-*98Xzp85DXQ;VJ$BK2q-$Np`I3^bkmm6Q8m%tCLNbat2gKn&v>e-hPvp0MuIip?ho`b>vC%ZK+eV4?Dd|+JlYKnXU@(LUF!Y+p$i86@W8jun$7aU3%t<=eRr7uNWKOKO4-m!$0rnM%bJHXn;6 zBJhA69PlTH`n=wNQR833!q#FSPxdYrAHm`3VzTr)b9I#CL$PKZZ$dpzIokCg6+{m# z?TFr)TTnP(tPZM;JlQTXZ^pnq@EEbdd8$6DmUU|hJPtz7JGr6;^JWhuH*jN^p7vQB z@fm-a?_vlZHRh+ibv_}vVs*5ndsXW9b9N55L_b#eE5E)AbDDJH(}gFJ4Dy><_mqgY zEu1V-_&#s%D~~StBWD?&M-aI_sa4WIgciOWp~87Mjj-w8tyQMzYQlld*+}*H=9&_= z8Kzmn*-1aY$=qNEKl(FKTxRB+?W;q+%x(mtr(C}X3_QpTreDmU{8P*P?fV9^RNn~HNo^!^C0lCc?!w;*ux9;mbpJS%Vl*OG7=i?iISEJs~cdj*i zZ|3733GS=@F!|>@FHLU9hMh&_>DiAk5b)4`#(<9qSi$ZY4CaBe%S@{XZ7}verd21A z-tK%}ke6w15rARX#?Ko3m*xyJY`o^BwW2a<7;qxm@J^31nNb1khU8@MZLiQL1A%@1}=mOqf%KG;X; zURK!H>%47y+shiA{#A_P)Z1CSopd>x<8SYxfHA_kYsQ+KYgMUu3l$)M8@GP))xoD* zJJ}xYG)CDQ2{~sY>dy$^sU(@|Kb|6LNfdeu7jPZT4}QXFG}=1~kA3(08jS?;`NlY} z-j4ESghwPWlI|GOP09^RD(3rYAKB}hl{e01dJVB(G@LmH{bA0M7+thb#AbLk(C;cZ z`*?Q?`;ylSPuGt;-CEdx4#mF<6IBl4jrH)KdR3%H621C1=Uy5c(K5EC4VPSb7^-b|C)lfB`k@1E{?{a5_Z%AT#?cRLn_q>z9 zN$5@L4bz?NXQZIuV96NhblZG8Io?3wHFX`YpE0`KGlCLM7_3m}lF8?TkJ{x^Fcoin(aoukA{%&8ZnJ2Dq`%xm@jfefN#mD>E4GT|aDfkY z965W&C7%@^h4Au!dud#hnT>sDZQlG$CwOA z8GeJ;$1EvnX0ef5jz1Cj~8_h7bwTNp?2B3BE#uEDbMZ# z@Jo23RnubB<^01_5fwgM-PYoC-P=dSd0*|I7^E#->ALzF_4T?3C?0xyC3cJABI>}FXxn#2zy z{-}8Us34EyC%l7{&E3>xXThL8{0E7+Vk3Mdux13DUidVi`@*@k)1Yy6$FAcs34zpo zHO;sK6S~t)H&f64d}|Ez+FyxK-z(TE=4pqmM!jo4&bTV?ynrY;@;3Pw2Weyc)4Q#R zL!K?Cddze?*&iGhfzsN25CJ7HNd?5^C}QodNQ1J7fhSKn!)ERAGc9Tl1`c<|4j zzCczJKk%~iXSmMRKc(Q$?>=C43(T#ZQA`QStTt3$!JruZ`0>S9NR8yoe|EY1{%xO zJ~}=ux}Gof(NBG!DUX@J(C#R9WhOEj6kOff>Y%W;gpjOqSx|Hd1<|QjYSh_!POURH zADuf!&}cb-xn{4!|B){9xUnYwR&{5RBk@?&iJ-D97UtQSJ+G1u$En<8SiOs8PAp4T zR)xot%kj;E7V2(<$jjJPb+-hDP*YZYD99rQ=h%^$q6C(a__aJMPYl(!;wHs<*kaE* zNBR+R*;f}a^u2k)Qmqa8TU66l>BDST0&_ujycK-Y1Gn!dXgQnl(Vc&M?W|x8o8@k-Wf&4X9 zJ=AnDNC>pi>M1W!EleI=6pvruVN;6-4jv0VYDf0^P3{Ce_F8Zx4TX7PjWT80k?x0! zMM7A%yz|@J@_CN2W0#g>A{C&->Uoack1|%ab^0*eKfP7`jKi9EvF4C_oE}Nj500&k z&(`YF!%54Ki85T^;9`6J@fD-HIjFInFdEXg95qj=E1RL^2Lq8V9r@OC4BIkZYQ=Z4 zCs`z?nu1Vnjw8fow2U~O?345M=%=kQ^agzODuNQU%LInKY8!f;_pq z8#(tUZl$LuFe;Aph|Nr zE}Whv|87zM=M=7lJ~$?&7v>&=DBPjXcVXd3c?x&Kd^=VR5hK^jLW+edXd+Y(syz+I z3Q0ft_c|m@;zd`cvP1qeBnZjr*L~xY(YupX9sIKkeA#ouVfxb%mpV?Cj3n3n2_n~K znapABx`NKF4m<8^4!^8-suoiZy~}$0N+zuEWT^q&Dnhjwzg1uoNQYfJjg~a*!_ill zxM!=a0@96TWXN0>T#$pJ{;B+wy)jNlt~X$u`-^5RROba(9IwG_oOy9Yw)@Mt+{mz= zlLYEOlvu?3!DrFJ$&o^k)xEB_{p%rHoZn}d&$sj9cHv)20Hnx@<3%r-QLn44vG*wJelA7ug2X@o#|2{8b)>xD4F4#}# zwBVIKJzD3FX|kgz>k@pbH2U7(PwaYNPp6e37jFm$7_6U;8YJ-Uag6a@QKck9rM^d# zgmmM%7d;pkPD<+P5?n8=C#Kxb8mFHEmo}cS*`OEssQLcLEb83I!MUm7wqiOVg_5H^ zSV!!qnYg2)I7OVKMy-`rvveva+7BJC+W=50J@QAHI*HA)FXfB`yhzVw}a7=-xd)O76uhUg`D{JH#KW!+aqvh4_Ho zWM#IN{*t|j{N$IhaKtti|8&u3J$z69(-Fe4Wsh;vxQ_$I!w?oDc*@}jq1_{ak&ckW z;gr>Z->sN6mW5X?poaU4+XaPamcDIJ1U5S|-qZ2f3?OvZ2Q=R=-F6=yJhZ(Z9RV@A z{Gshq5paOl_jz?<%=aJLeS$^-h}n- z(xqYc>t11L#>o|t-K;_z->uqL)FQpcyDLJli>O8FQbX*^O7r`35uz2%50LTeg)rOa zSH5JjnMZrdH&GtGf2qCs(U1kl5}%_lHxqhl_KHy!N_F_AiZx;WRT%aI{#vzLeQ>KW zTWNfLP&v$GyCy6ei6hbE7FWnm{7qy3_Y_T|IUy4hu@`RZ@~(FSXZ8nBa;aCXaY|o^ znLTL+s1l;XvXI{bSDU>&&X&4hTPuo9z_P?+#V6onCFW7$dxTUu@;M3KIh&L!LC{0q zDnuoxaqm>5jd64Wpr=seK?_d;*9Cfimyo zJ)$HtzJo|BfiIr}rWyYg9wEaGw%oU-gj&u-8aA?G&aeKZkqP%I2ZfU3e9yYvE+2v4 z_7in&_;0RaUHvCUb96W)BuLs5{!5e<8qsvLin7%q%#`OnRG{4?;dS@Jp@oMna|9usMw1mmz-0IVs`GYzSFyJnFQ+tLIMN%h z=FGW4lm1EM;o?5U_1>bTN|*dqp#eV5bd1{O;88ONM>VJ_lTqL8bni5v0V>QUsZ@iA zL5t!Jq_9Lg6RlCeIK&)}cC}Vn=f}S&n3!Ag;$Wf}G@*jHH3jOxih1C# z_qvjDPtf_6$iG4}8&**hZ>4Wp@jT|CXlg3taBKbLFqka=92KFas7U$6=Hq(nn^+tU z@herGFDe~M6mrv{{28M^BqOpF2r1*lsnB8<+3H|?E*1~=jOd{4gj2I^b8dFe)X z7rS+F%F(}g+}VIaA}1qz7a?kINlvPiNFu>Kb-`%nI`w_6CInuSJzTxXc(mtuj{LZ{ zVxVL~i-xZ}rIxED0&pu@eyH1+-R@uTW4&=kia^+a4fB^x-9SKds{GLGIZgzxvW6t7|Zxg z23k}T%@^rb6KNLp7%@8)qD7Txox18W+(qK1a(ajR_H|k+CjCYj=nth#QtHJ=1a3bGqmxE^SSdu=}-Q7I%a=UKzkd<3nP$E zMdZU9)vBut+O&8)-EOj%4DJ*JEFm% zG*>*}&)7^Uqtvl>-_79quL@&0#jCFw1>TB({T(wjh1oUUR`KWDu*ZqBW>*~CFueqY zJ>P_xpN%|5F5evevBxmODBhxauPi_^Vn~Dj0r0s+-r-985gTvfhsC!9eB(2*p1J>U8b#o!-dRtrJh$s{{ES?VA9{4Gh$;qoqYZA zI$Ei(-)mlvHF=idT+u;$>B4L8mszAzK9#^7LHt6K|9XA*?5~O#TuQD)ZwFo-{97#9 z2=Y`Ru5sRM9{2I9iZ7nT>}G081Poj>NFGwr2Eb54g%b+^l>||AhN_FlMln zK}IoNZ(Vcc^E=#bC7^O95V}L8sSTEbo%~(6td;*Y8urWG-LB5oZcUV;Tk%3Pq&tk$ zqq(iPcaIxCNRl=q@i>gya;eY|k$;I6C~fo`Y9EJ=hEoD}5){rUijYFLX0|Zj*+R z36!cwyBtp+vJd=TF&8=(97U9W_GqB?iPqX1Ymg`#pR3N!{XSCx{hXI(_mv67pNhnk z#ozlDx>vs&^0cK1B$L+(SH_LEK_e>+0qRG$TJyGX zd%Lc1k>0y(a1ZkyXXL$x^0Gn0gaH z@Ia!#+4%6!tGoRf>B!zfqnHpKW7%$U3jd=hl}3#q8++hsiPOt#$kbK8gcXE9r^fOq z-jHA88(k$y;2v|TdI=7E?+NkCkP=Ymv34&U9P-~}R4Z~af^R4m?6*~oU9=$c-jw8a zyAt*cIlcCkQ%2RG{Zwfj{cxc6VnSPG&4Vo$6EhDi0-NtYnXzvp$RocM$S>#+q-sOh z?N;QgVDq9KuJQ^zsxDy~U;g%5lh+@_(xaVH(5i9t?CEQz{@<4HXMF#@Qr*EV_0L@P zYL8D2J8sW(NR@j;wX&MHbEC^p;W!tnb;kCu6c4g-$2kKh|FpoIc*gu$rSg=?|(s-HPTYQJF6OWi8gIUaOh6(w{ET z`k|ltI#ost^l|I21uQ&6ouhDV#S-wVAQY8~q9>hC95m+P6(ZEy#401faPoMCa4%qR zNs?UOX_Th(NoWzudFk`W!0uu4cYVgLj*kz026=QTgzu*X;|K+{ zH@6|={I2?OE4FPf)`45qq`Uj`zp((YX7-olz^o03jNA`WMM=jS*5C|pL|b1$RKM$W zm9f>Cr+P;uH8@a0WP(8UN5)$7Bh}tadNRl5wbfsETp9jDP7@-c;F~pjGw<4uIkiZX z^o`p%@b%ppT>F>P<15}WN zY$l7x$orX+qm0isb2(&4444?U-i7 zZI=O4bbNdlP!0X~VNp@^^tEsd`d#p#v&dE`1N3S<8MxgJj8=wpuFZ5_6wXJ9dZAIk z)@};%`=*sDNpM%tR5G&p(X)3)<0bTDnYz31d9n9FzRw`!sSI>qM~j^RuT2SUM}Uc( zM6T@07=FG+j~y$z7`<%nXR(SwAzG2jfe~{>F9{hE9G(5au=K;#B!)k$*}x-xi;tkK zt>b5jf)3{%A(yKVGV{Cb4Z3gQtA8EeN+> z{|I|>Fb>o5slC;Td^_3IU^q!+sL}NX9?O3jB`T{xdEd9D$ki3KL`QaYE}apN^DV@` z*-~@j(6 zrV~b-ms_`eTC-cY0wxl)iJtF|VO`G=st~Z06erkgfbNb-O_f$ri7yoT^mdi|<hmn-}k}HTb}G2jJOF*W0ZJUkTzbQ%gdBJ{4yRo%J$kaMa9Fr3CHwV z&Wiet_*}ad2*xQXn@VK-^!m)}#;0+!|MXxU=J^wGS+=oUnG%^uh)zpp0lq6V-p`FmmSNk9rIs*9sSKYdS&O_1%x58-)bTOT?UGD+vfCGrZ%(m! zQ~qstWsZcz?U!tT){Qe3Y=Ddfuxi>ma`+O&zNB}A5^jEr>ngvrA*$wc4})QT5RNb&Ab|e+K3lg~JQSH4Htv)&p7u z+Y6c>4b^}71h|UqP_?2%S~+qbQ$*qool3v;9mVy(xIT|v&A|$ehxoV|V;B+ploJB}PE5fG0@~+^mIYjT+8<#h_LB$1mP^cUOm6xFrPNqI)z;zFzQu zU|kCLV?L2{KQTBbFZIyXqbhQPdyU=BGoG5ntyxhKjC+Q8SqYJEWDHmld#CybHz$w0 z8HsnNs?I+-nUEesU!L$)HBq7GTB=2DrRmeNt;xEZ#&uJ&c2tzD*`jTfl~%$1dQ^7v z1CwcKvt;iQkALGW8JzQW$((ws9foHR6T=UXsUy~E|A-;*(dtF2&8k2~tA@mQcSHSSNtXo;A>|cCh}d@y zcap%A4PmI)#QS4ZfAOXNUh!v*tGeQV)iZrk#hI(~xq9<%{BX6qkiONzGwO8SD_czS*^Sw(>JN3?_DgZ!k8_)2d%tiU4BXJyFMu6l5hZ(Af5tpJ{ zl>U)Fj2wkk3ett9h=38Nl#VxSOe=pO@8b@O358oJwTGs>P$K+0HZPu-71B%c5y z%i$5OutC_AKdXhEKwOxL=Uoh*H$(`V{p0<%5#sYHb%uO|3EEfwaSe77cG^&TcXsxLq+0&z zM)m3rC)S!wqBHM1Sa91c551s;-Kr$5leh??}__Vy`Vo_Z35 zq1P+}yNFK+x*Mgx?PQ4L8;$9Ehq?V)2mQ)xBQ_!!J$IIgCMYdG3@Iw8{X1jV=~7b@ ze{@O>UTpqcts>Rn4l{anbU#`*Ie={1TP~)~cdi(EZeRb{Dh6hRUkg_da&@|pLW|lMW@|j?LKQA_RHk2L z3Gqb9Uomj^U8l9)^6GvQ}kM^u&j@OJvu60Q&ly6wJQX zDQTILLd)Gh+g3?}O7c@~XJ!aJ4LB@NKal=<{cE~BZgO~oPCO76_&|bLiQrNCEHt4a z$3OG{y+Nn;gOwzlJc(EInr;v<$QABeY1+_*^>$nq z_l_5Lnmp?sTZ2rODrIx}N|d3KCttMb&3+#K2_oXw(Y7{Owm`dNHEBOnh!|4&WrKB( z%-7#u4Urda9`M>e0&!-?7p*Po=e_R!>{eaBd#!a8Q@8gB`YW;^0lofB+5Qi4g+0Ic z@Mq0BopF^mnTBAU5xA^$9pRxgIGycI?!rrz3M7{cg84 z+^ww^d{okaxjv7QH57BX-mscc{24ZJMYmEzo%xUl`8y)RN~fynNb@*!R9@Ockfjv* zPdje( zMcHV!yqb0x1>cR2J8tpOae0f>bW5n=IVr2;@J`BzY?j$Ly2XwZt_km1KI;UV5vNmG zMcg4bQ#x7P%ZX++-8*txYx?^6C&2^>k##*&G`}j!si?zG!(SrhVK)xXc@x(K!-|9H znI+Cz02NWnJ#^cGNEgUD%&CIacwQ{otxr!&>fH%fu|3ckALA!Boc1;nzq>H#>jP>` z8`5(_YEAUyav|xrG@AYwp9<&x9O=koPhCUgy5Yb!59wj>DrXrIlOnE`m3x7A+d`G< z;at!0G}|1&x8)fim_gunp@!vnv~@8}IWS~!?)#~my2Ir}vU3XyZb*z;hnO4B?P=EC#7+erHk-9E{tQKKhRxis!*TL4gwNwQ zN;;zdv#Paq=*K@$tN94@T>p-j!{;*!PNZR~s7WOY-SNg!j^=aOHf;8+XM6fJG`V_0 zbTqW@4iT*)2eq6%0TL7M&X zFIwb!C=yn!|5?)DY>)WD5`Ca3$XY1JVX5s?+a=e{JiSHQvv<|bV#1EReyOQ=V6Uz& zxEl(-wZzpxLi&pU+5>5i%4n(|w;)I1ZB5UPGj43!+`mB@*IV&ZzS4L$WcxgO`G^dp zJ-tLM_)uC#5*a-!n(){|n4fl9ro$dxJ-+w(35IFO9Z6aI{U>JQ zwW)kFI{)z{7eC*0Z$h*Ecq-`$=vFkV%f?N!|4e$5eQmX<{p$?VE5FWvL0Wv-&IZSQ ztV)URmKR{1sKe(r#4}5yfn!wJE~YCZPGGU8#C#>SulXe5P`U zVU0N?#@+es{Gwo@p_u2o=|&@mTG$|!r+o|BUi@jBqV*DMWIyEj(^Ogc_*#_)&4Jnz z?)~&5=xl`f*xjtQ8{#`%$iNlTSfwNhcLvI$erFRzt@(O{2SB54ZxhcSUU;3E=B0T{ z>xG99-qzdBgoeT1ue`~NlC9a=wEZI{+j!iPKH|LOWH#?BhqBP;DkTyO)c3+4>kihu zsgt22=l5eUr-r5UraPLw!kH6L%U3}MiVSvd{I%Vc;Tw8|#}uHR3?C>4Jp>~qVzH%`Of53D?J|hXn{c^P-vqv1x z005L+$MnD`P12UNDs{b0adAGl_IOn)*Z5);1#OpT$m2ci{YK0O$Tn>^v#ZstfQG2c z`C#xBk!y*-*qTh4<0!X+YzH!!#T)Ww*Tr7uA0!eiyJM+$wbjPMQOowai?R=uo>I5# z8ckfhgc&z)gVs=x1FcPF(a~)|(Qn1#P_rXnx&5uP$s!LX$1Uw%wW;@_E!?yiE~@b1 zF*=0N5Rlz$$+3F?%;oy6OqhE*!_ezmqWZQLR zn>{oAC{$I2Pz`b`J$D7c=0r9`(T`@OXSoh@rSb-%E}V2Ur@>%ExNXHd}o)Xe-La3JJ!ukgOk4U5z%sif2_Qn#bh~TXLNY+BQ@a? z6)F}2;c;`AW~EVf%QY`75(44(sjpR+`>KBjGb6CejSN1XIc-uy!TQ?hqX=>Q=`Frc z7WeStZl6NP0!DJ{@|W|i@>}Zf+X-c-2s=!#GM5XKP(Fj&x1+|}x7_zMz`dkx@qV8D zhL?Pe0RVdOQAgqF?t>Z}Ybpj*Y-QKo$6xC7Xd!|Uz(E@G`lp*vLSa&=K?&wWPaDuU zVQ@C4&?{|!5O!|&O0Hpd=k|so={nfSwAggDPx9)J*!AJUc9;y|TOlS;^;7FNcP0XwnG@U>f9 zn(1Pmmd=^Sftc9Yg2l&+l5euIAb*vp8J&OHnuCo}70ticNed-Mu)RlXu=kG8q2lN6HvI7DLYXaJwzi?=Pi6o75xD;<)#_KobLG zluh=h1QhcSx3WpX85!TU-2D+xgI+}kwOY+*P5 z;gHRmUZ|gPF5*VN1`67uV;VEM1?+a z#nY0IfB6KaL@E-H2rm*z$hlpx*huQkeMi#jNd0{2<~X)<@pjsLWskw%{5K*3>BV7f zzjwUhXH75OsVWwl-CZ?>@iG!}eHroJ7aJ0xY}W4zs~=n>ibVm^_WHLEU9k2?{}+&$ z?>G&2%}+k$=an2M`cd8uPBOXFCzN=^SI>704wU(&w5`?208pSVb;otQvQ$m2r^uJx zW1;^PsW>oi8%Pur*N_x&GPfxG{@QkNM5l8RmeRlKcU@I_R6eoMt8()WNn6lF~n9{Y=0#bO5htZ588RnKPf0 zI*)-sJ`GqO&04y-zm8hCp#<+)gMkX!kC#trmGW*D&Q>K+{QI@Q18L1W#yIL9H6C3* zQ!cR>#my}S9J|H8_|%BD_BX=~cbU8MQE2h}&1vNc56B;!*_JRKCmIz#ZLwjPZlz_VqAvE!{LnG!K z@^ywzymnMy^lr1B(KT@=Gi;|!V89V79C|0q^Z>W z)RifyWQIUhTr-9tXqqQ;(!Y(b*E5*29V}n9%gztq51OQZv;wIubh>?$EBU3_M?`Q0 zHPWiV#Z&TJT6O<59u`vWVRBbSkHEXg41s*O)^mJH;3YE=S0P zBDq8qpTyKG^9*QCDT$^Rfi=F_Dwe;P$x3*cB}YMB)0e(zl$A}8zV`6qYXHwkJ|$hs zRvS;iaep*ZRfo|)2nbDG!OOb8ASuhP{m%40Z$pfsnlxmEmIGNXioqr;yh&LMaUIsE zP_@ol@rO2Wj(tk2bKdoJ-yW)SKJw>exkyS{bR&v+F|vuZks`8=jhm9=y-r-6(6^{Y zhH^jSB(7$ev%Awtcz6*jN8fYop#=f%y~QTK{K@PuAfU}~D*X0n9-t5sl+K6e_4JnO zTo{P*+tqiVWOViQa{5i0vTY&eG;*QF{Ideq7QX?XxZS*?JIuZO6(kyT?gG-(i-1;@17$IuG_JK`m z)~Nb>C8t$Fe5_nzs)U{jS%CUyR3l@(O0~XuIf}TqqEk5%(`o*qtVG#fLJw_ioqtSU z&n63v3EYlih&eopP!m<*~fuAx82vyQ4g;*3Xd&KQGyAHrGaF7R~!VsC?Q zq~EKY4qW$EYKGu{oRKFNAbZV`1a2dix)Q zT|^nG=aphZpTmQy6G6h3#=9-a& zoz#n1Y>m&3gv$H5uq#H@!f1Jx+YUZw1DkduL5+eTsh8e%VThX1p1Ud7O8(V=YZ0y6 zV8o>gU0*Mm*Rrv;7 zU+r@qs68W17V3Q5Rpv?^SgcuYWRy9wf9kzQ`H<#<6SusnidHpih)BMDzTHbxlh(5) zXZHjhfHxrti{JDPKNSnVDe1iqPZJglpK83etf{qVm}{d3>oNZ2oOtu&Gh zLw<$m?W@3R)+hk&RnhA&SlZoWt_re`9hJsNvAhY|9VGK|eKj%a53WpMmgJQ^)a3*c zBUEicwoREk=xF@;QHWq#O`__DakxcB%)emsB={UN8zCZIqH~5(ss*e&o*pCauKJZ~ zJ^kYC8X6i;b%F&QTojn;D{@%QyE1-GsV5&=>TuHk_vn+s=t)(WuVOt>QGwYt|;i3-?0P3(KQ3l)@5Wvz=)(C2!(_IaN46y@&t>SuTSlrk8ZSP zt-8(F^w~a_$HsrBWYuH*Oi4@EWkAtp!l289sz*iFrsUMXK_7LH{q}$j8w%(L{|RgH zuq98}g5{6tKRj;!EDo zo`9+*RG~mPLyp0C2nT=$I;u>^O{Pmy3)=w~sSPK%$B6*|?;3LJJW$WFpcF@q??hTb z1E^;CLGuXHKo$kK81X?a2{VD$UjkX+2B1-A22iO;Htc!QT9=@NgB*-5Ms|NU*?hK2 zZsp(YwX?{PXr!l2fjYhPfx4fmtL-&h1rxSS%gm$7`@r+OGtraViNGES!#)2I*TK+CcNW5wmIo zV`F``WG&oyg7<=P$gmEqz08|u1G&Z{R1;O_)&dD-^Sc@i7>*v;56LcbG`du86`S>$ zxBLpAB*Spp$xzMY{!qjpb|f){&`NBo*}~a&Qf4RFQIu=axkx)Vq%su7@fSwCkHA<; zb3DB&4wBVnZsch{nQ~jtI?av7`P$o>6`K~>jpIF6&Iekeh>E&u?#)%7?#!VrTGnQ? z6eA?vUD8v98CCX^Y{lC!Wd+xT6Ui81&Y-0W)nuT?31%wtcn3O{w5Lk@(Q6jYf}{dF z>93Snk~8Kp3LrNYEZ^DU<;-YWzq2TS-xf^Y0V9D~Gs71r`|E$y44BI!HsG>Iq}WmD zFjuH}l9O!Nba5p1aF|y5aBDRrxglr=7u{d-1s_8|098E2SkAh_SqScZ2o~Oxs5f^c zHTsTMBPgD3x_CS7EX-t#NB_2s{q~`DZs&UqidFgV>Li=WeiOsb?6=E2|0E)k^s#8W ztFVyKBz@0G&5V0lddpDMb%m@GMx~J5sznY zuY`})c&63IILgX$w8Xz-LC6)$BH*4FgO(CX4n>HRaHN#j$R>#fx8Q{24G*`FZ2qk2 z4BK(w^z^auXr$s*%c!Q&xWhoNqG5)s@_*E5YNmSr3@vbjlv{93Z9 zpgbEJMu2}GJya}J8CM{yZmptOe=CWx-(qC8Qs&8pFbIEuo1W8xpVTu)vA`quTe375 z3JO_TLRdhlt|1E%NlbG&nnA~G_CTR9f;hw#N3xHcj51xQ7doYvj?SBVU_K(B0O_y) zy}XpXfBF}sYQp5U3)Il-ZAkOrzgp7H1YF4sr}0$`bb-TM+LI5Z0Xo984{byzu!tfB z$ky@#`MuoS+%Mhp=4-8u`{QW=*w!DA)%@k80alKR)a^HQt5M}>nVt|pR*D0()!}@t zF=$K2VmWtFF>JcJ-afa(OHrjk!v2y;fh*RhH)T()!UH*;=%0vd~uM5Y(oIaNS$9hONIU|Pj_MO5U}J*wRxZb8%AFe zt9eNxKQ>87stPrg6lGtVN30XJWCKF4l~9F-K$ghV?oUt8@_;}+=W%^|`}RMRdZT+~ zdlxg&<(jlTq@o*-FlEQHA5=a#H6W;G2&+((OBp5$hDa-X7YZ4)>NaB2uS_b}9OzN` zFhe7*@&Pg!I%m{2Xe3Om*}p!SU`fb7;XNeMr$Rs-Yd{&hVY+Yv|DLeXR*d_N;OWVS z&T)EFcBJJB}8vA72Svvjlp2TwlxC+CuVa&35INYfDVXi4U;(0?X(ulH_hATD&?K~Mm-}fs zH3miFJ|k|n6iR+gEbf&_;qU<$_*8wTd?Ek>6CE9m!{av584U}vXt=;Uy--0`1Dx{n z7Xa)8U}WvnFDepbLiSGs4kEKoPiNyQWvHArnPKxk~ovIRwb{BaGib%m(r z3k|TTEFwK56#TMZD~THp$H)<9yb&RQNCuJY@{eW6aa=(JVd}o9V9-RV+R8(elvZXq z5OiS_`f5TIDf%E~=P^tYZB|_L@>PoqI`Jt|f6%B3xG9@QhtxA-!)PiZBGTwsWs9GP) z_3Ugj8la`FsapU2?~1hyVFtIefD*c9Enz}QnSErd?n?c38ZjRqKA^?&dxwz7LE$A(rUB_Hf2jz!`U#kU|6o3yOV(|R`3AF=+l^}U%V#KPtM%w!e)Own`sOKQ z3HscN`i@lp^zl)wwxx;KcnC}Wa43N}Xv`LdP{^9an&lAxlIKFk%F(c$M79H~(9Jc+ zaa<#LYE6^y@Pm)@;!VERV zPg*!P#y_@^Bz$;k8j}5vJE}uhE=(l_Pd^${qC_ocK74H2B8+rj-y$XPy0gATnd;{X zCuG%rxg++OuD>~&lCR|~ZNHy<2jfvwn<|6e{CJ_Wck;QZe#e<69Y0xXD>4J2^yZ<) za=rpsh_It&083KV(F9?gC@J!eWN>gW0VQR@!}i98L0elJ9jDdB&S*Fu50*_h>E6B4 zzFF9*5h&Y~tR`Ol^b!mT*q}v+CkNS!`)@C<%u8G*haimP zKni%DjD}Jq0Jfui*5ZY^&}cBJ{zW0bye0z+T=PTju8(CwnU5B3;D3E_@CAGXhW0$) zaGyxE{~WbW|CV)van<0tE&2?=>6?c<8=@#sZJBAFmO>Lyh0(9eB|E=6?eo=yJbbfyW1m z5%Bx}e2rc|{Pf}@k{_df7X=5$%(y=M7g}0cEIzNsylzZ|o+9s_K~AQ9e7nlXfxGRN z-oZ_~UC_+)`AirI5nmSRr0hK+qKb$}0Qj&SX#CkbNc7(y4q7N8u6!b_^=U^&1b^_q z2k3L%1&Sry+=7Edl$2ug#4sWM*B|&l-)T*L|DUm{wY@yRJf83=C@4n2zOe#?n&oUo z=lD9jB(Rt}{kOk;>@2I|fQEz#EYJeff@u2%w_ZwseC`d?z_4M@m z1_$GWt(r`&tyL{7iVmC_faFx^wZD@XyFK4V!@$V<_m7|UTb*33_43t8wx6u3Y67TJ zUCg<%*3 z0#VY@Db3C%@w&ai#>dC^yxYy=wBHKv>+i3&oM)Synu2K3gL12awYBe)6B9kV4u5|C z=HJ}h1ch>`04SSvcjv|fDp&6A_Dgwq_I}4CCl>;)+H1C7m(mgvAt^F>_v;-TV#n5# zf0UEBoJ)q%cnXt}umb%3f2z|1nWxMf2R{XUeUcGatdhICyBlmj;onUFXG~gBGSr=m zi)$V@|L!)Kt^1%eGC+I}G~uG68em~#M=*A=u(2im{!Jho!A6pulk*D{FT^B6TUuI@ zF)@wBCL|<-B7_A82M0|3BVKF00nldm>-X=OlvGqq1qB7U4GqZycPoJMmj%ck&y{WD z(mcNRgI=yos@dO$2KNK<%I153TpnN^=GG4fBGo}X^5y_=izYD{f^iWL@F&n|ovjE9 ziP_s%g1C%CB8kNmLZ{Pwup07?KA}HnZ_f7?BfHp4(2-m#KlB1Py*#ic z`*Et;@&*RkpdIwY)Rd?ZIsk~P(l=c|NS=xjNWiW$Kc5hiYin!cCB8-algw^SMNBO8 z<;xc=E~lcr?$5}LO--8)oQ|h!BB|W23dTbz_4}MDdC$Q9wP7(|>Az^zzqGD-vvj5$~_gDDti zrqkn=f zpaKL`^Zc$Z2vZKK`l$e;>@9w{mF`e-M)ylbc8JjPM1;T zud*_Rb0Fhb`r)P~CJbO{UTT5Jn3>0`YHQtH###%qvpceLbFuV$ir5hl5Xgv#+JuFL z69Lie^*Z17&Lfb7qdKl%A}=FjZQ z9$A2}`$;qF)xY1uKJR{b&448l6cU1Y;CNR5eZMy}ZT<%8-8*2W{<9Mk6H2p(P60td z)b#YF-PC3JUE!nP1kg7umfYO9u(GpDL6VY_XT8WzD%31|^71!;b~((LT&>RYwh ziC|xnQ&pYj!*d43Ilx7T$3YB2r`M*D*aJEj6hGyHWzEUX-T@V?kS8~ho2Kg}ML|Jd zP@*_FHkKJ44&T|)K|w|)YG`N($<7js0`KfuwV?n?>rr`}-FivM$SBv>&#&6$6m;y3 zEC#|MA}ZQvRA~yrusgtYe4Jzt4kggx3gE5x98f0&S^RJK>B0YC0hJd(OYbD;c#Q%F z(fy&ZxL6v<$)AFPQTt(@ywc`7Nyx>NrZpuYp#V6H;6N*=sU-r^y{yJY?zp(P-d%^j z`FYI-=i{gDb*tG5k>=)RJI>Uj{fX&m^UhE-(15lIoYN{mSbTk{sj2CBu_NE~cr~w4 zZ5H=p4bnkhto!R@RRAa^*^QCq9R999J>FDIN_cB37eMQ9>(02ZJMFrC%(2mbBhP0puIPf}l0tSr~_4G2p z+U5aPcVN~_x`)NWF;}&PaL~|56Z%OdsOadX&Njh6mX?;V*sW4RLqnC+)eArY;1?W3 zG&Hnburi)$hI3V>z-l_}Spc0$n-GYj4e!DkGsFB;;qo zmi)2_pxibU6r84Af5O3`0jmM7Qj{T8=F@bfBqSGgGC&`{a8ehlmj21g5?c1WPTf?0 zrJJAeGANl;&P}iJWifouY$V>B-?Fv+gM-SzX#j5qw$I`2!W1Y)GobY(B_!m9h5aEh zF+jK-hVNY-FQ?HyeOmQG(bKV9{HqK$H8eO_&cr1Dr50F1K}H5#v9uf3&TsDT7h-6; ztfpO`_7F#zfK#JUrt1UV4|XpXsEx{QM_{_M!A|di{h9)zSE^oVq@IKV6-Y!sKK-2a z;=}%<{*UvD))?{;>YYzrU0nmOzALy~s+hIFOL`AwL;qijO&1mheER?28~z`q_y6TY e|3AKV!zWg)@`h^S?~9iXB_SdsTq3CJ`@aBFTu*)g literal 49866 zcmeFZ^;=b4^gW88q=a-MlG5EF-5}ka(%m7_ARqz)(%m85DIwk6-Q9WDc|YH{Ki$9J z`aC|u+2`!D_F8MsIp!E+8TMIT0vQn>5ef>6P;R5K72pk2~{lwf<%&WvAifpd(vvQD?-Z7*k9UO&Fdu5KVY9BCQPO ze}2wli+Qc}-;40blF;5@Up`gik5N!r z7nrU{DQJ38?)B~M;IJ@+?d@$1Ev@kqO;&6M9Z55@JhdLiBZO22WD#$Z_#hpp!-gQyhJ><^~t^W>6yQn;OPxgB%Lx@b7|_VyZ4NJB(IP#iXT zkaa^y*;LS1WQ0T4Nx?d8#RUbuS!!}KUutwI(fIT2VrK;A$IqXgoBv`R92`29m(!Sy zdw#^lz5XOC`&PHfwR?CNg_f4K(e+4LRP;3ziSI2b94hf(WC(N)ycigbN5EB#6&d!e3+36GWd&V6t=E@|judfR))Y>?uZXA@i^>lQ+l8}(_ zz1vE#F1J~zMJ6F3p;0Xgtg2#VH6I@IER{)Mc)Z<+o{K71FDLeUJnNNtdHX3fFp_{X zD&6;fFSqx2t_n^;K>-ZOeJ9nevNalt({?cf+zNcJftA%jhERa}+`+U{#3C~uaS{aWz@^Xh+v^^ z6UVP#ziuBMoc6{kpjsc#Wjt?=Q*90rFesUPAKl+S*wOuB)R&LIrcdPaU{O<3t8Z$m zGVYBkxeyi+`7%|cI{gTKGd*4HXy{3wd2l|OuerUyH{A5F+DTxB*?QC*$m`*aUd!2201bm2IraI~yNdlwhg>%+O& z4G(j3bJOR?yYMXP{y+qbINPPhkEkR9Dqy1H%57|2 zwA|uF%kO#FhoA3qFx|i29Z?mDOs(7KtOy=FPP@+bV{L71e-sff_-Neo(*tdl`G^_| z3rk#14*AwvZ`3#1eM;)GZxYDN2 z?R8!9GbSbz1b}#NBCC235fBthN=xJ8;^Mp?!>Ie!^?h=` zlL!hNcwIRU?}$lA(1Pge4@M@4o19eHYC36EzP!4sYF(Kr(^YmoSuQ1~qM}t)RFoe0 zMIR4V5_~OnOiWC8VPPRU21YjcH77UsqpPcHe;5XpW9q=vlq%$@j+dJ9MMXua!G-YX z=xE3N$&VD=+?rn|@*-KBwq?NxxBBC0A$O_ty0N8TXID*PHIG_fTg%MJ$)PqhGzut+`OERfPfGV-sgC=KUK2f`PzqxSdZU_PG6 zk3R3l(TB{ZzrTNffns*t>FFuohVSp!`i;&X4;pS({PgjdjRLc%!`Jur3J;f>I1g(2 z`XsyC+doOk$PDn@^h6Rc68eE4=$|Z9t|HcNaHJS9aqSF5=>Hprfd%#>*jL^C{WP?s zUMDR#adpd{v?B)|``1Sc;UOU*=eK9ZVv6VT8R{h(nYVX$ru@T$gDOR8rN1{Go+d$3 z#k8|KDd{ERbydNp*UA9{1vyvj?EKu*P^YY{tRJjj74gmflnfrLne6n2$HlfOMOeD` zdDu93)RGwx1DGIXnL_3jtjfjqP&^i`8su@C+)mVrREvMP99|$)hlEH>TY*(U%vfyk zQg3iM_?1;&UQSLR9+2jZ44qJ zIU}PF$OIgJ$H&oSWMp_;4<((Q*`UCdYrfk~u5WBqDpaD-s{{Zy_%D}`#bfwit6RaTEoh6!8 z!R_tseB~R3AgIpIdP$584bR4n)1wu0l}x<|v9QFzJqxvJXyR#9jX=KCWQKlA#1j`! zs}5b^xYeJ~V_|2PepM3|CKc7I@bZ?7jI7G1?eg-{-qm#*%mLI}LarZR<3m+=URlDT z5Z-ojr~9Qtfuw_hhZj~;<1+2^<0gG)U^#!J_j2B<+|bhUe*8x8D;RT6PtV=&15<~U zMwbXMfhI$yU%vdy6bY&Kx;aKFmxEVi0YFNW+YOWwkhMiXt_Kyc`|saCBpilQu;GXW zePyk!t<@?okLp&yP_d$j`K5Jq2>o83I6tY;mr3W2TO5PQu5dpy`ani@cej)7@o-dk zaVY$bm^kg~>S&?P!P)usq|`rObA+ic`yZ{Np!T?HOV^5%F6 z0Tq>sgX0${=qAO2#5~T_#cHJ=sHx$Vm6d;U*!(U(Kt)7cf4W)8myV~={AUdEzh;Z) zm5i|pCdI2Gl{B#E zXz1vjzuB!SjXdWbNE} ziVUm!slonqX+&BYakhA*(RhxOsF>KR{i!{GSYDlO{=<-!l?BCcb1Yk8@Hac{LgMxH z^k6~=Yz65-FhDf4Dl}O4_xFr^&l3uQ6wJ&qV1X(?fR`kr^nS0 zp$f#cckdWLCZKi?cSqoW#5m}ntB}UmF+Y!QY-|kH;TKtl&3yGoPfyQgka)S(T%Vqv zs+OE@ON!OY9k&PZgoTCS5fENY>MD6&A0}Y8WUkhRKuAakRGu@ijf_C> zfa(u*6<*rbCfF5%+Pkzw#K_1PxdUo{_smQJC@nvK|CYA5XVR{<_EJ$PwlBiD((x8EWkl*_IUPCi8aWDsWYat}|Zf<^SXCQ~913KO>*nS*K0aPa!AtQEY?l5ku?Q~b-Otlb@7}$;+?xnlT{R#Qzkab@X^qU!rvfvV zt&}U>h?4*L{^}qkKi@oRYU^iNbq{@DpS&9A?XrFVFq0(cCje%3__{eZRyj;64HTKX zLyf!*NXo?oh)*0ZZ4QUAxFo`GLes%AhrS2W@2NT zbfL}-|6hGCet2kT`{E)Y=n7P5;>)@|qKPTG-=30!&jB=lz>}gR_P-v0EiNSmth!vG zT-qy;YdAPKa(%IMasF3#P5pH|g-=iwyG-c+yh33%obr!z#XEN6uA+izf3h$;Ahe(A z|90MsqSTO?QG6@#bg8UXsucv9AFyrNtY?3u@q4kj9%^J|XEU?2o1U$AyL);%g3eI< zJFXBY>;Qyc zNj`<^Rr~H(_8lm|+#cuTE8Z8#c5P1_P$$h7C?dgc*8rA(i_aE%w$ZzT>jYrfU@~X) z>guXd3pOe3C>SYMIJ7k7?%n|pI;kjv>+UG2=jE@}R`n^>9{^FyX_01Op-i1+nkZs~&8oTh1R% zb3tf~8Pw8IJ1nfMf2ykia@x$@5nQ1cQN-NK$P|I#9<(YA$$jvP?I5D47$6$!?kN7rnMPsJpi-FVDTGf{#Cp2TcclF@xoV6lqob z58)xw|Bl=cg%7}HuCm2N6OMDFQg8otHoA+v`-rTwfL#1g)Mm>kJu?O>We4b-PtVWC zcT+&KH8?mZDJz=;G7xALLSd2dF%<*v5*BJCmw$31l zj#3K3Tj-z0E<~B&De(C{*_M}=*(^rC&glEKh?0+F8EjGtlLq#c!_64@yq{GG5f~79 zS@9EArLlPVNOvA0vLe!i*Z5rtUQxJIuSIKy6rMf?3q)66^k0dJBGg^H&UTmmVS*9I zOaDfnwLb6A$WgiPAT+~+An|p^vR7DP%k+22|GBuMpZ;b8`Z@a;spX`~2w4H1RP^j8 zgkCz&qONfHuy_yW`G}+QsOMdhi^PTpV?N!!RMm}>jV2swL;-k?tU)PR8IyydQc)^# z9N!8NCsGrv>NLcw`_{)>?2~U{Sci9R?BH&qNo1Vw5J~&vCcmpt9;Ua)G)asq@2#nK zN81uF!P_IWPmZcob(9?jW@vuiaXC#-YjcvN%e=yz!3YiYXgbK9RZ|D(48T? zefxS9bQc;L8U}`j{-ve#02NL-1ezv;rwe5vBV!Ht0+;WwdHjy@L7tL4-ywwfseAVIrVF&-7d*Y&>^Q@p+G%Rg+W3AyoEF_%0dh5CL)EF-A`uWe^* zsy@q58)DnrGaD>_oVt4@&8YXsb4v_Hc=KbyGYzg~eOH3e8w*Yhj<>1_er&i(1y&d! zjw>PLAT@?B*A+~g?n9)ai-ak~2$UxcKmIIdhQAL?9(!6(M`(a`OGCVi`t+acel6dF zYl11d;w?g^V-#}H;)Mw;(Nf~oNsXnL?BRpYnMSY5W#JXahvpsqBVru1h^l@WQK*Cq`N&$t<7*>$FDIDK|( znmZZ(c(qgXX7QtJ?zihI(r4n=FLegSU{$DNOx|e0D;C)_)`rhOib-*_=Uc;rZV!Qjt&@m~2t>wzg0(T7K;p0 zU2^-c5)YbdZs<$Cm)_n@rT<~7q`pjy^`VN5N$OZscA8S)Yw`a~KsyQrD?aMBvjg~iQCBh}ElsUdPgF@I`{;9h(m z-@?YB0JSu)y#d+&OyMY!HV`dq7SN!9)L6DX%O;y;F}sDA8uNx98RB)Sd7k@t$o_EF z>_lYi|9IztSTq>~J*m1=xYe|}imXi~)CqGG1sLnB+5h(DnXs`4UV{}mlngIj_fn_s zfm0&>@AI@1FC9aK1^Vb?5D6Cfqg+8otpv{p4C_YqbVWRtrbiEU)Az66xOyNNtIeTyt3aKFj{CdXNpfPG8og zc)y#a+m=R@-PMr85E!AB|M;0K^e-6U>cxfKO^iz0Ck_yHi1+{)S8yyDFlu@)U0 zibWNCt-Il_@izUcM1-A}6@aX&#+f`17XpD<=csH>l6^J-(m=EIjg7s@LJSxk z{M-q(!#0YAD)Z?I3aFlsuaSOtZM(g<$H467V>}zVf_tof;qk%e8Jp<+c;F%8!@rGc zEje=c!eq83^^ChfsGc0Yk8`3ArD9Ottv4qer^cJt(c&~uR3)vudui&g;CHj+=CKjU znaK9#Cw2h3!aqbHs8DsL2UgvWTQ1K(VAIdknplr&aIDPA@-KMO9aUg5CV$xf7L(BT zvf@AbY2>S6O^5^SF}8Wu2N)kj$!oNpnicvYU0!)J{_ zg`_ee>>rfjAi0t_6qHJ0(x78$P-gV35!L+TDK%0f2&mg{7Ke7*9|M ziBb;p?2$@VYbrQ06m)DH*st0YocEKvA~N~E*sAS9V_IX5p}+GX_h1{8+Q#FoqPOQu z2moMi5#v9So~@N0KK>l)b9)TrPK z=%6oSS#MH#-ORv`fbqof`fi#80k+{fTH^RCX}7$t$GKtnoAVcq5KpK2f|oN`i+?qpBs`aHeX~@;yXk>O zcb}W7!a?AfuW1{#Hl~*@u5gIc*Pi%*`bMk`(}I7tAknWT1Hp{g6qGm~3ageUY86EYt?Q^5CcN z)#__mm*<~{9a2^z!YaG9r7TM%8r6co*P}<(j+Uy`%&!N(4lJy;t^8eg`9S`^7e-eB!xajzfb0NI?keLL#_A5Px!79(kEwn6L zpo>HRl5@x1_wIaaj#viO;wTmZDW|)0dzi0I3LkgUUp|9cO3-9OH}{XV;2@o}7qL3C zmGo$7zUt&!0DS^If&-QS^^^!9-#2JCYpz{X5i`%4PsZ6BQ4r-c^XDJKWh$MyR|l{G zK18^ccu(PKk4)_$>NLsBhBoku;_@SxReHMQ%t)l7Qe+UNvsgGwc=y7b#C2tU$UXgx z&ew%ml|~KH!Qyz})6Dw^DMuwV*1M5@gu*_r_O?&wmQ4i%8sUDS_F+;%G$$*|YVRw7zxg?=PjybzkrDwitN?2oomlYO z0!Z@(QWz}6#LZxlhUpAuhYbrV`~V$CfqldNlW+aUQQ__ z;zwvC>~6$xTdjF1k}-HDR5z-n#1Rh7`T(hNqnKiAEp5xjzJ1<2^)3b?b;y%-#pMST z=Zrwc)A^_P@)(yU9Sz_mm-h}6^FQVW;%rs937#zI5v(rmk-Ynea`&6mb4rG+ka(%%f_426nbP^z_ zG$QN46KQ*y(hJoEBu?6+J82DdGz)(`;PgD9qfX-9PfwrfZb90U=4tA5#q!|`rX1ZC zsdqwWu%dSF<|e{%DydKTp}*7Bn)dxP>4u=b}czfjjuz(cqYWBF`a#(-8Gm=h4Miv0LCKi`{ z6<@aR+yC1OKq>e8FL=44veIa8JQs>iw-FN%mSy^F!#Ps1i99YvQRScDmm1D)VIhfa zTQ!-r`PyDLM45@P-v3mSy~OhKQYFuVtu1X@;{J{LN<9u6(zr4k&lL#4*y$i9qdNpT z*|&3-u1?J7sN=MKgMO}BBWmzbp6w2rhDYY1dZ0`N$psf zk0EGT-+#Wo*9QtSIR!;bTADnN5l~Q24j1a80jmSU1Q@92+YMAG4!h;S(M*w7yFjx6 zJSFuxNf332601^@t37@mY~G-)z{A$jsB{r;{v-v)_BA7)Xs*&&F2FxoBBAc+ikHlL zdtJpgS?XN_pI3) z^GojMCm7Hqo1Sm}tFNyI48~W$`TZ|>1O~>X*qVxp>UdFcMb~#{mlO1GpPbdqhA~l z|K$y3DH3UeUIx$c(u?8?)ce3u9t;c&z$;e@0HI1;OA8+mcV}h&$N@0?j_?}^;OMWG4 zEw&T~;k0Cs#5h@bf%%5u#ql#}lCjE8f*4kW*k7Q7zNr3z*1sz2ttoJCo%6x+e9Sqv zIG<5}gRcOe*#MjjKhn~o07(iZE-pSwVZT8k964BD4w{oNcVgeBVK0qX6Qm6B-1poiL&_YZ zu5cc9=*tdN=_%t8!$LA{JvfNWY=yNVlfdabqZsvuW+T)p`21w0Mp+R?D}xd=K0Od^ zR$d))Ahb{3QvK@&J_gk(YG~~|dq9h5Vq!kFFjC(;T2)C29q=le(SZDt2kB~exrG-f zih%4Mt+7&veT(}wEv+QMGTB?=6%Gzg6cG18oP}qhVPcAwYSmaws72Wct~g69c;XN%F~K<&cok)PzP>!|OL3LLnXQBpT90!Xe#l2`#U|j`Qh0>?_t9 z^!>}>wE6`#lkKn)Oahw8aZ?f+1_luMJk!(D zCAv*&z3T5p&*nUxXnDI_S(eTDYHX|^D;L3stafa0|MS}RrIMvK%VTQW8g*&-Z!pG~ zGFBH)U=RkI2h#K1t4DE>sbEdUA*9Bh4lC5#EOp&|l_B#v*!CsX3I}p7PmvL^j9e_5 z2}D@$nL2?M9N3E?cDQF4dt*VB>+$|u;W$x`Qp^Kkz*ZJ&*D(N<8e-V+zHHr~2+tyZKRj`kC~&SXEKpm4%^^zLS#8TS@{j3|GWLqlvl)gp>CUWxEfQ(;)RTY;)2toUx&%(lbyE+P2@cB$^ zfKhq`d&wg#I(YWfdqz-j>*O#x%wOv4mjkZ$r;(u3Q=Y^7AH31AiS-PDzpu9keM{w^ z2l|xOr;hfO(h9uzlhr@|wC}AcmCxr<<%-jUy9q=q6Bi)A6oQV4jt!NPr1(f5Ap2&V zh2_p+gh79)AN>*F}@5o|F>n{H{w@{CA`7($fW#J-=#Z+5PX3}fRdNvCE%;o9hFL;#b!c0XAWM~v*sZj-B$9nhhcH8D zN|5g8y~(T8MV_(lmWZ;hv9!L4uZV>ER^FE8H^Y2VKAj!Ba5W_Adh_0WM6th{v3L_a zbc;dH!|b>75z#soe#W(UVXEcaa;)br&P(R=UhzSOetUOM++J!kd>V1Po6muL8Qq`q?!#bGtVZ?pD9j6_p9|L^(h-@!+alP7pN&T zRxXJwo%5}7SNGybk2dSu;AEOn$R65C`jM2>hH>Kuo3Ac>P`Il7UAv4xyTHz~`ELC+ z&%tLAA5V6Bqltx~Ii9jNO9#A_dzVCwgS>z3s3Ht+BmlAdpFqJ_4S=@z5phuDALIcZ zhHRxEpfyQ(VT!dtml{4@D8qWfI@=$#>%a4RmyTb)wd&}0^^B4C~&0Ql8m?cABnt=`S#n9eMASiWz&NysuJYAb;XXn7WK2=w>Cb?41VICxS^5 ze7zuqu4tHdcOi>KkIax8U08t^-HU?iXhj%^v)oVxJdp)0rudZ^(^smJO9l!^s67ir*V3gp}A@RINb1z3{r zNH6w|$5K6PcH*B?Vf8oX8JL(ps!$;U`YE)Lj0?jjIMtB123JR3C?TtYiTQ6^-qMSp z<`}kKGU`}@!N~VRDp6gvy5cH(CAYxPG-cyhT{qvJEdz!lXUcmZoZphrYKwVrrltSQJ6+wocJ`>&IHc?B_ zP3ORTgq^&%h>_OV1+r z(*8_jQybEMYWQkOm{At;Tx;heOhS2jcP*oZAQL*?4?G_~exMDfaChP8dv{#!z4!%G zgoMD6l9FnY0P$?hFvm0&EMS}y>Q7=O>m8=qT7eimRs&{m-Ey1COsB@#$GT<9S-F zrxrGmce^-MR}XYiEJdd5YQzmgtphhTn2T+;harMJo&MbRW<-G`$|q_cdC9`j85kHK zMo--k#j-y6KrpO`5e7;+j_+@dut)!9h5@D1Q{DB`q0KInc5#=yC0AI+f{?e%I<2qu zL$+EkN+YHi8E0{`+g4Ti8zO-KBIPMS0brMu>Es$WA4@jI*Ot* z=;pHsd0kI%qkoc&&9zhk*_l`|VX`F@#tc(R1^@$p>&DhF?%wUynI%+_r_Pl?JZCB0 zywlG6ot^l}O}xq(A)F8Xumzgkkf#04`9N%%7}flfaYARet1nr`xA~Sy3T9XKNs`%l6iUc0Fw=hLrcG3vIf2c}TT!lE;OaVpzdRU; zJ!NxeG9V^QLXPSEUd-Q#V5;<*hI`Y;dWhjGB7+_Mt+%kn+}1z>FqXCV3;zxnyxc<5;AY9yf+ z)0%;_dh-i%bzL1NaAOz)6uo;;d_wQ81@m-iyxi>ZU(!HFA?+^|c^49@5Wy(8MUby9 zr1jx8lHt4%G7BR^{CCfjH{R3hRnXB+rXiK(>S73)Sh&obMu_L&Dzx#8X@^c(7Fjh7QoNRB4D=9JX z#v+#f1PoVyp-tvO1xIb(9}(_d${$IudT|0|CXBuuZEO9DC#?xS-H8_szUw$Fl3AMXI=T)Oi$y@`G0q@h1{lWjhvfv6tpNG-sg)<*W67oZLI_Oic&F{|uIu^gL&;U2WH;xhztrm_9r4wpzQ zSVJ;MEG$?kI$@n{W?LyusK3mDDObmHJ`)u2DdZ}h8R9S!Q|45jmJ|F=CG^Ey|BzvO z@|bR{E7#&ML{S)koz+Yu@kEo~kOG-K*hO)Ga%Q1sRD6QY1gy;Zqh z3sDwCOTf<`YY<8}&MwdIY!khdGG1; za^3CDupsr_BDUwsmY*958~t)ln}$juD&=(0^7Mm;yjtFOi{s(E2{$f3s_QMPK;o}| z;XX?QoJZy#9(>I$uCBt!N&y;psH2&}EHO*m_jAS87(zJn>4JsWq`5uv*Ng;=0$-jH zZqSdJ%}#LdZI1?qM^jBqwteCFKZ(kINI2mqZLfOkvf} zPVViU^+ImKONHYxC(!>iIML#zb$c8xzTW##22!j47oc;*jYOzOsFoUAl>=Iu7?t=+ z8xdFA9gEFsPwcMO^Z%%Z1W390lWtyo({25nji2JLa!hhIxde8VFh9+e`1uxT5rnqE zjV09ZSW_5_P}UX;oeqTnByhD3Gx2k(xL0qfJ>#p-D1Vc%IE~JVa>YdubTaqw7tsay&p%#>Y-4E9{%B=?Fw*NF6jPja*~2c2kCl8M z*G6U(Dy8Q4H@{nXrj{YHh^-Uo|1$|HT*Nk$>2`-9{d!tNo*CE?Wqch>{ep4|*L z43smjBGQDDL%rJ{8P^waY32)?95&4{ut}?_LBEDG zQ}q6@`~l6ubo%BdUv;$js~wiUmYR(e5Mk=oXxg_)8_o8hr-}D@cJu74Tr7YVmFIeC zGT0wm!uxLceVb0J;0|X|tbU!^n{-J9{iT+TN4tG28E>vN2wU9Lq>Cy3akGWEx zj{TJ+ZteZXHC@g?<)V?z(V?e*7SW2#3P{ULlboBAPs)VNPCo+P!6i9)qc}y4baXEU z{gS8uqFF=Hs_HE>GJQx4$}MtE{x_jFr6^08wfvEbC5cTtH2lrQMrN0Tes2F9>|Jo! zaG~#m9_>bpc~i7rW%>z4q687h#A(6J=x+(RH>>qlyKrQiuHYoh*8r<2#07}YZaE6h zY5<@paWGw4gCF3|3@LXh^>|*fGSLk2(NjAioRcnvtz^|{iTt$O^Z_vg(X8Hc%;?G! zNPP12$y$Tf9I+!>-oaiR`wK35^G!bWo|Sd5p1_`p~U($8S; zalr8Q@Y_?ucBqk8wu2-Ia05D_TYl>0ctHm{LzT#%g%@l?L5&v(TW?bB~uT_OqQ zQM;ULePoaZhFfqv29T2qfK$-~N1^1`siQ&n9P0Q<5z{sBI72aBT!n+aE0qY!h-}jI z6*6>3v&DQnAf}p|p5Fq@aa%1xWnb8^_S+Fi}glM%*ZuNQ$T8=qaL=L2k zg(dYV1#&)>8Qqz^TwAexWIf%fryM(yv0-=N%`RZ`tam-qn%)42UPo7E?FlV64wCm_ za7c7F)fP+7#~$uZqrXBAQDOc&4bM6qBiWgAr2Gjm8Q$XGc-t$YyUaFDD!X1L>pA9i zq(o6GPXtkiWBy=u>taUY=UMudlyw#Eqt`^l;Qg12F z2~H`M!<$}=T#*;ECuPBAcz%_%_gNiji$FouPxXlabxuVLGaER*z#%bdKoJ&zLr^%3 zdM4Y0N&hF?7(5Ie;qKy%4%egtn5lK9Xz$29c~H&(H_8GWLyop|*jcN#=olxZ0`T z6oGbiq6&G}h@gEy`b(>n0fzeW$!FHygVY0_(+Mb&;XpyNKE~eAiT7c?jSmLA<(&zs z-%EIZ0@YtlS4(yGkMwIRH{5z+bdt^@0sIwv3q#Akrt<04o~vSeT8)3$wrLtaIhNvg1}{ERcaq&T3@$3{!BVhT`$O1uszb}bcZXlp8|L)Qtv`W5!sV4 zF9TC|PAoZV!)sUPb#!}xo^_EEnTlqr0rd4IyQ7|!xwcEYr<8;^DtnVxlZVitapk!z zL%MPI+tB>2UbhBR%?3N9)QIbvVkW=OBFlO%KihL9k``MjQP-72J%4sS)th9c<)B@i z>^wO9BhNQI7e{g{?bZd-t{lU`>g@QQ)w^MX z1#p5+%q%GU@!KfLYvz49 zf%)cxh{3}{1v%8^Tc(ng}sw({vAU6UaexdofhY?rb3_UXv%rR|@zp$1PtKwV?1ZbVoRi2}T$ z5yYfos^V?Q_t1GW)=>%*d~Ztb&_7hDPfDt_#HbO`y6BJutS5k3_syK|e+6`d94U5! zqPZk2?en+$jVr)K=s@+1!Yks2z0lk(yaIJkr%Y8sAW_g{1=M&exQ@EC3aiG(E8QJC zgLAB_KV@=N@@};prgx{}ARU>{GWP0g<)_){>5{H<{r%F=qZPUX#Bd-VR1xRr=L5k= z0-WG`bqfsa;9#uD^Z_{hk_Fti-Nfda5QC`cB#$w8)FuRQWk$!cR?m^NQ+vZAQtr;|*d3JZjIRxK#7wKLay^UEcW{fYFE z`nCnZ?oHP&%&0qNqQ;h|r;P;INF1Bn0q){Yp5HdBzjyX-&dEL9_1AVrQ-~7NsFn2H zUF=9nOG6usr1AfEfaeMrshvQbf4n8xc|S@uc;4)r`{@aBv4#)0~{s*sk*B+E+Iu+sDim z?Uwg8>a!if^D)KlDco2gN zV=UAb`e|ranIXf#zU}iIYH$AvM$HP$$$7F#oj~C!0LSIZgz24fU_oNq)$8PsTH@_V zyf@aHEw7&(kOYQc|7=wE*A_OjCpUUzhlU@DmruKLzL{|%|55=4jSJ;I1&C*{mceFV z*{ib=-#Jx#b)sp;jhu!dX>NhRP=D_OYa>=xY=rb1sYw=Y=-!cZzkk zmM(++Wm6Wc*3N0YmnSRf5Ud9dAUIwhY690>@W0kRqm;8wX{3x8I31mdq{sRO0|Qosx3oSh^U~jsvns^d()@2P z087&Sf@TS=+G^LZsohjXlY|>~Af3U#1`0MO>%0Sd=^RuZF9){EcN4yX0}Kgjvx#_E z)*0a(t5dqVMw7ObxR#k+A=G1fwMsg1jczBy;G8$N{VEhV_d9q!5406rK6fT?I7;?6 zTNu!-cB%U-B_NYyT*lYfS(9kxTs$oY$v^|zr1zDcGeZ1FkF2$~2GlqoHg0pgj)dKo zsKbEXVqkHUNeEQq9|dT@hVVg^X>{Ykclj?xF6+~c6E*&!b7H`Wy<}7nl4%KC9kl~w zX?jWgWB~}Q;`cjVv<9x_!F9Z5(*(xa(6r;6jlYTJ6KO_Q!M;VlYu(s z8|$x#)Z@G#QqkZ^Gev~q_fi8dSy)d`p(k$2c0QN5sFM$J@8FcNcn!~u_|nkQ zVoA@}OTMBPCCeJKoc&oJ)Z~5K`S1Kby9uAIRIRO8XB%Pn3cA3~FD6~B*m$~}iiuP8 zqNl(W7XC|f$xunss2Q}E@=Ya$L&UfP6m=m@rjnDD-EI;^lDGGvF>D!epAW&whRLv0 zfQe^yKI773iihzAp3*sxiOE4dNP7J-gj5^b4xx*df#JFL=KgZ83s?$17pedh_7%{T zk5^uRvj)BbSSP28`|ooWQjnoKl3&2jna)Kzof)`Llz6<2V(=#(5k3uonb*X;<0_1WZ z9o^0nz4_kpjSo?NpN-^5Z3o||IbV%5_^$^#e~Ls|ymU*2gXYreP)+o#(L z2wXFRZRI}ij!(XmIJ|tw7uy}e%Ye4rANii~VLm-)fcy!rjg=t7I8ewDfi#ZFEhET+ z+%^9&uewns={oX4`>NZixZ_?-xoL%Y(4#!B%T0uI)s}$PJNTw8uK9 zdJJ}KsOKAMjcubF2>A*>=9pl zP4;xd=xcEuWj>fduMn6DL7NxBG7r#rW1W2e z65SGyH=)+8r09dBpssZ}&gdTB9T+)oBWKBs9=T@z`5We_FdKR@I_H|{h8RvX!Lom@n;?JchxF7h28j^>9)$)XLj$oht4YHP4Fm{+Pd1&*pn3sxNBI&vjd2dF@14 z$Nk7r-|+uMHTN^<>PB|)ZP_yab+Nt1xpy>?{N@SA!1Vs)A|`pB)6{4o%$s*t+lV;a zaP4c*<>~QRxdP%N(bHM&6^8`@+}El|?vqHHk%qw!0`m@;*HpJo%!cQreH?>1XoiH~ zc>TYD0jtqB1@if1jEtx<13hieU86ZcBBA2%>*x~tE+vV-+`wC^^7}C`(0+|*dVlHg zr1E_&eRqMOwiTYEY}8ivXe5akNpP|FWk)JGL#jfEY-GhXs(Br;H5oI!@L#GA$y(44 zoO=5$=yDQIB0o64`NriQj%m({&A;dZyw7+r$*3m2<#&lmlit&=a`RSTmRp*={vWEo zGOEfh>Q+QRLO?-8Qo6fa>F(~3?gr@w>F!SH?vM`Y?v$49zWcoQe&ZYW4-OfO=j^lh zepbvi*IZT4n?ER-Kf+oX9DLgAgw`8TZRLyh^f~swYnncO(~0uCob8ee4cT)}x5>ZS z-Q8VOO3Lz->rqWz9k91^9l~Hm5KIWLd@K{|vnNc^&DQ2$rwnx<8lov+KD?vufScup znjKxAE8N*_sl`_ggQFr#s>INQM#8!=k>}+TB4N6t)me1q!n|C57oEHqcH`DD)+n_F zdDW?cDtcyyY?hJ^9XQ*ApL~VLFc^ldF|DuMOGfX@x;?toTs=udm?G^GZ?s@}ZX^W! z*ps6ET169(?(gIZ^v=1q%6Pj03KYoVfV755bUS7i?p$ z9^W~o(<&ofA@xr7Os-qvykf;DaCh*c--j_A*79n;jy!6S^gVygu5nYw$RFHH26Ksz zfPjF>YgoNH^VK$+xr!#!yeFu3G3SL zO{cE<63ygl9M|-qnSv71l6|!2CB0H<=NmNZ9nbVgk8w`>eBn|i%$L5N+Om=AV`EBp z>5hlD0(&imgy%f58roz0>0)QEeqMC|y72|$?}r|99&I90uE3j!R^ur9cKj#awan)X z+p>O!h6hbaq{_3AaMcv`$&nK52l<;BF&(qS9ck{l4ifW-!ZQO!yCY<)3B=sLgdUUZwF8}DA`#DrY) zIBeHfhu5E0$#FHCy7s5=lWDIhF~;iVznxTmXI?3 zCs28jla>7{EF7qR*PAX;GF8oC%e0c}z-F>$7M`w+DBZs9=qKb^4t2UtCmU0!gV}ia z?zWM};*QV5de1{*qiGBEnpkyyR!lNox?jRvMo+KU=s1|w(Js7C-)#4n!^J@#m)wcX zuhU7I^jvX;-ld?mzW&*ueS)b&$3CaVNY6Aaty)`e&%`bnLe7nC-QGC-h-d{xxeGr( z{5N&Up5VZ8zQw-A0*#72BO~D=c&`4S>H2KmAW}|Vo?lrR1BC9cTwGnF)6?I51yQtA z>T{cUa%3cmsj2DD@1LCOlS(lsB_`ud*T@G0BpxoEGp&`sxH|g;Z%5hVU3>inJiJ2G9Ix2sKW>-x;n-S0=r!Lv#0b@>SN<*CnioUx<4skuS(&yC=Cua(v zk%IQ@gAKCx&M^p5FkCTC^jQnuUjK%a>7*-Q=9JgvLYq3ZaW4^n9ZYDXj>*f*jc^$( z<|?moEIF=~Z+Lct5Do<~g04u3s=t-!0z{(2|2S)qr&d%OW!SOO0|zb#INL^f(%qA$ zb79tS8hZj8FH_rj848moG^UC7xs#6Vf}K{8TbrMmi7;@!a8h(g*B}reNg$Z~o|=jU zv8~+nuBcHJZMeWIq%6U8QhI70;RuW=Ahdn-i zNfwGX@g*B?-DBsAaM}rl7!*3`x{_Jm9|&+fSd zr9_640q#fKN7teefvdRFd&z0i21roH^%g(MKRrWdzCp8BeBjeng`@Ly%Vv|gIWyi0ak%$rOsu#eTdl2V zZWR}BSAJhOiGY2nJju_j$oTdOrL(hBP(!HQz=)V63#1=a4XF?u5A2yq%chdfT zKNd4`PS<+TaE4CPhCa6Z%~SbYp(T*{gePO?Nx{d15ty&GLMv}E9C(LpATo)Jfur-) zWy(-sE4 z(fwEzbq1=hdKqDEWtg#N7y)UMw-}E)y|D@EPJ!8Pgdf~+4}9LEXjP`RpXiX0zgv95 z*Isi8Y+%haoS8t^#=`Iiap$0GKJjj%9Y;mn-^ULz7ZQWb_cxc36dsSRwz7vm(wzu< z(xoABPu9m>WnBZK?jmnF5Po(si$?gj)6KoqnUfQ=B#}IP_`K8`ga?HXc4ICGwxq(z zD}LfoxCBs0i0j`5O;izrOfvAJ=F2H`p0G>`PkENSYq&heyU< zIcDaC{hNP-sK6p|t&;;5GqYit7mSgE2g%N%Ywo+uiffg^P;e?Fy+IOC1KoH_W&ec5 zo|Ys+g`$ysXYp0QBdD6l6fP70C2f_r?aY3TpQUdP`&T4bb$ zq>-3W8?~9@FU3}S88^G1l&4O$`o{yTs;O)1mi1SlB| zvqmqkghkU&tCO9Y89FJ4^%3v^saAA4hlYP9qO?oa)u-eP5w1phW&#B6^O9NV%`do)iM>aaTluH{CT=cy>ytf|g=wFY-7$YZ+wTo{)l4WkoXU7sjw z-|5!Zf&&s4BiUsNop&Y(n(3EUYb5iDbV?&@5iN**yG07g2fsRzoDjB9r>eAc6ia&Z zEwP0)dh;eLi<;&K((6!Uy&IVsis#VUrMG{POvum{msUe|HFR}fJ-P6@6vBq~67g!a zY=a#5gZfILL)xLe1#Fv+zg9(ez|pwbI8C~6zC6UalbU@*ywMcQoj5Cx9^s{!J5tg6Ivx@|u0@1ZR(mzU1vcEgS?TYxrbxU}S$jtffrlCEvzPxT;vJmf=BIOU) z8~vx=D@7B^O8P2U&dDps7nGhdZyKiGY&gTEW{xg^`VV9;b^+Qoj5&>^fW~6o`ivEQ z$aAK&%cS39(+3>At!NRvrn``L>+k!g@+EhPGhRG@Gr*^8?|8RsaGF1YbUSy#jDni_`*_wj?z0}WD{XEOvTddx z8{h0gsZ@D6!tn7A`$XP%4`P<_Dc{LmIElfAe{OX!0+BBLNURIHDBnP%$JVVS; zkH|Mi|2vAFpY~LhjCJ}BzfBBZr)ihGEDC2I&V8*DmT-{g)w8>4l5SFOs&*f+YsY`& zLB>E9?{CU3*Vd|HtSe5`g0~K}X0PqQNA`T(1mED%Owae}zSfC|qa%*ai%Y7*$IoTm z2QG=x@F!H)>~iy#DR(6?f(RAUEbmH9pE=s`(Pnq3pGFM^NG!4 zx6c1s9%$(6{As4H5D~2v#$Ks#-m+JE-H8wvwQ+1sh6=zp)jiucs%!TapzT|5#fu3! zjyO3@n>o7IZgG!Q{LHtv7n$W=f!3K@3|~o`T*?e;VKW|lmT+(5t5WVqkekbc1C~`+ zstXI`*hAsvf0|yY73!XH8=emebKs3&co zGNwy>Rr7h;D{K2q&}{@F7@KytS91OO!QAl!z{0=zvB>aC1X0-e{CQ4`Q=uZR`p|-v zYwWu%J456F-y%6q=`iMMXQ*4t?f9=>TaFc4+WC6-bhZ|}(Vb5Oysa$FPc&By0Bh04 zok&RAL|9#P#{h0r*vZ1~0y>}wPW~&R-d|?*cO|1`ggr$5%F<LcqP!J(muKx(RK$L;R!?)Ls5 z6IC+h^b7R;wb9-AP14zhopR3(z4?gPjx|^RZTU#jcpC?BR%zlbL!&in5X5OAtmM^g z%L08Cg?;0?e#6&79@t=)Th#iKhK%W!g)|(+NprnB{S)L}&Z^I#UQHC$ z7K72@oe$_dLaK2M&rgPzAoaId%MswNdc@@8TS#Y>vU=_WISw(fm%_(|_Iw*4KUypB zh=Iwm?AJMPgK)&=G(mS_yl7`@@US+LHIr#=_H?Llg$GZP{>)WMKK{ArPMpAMvW} zv$LtBpzsOpeZpWxRNx$u+IQfTF4XDmA4Cu_zu;^c4Jak-^K^Zy!i5Oz4H_KPf=Pb4 z=!%^IV}QV0qWaBcgyET;FwvD!!_G~sO__FvT{$>zz8h4ov&VBfX}ONz_Epkfjlp7YF`zA zZMZ9(le76{cHhJ=2U+V z=TCydBL02RO=O7U5Z>#GM}&OX!m6=%tpV7;?4g~;kfI*$6i$tazmaOS{EyfwR4RRN z5ypS=X^1g^;|UxdoeZPHKNy}lr_9i>#R*rw&lY+D0qa{L2lg%cS3D_~vaF&9a-l8G3XMpaalxB2nYV{M$nTSPz0$^?N%%tNR`7%)aS$&Ld5ZUcPXS5Y5X-j1%|W?E z)H0&1trDM4cQCH>aR1VTxDyFl-KOrwZ+}*_c~@7m-SaUDT#;o`2_`g13WOCNVeH8% zEmSAGFPak#7XOwAEg3H)WXK;?Cg9|;;JL}?=Navn>HW*6F}-S!hDI2)Makcz!w~^h zi187GNLc|T?@rd{q8sC0uP(SN@3a5!L&V(XuIH1ND6omI$W=LgYdWeqtiJHJBt6E6 zH;cX0G{Ri(TuWMTMXyk_aHPAb@3VKkf^E3?d#2q^9o{+|*ysShpRgq4u8Zmk5folX zPql?~9bsnyoeVPc>Ar`#o(;bHOvBefjY;*k2-5-La>G7jB$N~%enmtHQ^KgwOX##+N)sk;r>6JF$JTHFKWwJ8ul8b zb?H4IXztnW0Xv21og9)LM>>?%*QS2zoWcO8bqW`;9cI;2|vjwxY&gK;s zQMH&~ji=Gr9XN6263_Q`c72C}8$N&PJMsAqXH#txqrE5GGc)T;g4R-b+By0iLz(^{ z)Ngp{N5na$nkG4tz<=NMyD)KfMt0J#k+^p;SnrC$n!VeT6eO)|^TR688b%g}Q$&_{ zhO#dOdcOCPgXIN-*T=+-&Z%uYwJP1?*6c(G)}uNS1R~-hXyO0ej*#gbMPOgT@?P%V zHrByPz~#q2mUM^Qy{h(>#S|3OeM6f->yC9np`Ly@%u0$pYc!0%ngg}P&E*WywLiid^l--|eqzf~D>-9Kie(Ufa?_TxYp@nQ7FO>onh&ibl78o9F zcHqGIagG!Hjz1a;x=^(C@(dTteGzd}^PpB*rS5#`dvDofo8mP1rR4%@t>5~|gIsNO%MphL zC%MU*6j(lRJsk7W8=wy}n?mvN5e;;s;0_}S8Lmr2?>#Gn#+-U%W9XKALb3mQJ#1KC zr~^I*3`JHzdpra-rMJT^iass8P;;Ro2-sIUYyw!2u!=q!C6`Z;GonZU#1uTxns?-c zNtl0MuKtG$kV}WM?)SjC2~boKF1qo(4jP@9fCbqf}9jYIAnF6@=tSA>|=#~eK)h>}H;+)QYXG?zB4j>;W~yp#UE_6(8MGtlJhz>(-(8wq?6NMS6fL9ueec=-`gvaN(8K45qfpn0t| zKv0&2WNwevrP0h#84l+Gy<%I>P|=?$j+p|!IC*JnbJ~_#f5_V~Sx$sJe7N+!qK8bn zowz91x-|NIFAT?l<(@Rxjf>!U%uWe7ZGBK4EmArkzn0FC|Ft){96~#i?gC&C*31E2 zB?p8PE1v#`rLif#f%M?<0{;dFfiihp%C;zvPj>Te1VLcc%<8yK7zLMaZ8m`MA^wYg zv6O64pFS#B<{O1EiiC8o`xP6-ecM#s58{;&LI)$VzB z&e$mVxxvDtW1W$oTG|J&qpd4JeE`qup>i_XpWlL7vWc&j;wFfdgrFrjGgma_RpjBnx>>_z92|+9C?7kR?F1(euHmQ+CQ6nJ;|8@hqJvL2Xs*mgwbbR%e2r7%96TL-UR-a zug={6XyPM?j$avQL~QFWe&Y=R44VuscsqD`&KOx$?-pEu?=Tq1nmeVB7_FQ!mkvwq ztqg^?s5ft#J)D%`f)WHWZ-m3C?cabFjo28Sp>jyno!Xn@5rQK%WW128r<#m?f`y(< zHkRuzJHHXu{iX%Rz_Q>p@QasamVT>qrgO$1VMAlgncfI+{Ku%^fpg6rfi(e4OgDc_ zxX##^&{+JIT+e6xY29(&5AR8@vQcML6#lAViT!bZzGbj-YoSRNq1E1{z=xAtt?ty# z>;&HR?5xLg_tBk9mWVS)m_gZ?cT(XE-rBarpRGlx!2P1Y6wj%g-H3esITJ$#w0#g~gYG~q&|w-f5mo`6+Xn5yQQ;2_-vpx4 zUO}2EHo>QZotbbDCY=2V(3y{Km4Ns=thu_+VCSm$1!3tbxJbB&uox(^0%T=@A$Kxz zskY#A?Yr$rT6kfjV#Dks#H|4L2)#sBlG??mxgQ7brg(&v^~d{88eJG08JRG8^&J8-cip_GNoH5Yuqxd1LSs z3-A!X$54a+=z` z5;1!uJ-MDTfoHb{toZp08i}}_ZCFE3;cSzlNDEwzLoFK@|X3fvI2x3U|ER;6LB_O91 zZF|Y*H(`|}pFeSK??CzVdgaWnQl2vcbq-SXfKL^0t~hRef7hpDKoLOC>?Xm~?naCb zVz8Z3o)BdtK`ID5jDBkTVxOdv)FtNK#oU+z%c~VHeU5V9>-RD2#O#eFEx%?EsClE@ zyMMKR*x~Njb*25N-Mr86x%V@GG9*Fa2&=3BPyT1$@0HOQ4gp{G6o&wvhyqXh9>v4}Wp|WAkGt<-(d@?h1)0TsTxGHNdG58ChG6?LP7CcG94n50@L?+U`Zp zJvL~`D|Jl_=i-R-34Z@UET$6se9r@br5`_T@)Ditez5L`>$yjG{d(SAEiyS|{k&pbCyhc~Qe_L7j4 zGSJPax9tAU{kC+?n7jE%uHZOh2mr&uL&1cMJTYh-WJR+|2B!LApT=mH=MH$AU7QH+ z%oraOZtTAty-G!6%jFkxYq-8VKNh0P)PBPOm#sY5@vvzP42<)!=~xt~Nz4{7xigl> zPDUTA0-GT>HrrPrR5E2J^P5Lp#AhD=3kiZS%^L;#{3%TX0P8CbjQZtl?Cs4)H@LNp zgtak2I6;((;9c&{bBf(No=Mle(H)k0em*HJlh6pfMg9h!#d*X0Fm>5`*)<>F{{8_5 zPJ~ldA}(P3R4CA z8sFH)tQw|cqE!<5L1<_pvpBjs-3AJgw$^{#lIM*Gwd=JVqg0uhx0SF0J)1Ml$|7*5 zx~iC&7;aheteO~HS&0RCIFmf1K>mAd=~^)ypp zTp!9C78s2Xw_f*GU7Sk`SKyD>ckqd5N~cYp`TPF3ZLza9#>Y63`0HLU99V8G|MewN zhVLmZE2|?k1gNVsS}rmJCV{P;-DawFJJdS((Fs_E{{C-3xv_6JnJNA!HCEKWNsH_J zV*>za4oeQlA*Et9HFG!gG`4`}_?s!yZmL zAS~Vgj}hQ{yAcEhA$x%G8Nd2q??|bHYLIZDT)PL+x%~hSiU8j$dvn7Y&Hk|oU_Rbw zSG&jtzifZs@0se9so7e^1Q9Ud7Kp@X$BfP=7{nuHPjx1I&XVtrx*OVVjF{RF zfFMWjLs1NX(|Pnx0G=!78|K^(9A~zURG9uxsIeb&9dNQ=0T;J)Q=6M3{s%jC6kbU-V^c$NB-8NFW0A&?zBHc&h@vqY|0D7q7aWdz+@CX@7&{3U zt6tkc4=3-fK^OqG53GLn*k31Vse+e7gG5bktq~1nY=9Z~rGr~%Uz8up)2bd4flHAw z&U^4`?6W(+p~&)aUh_xDj^$EPL40+OSufcZp(LaaM zjO)2=|JY*(nLM5rZuE6B{vGL%T}TF)3|ov?-c^nTp(~=(yS-TK2ek|E%=Dvpv0-a# zyZ!W?6wlvc{vrQ$?KhY{akrNn3FfkWp`(i&j3tAHOb9qXKL@{A2Vz3{poJTO>|>t= zU_BN)&J5AwEi<9~oYcD&(al+g%?mJ8YVCN!Xyj)g+;!Fp6tSgb?#Bc64hvWJkhuw$CB#l z33}#%8-|Cy4SwxPq=J3$s>^VkGT!eqDPy6=%^Z>LzvG`R^n${o|GslWPE%;OzN^29 z1xS->uE+E>CRr1ZH2GC3%E5g?P<7*uH!az0POED&5sTJoSB`Io`~ifG_W zKpcZ^BSVItarEi;*u*b@@fJCx{f7r0j2|GD*jC!;e!YMidK0{cY&v0cldAhP7Epd= zDkX_kk5Le|H!nDW!_RCqYcvbt$o`}XO|G-Xz$ydK4?oltY^}bk8{Lj2SO4`?vUtB~ z90(3`BL2p2pSca4gk9o?1cU@I62u^ThrrY-*tp}#s;iC6#(qXJKM9C$qW*xMLtAHO z)(famf`-CXdp(5tTW?{CW+-`EJBV=Iaa=tOsR0EbK4N+gQi8=@u(5@nSu`^=<|D(0 zJsH(49>0v_gH%k!@&g&t+dhsE^rS-yM#A@ze*sVkB43bA%XCESCH8o`UVDfV1mcN-yePdedccvHW7a!VXBY!b$Yp!FwZYwccK8ohrvA_QuA2_ zvTN#PNIFd5bq*+kF455Ra1>CEcQt?uw`FB=D5a<)8%uk$=a7+bN3y#BuBxfj>TA%i%!_V zf*+7`)GFkmA;{2IGJBaA)uaLQ6&(du(Q~~g6_`(`%8KUmsEMO1mONDr%q3^G%?Dh8QW7->ZSVL!!kC8 zi&J_RS}9wGkDq8|ZJ)VcMQrtD%MY$#Ot>thE}`w=3`7qTN$QEG>x=;<8X!vla&-vi z0Rp`;YTyrhfKaBda!G!1@y}lhh39``WoBLR&Q7RDBr%sqLpzUJ$$u5?G}NeBg#FPq z{r&-&gZ=V^&ca(@(vQr1cNd4pE4eu!=hA+TaNQlaD(_P=Wl|(5U9kBGGc=Z&yV=@qQZ6ph zvg3#W1*IA^q{T7O=y>&SNM_eFr?t6t^b?zgn%aA8Y`2k{;^JZ#;1t>I{=Nm|G(|;4 zFsx9qkVEijUNwo4az0hAa}_;7dBW?VL|lZ?tU6fsE%ZWsYiLd}p)gDs*jO>zza-?% z-t>SXc{XN^RuGU3;3s*d_?p}RR}TVjM&~%eGQDJAND*lXay?7eb2*ObMAyt~)a#~`^}+2qtY z&Wa17*sr-8L+9Idyvo6W#63*@W|l0r9JY15^_4lO>C(=B=78uEnApeT^~4Egt?ay9 z=&1z<3aYdFH%j$aM}Tl+2t@u=xG<9j-xPjj{?2{{SVxOnrkAEifhA=^;gK!PwrEL7 zx_k};?{th;n$SGW=j3bc$&@=gUm7($sD@Knd#%P-G}W3A5(_i#OL%%z_Z&EfWHPgX zQ4o*B?Plf1DTM1Y&^Io0V4nC5akQX$?D+pnBhFI49%&wcDl0>-k(lDv%4aCbW$=?eE}{IB>)+bMm8_7f4ITrE^NHZub85s0)5PN!)aJ@nGk>H%YhPB*My+ z9g|H+R}%((Mj(`9;WV1LQvyZazIq&u{(XNFb`ZF2vH}c1TFvouF0?Q>b_dR<*IfzD zRCaec=ahh+2VpT%OG=r!YitJ7M-@W8_zG(`wo9S zpJDR*BeF|MTd%#8l)Rp5>RWNNgkUHoBrM!k0#;W1Dvzcf@XN52j}|vC777(LTSZql zN&dc^65a8Y{kFX{(ZusYx-c3+O3-5F1+T~X(J$+ek%;^t=g8Fd_R{9CI(YN_wNgGj z)^h@>V7~vhST(US0^^zn05Ed<;4@b!gTXNgN#6rNt~pHW5p!h@oMm_$CfY zCVNE;3{}T}!Imx+SWjxIw+~a_pSd+NJrW+RJF<1JD$pPAsgQ|;*YElci)hSN{b-MI z(wDjPiW#>}W+$*djxW(#ZkcT>^}$4x1Uc|Cb{5}5 z=AjpKd{3G_#$$$eX6n06DO_`R&9mnx6GTK?OomqEshKeG{4Uq?-0#CFQiIP=^MOHY z*Bm8`i~~O&a7+1{$KChkfy7-0la9g;@2X4tJ!QEK3;xVZNMPTspU-#xA95Q%sCN(5Z{9aN89L zU?-&!_Q`pk6B`yv&;4N$>P9>G{8PA)fRt+|utLMt3N)IrBHgGw!$+g`34?gp>YJi4 zx>~+kUzH1L7Bjxx*xb@BCx}8txJH?t6507R*lUc$Wm1}^%Y&Ls`lTJ>M&(?5= zjzuiZB~}~QGMyi+DPv;?f1G$&{J8F6Anfwqw;I)(76n)qda1fv#oWhtB9$8S1!hy& zR)^^Tp1aOFf+SPn$x=K8XgPWSLJrobq}9U(#qdkZMU{Q>AHTd>-?NrHJnx=Uz5|@G z?V2?-NE&&9zyH&(POWTAq0yGeXe3o{AzJ`9uho&XzMefiG|S`xnNmUC%%fF0m%!s1 zN3o#5rR_<%jqjeds-fR=UKWAPQdmJzv0@J6onKut%aPX7TBWx(T1OzI<;N}cKbzkO z${~2I*)PzPq&3)rdBBB^h(?s`5ao_JT`-uNjauG8+I+mChmrHNAgy@2C9lU(!Gp!KY2UG0}G3+^o=%}x~$u;aqY@;n>Ue#~k{;s#yvEzG5 z`vZtrGi4eR%F54Rpz9~Pg2zi!ZXLIG3Mz9yB!75Z3k2oV*KH3Ws7aDP4-QTLL@vjD zW=6Gp>}+t$z{_oiC{1%h=Rx$+tUvo-2tLNgnsaOXyLI2UFo@P-U0Z%q++Sh zQ+8p#gZ}iM5MW>F65{7K zDOaI4QB9&upw(D?VC1b03eyKcE|bW9r5j2W)@POq-)za(nu$D>)swe?z<6_#Omm!0TfFbr+|1wC}zO z=|5Ymk2hNL2wlng*2w#SZviHNM>uIoZ}lm}r%4WGi$XTWz|>4kq#*)lg!?DJVL-de z8%{Vdlqq*|!k-@CfQWL?Y9wknqFlcL>#nb^a%b#$w;=Gy>)CEhNIwSA#oU3b6}Jq@ zZgetf3%y(;a>W~}$P(*$)QGYUEA@Eg?0MZ|Im1xBgp>Z177BEV;{iZf>e0TAdR~wj_SwojUxNxbK)Vd5#4N180RUr zvFa&SHhddZ^E}3(0O4tJ5F8$p4)Xwq&`8n9h;6Ggl2FG<0VNfv{&o%cy98zl^rr@` z^{g&u5VZGoG^)HcfEW$7>={$F)XD_ZNYs=CHU-Ynx|rPGfVe~o%b{gz$O3kE)5^Fr zHFxpz-!uSw5%XQMn_*+8csxk?sdCTHvkMD)3k!78l>js+OcFFkt0t*NDI|37c~7V& zW9@{*qK2n~JGI5!KuLyP0b!3&4D|1HB6Jn5JcwKRe)JDj%hl8-;zsCbW zW-kdk`You87xdm#^F!7x;ZO_Zoj;EHM8I|&=$Gz{&0RhZf)o&2_ zx+Tw18~RK&-^{3~p`R>(3b@|)jJ?x0bb;+A?lSZK^!kvH30j4!q8b!w0`HMo%0*Ip z7i`uI-r^whYFRxvH1&QQe!P0)li?)U(K2J1DWjk%IkY7s8=vxXED^EFYz~AY6jqUz znY>9qTx<-tDIr%4ZRca3|BLlWdv`A76mNuAp&==c4{@G6+86(*@%M;Qs8HXaV1$I; zBl?mbASBdLHJU@gI93rJA{I4LQ3-JpDv9s0po$W;jSx?bJ&5oVe;_6>Y0o!j4u~ct_q#hsq?sbKVL)>`Hwum8pGo;)66a6h*u6>OLx}4KVmC29&2vKA@FZ3 z76Z{c-J{F7$l`rNzQ7c6Iqf!zTEFhi+_>fIH-fXbHfu-XMn}<-1t?ZBExIRIxDr(h zqUqPny&W&od!@-PH-{=)_ku@fE%wYN%)k++mq@(l4=zc0V?sc?p?b`Kyo+P>eR?2} zh4vst<@X5My=28%HY4IlYt!Rf9u1a_&Q%(72kPE^;-~yX`f?qanvM?t6HApj3%|M7 zS~W&4Hzy*`C=yk>JO6jRW{~xM@Z>%t;;f6vE(>gKj^j&v{uoi=kDUoSma?{YbMS(! zSH+dg!HD7b&Ir49cRQNZ02YRihUoMcnW^0v4@a1 zNepand?h>eqx*p|EHl1$X6M+E) zf6lgCE)RrGL+P?2e-_JW<#^sA<44@>G1zrHe(-3yzKv}9GeZLZ|L#cq?O9JGuoL4{ zd5I+w6oynjjuir;+zvQeTis6=i3Z=%lkfhn((WX@mCdf7AZY_2ZP-u{L1WS2R0 z@c!1|Ll9DLqbD?!jAZuJ&+S_zEaHtj%DhRFw{9m|%lrajuKJYqwahAsiaxnn-j^ym zB&Nfv2wu<0Ok4f2V6-{;&&`8LFxwFFT3oNizQC+s4=ibEihWjKweZAWTtz6eDxJut zc7kI{!28nE|GTE4w&dKC1Rg#Oi!D8STjVL5?hB7w`BOa zs%6A7$-XstJu@U=dKC=clOTZaz}@C~zFCp@d++FSbu86~Z5_jFAnaG9@YdEc_7zPJ z430G13(uX-kAO?UX{u>(cNWHdj_+%@Jb3dK}LBx82Yt5Q&I+oe3q@pQ?XA#JZpgPk}!;3O60(Yn^Bc16PDcAMb8~OkwKBKWF&% zpNb_euWp+6N!4kdptMZL2P35j&5ya!3v09wKJo`&5Ccz7x|TL}Uvv0*_6MdF7Mn^U zv{*-H)wWHy!um(mT!E*x(VBmpvHhU}x$u{>Dz1DY-=G43UXt6ArAceKMX8CcBOufG zx8A`9?wL$JU$aq%gg83UY8a6&WIl)Xd~1ke+=f>?hE=D23>;Tunqam3vGBA)NNCcu z_i~EsiM?RI8^gG7ivt7Ws9b@{|Cs#7M@$Hj%Tc!PmyP+!>C62X}E4D~B!dsqSPde@-m(_o6$Vj}P5inHm{R-}u=37EpWvI3vX5^6;Eg1a?a zmezhjTS`H}QY`nDpjf=m2eww71{CY@AS2EJP7TDf7;V60V3HR8U__t|#WkD0=Vk7rhbHUxP zT+cA6s}yavHkXO(J94=K?bZLjC#O;Qi=v_J8TL#Gfbg=cgto zz{vS2IQ-w%mnO^V^`&xUpw>+a3|qDb^I$BgtC- zg5LwhhX62X8ZwO@Pyj?_WC}r*8_2PT0pYbcps-*E#xg;}bWJ{G_P4n^=)v7CEz1yoTs^tX#QkG#jzhi1ZbZCl(YGj5|TY!;>~MJJ5kOnV?t0!6>jy3d|vQAHRW~^WR;bs=Oy* zzi0YCt$k%wRZ-X`h=4RmDJdc$2uODeNL^Auy1TnUT2dvYLj>|{>PkUd_>CH*Za2yqVr$J=N%Zu*QE-|^-DpV=qe@wHeXf@$@^BC!g@k9V z;&J;kQB2hMowi5~NS(G)<#VkDQswc?jM)6TI7>lG+e%Og)d#OKzIh}5r>uTLW^|DC z{U9`shfUI|`wtoP?}1p0KRQQ_l%&p)j4}iShgVlu+KvsqBnON)V^^Si08Vp{@bTlv zYW4hlPP-%b6zV#utNaHkj!O&O7P{KxayHEW}3FBchObHmWbZEfA1cjjN@P5j*+{T`+uLRRf=Ng{D}|s_2f}cOo@Np!pfANSSa3c z2Q&0!haq^YUyOaow=X6l`V*A4&HgUH?bQ<_6jBMDhI>II&(Vf|15#QI zs6Ex*R4JX1P&&ZUQ!CPF1xiT+AQCDmDHVOJ40+COityI>53Xjdt-P`EE5M-smeTLG zJYwlnezbrSg@T=TvdE>#V%-Tj$L=gnR^obDt3pg-$ks_;W~a-<>>XI4m9TeQew34+ z@=X_Al(QYiX!mz^uA<1b=(>rsg@Eg-Fx~L*!}v(|8=XRz1=rN>2`32_z>xvKG9$UN z#5J}H=y8iuYlnxr_m!`}FzuRQKh=hqg6su%kg(?M+p*&RTA^qFU^|IDusu}LoWB=!pBR)>+Q71ef9iyx7L5jw7m|=eoE{ZdW)-1%$KD3TiBPkHxqjRnkThz zF*T@F^~^>Qck%9eVum*;A4ezV>^UO{c7vO& z#foNCH8jFnBCn`AI3+YQJ2{QoXRy3om)RvHq6|Uka4lHZt~=|}zKkTkSp4^}l!?E8 zhYWuSvj4foY(btq{b9i^Q*F&{D$T_en`$@ZLB}m?+S<5LFt($$_9@Q=+HH5_Yx2@- z^!T_qTuREA8EaZW!L*CLsl=9qq@?!%GzxYWBXk``YS&mUc_jK|r0l&v(Ns`eHi7Qd z0Wu%Q!S6G{jM9fkH9n6mykyOY&N1^ROZqPJDvj0IVlHjOkGLl0YWY&t7-7P1It%sm zzW2y;@X2>YwdZ)bu`Q-c!yUzzb^he0tCw(NK61jm-&Srj$9359;EPQm@Z>!)HdP7o zXt208{w8gI=V8^E@6zRn6|=Cac5yEsHmRxDjRCGoQ^L{s?bGxJ2Vn<1Updn0nrQSl zAI|$M$vix+VwxHtL)1Zq&t_|KVd{EMxy-P!jquF6W9Up~Ijl|E<8=%6N*bc~_pP5F z>4jN^JvJZNPW!{(8m__!<-fLVYi!%ST!%+_qe~f@8MPm!ye~#I!bf{ zYG``w&_K|{IO$j|78WA&sLK3&lcv92WveGB3GKq~lsrSM_vq~v`LV59vCdYBaL?cm z?L}x4HB++Zq|&F{{_Yr+3NP+^qeHRWgc#(Js{-JRq_TbIVoX>AD*vOC(E9kW0YR~j zSC7(nX6I%cXFybD)D>ya8h~uhkt=SPeuU(6zt@f;|S;RZIi9Zt=hO-ep=(1#)-r|nNz|HL~HF-7= zF9uCweiM1jTghs(1nJVUb2u!nwQy?3%4cQ|Zfal2clH73FF^kmL?{R2V!2%5 z+WVq;erl!pTCjW!tuGxRiWKuEQ$~jyz;?j&2OPM_hh7dQ519R3bDq3Jka{z&U*+GI zV9BO*Jf`4|(~Mk<*-2BPl-}eyvMc=13RcrK+sel$RIfxLB&`&>C~AJ#8fZ>gxYv11 z9QF7;kPTXY!aHN;m%qG^8(nT(F{kAwOkbUgJmBDMBvxgpPJ%GF5Q>a$LEdIoS5Cj+` zGywM7{wS1#lVjuX?*$p=**E=z!eLW{j+lmZQ&bgxVt22ZpI=fazPBa_+ z7x!a7SHK#L+n0Y~cJIx$=pMW8K{>X5e{MKex+zCS$oHR>KUzIAsV2vAIgfadNW%fb)2_5&nwtA@^a zc#q}2M}n{gD)DZ7>4sSB2~`Q=(@cpR0M71oIY+QfP66!nUxc)cGW8L2)iei#yqEF9f!& z#+9@F8xh!+{HDfZ0L!xk$i5bHWz*y@0g=6!_8wdu%#2PYv5hI0s~1aGeik%Xl(Hzt zA+|I=8SoOHLSjGA>VMbPrQPG`BHkB+k^CStV++_E+cwE z>F*{Lx`1>alp{o>^-VhX3{wDw7!|JKz{YLBJkXTlq?IxU6b54kl9sf^RFq7Yat%RZ z*->jZ^tA^iMQp~4+t1ylSE{yPf?96bK)z2qHar*?BtVdjyB?3^7eO=!P8!z)C?0tD zs!Q%6-p;&a_blfg*pITAJ!dS~%ANL+oZrt%{S{ZSPzpSL1Mcw2)Hfh@SPf%?jX@so zt|c6;3bpo*IyN6^++#lO{C%OIdtQ-K_J#UV(Es5C$+~fk)%JGo$919n6EOU02+%zo z_lZ}+-_T=|o(dyZ|DtHAo@z$v!hCj*XU`I{lLxC(&r)TKpj1i(jMH!YD4+0K?m11aRR!$W6L2_k4?L^ z6V`E~+NVle`&^^|mpEcI;E^r###hsIcYpUAxRY@t3vkZ1QG8ix_S}bh+P!`Y^+a0mkfNnAs-O(Kso10PJ7D9{SJf{a#HcNqvWmo>p?^zSUUIdd&UCLV z<}Po3Y@YSL<>|qZ?=Yx7)okg}Xq!8()ta5q)5+Got+^tNww>v~GCIoJ8=jNC+Aynm zFhg6C%aD=FK-3oA)NM@p!y+&CWaJr0#9=KK1gMbp3U%xRjDc%9)Gu?GVGJ3%X!g~j z+2btF*bYtV?KyQ(T^;yra}d3>L;0PaCjXZ%;~R*N%)NbJuKQ>E1Cu8itS8T$ldlV8 z$0LF!7^h)lIL`GRZv|~z@Z)79YUd=Mj@iB7_th3_V-a?;-ZQPoZc00Bm&&?4ws+|P ztIqN((6#!n!`lMHG2HzwZ|LdGRY}^K+AVg*zLB=sX67o$YF^j;h__?By|}+1PEU&- z-KocFw(pzc2@n4Rgx;}P*Wa*wncI`2;X2ZIW!L!LRaT2H1U9JvW+ZjKI`BfzS7wiS z;rUww<=`WJHx|3=Md7c5fuSdJtHJwMLr?#fYIVBg9Q_>gZ#Azv{mK}G8}&&>iJ)^r zLK~yrWv>f3;sE&mL;G&o>1@rEMglbQ6B7y>jW0UhBHlI!)-rA5LB{W2&w1=_;u`OW z9Pck!$Y3z{CBCHJ1u8u!IGYJGEu%Hxxn(JKg4L*NNjQjh=weP5tXObyM^YPf(?1`w zu?wg3d!))Q`AYY$1ae^64f><7M$`o4$os( zX-{l3+$;{J>J5Un8rkWs7GErlr*)WZ#li;ppBWmO!`g9z{EiU^%Qgkd%~^meaO2h~ z?QZ+-bSU>M!%eq)Y$#?f!wXii^85u)1(REoKrG%+bI^d{O2d>M*k^iV*xy$i8vc+B zdR&`t4jKJyYv<4~F^#9o3=kS0?r#Lnhs8Ha{XilQAdOWm?hybt;r)F&JxQEVUAMd8 z9sYW<6U;2bj}5w^ubz00s)g3+bV%)!OFS8%ikZfT$LB-~>>{FmHNVIHQp1cBS4_;| zpVF&f8+tK=U zLl>T3-`jDLsq>i2^YiuP*1)*9H~>>O2#~m+U|=x%`2aX`=e@}&CaoG=eEfEJClPq4 z+RBBvVjLW!0<OT9P1F@N){G1DN}EHCg|-Q|~Cag=bXFJ(Ae!;U?xr^oyD z402lEe*awi*ytnmrkyXi9;&aTWlaQ#SG)HJOw62amhK_3!)1L(s%UA8zc1Vt`mWrz z@MdcSNr}9>TFeBbcSqW*wH+oFJok#<=rxo1OGFSkfTfh!@^iuxcC{As9Uwan30{)n z)5^h{1xpwJ#U}{?+Hl(jU|z4h%QzVi$unP@3z29i!o$a1+pShtFUiYkFdaQnIo0XWlO1h^q zi1fba3=zJ2WE%Uqvs9q_SB!8b^hFC1LrHqMQFn#=iDADf`_1K1p4m`3q3#i&^#*9> zfS@-40E3n+?%~6I!+QHCiEMKNjTIM!YN@)d#l^N87mKAv!@A9O7CsdZrxa#prH_kI z@h}oIt%y|ble6jJ#RE{60K2)~Q#4C!Zj(gZMmkw*yv+D+OA<1B0J0A!1 znB`aZj=jD9on?*prJW2qM%a!MJ9lIgPARSY-tD}6`%9?JEG7b(D=G5#@9P<|)GUHg zjZPNuS9cw((RMdj5-@6QFBo^LFh?qF)(Qt27NZt+JKc*X@%5I1=d^N3{-vcXpts$6 z9$M~w2U4LL&EC9dXlT&7x)TtIR+tWupkR|}6dnQE)Dp?3nZdF}0!`l}q=+5-LT^Y- z-3NuFXX8$i26vu#TzE91sA6I*-KF>M2~%!PMz{8pJde<1T7g-*n)*EgaQ%?KGq2ia zyN8cpQ|6O=qcqh3PbWDj%+*D(Js*5Y|b)IV-)XmvOhvB#@xu=0rBK#io%!2C7t9Sye>Z0I@R|IgWr( zSy|(~t|x;gH@9u$7GnK8AKAf&*@|Bv9y~t-Mj_)En_NdH8Yo9k;0-q^5d?GBw1^t| zzRbYBjnf|jx?J_^m~<;+PS3om|IkG_hnE*NLp-{Kl7?)t9$dtDg?t zp*?;XA%8TL`*;0(I?8QQ7@ISdR}MF#8e&)|gqndY<+)5zIFqwwYvSj?eZ6l8@0wsM z9XRkB9z~2_>S9(k_bUyXvcoyKRw zq(fzpEb|{jPJwZ0-XSJOL$8DdqxK}176;MImTh)x^JsJ*}Z5K3&{h+ZT$3=QAIk zEqwl();?@$e3%uod%THN1hZzgMR7a4y-9i3;q2%l4V)U1*C4DJB-B86H(g`rVC68_ zjABBBj5wc-}S8643s6aY%A_`Mvkg+d!XL`*bbmFq=HbCx2OwHxJ0` z3bh{FYN8Ed#V=TzvGyDJvLX$0~$YTc_I?WrrWg(PWZaTg1oS)I9tD0hPUVxn#LKBO==aIzJhg+nskXpvR9_dFM4Y56 zr5k6ABU)rKKO9Sa5tA9Anb;z9&Pf`}&DM0|yc)P_)q*RFcYDvfe@7&-71cS3>C}wq z^po7lkz#YK08}^-ELm6@*ThaPrURweQGfZ4WlgQ|jPvQu zBjQcNW_zmOX!@W#NHHHeU@3aE^0{>kqbZNhQ=znCE4L2?M?s)hGVb{Jq-j0q#pedM zGRMW6%->-xcWHlY1@~ZSXdwTuCM|-uiPHs%lO`7j(sHUL`FRG*;dQu7zLwcio3?9a1m86qG>0@>lM(TE7Zux>(L+nd7?5I0L5{`jCCi@f)*n8A^rC3}d5S z$$bbvlaJ=9=h2iEO&mjbz{PLoNLiuZRX`$!3Y5rD6up)yrVt;rR#~05{i*7iY<(?N zk8lJ5fmnL!DWAuu0 zcIf*Z+Pc{fq~!&UFZmQr79$1h1N>bpD{ERitk!B6M6qZQJwY?ZKcFvgjC7fQHVQ;~ z@Fty}(f9Vg0%iu7C4?|?dyG3u_w!%m4In|%F(Lb?Dj)EZxqIyOr84kz=5hPUK;3u{ zvUIbwi9L0KZ4My(TXI`ZPM@^NJ8d9>YQbyGN|d!(y|;HYXkMS5Bh(_W+=g6sIxX9{ zpKpKa>f2jQLwcDdztPP(M9qEVm^7iLl^zk_mpP~ zLeU@ z!iy39$lve%GbY0|v}j8yb5*ZL$+hotisxboqtrsX3O^0#zYfA(O@0Z+)KgPs)4#}` zBFcnvBGQlaVXnt8=$2id38fIPh_)41A zGf$4px~+zBRk;O`*j1$<>mB zXJ?LuRT*lf-P~o*g+7S})kJl1=Ra@$BzpCjs~x;TVX>=gRR-e`c~k|(tX$}?!Wsi% zLH{8)DNb58yQNR7{z?2VuDR^bP`DNB&k(p-hCSkhraUt9#|esc<|aj>F}tXwF!?tKYCiABD?C zjP2ne)a&NG2oadYU+_`C0*l7zhLo&Fux8HM*1mt9ya=w@XZ* zUte#`p1op)9c96@b!L3jK3K&SMc-cq`XX?u=XV37WBX*%%4 z%i1pWOAQ5}32sl+Tf|2%eTjb-@kc>{njeM@Q9<%`4gQDze2vNZls zhcna2y-B0l8mvx3(Sw61(5L|lOrcv*+}S7hdnv<_MEorjLxy+YmMHpO&S~%!>T5$; z6wYI^^=@7mwtJ7{ld4T2src%`aP5GWasLkeDGoX2+44-R#k zvOa9EHl?6|7)fkScWRB2EL`vXvwNy6;BY0Dz!RPC1ivBpM5z!U=YZ`Zkw^sT3u3<4 zwx?`3XX&k?NvrDzK30nS>WPc{TcocSjNa3k^8?sgf;{}a&-esKi{dBg3vv64 zflQo)2%vkz*KHyA(*NGw`5;{8a!UNm#xtfO!EdcBp=?(N#$0L*_>_SODYGb}r8>CW z)mX2Fwe<3)It*%!DwE2;%a(m-%8emnSF3z(CCy4BA(0d%kt8pX)R!O|X|fj{{x&5N zA)k}vkyh2q>#qACNx0@92X_;XqMI@k32u8eKtK)|7Dqs^e7F|qXHVbUO0_+|dnkwj zPk!#c5}As1R^dxg;TjW!@}tEf3;3BbjQ2u&I{&&hwoy50G8h znJi8z>;r+iq{1U-!JgXnv#a{<5v%j_Cx@+3E8LDo(^2YNGk-D&=E8Zuc?AW|pz
gN`ucc;gS#kV0krfN0#x&#qh;%@Dd~O$F~e%~jH2ik2_TS16KeR>#!S)X#9z zP@~(#-q1ZQProMY>v{Jk54@7=NJvl<`W~WHsOFB-_&kPL=VW`5Q0HBT9*Sw@Jhf7es-H93nOK&U#k z>BKVNwg*!LUIvRAiIh&{Ol>O_GMhV8Yi07Frf7CMIMITtl*8Mb7pP9y-;y%I#&$9- zsGRBl<`h$X*_)pmen%)F;y{7uVfLh7FfhXql#6jz796f5*3Ku-6UZwnWpJd-~{)Y~!tCO}be=&D)<@ykYWMWJzlX~Q3X}CGRr^c;U zbXNjftv;(+LUA%JT3NFzI%aY_Y!lO)LX#0r;xJjc3HcS(1-3!MpK@!G-ga|TryvczU zktuD?bGRr3^>AM{wJ$x}`4MbSm^1PRi+f(g!GV=~$(tS2BC`}Sgw7A<)IolW%2M9L z7BBu=oI|i$v1TWH7h?O0{%XhP{v_5lmRh%;6m4ud$PA%q)m@@cNrP0$6kZwYvx{HZXYuZpKsFRsnHbj!wJX`WUGO;`4S5P8Am)%e8XD|e_ z^Otrj)}AY4{C2biPqR84J4+~XmjoggMm*p`bCu-8nl4L2=Ymrw70Vl&ESKHsI8wea zFF5SwX?T1tcC_?=5ct|MMTU>d4gzMNKYiV*ivBYiVeP6xgSr7J zV*#2<#}mI5)6m`0&;wDN8IYrS?a5rf=zdWMzl)i4DgBAaffbRd@}MPy3bR~`u{ zhn3Bh==x+A3qQ&Q5t0Avhpop1l49`rte9lTEgNfICt|A(X_e0M&k zhqA4$z>@G6O2Hi;0716p8Oe_G;T@re44XSZcO2^LR)%-V_vY=*7s{-vcnIwo(8Cu{ zq!fNc$L(C0p1KM@(wUr8##x)75QSvkcRdSiU#`V=L?6VmJquWDz4WtgrvK(ed z7+g8R$%|J-1}Fu+I7DJASR`^$novn_>@W{0+)3t#L1}fIL^WR|7jZmOIY&%hUzVlu zR{Z!Jr)#YCIY}CScy=6T5TkLfNY_X9@XE)b;;lQ1ioFzR*mRIBm`Senj7RG!<=ktC zqLr$76$6JRCrL3$wOW*99gj#{@LovWS-^uxTULVK&P!9P}b9n1Tzf@z*UtHomXJv!AZv=Lf zsug|?4}bK6is}k4fsVQk&7JfwnMF{Xr-9tzbdj}pIO7NxF!;u<4mrm zn3}IjqRIdO3{e@Ph&VJ=%|%B7WFlm8k>dFoz~5>q7#o9+g}&17kC+mj@kAfd7{7SW z6c3`lo$n{S9MotL|&BA9(Xr_Cg}u zk_?3A^Bm?bmQ}WvRebU@MmsEc^ttRB=?`u$e4i@(^vq^Bl^%Fg3t6rxR1$qz)NXSN zzUev3;6$vd-e2AGwrKzD%T`_?ZV|q7)cC8Z{a~N%6?(tn#YGYYN8?}L+RB-*{2Uo+ ze18jzq!6r+F0BE9D(I}$`_y~bP*g-{4ZZ+Wmy`(Atr@oMdhNDOt7Uv;bE(rdkRl>f zqDu0@2}GG0oU;nbS)d69U~15_J(jDLfeZ?kTTw`GnIbC>eYi5w+upV=7(zCqma9t6 zWPY7?d%8^Sud)`&Jjtz}qE148wq>*=Cy1*Qb)nw(O>v>7F6~zGjc?@=QC>0#+~f5# z=rQ9cY*8|5Z8a{F`JwB6C>Ywga@ZvJv206~ZStv$?P21>`@`94M$q}$ zWPaBbMatrL0z&+8bhxMq2&AsB3u~$X3Zy4kP0)#Lz|^n;{vpa7nI1T~HFy>(jYkXn zvMR;@HNgX}b_Zwarb>fOAe@8sGd>-U&ozfyVLaf0V)wqXhqniUbR^a8rz#OW#A3BR zz*<(fk)UPILnfE>_ES>Qv;X?V<84L`(Crq2`FwSk?cY)F1Y?=Wz|r81Y9QFJ@$bW5 zqM)Dt--i<*Bk}LcFiX(&@gGNUf-w8vm)Rts!TR43N?0H%|L=%=6tv<0^K`lJKK+*^ z$bgQk%5G_K!i2*TlvN(1pw!n#O3IelEyP-B*REer3f6VG6bhBv0iKJQnVAd6lESZ( z6Uf?(v$b|ZCGY~OWDZ~`;|9Na|Gypt&e2Y#!}D)|LI3j@HYe2ed?r8QF;$*{`GH|{<5(tIz z7#bS7Z^Wx3z@MX_*WXtR4B@OsUHZV2)ZUpGSg{|jb20-~66McDu?;9Vz5?(Hpm`D0 z8&Uq4y|d{9DE{C?U>?%}f*){5X{Vr{z98sy|92Y-+N{Zhyp!N{LBK(!p6K$y3(!?) zR9k)sb^%7$@V7rAybT)>3FQw91LuzkOE}yb91&%%*3JyTUx9-)N}QNR_AZL_TG9db z#Mduhe*gMVINj{SKbEIpHd|!@j(_Cm=hu9-ilLt9`5}ef3>)0*#?Z#~WHTTF{_^FE zqEJ<`x8!&UU558Jz@zMRzO4jMWTXH_zV=#(7@mtIuz|gqqJg~`Eq8zCdgts~4%)&= zLc#eNSy@>(h5$`L;g8(h*Wuap0P#%*yw&-jnZp6Z-Q;3-!ZB^nzsFda&+V|tdZ}5* zVz#QluyTe#qVB3vTvfr*v0}8v&(8!91osYSi4y{h=Be6*YV#4Xp5ESHWe_21O9fHU zPootkvYk85Y8ot4P=hZ-+k6Sh$ugjS8FqGjY_F`MqNAa-7Weh5===9i5CDg*v8ic2 zG`oxX_3O_~UYDblW(swK)qhs(K|7%WXugHB9?GY1UBO^k6A6QMG#P}PXX7dgCoz7v zNY(Y{-P#aHwDyuFfY*A)VUDZQ;A#T&roT7Q)K8T>2;Q@2e*$rY-fs=2!HM^1W2H+R zkf;#rqhH5kI)WxUZN<;H6J{JF&p9m#0J=(7cX#*11_uL4R0seGR9037cqMdF(PVYz zq_83=oAAReyQrurVaUz5q1D-1lRhHQ$K2i<&-k6&j-uuMy0B2zQgz>z-|O$b!RQZZ zKy6K|prEi*GUET}~K(MHdyl z0YgHhfBo9vV73}?fQ^;v3Hx5Hpo)~($@i!7#>T}Fzya&Pnc>ViKo;Zov?Ana@g*cA zHu?(HOMe2_;qXeQMz%_+k9=vc5#&1cQNrLGMGeWQ6GTTh?~;&l2;;-kd~8E1-781%3@3s z&|X&=a;3mkhh2LJ)<21t_`0W+@)RFG9&93coyO;)45&91?=Z7(+Q0|FH@(Cdj{JzMn|91Y+pcYxi6 zIrmHEd>zS=8f*6Pg0Bu3Zw)Y5Qea_&M`+R(gr@N(A!7G-x3JWFu7=6y`uw$U45*Tt z!p-L@8{F2Io73O?Jy-)RD3}xi(6&9=*w4C6p5;IgY{5n+p__engrAT!nG7MH=~_EV zu!gC?XsM;5%Zz)T)>zMgy(o`>Ua)Jqs~J55?JF4n(b3&o%j>ZE7=&1xVD5mDDtF!) zJv}%(JDaJpz#kGg!&DH0y&C%|zjnFgXSOq%3mze!KOD>vP@Tf{|K>o7gPR+wKG^mF zavv$+={oI>zXsO}n6cjcgi4{`^Nj{jej_w23<8y}oYe(%g|5d2A^1fb=%Lxo)r!Cs zgTgn220bf~OF&>G}S6iurm589x;wuTukW=fh`FGp_IPw0X3FpF_Ax91}G?^HH&G%*???`qoDQ&Eb(NSro0`2p=8VL-tsoqqpTE&_zH-@PVo?zQG3{05J=;NkssyHIgNcDs*?Q zf&dJGJm3!n%e{SJAq`yN;#>FIXPDj>6YBFGTWJ6d5da2w?3Z^lSOZejw!+fpUY9AI z?g8#4xkP52Umx;7>>Z^l^Wi}fo^l6%-4`MtgYZ|s#BE=KelwIz(3M0SRo)2h6)0dG z)vw?Y%YOYYr`UPr-*LGA_ulURXXp9<$LZQ1keIs7mFuKUED*pSX$i=?5;6UN{|4!s BN3#F` diff --git a/covid_deaths_per_day.png b/covid_deaths_per_day.png index 890af875c4710e09788fc4613bdbb005b6a1ebde..aeea76e86a7308edf1fb120d357496eeabdb0edf 100644 GIT binary patch literal 78251 zcmeEu^;?u*^z9%@C?!glh;&JJO1E?)-Q6vMfFKQ$Lw5*Bw{%HMcXxN+Gk(7Jx%a30 z7hInQfnnyI_nfn1?X}mQZwhkasL%1ALm&`TNeK}}2;|8y1Oiuvga97-EUl;ozCCpm zmQ+Rp|Gbclg2C^|b`lzn5XcKm*caUByw4qYkkd(2-AT#T#K~3P!5Ct#?__6X>ttna z@W#d1!O`5-hJ}HNfr;*onUj+pHzVW!`8$KHgDE412@W0v@&+O)BBbn=vN!MQ6{|Aw z`*_i4R5DSLF`M!X^No{8?AzcsznnyHyo^77ET(P#F+T4+dC;(xX&|JHp`jq8P@nz= z=_wMM;FEWe3!Z6pha^m7q%q8qk&w;X>oqd>)LY)6ME!vFfx1nLSjFe00T{waq#`lu zRW15?;=PqB%aX!yL7;_|9?5Kcl1(OBN!wki!=J_dmh1_Q)T*IC%u#eji(LH#a6baXVt?csWJy2=vgbaSY?xA)ui>1J|j zmGvz9+qZ9rch7lGddR49Ai)t4n-f~Lo#W$J=;-LVa!?EQiGYBotoW$XKj>PAhS2r& z^cH+>t;gK6MtUquo5a-BaSsj-WD=Rbrlh23PWphGd5VDGaJyfV?A?`Y+x)Gxl+nk> z$LnI+v}(}%@&58`XZ!^Y4$hM&Pu#B8<7GFy!ioAl51Z61y&{PD)Eiu^vsw@ppaFb0 zTUm`@z!$#+|F&|<8iQiUJ(CWVLAkRgVlqB@Sq?>7Sq9ZjEqBPGY>~W0)Oi# zvm*HWRwD##F1T7-TN|%8lFznA{9X2Ej(@|WN2aC@CNLS=xwx2g1ixI{*huQ~y_|P- z+MmIK%5|6Nw+DxXJzJ`p)HNKYs}--P7n=WDJmdSB{vMUbGg-d!)& zIa2P=)@+_n>UDQ_2Z0mjxGK)=xZf>pVKy6n1MG;;^TKFz5Ne_qgOM5bQ8+kROhF-X zrry~Sx(WveXK}pJDMg)wO{bm?tSawUMTLrxkYD}o&xXHkUth#2N*Nm)7qD4QLl$A|mz&QKf`4UNPk z9@n2q?ADqkmZk$qIUyk-%94_j&|BNN+K=w;?gfV3;RTtQZ`r(WoSx;^)^g^=D)PAO zDTqf9t04Fb5pg+)z@BB>a<59A^S4l?NV&!5Ugk37+qaK4Ha3Ngjg81HWKvDXT?9Mj z-NY)fF7JJnDjjtTOJ$1`Ez*W@i4=%s?tKOA2xT zN7N1G*2Dd6QOo1~VV@Z*jkvft772+hca7-~F%}`A)rC(GI*BSbbnwjE8~H5f+wod& z%(%egwLI9x3X=gvbpEUKdawq6`^k5$<>lqMhC{rk-;-EO!@+Xopxg!4v(<@%Ioa7% zmX?;lKFsSc_NFV&7kt6DooUlFHgDgXvu%W!>1Qvn^SeoWwZV=7D;nKB&kfis$V*j3 z=Q~sIFU{-v`T|E;T|EIrI3+2z6hTI7HszHHCa{NqBe^cdk?J#!vic(JbbYp+1)5a26ObgX?-9>>3gCApKVq$0*7;Mf?Tfmi#4GpuTq@|P3 zin~^P_NylUHeD`g?cRLM5-S)Icx;p`l|~xz$PV~`B;?@03~b)W#6(e1Q8_qXgaSfNPJXv7@B5aD3JJu|Kr|vLU0q@X|BTk#+pDVtpZ%>ZiH{#<nq4 z5u~VZ&UeKpf9mYU%4svadGq^h7iKw>{8CV=S|8=`N?snhK ziMMlhwszWEXR=^T(p)q(GI|e!$=&_Ey}kXvc-V<#2f}^@I0?uPM!f~I?+XhHxq3XD zoPV#IH!k0kljls_0xK336omBl_Co$7F!{&Psy#UZUdL?M_1z=Q{d)6hdVYRzZ0zf~ zxjC8c^yS5&F8;juZdU!ar-VdA1owCF;Fb++Z5Ojm*|1#=4Bmpsz|JR~H&*U>X``s5 zwCimx99%5~z>tjtA{yZvF0Mq<4}nX|%YOd;@RV{XZx|UP8XI{}PETcfM`vwY2DZoY zrfY0To;`bZcXv7j$<@>j6EhsC@b>b$x>}6@@ogDonU&=r5}UFYogfa%wlv!MK9}v`H-uv9SG3Yi*`1tSxlPps4^@44V zLFe;o+r{v#EHZdRG^^2Fa1cDetx)*+`E%Fomwx+sfm|8Zl^b z`t|EFuj>;{Cb@+7ejq+O07SrUHT4?=jO5pbhIe;&;JAxlsSS7vxStrg9Lz~7Dq;ek zvGzxH^7iuf2HTyHo!#NIH#+H42X-_|EbJ{UZD>LQuIf*1^N@n_A%Va5glsUwMMFaR zG*PTk#a{zVAHbI3l}iaEduz!j^c}K=>FJ+Q3D{xBe$aHOTkm=p9v6oN;=~(y-s7iu zczA;6duJO1$#7J3bR7UQLFL5dJTwGl2Ew;4Cec`cN5-ct*cH1e)+xfGHM!;S?k=ZT{<#G%p6A#CD_3DF+ z42r@$`8x240v4COsdCuc**0GXf=G=`uPLIbsab*xO-TW+_>PkDbR*ezq8`|9s$>iW zlVKMM%*{T1`V_O676@|@5O`BThF8+i=ml0328F_q;gdpBs~}W@E)WHgk&!bTHwUo= z$f&4-^Yf{6eXfl`Dw%3^Lc)a>lkcDn*U^cJ8C z=A~}gCpgQAVxiK>WNv!awcmd5 zXNQXkDNR_ET4Wu zF7{_9*Dj5KAM-w3tX}!2T4QMW1Bn$3ccRdd+dv)R@#|cZN5ENohmnU z=Ki4F=oZ!LkC^QJGd@1v{G!eTq22`h%z>DgxLCI-31owng9ABjZS9iVhjm8ZWssn2 z>+6|a_S7llQq(tzFBg3Uy2FVq9ll8_IqgkFfpB%Yl@+nFyxa;-Nu$Mwue!QAmx;yX z&!^dHYcy~I! zw%4v8KJ8AFtdcxlAp(%_^y$+hU=8eAdM>0Q{UiC(zFm|77}g5H!cRy^NtIPqC!}0v zq8Xd7zJR=62Ex!-d3N?Y3i;GO3r(I{OurU&YVG_$x{UhqBQP{n+A_#d1>AsCo*Z=N z4?~Ufq~)A&@Qe`xDAj%{N=hP!;xL*3KdB0@v0ZE)csC@L73I3%9%Me2s}tXQ>IaX= z>3Km19t3Eu+-9DeLMCB&MxSlRBTNfvq^z1Njw}FU^4mZ%2aElRh}d^rdlmBM^aZuG zxVE;o002!@nk#`j5FH&IP2jYDJ3T#JX}g#TJovM2lSh?{dRV>gDz-4Ij1=d8^;nv zV+oOPG6gx||EpNV|F3|3p`xl99UCj6p`l?J~! zTW5jL1^oXhgKM8mI-Y2+in*bdz;XsybMS6QKV!=uE!!rQO*e4FpeC{W8f+u?e~NDn z5h~c;*rVR<+xo&R3m6DUFhU@W*KVeIx~)Zt_x$nq*1e8~(? zA5e>o8-`F^TvkR^k z$v{$P+T-1(=4JoT5GBZ*U{}UjO+fsaT**O#ZQE_( zy-}OddAJBKcynD*Lii11#blz!Ru2R;`Jq(4L}2N_24OD%>6ichOv&S7PZEG8jT##w zNGLYF!S-kltab!z6}STttI%->922OMBi@6oqGTRi%g)+2H}qPhA~Ym~nI0GLG6aEz zH2imCbTm@ZO!$RvS7ULUoLn_7>cYVUf>u^^0GC#8C4p)P)XG%U)cRY)8FU)I0>GKn zC6w>1rI zJeb{?ovt{nUQusT5^r6677aC7LEr0~nF#lBm8UQ{z06LFpv)IHdLc#=fN_3%($A>H z^K?W87FtF&N_eZHeTi;xl3#IfT;m(FVz&4)w(@zd?j87r=5gRDA_9Ua6A!kLW~T-f zhH!2?H`Y=`QprxTGt-a4j_>UX5`yWbEqh zYE!nJ!RC>;xKdNt^Ai3y4{OTY-`9Q8AzJTeX8NS1)K7OpQ}}8hllYVX&($9T2&$1> zXg`nm*YYpsM0xh&M?_vOcPxsbiUf^f)S`0_d{3SB{hDH4L3By=Ax7^~ERPc`4W{bX z_%I`gH&S5im;HyR|E}_fA6d}!a*%g=Q}T6)D|++n65BM+t6phowm4ge+q0l2+7;Ye zS+nd89)}FYl@n{Z6nZhH&q-~FHA{Z<^hm%=;&7p9x+1TB(;GNGsPe!OBsDi*t%RzE zUv!b_fRJcC)4LZ_Sz#_7DUG3uPrKoi+>R*D|H&e+;OzLo@FJ-e-cu-xl+NPwwmJ`# zn3Cht@>hnGSR0oM-EG2B4?ib&gWd8~6t-_J#>&RZ($c4yCtd&>@?Oq4-kpufLjt~j zWi$7*vtR#rX1UNmT#}SEa_Z)VkF`nj*6a)63ysZ>&M0F3)0Qijk0E*@lqqL6RpFjr z1EPEwnnhRX8L9Q#ADaUGV^|D{-7z^HA>iclsVrw!!~rLzEF=Wy(bQbkUR%(EQi+i{ zP{^!mPqB#-!!5&12u#NW~;sZWIo-T*IEKTX^oYvxp(U%ob|Ptr^oPb80p8A#oh+gmN))-cuJ}CJn1}D z=T7^ozxL;ODkD8TIWu!KDA@r}zXl|Q?B-x9pS021A>ZMm=OG^`;(wTg9hy*r;x%)C zJIyzh`2(KLT*F^(er`8bTKN*Ak!8{E&xyZQ>>tiLc9UFTeGYDhuS;ha6 zRjpj;&?eBHHawl=n(S*t0BPmnXmV7%{$ z3G@%Yq`0?urK)Dd=H_KmL{k-?t!T@$-_u*(>91ejBP0@)j+hm?zT;i=dVyTDoBAlL zt4U)>;)x)xrUPa2AQ3P(rVKDsWn&wTii(nfa>oHCGGkozQA0xsUgxyRY$WraTY#h< z%-);-y&GJp9=1=#%b{dn498c0;sFl>H~hp9}nMPZ1_P!_*`=k;T!KR6hDu zmF%l@yL)Y_%H5y5^3R)-7K}eI>E80b=RDnIRJ*4m4anDjpKvJrnvhV&yuj(++#Ht2 z%wjN~V^WpS`CqV$F{l_|eAAc`HWB#kG@F;X^YDpbOo^fxMi>*IAz*zKaZ2ar2(+f+xl!ZwW!5v@;D+n-(CQ~+K;9E{s zGueb{7~}X+`Dt6z@9?$Xg_=a~|BRTix_u3d89_mI0_XC1`iFbG!}*Drp|NPH(+a>T z1Ybb(3uf;IJ8#m>uKB1K;T6?YZ;iFX}goZo|_ z+r>)%v7YU&@{Wbw`^fk1Zhh0K=M?hEa%Dp7@DK|#FrzS}I27k6&EQ<6^01lR`H8tx zapkX9U}4>|ae|M>5xz!axw2K^O&2qkC?xzTfKUuXCm94xG{SE{ihc_XC1YR+2ax+{ z_yaoJIPxWJX=7Wn_w7`RuK=hxL#Vd_j*Wb2e?D)nW&?kKF*U-C3~04-!omgBjp}? zz9))G3Q{`bEMGC62o{ZF;^Dzi#P)Org-^+eUy z)xo`YSd(D4p6NK-9xFXAdb!f&%)I%IU6nmxw+*h=?F9Fy?gEPMl0IRIPGO6-c3F8v z>G&_3zaw3WU$!zoVG^Ne}|m1=z~xkeWG%7X<89W&;?uW*p-vm0W;Ky1G$) ze73c_D=j950HbpN3Qp*%0>#AI+L}ki3(}+^kSayC$jU}$(qrH5TM<4$>oGB>5!1?$ zfDx8gx#o`@x*H8kq#rY*g~eg%l4htik?HGtXl4;{T5QRb?5z#GAQd@1IXN-tjV6aR z2u_rKTCU|L`Bewhp{I*w6^6@fP-X^vr;m?}o61X$TW zx+QvO8i;-E>X0x2${e5iO-)~tA?_$M5yTm&md2BeKYs{od)j{fBJA1#`~J5GY#g* zm0f*O-1bQJS-(Ez*5;(}xT2M)hJwui1ab+{AnGAFz*K&3Zoq!60h5MRpYj6tv7qSx z<-Ds3I#g4j3G@Po;px&K&*3{(*4U#XJ7TXRA#6rnl+S?g0d@9U@7s$UP#ia&jY{V} z`zjn<eZUW!3?R*^BM)MAj*Z)iM-|Z)F{<6i|>2PXc;vaNnT%NYi3?78=*e95z zCnpHPZ+YGI$o@l)jm#`8i5#}Xpa)V~Q>@HdnrwmK0SI`L2=E?FgG^y!?SMhItytas zlh_UdW)d4asYun-o_gE)@|5|$f*9HM=E^qjnri3)6OG$zk`6CHF-Zj7a9xvbbq(|5 z=g-OSpW|R|^9R`LqdB>EF++I5#4Es?`>TJeu#;7ETCdm1m(FEj|R940UBuYa| zTV7pl0!TRC>$RBN)A&ijmZP>8GD)ljY{E^X^UAQyVXY)(4_4j&BoHn#CP_xr9GPD~ z3?#C@L_)4*oF+`Om^DmUr{6ug-M$#?4PRR{UAu zO~&zce&XmXrtJpFj?K=~zH~Kp zJ{vY61|ciCDXS4jP^(wc!5Ze)VgP(;hW!Y?2^Ty^sZ^7|RaO0QX-A1W)w$49p@=-&S+Va-rE1I1xVKP?7H2|POCGW=ks#dd({;f zzTSYm$i!su7L){H&%#y&XW$(A9OyiLfHeJs>>rxtO!SUc(4o4RxWFx>>6PG}%tlrI zgFN>2;KRUi-DtoEI~fV`yC1z=JxlFsK9#j(?1f* z2uP@!t2V7R3b*xe`c7o-+gfT)X>h}%j=w;*G)Z5Ka8KLEsjf)Be4-kmB^xWR3_T_~ zBSLaPwyC5~1Iw@!|A&$zKSm3wn*T6|TR!B$(49tMRh|?gh>P0)b{=o<78IzYt0?0m z*3N^YOT);Ag=mTc5Re98%)(^EmtqtH7Wot7y?B|O_un439|We%1}^I+%vb@S@ANx^ zH;OmWy5j{5%z*sAcfv^4X>y!6L_WjYgX#cu(7fU)w)Ga=kO@E#9^HTUBogp_>w7N; zq@}BB;l)v#N(H3wu5VLYR;+ga7&Z}Go+TwQqiuHqAek|4@$LKfY|F`?XM58zfJ{To z8bSI!2<52*4OJOKJ-`Sa)UKj|_LCOv96|U$gIqSckYqKJd4V)G*tPr$-$$jv!kiUf z3?a-4SPBc(Q%fEm#i1076YtYer4bGFN9_-XtKD2J2H_jfrEmQ5=@pY~91{}FW3?( zoIPCmM_iQmaT^wJZe_!Y8dXjDW_=zKfL%xdZB_MOM#zA#_9;0h1kG1=fx9Dkz(IGnwq{_FH6HiK1ppWcTkp;F z8T=c*WjZOmQa8Be9PTY1j4i^Rix;zrqxK=wOg=(AD|lP- zgI;oVB~cC1HwHQ8H-ue8t*%ESBN0=nwa@}+uI@+$P+P2?-V`>1szoZNcKO3|3!NW+^*7iuhQ z9fF@PC_y3^_%h6noT*=;+*g%PVPs5Y{i;Sc+}6$r zR{l?47l+GqsN5pmCCN+9FFD=uCrYF8-_Z&5HXCh4oadeU5|y4hZ7(b}os9WPr_*bT zm??|t-k+;Dxo~&QqL7oF*NRR~I;~!9^@tnAnJh0a>5rUGDoPq7uQn5PH|ZR#NA-wn z@(_}0rjWCA(ys$xU{<9GP7CM~I)T6g&|L4muI%RK=j-;XXEk{`2txh<{g0-OlO}7m zYPHkp7J~Aj;MOck#SmM)yHk7rNYTQ81VDkqw^fwuGFDlaeX`P>gXKhMgACZ6Weh$< zOo>b|ZsgAU1NC5kPG)6Crsv#CC&cIDpVXo($tlSb_trv9hB}Qp6qGeOT#pwu{_1HV z*&F{~*|F-V9ta@3P6s&V02A5K(NSp-z(EX)ttB?TGd><3=N)pE;^rSo-M0(eI6i>r zLmP%g_C&ml(iojQZX-suC0H&ym22FrEj~Uqq^KrBbYAGB|J40*sp0Hor?a-qzV`YC z{_pf?1Jm-2U7L2hrngeuugtfqO?Py(sh(ff#+)BV${DRmAk>}IguT2DCGD?PauqZ+ zEi4Q<3_6g+!tguw9!}!9S8p!%`$u!6@dSK$O@}nAcMJ2=U~a9dqVVx|L5kAZ`SuIt zA%6IQU!RW@$-amw*if0ep4e1u-gCQTR+jy)ly&t!8C9gy6}(zlzU(RO*}Q%jGR!F# z-qiB;9{92F0~brXslmWRGPiS*J$_!#TgY4p4vm4q>vX6k5->3n*Y^dt+j|puo+W&X zX}8UBnXgy6Oy1+lSnq`sa{UvQ#Hl!Ia#&5h2VJ~R_&gSWsTj0t1p$<_{OZ~M50(_7 z<&X$xZ0+hm1t;m=oS~uGPHci*`nn)DRQ+P3pYx7enemfVJ`@THsV{#}&anRqr1kK( z`pQ4X<3UY^M@s4^>T`X#Yod(iQ$7l1X;ytFV|!o~ueQ#fOt6>nzGmBlroiYpkSidC zk3vqMssLcZ-tu>emE@doTzR320TxJKZ(-?6WnX?a0y+_XkUAcEIXc*xacSu*I%~wy zG1Hec`^0t?WW$2@fA>ExACP>88a5#8roX6QX2M62J@}mwyF$|P0Pl+EN*wMrA1ck6UjLm;8)tzgxeyl>q1w9z5MyE^{oC ziH7Xn>&D)+2f7x!UdHIW$QGdjutW5}GsS{p%gPV!+?ZZjBet0^Eao%u+HrQqb>1c2 zSVA4~X=%O4xY;@3p{DwX;YwV2oJr2H?tB}|R=e7}pd5b;k>X7Ez`n8T(r1=p{<(ES zi&fzckB4kpw;$nH?rit8a4}Spu{lIBWZc&?RcF)XQ)yLRkSTiL6?*IRL?X%Hqn+&P zYp_uiu#FmDi{G3q^kw+do5{(M*NM3W*9>p>%f7INAjnpP@)rYzqOO5YMn(am(<{q# z4oWMrq7etcc{&endjmKs+nmXOmG!068&6zc4!c2(p7Px<^q2RDliZsJB)_vaAH`JM zxp)jX#&i}@wMyu#HMKxOfuq2YL!>+`iCIYI?e|E9Zdi zHl)d~dSf<(Jn`ONm~m^p2S1qbL;@<+;dV?udS5+ce*`7u)Bz6n6?0&8A*PSq&2>^I z;GXGWeaa5Dk9WJJu~06h-GqXN>D8K>%?f*U^C~xlplWqO;B=8{sofc8ADjoT16`kn z1-@n}nNF`qtQ?%Jk)+>~1LST2Rqx&&%jbpC+*d*C&cg~#RhJpxKY*f0Z{++3r!Qv` zOUps-V@JVOqxTL`{8l9VXU|^-1B-g;m1Uos7rX%v70HZ7+JOpd8i|DVUk^Dj+}X2l zb}tUp*{}BA9Ffs5=)U9TOOhCpu&SySbbhk`661SViB4!I^OWs-7fqgudComTqGKea zw`_x6L{1B~$WBTCRDQ4ON}7eYcv&Iol$oq#)SiNB^2gGWs%n!8T zMk-9@>z%gS#7VsW_C+lu{5#Y9Mm9?c-*c4|F_iAxPMk6a7mCxzhX}G&F?;UY*E(ax z1%G-3sYP$JCbXsax@S{5*NRk7)a}Ox{ zctVDWy#YTNmG+U3#|OBiGA=F1_D!OOSSu!g(-xGG`Mzzr-1Zf8Mwwj?v_WHMD2hy+ z)9dPedmyUizJjd;te2)K^KgTj-F$_)Z&UZ|(RHEKdPC+*i?-0!g>^PBH(ZY2(&L@T zT}eA9*KI^B4i3jITEIEpOV%&nqfx?5iAo&@LFxy6gR#=81 zA7;@zH4O)-SC zHfCL|tl&ue}+V!A+imQPzAwGOY7N*XO;y$2Y%3n+tEuU~h7 zZa)kaC-8gMn+FMxc&!m(39~k2run?RF37XrT7Z7;eC+C5XdX;}H%Hvs9)GoY6z;}< zLACy|sf-!lUc&rZ)c&W-&$G*YkfmmKDx=1(ua=kg6!S=&bUmC4L=D-7+2%PAu2BnX zys`p8VK7(uS9ATXSeD=1U!#?aef`6vIKn$0>!!)ei-Rx(RKziK_Nx@ymkpMPIP%1X zTi>TS>nHZ#I@Ey#YhU3?rmfcGpB>YHC_1f?dwDq+$-_irSY!nu>j>LA!3-}@%6oFu zOPN;Yed_|G0o|Z~*$FCmO|DUb7#NyLQaLVdi9VZpvPbq7>BMYP;K6*uSd*tK=--M;NFb&8KDb*3IkiXO!8#z+ zTu#BE=mKA?KfQrV^Z7C{J-t`Eb!PUu?`+lQg9=t64(8GBSbRu@X|HZ|ai?Ju{SrH? z*_2PlK^uDu8njndvT!_$i;*5njgbU&lu;L4rQ5Krimh<5-xrVI^7;!yrW#Dh0n2ZA zxF$0cWms#t@WiC~2F;cK0tHfMeje{G;x2CgZWSpmuum*)QrYvN;Y;)vuRwt#j3kP? zEspXxQNYDPDZ)bJ=upZqM%6dSOhf<@OqPatow{53AYTB6S}D+o0j4#nIpW(lQYxza zhZh}KG5=Oa#pjX|>i8HC7LVhX<{eVi{4gMfmQD0q*HWJ2(gtEgsgquqneto9ww;C#+SDgYv$U!7T`Y5#jfoTkDG{GiyW^PFmgqCe~~Da zs4%39N_0zYPi7x>?7(gO(4Oox@KAXV$$b_8+%^^R+QfAEB`(VEge9g%&m$f7)Wx1T zV#iW$RZ<%hK>h&oJqf6xQaKjf`~~i}0oyr_u%(ZQgC^#RbxtLa}uV@;RONqNVio# zmwPMvj+dstA0O(skWz-HMLR3jV9OdeF@vDSXzPGKRWdxV5T-CWY*OGKK40a(rbLOy zy&A#EnaJ2um+}#hE7IljL-V~QdB?t!P5OvJ0#wKH4od3k!2U>Q>M*43LkoH+HvfbN z2A#JTj?2Ep9W!Gw>5pE1VJ*H{lYifN#8323yc@n~8JB4odLXMNCC$FSSNXn9Kemed zd#E>p;Xvn)jo8X$#;bzkJOGy0a@iLA+Vj6#NlvwWdTiyKp3pf`OY3j=tSxuADQ_dC z=x+!z0cVO&0*#?cOqyq%G!B{z0efceWaoNUlvb)%kr#a7tv1j08L+1bZhpW;0#0-r z8Av030`*=%?b}Yz3%g@^-?pxy_}>(Ncqcg{T_A{-i1qcZY(%v5bRt>hZG){ZAz>x- z{EST!>tA0O`QAx}cIX)bnm*i^XjS{6PP6--+bOfKG38Iksq7A%H|r_YHu*NHO{zoP z)s-7;UO*07*y3BfFqt-28OzN>rc2XD83Mqe+`6_qi6*$^iK+M-t;bF22O;J5-g*Db zlo^&`4^KY$dxT%xcN7&oLeEJ%&i_rbbcXocd<#7#ZeynkPG@ZX-PK>zJ4q}dAeg;* zcs``S2XB42rc7&Z$zk_~!8M%Jvlo+wLECKNijj@oh>oF}fw%TrXmA6{Ms&G5jQ2UV zR%tCKC$s!lTW8k8q=r)SNbCUt1c*0bLYvoESmh=I_|Y)~lUxng*Gek7a?8fwwsI_X z(n~8z&JJH7igUOxe+s)dzeRRHZp+h|_Z8%7a8KBoWn`l;LV=Z|1H2xh$InScEMcMs z{irtU*;>xWk9%$HMK~z+b!^u&bHB8Kcw=WTNljBZxG6D7tJE}2)X-XXrl^!%bH^^n z3+ko8?LjT}{my=jge%JV2?P{MpueA;5>C!Y|4dEZwsK-)QfD&O7Uh^km?yd3yOdE) zMWqvnWSDSK{-p8|01037-H9~N{O^7rzg3OzWUY)G?jH#i+!V|lqbv3Q*<^RbANsR| zS@k89*xKa+?|1J!G&7|h`E2;&L;0xsv2-6Jb~i1MIrzaUD+=1F%5T}-X}_DLH+RDjf59`i~P`n!(dTmprl{cpiD5El~GiJgPBKJ@I@PraP zpT)9T0Z;?rGb%oH;?uR5j2H@D4xTK-;uPpOfUc1Y(6a);vdLh|x7JUefS4*aHuf)m z(d8|@pPac{{~=Wx6`BcQ$0ybn<`#ao7l^irKE5%)h+ur`N}qv}z+pdEgQwz0O(}Ot z`;t`vJpeP(mAb}<%_omUI`bSxPM|Ws##Ssdeo?^KEO8PezdT$)>6hjcGLdu4-yP2~ zF5u}@;@nuApTDp+u)mNvB`Om6FyxzA_|q#&+wh6b6Ag9~JizAjR_>F63I}fy4cap# zLAh%n?2ilsYoG;C%eFKjmgcxO#dLAFI0W>RKu+`m0;Gd7$?RcsbK0sUnxf<6rDKwZ z;bBm3e-=>6M3$9hMqV{uQ8ceC;-K9GxTfD)lO=oUge5%;c{klA@g446XwmYp7!&&6 zBRKNja$c`rV+*Ju!Tl#z8B+ra70@JH``K_{u|I6{9F_%_6L6YpKx~=RYwsI54mn6u`tiX_*9&@r zdS#7JpK9F#mlB93S~M2bVl$7$H;ZX=VdLe|op*M$*J^41_?98RK0C7+Z>t?IsF!ZQ zs?sZ~u`xxZNLAm^upLZBj9Bd2AOroDE369*(DFY4OZR!RPuQT~E%)`xj|DKG7@Za{2!J!!w}K8uN`XCT`cY z90HEM+mxml0#w|QQ0PFhMunaEn+G6~2aV@$02@cPokT=MLAPx4Pic#SipIC9FxjR_ zv1^fXT5}w!0tDA<+7g=e{)!?9=axgp$ngfC;e_il8W#YRk+T_3E=bUlFtauufV9Bf zMc?&f@#zIu8%_ESMLL(~YaDLBTEFVDRi&GJ8fEbB?G%W2}D_ ze5j39#~c<*FdA29Z|&mkM=dQ4LqlW#k_l`rTCH5y)bK3XdzMo$4X^~{$NyByfr0E- zKCCXh}W$MS}w`EKFY#{5NqBBE;z~;&`#iXxv6yOqB(hQx%@ZG+Epmn4n2xb8pvKxk zrd)Ret<`a_cbgk1kXb(ieF{1y{c2n1*i}G)VNq3QS04hc?AT%+=q&?zfCx}zd7uY+{<8!R?1|MZS(BncnGKl96a&Zx{_!x;D&#ZNiG! z{Ng8uFUpQj$<~rf?US8tLn($fPX=G6;S50*;hYEK#{UR%D73+ivsCstVBwpATl_EPnx>m>>3>cW9`$8S(d8^tBbI}BVOw?%;dA4}8NnOHY>L-L}` zv%(rhbQk0wJ|LIv!rD4>B2vHz?&e?hJRb1OktB&9snM3dD0&pXA241oh?`QMe$QZ~ z4Ry@vWFsdGyL{t9kDobK1~K4va&yJ-O*wTJm9A(AO9+?L7@0e4Rz!QUK_nj@BD`x@|h*b-0flYv$({-;jEXo(gFcvm@~ zlHD9i%kzDF0EhnGc}E${6@1X;iv(ts55nqbhz`(!_ zC~<+vjT4am#tV(^SK6XF?(qydTk{PZ1Jo+WnVQ z^p>ZJCfPhMZX9>13uyE;^UO_#;<2$IvdMl3!?Fp2#)_CZK{KjtaUe?K=y|n*ly-b{ z^a*SOEP_n24zpzyfO)Mje^u#_U%9olwXNlBRe$1ZDp+t)VO?RMB+5*Fjv#nB%f76{ zBTL@&4w@G2V{x<~X1wN4MgqDIh#dU4DC2+>66M;!!4z{B*EcjK+usB7eJsgzUnLb4 zQFC)@6%`eLh?aJD`+=CeCtETGQVWzY8VxS=|3(xZZVwSZfdN)4pj40@3`B+-ugElK zY!L=`|6to>eta>jcDq+9=Pjys`P1og%f>}U!~UhFrKQ#0Ub2(?=1a0+PVVTI>UB?H zj;{cJ0Wp);Q7a;tGJFrFElh?|!{X!BD)`zbCVub}wY|3}RtLkls1NS1RxrOLH)%n+ zx9GoVNzh3c*+kT><*5xB?fULodt2UW9lM;Fj2Eb&c9pZ)(;mAY|Jmh2FHxE2pV;{O zZuskTqR9}?4Cm-PZF)&fQvb!5vR7C52b0(BGrf;otPu2$p zO=42Cb$k<2Qe?nz24rGl0*JYzb>x#NNHw({YAmUz%HW2?H&>_fhSKy97UFVKA^ zH@3Tfs->#l^g>_h7NS*U8Pwks_1bDKxV*TStGz0r_0tjD?M-LR0BSyz8T$pn&>7W^Om9m{oT2;d7@I2<{d~WbGU$=r$yI z>5&GQ$%55`Sj!@9*RKQ|cN94iDi9!~T?3l}KZL28alH21j> z4gR6*b3kYg=BC2$Z&&$U57>Mk`jlu#rnhm46n)!NRF#zv*%!|3p>`ZynQucFrb|lM zz%WrF81M$#x$eION(6In)-ATZ@5_26ySrtFz|dB2PrktP_ml9qC7fZgE3Y9g+EYSa zy1eKYZWy4AS64t?>*i+QEs1(Z!hHt^mipki(PDB~N3I{*Suq6JKO1*G6h)O`M!6tC z`MnU^B->mHlou3|>3(2L^d%+9OY>2hnB1YTVH6%kQbUfyPvr;sqD>%<{C%?*>*)AMe@4L&TfBuh)t;v)?Y z!@(zm4iS(}&ckWxY05bLT=o`8EcNtGezs05oO1!<`S$YA6pYrL)giFla@zvlsyNur zv2}1T9L!KFfWcLly&UIZDQbT1o0oorez}ROjg_yR_Cxaeq1z}GG| zLm71H?PjfOU{xmM2fbF;yz3(B@2lfgjcO}A2$;rN22d#8+DtS#=JAEvU78PIc~}|HZ|e#d%1=3 zDw!CBl!VffPbb1kxZ+|u;G=4XRs1geQ%SQ9+^4Ke1x(t#4Q(VI4;j^#VnSjb*7v9L zxvtRgU)sF~0rhFW_a$fAOWL$#2l*$9a}qpCWN7x zlpun1wm%zBt(1#_iwk6K$W0#SE7zN8reKB-HbPpn;1LSCCgpa^!Vs9^4W?;5J_er% z;CH?|NpQ`B5l|m;aX{`n&rP^7(9TU)+?l4Qt1`H;n~b-|hAaPd^Ft}U3by`8-L_Jr z73FtI*K3F8u3}4^zNz6+>`@4Ih+3a$uAhkyshg2A(UN zYmLegSAqHSD{*-Y3=F}K9-8}_m(ddM{v0K@3dr60zu>|-a=oBrW{M7Id&-Y`Un!}C zduX!1CD9l60=+4>Mcfw>o=apsPOz1EvQr((ZW37JiWATk*}vY=**We`4;C-vk5CTG z5G)>8fx$}0Hxxq7VTq5`ItK9cNY=sCzoP$6KBC0Mx%phAVdKRrrkx+}ZkvsjFO1B) z7SSTM?@Oa8!44jM(?06}&C$ooCjbs9*cnLY}An26hH1s9q z&Lsj5M}x~=E*mU9bvG~g2tAMX>uit9PxVEDUUGL^?{9%L%(R|k@rQ2hTzB=IYi7|0 zweW1BWv<6fC!Ze~^ju{DCxs3Z;X0Ok3Qw0a)*QINheA{lbv(VtBrp>)BLm~y8fg!R z=hGE#UN_VxMBKRK;nH03oN11!95;<4pSl#iO`m5l;F&>^nGAdGCc9rh)Xy&wY&D>x z-rU|2oN1sN_?jL``e@>_%Q5sAG4GKKPc|egaoj=g6DN%EUwKi$ibL?R6yt*NQf*de`HV);Ct>fbKsP(h?$_(hbs$ln8== zbV`GCgMcC-N=iwWba#U^qLg%tNT+mj=GyQ1{IO#U_U2j7x?|33UJ*g#!Wk&+mR|hY z1GBm$)X}m`44cB8Z)hFMBF0pe*run*%wPFv5jqeHAijsRhTT1ush^yluCQMa13brX zp?TygN3Dcubs_g!>EQ)C=I&6_uJ#L_u(Ef)XUL)`s`aj&aS*Y^`Tx4@#;~TIJW`jiQeFO!p6>dX&7r)&A|$$P{>G1=(-*>9D~ zNX@ExdV^xfeIrc{zL8I#FhHOn%~cuzlZ)jIj=Em`MD@l34JIxw{+_Q1+s9v>1WW9%!uCn|zw1`! zXxq%OiHT7lfsIFV@su7mMXEzCK~_FGcR_H%>{IGNWH_urh(Jcl|44*SLk?*`kHCuHRo9v{5g8NR_p0TN4bLhv%bJhX7 z;H;wD=(er0HfcV1-&%KyHxs|7d7tN3r2N;(hPrW2eVQnQAw*Ge@l=y1Pj+^;SICha zIx2&D*rdd>M|db6*uPD?pE4IDrke2w=()1TJ8^LJI;(8k@R{?4ZV7yb-AJHGK*}W~ zc|TP0b^6^!+|RXcY%6mOi$_N{)V%xeY8qweWHW}XiDvSxwhu-NXi~f-CVIB}`ET`J zu4S2*f=`fytgLJy^TOK&{vl5*q1WjnBV~?mvgS@V9D+{u$)NvLgP#E)NvF7Gs(ikG zx-IJ0s|OFlCX;dY$)p`+xGX9MHh59=$Er#jy@6FRW?vwn$apV;>A#&MJ$1Ahqu=5W zTPTXCJXXht#!hBvEQ2LwTZn(XMKu=PlSgNA?#Ji|ey%v1RJ}W8-`bjavFp*s%eNY} z@Azt~I{O9;axq;bWpz@{SG^HRlCm;RV8uBseE7Xm(K3RelQ6L-+3ve@#TlLG$haJ7 zU^4Vl(Haw*5ZlFhOJnsYu_GX^oXo(KyR$l>I|6*d#>PEI83^_E4`ST4xT>9<&w*w(kllRB7!kB;ByzqBeqESUR) zkrzUrN6F}$V!T6s)W?SrWKiAfrs5m&-@7+t{g_~9GUR2igrd$=kljSFzI-I-w6{z2 zE*qN$ugwPqpGW5AbR}b zVw!Px@gL29Ps1qa`LQn)^K}oe2t^~ERkaQc9?jbJIH@MfM38;m>bzQ|$%LrieI>)8n z-rnEfQXVD-O=!=K>4y?c2B0 z;x>nqVe)xt|9y?=@HKwb(9puMxmFkOX@D2{HS;SyCB+>^&G_{Eg7)@4PI7j=n@fvF zgoLKPdy>&Oon1XWCbqU=!Ezl*N+x9|bt55JXsBqLo42kwLDAm<1Y4*lpsf9MNVRKh zZ5|$2t(2u8fYemf3@SWodb*scLA&tDQLR)LUp!ss8B_yWY<%?Yaj??)^XHHC4FXf@ z#?J4@N0ejBkF&EGvogzkH<-RU)t7hVn?U{kML~&p-q<60x0pQh)mzNRZ$m111~@n} zPS?0%qN2iDN;5P4p)&uyx*DuLE#xP?@vEWGX3vV$q%`W}Ztt+vhP^1B-C(N{Kw7@Jjh_A5!9*pi57{~g0c7Qe3gVZ812UMPnzC9v!Z*?4jXRj&_{x;x~HCrzRx^lNxrAJKGCpD9ZxX8y_2D_SUSVy=-O4`Zf_E-+7oh!|2KAJ zUA^U2t3~=U%B;jQQ|{S$pWwb^GCca{H1^v%kFjECJK<}$vwIHiAXtQ&&fgUk%bZ

DS9@f1RLvy zn-1}XyV#=zPl}MH_DWz#v1lYDePZS#>^VEoG26AUQL{nuTt9xVqp#a;T!;1e?d(FD z+k)?tfeQQH%iolL-<&;gCHz!FyLA;X8BmJ+3NwA>M1JfoJ7cZyAR4*q=N{< z(`9{puj{0&qJoB%H5BAO0QHU+4LlkTABbW8l*h=@H9DKwwyE@$KENaBel*^b*c|kP zs^x2OmHhm_meVhSswsn{X{`3n8*%Vk{;SuDErz0uJi_`3Fl>YW_uy4F{OT`_d0Jd! z?ekd1wpyFhaLMJ2*m)+b!r&w{n#6R$lCfkY_tRDmcHJ!78cCYnjdM0xgH zSlY}^M;8cQb0A_Hiiv#@6(zYI%MxSI{81x|%OhFIcz5TiudG+rAJvBsR7=>~=KJ+? zEsl2P5CiGV%*?!^qERcX(`I}*wT<*A%~IbveyqOQkx5A_{B$t2`XY{n6uueVe&hDu zfbNM|4F5e#>p3PuNspfo>=wd3YwfgL)?aO@Yk3#?O4d zDA;XF_6A`dl6_F5SyI`jhLb@xcXfk?o);xST2?&5H>{;+;X9=}i#v1yW=`?nQ9_^J z-)N{s@oMwG%WBXx`2n}u2T^Dgt4|f*QQ*+~X11={TwMRB9lfCH_w-ox@3~=&3ldfr+~cXIQx%QLvD`5=CY|B!D0+fAJMT-H8*h+lbalR=*cy2E zyRZJX@~V=0fMVGF(}9Fq-S`9}-4 z%#gx^ok?s}CcedU;<*%+FW>wIuWOHO;Ke~hb*Jvm-q(X@_}g#e<>BAr=V#exWKTug zdFImU?W-KsVhYrIk5q2-0E9^7wHdOm7CHFIqs4EmgzxR0Ovu)5HB3`cQNgHF6Dn!a z^G9d!oze^%KHRY}`pqAi`QrY3(b^xsl%M}dS%!|5F?SPJyB73)z5^rA&TL}1b>c~B zzjCRavBlDCl`;PbiJ;RXP&O~Y5I=Mxqo{Yf+^R#}8uOUs=cY|Lv6V2CpOLZ%=T(KmDr83Rl{C{pwnoIj?U|#A4lA z1VK-?s?&bV^TDy$*c8zm!hKoSKR{dP7@vBe&4VK=Bq%tXt4xWoU-0tsir(ett^Fot zJogvNB~O!4;*;x=z-O;JmUTY*KK^?CNCMIMX=vg8R8`OaTfdR#TiVR3YDd!-fp93A}SnbWv|Ci>;=B3cw7x_Ho0$!j>aDOJtB&_FKIC| za5}X)A9kyt(LrlX1w|zbWRH}7mr+|=uR(O&2KXH#JG(h3F#oRbT}SGK0kKF#RJ6R@ z>N3Z`+AMH{^5z3vrhC*+kNd!1o$G3$iJSt} zGqz3sZa0#dEvG<4%@nS7??+$X>3VJ&)IdhlRaU3x=f7HfyurxlnWv{9i)P6q7M8-{ zP4Kmh0>8nLJ%apt!SKPWcb}sfm;}cvwAa|Lq~sgD5=IL(DLle73bU!yYAJ?}qJAu6 zk_*KEaL#VnGW+-9LHKi}0Ync0m%L!A@8!GJ$@OP}IsPVAJw$&6<#St?cwL7qcm_$R zpm)&0Kosj5vT7Q#FH9ee(+1I2|5E0d`VvF*SVyTD5TXPHB~QAw2Q8%k$OD%Hf6fX< z1A=D56V_*%b5&No$;rJ2HHx_xu46W)0&z8NWOI8<$fZn7tm%5i-OrUtE#H3oCIR)u6qHuc zzAxShFEu6AL8HkXUQxjP+>GcrKBlfnK>a}hN{_p^Vx-M|rUC-)PdrCN2~g#SKzS&| zlJ!w6ASdtM%s>3Y8gmz?$LvlI8-yR*b?zZW+R4Z+-Uplooct8;$~p zP9rO;?{K`zgO8Vwa^aY&j*bGj(t&j`bYSlQc4z>n*rE!8i}jI6L4n8v*B|B?X=Gd^ zfz8Nre3$C>N=^VB5E>W)zZ-m|zVKLJ!@34~2}-u=RNe(aIB)S*qDHPAJx^Avw;y&k znf0;!KU5}0w%-#;t=!|@tmr&*n+I20S7ndO30#N#C7B4&5sE07_5t(>jMv}W+e+{+ z9l<#KZXUL&mL?4Misj9G#R@ut9lwa`+GjN?=cGyN=i8ON$r6JxLcQn;-WJKvUmeew zN*Gu2!5o$SHB5r@K$uWr+<{^@-}F5I4c}w`dl0JiuX$`0K1;VI73=y_@^hn6Dr70xVd<;c01R%ZWc*D58TN1 zFd%O>8Ae70snd7VB(QC5EP=Tucx!1_nq!Gy9pZ!6&lC1|@x#=G;Cxe)iOwPq%SILK zN0h&Hu6ZxX65T&ki;JuanBKyfH4!d(;aG<|X*uLfuVG zA5D}RG5}A&pqXO+;M5LAsXvqW5oXT-Y9rk4P*Hh6N(WARh(U^0l_l=8c=oQ2tTSSr z3u2zgshL_2wnO|UY3*rZre7#8c2H3rbwbasJeQ<&GFW9glEG?F?V$4VFKx+Rk zXkn(0IFnRP`z7&aNs&qVssx~FNzDeZviZ^NRJ1hmg4gayTG}GuP@Smu;+X;y8UmRDn_h%1ql3c;1Er3(HvINO`h{GK z{MZNB2dmLnQxvQe3p9hgT)f!}Ux~N$uOHM7q<(c)S(rZA=Q*5swmEqjS+O5@{T%t> zC0R0dl|E>mY9@a{?WL_|*$j5xO0u#+1`{sM&L&_e=B2MTL>YxRa5E35c@;PeI_>_9 zcY752M6RB>aG`u5O`}Irp|GR>A9FG1P9NMzzmom3`2EByNVZEqSu<_mp?(loCN3ff%Ya1`twdpBb`0-OJygoMeIjLpdPPe1j zg@|XiXFpmkc9=%T#<4aNzWPNbLyjQK$45JcLP?zDqI^19e20;xN^Rlq5@_uy8XZ5^oT>g@Hsv6=gPUMnb_xC)ZASW z|9hhny4p_{kGC1yrMMg&hGrUuzYjwZ{o5#`mG>w^{bhhOP1o#x8yz*j-7Ert0E9-K~=2Imlb!xGiVs)vNG@kVKaCGU=d7Q|+KT_E9X0sC21-NNaL;?;}76ZxD ze0(+YHbvxQt^*S8&RapyAF@rC#%@dB?K}29~Ypwp$c8|nWn58S$_PH^__YY zN4gVqx(9S#`kMFeEd5tp+*L0xS6}{X#P66nKdz{mji2^#VWW>9X_WcF3i@3NQpU?%V>kuNzKmrNb9vNMq^x`!~~Jp z8v#+TLzr(PA001h2ng}khv{SGOZR0mJaptcU_GE+jn@A>SER+UqW9Nj#cIVR?R~y_ zYnl_3?TFdMo99=e4R<9yTtWa;uDTtlTTAWiAi?EPHa{NvJOsrumUIo8#Qk7J>d=oL zrSjGH!KqA~JDc>x=?f2PezohT38{-CjJA9qxo}%OIRhPZ)dWmZi+I8?Nt&qpFzpBn z!-CD4Q&nY`GdVpR^11ys^R5-cq!xhl|IQ)@;fjhT#^tF?o;i&A!>eJa6V|TYX1efQ zsPrGzt$|yB5xwZ9CJIo({O2wM#4wXQ5c!Vo}J}klYMj36TlO-Bg~4ENXW^wLs|W$2A_=& zLp?r=Y>AOxuHzf>6J9^T%XnFGc2-sv(}Sb_&|`|Qq*&d`R~}!eCa6FWTNhL4&1VRo zLk{sdK41=C5EuO5-}<@j@vD9@YNA`EK=qZQGRisJ_b^`mA44TKie^MyrdL95!2@~h z9kQw4b$we}ZgBz4(%ebeWLW|d1CBr8rFanvriAAnRX#^+d-XN4e4=o~Y-}N;m~Zl7 z?ZTp$B~il7<-LSrHj0~TqO`U5b$+Kfih6n~(<@2QM3s3SAW|SA6TWbs zCfxm-o9*E1XIj~6;hZ2y8T6+2^EWzadRcC9C$Xn8PjQ+pma4+< zr?O?@R8bK{QG1DNS~CkKJAHvR<%_)T!cA8pGYg|;;b!PRjlwY?Ng#uXIJ87zL@CCT z;yg(eN&LN63nyP(cS7ez&aVRVgKCBEhp@fQ!kL`41B5^O8@bU72}Pq4rF`` zmwiC4G~PprOa)^Z`Zuh{mFCpDFKR8SU#;CoG)rn4L8E#nPvgKmJd~6_9DHeU$;tbH zxwl3(8tgXb?euy{r~!w>zdrkAWs7@=G=dWH?s-j$2ki=0dut}!+=rbDwXN4 zh0Sk23j4I(&B(9jE|yk*PZX{4b+)zNf^7|>V`FH#Fwa?`iwTD-%Rh>!;N-wwyY+>- z!RW^y`~}M43qBtlpis(FX9io`y>GZf5!@lt{xb{LL1wMKrk7W?3IiMBr1>ujpZYE$ zs;2JcqX`Gk?P{SXk^rv*G_trqZR0Xs{(j)%c=4?3;VH$(?xhZ#-5C*NEgbTXHD3ch z<1-|ZFW@VSNR}Ej0~v*yiwieIT52shFz==w{$UWuEY;$J-efo#ai4dF=YDLH}r!CDVZ%r`|vLfO|JC5_N0Y}w)elTDGs6*M*;iJrnZk5EPK@_ z*+AE57CkWb*L$y`!C3!dsOd?xzXLyfzfd z-JmP-p}t-aKs?!O)pGFXhk-3MPpS+}EN-P;H3dz{4|VIl57@L?Tuygq=wF*C#4`a# z6Rj1~+eC42$XC-yEm)R8-?&^h>Rxk7_)6x@R-JH9B z!&d#obGKHMei`_Y+s5utZpP<+{e1e92Y}Gwoh17*VqS%aC=E4Cas@LD!t8h#N)0D| zNc2D`7r<~|04TlV;m_|xB=wG&aDCPPH1UIHV`Qp?$8Y;W^H_Oq@I={Xu!~{-EAfn^?D56e@FAFXla#u&$3v{r;8uU3~&x>zBDkcjv2f*Am0l zfe?HKMAN}=s6xvqBKDEyaN&aZw~>=;Pr#5{F@I8_#!HKI=U8U2Rh9wL4Ol}rM`c-S ze|(4Rc(s`X!ylXqVAW2D-_(D%vF!Wt^xE$xqTurO^iA3A9|p~s_nDwxlw_81H4@)v z*eQ)3mw^nDI-d(Z@8hkuuCBoOB?f0>KZ0R#-@%_J;#`*IlYOHfTXuY~YOdcSP)?dF z#Bj8WdqL_)z1uc&OaY6R{)o^U0p3@4!nY?seceM!tHM7`YEg4d9?zxHzYd7Y-Yw;HOJL=lXP=C6QZBn6nwiHWL8OQm3IEFDv z`F>7P69;x|O-&9aJ_Y2H@nfj<{#E_W1?4io{hzaS1{65bzD&;0;%o(0By4Z(&;vpN zF3AG}1FvW6aLpXikaI+zoL764kc(&5u2#{*PJl_cyaqj~FhK^^zmpRNAY*~BI03xz zXHQyyB?o41>gwvi8?p_!H^UzF4h4qsft8g!z-dL4B6sfI{nz!-Fft(_q_I&L36g|N z&CG5^CMGICab>-GvcFHm%UgY{BkA$wSK$O>vkTfpYfJuw>xjBl@}SrtT!&CcFDS&y z#58(j^bM{;zDU>4pNNkcwwYv~DdzVs)O}u(ViH5`VZ7{|rrRcA{eo|B|75vWafaXh zP3kA#&;Q~BYRNS=BB|``>|K^`z@BHJvDUujdpL zpxf_`^XFVkf;hJHy`BAmhtHpV0ZT@;*Yeih^d&%g+2*ZEXg;Q6xwThp2f^G-X|b9oSayCs;Knu^rUq-CN}E2wwA5EO-*eX{Kplbds!o4#KuGST3uf5`b_64?m22*&8k!N0m59!FfcH_sxrZ-zy$m! zW8&jUnSRyCyiUKx&(9A9WzSfl<}HL1DV%H;h#)Tm{W%@0qm3~j%ihYnt~2dVjA20*X_fl}S$JX`JB*ko2=2(mrKR`T*>nJiKXy87&w_Es z=UQuC^AsWD2Y8ti)mfi){LX;6f&x-NM&@UZ6)%Z|lQm>$qJCcw;?(o{-nR1dd>_6! zPLppzW3nPgnE`PZ+s*E}P0{aPt*JP*8cI4UV)7l4X;@=JaRQlOz2CntN^IeJVUqOK zH#d4X{ndKjnX(EJzq-ao1h57{Gky_IGmPMSJKUK|0%9mEeF4`EK-|JRAy4h{@(o<@ zV2N0IkoM!p4~TlfR2Dn?YS0=Hbm+E;^{u?hL~$=+D07hTj$~^m$~i(I`5e*#7B+#0 z-nz>RPXWH6b9lyRwjW>zC~z2dZ_l|$$sb)TDyzRDxE{FnVBF!Lv&MpY1=>P6_IQ)n zsJFAv-n??=P}9_$UGPjA)ik7CZQOP6T?`c3Wy#87nyw~YrTfIi-@Yh#7OhNESu5xH zJAIyiNM)|l4cu+4Ua1#Ga5srtqUk15QzL4~D zQ3Bs-8$_SLDwxZ!pI3ls1uUiUi<5mSee#AsH13NkeboPvev%OYJjQqZW)f(3YVf-^ zUFSO6rT-lK(Vq6sH<%d91@$XLO%Orp&@)KhA!Tg46{$l9q*N6O0eL{TR4^$*F9$NH zlpMK;cUvP8lr6}1N&06#KjJ3-SjHK1agtS>H?)bAPJ$lj59JoZzMpyKjE0HD z{^s^%hG^`A%F&`oRE(8sFv2~wq;Bmtq)jisa z0i6Ez>(`MBQ@y>#T`1?0rZqJlZw{611`Q>~b8p&?*K@yL{FB=)nvok$!;x7#33Z*OG1L<>7FqJY7oJc zR8=%ybFMJLoARgG3fXf(MZX9L>SAGITLvi!W2}NY^UD-*g>0Zy;{hfy2$KNdUGU4l zfq??x*UoU1Vjcnd-G>|oj{uN{s{=M>eQkJj}{h$lm6-K4m1@MX2l zQ|%@qd^tHi1D~-;W9sUvPMF2UT?asiwU*Iqz@BLjggAZj^1J41|9?I5rP z0BM*Sa9Sqgs6ovR$rYXu#@Mx@?eY459|YvsmI?|Ebv%RyX_=ohBdM&$mPsM&1flZU z-VQr|j`6sDQi8vCc}$Z@%&E#t?)e&K!G&wBvWPr+kCLx| z55sn~;6@oyB_fWe+1X@J>%Gv>=mxDAg@@4#O2kwUzyV;~3r)HHfx8J2DwLpz2q^+V zn*@9OL=qO{;#h#X0HF{9%N&~M@0f%ZK0wWdq$z|AE!=r|GHGn1bW!pi(B(iCe~tVt z7bNsh_JNM&Zb5Lp5A=8vN7U1x#tXeK>i*U%`M-}F355KnG~Z5c0V2-`igSI)#^a{` zY*cHM%%;1Wo;rQL8cxpi^1&?{QmX@Z_M$owdNdnk&u*B3D)LbxsD(^`cKsk z++_IiGf?Fu@Y)bUw3Y0KD%<~>R;uL|AN8EV3Q= zehm;M;=TbHDWWRdgSYAkfiAL2b}X!{2%ltxHQ3d~Np$SdZ(}Aq4ZG8+vvNT@9=K3) zA^e3^s|?Jk8fCktUJ zeXa`XM5qA~x=SSM>|Tl5yW>xSBd-=X@_r641|D3{3YNPf)85ogrVpZH zVt$23MNAW+Bd>sV{CH>X8I1HmsZ&jg2eMi4JqH2e5`3+u=H|DJY;F6YSp|%xt-n7k zRn+?z*rLJVW}ODj@CT)EEKM^_Po^z8*`V;(`y5Y=jg9lhtYPa0>9Jev{ciI*yCx?m z|Bkq%bqowB=H0y_20<(o8F{}ul(+*zbjk@^F_HI9HktI)*WHsZ@zDh-PrXDB6CWCQ z-177Di(@aI={|(E7LIC=o(KrkxiwS_y+IHlP%_2bv0e4ZO8l-^@I)t=tbsC#PrJS} zj*5zb+FVks4DRTV2sd`Uq^ncZ-uaVEjil`nR!9_)=3+B)W^)2+&QW+`^OWjzI-4`kU2w|CxODj8+ z{p=x33IKuCYj6pHlX!73Gn}{zFJpLYaCgPXFW#%tP=YgrLqMoM#5H~=O3N2B@jV!Am!L%L4IJ-qS|tJz9|}1@*wa^27KKlki&+ueMb64i#Vxii%7z`7etRqi zKJxoPR+^ATo~@Fr2pm=NDr*62xPX~7N;ztn2HWte4)gn$BWj`Z@D#gGzbkh zBLO;+!b^p}8tAlgbdTeK&tli@QgL%YOlL7*9aV=SYYp@|u2X>%M#ppWa)CK8-m_CfGvg)(UHCG5{8tcZ1``b! zckVRq#22>i_1D`2%{OV@4rfr^9jXq#nK!jycQJN`Fh3XSVqJ>|`wfU-Ktx<24w$!y zNTm4I%Rt~LLWztxW5xL-=5XJm|(%_=tjR;IjCENFP-*JE%LjfK>5+b zl!+nrmr+h~Ys%HQ06wjj|A!)qe(NNXn~xV{7X^0OK4X>K7jO z@AC4PXY1F@fCmpXh6bAr-zQlt4j)e2l#Z=;a{&V%(bvAcg}gRh%`zx@LWUU2LkSET zI$KP6viqHBR7Oa_ALus zS>eJEgHh~FolL5BbYP2%d~G~^v3ruG{s#tx?~5p7i2~t&pRpax_of_oZtkXDHeZ2B$f1hbEt>gpN~tAGr5>$1%rDYk{p{D{{MSt5zNj`jE!&Z zZY~B1&bqT-kR{M1gdW<>Et4)UFN5lRlxYD5C&TJ5Loi)PO?cc`SA2a<{m$s7KXzLL zB+&}Ip)oOd6INxTd3shn@m*QjXYHtmzjXC5ob661CWGmU9tiqE^_yZow@YQVTxE9U zp3SjU=`$h)s~u{h;N#&*)!NNX*84FOa+H{RTr9e{6U;rlBbn9-%!k9g(_UPpA}JIS z(<|g!93y64x}PlI7r6Nh1ePExJt3#MBaP)kN*kr%=W|0S} zr;}%E#i7UrIILipF!HF8E~`YHC-;D?xtQ&q6fg95cSKdYC?r>Yzm=)AL(#tRICs3Q zcU$F4^^S%EKnC*Js!-V*Ug-3r=(sFedJ`BM_j(`EtZtSL=N$=$Z5uZ=92<>`U%$@| zVi6W+R)8ev}@B5Q}#>agy32UcS& zyG+vi4Q^NE2K z1y~InI`8J5R3EXya#L1T{@L%BCZMHOXq{m>m*khR4rMZXX^WJZ8{e7DM9o^|_UvrJ zSzE4$>*n*n6@wxAH?**Ke+1){*>~}~pl|hmd1xrZ-0Vk^Crx8Knr6_}t{~a@@Fpj- zs!GPB6nEo+LUzsPtbDnnnw5|AZzUZ6j|+go!Z;CgpmQ@JudHkVIp4BuFLD1j3YJuc zem{em11IoZA3w~2@1&P{8@?|p<)gPO`*||Xaz!EW@ifAXobUazaQx!HyaStK`7@P+80NSOZ zdJ9JN_X!Du($Xk_euXHX0T(d|o}v$V8sMMK&{bZJq=ohPC(60>IT}F@x|hH)bW!IJ z+Zdox*ldr?#yw;U&_I<=p3x^Q-rA=yEhc1eo_ z@(p@6wlDx^fYP?M&??TYeUM5`v;cFSNl0I}7)*X3w209?dW3L;R8-pZ zeQi*n{))a<+MLFBtIBKuRHX#f!O8Zm9oxJ1#B?ZfrEW?sa^|nvC%gR2`+s#wzxjtY zvT#u+b5nx7NAxzNGvEnR@I4o-QO}g!0l#1Zrol6D%~e-GIuThwZ{CPBy6+-rxrZBL zpB6iUP0Y;3X7?z)cem?0mmgonvAdp>Ev7i)TzCG1aPL15ag+Zw;!N$f~i@kQGC1LnE+^gK79IwpJaiIn@=S^Xm1afV}5`C(VSN$HI6p5T|+k=g&~6 z`hV~44nlIp84MrJV4grE?8XYE!uh!y1q%ptNk1#n(?UTA!a0aD{0`25VR$`DYr|*x z^!JKmfI%#9d@t_moZ71M9i9HTc$A|*z#BHf5>*;-o&&4v&-%LOf_Jt;)H`3jFAWWU z&R3EMC`A=^Zd&-^jq{n#-*j|$1Vle233|fS* z5&{;6#!yvn)@h+OJqdEXouEFNE?xTb2ja8dl6$K67!j zbf3Flw_iV4;9SX`(A}CEh#R=fSf$k3>%1MFOKvf8q*T;g5jPgEIWkksUlLc6{9WXU zm!ptF?qLVrhwm-X2r)HUE<@s>NWQv)kr5T-fg?H<$So=Zc_4IA>$CMdAfW(Y$k_bt z-?u{|%&{Ni4ZK2N=m3$Z;7?(Ew!aMO;OysERngJ-KziYEszMA?Fr;|$UlsPavtX*< zya7>#L?LB*raChsz#FQ-qn1*Qk9grdAul3$sF@e0@fvlEFGb+{A`oX3r%@qdhaU-Cs+ditw2!Uq`RmZ8Is z=p9GgMHpE4jGJKQ+7KvN9Uok_@}ejDGL-FJnudg9~JnR}wPG#uD>`2d6~l z^Ytf2E&|RA-h;R!Jta6kTj!A+KP6t zLru8Hu)DIFU#)Q zXqt-p9pSxHm9u|KmabbLjt!?Z3RU%`#|`U*~y14+k`&$%X+@XlUr#crhtLL-_00ew0aUT$~d~SONJ% zWPn3AccLMC*MD45KK-sgLwa6Gj))k=NV&-vw{KWx5Rae*(fVUmwxz;fU`;YSHr6$L zem!ynDCraNo40Y{>;`S`c?nV^)DA^N%e^+)?EKD|?y_k7vKy~V#Lge?#6!!#Ft8ZY z#hAS4m{2_5xhzz;kqFj63Jm`-EK4~0fC{UfgkCec;qb%XJL#B|R zXuG`0{?{-)v&J83Ca&2hD<>xifY7C_Exq02o!y=+d2zq+ca;X;CfgOB;G#eN{(4%S z`Oi}C)w#`~w~O51jP3|EZ(>L+@B38mC?D}RN|(nq`_q*U=RH%Ls z%K^M20qH>u&fru7V+#1A!bl+h2oE^ri1!XJSW8>madVsvW{L7opCYos$%I_)si~>K z92OB}n3cHm2kp)V)uW-?ZTO7hj<>6-IQMq5@?QPgOhdjBewE+L7DiLiSm!y&4+22d%|gL7RA@9Y+3M3Oq7DhEcMUtI*Kl0GVqsn zw9Pyuoft^Oewu|?4kNiZh(VjMa1wwp0Bp-(Vqu}(yY~&)F91i4+vJ$SJfgW-6awNi z>*~HhvkuQL;J!nK@F#kHJW6O zRGeVL{D=f@VraZ~y+z=WN7eg?&f8f&ymT0PI^^{fl#UlGHotO}7%rMm%60c`3+r7u z@Ir_VXWvwm=)KxKG34_3hgWrU$V(pA4X4LzTif#LYO~Y5#fT#vKm)HwB>|k9WM)#C?#bPA^X?E-;(GPr4ud!5i%3sB8TD)a|KTLdd5qJ zTm+OK07%!~(NPYwYM7;7f}a_@Rw|E2h|QjuCz4b0Cek?F3vbQ2el_pqD4x+=1^yab z)#=&U(38yVh-$oi(UxI&{j3q2eEmrA3rZG#)#H`Q)Gmi_NKWDxWZJJXb2>a($s0Tt zc{u|<4F@Mxw<+kR7Z>+~YNfog(gXkl==&^%zG^H2tF>!n1RrwJp_7DbANa~2;8$4+ zRpq84wu6$o@1Hw(7#J=>g%;wbdTwMouh`zq@at*T(?xzah1I(R_ArlJ-!gOET)jsj5Hp=<&E7*c;=-s5?|~c< z3lBHJRGBd{0HGr;@@&%p$4@qU^Fs?k%fu7{>IV~h`_lEYY0Up#kOWh_8U_A);{~w~ zu&k)~gb68GC=b7~)tXy_l)AdQ8Un8l=1sKYIUKKlQ#9a^1{NnZBHod@Di4p)brU4& z4Gw1Wi5qs{@)~$sXtHjR*AcO~xT&Fvii#q<27#NQ1!Vs9;w@wi=e~h~?)LWE@Sy1> zOYjbhgR-oJ1D*ujmc&;#Xb5P^lefJ{!(hRv*Kb4i%Ft&kVF9C?R?2#=18we={vP9H^lI|%moR4t&~&&rT3| zK)(kJ7!vbBZXu)O@u9RKqp=LZbH=0z+<<3GkShrIURFY1344ZyA}cKhDRmp_)A3L$b4 z6^*K~$^GwS;u_-q_9JsS&RGcF*7^B4sHu=5-Is*^3G*%C5`|_d<6y}#Sh9uszc0W3 zjqD_L{$VRZtbJwS#_r$p_Fp0pD7;2q3pN}@H29vumYJ@xmzcZNp1SQ# z^Pu)8*RD=O~z8xa39_(R7F_zeij0@812$Z%=*G`i#=E zx#{a2Pb(`P>0={d2Z>?VeknF*Dq96r64>rr^D(+iC(>wwe?1GDV#u# z4)<#ac;n;FMzpCc+xnDKZr77_`1-)jsi92>p3#bqX_;~VUM|AiiZQm&I|Vg53;T15 zTi_zc6|&D#+}xqe5Vv;AIdipO?RRjKuPT}`Avv}Ea2H-oW6BMb!BZWq7Q~K5NHoKd0$%> z!rW5}C~lBY56A~d!?eJ;&DdCKeQ4#s%f^Ixsurg_1kKCZT97oJ9JOlpY7llHl!b&a z_*7I<%4cL+Icd7Co|6F?J z<=%dj*?X(^0e5t$JTQ6d z>tiT{LeHwKK8zlsP$ZE*6P|Oc`_hnScFEv+wr|$=QCR_C>oWi&GZn5zZi^9GEBAtM+urtfDJG(S_r~Rk^ ztB{bj(Bn2WiC2~qJF91Vif3JGUdm}kY_mf+#%-p z`DCUm!EI3N)4#kIA9lxoyo_~oJBIqenR?^CFKtiFq+g{n2I$%w+;<0HKm#LG823FN zp+=kLT)e+%h(OqVe28H_uA-UqV_|_(Q&STRI;34)d659cgA)l2*w~j>SAkNywgDA2 zaqU>7Tx&BAZF#rbp0O!pr&s(xn!Y<4>;L_~L_|m-WxdUiEqi5)2HAw{O|tjO$jnYQ zA$#w=v-jS6Z?gGa_vd?l|8zRl>9}9_^L0J1>v27X`<>XR%8Wx`$V^vQrkd{+f9zOT z5!5z>@OQ0+Us&(w>MqT$V-}U5Wo0!aCpwK>hN?fv&LCv=cq)NjEs!n`E$e~&RFfugh=Di8_A?w zMAokL#^B2A7*K>bV4k65XUAh>V~b+a#A<-k#KOi#0k8{fTMl70YC@+g#6}kooX+tA zwRpe7ICe={U)^b5plmaf>H0TtUV@;FfTY+%(Rc0 zqm`ffV!$OQPTB!GmLUh+2p0;LB~bDfNXmQVOEhzV5x+g4MtTVlxD6 z;?J;Cy#pl(2X;^CbN!S4O(!^#xw$M4(LYWR$v%^{FFX2O>*0v~nqBPwb`{V&C+Fmm z>o*${)woz<$b4Xb?C}~8p8EY-r=f#2J?qKJdrSQ?=wrDQm)F?xhjqEB`601xnv98j zQtuSf(8xL*HCMKp}5`HOj^StzCoDx}KB$qJ=wr&HX zS&y?_t#I&8`fP0Me{Ak?g+T{4}bjOPl9gh zccNg=_~5+AIqWFxK@s-HuCot_Rudo(S#@;;gO9svRcV=hZC(;D-_;@e4 zjChEG0DNul+PX0>C3QK*`Tt(Qphdc$l$3M_6pvu!%lYox`S4@#>!hakL1cFWCmx7k z+(7Hjul@HNYW*n|Eo`H;O-wL`bHxpGb??})TLuIG(~2{n6TSy4ZmZRYpb~2w94tDo zBlD1=rF%&`S%#VVqfv6??3RUx;JUN37suZD;Eq*u@u*C-3YZ;ZyI{x)sSr7?8Pi)W`LED`u zs5!L2XY-AxAG^^0KpR1A1TRcq*cv0&e0LDPz|yU~wG{=}zpw{>MU?qE9$G(%sn%!L z)j=Y|WE{LvbPjlp#O&oR6oP_@2zGN;79H#y(a_PGnwl18kJ9W8xl0}RdtGn1P7Pz! zAES7-CvUC#^rX01ZJlsdT(?Fm*PrH7hv=DVeNQcCdKyBK{z18-^H+HU3730K!K301 z8`AkwQ`7#Ff9Wt4(XR^RhjFX2!7B}SL<{Vn!R-1TZ24;KY%{qTf;GEWkVc{itU2x0 zb~N7QAD)D`U3tNQD*&rgJaMWsuL7iNPUz#dXKM-nyqqKf3o=#J=fJlYUNgsWRaaL> z7{kM#z@W*+&27Z0>+!rJj7cUYE^uP`OKILi2|ZD*-+H1U|M*E<3V+23xcr)&R0aB$ zgtGFuO9xxS0DFCkJPld`w-U_t$XN!g+Q_SH1~L`;n61^e`~%9++(oReSu!k?_@`v^ z^8Fbpq`2?mIOo(&qstumlu^d&^mBDhSyaUMlkKxjxxw(q@*H+13(LzbK*B_5^PtR` zvMCgj9J6hNw1YqYUznG_Nl_V-=fJpyElW^H5?Uufts|aohE*xtTiC60yw#7*Q0O@6 zB`9TP#sFYPMRhg6H0pcj-Ca*BzaA3QHaD>p8aq(^L-u^3b<##CuTdlV?~*iWY1PMk zt@qvY_6eptI?^v~U9X?Hym;4aF|6F8{U&@Vt0v5Idzw3E*7>Lo&uocIb^yg2QWm}hclnt0Z0?URQTrO^B51$J2X_bxc%(a6GecBP=7pqDp%x$O-&&|F1tkd z;j1evN+inj+&asZPCSr_0omasL5>brG*{V2ixQxI6N&fz= zaybQ^%l2G-qU-g=O!aE%7`U$`2?Y}K{?p*p^DstxQ1W{Jj@VRLa!%GqlQkiCif0l( z{C^*p4t){{16E>SP!QpCu=T>a*4KQ^wA*2orbeMgIcZ~~?=xXk!_!r*xpuQ=hg=tJ z)PbsJjLA&(y-+rC98K=7VehzXo1q*QeU-A^Zm~aO{;jV+EU)-ge@ro|o;BJm(d}($ z9)52*hQq(q)SDKr8dMQn?r|L8>Qlxb&X zgbb>>pow5$Y0wBypBL`ar{Pgi;y|L=V}E=hq9BIyVl=;LG#6vn<-&wgz$2-0-R`ti z`-TsicaL8=^d(?~u=a`a@c%VNX}z#Kj5}mJRYn1MQ59<<-uCx%+hR)#{%2L*+F%jU;%2q?9wk> zHxuemNi+-$1Z~4~vgEr#q6>aC^^Kb;CLbT4pTB?B>6t&?%iT-WKX-E-o6t*M_q+R# zD`#0u%Uo_+0meNRkZ)3QIS(VlUAUn#Pd`nUVZsQ9bG7{mxadjm&QjlgaxmQv4;kt8 zJh;93Ce&9exw;aN z>>PJ@4S9J!9+s!m{UcGg+#ZduAdZDhJp0AHWcI;<0WGNKfD{)1!P4>a8w!%bqsN9G zNq4=s#wb|Wnhn=wN_(Hg<6tHgUiZP~22K~CVq5I@=(;OgD{Fc8iI@pY43vUeUOalm zNvxy>j9N7Jwnke3@pWC15W>&1ZA$M{+`^8pWZh0h(NSD7e zEU$!fdK5zRNGXh7;j`9W!|#x%Yzwtw<1^|;H#(nE$wdD63BKEzd)(q0ZXlzg+5~f# z{2_k{aMZ;iN)fN}Q!kYAimxl3wQYt-9&~7GT*#jFnSkIQOXBY6_X#_fTPIhE>WL0a z{E0YtK4F7dEJIYKI}bGPQ_ z#5l|OQtKyPr(bc|naeX3;%(kXSFTrmQ+sVuJE3FpavJiI)z7(8=Po&ks|71=Y6gCg zO{bf^ zDo~xa*&vETdJ0kYk=! z=Oxg+Y9KV{Q@v|EED#WFBruNqM@QQL&4wQybSSZLZ?g|YqS8wut0uCj5wNf(4IVmR z6^%)dsI{{*!ZQXp3rz%i(2g637MFqYhv1l`M|2SW^ERJ3`OZH!EpboP$& z<=eNG#~U80AJm_u@pidUmH)vV>Ie~VBYXUv8EmOO@2EmL*=gjIsewUAySoP^$+Yxo zzX5Yuf&A2I{~+v);iFhW)(AM0ol*@w1s@Vk%|zg`wVV5=XJ>ao?`jB`VfMR}NGU42 z-Dx2ur9TD76^NnvEa32GIFwlLkywjAE_r_fX>yKp_nA-ak6VqufUd{b#AIv4^*v8b zB5w@mv+E1NP-Bxhr>p9}^1ZV(%gV+iOsLg|+68Q?VQr+Te*2@WX?tEliiwFyo zlY-w3?nR_lRNpxi`^ov_dib(Y>_2-7=$^@C%73iU!$5hd1RQM9 z_7OZ{PEPCTPXk~-nv);$F*)f=^ZjGToG2wZ%qIaf*XtNqGyY!s^m9*Ttu#D7e+e()4jy(mUP1j^x~vFW}*b z4>Dk-jT*W0AHIhU@4e|sLYAyphWOl|vm43hw*hsXXS>8d(6alHFxk-1l62<;B1%jB z5(=_4ZS<+RNu6JxcgU?f+W*JIn9fX&q&G67+Cz?`3SMp#lOL^)sG~6OUpblrs18On z5hQ%dOdcF%1u1HhG!Ia1mpG02R?9wEaF?e;hYT)ceQQC>;jUeInJRi>VBRp6=r(7&r`Z3b^s?22x zpa{_Fu>iaA^6{Bm?3k>AqWFII+Mbj1R^?k!@}DE+Pe!S$0*}iUG^d!DSL<22N$0yg zg&5Z*Z%tKlL3k&Tj%`l$lj}MnNl0bWE+l{z!X3Jy^?V5P2m>{*L zs=y+>ELrY_nONF4|6;Duq-e|7vhvfN{`@O>)9}aZS=mY* zH)BqJA3tG1d)TtN6w-guHA50A>RFabF&P}p{QKa6l}Mn^!{jeBj-A1Y4QCb|<#pd_ z0Z1XU-Ma4>{2Ml51w7^C z0k!`CI)l*yVSEn=5p;M6m<5#5%F3_uI)an*5Vy8_6=!M6yV!xPS>kxq8m%la5Sce@ zlf9Tc5mQT<+s^r1jy3&|Jr9bZ$Vk#%smUKu%xV zx;@J$E(~=E<3XXb95vPKF_zLg{X=0g8Vng~s88x*#)EKXIZkum3I>YOYis;qvoL$V zXedP@6rU^qj~@d$MB3Oq`2AXMM0=Yy%bvG*{d*O;=J=Jaj@!MDEf*K#j5kC}1Di8h zX?ttFEyEFmUZ`7C{dZhb+d}O>W3%976P)h08wV^I&9APu!7vRT6`w)G2OZN&^nOabj;so7D00@To6$!wW5VTXUf7R`c;|`kS zAvb)6sML3K4SHqb6M}m%f^LN-;v6g^sG|dHQ{>c^!+%-{T1fg-cT+wDdt$SqI3f znetx`6d#~6t^QC`6|>I|wl-Njr810vh=fG*sh&hkk7`j|o>pdb^sCOrL*4J+2{4KM zPcHY!%zPBYLgoDz=7l15r$SPys%G(D5xd-jQ?qndg$KAq)9jGi4oj&%%s)Etp%9TL zK+$^q?AiBEjHrma3hFOH-~u~o2+Kf_C15i83iq|+$)*@o?}4GAYKv|FD>zKY8{m|| z%$))eSAMP9kg$cIi9kjQ;xWR+p;&P_DupOouV)s73X{p&nun(x9&MIcNQyqbuv^dn zS9!y@r2Y7^%v4BTPDEo7#o0ILx6?X7Aj9+biZ8QFCZgkd&@2d#OGsCI zg88>UV$=3T@-X}Nh+j8$M*e;Ln0bBXGIT7OBv>@+r{9S$>1TYB*@rkc9bA;(7JJla zLcTZt@o1B*YnBML|AH->?W#3ta4SS_J{_N2wi)6wfUp}96eQ(^oN?=Q_m~)!TDMDh z*T6~23y5wAQ6{YQ5N8lT>F+}!&aNEmQtk$pc)G5gQT-yVuH)pPBXA?KOKuY(`C>RhQd zqM2lO7lVr98J^5uzo_!@!FHMP2;h!T>UuU;doD%vZgV1ZFXVS2R3VLc`C^HhBJuaK zVwfYP=vgcNPW5Bc*L%DxBckfPREMWi5%Qxc6nH~(Jz?Ht<_|XqNz5{T`klqn3tGmj z)W@e=IZ>?sv(uL6R4YjfVp@4&sD6Cy=qWFCo;fZ~)sK>`lsb~^H5tpyE?RGA(Lzlf zu{}BR87Vg{SL8Occ)WNS1MuNCrymzjF;sa&C5P8_N5{tjT4+O%q~PA002%?Lf&oVG zgpe@c|C}J&28$LPr-8N)D&GRPTUQX2d@K5z>kbRv$(lv=YFR}EEe@X+c==fTC-eUkVBsi(tzSO~sS`t+ywoXa@!Qeg;lR>J0s3b+%0on_Bd*=SjXh1J7#JK$wj0OgL&aPHJ%Qzy zFG+wyhXhwjig%AV<3F@E`?u>pYqbABm>)}j)L?5H+6Kk*W<%-Lz`X$v%b6X&_Z>?asY)s(Yj(k(di7?G z?qa*-CfTsA6TiN>brsh5=-G1CNX&(ylnX7UW`3Hj6>BV)N7G0)?QB`RZC_8`X^kW$ zx&7)<&h?t`VwqVIfD+IB4mVyr{{F?rrWJI)adAX&JRSv*x@1T}0YjuJ0z0Nfs7Y`st6x^(fl=g&1M7O+@&`4I*=oxI3-Y~mdS8IHyAp7wxkR>Qd z#_zp8?Uy}v)F;=ARLD`T^?@!7e7;Bi6qZrxCd)US?e@$$H!3RyJaZvZe(n-!;-JT+ zBH&nBLncUEEp>H*RQK>m-xHme$X}G)lUEIAdcr?#z{t5!lRbOIGfG16zdKPklC2v< z1pG;jAI&sKTAfa{IV=}lc1mJngR@^c&Q!~lSW>JO8?aY=n46ry>$~g4U2cau>*b?m z%rN{(=_$D7#Lq0%x=l__K7RhZ6RfDY9FJ)lF-_ZXN**>z5DLXAmKd>-^YaHv1UnzM zzWegu^_^nuZgHiou3!D^#_tm37PXZRLeAr+ssk838oM=$0+XKgg~wRMf@a8jbJG|M zEhbP$*{@%wee4*uiaEA^)tnr!Z%)y>IrYHo`_EhA+R5KzFAVUHdKz(st5u(jinv@p z$hhE5%AnF3$+Rx*A?qiC4p_9R3TFC!j$l|U$jEt}9~<=$s5HY&nsm{INw@exaQ~NU zcm_q3BzKj*1DiOtVGcqhytLFj0G?TI-V9iCd7?slA{3iO!<3ee)+ydJG8ER9Th+_6T_P6aptzKzoYN z9D=&l0A8E%DNb{|f6n?WN=KcsC;RhrDg>L4X0s{O`t(8-D4lY~ItqQh!Edc zm@1Vjb~6tQX`9;d+EUJ@6x67i9ihDv$;l0J4IznWPcYth5VK+T#=#-LB9Ixw6>ARk z#S}3$eLK(=gk96tUqgJO^CHZaCo1-7FQ<<6Ch#TzvZ*|M$x1u!%SqR*iq*KTxw=aIkUCK=MI>Atu^go zR?=uYxSdQQZjGOm_Q!c{(Rll~OUEwxub`|bAfC9GIK%E>juq`?KI(Ig}!h#cxC z;cXU7<6k+R5NH0B!7Lwkt#h044NeSEhtKa)b^3Vhu=CteoAd3-$lTA*;ufe`#(1V& z;mQ9hk$d`*?Cy*hDP?x_f4i-aDWe0;iRdlCr?*)Eu%bUlAHo7@C-{S*^YW zL<6K!h}gf3s;U*2*PO3jQF3#i&-&uSW`M_L^Bc&rp?4Xzwl}6i+??5lL;5A^aRWyu zvKti^q;9eCN_L0ZLQ%|=^h zm(LsCAKMruj8^Q9wjp!H6kiNuE~9IutsAA1%9NjEku&brwZpIv*JSd}Vjz%OexcB+eZYZvJ)|`<1gjt?QdJ1I?1AL7H_&mwYG>5i@c$l0CMy-n#QD+BcR!N`r!HkV zQ@N~{9_8D*MV<>BjTG6;D|YVXI65I<+q8B+mbaHzYB}-hcmMYGu7c^uDvXkd06-w+ z@Yz0;aP3P|R!j|T_QH&Ly8Kol*Km%Q@PoF?>0BZE7O!Q(BzX9W!5E|gclAU@h)QfSA|Tv~~^XbZ_3hOLMzjwa^}s*Dm}CLF5Pu7U24b z_FO6N(}1-y5;W%h;&^70fs)b~O9QD29O*fVZEFXKOWK=FKyIZYJk5tKmrx6;Me2{P zn6sM<9u@%A%RAe3JU(5#aE2gmw;xU(F-u787r7MWu5taPmcGQmjXx& zPLJzOkBzU$drVe59!r>lj1rH z2D(K9lh?w(R{ap^q~{m4_x{vIzU%3Uy(4d+FZ=x2_l=eZ#(SS9aod`G$v9Y3zAUBt zYK+ZxpyVetQf|+QHRg^MmM&PL+`kW_s3_>I1aHnLz^DL7w{O5>$R3i3cNNx^A#@dx zH8>MyQHXXiZtxze4DM4M9$A}sREvn|`7w-o)ca)mp%Fcs$v{k)U0NQ1!oInnD(%b%%N(Z|`1 zGO~dw1x*vb%YtPL(dJxKs~nn=N(8lXx4vl;-w`VbalA)Aqc!`0;Dn)j5O141he9tH^JFc@1Iz8VnOJ&>9E76n8kQku71^Rsok>w{gs4)JJn~D- ziEN;+50l{=kidX9Py3Ue@|9228n$iLWuu?i{Co#S!k7oAq7;gqaE|`H*1)!;$d+tt zuV&OrqFBjhw&>Xw%gy{ok*Hn9O2A}9z4uZh>6J68a^)Dm#S*3!me(6p}=YJ%A@45XFq=pSPk3f#Rt6* zToPv!J2iww@As*)&^i2G9iYx;>UKLEty*r6v*c;I9mn`bfkYW$li`Vifrg3M+SKG} zwbol`yQ7M5g#+jx$fHgv_k4vXY9yZU;Gj=NWDU#f8uV$Otj5wwmylbCKel@5Q|?q3 z-j_@Oa3~r|$E4-Dg|&M)7MsebEP80n>>h6bcFoD8$#Ib3+Hie2lYn3(c~d zCPsNuW$BLe1k0V$jf`=%Dt?&>_=;^+J*0noxW)xY(epe{Df66aTQ@cH=fi&Vbl2zk z#9F(nTz+1%9{-1gYw&uWu-_9a@d3$O%Ewv|)Cd$6T(i00l;6luLthb(ifmL>r%v_6 zHU-5p#~$o^1`yhaB;2oO!)b073I8_WP$#+F_QfhG8c{@KsVb4N=?B9eV(FEppwp*fX$--v14ob z5Aiz^bUhw6PlU#h(=AZfKJ(ory`0M7i|jqVgWBRYBb{e}E?3^ri}FPm2Y2Qh&YZhw z@d^@3Q0g47`yw&#-^*Pm>uOsChX-$Mm}9v@x7})eVS{{3`qfuzt_An0pc`Tt_WA7X z?-1FG!#BW20vh(>;DBUa9MAjGw?2h>PDpL<+KO*qC(qbZ7#bNZEG~LN&>gTD;2L%Z zi8bIQqCjr|mX=>@$gH)Df5-9F{8;0HDlX#l zXM2CX=(pZ-#M-{tEz=Kwg`>VV0Qp#-FvZOjdzq6ZBj|e?hY!INN)iekfD6_z0d^cw z>Ej-3TR`04sNT-e&GY>0X=9qmf-Uwxx!;UJKQDaU%Z!1Mq+)>&8rv-;wov2d@mr5f zexl2wJf8O7>`5bsSSb&74f?CiNlQ{H2#%f&smX6tp|X$!l-yhk*w?~?9TVLg|U z`t&d};{#YjyX$}dKo*VI!-4#mMwO?k0xoN-hW~i14~+L+KJ;^~uC4}>3XXrS)1J5Xd{ zi)z=>Pimc9yN3I^0pD+w&WPgowwK4=Tr}UkZ?>h4O){~OFGvd#z2_m z(B5Z0#)|OMLRN0B9qXIs zkrCXzX+SzewOQ1?ME+L%6x9lL+=?0-9WFSE?UM}RebXPveH_n)XQsZuFF68iI)wWP zEVe-ZT4+21NawEG2Z$SZ4m~NDU$L2t(!7Z z*6tN>j=3ENAlpPpjn@{KZ?&;W3r+7c4A9;X;{=H2e0LF5@cI!Vq@iB^LbZQ!!@((a zZRqe+;5IU^nzw3p7T3(t-az@?{- zXT6a|%%Lf<#${f2bTy<_|CP!+1`?>{PqvYQj0A3)R5%6zad8?Y#M;sQJhUQ$8`!4r za>-C@pHi!wzaw_ObGC|s06!1Arn^lvL@QxbG_LoxB7@t${p$PqTO`UHk2qa+Wco+$ z6D<$q)6!)tY-dFB*;vbyw`YA43LlW%yU%e}1IAMzeE`W1*fS6Q<}UKr z{dP+vt(P0eZgpi@XdH8rpq4X8G=8}{lS{}XaCrEvmY61Lq=4~ewV7%AmU=y=(Zg*t z_X`Fxoj#xAD<2`DX^j%Un!P%=b*Ylmq+|p&eaEy$O6O0MLcvNgc1MN1ht`p1vy;r$ zxWvt?4IuCo>-PvVMn8G_)EA~gpk|3FDRJE%R(zu)^32eHmzqXOnk9DlY-F)zTJ*hM z;^OvBG35#sS#~4@&isDT%!_I8rM=O*cssp_U{7~;d9rc{oN@3N%;N9obAOq?1HJ>G z0z_fRZO@KKhE>^>6C>$PjpQ3W%&k@A{?>G(DZ$Ac!7}sVza&*QOZkpAtOo9}REay+ z#Mp#7j=X}Ot3wiKk!vw7XTL?<>v#C+@Ab6AM%&Dc=W3sSg49{^W-x7dbxr5G@zU@2 z$&mYd0at=wG2zzBck*srj{u|AbCcmeVb6HDup|d6ax1JR71fW{XeK^p&8Vv7Nvx+if z`q$VoSg;UqtuJ)N%5_Fk@$j*+2!{N7%1G^_4RTnNPJ`L0F@OlWTltS}%}!+LL+9~` zgtyCrB9>RQO^r@OkHBDZ;&1~Mh!nkl#%5(zJ~A5ez|XAJ)dq|P_|&^Il)eJ*V=H&Zq6#IgQZnTdULWO2;Ei4~TueC3A^r!=;`GF|WC z5mBl#>*C}jA{)5gyRD={uhUW}{rX;$iL#-C$VkNP1@2dxiu*o0LP`~C2PKcbiz+iX zV`h4zl;7^%R-8{0ZAafc{oZlC$FI>S;x|(ky8K53%5-VRkwOG+vBQ89uC5;Q#fhEe z?!xWwInUSq$s){u~t-|zve@%A5_JhAhe=ppxDy*x(B81J%foMUnJxuPC!z~Ist1=sw z>%Ldtj+W&MWqf2pgQjHch3@s8 z7#CfBI8DiH3e1TDnBY&H&Pw~8a420i+{*2l*puvkT-GNG!pCH|{=P(>E`En8!W^zw zjNau%_NzUoq%nNpY6Aqc-RldmRK7b7Ixpb-S#OOZm@BRj>`vWE@#s$&2!`y9A$j9} zbGMdADBq%@LS&7<_W(v_l+uyeemQ|5`v*OLV-*wtU0O?(EV^^HEP5oRr76hBJiv2U z+rZ%T??G_-^1*Htr8%AwD{SEHL}n}vGaBg#(NVVTEAuXA|5|K4_v7;$v;TqDlrW~% zF1_Du!+f(2XPi~_+dMx>WDx=H#Ea&G z{7uE*3hQn0UvFwJAN#uXwRSYQyM3!Ts83aTaJ|bl_x>=sK9*`&UbscR!WP%_7Ui)S z&0F6TLK_8P#=XpHojW#oqN}2wu0yJsgaiZ#W(trX0kHyo=XzcJT7JzTI$WgSs64;1 z(E-$62@nyX-%ujUjHStF>x-{SGli1~cn8;C1qK%%)vnc|V(N{#3B0(z;*N7B&3AP* z5)z2Lxh8?pj^MJ_*Ba<1F*u+j0Q`2(DF>z!us(YX3|jD=`jeFf5chSVHV)b_g7fqt zH_YWyCL&Uc!)Q<>Uyd%4-e0|?mG|j6;~6hcjJ0t(+Jf*fSypG)0U>wZtd*PT3?ku# zhGsofM`5JX!9|Ch+ELZ?C!u?NxZ^()!Kfj@=ALkym*s67A$4_YM1N?${Siwtz-kt7 zvLDPfFA^TV#Tvg5-iuDOuP|`lsfg0-wF}MUQhClQ__y*#jAM45x72(pU~apL^5j8B z)(U;l`=tz>u^;|oHEh%I6E3{T40ul_M|`436LeNB4r+LkDDqd`JlBmW18?qDeaIL5 zDU6ji@x$SMnSiEU`{zykAFp=WJHU(@fr^5U8UpqKU=Yk{vE1e9^fm_5YR(n|5UvmK z50;jXm)%G_1)m`!&lfo2ajw<9zKF=QRz767fA{VkuFLaO15@Fz%O34gNz#W_6UQC( zG)#=zSJk9L$pK2?OJES02K!3eoz2-kYinzS#a4Lx6EyiW6#6|hu)9Bmfx2(4QHMjXD|gIG3G>E4t!4#! zPQaj;{_f|Mg^&b8M%Ydy{5HMsLfmsIF-Wkh*AqJC^^>#VnVHedRDD1s z*_7sH7iHo<`?eZSnw|fs$TT_P_(WzB0ejeYzAt`*nkUwrd>Tu%1X=%ID(Iq-=@B$0!GhQn5F`7geZ`9^DgzAu5wA;W{7u~rEg%-Z+vJkG>VxOd<3#FS6Z z8zty@_PQ+=p@1W*iqQkD+lx~jsy^13?K%b`FgI-gmlIfOEX~iq2HSCPIuT2@Z@{PV zNP70*!7DJ(5c=|kS-r}-acC%L}3?w{DN}>T57G`c4Wo5MCYZ=FtNTn~9mW>dK z3pj=mtFzEOIwsBZL+8i(;Uu#T%w(J%eM^EFZoW6&dy4f`#XM;(2}zVpPl0Z_#c#JW z$&Ro*10z3Bc?LbVXzd_`quSrsDm;=bAmEK;%lId|fW^3DDVIDzl==9!!Re#=O7KwE z$kVlE-InHwxdu0q@vOX~I7!OIE@lg7-d~54KB8f)gyUPLruVKjyrg;O+cMh|Qj5fU zdymS09?Q`)Z)UC=?`jZYXQeH08@!?KBM`T4Vm_+Za%a=xjd`Kr)+DMT}Tcb5NZ zC0f%jFz`3DNa z30ZmB?0@DEyNqk*mStU@C51X7WP&Re@VwM+hqxtBQg<&tmbdTx+ET_}lKjDDjb{F3 zRj5<%sdL{+ZDrz7+}b%`amAMfB!vC~7EnMlNq{ZyP@Rht*ie8!{&kP1Pfsl86TsUb z{0rtj2&VGK(_lS)VKTvrJ37jBQen5&D6dZUb!Dnp^NkSxZt>SzPWiElfrM zS7i2z>(M`rpAmj#6_u3-$3u1&S%(%)OGVto(LMXCk+O88cR%z!!T3*~)cWFK+-_pE z3#t^=@lT8qo;TbBI3}I0!D3o0Z@j&*1p0SpSV=WZ(zIv$#VaOM*uEZEu5Je|&qrFL zKPmZK@UC!RUXjrQ>!(aM{>tktwkGpQM6=VzIh0aF$`tN@=IN~*papTH(*n=wZEXtpe{B2GJjEb&t22dtao?TM_F{4lR_Xk zlC;jN)$sS8Q{sXOd&S!|e0=;iNMslX$`e?XFb);!=}LLU-3!vC+udPUG2r3idIWx7 zzz0K!l|g}Z2Qkb8>V60&_&{vt@xdhY5l&8mWH?;|gYbw5YpaJbzS6r}KvlIya6%)B7vvvHk<&0WgNat=8&X z^kNxT%ifsj&*w{5V=c;SEITDzH~Qli^2&WNsmQY~fRfXXJ@xe#OYWyud zd;%3GI*+-Kc1sp+>>$;S;?kP+vA>D*{s5Q4nDI`_#PA)W>o zeeebtFnk5}gYG+1<^wm{| zl+=GOX+yhzBNv4|{`+2vl9%cMA*#fM8y7KWy*q1cUl8vj&dt~GA3u2bkiPf;zPAAS zq+7AKZy#p7k54fgN(V!LY24P?*;x?PA^rIAZtlY)3<~{42jaCKD=0?Z7Xh`0sL-DseSYtsUd0qj7--9SbJz znEbDnVsHd~zdg%+mhX^AZ$mXKMMal}RQgd!UR8iPK$2MSg}{bN?5>UTmm-EXZzYYQ z;gXf<=b7By3^${;qsDa`n%D+}FIV>h?$fA>PE|EEtn6E%Dzl(T}iAdF`Lj zR{1^sU7u`GbI@j1|3oYluAw9FC7Ls3y8`nkHn6OX^;Av2`m#HO`tI|82RiM^7uxuv zBiG98JGE1)J=r-qUk(l%dzjqk+j`JUZs~gyG|Gc0)=!qrrzJ-Z@y>c~@UzLE3(frX zsB0|l6X=Sdl>>IqeMBP&p37kL4FZl7Rzb~YF=6Bw>uP`d`ZB=B65%Dp#WTxG?oh7w z%kEM;hSP!ss@}aHR;P4#tQ7GN@@s=T8}H6d%%#+{Ki$q8mdmLr30p{R-jJ`9^X>)I zP6Uye8>wn=wT_jyaHH>x$z5hQ%~vUCa#i?bDg46o=jR35k7RkBeq;nm zn5bLJ0Ilpcc&^lJ>YsjzCD854Ye)acQh;%)=CMO(#Iv#>Lb>yhx$lJhzxrQV;&Pa~ zOVnP-XU#oQ5_BW_G_zOXWqVIf7)j-&;*aZgI{JwTWhIQZxG2Tn?q$lmyPUP~*06Gu zK8q<5#qS?uiFu3g%?Fav(bZ8{+Ru!PwVvTXXn^?melu~xn*_F6=DUQXq;6yXI#b1i zw1;UjW0l_^hraE=c}M-Y?L$Lcl=%E0m9oQh?MV)ee>aZ+1~wtKM!sfI@KeOubbB|Zfg{JMc``@&- zv=)jBmL2T1DC{F=pKm36nx=6OuscKhL^5lp9r;n{PY6Y_0OzO#gJhPkt&zp-o9EbG zN*;4AH|c)ll-|ve#E(i*7lS2ldgx4O{WUWLk?m*>U24cu@X%2N_oB%M#QfKPssA

4fRn*)RDeRnOF4pMFw zVzQ!k%QPxoQDNm)Pw!yuOf9k6Gnc)K#my$n3G80-q)!SJIED=^uo=DqTY2`%1&ENa zrDNHvIl=-joAmY*&k`WG9D$OS1;S>4%Ip~)9v)YB@Z(L)0aX=+#D2mJH;2vUv{f~6 zAum_F?XM73=Wjui=}oH{LmOZLEm$yQ%o5N2w)S5bcE3Q}FZ>L;V^1u4&l?@9t;a>k$``;YBmVQf$?{1oaMfl{eD<(T$<#=S_am zl8%TTloLx+8xCaBSxk~GvJxkwKIK&$Aw7$bxj62hY;3e#Uw(LAUv>!EyH9V0LM-M; zq1iOS%s?suIfX1Y?-IvXO2&JrxX&!3LLK5{{Z1JQZ}t!yCDn5Ccgo5Hom=Ip>F;92 z!S-ciET0r|4#3-Rzn#==esj|wLUJIGfXGttT)Yq{$ZN(e@Ic04!!BGCWqK%q&R-m)Xo-d6*B5C1eXy|y$rDAysK9{G|u z*K@va>|RW|-N~iqo6ZYkUGX<8Op;M}Dg*e^!}qh)sI>W`TUC0$6~K|OjBAH>B9E(w+8p<-$A)M zRH%`qsak6iGC%J3Ia510cU`UhXf5sz_n}YHBaue-@;EEh!9hp=Q#1cmzPDG*y#7D! zyDC2P)EvK*wY=#epe5&1A(8ihdxqGDdTc?a@EQa693%>p<|p=b9-0UAU7eo$bHCH6 z@hM(83q9^j!^_q4u(7w&5e&~7^Tz33V*LeWp!69y8iYtHPkZ4-raNY z&y^b>ucyr6Bk^sdXRZ-L;T9v(q!D}ULfEt=k-U}T`!d1eQNR2lX|I3ON1h^W|N8v@ z8Z<2=cdFFhMSP;w_4gJ|p3i;HKF(9e-rV#rd4(uD@7Ta1;_!X!hqT8D*Pn{IcrST# z2$XYr{SiiEA*@C2Q4ZV8R8*noTaV)$|FyvG=+az})0xqehB>b>UZZ@awYMkM?|VRd z=6|tdd#>MVO&(CBihafrjUuWNAEL`UJ-uPT2=4W*Z<97FMa@SlPdXITfAeSZ{{7p# z4&Og=)|j9|%E^BXK80TnmFzdo-b{C#S5mc!5Wc%NHbP^{^C)I2Oes3y_iascTu@)7 zi-eL9kp4H=jzFOP5v(*)6*&>ct+bc9^Qm;ZT$<9e`L>z95Bql;{2>62HEUI z*J35EGQD>k?=AK7Al`R`J@c8=Snv(ED@`#D?Nnd$%{4^d+GKr?9%3+mi0LaWmXR&q z;Q79PtNqZ(Uxy=#@tr7cnmEtXQR%4fdPd>ONI=jjbQHaYPzt?o4)wl{=C$hW&ugCtxY{hf z+-Cn*^J#76YoeOIKDEhM&O(UImaJ;`L$`ChIR36#(yK8MmNPD+4Fc6(T3l3p=|%3} zgvaVIQLhnJpf*eMCViDwKCRM~esPsu9P`bKCo*4yU zk-C=7&IhGZ9rNiP+YZ$X`DG6l^M~H>@ta@^Zhvq3T(@#dw#-dXbsxR>H}CyyP0#Id z)Yu>Yy}o)d&PKdi?%T&l6>82AWg4fR*f5azd;M&1jf``naaG|y#C<_~_0fFE33hW9 zvwU@zyVcdU6Oo~zmAqe(RaXniceX5KCMOm+Hg7!7WERP=D2e8C#VrARV#H)A8H*pqcLYw5YvZ@XGQ=`?N;=kg+*4w; zua?6c&iYz&Gs7uel$kvuO@}0>Ad|f4rM-mYrPMsy5td=)NO^pt^7R1@{r+0^M-ubu z%>LCKU;e4~$3o1O3r&<^a-*_ohg_f3)u#Vdd5!wp@r>!pgx?XEuuotr`?P$zWLY!E z5Meu}7AaSW7s&qrwa!DtYT?Q;b3l6QdswriWxrliWc(Ms>R~h4=({w({cPj!e!1Z6 zkjkIS|Jb;4&BZ05dWz{I9Tgam;FVTOm2Vkal&wjF1%+}rTM4^X0}*NlerHwZs`B!< z5Y<(Ez6V|l{Z%Jk+!zYEs(3<=B;UP5`3#SzoLC3`9vOvSJ5!C775kaW>n=Wy_4jfA zxt*HRz5D5YA%OEt2>0xwWehB~nUhxCzs7u!l0tX8y+#^f7)%cjAr09@Uyy}F2pJev2_hhjSGyvZntVI zm`aH5aDKPWakU?oC}%%;gt(JUz;nKNK~;%a%7z8wwRppVt-fV`0(n3~(+8~0elf!2 ze&&;}^sN6EpsuTH4+Cr|{qzaXzdNCGUT?Svb{l35<6ybM2 zZ~hLkc9I{Fc6TnChgy9M6!5aOAZ*v;piU~VZ7BuvvjX~lln8hj{oYxNqAm!8YDmU= zfNFRj4D0V?dEr3yJ%)!&!hZGOZiZ@<3!2KhSY7y~BK%HKU7o$uBw*rlDdvvrU>)8M z1lWI)?SKTy*QNX)t5Mo{la6p9kz=oM_$4YRwIq)LB;lkB(1-&V#0pc571XxjcH(U$ zR*>gspyb1fqS*$k1=dU%z?cVURNDmHG()8Uoe?6P>7^Ma2L_}p!8UduEI4p@lzDv0 z{k`f0)$W#Em7)9f2!bV6XhddWdTN&a->TWLazq7ken$Kth%_|-FG}IEyPGct!_Cot zqAft9D}Vqi`DqpO%}(P9VQU{Yy7a*Qu7_o`k87D;`?~$%7FuLGnVdwEU`%3o+haqv znD4WvHx+EyU~2K&#o!MbG#V}P?0q$KqPub;nXx_Zi42dR@{``V;x|-Z-}@n!PI!sB zE`P{r0JjR0Lh;xwDQ%nQ#K9kDIHqIKL91bT?qa|>LI$_cQf9@sFv6Kx@>Q@s%)z`D z##`K#fX-b!pIVR`^o?#ViZ0XCBPa7;wLM>kOn67P|L0$zgZ4NDi!!e zx0RaT1+FSasHMtXp7ER6-eqcFOVCWS^ge55$dZlObi66h`sOfj(u+BrF7NVk;QYjO z^#=}G&J#OIB0S@^{9Go+Q;;Bh#Ne%?Y;4&#wb`q3s;q-aipTR#ywDg`Or(u4b+wst z?da+6woYHOrfh67)G*BEx!ezrvN?c1>fePmb?8)lS-#WYbz;t4^ErAV0qz8^lN=Lb z9Z!z)=*uQ|9|4dYe|h6hfv4DOT5{8_s?_t(DbJV*L7d6*8lLk8KBhj=C=pXIj?Zh)y2< z64$I6(Yr4sG&&&B`>uPgeKatIER*P|S~DEVZt@C}JWYbCwI@61yqW0ftrm>UhS1&s zhr_pedu$l*W28|tr%V@vHA)gS%D@&XBWMMVYa{&;*fkpT0HT^RdleJ3==T9X1!(gImn?0+TtS_Hc)~Y*(q5~u%;;@_AhQKFu z^dLJP)y$E`{@YxzbyzdX1gh!h$wrH=Uxgoa)|#_kN3pL@tkH}A6ut`FN68Lv@B2)@ zc+mPuBhB9w?~6`8b*S7sKbVt6XiE1Eg$HLq4MlanWqk38i&!{qC?_m9(7v7cUJ;P^ z{A_Y*|u;}%O z7BjDY*)?__44)im^x+jAv`IC6(`u+OOK3rVJ&jT07o zdAIwT9{kZyA1B6$z7vDgS6K1ikt)xEb|DL(zh-s@axh69`}V0xea8;^(zUFTe^DIEY(`_3MkN&9*^+h8AL|L(Hf{o zse03y^t_S>9`51gkvXf(3FI}Rgzg2Ebo)sZY0;}Yl;N+|?%T7U3R!hqCwU*t3uS@K zn*T8A#a!f?iff(mW3ibV@%EO)utd!VB1qa^o?eMxf26H%FhsC0$6R!Pi$LFO5L-O1xs`0G!G&yI+HXOR zATT5WgJR|N*t<49;eg-F=&;|(m4N>6WBNOcs#dRcNRGUIwF?6=$Owi>lV8aHvwz%J zd7i9(YYNFVvSCH&_S!)9R#k=^VymfhWm~4HdGH9Ybq`y(`Fw(}zTlZmwRY-9 z`Hh~vP?LDan@Ag%7?y;|o}=XM6l80O?t*dTAEe)~*R_kjZ8gtdD{;wd@{bOw;5ee@ zjFCl9@TK2)T-VsoLbp=Noi*!LvLuIjQEvTmFfdC`Ee4y`m46c6nT^8c_I^N-D|ZBx zmDv1zm7M9X4umJpR;3fNd@hj@=^p>)elALu36cVkst)jr`7UV|8d*3g3yTv=8fyu` z1Kj+4%;f2DTN}KXZl<{76OAv=Y=SWjqQ#LHnCA5M!E>T(sTuVbIk!7q7+u1{)48<9 zG0Y76Z)m{|$R942ej;!$=js%_!Cm;x`kn`lE=)>EB5z z_pe14S$nQF>-(l93g)`RL%pOWZ{BatXsE6vdJ~!D?J%O%z@>H2Vxo+?z_YSqhG+CB z3J*1jNXw5T>&G`6kf_dAifeD5F}QqEGP=Jc@X@Xlrd5;WMI_^tsU&TY)mRii>f*M^+|kt4LGY+{qz3TvQ=wQJ++BG4RL8IL z4B}+)2XG>Kq2gqCQ8?S%ECYQ8kmNGm#pBY7_D_W-s^1-1nSSeaOVBWT-dHf>@-+Hl7B$&Q$N8kI{KRZ?JlV>dy+fm|U)x)Rk}bOpq=xC4ukLr*;pDJxDB(R5 zz6hi<;K)Mo=A~BbD-HcgKhT^^4kIi}w*R=b7Rm<~(ds8jy=^OKsIKxcgtBRH;wcFp zS21yUB!nrTBO-qyi)%&qBLSN@uOvRc}ybGj1STrvCdu*1(_4%|AqJU zXan|m7JI>-HQHZYL|J+^wA5L`to!ndZ6`hfKWZX2;wM(Y za(X=kK0RqU@vPF3|9$K?smF*s^TIlg7TnhD6(s|esY(e7!866yMTj4#B~SxZ2>bm> zV2}6a?=v%v4m?-J2*D<80N;t=MusjBp^cs zUFa;zs2jk!QG?mxO~z)se=lQhKtB34|3-D#MR83%b}WA+SUPjVCx!n;92uORuvW)W?mJ_Ua`1r%7 z9O6nXb>HJB{6@8c7{T2G*|7~ba1c!HbSnK#`M%8L2x%)<6yMt!t#8k9aluJB=Lk)qK-G0fJj1TYAN(q zErA|vEw(5PJ~CNW|8i7%Zj|wb*W;P84q`K>k1Q-3sQ67Ez$00Ie>GiP9_p9BSO_ya zac;T%OLOs9(e2Om?$`DeNqHnEx%e2bpD(#>IIQ$+mBFYLr3PgsDev2I@PY+0C&?Id zMB%#UJiosGIG7@#?BI+S&_%DVoDH~XWMfGiN5Eqb1=u1p#fo_#=x?nE@O%MUbj|+U z&oZ6ZP@&7PlD__QE5eqa8azctFaN5xicHAu4NLrsHK2%573vmrs!)(IzrTFQ`H8)Q zci~Q4CBHFI)wwrep25zstA4T;|NfyI{UUMiQ>-nkqI?;!06#i` z=>Gh5O>N6_e^Q+j86LZayu_YfZf?iUuGYro?eGFls||5y+f<_s+)TKz`}pO8w`-~ZO2Pkzvo*DAcP?3Jk~V>TY8FtckN+Y()P`0d5O z8v_2zs7N!!m6GaQ!D7|a&5vFKMf*u4y-BLY9pS#mqWl$4c#`-B)5v3?lFKlv$+VMF zQ=c&CoB!j1cL}(;ovJ<)0Z~8kHPh6Dh~!^}beXR|9F_}Ij(78Ap9!L>n0zxiI|L9;5gc?p%eyeq%%!0i&IZ^&dZ8U+>VNRt;i2|nW z(IK>0u}87%c%u;b5cm$QO(pY5OreviAvVb=Q>K4?)UvJZfm?O;6z9(fD)w5LMp=c$ z;sJ8~{JrH*2SUaA*x29k#BM|ehmVX1<>_6L?aztae{#tCOm{ApT5fIHPa?G}bKHE) z2V8B!?G;a#WxfJ1nw`^~afMp#VbnYqS!FJDd`4|Fox0$l#aQ2bBOG27J{}!cIlJA= zB%T|)nw^Qso1D=WT&Y^>S1_&dh>0F@I{E_ZBam-R^zC0rr=_1RW^JhP`4YAz1+k#%U$(c?N2=E9O1ss6wWi}5MYsi3R{Q`E4 zRmFz}suZ|<&@+c$Vb#}f_h=1!NpUoES)Fm#LyS`7N?Lfen*sme*X?D z1`Iqz$fp}h?tHajm`S-nL;%G94XO1t=DdrcSmin~jsRDJo>$^Kg%=iLmGsV|um(LZ z9;ZfFrta`cJ$}?uq;73=Mci4N9_SOKmNPXQOa#6O7S5yDieVD*s0c=m_BYyumiz9} z<`Z}vWN}mGA8&@iT*y0lL`{-ua)mlZ+rGl;C_&SSe$&(fV|ynnjqn%5Qa>(sU@A%6 z6PZ&OyxTVUN2B{@Xcse=Adizh?CQl)Ecu+ch>*0@V(dsXM_=c$E6+ZHIg)aYm$389 zf$HoFK>3i(7R(fnz*ulltIb|F1G~ zzaX(KXoe83^aS?xy3*#$y%r)5J?=Kj>EvKzR@0eZZ?#Hc<{zR4QkQx|rrrky z#)M{JxQ?qn%jw8B{H6K*n_awwzI|wfE9LR=oNnxyFJ1(_{x0V4>BKl}*>c{T@p{aj zuwC0?Eh{{7-&9EwHiQ4W!)0}?BYE*rAm1G-6gs6crGznbt_2_@<(e9?U(XL|U(PMw zI1w0AhhdH6yi!(H~eW*W0ndfsf$K zhRwTc8X)emHamshz&AiYF~l+cvc45lZN{~w`!}g!0WnO#Z~UIP-cja|gpBNZh)nVq zT`1M1w7lCD2Ea=p#lqTp?RN%f1@yNXqfCtE%W;-BW$Q5|astT zPVbC(E#cID7^w77I%sQ;jHfA9&OE_Ve>T7#X1?mesAbD>ON&wz#1kHqkW`fg zXz{9S?*{a`HZ?j{T*72CgP@5v+vZdx2Py40*o0c?Y1p+6SiOh=xH0Ln!eJ_DD!DCk zcpev*`J8!y)tSBGNZK(vtM5d_@wUkgd#*SU!Io&~cTw4}C2aDytrw^S)!v^ry5)xg4oR?pB!9!Pr4`U8LjlmzfUdP%vMHdlhN6&b zM*~~?v+_$;eUL?D7)gu0&|GEZgO3pQ@voU8mXpY};lMR?i|vhI`(@vNQjF$4P^Q$* z$|Gos<=Wnc-HNxJH~L6U8_=}w$`y|Q)CA0iVo9K&p|L1$9MapeWP-Wr>V`;p#| z$_od7p`;LA~8KnM;&ERX5>+1de&8Q2f5`*{EXB493@u}>Xzc$8unT0~X zFq!^ttw#Q}N{FBjrK2(5b~?D;7VhyTd~ET8rtDRPgEyYW)XS@8#!8^MZal51Xs@n; z1;X;kcu3d>iPt1CF(V?9%D9_~=7>r;{qEU1>(uc&?u_3_;v2-sGgWayvtA1&Q^p(8 z9o=KG*)cx^S(5ejEX0njz;+#K2FwYGc~mq-vH3OvgGQ{HKCDEN_;l+Q`cWj~5H++# zI=jGA87F6N8K^*urhmFxcgiUU_dS-w64Y>uJ`q9Jo}^%Fu>Q={&~a__2%uGfLRJ#c zYBp!Z0d#kcrE|pqP}OP@^zdS0G7>-~*OZ9yugI@3BZ2`37kaiqEaM5S zs#eugntzDWgp!3fA+w^F8!Ut9dv?Rdc@&Rra2gqEzSLA#0`?-B{EO%8wGHC-aL=7R z)BuPmxVX3oMEohVs?t-4%v^__a~^b1?8yY2wA>3GGGb`TZ;@XV?9IFfts<>-8y5SO zK>G6Ax29AzjY_Qc8f17-{4daCA5dX=5Hj38XuBZUb7X{dro(i1C;V`-Rc7RAIqpGs zHx}oHOow8wSU4>~FmuWxFLYU$!W{Ts93fm3A)$^FFq{}Pk-uApUWJ~#KU&Ni;Z8XR zj!nxpw)II?o51V>5UNK9dklDe3)$Azh6F})AQ56>Z)rv*Z=E5LX)h( zm9^gmMksArxwK10Sq^be9DQ$CB4su{rr3M+0k^zOI2RxKHPs;s%4@Y{7R;dm1skRb zV>ahVJy(CHux6F}dMZKX!A%;%AKpW#Al%feEvXrX0%5Ev%)W$L6rhG?_yTp+XisI( z&9um2t#(wC>y(Sz;z2EsN0sEP>0j2k6AkMXongA-#^%6g_PxoPX&DhOTDqdJx;j=L z^a=*L?*S(3w;vY*csMWV_{|glfac)kPGmX#im76!=!rg$QKU9$9EN zSuU*`<0Fzm=F_HBz3iG8#{!pOH2|LoEN~r1I7pnX?rPSf13feVG!BMsSS%3@p%9g>7S^I#~T!<%#vN6hDxzZB#eZU0O-DMco zRZq74P)=6|AOI}%s|c<*`;}RKsz-1&mQJ2>w4Q!lNEH)&Jm#lqc58%lYnc7FD=aJp z1DI^_mYF1`8{bx)vv>U_KR_nB&xSXhIb!=4xnS0$6)ot=u2U}Z50Yj8ejwbIlxFDR z^?m~9F&+Q9FMd-TnY4g>DI?f0Jw(xh(Zq7U;DIlRo=Fo!yz#9$>tX|&w7C3$_fGCe z5BnNu^f3lVga9Fw72sEu0vzu)VYb}-VyCf=5HuG~Z79wRDU+wY2$LOrk9J*V<18fK zUn}dWpCt5j9sToIQro6G@V5C>=#mezsl)RNZF7EoK}(=PPhf#hpn=b$0e&Y05>R9l z-~~vS?zQf_uvc(EflF;p*26QBzrf=rX&xU!=)NzWYgTEjiVaa0onTAwdj!%4Zgp)(CLF;;+ z48p?2^hLR$j7U_9*ZpP`owY-7$V1Z_`@3Akh|L*?;oVtMmG;YGFA*I${#vT}#HWn# zqg{;JQ$nPy=GFfVf=1}$GcpR76-M-=YmfPSxe|QMj=zb79ifz`A#bPiQ_%7m#i*BD zE7tftMT8WOSB8ogNTU6nNZ3zMOj7cn$vvRvQ(ae=2Xt)%s-}?xlxAcE8HiryKbP@% zeW4KbimQw3rs=EiR3J9an?+=UqfzW7&2B1{&7vWo>w?@C#Hyc6_$U8dnn`5ynlAT` zn~ZF|1WDx=okM-CaP1ix`4k0)SHn{m3xc<|wUm|a;3(6tP;fbiVY;Ga{4|&_tc4jS zlYK-`jp}iIKUQxlR4sJ?HS~pEy7;<%vK$DnHF5J2rj~?}|Ba0^vVW(Ha>ks%6PMWZg zVcK8AO(~$AFl|fx;?F8+zO|AW2V}r<0wD7}MC;IyfJOu}ZB`}6+qT9Na;i$xY38XQ z6nhvWHuy04$s)O1Y42sWled7OA^rh=*p^-4*iS&Bq^}=3@Zg^7b>BTQn=nF`lvmH7 zYeLB)6o;xU8EZVWIT$UZ)TFd#bdK+_iKdk=XmWI+Tm+k@@uQbUa7V+&y{ z3NW)QeRX542VuEGFe9SV(r>5=sy%@jO zvah|ksv2AZQDjy<%@;@(V~cda%5ZqR(|lt z)r=}!jwq|9u2SUF%jYbbRJ4n9$C2|7%u8-x$2f&eSeRX<)s@35BZ|`XwwcmX9+g8 zCOxxmKZ}2*Pio=((5Dq?7QGY2bh>2)pi2anjfp0sBS)aw}{ zSZTGu_mwxOQ*);U?&Bj?U)6g}DgR~yC`4Nk4A>>x`+=DfQS;Ja^U^^LTAuS-B|qj$ zJt`}a{|H2=2hxU<;!luYJ{H20?;haJ(Ep5SU0}TCBW;S$$lKr5k3o-1=}lxL0r;c^ zI)ca{xvVKIcl3&upPVbU$AO!3FAX8#vnnvYtF9@j4MDW{yAxpN(vbMg*>{Rt8b?rm z`B3%&#QxFG;^oz@(87dKPj+N~wuJo+aaG@^L1i#(B5bdqg2@m~b_`@D$e~lvwga>> zIEC?K$c(i=5`dGC{ew7hpNliyJ_;Ml{BhMin5kmoymJMJ3xHv)1fWU=hkXx_C+GXMlV5k_7m+dpH$5B8R96oEGn!yBG{*;b zpwvEKqBJ@fhupf5>+q>uF_tld>WydusK-HbUhZ!bHH@D4(*ZNHJ_=jIiS{E%9Ur)J zx+@1!G-giZSYF?Du{JH*znmau{njCNhHz1RGR!?rp=5P_TXx|cAWe7b-q)fru)dy$o`hj zvzwf4yZ^w>8J{ucj!Afg~2=3$x)ejvtY zt@(FTpr~MCyYM=41X!jsIr1{5r|BWJ%{Eioj_{}gS(!ZASSrl$7;oTk;>Vv+av$X7 z5x+v!@nF~S#Ee?bdpngwmVBCUE^7hrm)eOJVA$a+l*}1bTy~9&q^`EHEiS1Rxt=a9 zuBf)|6Hr$1j9%r{(0kW71Vw;f@}x|vn*FWc@fPPh-)q>e5Ow63sL^Xu?%nu#(sLb% z74dCvL(bbXH4RJvl;9r=)Uh&a#I6y+UNN;J>c!r*WNe6w*=fa8jUb}GU#)i~(`u?J z4iwbnj}7GscfIq!T!1*u6($xpH;nPJmdoB)Xo?m#$EHi*nr&bi17W@GN(BWtQ!;Wb zAmgSEMh(g}sj&acriqGzsNow03^{(hSA{Q;c>Zt{F=j{V8ffJ^snm_eKP&7CEO7G zy@*%^gjG((+kpk;X)NWnV(Wz$| zAMN9m1?}e13hQdZD8eY3Zj^DCK)`iQFO@ygsqvTuRuTHZy>8BhWVRm)F}pHHt12BDs#Sj?PTznDLZS5k%B&6hUH# zVVKojkKkA&9*d6%p=%cb0i2KyZPORq-HGIhvYbIqaA$At?&Fk{l(o)>N*{u6&cYR* ze5JStiNTzoEk3$DiC8F9w}UVgF~nKnB6kkQF>uDXvahRz;1JB_Xeq`^ThO+4HBMd> zGN;G7>2PhLzwJ#bUoKkCMcQHaMKF{at2823}hi8ZUlnygxl?y(fqZX_Pf;308?%|_D}8%Dw!fs+uH zO#KUw*339UD<`%szDkHLQTjVAx#44#IdB9U8OCd<^yM(v#IG|8J+Eolgp-rDxdFPzTM2i zyctO`e%t%UoTVV#`o3jYi>TC5BYqy%DMu&~j9BFKjT-6RBE*^#Z>jk&45_Pqk@TyC zGww5%Rx2oXZF+hd=nx^m2X`^wv;FS3hf(}6x%|DAEAaN?K3_x!Fj7XWaG|606B+P_j{zjOiuJ1m zgCiq|l7qa!0QXO`AV`KVv*R@xWhyHIZ|C}{HbF;rVjIk<>T#Tk*R-1(o*T-eD!KV6 zdxOo&Jh1EcnbzF8&uRjp6-6?*yYGCwbTda$=8%K*%Nu%*1d9C|y_Ow6d?+;ho(*IY zJ!I~*<4PNbnsoWgNln>#m|O~OJ?z_#_cx*(=$CU5*qJ@Pe+_y9j zS0_%sVen>7Z_ObLKKWc~qTs>=1I>O1`h|gloBGZh6Jh6}@!vBGmeFRjlMX&Vl&uBz z#|XfWE<~ZW+sFX);>#&+zh(2JNuT>k7z0J@qap?>3JTQ6kA4u!A3taXv3=rEW!Z=XtL@;r#JATy5@;h7;!IUGK5&Wf` zY3>Y?$jx(R!1QR*S1>3OTbbLD1HJBIa>i|{6!u3$|3-h(2QF>zOxqu|H9ZqrQJD>J zUe>qcA(;(n{Ozf)>N88ksRM6xxcU1swti)5wRtYpd{~Mmz!cc3%RkWIK=xXmFBV(D zBVsQ-@o#v_4z2rwGc>|0?fE1>Gvj8!Opdt?k_l^Qpwg;f;?&ZwZ{oMHEzAA$w5opd z*^@1a05Zu2a_@Ljq(cg=O8i&T=do}(V;2cV7uyC|_=~Pl=_u;Zlz6ymlcSH-S9ODw zeTcT9bS0e99gB`(h(+j{{JF5UrRuZ;JnMwOOM@RzsYB4Hy`6DNB6{7WAF~YlrDlMB z6m08*T>nS+dvT)D=HJyH^d1tx$tZN@X)|2S*hsL%Nggac7LgkoYu}St+MA&kI-(fR zSV$KRHz8H|`HbqtZ3Yz>T_g1q#w)qU-&VSodus?4S`iSRq=T;ZME(5v z+k=Y9IX08|t8w@bRX1W5mOm-?w;yQlW7UNL>S8tay;_m}UoBeAe*j{1%)7Kt#U;WCBPW4Mogr+#&El``?_QrGxyjgwGblohV*(?Cj}*qD)*?P4dl6CUD}6 z>W_~BxHx|rFzxJYr!<;#Ro*(=`C{VpT9AQVt-5u5?yrz5O}WZsJdLtf6O0Yto_LHC&N0s_~>h zJ~*-wk@HpOdSuAlX>>)YH-lYqO3`^&)4|Y?x*rNl!E|YI@1Ar}SHMQP5Tc{yVIvwW ziAK*>5j9dm)OHe#c&|?0UpU)6%_RIl|McRHVc)pbeg|+j82p8douhySaO?u9;erkO|k(rMSH~xZs$;145P6ZT&A-^1qCkI zOB>g|Zt%H%i@$m#laeiYm8F;oIqLa%q40jAkl`|~38}$HBDf-d(`Nch3gQ)(Ck|OG zbF%I=9VCC(evk7?9D|b04r`1+*o?&4XutDVF?rq7h;1?6sC1UZ2AcEkV1JUy;Jjha z5Of2N!lW%U)z|K<`Otg032AH3xHtCq*GXJtIt{SY?oGK-u@6*R@5}3XYJ|WVnf}SJ{+!s$U?GJbO@WWOdr9MI4o-AQWp0_Sa)(rpf z28)+(1DZWcUBUL0|Hx`zS=R@;@pal>)5crQR}#CKfe;wA*p2zHVM!N9D|GH#Q$?Yz z5ggZokTpL2%^Yb0JR2D&cInk1pSeP!72W zq7jXDzq)Z?$)Rk`iMlC$HJNYvY7m;KBYxUcn8jQXYiOR;?$#+~qeHRlBzdQhn9c^p zuv9D~=T+F>C;@-2D1>o7T4<1Wl>y&LRTCna6ORp@vbQ* z2z)77o&%VEzUpe~El>5$+&(|9J&!x@L+}r7MLGmL%%>VZ^dyqZsT1(ioE#n+0$gL8 z)oQDz*Ys`D9asLu5HjvK+7o4B%=cqScwce*+ z+C*FzBA9jWbdP0z2gx#wY3&~z`6f?Ha7>GPWS+;$+vncrwjtM@Vq~dD>?4XC6QquD z`u{51;H+6hK?_riB=SLYX~-^W^QM(16tv`6MseNA%`fEtr-+l9Y4+)$m0Jc)kyN1K>{nR*G;{(oi(j;_ z%fn}fLpgG<*QbR}GoW+p6>VrTSB$j#=ug?lMZnhsbY~8dkd%aJ+VJ)2JU#opjigqt z@lPdyZnzF5n`GwS@mppNQL7gNP(-a#eIl^q9VKDOv$YBI_xK!o%Nmp(m7yWrmTq8;g&s|E3Xy~kBGp+` zK0Ql#?HqMRxJqIlZ4fL66dpPTV>~=UAYLXitaj}~P#}-Ru*gOPUWJ7i+-Ti*7W~~M z>IK@$y0Wdl0W~yyUB6q@mcqoNrgM&(CbrR+uv-`%0ve^YtUdfRU)+VzQqMM zvMtAY6s1lStiawCdzFy=;k%+@w}S5#`UL;=7#gYP z!@}Cyny$`zn+F@9BvRPioC;{!r~bRrX;L7WD%(3AkfYCHErydX0mwtc=VH+gn?V&R#6s=Kmez;PK;%D7&3dkKI3 zAoYxBe#$JnY?tCbg3JE)DnM>bJU5CXYORok_}t=t;nu3zToDCcS+S6L{-DxFC{L(5 zu8tq#bVhS4OOQc6lt1j+Fx_BED7Thr!pA4YWov#vae8t#HbpQngxNyTac#q$qitzV8q${y3i z`smmZ;=^NR`THvo#H^p1X5>{2ZE%u)@F`WzD~79vyxiMp;v@Pu*0>ZdD85ajD938b z7V1g=DFcWon#4e#_)Xcbi(smgE7;bnht!`)jl{3`R&*I@-14^m4}nM2sHJj$=P9a3 z+R;lX8Wxs_H+#B-)JAH)O%PpO3S<{hr|U`P<|K_Ro3((N(yJLlq!$-eSyoA;$^!$! zR}{CbXkK*Jb{gH{b@A7}!)R|JDr{z|_;Ha2=@Q1YJS7eyrLBe-4k;_Vq+#285Y&}K z>=l~ntu;UwV94u2n9{ryB6wQE@DkoUe=NFNLF^k;CH!N(Qg4YK6&2OLOIOtvuR%YM zpddI5%sAQ8kjfQzKvVB=0raZwd*8aDsI5H;SY1CZFLVq5ZJ`sfB*gk-UQvX6SQQ-4 z_vbJM|NK)ItNohRJ!Rs}NdyD(KRuzd78XYG?MG6gE~~_(cKuS`|L(QCG{-*Ho*g!g*jSg+J)1lw=W%`CW1NEe8lm@s9>=b3Ga*r-#UBlMXIY zW?3r3CyRO#jgx z3r}cfS=TsH&-mO{3N1aIpKY=sA1px;!iwCcyOa%67=Bfs+}vM^QU`SK&T1^uAMw_+ zUjiG#oMZ8bwL3io&CKcBS84G+ZuIJM&O!)qDzzsgiDwKR*tJ z4{*7b7oR(v*P0WuYCf_L-#yfy9_BPKH=N6D@Ap_>z#`(HM;VzTNCcSD1!w6D9|UU! zM^*K>3TA0@MC75n?hf0ZlQ*?Tyfn&R@wJBQ`hECrkbHm0rjJWzF|Gu9REgK~Pbdvx z@!X-#dJu}aTFz=}emH*5{1*WL{Uyxoo}}71)fx}uX)~W1{$} z42K?jG5RftgS?_!r7W&*&5*o;q;KrI;q`ikj_9Cmp%7?!_UsZ9Y)VpC4keAg1 zsjEXNe@6GzdoWcuJrGDWg&b+{sn#G-s=6r~?n`M3($M9v&LnCF!^tQbYR)Y(Vy+u( z?SW#M$!N;>VXF!uT4}9VW=E!ytn(;lMU)G}_GFz5mxY}QQyb?wmmO{E%~vc(8&D6B z2O2R(*k}#_Z2Yjrp1iuSL0)i-D6p2KGK_ZoK@YQ1o2Rri z?Kw(vNSW8-zT5wHmQ%I#sE0q!*TOwV)5H=iYo0YPV7YvE6MHs>P3&aE`6pmB6wEU% zpqwb8N&8eIEMAZeui5I&WzV!0hF^!v(;Td*48vk|^d%lVL$TvtH!6UpY$YWdrsXL2 zD-UoRYu@@1VkntaO%~Ew6mrs9p#d8rMnAF0VmutkBQc)UgOYyZ03V4ce2WY*~dh(K-Sgb+Px+&vqnbJ-6x+8!MrYXa80 zfc4B?oFtLq+sorW)-kYO-TyvO|IETn?k6Y#sJ-kx9am8yh*q{7(b}~f7WUc+F>)lm zd##H)!>l=*@mkogiLMmh)}OA*s*e(_X3=A=k(5M|fP+ks;x$EC;lua?lX9C2qocs0 z8rkK>+NOjnbXGO!NTO(rHNVjK>J|NB;C!Y&K2A|hjk}v6|DiQu=WH0rUFKH7jY$lP zQ(>_I6vPgo$vvhrt7T|7Y0{JDaMqg!stZO)bumpl;Y15Yl&WST)ouG6!ZuNyM0B`f z2qy!Q$$qp<(?%53YN-9J5TP%qQ4O`Vq{obR^eT?%jTQUUJ91nioh8Q4lBRJaTP`N> z`xiq%P4|>g&KR`jo%vmzPGq%g+MY6?D>0PM!N@i8HzCztU+5AGy{Tbj4%>#N>_|GRoMLX4T`tY6 zO52BP1B77N*c^tHfxC%Q=jS!&J-!%TKOqcBao8G`;I;|kN95=(_^rr83j-Z5vRU!bM7Kr0oty&tM5RDuj^RR2+WY8V zPOsFQRaOwc3cRtOX`2jIQFd|YVd&Kj`QTO>s&(PxKN_0inM%U8RM;ejXRWABhl!j^ z1)ARq)m+$||1|!^sut!Im;>Q+ngH(z#Tz;xbWRB0J}DK$8PZ7;!6rh*iXoJ)xc#?<@dKo#v07@;UrKmhOd4b5$+8(r5})|u3~sDDJL z-0bmcmtMOuQiicPkgoFg)~~9%mGeTf1z~f+C-A8T=mST}*6|K&RR!}9)VVH2)-Odg|Rh;?f}FK9I_E$v~#t)tgvL3iQ&kxDkD>)#f<&~e9+ z<*}FQtNT3=CEG6kD{%lbLNl;5JT`-{aey97;FM;z*%JhaI6TIJ^3oyOo?D9HJimRi zEQKsa4o*N)$`6><7$G?WZ&JknmgmXJB(+OMZ9*eI;f9Ow{G|L{=Yt0IXN*!AVeFuJ zDP4NG%Tb+eEtaC#N%KAHlzrniw*L<+j3M|#su z>Ea`0BoQ*L#506eGdYxm!TF+c3dKw4R-B*GY~=3`OH2Hm4QUA=p}q5lEo0hh^$e=b=An!3mr1<3Z2{d4eL*VLKyvWT2E$_!EPj@+E|xh9;tpY^Rg^a`s1!ZHqo@#iR#IXvJ8 znh>w;?5BGKTcCmNe#y}fmqs=NxM%qqu@ zwJni0+=(_gv1}wGff|$%tiIXX9MasPgj)l;W5tX!#+-4gt%_^6#YrSkwk{e1c^5M% z*N9p6p`R$zkf|GQt=Tho3F}qsr*+olC2IrjOsI4(5j?gK>LanNTQ^M+4>H@NEpd+h()Q8}E2C)XSVoBf< zj1DyD67bRLu5{Pv>TDa~WAiyzH$+qro=kPmASE@{2m~cmU!ZZ;1j^)&<7ZBT915jV%OpA+ z(=|z~Z3?pc`kaSl1oht*>46qa_!5Sv78f-L2F}tqUMRU%fAoG_0US`$VTiqBgW$1i zZI)O8mxueBfv^AFL7)L4QeGhcVKp9o=%1`MMQ=pIp*Pz*?I5N^ZfB%*ZaG!_mB5=UE3df@3Zz^Yp-?R_nN++ zqKMyftf6WbYkri{FBSD=hnp}-;zr}i?T~q(4aqdoKPWk`n1c+pVK^YzsGLl zeRSR5baebpD#C2mj5Zy*Hh%0JSR6^Et}I_u|FMdG0jY|9qmU84HlZHV>ocY_$k|tw zRB?Nmn<6=V_js|tS?WYxm0g3G7)9>0r))b#J*rR}E~UH}+Mz5=9kXEY-EL^#i1B`5 z7Sg~d2Thp}+T4<<+ogOq^t}Ci^ga5k{mdoek@7Fv`wE*3>4Ye$50lAk;tWM)x`pem z$EMCQSrj{v$}ckvB8t}6%VWQp{!WSwMd~;7j`%&lkI)&|M#u1#JCbVB3q>gkDvxy- zGQF`;>i?zm>Y5_ZztIyl;QBA$I++~tnZvvfkooks0u zUzM@TuH$Zr8qaPua+Q0BKPlw08GGv(70;01)}19u`EZNOs>!BrtRj@JVI!4S!1uD7L7K_9I5pK&sUtL%EGWBEE-boGucFyYiix$G zB~|$>M=h(VgZ}7?TcW&4rv$gjUdh~)U_RX)oLIT$M=kb%zFQsh9GyLK&(Slt@7}bJ z%JdjhL-v|e=$*_$Tw?A7vXJq+?AOdldX=v+#wm8W>RASo(Nvdq6ratFwc*9FL7I0| z5|2>^^n?iib}*;z=gX7cj!&u);*j5 zb|C-l`8!JQ3^lqm@8t)3Z%MPhE|qRY1oIz_F^qKmTG?LtHP4^%Yrw_4Yg=p&L6|?_ z-#(o2_gigQefj*IahdNa;l!f*D}?m!jkNClA4(s6_=gaU?jp(6xRQO^R98UECpN`LJ~}Xi&fZ1QSQhc8lZ2z~@WYfmduo>sF`jIB zcc1&W@10M+#Ml_Je5via_1PG+8=?sk0>1oI7U;}pCZ4`=b(i*hF`InBuUoD&NFuR6 zBU0quXe5Qy&e@4*ahB0VDUODWkauz43YGAk4bl6cy}96|IE|vis2)~vsgaP-rD>=t z-O_j)#d%>u70+~haU+vz{aH=&h+mzEITm-8F^Gf56C0wl-N)Es3_VO#Oo)SMErsm#7ng|${m6|C_w?Oa$y8v7suL(Ex!bsJkoupb8FpE< zRM@(<)gvqms|^J(B(di%ENbmzrR0pR7^UQsJ6O zmhzi4mX3(*WuIHJ;?ZpCawp8}iRh?Tvr~YWoCm`hNQn2dH@X*~7!XB+o`?4>;!A=Sy)|zU}e+NmmNMpv` zcZ?iKNp0|A-x9Ie?A81`t21INNi5#0p!XoWLT@;Hp->^W7NM_i$o8^Cn+)6||ZrNk6-2fN`NDPu3s7h9s)S-uM;YpM17lnNug(^fR9 z9GTR;Iqc8!?G$na-oIuLF?AN#!-&S$FVa*LEGhdJwjlPt)=npH=lI#VBU2iX?l=`kyHUkrMI~>u#@N>9(=|nEKK-^SOUI$Izum@0ig9=}v`Uqq ztR5YdYhcLjsM_65ud9{e6MhUua%N8;O+D$!Ut5oMI_Ov_qq+O^wmBPJqrYjTG+<(LWQ{B5@^N7XUa9ITNu zczCYySF%GD9M4^QsJT_=q02T+G2RN8wgc_%XG@mPTwFE`EyS71aA-%@i%l??-9ZK&mara_cyO`btnibzCA;Wz z*OJ4+C|KFpk}f+iab@)LJaloH%Zd`U!nQ>apJ8a>f7{B797OpuL0DA!_N`m4(09Kv z{+vf6Gq&vC?hdddjVhfvVi9`+Fs;Fcvrlt{E*BM$1IJx{n0fzbKiI{O0tEp-*P9p@ zOY6oS&Pmw85RnYu%pb=9gfRm&{WQj(b1_AsVHFTS?pk3^geV4ET>qODK)*bbhb!L1 z6o!U|4#pY}#}o~>LOdYv5)TL7VoTeWaKygeP`)8^I73`7ZrUvHaLaE!%Hk)CW7zEB3(af3w6 z;7JZy#wVaTRvJh+I#$#l;Q(Ktz~o~j)Jw>iGE11$l`Hxd7QM*1G)$G-3}8T7+_D~P zcFt`oMlp$CISK2W=mMNW_Pcj#R$h$p`b1fB*c86eL`F-p(YWk-#brXv%#0&&ojI@> zq-3iWKIG%(=U<`{rqGykGm91kSuV`?b>0)3ZniWMpCa__N$k%f@@r~qtJhkntLM@m z=jP_J;1>LZMk+qTM;)#9;3r1wi{FYBEZKHb1E%J4GTs9sX42IN9)~M1LO)FqHryEZ z=yf9;ZsW%$kGwMTJ(a1SK7rHjpD%wa0h-#Y&bOX&0!oOCxxAcoEH+B)9PWePFAY-v z)EEeIptu50Su2+4$~I+&?j)O-KI3Pg}teM$Cy*t;B|+DOMlD2{IlsppJl)$w;Tz2~k z8}X%wNVc1gve$Yfdr<(`O+i~@k~xpo!pY3i7zW-Yn%jq+JZr^{5eL%aRRzLs?@bSn zGSDbbm)ZRp_qh&<*V5GNRy4$ilmcs>3-UrI^}1@;Ry z=F<3s#kvPnjeDS^K103jQDZi{Upl%(@@=!N9QuDAN4s-u*1Wdrr4I-BB!SoV=Rj`! z#1aCbJxzSLo!`@wBzaRsC3qJ~(cZ+=6x!UIoE*&8uU}C>^}xy!jl1`G#((|N|J7?r zQy7{(Is=VQZe_n340aUWw9?rI%9nE=VeUJBp&ROkiUq7w7lGxE z&9_&kbW?ssbaT&}djpR=_;k|!#Gfi?rqK!T>_Z4zn%mVwgczN2eq@& z=$DNL-Hp5_TZ31&-={dA|I^$4WRqw{p~w>Ew?8&%3mgfe9nj(2!|G%#RbHuvEsj%@v28im$M`h++M+0k*G=tIPD0a7KZS=%r zM-k)Fkh7AueSLjR35MnxqKR^u>9mL)E(SiWsZ@_If-CBj+=y;sknoI$xb+fn!q!kF z4yI`Xr=lzltQs+oeSM`NcQCba>OqG86@~rLUXq>s#y#OLGIQ)ihXK=GV5h0TuFS1t zI3GZ>EikWV9jie8e5p=TGYJJ9_0Lp$)R^OV)k}xs`qyAZ^?^WI9I%y-{k^=rTz9b1 zeXwOgxcto`@EXzMAZKE(?hF+NwBI%~`>P3j$!A~y^b%bYkO3o9NuR*p3O8_vMD_*P z$)3nF!k=u*?z**~kw4m*se@WTuGFMJz$18plIN$NRA8+;O6AH+NCOwuc421MLWN(}l#l`l*5I?ab9HHH&s|6AVOpdU*{D z4Yki9wq=~FrYTlxR}rwz)Q$c4lR<5{7yxcq8Z*H>qvMa7gi~x+E2TehO~hw&9^z07r=!{<@fA+YwXP(*ah=$@;be$3K901EFG7vP z0y=DN^g+ff2oB5vTSOj*r%=*e>Tu(&FE*p(J~FyN4bdTcGswdW3JcG$P3}-k?oVtR zRlCpX9sYn|Bg*Vt%cZwvWpTUsIXsxeSBLxCWPRVicY&lg%`SV_golsERD_$MZP``5ogw*Duz5U7!)D9Hz3j#*z+I9O|i zmp-W*13@r*r04WML3tMW|J7U))A?V5{Qu`Z!+%KbDS@_FgWIkkPtl76{xsCIRg07@ GpZ*tgP)siX literal 68876 zcmeFZ^;=b6)IEyQA|c%&-4fCvUDA!jhc4-Ek?xX|l192aq`SL2q`Tp+<9pxxy+7PP z;rcw*+2`!D_F6N>9CJ)U6yzk3-{8N2f`USpk`z^ff_gm$1@)>N0S>(KO-AVp_zT8C zSV{!}{PILF3I_j2w3XC!fPz9ohx~puvF!Z_UgUBV({NO_F>!R!w>O5e(s#7|YUB9T z+iT*5k(lTa=ARGFP{T(wxU#|Kqv1lr_`ujpsx`I6{-mG>k7*R187{$;DQS`Sh zB9g58EwkLKBxK}dPO(yf(ND$kHA%`VRr0JUX)f3EWzve6uw?#d!U$xd@kzM6Q2+Dq zzZg=P0gxB{$NVV9Ab+C??+Kxs{m<1)QpDJd=fgQ6cXu96n-!z+EU{vZitl)ACb+!CJjx0R{~e-9b9>%?m@U;| z10Ruh+4PV?P~-$BmgQSnRb@C=uK#tuGT`c9*5Ue46UyGf!R@$V_w?$jdw4iPv&tkU zEe-jTy*;Z)5K4D{&uw2=`76m!cZdJqbc!SPaq#+NT_F2~x-HQoEWigzaP=m)RamtRZ?0y^myg@>BJ`y*K(!V zjqmAl(pa~5bv46f#Vx44{S!W?^-wq-TX00gHaN(ho}NHoX!zLF)MDP}{0#3btHs*6 z#l=Z*+)Uc_Q0?d2gLoe;R6;6n7&O`+?=E~}Gc=07)J5vHxSuUKjIOV(efsnXs>$VK zCe3BD2l@VTKfCEUmD?eS-CQa8O#M<|x!H|Pr_qtt?(yNIZM0m!^IPcZ3p^@u*W%(& zEPA!IbXdh1kpV%JZ18)3}S;m9;1fo~OK=GafizZo(2%{9(7*Lpzwj zsQd;ADgN;A>-N|$5#t^&@O-ceJrM-?Mn*<7`SKZRscC6WH|Ng}C-lpWPRj4!zyFb% zN@%<@lsr&xw<(><>vnELNlq@(KQKV|@fmV!b#?Xap=35`aq&P_??+cyg;MPXu+}U> zF56GsUiZ~X8X5(uJWkSfPEM+|R*QMy60mTwhLhF@N5g=?K)T4tNNH zl_@zn)e(`9l&36eVpCFngJ;3S#H2YsJ|3tr?8OwLz4O*=axO6d=L6hHi`p(3Sk;@JHj-IFD%{|ysEUGFbYzBpN?|XBw z$&}R85_Yz>W0Xdt0uRNk9@mF&PVzNeUF-ktG$kc4+E9!=5DFotIN34-b}%tfz3{}P z0ys3SkdRR0Ebu2awKClja1e)c6(Z)~jSY5pcXzY|9AC#;h`H@^SS@E5mJd{m)b?Y$ za%B?fvL&Ksj_4T}RQUM$<00D$PUU9Rr>)Za$sMfepH;lamV<1?@Jv>@oIum+u79xa_hjjr!3cW&=VC3j~o#BZNEEojW{mFb(T3T96Y-}~I)~2SW<5e{^HQ>Nd zr@()*Y2JVkK?1gjQI*Gz8bp@mwx`F(;Ly<5Yv2j^K+tVW0$vbNSV&t@QDL0!kzY_y zpk%mue0#Qec`%ELgM)K;czAnQH7Y473Dw@w@twu62Lw5|YAwc}999PBTm4uo5)~k@ zrl{+>!SeDpNk_G?iN{N;Za8Uc6K?iIbPf(8efjc*N;V}Y?A?EVrwYH$mB0FiOu(Un zpZ)Xa&*N2#n#QSvjSPJi6_t>a#E=j~0RaIsc6=zR&q?hdu|nPM{Ip5>pfB7o+kD~m zIyxpsNJRw`#EC{Lg|pGB%A5T(mIz#y*Yxy7(yK2}OiWA~T3TxRTJhap7dx`G*2}+} z5?WgLgHTDRcz7C@JTQcpi2h|*Ub_vj(Sab)uOA+UYnALQH8|wtoE(a-u5RNdedus!XZF-w-OmsDuR8;g$=|>KJ~gFcGMu8C z_3R4SnWg#|uZL@WV`H%>V*cNbFAvv8n|Hezz01owiG0_4<9;@+cX<=ISYoti?q?g_ z1uArM83M9eTKK@iY2IxHza!`Jx@R{XO*h^hN&B42RUyry)&mkUi2ezoMYkS;?w4jL z#C(zfA}rQg6@Bn!iV6yXmy(h)GB)0?UG_e4`F-fcV>U*Lj*gCijBGraC)=1r=kX%4 zf1@Zi`S2T}`*`2@v6olO)t zOL@LC7$h7f3MM8Lnv}HX?L<8&NqKpR5;b7Y@=8kRG6@W{EO|eF63mwAmD#@qrZ~-S zyS=vdO**$@YN~o^6Qo3^%F0SEmt#T@L#Fv1xquJry6;o!yvHFS8NEJQEF$bpVlmXH zvnJXd&7cNmFy)n-pTD`c7o3|*>GO1@UIJXtB;FBnZXE1%y_) zG#)WCGn!w&etl9*{2@W&RXtS!a^^a)g~!uQR1nb1EvD%V3=E{Z%&e>;fFS{s0YD?a z>nt= zXg-+{{Nl(h85 zA9xa&g3G6}lN!1(kBJ;95a0atyzc@!I)v@*?Hzr-B9I+h1AIT;4nYebkF0HOb`sb$ z|6v>D>s+X@bb3%P))1;P8QxoI;jOK$eM`s{EtAOfN{kYIetw>dmv^$o!vzkNSli$b z776=w*<}>~pUi`5g&2^J#!9|$7MGOZaeT!k@jQJ6er*%Kv_qqg6>GA=y~S;J80GKH z6!LSNB?9m8gG25BkPCnThsWD9Iv;srfcGFV{{H4f9xOoG>F@1UoV@FHyn1;>h5r6T zF2HJeQ@F}`pVt9$$mJ0c6&1C8dAdn-(*bB=`Ox9)t>YQPUK+q6AotUUVKa90_lMA{ zm;S)LnO4`^-s+E=o1bSf>O&KcB-FGBFI3LA2MC2OF-b)XK%Dt-wy`;BqH+Ui5CVk42{=o2 zsYa>gQrEy?gRFjiINu4Z4UfgZzoPTEidV!J1jULb2RaD^vcDk^!-*l6V6|Oq$B(C( z${QN`ytK4*dU0Vmn$F*YlCK5Ug3E1B5fT#O>fv#*pPw-SaJ*rVYT-S89a@%wQpf)k zp8mu+{-8pF)S3UUdNT*EF%lTm=E;f8;fH@UC><8aO$Hy86=NyJoVox|Ut9anFzDas z6bqSj8gY63n^Jz*{?DEMzl&3g%m^Am!Hm8>Nnq~bMA8wOT3Q=NM-d>QR*1ZV)VBqy zv7ZPOL15$H;JAHw$W|&0Cz7k74HY&pcn>xl1_lO~mk{!u!CI7*gyKKq;{4*`lw0J| zU#ZYx$;rvxbbW4wRMDcw6uuml_vw5%P3p)0o-T_u_7mr)vX*OnfKsgskM#BRt1V|o z5Z)m|ZZ}2pf68jN;PP}gP{PdD+mVAL263wf2UB9NOGRLiBA%XnATxWOb>mc9OoxJy z%<6UT2y(ogot^&CLe1^{eF82s1%*FI=!PHzl?9ZBsEBJl>9838PfNuK`-6AGXOjD8p|W}2+D=(~go@%jN8sk>CggYj0r1{I^x| zKBw~~T(5;2js|8;Qf1%^B`vEEQO*WhpK%EmNtHmy7-2yi(eRh&s|jUhteWI z2%ymM4-8aue@<&_#uAIs+Y_E*6)W04z}cD1x$wFq7Mz}22WR&Iigvv~!u{%RH*mwg z{(drYaz9W#Lh>M}y+BTY4UOFZb@i*UDpPq-EWT|AMT*Qc*CK#Lrl!5?ok32$2xM>R z&o{Wy-&@;no&fWD?~m5;iNd#3qS5(i005S~v0u>S5|KF|>Va@k0bITnRIfaad!Ili zoNx8wg(^}jF#zWP0|$2ws?ZA%a)01EfEPei3L@rr-;);cM+o+lP8!$a}>1^v>%Yuv&H2C9_<3czB@pj*E{M%MkF=XmS6T#^c0lR4}cU z_V8{)Hz6Z&(3FkZ(A-Ky%ab8nS2s}afz&XF(jP6Jj^5_oOElh|y9qEG7+BcxLS<@5 zy}SCczX~m@+VW3t|KLd0$rc`zs9vktRxq$a-0ys%8l#>U!<;=RLI{dtI4DHz3*#Yq zI!)_aM>12}NIfW0V6m_I-U6y<>U;4NrnP_ISfje$=g*(dzK)0P(I+ZYYZ(Sn`J-h8 zLKvf9E!(p_5*jT=EB71d_G~eFdsa5d&~5@OoTk`E;f%OT2{XlH-W$1e}*tsAIe2#VJc?J_DnKf5%M>efBkAT1&`P{ znr<+f|FXTa-zF6j!lFe8;@qm#>*e<3loWJKOi{pL>`fJ7fbhao@>ZJh;zjz6BwlIR?+{S6o6upr4;# zMJHO8ZdkKxD`Zhr~pH}s2(w%`^p0IpU=BT3+268s;E#fAbC+ITHshgfEDMGzpH_Zo&qN+;rJn{pF@QAw$d!U5I%mefe!ZQzKF6MLevPsg#`A;Q8()bEJkiEQ{vxd>&p@r?s6N z31@x0nG$M5pp`-z!W2$ZAv!|4cp&xy0FuON{02ZsSV(a9+TPu^zZ>nW-kZU2kQr2Z zASf)cy}ly9mtLL{B3W*X36t>7pS>-t-dmBWTkh|TDp&SV)=>CXnEZ$jqN!K^3-<|n z{4nNh0Pvvb=;%+Lp3NX&XX!Q)pX0dAYgRL5duAt@hN)?Dd7_onqG4c6YK3htojlxL zJPcPKa0WjFM$uJ_&M)Fv>A#|78Rv3)n9_pmc3CXG*)NB)4Ka{t?EnSlOd~ucv->g^ zRg;Y&V6~X&5e`mo%h)sy7f;dBPBdL`aAj1mt4@a$nj|AaI+w0uwSN&OS`K1wI;_yk z?O3y)L=;=L?ynA5J~F0YHC4g61FB~zLvWSG?u}g?y>4UE;Ftt`swR_n^oRR%F>Pzc zN(0IMas1jcPiPNL7h=s@lF!3KGDMqu+sJfSi0{^`_pDFR{LwbjslnE&YiL|s7(G8f z8=0EU+OZ2y>A5g1>kxZzqE2ztf)n|)*8T@B0+^bg6@5acQlYEkxTS_x;xgUnQU|(+ zx{F)10s`4@DQPYc)u4{G8=Ls(;@^xWlvo-I#e;Yt6&Y#J_Z_F)#i8s}gL)rg?%+fr zKB}N8iM>U@4oBv1hVakx@#!r0 zk3(H+%#c4-`{JlbO^N<@avTz3zP-#J%43HaOGsoqh6~~Z**~_~A~P$uX>fC<8jmV3 z5AFm$EhnVCzsSOBKh^UQDkmId(BJ=<>H^=;gkz?th5$+??^mKajsKN%y*WRZjELy2 z2=z)M;%`wb{45##@0OR-ndo~U3vT}XE8XOL4 z?k;vG0Rnvu4bAO#o^zZExPi%LHwQp*j(}r4cogtQa{^2Yh$~b(e~mkYMe1$0T!ek* zyE9g8cGg~I%6H>lDo+OG2Xz{o-lsEaVR#*}F4*&|@6mHpy%8JV(CEf9s}heWcX6R+ z5q1{>+<7a$3PDpZu}64=!!E1w0OoS-_Fy90f9+7%j9Oiwp4V*ku?)$R~hJ_LdshKn2(da(b|fnipVms%=)&A0Iu3hK7=O zoap2QpV+CWs0jI7qd|7VKts#qeFmW1c&*)6JX|BV@!}z{3}ODtF!^DKk)fizR(yFb zg*dw>vBA+r3A*E?_6dL#F4?++V61G96^F0Q<0e~`; zwN|UGX@EL;{lV$4%Ki1xU?>*-9LR?NkPGE1je{HyxZdE%$Q{5w@ZGNYaq(bJ^9X={ z9L`q-f#;e%TgDC4DxqR$$NW}b&jqUXPZkz*psstB>2k6HD#FPmvN!tdoWdffW;3zY zYT-{ag2&ruZO9LLoguDez zc0M+d0P~c@S3#7}G%z$gJ3WPJ@9gvgUkAmGk1QbYGPDJdYWBF5t5ssz-?1M}MC7HNbQT#~rZ#(-eLYdw+`?<0>5lI~i4-L$AaRVP zdd-WYK186Yaz|)NqK8?MuvH-G*G1}&hAifn;yWXuiI@Xohl__MpqYmMP8Yojj*2R~ z{oaHlG=%pAT@vi!;p*C;o6l}O0aKz@^dPbUcvZ@Ti)X-~nlDuER2d5|9kC~lK(9?V zT9t&CDHWc6T?s8140MbBAcdj0eZOnaoyLX!zSHgusbC8vO|)+O$G6p>IvyV%hZ2>L z03PuMbC^LwRCF&gEIhnxaVPyCnRiGkc>*M*sN1OG!$$14^AzCZXJH{5_=1PSo=b zDJx@!;KMb&mwOz+mq)hYl#iVQ1EDpRv#;0o_WE9)R$s|BhfJmQ`AVk}y}>Fm zdf}Vr&-y~%HBBBA=I_fZt0b(fvTqtdnx_d($SIK2e)_3$a1WkjjQutUApmVdE+uRi z7+ZVCZ#!^4PM(n#E!yCJbsUR!HM;gChVIR#c}! z;{bwezF;yIC@p)Bg=R(PgcPVfv3>Ikq6Vpe;$H_+^pwK{cjXNV{cX@^{%cJE<_48--Z6GNIEANJ7;Rn@15th`a{hQX=0%Z*{&G2Qz>|*64pf zvj;aaHT5GilXRihN(P`(*OQi;F^d`~NQC|+67)CH>ux*IZSPl5-|+B9wR+*H-#IkM z-23LPHKk4G$WZDpR7si|Xm0DpE4x(Y?`) zT@91&89zbpt@BdYhF5D}S%y|-V=MFnNS-bh08Xh%Rq{IjsIka>n^ zR|g3J>O~wM>4FNFR%?BsL{oWXiylY{Cb+vl4t{j|R-P1B$2_jiH0=t?bu$DbIISP{ z4~GuGX%#R7T0Cy>S>BUb=xGV_nV;D?>9#5keaxhdm{J3`QQmey|JcoV_`B}S`cZ0& zmsD63B{OwXk0ByJ)^ZSJeLsRZn{Y5&W@up%T2w@j!=&8~I;jx^oU9;;r>3Uv&6Z_U zh+t-^nK7lo7hIqac7OgXduBZudFqh=+fxqY2MlEk=coDq)dH{`F7sJNLFEf^BI&e$=#S10zMtTm2-Y4jZ&8JVf6 zAmFkk1%%rM;K3N3v_TsgG@KX#uGj=Dka)04@Ir2bE6ON#2@6Z1J8R=^4>9rT16P%I znwX=wV}#+UmAW>(P7P}$g{;5O04LPp@-oXu&Nk}AOEt^@q7!D*!C0}!v*AW`V+#P2 ziIhP31elzJrZSt=*2|+s^&5B4x$qBK^=Q)$=o^uwCflH5^tc2D<6(WMKmJRs+R1t_ zev6)gyVhSG-digh9xcu5vAnv1a%0JSLEuAXhauAWg;YdDuIi}3bnD6ys739XC3x-p zpDW|am8tD)X1-%AwvqEP#=~bMSw<&&kcoCesIXu-=HKL>hR?yW+RKaD!$(q-{N;~OqN3Lhn(efscECfx)uebkztsbk_b*< zZ1xWiu+Am*sAxowmZGk9FHOV-nFxYPBx`ps6RU;KELGVMg7A4NW#4)xdWRbf~z*~B>mfOiZ-d!RSvel5(mL@0<%isMR z{Pbvlk!aDoxwalq<43+8&v1}d5Yj#~kL7?gXrXr?*IjaW900=uj$7{WlHV5^Zn9XW zPU+#x_1<2 zdJ^PYgc{9xnFV=swt!kWE4PE&FBH2fUQ)-4g(`HO3vlRmr5ikZ6tXaKaDUqsheoE6 z*)GH>#Ai;_oVk2&qb`u%8Vu3f#Ad_|@2KmMUf)migexH^W=Mha zuHQ9taOmfA|M5L1M>;B^*%d|QH|XtUls9_e`U2$y$)Kf zoc1}wDzf_SJnz_usXg!CmM*P^l_O$E-EJV+m+8Ay-vNISc`Yz{l0 zpYIQtn_F5yQ=5{3VTkM1n_oeX^<3{w1f-5@EbD!t_2zn_bK|KP*%Xnxv!#DAtQBk@R+vra3w zGAf$&nrmp(-~B7z)u8O?ejB6o0L&hWYg+jA(bi_~od|qi|4@6S-M%2*v57gN-QmNz zGT)c#yv1M^_cY6+J<$VQFYfarxbq8pdaq0sgz@tJx79S1{QPO(zrP0A0IIyaJkxma z_wW{iK7$*ljlDyM=y^xy+1;fwA+>ym@iF0R@7r_}`0LH*zx3?qSLAM+;vM;)x6hwi z>Q5&O&K)YxtW_I5$=g0;D4*r;ZBNUTfqG+UDs|SQRZdv$HNBs@+JQI3blsjAw5;~K zBhhUr$0Ap1qCerdY!sLp6KYwJH3@p7mZ%MOI%Jg0yr-=#wT8;+R=1*c0-gnPKA;zqd0XczXb%EGPXd7O>$|(X-(ErE@;K6L_D1z~i9WBO zyX2={>>~OYP+?+k)LAqBZEr_^80P1*#T6t5H686xAH~Jqy9uB9!NN|TZ;5QWCDJZy zT#2rcsU3tM`jo1Dwn|$(*I4Ym{d=g+xAlU?&+qZqsnurj(+Kfx{B1cw{YP^(13i#0 z>3Kb-W;mupOWu#vIc=QMZK8%XsrHSKgz)(!KmuUPPmh|Oa)&!=-_nSAFOWG!ShL_t z>;1EDEde%xD%PwD1RYU3&|o_|ZaRT5=HwD|qVudTd?UmC$_kq79Vb5{a$|RSleIW| zoX1F;)mmlT*?gwlV3Wjp6L^@oIB>rKYxzyIc!*MUR(ECEKTc`1eNe|0BEOjRKvR^a zlSTDfLcY^^jmG5QFf=&;7SY&o1K17e{Q%|2Q)^V`&o(Ls_8c{XF?H=ZCls6Kl$~XF zwMH0sv9CHhuO!2mpS%I8T8-4F>6#h} zpW=eRd#pG-Gescafdd+*sTLGuo-@k?v$fYfd8tT zoHS!K!gZT1!vKw_Mz4Sc;pfPQriE>Sx`Vxi7`!9X)6RI3+v|xs_p}3$9RbP&1Yzc4 zLVSv_wTVed0xqx>>BnJ$$BK3OQaBQL%oNAQC;^OomdA!fx5F0seLf=?Da9BwB$-*W z+1%_^Yf^wS{L)i{7R1|vKAz-&EDuU}l|q0?RfJ743F<+)1(rS}!`#vZbST3>Nfn}1 zk_Xz-tPc#w_@GX?oj2|BDSvYSPuzacc4C+{b3!Iaqt!}~**~Vg)tevv*j84tKO5D< z?`}(bhn{?w3@4TOY6ot3TX+I?<^F&%g_k`)+p?D~ZFjMjKmYpp{q;Q-h%0cUEax-O z{xwOTZj!muuAkuacaIgV(`t%*Fy0`&k&Fys)oQWb>UMyf4kQ=m7^?e)n;&dYQ4$IV zOG8L+tOPcXOAz2^?I?s*%ffyMq7t;C=E^I0o>xGuE)1cicQ5FgUFFG|9+Z8GMjtVUZN3%S#NLwdmApof~KWULVIo?Phb5XeZNp_PH3abg9 zpt%I^C=mI-ME^E=XEeV=I@>V$sm+&f{28%UXSpXq<_jJFO1>35@XO#dxNH?5e4Op#nT1gUJy}G02>+TbTFfuB+7et8-q@i z`;({)>7n)h2jJF-(=XndMBw9jdh*U@Su;%x$RQ}cgTxXSA~D5ay(=jIQ%sgAzY@p|1Q3Kp#8~7aGBEmS@yGA(ajgvdDpX{Kc>O`;j}jz zNJTyMAFaf1=O-z|rdQBcps3~3w?N~DnuaDA!o^lsv(J?2=~<&69c~6?nMs9)7RS3D zJMPcvL$J&73$eO|lekDlWmWG`a}2{Sqklm(1ZXyea&RUV?50z%$H|uyaHFq&)ceoE z#%9bC6B{%7XR@XRoR%V{uz|=P{usf5ZcDJ&1ChPW(ucj8uz8M3W7Rg*E$p4j({^Ed zB!@x%nK~;{7Io%#9!GSaN*r72-LL3)oev?MC5Rm3_U;a%hyextplnu}jnhU!7|-6& z4dTvxFMZKIJzTs+e0_A6!S+l9octYUdj2 zrID-AvVvTvbgfy(+JyPyPhoi+$yDyfFjo;GwR)GfIAaWxSQj6L4P(8}zoY&Bn*X zDXH5uUx2*tWAHemcp^^^;B`NL9u7urij1o(6T;~G@dJ~?dI_Qe0wR{K^V;p9SC3Cm z$y|2t2{^5dfI5)xdd`qghOfs5BpJSxI#Gu+!brHob|CQ{2F>pN(NR;-kD6OZXu)*0LvPXFgxm39%fP^x^1oN5V(R5}jS=S|;nQocx%?G~+SiN#S4*paXRY z5n0uxB72{G4t=$DXefKaf>lQ4{GhY~)IDDpYlkyg5MD)}J)Cqgc=$aABQWs7Y+TN% zfM*k0F2u;=FlNTm`3dxxyfR!6A32=SoHd-!u`@gr4<~gS#9q?%e8slApxN9dYTRMT zuWPs^PYw)@mIU>-UM0hH)!EmKDV=TZ?N=e8S6^zslCiMF04e19j@nrk3$Xxkmt*+4 z=p$mvF6VCc3W*)h75fG1&@RpmVV<#x!F+v%kU^8qP|e`huF<5!lt2E>b1B{8my*MY zjZM&-EQ_;zL-rS^5D;piV09uQly2B?i6mHJTg`5weB4O!$#|^?Gw9{UNTs6!VOP+o zxRh>zKGIxMb;I@IrlQ&XV?VS$b?bMy_Ki|+H=S5~q_QEf*>Oo7B^xGl)?L-KXtR09 z5_Akp94kc>Q-pL%Ko{jLi9jk)II6gM3Om1^y!pI)bGw>+D3~0{LNwp3&!$7v#5!V( zJKM~rNzmNbV;4`!Qdw{j9A`6p()9b#nlbOa69`G?eg8LzB>Rg&$sE;nbs%-SrL2Id zjm^|$zF=5${^>s_qx@VDpfhWqsePGCeOf^tH=FS9;rEDcc0-bj5{w)uzJ9LbZk=|$ z_CM0^4#B!SJ@l=*&%m=OOR&1V@k!WNEES0;tMYmA9!cdEd3k;Ub>+qx6P1q9%ClR} zPTslq>J8o=XEZ@8=NwS60A1nQ85tXQ<-WRrDUr^X>%1_JMEqWtrmj9){6*d$x0=%& zyorEINv*EL5dI+xXfHIlc(+I9QbC^B+xV05+vjxlEw}f&;DQohHMJrCW#>Xmh@xq*+`->8q(> zLkNDry+RbRK;+%jv3V14VmNS2OB330|K|WK8;yqU2A|F3Eei|FqxT_~7qjbzKjY~0 z^Vb0Wk|J_i*4O!3e?4@FYf6Yru(5MMwTG5P2;o`YW|5M;8b)G96L6xFmP1*|@cuq3 zL85=WZG1Q;-7hUGW~F@Y+Ymj6#?#>3F_q)^-D0_p*(9Bq!san=#?aDW)nAjy9Ml%ti+H{KD0N^z;oc4yR^>0)irw zRHls^Py?9*WiQaE7y_*wkb>I+1wT*{ivz(M9bIy zZR&2E7-vBL!ugm%$B$Oj?M-Yf0s&|G<+6t@z(}&rM_qY(f^A#(yi=Fx)h+m2&5!cNCw@^5K5L6xSXE)S=+|J z!60Z6;;|Y9m(E_KRfi_z`Y>(##gUvwzleBVjj7jbH2iS;3M6L`YD3B-VM}cHue%oW zgF~{AyQwJ!Wo%+vM4Zbq)tJI1>91mO8h@H7im`9v+4|GJRY9){G7# z1o{L9t8<~4yf`V?w=8V7RD!xsF*eLzUrOq25^?cR6m}^I6{ZH{AT8SM7?}G6Ktq5r zATT%p6yHdwsHoQ`tD`^^3I*v93qIeHLjfJ4DbNi=L3F5~OrBnl1|7y>Ofj;Z>DfLM z#6O!QoR(Gq7Z^qR4_c1JAi3zy0aI2)b=d)H)@fVVKa_E#By^guy;YA zCraIC%WP_#E+a81sSnHuXaGhTD0{I!(Mgf z5_;5P^3R`a1@g=)0Rdm1p5gO2eoEVvtpGRXrZ$vU<346R$*qSDdS{Y(q^;c#3T#gL zs*y5)-5;c0BfGk}{hPKqI0y?0f(MO7$KxeDFoG~-&2M)CbbjL5uR=|Vy*xurL_vqV zysC<&AXtLjOG#OAYN`qpnuU}HaYw6`f%jLvM>RxLP*r{=n>GidvDq?x1Eaq$Z#V2CfSZoD`S<`?yo7=R8ddzIJku2R z`FTv@-Ts0+AJ!!%AU#!c0sm=pkx)Qh288^>E??RThUieA>SXffSKFIyH3&2r?V&HsKT%6^%?xDm`wFm3pyWglR2n8;bQffI2h} zXww|`Cj!8vOD8;&|GV6iRr#eR`U*GK4ZlJB(0#aEZ4pdN3s1~&XO3d{1^iSho9YsaQ zCBk4~VRQ2Gz%+`6#ZoexDLNtHXItA3Oiadt{^X)wKOELyr|hQpR_gHbt-2SDs0Fk6 z^Qx2a;d!9L=1L>7f7|Rr+*+;|nyE0X!QMRLX>>NyF0%XDSRVqqCQKJeKo?s3b^d!; z7!rixT3Be5HpDSQ((p86X|g#q5z2=hdYh_Qf~yLYo&v1}=!QTq#R`%ACQ z+tbDJsshMPAR0=jKxBd*&?SF$3wWx%)wVWW5|=lM8CYGt7-v(2pRK;0KHq}LG2cJD zSY^Uy#_B&l1$70E_2s-f(pga7_x$TOC z0)Vw^VIc*8Bz?{942f2b44fC&7=C>Z*SrfhzLn=Q{O-NOO$p&HS+E2Ni0rw_6xE8L zhLT?}4TFXHl9(Bk%&9}+JU063pREkT8gjKDQN}nn9>Eu+1s01b8XmyDCMV+ok+czz z9lph5^#_#6+4&&zBoP0a3?;p42SV*6J~viKi+y}NW*C%gcPPI{L0k0t=tYXq`|+$7 zeel7=)RfI}PhrIi@I6pnEn+|8M7ow5F!OTO+U%frupAxhzZmD{LB0I21sGs#C6^yN z4_lRIwX5Ux!+5roc2(eG0nLz&7pv;e;-M1Pn%*M5yTv#L{@NeLH_RfrN--%Z1G9QQ z5n!|+j#|DaFH|NQhkCSa#W)@-va36pnKS7NSVu38+=-q(iq~YcHAp$eEo&aR- zOBv=khrjH)MFQ=WvIK@fDvX-u=ART1B}}}jaAKK0WIw%a>9NJ-Oz8S(DY?=NJ8OzP zBc7CddHJ_rSxEj&YL6Ob4)(*ZeVEqgdrQdl=V3+f00TL_jJLkP=+iUd1NrrZ!7NVl zlu4}6hQsw4G%3p?)w56n?|k=aY<6F; zP*8|T2n@J@rl6x9=q7{s2xR?uKp@-$wClFc&OLO@1Z=z>0EOZ*h+)kg&dXJ-zfI`#qv%ID5p5f8eyn>fc^|^*UJLcA>B%QU!Sy!m2@*sdUkCnVn?B#hn5`!B3c~M}( z`J~6YD_ASInmt~++j3cNb1FjlkY&D;0JY7xt<5KXWVmneKLD%2XHPAn)bXYbeh3*> zRn}xzv_J!aV51e7AbBjhYSZv`=k}p|>4qLArny)G6Rbee);~0~1*TC``8^VTA|kHM zhXVxj9b9U3+|RP4*HZtgqYXsB?>X5p2I&NnX#LG_x5zpm#5p-Td$s7f=iV3@xQm^O zizyI3*Ecm0ut@7OEHv|FB{GoR=O&i_ok6~t)hoMUv(qdrr2Lz)$W`-aU`hJKuDH=9 zUonn~!bkam9s_&QqULa=;%6i$@5X=Y?H;qMMM@dlKTzO?9s-{#Ixf~1(0o8;-A|v_35Z=^L(M)%CBc_->kR*X=-9R$v zzz^BWZ>dhwhnk-*G&ohl{7OuN}GW|RH%11?s*U$$RmRGRuC|C#TNntZsLZEqv1Qpe2q@ym9+Z}$sMH1TQvS=8bHCIQXm$F&7j+y1O|d}c`+4(CT@;4d-{ChaEK#sdP&x=J1%ZS z&)?Q1oYhurf+sq!xpSWtTph9Qvi)3KEUDErV*4tAoR2RRR6ubcUXK^4GXoZS_ej9T z0Z`OosEp!8W-@7@cKzTqs*=T;b?dm6Uz5ToqWD@T`sbJ54q|#4tw{x+Zy6u!=py1A zd!hY-k|Ga4MzH1#Fk?%=vG-=K0o&`Gs^rig%>^`oRV+Z{1R9Z!UiF|1W>!v2DlE=l91QERC?}7Pml)Rcvewl0=noi8ct0m! zK0P4g8k+-!RL{~1gauLGpRs5w20+>V37+2l%(H-!y_#dy_$4}8Z()3<9G za)d4kc3c`fWAi0!57x&;6I>xN-H48gNW8$)fSCXE{M-QG8lZ?H`0)2!lim6=poagI z2x6dr%0y0{JyqN4^-$@sE4OS}qXpn287XNdlL&?rgCJGlPvyMWYG+0ijGoP#VR8IB z+7=!B_jh@}?%Bn5emSAgpUj#jfM0tHf*M z5A7~cvr1)lzmXn`Pz;tT=IEkbMsir9* zO=;52(|6WkyYNtAL1l=oWYCGp)^T&4p z?PjIko_>TdS2H=8AGs#|>+|1!XO5-9?VgzWI&NXY0x$|M8u;z7W%TYzNC^g^k1PD- z;p#j-{h_t(M(n+|=ctq3Z12~`nve#G-7Lo0o!NJ76Fv2^CB4e;0%}pxR?WtMwAIKO%GTk!p()DJpJb2szcXB1?HVo4lI z!tbPyVUn4!zmjDH-NOsqE&xZnUOfoksYpIeq?Fb#B~LC>6wSu1j=Sp4SLhImgZ}Eolo23-8TUkh3Ni zcU-*1gnQ(>HLZoSF)m%y{#+w#x&1tCY;hvl6=8{qh5i0PeRby#ir*d68t+EsM)?F| z+eZ^?HL7IV{-ilIZGkBO0pO7FyTF(nq`eKKJRc)@8JQ!z^dI(2rjcmQt~lNosGi+H*U?gf?%d-E8-+bLDh{)ds)h#r!AgTe5SUj4KU0E^e^zcavRenIh|w)@ zgUHNSk*v@Tb&#+~8n3sF*H&fA&NLFBJ9{w1iZ7}?bd%29AlA^ld}W30qBFz^-Ksy> z$N1Ik0l6xYtGr>5jstnMt7`_M0nNd8FMJPwRT<5{M}}hT`&fAH*X2MJ3HVMH!zm)^ zmbrJkNOVaD9QkrHv*ootf1hsp8@$tUoDM9Ehk>#$JR+i^s;Vgd>aUhq8W)rnZf$0~ zVi7gfn2*bvtNrVz(Gfy0m0qZ5iUNYrNE7ebhnvh2sYRvUw?mB4zbVX23-*lWLlXIP zg}?hh-CPS^J;4Z>J&L|&L>N}lmwvM!grfh!`E8}ihdeGi^3W=7b-R#>-tnyCKm*)J z{17my8GX7bzqQn?nq9-n%3AO9A^?7rK!nNboRA12^pNT$82nI|Uu8Xdl-!&ROPf;T zF@0DmxJf?~JsvZjmy^lq=?@AGuA?rf-}8SjWKtd^^x*rvZD(U?$#2>C#l>{B#cTU| z1smp<8ycb`TmFsu2AEg&t*zw%RT^cRHyD%sC_z1yTg~sGxV>x0=akYYQix;udX`jK zY7gHgOhwC%(ax&e-3QNJS(%tgH=LF8rf{~w?ShIf{`b-`0dlD`$@h<4_ zWN$0^SdC0kvhv4*U7uvE!!pq_aq<>Sj(NxN@(})bYD?^Ob){T}fr}dq1}t|}=OU~m zhYpD(Lzx79omrg!sEyWkutw(W^~HKms2Up@ih$if03A%gFitme2+*fbD(2&@TJWV* zo`2!QPx%s`BF;6Z|Dh4T@sar2qvn_rL3ol3-Au?Vu#!nTla%hwrunepjhoY&1$z#@ zqinfIZ+p4!|3%YVM^%}2|HF(Z0#Xu6x1=;kOG0>yC+xjDx1dTMQf`hNZCn7b`DL= zPa<<$|ENW0XsskkQX7A3F}fnZh)Fi|idOeidPWqA7C$PI2sh|+aJGL3=oUPXMLsh- z{WA=ja&%S68uR>cw&s0#Xx&{!G;6}wPC-gvM_D&njvml|7W&K$Q*z_Rdr8En_M+h< zgRKh(vHr1cAHWau>+3oPtB}W%^>R`I4O6*m)UHE8k%N#^awcoICZrM->jQ<6d0ny$ z@=lhWg{s5p4U~#{F#cBbVT3G2iQ#;HRF2FNcjk^3ER&w{ z^uh6$J{c0ttWR5b4qB(c3 z6mzn)l<%vK;^2j$%+(ev>U8X6iRn^kqB!~<69WuczSacBSRZ*$Dcqj_7W%lVPJ#bvHM^69QCbOm6Y5x zT~|J8?%U!H|3tZMZHLK}()3&x%VsRbRy+T8AjPAT@ocSaoNNTPT)0*W`C$wt8dC2n zu@987(z^6hlKURAoU5wl^tEs{(ggeris7wpyVRld1eyn2nFz3YdaC7(d%RB=8W=g!OyUnQj_f+w~ukmH8SM%^$gzW`>Ol3q_iH z6}U@ImHPSv>y!7=O7#bJhS8E6{Yw18m0NmdWBxtxj|LduoFA<*Na6i|ZpeIizCm|h z|A)^c>x(aa>G$4x`37=Vmf)-f|1-FieeiD!PWxCp%niq%2k~M2R;WAp5rl3>R(XUe zcO2kn3$Wi){^}3Rj#_KxGbJxg9^cKH$3ugM60gR6_Y)q@+drS4$mA+|=Wp2`=tm0k zwS|$hndEA|s`#9ijx}t5CoLxCH{h_Ug&GRUocAPJHp)tjUk9Euml@r3F(XZnH;|O{ ztJF4~k~?`$unh#|NdKo2mn^F!iZqc}7VW!?E}P=_#A?PXS3rQze(GaFnEc=8KZ!Y= zJ+3I{k!>d{nNL%HN4}q+Xw2YwXJeW7{fT@9lBwR5ZcUSTmJu9zkbUwFCL2zZ*14JI zk&>iTIh5}i?eaA|g(aNBK3RRZE6OKTJEMyu*+ zNG4Q@@$3i`?MOyuD__3O{-?_a@g$oqH5SQl88+}5&iMvmNgkdl$DkCu>tyYXjjEs!pd z-C^Rr=cY?kl^y#cpQ-G%k-eCj#zZN#t`kd;Am*yknb_?14J%xrBOg^^Rx7k}kU$GS z!ry)Q<$R~zXsN^cnA$$PS2FFl$Y_R^Kz%^g%3SBcA}*HQ^=A=DLNcmOeSr|&R!uZ zp&mBg|B)UUE=+!beFkZI@@1Zg&ZBy}w%lj4<7<;R3B+w>)&9#8P1wnv9(3KTPjggs zw72;nAtO8{<{`wgPO$p_#iS-F)WK}PUk0#O8j!EAu$TeHdX!}7buVjqXP93Q! z_#7q}dYE9uxuSnKP!w%#(cSJD`KdlP)IUeJkg%YuiA#T)n3f)yknR^DAcO>BiSJfJ zbol7^faCnr+lvL^AwWn3M?_#koXiS%j2Pm(tjow?mU;K?KP)WevHL{7JT~z0m6U`o z79MEayQkcsq$r!KHhE0+Yr7&JuCk&%p=6Dqh;+Z$lFdjbTulo>?z2U3y`SWLhdV_LvX(3(a?@8U%K+Gn4m#0S6C(q0Gb&Ocr)f&3-Q9C} z3RDv<(zC;g7g394o|Z$nTYe?{O$)G_KD1QW-9~*HRwcc}`o$+nyyuHuWRR zEQt3%dnl}frKjX2DWspdYz&7EJyv$+yJF8tmCnlVFCHZh@~`@S=}wPzR!r|wTz*#w zoszTRYMuiY9Tw_$k3P_`ULL$YXxZU8pIOaKrF}W0{lajn@#x34{)&g2*M|C-NU;V} zZ@O?dzzuJloEAW=CEb*&^f;+6J)7< z$*DsVo*mUr6th!4$ zJvRMDL$F^i?-K+JI&KUz!V!}E+*bge4}x^I7#YMQ1b_t%BV#D|?GC=B?$01-9>_}C zo0n*AZbn4+f$#?r$0XQxVDjx%E&gjM6o_sa^=SCK#_mG<#SJU<+>R`eV5=j)tu0fH ziKE=xX}!xVvD0UARlT&$aQV+7+oy!Ylh(sqS-QlBMI;{^hSUE!|4xOJtwH^Le@=Gh zoqK5py)fbBl|B(J@m}!mdz@Evu`CGRA8Yo5;J1Ku!?1S$U(IT|>2QH6xI~NjnX;bY z3wcSl?c*i&B)vOAqlqA?tLt>1AgfJTx65C&U3;~|Ke28#{=?3&#PtC>`Z#bYpu*1r zHVt@6&6@h=KYs$j0{q=|^QGVU@?%J*>Fn*LgH*1sU%xta3j!1Lvg9mXvir}yoKQU3 z+3y57h3W%OEs|t>qdS)|Qm?7&p8G}>-}leIJo`?w6l?O)CRfppnIc%YcG=QpNub{M z#BPN=t$Ty2m}BIb?*fmbj^h^QjJ$>v{_Wc-CuA&{XKU{QLXJ-o&m*K0MJHCO> z+1x#9uAJlKoVYmqIlg+`$A#S%E@Key9Sy^6g5J=y)kmP`td>!VE}|0B;)44wD!rJ9A#)PvM~M4q2w zW9ZT3p6-MX4rJ3v=wZBQ(LrWmVY#_FR6aO7gdk0f?@U6ktSyaojM47@61{x4X0uko zW}ATkibC3#HbA{9)xqe1>w@$@bdGZgBRC2d=^D7D_MD7SyJn zz?EcQ_`~%!E;jj{T%M#})5a505Wa!Z0Qju_e7STAc#}+lLsjSkvZ{N!Gl^O`y_ABom{%2)Gt zHBzX3GRvlusbit_Jzi?KkgT>fA(H(U`==X~A%NXDa$b2q_UnkIvb45#x;U~rI5^ll zIVr6?{qe5m3EIO`CZWc7v@6z@Cm1=1VI$Q2m zB_Jqd!IF5uTpO7zvll25g4GE0mzs-NG8U=kz{Gd1&7e}63d-04Z)q;8TiQ{Sl0Vwr zNqI8~PSclsQ&M(|_f8+nJ?T?fT+R{wcN-AsTMcBdYd3y%|$SO$oOcS!<}Tl%l~l<4Quj6U*fZ58_;%sdJA_N$Cdt z$bdC9wgE9HIbl)QTdUh;==y4KSv{GXmG|P7$XO-?m43}^f4Fh@OgrvHpmG)RwYJUT z=+n)ba3Ik%m_7ZzLYfpDZg_ZjEg;@}Ij>at8_!Ejgf2$LV|Lq9TwR=>#P`Q!Ich*Z zANSwguL1o%PaI|gG_)SKI4&Z7&*%FWQGe_|}hu-T3oLholbFJa2Aqd?8mW zG(LU=ug^|_78fmH_h}vjRZQ;j<}h)Xd|%^umGk0NjKR3Cm(iHIHj8Ho<_@I>!6bt)z7nxE#Pl5y5@cw^d()#PRfL7U>h- z2t8{&_E4x)&~{gE5WESX9LD_LkTp20H}?9mSt3S}$H?Ib`qXHA4XbcN^LQ0*6$xuXOrDao2L!=J)-J*!DoBy;Sq{O`Wu-{Ow@tK(d8-|?kFe8xc#akZhsOZLn!RU4MA~RkSwF%tqRA%!cJhO#`Bt-&>yc-h_=n& zP_5i?|FkpA#|jhfqyPPA*}bE#j5Um)A{?E#m@k}H5af$6#g5$f${$PKQgh4Je*xe~ zKgUy%chB9n2w@ZfgVH1QA$sLX8}uGS&wIjUzgzt;7z^v%i&?N(SnQ@TKi)5r>AQS5 zSxv#=P%qono3-Yhi)#q)(tFS7G(ZRp9UMzjzhtxQJunI2kz;OPm z)+IDu*c-U@<2E1Om$;aiwoT_jYg&(RE@wGub#)0LmadEgpN<}{V$D^7&G1W_mdGR) zS(y17hKa{)pZp5=I7Ysei{(pWyLh`u7wZdh_8C(C9ZReibQfinE;AItXb%^2_=lAH z`7=WWXD6Q%ezE)93$+Kk)NB6-sXntE|J9o&n9O7I$f+jP%@^g(>awuKnmW1JUJYTmsg6uGo*s4lIGdGlVd z)4hYS$9QL;=B)iw^cn zY1hcB68Fn}{E2k!?ak7KI$Qq8qf!V5Np~mG4D|mxXgIa>J;C1czd?IH-x6*8NSTeB zkpEM59R7D!gRfQEc6N3Mp(6ymkqWq=f`nd@`uAqwy#ft6rPAA)!NFMYA7w@}j=!;y zDEadQHQ?fZ!w{dO5=$~QD$q2@})jO_Wo&@dq7V)sP>zfbW z$lj&DfB2$_O?%J|jre=Mx88GJX1sVcog$PA$TSr4Itqa(7*lOAI~Qj-wEr0YwZ`x5 zm1OgX-(uFcjvXeyjEdW-4LqZ7!?l!H5q z!}DaqtLgOJ9`X{wGDqQGS|os1bOc>kW=d)gZ!&hZn5{Z``pgvn5wDP?1ZRDrnv$|N z{h^!)uhQR7Sx zA+0iboI#D1(W&7sH)nR&cxBZi6|Z3kbPL|0d%~Od(iHEmn6TuX>qN+u1^?~;QwF#6 z^+hc$nFV1Gi9_ZnsBuvl8UGlb!8wOWG%V4rYK9;kc)oa~4Y^>S_y;LJNMHbn0PjjX zX>9j0A|>Lf_P4ix!XCpoK$^-tfrh)0$Rv^xM<&?6J@z;-$MkwuFRyvE6dMNEN-jIC zgWAX-ED@}m7^+B#vyCpTuc+Fp#w7)6c}r?rPiFZ~v5?)dmV#|W*nvcW-(yamYBzDa zHfNjOTr_YZSfqS!A)y{X!LR$1ih)3aX4NxC0q2F zoX>h|`yZgG1!lh-WsOp*w(scqD+A4&>68R{l4d zj3T@z-fk7^m z1R)j(Bi14ORpE2)ghlaO;s0V|A#0KgV9Tp(o0EPGnGSk0vr+pp72gK8N~;PW2)-z# zbwP4)56E^=F)++Pbe}4C>aK4H>5i6TrDTZ2&R(*CzRE0Bi_Kb_s8UC^ZE}j^i-I1G zK!x9l*NscDVHw|^S+W2ZUO#oMZ#KB#wV2dH=+oje;qE}ek<0-b57(Dv!nP{n;FM$% z+)!|;_Vh9+W%9VV?7=ud7s~b|9Wp>fy3|48rgLH@r(MhIytji zQk-OKPqKcG}6GQOt zDrkV7R5hXp-l3tP0UWj+{{6osVee;6w>N@FfUB8;>O_VX*Xw9a3{s>ZlG-|~=?jcU zAt50~p!ir;GVTUt6bQW`nHTcpGJ{Y9=~cBh1sME1RFoy6=2?Ogy*U-;BN2T>hA_(VGu2@K%Gl^u9~K-onm&?NMibx4oOk)BY=dJ7|F)Q2L4xfMHLhnoKNb{7Q%!)_TGX#xR_CHeojtzETZIg)V1-{ zr&DVs5o#`y`R$#xm#aP+23eVKC`g(Cnv?G7 z({K=74Z2@ATW*rPu{}nQdqEI&p1#GG{2}%3&F<-~>7S1Th&-XnCUO^oyIK1{U4yG*jUxc4?@#Bk0BilBA?@QPX9bMM7$diK6md> zz-y!a2O{be$RM>c$jDgf%jm0~^9xHzc%)Vsm*Ibt45wX8Mn>5enZS1Rg^{sZr98EH zyoLAhMX=JbYBrWu+d0(gy1rm4%wQ7+WN+Fl?!#T#itW>@%5b{yc8?40Ph+>@7xOKe zwNlAxiajX~RJ_mHV5BJ=QA^!mC*{YDlN-dQC>**(0IyUML2oukS(H-wTYjw?EDT(G z-zA;YTA9wyriLPpUwQh8?47(+lLExN*brvi&;>Dcd@gG^>+9>T#ATGIRnlPoh>s_L zS7Exr`|(>~Q4nfYL=M;&#Xl@Rp&g+W;%eV5I0b`XmjGZaxUo36xxcEO2MN43H&5`i z`}Oue=%GM@D*=2qL>vpd&rA^M+i(mqZ0yN;Wm$h3EkVx1jZHqj-TN1R#w?jDt>Jm9 zqYs)>DWw>6n}a`k%gVo<*3~Kn-InJ4=V*9y4|+)*Gkm4|B=0^m^m#Wu{*#>gX$A<7 zENg#8-)OmK)eZw}|4EEFCYc`+%-aIf^kgD#y)ES+8XsbaRv}ux(t6?}?`6HLxY!*v zEkMMh$gJPUbPB7V&j5=HOYj)l=4C9xmnb#<`-UvFd3^A=r<;!|&} z5zuhg_?&YFolj^d5f%uhO37xc7+ub|PoJjC95n~>ou5&1G2Gt1zKEg8-JXnC4`UnM zlz30T0VDVahej$90ph?k{j^yd$N^efSvgqE@E^>#P|mG>&sSwkkTZA1205b3&4CXr zZEP07#Q`q@lg1Y6-0uVV?sd*D4@}#_vp|59D(D`G$Vxok&;)s_I4Cw%8Sp^{2VtsG zy1KfZyA-$81qC4%>7FQ$6N{SgXi>%g%4!hsSP)oiLO}n|gEB@#1U?JQ0l}+*Gw!OW ze5$a^Gdwl7o!sRZ8ip-f=BCU?c}ri|$1T`nClwabc6Nt18;Y4=7KGP;2sY;fwzMqG z#2pM@$E?~G>&oxQcRbi_p4B#Z8#g(r#$?e zesJ(;-T@)MB2Eq%*H-iOVJ8-8oQ<`33*s#Xl}Frb2N56<24pmu-A{-_`6AntvWwSR zJYSvu>6~xyS(FIXetrgr;hA+Oho&(VhXWf*9`00Gqcsks*);b)+KwcX74i6HfNNQ( zfhc(C=pQ zi^J=m#_+UCsp%<^im^pBz#kE6|xjQvT1Hnt{=pdy`bW9q3JZ z^XD{a(ws0ajovMtx4s%tYX^NfA*5)*$=o(GLk1N};o;$3La4)q#uAL}H|q-YU%`s}X0CS-gxyEAQJ{`7I-bA36!>B9&Ay55*;XzCV`ytUGY6^Qqn3f3VKNgUl$PL!w-Xk* z6ha?f^4I-x6_b!ahBXsL^*U;a^C1gnyGsmFy|SyqkX<+b#LcMEilb>Yw}{!mEc0U# zEeauzUjg?Xz!`WSNYK~706(cfv!AW+gwYc|3LQUxGC27UCvD31VWb~BlJI4M-5qhi zK|(c{D`D7u(&T@&3KBiUvXHNoHjJA?sS!91ESMCn<1z7DFHiYeq37?(xpt&SnO zJB9>cfk3LXpZUC1sex4a0!_Lk+S=OWv<01(m{^kSl}yi6*ub~y7N=yd`(m1s_U1wM zed)Or0vh1z(*Gnwi;=_=RsZ$rm7873o{&DKe!{7ql8GBN#ksFW4xhfhzC7KA0mK}G zed&`ac+fCNo`oaYV^}(!jg6@w6M7kHM@(R7M2MIn9vsoD;NrsV>FG&GOgspg`mj3f zLs?c|U)k&;{)Zx5!T!IglGO7NytDtnposFXxU7+yiz^meLEkI7FOwI|kfD)DOa*9`pdA+xwR43uT3 z*%U}{R_o>(o4yC&7>D12RVJ@;{72R7WwciC?~a&O$Y=+k#nOFErR?;XyGyh0o=Pc& zu+0533-&7Jrq(}ydm;kU9vy6tH~<$#viodS*;g5+Kv-wn!7~MKBnn*I;o%rk;e@|| z3QiXBzfmu{u7t9VaVQ>xO&Q@HgGP%i_<SBAukZ2x`#LK6X48{0@T_PBmSPo zEi;85Aa3B#B~1A7>R{*k1v+7V{~IC55&f!L^%2r{@g6_c>Xj4Mmw#17jAnGAc0KkS z83b>Ffkn;4zRqPfQ11i$Y}9Cp9!lG?h2<3NJ`GZvFB9eR7GSo4Dy7dyM=prH3Lb2zkoeu-|E)QgY}tt);qw1~Br<&9 z(Mv(p02LyHCV0l9XzXRa>cA-$O!lG{l9-^XM_LPRJHA}VAoj;a? zwA^36!to;)|7nJ*Zrxs9I!1WjZW=7cG*PI~cJpwLKva=hZ3NMy~Ls<3F7Yg!B$nC5d# z;%X{s|2>13Tz}=zup+SHGkA$-AbiX;r+*#!WF|qw%2!=o9m0j>8WK`d!=Zfx$l{(P z4g?wjPn9%KJh0oq1Nk3VUqKEvFgnUw!}@n*qpuGeC`nL} zOTdGj#(yrq>DqS7ZiF|qvv8eX*4 z-mNmuM(o*Be0FwrBUnPAsV{r@@!$bikW|B7_8sJ8%S>GgwhevBGPWvAAOvaTFO?x2 zP`Xx4Hx)t3fTN3xqJL%&IGY;0(#1zdgzfsn_Z5!ALJT;x!AvVhQi;G;KQ zY%rT~5&hsd3cuLc!xVDM}sLwE)P+O@_(6@&?=G#(-WkK z1iXI_tTh(!;nDz+11vK5!%h##>;1z+K#8!qxVX}NPjsN^#pdW%i8_Y;4e0xLc=!RU zhb9{sHi-hoRdZbLWqkpRQB>n~{!i8h$a;g>zHoR5QL3{FX9xx{cfnE>e1p*cQx=Jn zQqme<9Nn>;)SHr@a0yZg);5FOL{~Qa??IP}%uk-c>G?seqzrfg$@^IU6(&5oFfcG9 z6;v7+%)OFhldarl?%I8Oasly+;ZKToQS)xCekx+^Y&u1 z3;|NX$&L3Gu?NG4OAxSt%0i*rt3$+*QKDCk3w1#d^@))70$L7w{vl|SfS9*8Z{9G( z=5{SRAtZOMuF#wo4O=4)De0?&&2o4p*n$4lRdn(`-U$5ih3@in*8=>NfGw3Q-G42n zav!J9U!JOSK>hPeJ$54+tr z{O>k^zU$YP=hcrh9{8BEk*R45q{%QoeJZK0UeQGn^@=tBb$3Fg?ZhXTv4h6PwL!e`?Z*$+ zV~20gT)~JPDE@o4!F!_83J-KTMMwJTVg<|#RN`5!DGrS~MI?y&r6ev3tOl=RM7ttr z1)^ZF7&~L(&)UHCHwcxKKpuK*prVKI*p%%~|KHk_Nt1$)(a|_CddZP{1uo!Xk*PLQ zAx+ws5-KJu9IUV`&6aow80mAmTfPe(V=tu;lu>gT2Kv!z_)`vE)N>BcmyZZy_Wt=r z2x@egeYbwncMCixTm=YEu4{sj$O?2W#xbfxIJX6y27nX|uV3HIqNaXlzXI}ec|Qj$ zD_K~pWw9;a!ujb8k}<@q0gKS}g{DCi{cvRc<*Dpc6UAbodQ6Je%_DpL{ix&imwk`C zuY-8LoM*s~=gLWfy!^#dFWKYiRck84*m6qHuqqw>kg?BmZu$bkvZESRip?q`C| zXir!jPvD5Z92fLv0e>FdUvID+LO+y1kD!ebO*Gj2T5t1VmCdXwtTJ(Eg z*m^WU^3X-i+HPpSw@h-nJBKJ|%k?D_HF)``E1Po@l(T7@Egp&R(r&9WzJlvN3#Svm@(*pmO zg&H4%f)=*6UKNShx_L3ZWthj2i;>CG_T78_qOg$G=d?lBB)XF)sd7slAzS#@Nn?At zn?frRUV2npDeY+M@6W+l&Jk{S_1w<;R5~l~@6SKo(aiW)H-Flf%nDY6@3<0iTjGHC zc?rg)h5y{M3=l*Sac1~p`@owwq7{lW&!g3eZngbE)Yz<`=UewL9$-3pVc`aibCfIL zKo#2l<|Zp}*6tsz=i1IG^_J+tcR`mpv^%ky{Ow2r!qzA1k6i6Diaj3lP;my>?XuDF za=n+`^_6?j*A)DUC`pI?q~!KfOx&*Je?K}ReU$ZELDh;#kV zX<+n`le6RCRN6lzQ8##W>G87j_COVi;VmgH?j4nt_1n~@*>vzsiF@`K>V@>Qe)t(B zB9+(na6pNyj{PuX)nsq*=*SzGR6}G=;_X$2|j-na5w2-z{z$pjx5w}=nI*I zp@HP^Hl@<__gbBiyWM7-Kq@%Cd1C~L9l*vE3({s0;UJW^?8z24Zv*ZeH4F!JU%))x^`>BC-nn%h;&hNqqoab4l&*|(O@zG?LcEFQS97pI62;zH=9wh zww|Y$xH;rVIDXrlb2=? z!=3fRVXhZ?j7G>l^|!*8_HRg8neDB!_@uN7qT`d@1ccp~W$N-jiC;A{m5YZ)qCqirk;s5rAY*a^8%wpr5< z(k3vo7w|kPRFK+bN>?{R7xSq#m5T@?^l|zj1_1UaUO&ArkSdX z_X9nM__bNQGqS@ms)SX}99V<|IGxYYZ6|-exn6^mr&`YQ>)R|-OO3qECu)o|2EG*& zZYzlK2S7E3csT^32Df^OCV!ZUKY~_-`c)`1eaRWv)zgCkRmeQjBR;RM&*_U&Nvjea zK$qyqwQrtN;6Dnguv6z}g2I?~9DynY9}?tA6wG@lU00Qy0s@A~u#mjk=oGGY={;^w zZa`koI?J>5u?}fG{Kz|TLfuc0BStxX86kuu#AC4I8W5_1Z^c%*@CEw=N;u&PQ<2U84~ ztYXn}Cf7=cGsVxZ&7TjCiR|>0ALh7^-~PQ#I-66D?o8>c_JQ9B0%C;`1EJ*rBm|sg zqaYYGw$kxr45!qP0*RBemzUS82CsMsk1>J|3zrlkWl5#>g9L4#tFoqw=*s%g8aC-$ z$-l03a9d_aGp!kw&I)YNhek%y@$yzrA7C=fz8mEzn4FpwKcs_s(WDdC$zg_iq+J@E zFQ5J0R`?EWmUCKCh?5nhV29U+@Ea(fl$4VC?zAj-vNIzO-Ild2c*Hd;hl`fTS`)w| zeCjmAAY_N-5Cu_I3<)p8kK~;bKT z>&QZlq9*Ii7ihsMJSa37R3q)d(uRJ4Zuv@Ui3q&73dhFpjjKvwpKo=U|tdc+@`X!i|!n5JBBdy7Y_upx`5qy)-57k zlp}G}eaNVw0H4u!0H^WlW(!r3+^Zm`dIH+6CA$;>3W=Yr| z9sufw=r*3ALXQafKZ%k8g7N~m0qRHo0ch-VHXkhNhlidHSvbS zsKD+@vFHZ8tKn}n^p}%T8#?8*F_p5;K5(*ZXPtS5Ljgi&}iN-9n#qo^U%~0<-H2%&h zYoyD1@c_&>YViFv5BI*ac+~i(kxgVC<_n_of0!}&YOfjr9SVgX3*m19Ocx+`$d~B} zeDIhL5RIUqAgJq$gf9%b;N~#j*k)C0VEJy2~b5vk2hVpY* zKqBpdOU4+fGreFxqyqh+f`g!biKCD#kiv*D48W#kze8m|!oM{oDc@{%gK8wgF0fTB zaTQj2pRiE}Ol|v%{{LEl-1uS@J^>SM`&4-L2}){R@=uqDUX9lfJ&>la4NuS9i6$lm zG87hfCFl)8TtCnO2)c1+XeVVgs1JeYPg%}w2+mdUnq-ASsn=HnA6@U_CP5W(cVs@1rv4+Z25{C9}PNEq*yXYBq@b7!3ZPm~Pp8YcPI z9hJSP!*-4CxR+8TAXTi1lY4?FZh%D@ifQ8b{XlMuOWjP=w1j-5*u}Ps^P%Vy1O7M& zutONtL;V1Oce9lqxLb=4s+gdL0|A%=NwxRy_4!?3wvGPSz$*SdG&l$%2xOQTV6aES z#9W4F1weeN#BLaOGQp+*p<)0@MO+!aw}D#)K!+@7Ho|}O=m4Q}Z)t&D;5nFIu7H&U zv>D#lpPXapm{DgWxOaKvMf^y&vB>(Nj@yP55oV|DU#sJ8^UXD;+F=fX$s#JCLphGV zQ;bD!?zCV;^xE^V_xGEB;@iziMt^NG^NF9E7I9Y!U4dMCw`y+Z~ zv|I)_ApNK2VHR8Y=~L2nUGlaO<{wHRSRTFCdmZ`B5rggvzamtj8O}nR#w+FhIj7 z83Ec8M2@VQIt#ZDVpD|bR=zj?kbrW%i-O{`(2BOTy*)zqvLXhWk3QQ?X1;l&;?4m2 zIMZT_u(ZasS_#H6SSAtN4Wi_E)35Hw!QPHt{Yt~f^7x3)*?6Cka~v1h_0E{Anr@Z0 z{O2SzHF9^Ntpiv0RKdu7m-Ix_o#9UZ7ex~2gMMLe&k9o?{j+B;!R)+@aBM#&Aqh)P z){!lVhmfXcJ~v0+hLdWC6;vrGa@Vri?s)wg95peYbMH-xCfd;O$4Sixl7nF*cx zMOC>uV;J!e{cqrTz`dk~3noM!`Q=WXB6aBK=umsrE#*$Ch{TDZy3oDj@72|SyYVAj zRkq`z(7;|RfqU~pNOD|-)BxR4tg7xyykPj*RcJm2nLr%$A0@${_-}dn4?I|FbB46k z$5e~Mj4Fl1lILw{OM+(jX58Z^uE6*-TQBByZg3bQMa}I0z9PTBm>&BR&v%%>#pJY- ze3*Lp(Oq$GXEyjj@QLGo|8rdo(l48D?k@Qa;L#}a!B2!JUuMp| zfgXF9MG(dAMH+?80G{a7IOUbLc+r@VKM!xL;0huquf@t!gUl9y#6v<*Am;dOzmBXbCJ1S7(x0PXxctxJ}}%_T|~Z_N%YuD!V)frD1f zbsB}L^1%aW4xDw2v0{bo&@(FfiCg3HL=XR>Y=>@?PWa;6aSGedhil3WKge9jBKO{w zmviJuMVP>LvNctWZECuR>n---BR%5xG(SHN_09OV0w8uEF8iJNwu^PMRW`S|Sx&Vv zrmT0>XTkHcphn|C1bCNAU)2OaeHU0qkZ7kHLvJrMfAZSA$YB+BA_Z$B#CH@%<~n_+0uT2VS;JABuM-a`Cz=c`M3!#dE6L_!`ACC9oo+W@*hGyUMB zHaxT=5>_zeKv_L3ezGvH)PVla&}TmozO?Pv@TCp*VgV}VN{0S;*O1mQ&5&_30}S>N z;ALUa`*9cHa%&J_`PDl3u{2hs0KfP&z(~+o=)~DP)^m^2k;{Ub0AJ{&o>msWwKclY z^uBx3S-_O<1@7#4N{HKbNE*lcxGI~@2TfUrqaNtO!k=As6`QwF7aU%VSv?h(1?9ik zdz35#T)SLdqdCu>gUtV6p z$A{f&5+BddFnnXAWbbci`nKRglOxaS$xh~H>4y9aN(}~xM1#@19sc6?*rNn3QbMVO zmni}`Vbbo}5Q#=d|3<{4JC^lrWs+E_E#1t%q9%z*qx1teJ3CH2x~{AvNRrL(8%Hj zIyzCO;W;IwM&o>sB)=!xH;jL{GxLp{^KMQMCi4>BV`LiBdI2{Ymp(V>wJHBr!FKA6 z-q#L%5@5r)AlL-yMkhWrw(ggyjq3 z`nqFkms7W9tgWn>sl~2igXXYx=)Z-?NFdmerKP0-op&W0B#|B#6%j9a38D%`P!b{` zhA@C!+h=CdV3|?d%PeI9o&^4JVPypo1{)e4K5RVPTuf`%g2J7gJl=R1skGR^+Ox74 zOJQnb*4?CgT|78~n*l*tkU0u03i7X*xyP}w337c_75%*UESn#?{#NR6J*{=|v_5$C z=(^}c`)Dh4sNR1Og0iuohfmxv<^$`ojGPM0s+Le|Mk2kJ04|%*#Y$0k;47e`9j-DDelD>t8 zO;bC&zwqgjIZRQ2uN&3uXl9m-%}_ol(oFhc9a^4fpEBR~AYEF)9AmEX8ikpLIj!x$ z9rQ{t!>Q&gk&%*;qGAjEIUb_7AoG^y$c(Krn*f(GRfdaLTDVI*DO+qfe4o=QYMokBqHK9 z0AdQMd=H~H2Z5*S$`pH#LD3cVo_@pGh!tEC+i1mER@duhx7PxFhpol`iGlXSuuKX zqASx95X979xrY-!Yt60Mnf&wOwdB5LzZQ47LvwCWt>V(HQproio&wkUiwI(#H=x!2 zRTjp;^fb5KyQ1IQY%!j)zVk>y;Tv&(#%GdIQ$fc&R-3%hS5pqU4Z-4BnX*yOA@~Hx zb-(^)8H=SB>=6in5msza|7;4R@&?Idz60LQ6x;<-QOf(Kc@2wx+VmH>tK?O16@xr35mZEwKQt@{7%I|U$;@_^rD2V)qbE4%}l1%OMPa+5&TW*-Q277;a8z;KJ5 z9nfiTd{_I{KlSWBiX8GvbxM?6nbQ_kZ(kohU~n0J7oqUXnHm|1!s7k&%^S9u$Gro7 zOCGkVMe70zVg+$UJ*lBDGG?a@e}+`D=v8@b3$RR?K$1{RgJ7kXzE~YOmX2!i2t4RS zuKaOFs82K_GcpC-z|H5jGu;VeYiD;itbOl+X-DXsR8=1WmjKiYqIbxXM}UqF#lphk z;=iA) z;@BKlwQzhYR2^-@IHo;p{1EF4mO$8I7SQIfs>6cw1P%w_>V``6ctKh#Q|F$DXXBS| zoL zDg~7Rc&6|4=POgZEYZE!QD+F13EJzmgqHH4MiKTpGHMNZ2s%;CvHAK>-yy73M2K`M z6wmb;-?G`3?9I=M`z@PT`KGQjPxg_(_+$&V2GBD;1ZO-D8vvo2K_vD8oq?>$9NSzD z{M=J<*oITPEMonS0^j{N0%0B>T>;^&Yrmko;< zXuBaNgh)U5a1xKXUm201i%59|!N5llW5T$IWCU7a2wz6$<>iH)92~PP-E*5gKBf7V z?k?8)DYZTJCr)JI=Dn$%t)X~ufCVLFdmYlU=zQ$zeAsPJn@kv=6x)%1ld)jD{rl;h zjzH*q7UI{qKKKL!1H*FkD-k?{Yy(Z)9#a|9b)N4HhAd3YO^b76?#+*6b94P!t~LxM zeIAh1sa{ZS&k|H+&^T5fnn&QOcj>s?YCMTS_Jr>3OD8a<(FzKtfW(Pf7Wc2~&(#%I z7}jpvz!?B97xF)-hD69qAj>J`nO$>#KMoQ+m30pC0LVNc&+u(Fb-e{=uC|gPWbdmyyQOfW0(kY;D|linuvwR5`gE@Fm^*7 zS^0#_${%gk{i12pw{MP&d#43k5=$CeN7Skvj-Y^@otrxsu%AB;QWSZtOeVJrfrKe~ z{f<}oWReW1WzXM#=5ajV*2-=Re`0=sUsPrgG1vnhL@UFg_|Fla|1}x&be0cPlJJvr zZGO7+tNaUsddOgFCxR=b2g?ma`APy#7?#h0uAKOoTZo$;RQjwzSVXRK}J3lX0w>lqe< zFdYrfXgufVTYdNb`}F8$X6JB#zLJnHmE?E64u>gcmiLdG(fuPqQ&UsO{CqWS^75=Z zhj{>KawupinBD>DZ5v3lKZ-CS2wHg4VOTw@n(bl0wR{KR?1#r=hC@FcO~Jz10rF8L zkgZV&ngf;slnsLY;wFxWr1q_%Wz+eX9*QjZc^Fax) zGRI%|sJYO-(|h)BponZoQSYUhWx$>;r_CIBJE*(_Dc{!JUTx)-X!sgvDW3@Hp47PG-MOaLLwH(Xlj#Rhj#JpY<`)en#FFv<(e#yJ zS#@2vpwcbfNC+a`jYvp`beD8@!z0~DOG`<2cXxMphjiC{7VmXFFXgZ7y;saR<_Hig zZ3td000a`2T7ZKB5M5G$P6wdbXCR#$0|%!Uq;(JdOK5L*b{-9wfAK*)S^nU5@ZA!4ACF(}aAIrla!vT$>@6emcU8o1uCv2p12h6sX=x;KIhvRN6K)%mq#C65lQ?H$00coj+lZc<|M z4^Vaql6J~r5st` z{RA$az{rA{ni`BmCHXSmlMWpS&aKZ@=k7OtfZzGjrooPUH2vWSh`#zPT+kC*Gcihn z!n>=qzeSeZMSw4DXE1WA#>=ID^qp99k6^w*sc*J{2jr>IC@=mKQ393X?r7Q&Fx^!L zOk9<+=SBtEcw{0P8)HGx-EebrgH-RF=?}J@RTuzfHB}!394S%Jd64f=g@-r|<4@^7 zp65)O)&pgGxhn&>JNQg`UqTW>2qKc-hT&#{Ww#e{8v65-ue|K=)04PPE0L4CdqZ5D z`s)WA#TC)!lRK^%qU;lk#UdUUVHFaOX*Lm)E9f5VK;YdwoIV}LS3Ui!(Qpe;7PWFc zXux;=bV5QEccTBkM2QxRIRU~)3J_K>!~mwhc|h`)uS8Dosj}%J*+(hiPX8WGBF2&U zYwn-XL2{=qvEe4CoiS66iBTJtX}-D~w?QMbmR zsL>u=@Fg?#Q->3b0sg^5YotSUgC>7sK?Mhj24I}_F86y#Vj^w~WhMh%jztp(@|i_f z>)W6^&yia^NF`QoCI-;keTbz_Y&rb^j2OBN0fz~sB4I-oLB->^;fjhDYYIHC$jQlH zZy`V$rve|^%ggJPk>ldhH!>nKm#N}T{&V&NxS7Dat*EK-%8fMz6%Qz4f%*Gf=DybA z?ucn+WjV2+PM+PnZn!^6G-kW z;MoSGtx-{9hEY-kC~!WHjP8We$W8ZsCavvhDHP8Nm`enkz1YixC5l)WfX11AQ3qh0 z4)Ej7S(O)W4mLJGzRd32LYHJ=V)_FreDMB)fX+E4E)E=wBIioGdH0XhFg~a2*NtHC zfC~H_!;(wp#CJ1=v3mOyuVW!oW<&*U1zJ+Az07(1LW z&V{Po@=a`2*N+5Q*?qc_H8(w*+s2Li`^v0;nX|Uh%ZqJ7#QDr960X1GV6iaVWStH5 z?US2yvU%Q1JssL3ryv_3I|iZ>O9GBBppe3*@i=9HVIPR_A>!wsKrUth^Jk@k?*X*R zh5I~llCM5oe_&!Lqniz=VA;*}W;45{NixcEi?a@2qj5fFrectN+z-6;NaJHcp7 z3l;g5B4!=pCV`vfk#6ZHn~&#F0CTp|iYQG-rQ>!>>7ll^zteaVyV$@oQ^xTTmI|^E zDm`d?)Sy-eY#Ye(8Hr4A|q!4G-Z4*gmeE}xs#Hzp)`J+QqM~+llsCmiLcCToIWiAWr zzd5rtrq_qGRg+qo!!x2*C_hpKJ&~i-6#Zst^3Zi+DeX$1^-ogbb!oN&uWf-^_ZnCM{*2m>^uNq&L@FcoCV@ zPjf0E|4Ir~ao(LF^7swAp~fuT}R1xH4hk&HZ+u%|ZO{+2X_$xxyOH_3c= zl2P6XlaCKq+M%+juKK+>i()0xSzA(f&u=!3+1j45uGVFqIQTNgDpdP7X--dE9ERyO zl7}sBm-1j_HkNcbeOlKx_XSM1(&Pm0{ehE60^l_oT3UvKa!Ab!N5|}ypq3a{>CTQA zkC=i%;Yf`5^ZX|iPl3PW0$g_?wJpkT!dZuIE}j4pJ^u13E~F}f*(^u z#W(Fed1BtVBdYECz)?$41ag#&j{jvCYdK_SZa@aqSKA_)-HJV_KS*0!654IhML((F z$m7LIR1zQVK%bp)pYAKa@Vb6<-*AEptv9aY)ovv@+%anPQU}5F>Ay*}o)@x(CeVGxoWQ&tdg(h-U$sBY%L>*A4 z=D!KdAsJ#4F*Hh2ScUAbfAhgls!)0`h{@CC#wv+C)lOx; zL4MqQrPP%t(rkhxtsOp5V&es+{1nNmd1)T;?^7sYHcp3m9l>&!1aLmhNJfd5;pAj4 z)I3NSOV32;{45I2q_g*v9M&R(LtUV2)&^iole~b8T0pS|n zfk@0|V~)*5X`lSOQq7KZ0&r@qm>)G+*1CqGNpvDbs7$I}q>)p;8gRL?Lz`F_267gS z>gk#skMtB)%kxyB5(6kA9I)=_+^<{@&jW5xqFddNRGuHRPq&qzK`mP(^!fz8Y``w8 zSUb#YsTQxX>4=A@^CT!*Gfqk>FJZ?SO(G_^)$?Z+Z{6!r1l!wtcXjwJmc)ze(1$>D z5GGmRTUhb$IHE``xpjU)PGn`d(`1G8<|56hDJko;TjxsxC1y^~2MM{%3Gv~1^xmC% z$G_EO5e?CZUb%0)a##Jz+FsVacV?)!gYSh z{dOuQdu6>XBJ%a4mk;;ISf6#J>2H^YWjWWH0Y!wRXs1oe7>$Up>NkXQo&N78L7!jf zBZ!BM>w9!T;H2%}Mkf-NW zd|e@ptP|lj+DLP>i~@*WYq?ENj#nRrJ=5@4Dh)V3Hmb6l{0JkU^Nwv1H9}Dxc+INilwo)K|nC+=+oW zc7WWQ*LYI!(#LxV`i%85?g9(a5lvF>;dxS=sd7aZ$^c)0g;auQW>D=Wfp8MwBsF&J zQE~Z|=%67W-23YhkM`Z4SY9z&{#IV}m(IC*Z$>}$6oz%}mC&*W_WbcS3e2V1uesBP z=jSQd&T<rNqE&D1T7-1G52Ey4ugdRg$4} zelT@{61w&M^~?0&?gF7&tmNbII*F`}mau{l^vEMxrd!*GeZm34DFCv(GLe8xi_K;= z6_D1mbtP@~sG})Ez%HJ4V#;$X8D#(36x#6NwA#UFV*`FvG;cDe@!BCRBSEn}XD0JE ze&L-{j$FW;^HK^Sb8`WbgrOakZ*UJeBF?5+hz-8yZZ$=sy& zmOJl>R`~I%)^Qh+2_ssgF+h|4{(WZ*l@#z^_yLeSU~9Y80HliJ`AVg$BYKWQ$?*m- zkkeJOqtLXZ4{OIQk(3f+o;uMQUDZx|4TPp zEssU{rqs~{hkQEM(l;PCBZPEU%8?>#RnIwSqw7$=UQl~+l?GIZn3%;us1r^!|1~EQ z;*p9w^zAb8wer5Mingcr-Z7Kd#8{b(BuHO7TyiQxwLY;%##H$P&;s_desk8I(U;KCB^SkL<1|@fKEv#zw>K zA4kD0CTt+Kx+PZ_Ms~EI8++!?ax@P8AF$|>;!CW2a>>aeKmHrMXd*=OnrN`WjrEZ- zrqu*Z zMrC3)f~0+uiY|Clm9WCehu$;Rg}PRu(*z0Wjr4+K61HAwPh~Jq@@Q{-qDe7V#bIZP z4A&1evQQg=VsScxu;O@y(2t-oWAGDvyz=`3j@ceGCeFw6LO|F0ioby%6Gr0G#&y%_nC^Z_CYDEut9bV( zzAS{-I}w}}#mK?k9i71>I;dCX`@wZ#PUqWgQWXcotM<{mHI{ePiFuI}i8JNwxpEZL zv+qP%OJoTW@?Kyje(D{emJ+YGLxddBubyGT=^Tkm|GYIOeiB!IhC3{#i!-+GOWNLP zqrk=ro-q+}MSMN}Si$@+wo(7>ZW^y@VPkvy-50H4ZChrao8Qx-0Yn-XNUE|#e|45n z9n+qm3%{Eu$)$32fXZ`!xuHrWX3v)#AaO>~mVaVeeWtfI9R8#G?t}VQ}!WW7W}yzftR+WT?iZeVWAm8Gbce zNDkqrU{~hYhYdvJ=eLEkb58YNVOVc3DU9wRx>b#-4|BgW|%4`-z@=IIeJ$M=n;=pKrYEA9V2#4ki73H2I+*U>W}$Fvhy z55scX7g>c-*19q&srtTJn^rRV4HEvpBb`-NLEodo!om!J$^+nq<4rC$C16B0%D7pF zSyy0Y@s;U@`GhO%q?se8c z@hF#j>wA=(amv3=PfNYM1SNWdpXT{UYUSdkc-%da9vTlw$d%{l&oPVTo2~9jd z=9KD2^=R7Ys}+IaH>SU2*@fpU4Sc*>@5?jRN=ujwm4+8=!;5->{N!}Sfnrodn_Yxc z#wa;8MOsIOx3=*`D)6HQ5FL}hkjQ&^!g(t@KC*}ldby4yBkXK#f8hv8%WX=hVb%+V6x9c{85 z*`7Xzeg7m~kLiK}piDu_Y34ir8~VEDabC~KJaFZ28x1kr7Da$3YDC>*2F1MVf}6hn z*|v<{#?QRFOI=7%W(Y!8o5p`tCI`=1uWqR2`fq{6_O)GRt->WWdX|@#MD@dgv!(bD zOO@@pzp-;SIfo@_=Z2K3jYyx@apokyQ^w(U>SRm7p7+bCVh_&Y~fI#e?7 zzt>=Dju+_6B)0yQ56yv}zlW}83mVmpb6v~}WG`8dzM>aBry&%X zdR&OCKaMD$Ab@|-f@-}yHoQ0XD<*c2#84Yk%rfTakBb*PLBx$A4lVYhI;-8&Z5wm3 zw&q+WeCKE3*IN2rgKFt7Og#UQeT9AHn2HrB5V~1;IV=0oRpw8v@`2!0C?XQVe04%$ zsr6MV2ht4Y=A3h1L`&ic%kC{Jml{FE^@>Wps@HkP=T61rXZZJJ9slL(sXyc)LD6el zofqhjl=ayt$X~_f%s10IJ`-d;?KGNh)EF=4W2n4+IO0JTa?O1$gwx4(Zn5{1k`34$ z^TAz^p#Ezh@u%*l@lNk{pb;8xz2g-W{w<~%E6{UE$!%_J)hya=MYW5sYPv)QjwV

M}F6`i>YCO{ACH!h*w7Juf zVzxpoOIbV+MFYxoNJz+ll*=;M4X0>zxp~zrpLaV#z7ifI)=e$o_V~6K4Rn zlx4_#C*BydtMWPRWqtWukA7LH+>vqxqf#2dWwzho1OTR6x`kW4C6DUOO*ce>#4Q8z zy13rN2YwYlF9OP_`9yVKpSWSei}lu7+$z^uL9;&mPa&$lTI*vm@`t=Xakb7-l_eq(NsgtcIB8{en3R_b{ zfo0ot7nPuLPie*QtBha&)un!{>tA|AYsl$RvxEhHoB#Wav+D9;?>;Tnkd}Y+k5#C4J?6)Br02{rsdMo z-7u@WQXFl-^!U-$mOH_Y{@$&Y~CEju07Z7Z*-Dmt7L%BI=Z&%6Y zeF2sJL^saq=JY}Y19rhH((ob{oA_-ox#oARMOgH=w7d*?=&vUM+Om=E z+S2*oDp?wPTbJ7>7|%X_VqGLYvN2yK`$MW5(IX+>bP5>y6EM3>=mN%*=Fz#%5T*}M zO9VU%q)@KxKDLQ>L9Cj(ACE>ahn8f?}pmU+D$cIfBy+{;gFE4-zj5iVVBZDtv zc)hyUa%|Rq@^IrXoyQwmx>zePWWaewRwc2XdbB~h4adML6Vf3m32fFryd;PS1XH2c zbbH`|!_47bi;6!n!0p+xM+;Z>QO`Pm^EuM`wO2eEjN^JMLgcHsCLB9K6>IWKiXBUm zTR{bXuw)T=WJjctOw$@Bukc6NLFTfOo6*WL#smHApyW~T?#w5e@0UHLMZ@!Wy;=IJ zG(#FY*C|M+FWyXq(9GZ@m6%bL?CBu3QzZfHfAEy^;1t@=NOrS^roWspFzF+%o=^ZDnf#8w)> zh@lYZO*SW$c0sT2T?%5R;g4LD4lz$~e!8p&O2}7cmky!ev6gw9yEHJh0t%SBG5G$MbM% zqGSV>`ZBi!GyfIG)EpC_{Gc9`aB@c`dLf!c_P2ZdQCD8*Z-PZcyrQ_;sF5*1Cb?4(9#3%BkPaq|}^JV&pE){_Cmuo&XeEBSOaq z#O!G4l$U+9t=l0gVqY?N#xKXU=>Bk&66ByN-{<8uT+IzD?fRgbHYO+s!Gu$UGkzHL z+^jeVLD1s!{14V!yWHNE?%WgbTT(b}dKVWT8iI14ZcX3a>;@v=*m-mtno zqgK1|vKkg6v%H8VP7wXB>;tiY%{}+uhre=s9JWL5Snh}#$aLzrMH8m;jZUAzycI+c zzoW>moS?I^|wa#NINIQzvOgosoZn+3GoeCM(1K@qp26}`4)(K35(ubo~X9G`# zL-GbX(M-5!ANpIFNK&V3J%bbt&`JK-&A^@aIACD@#2rOF)jK>Gu=#h~~DsgW+)>MA*8;bnr<{(JfnJG?I$P$@%!1gmq95)XheOdvf6Jf+t+ zR;<+!0|si$z^ktHewXm|->Y&E(4m0MAsIQjFA!A$gA>VD7K?7+*?YvStl$)Or1)$K zfD!DoC5-#abN`*x29EN1O-tI>%0i| zr)2e}2YNp%ki5wijTs6C!`LdlI~$ zwT`kGTJ}_z&)EQw`HfcdP{-%n{{GLM%i^MS52(#MJK`3cyvRyp^_?hrN;YCx)`))ZnV0hp(sChv@<)P+!pmH2Q;0+Z$1O5yO6{J{aX%Ow|Snno&{%eCWr zNg!&qUD1W51Z%&~=!dqhmj?UW@D0L_>Dq4nq36@H>+~Wv`&xs0JYCC-T zFTk#@Qo0ypyn{w}8=4Bn-fsgO;n&3BSELb)u{Lw&fx8UQ#6W@g1d^2HT`=d?(ptvE zG|jaCo|lWkYDa!JtyEa1p}a9r1(2RKBxAdIgHfvVuF?6(s1)zvKRkX+D)B8CvH`0+vtG@87^{=?n0T06wTI4mP1r2m3N~5!atjdprCf{&x;c zjxzU_utgJyy(hlxe%m6>+s3xEO>lK8J0=~oF5B^^>0_!NGwB0qsZi2NO!qC7pVYwM zo)95PD@1M&ETM0#YgFuAv33$`=U#_!bk+B977yv$IE4xpl+y$uqv^^AGx9oS3=V2T z+4fUpyWxE6A9>(6zwRU(MWr*@a^uCVh8TZM(NL;l+3Z5mM^+*_TBIFGu~7>nZ{cc3{c!W1}-bO-(J%P0K9oCYOp@DuGTPcu+zu zx0P*aNM^p1apstarB+18ju?ue!t;pdztLC%R|u29uO3_+OlLu44@{3;j+7y&TWGmd zmb-CaW?pZ*@kUwsPb=|gH-w?DU)qCINVh4aBeMuW`t&&RKGyuZ)6SqX*Ck=Ks~kfE z4WsNT)60KapPMRiku{M@y?0#Nf^Nos#_=*aqv2`tKi?r5{F#iE;wn^UsjiO>W2C%l zx9wW;Ok&Y2jk+PeJ;oggPE>s){Wy%E3ME0(a54{{+(KdVr+DgL0sHz2Ay?%IF~zDn zac6rEG#%kqm|R3&^^*l3(Z!@b#B%-``s!X?nicEaMgedm{sOGJUK756BbITyAHjT~ za*;jIIReuU;HmjV$1XA?_-^`z-ayNNg-I?%@h$a*bCxy!Jyl5 z-xkJXHPPI8qMgsM{hWR3!1KbUEK_(PaVfWdx=Jd%Q|0C935dvmfE`*@!fy5wWXfw< ztpf07-N=>hVfmhU74{nUmBfS$n9R>R0^Kv7J9e`>BcmuEiTv5$Zo4l)OKsy=@9Zox za6#azlkPjS8$WB!JTM*n*2-@7;OWjt#5|akBxf@Z=7r56#!%T~gBxg9w*1(cKK z)&AxJ_C6~|Wz__@Z2V_hZV1T>lP47#lq(lBwOa~>EN&n3&`D}N% zZ86~bU@AztNagkV0DL;pwN|e%QV0+q;sci>V3!0OLPIYiRD*L=FdVoRM#4 zGC1p^$!a&F{)z&~xz8GcZ70WIXf8;2!MZbX@~Lj8(ZTSjQn$2%`PFX@P}lwgB>7iK z9+WxgQlC;m{{b?#-hzb8U7$y62SxzB5j!1FK=@z?h;N{d@CPaa#TIubKx%#W1<>^u z00-6D+8WSM$_;uDwF4RX06nT6*r)y=;rj16bpePqR5Nea+$^XGyEs{DU(|Z1NiVhb z{^sNWhA*s=IF>eiZ+`fehhNOQdx!IhDuaya) z`j;uG9n6E0OwLsK=9WP|k9Ybce-tPA( zxill!aYy0HyfJ~w1eG~M@0HxgUS8NaITL}pKRO{be4<3E`hYhW=WURgmxh6(Jt}dl z;3(Kj_a=z3||dt-ttO07&_)|&?J23eN|k!)Yi13(VAywNdCf)Mk}*6da3q)%6SNScWc zO`O1N)=G?qDgUq6r6gGTL$3!*VEURH~l{Hm7@>T=B;NIuC8Ukwh#!9fupGY z!_~q5!GRqxe+PO~sS*vJmJMydm`mez@!ohucoW>bW7dsWeby_kQyadWJ5){}5Kc?# zt(JK!J0@rHP;sC}pmAZ=DE4{W$s-!CXcD<_GwMUW%XQ>9 zW3LUO{o-XhPX7>9qJlpV@}tNMd-Cml(kEs6Jy=Cv?tw80UuY@aQkcbn2-|(uhAICs z2g~-N;p3x@?byc1H~joC88;W*J-z;J9%U2fk6Tw3S`lW%D}yJK8RCUfA7jA`vZDvz#`VPxW#<8 zaR8L}%@{0EBvf`Cx36-YEC178&LHdc$38@ll`5{7oi)c`mus~l#Mp_0#Dpipidygb+NPuldnG&M&>3=zih z9{2ZRSBD%KD>N*9Vvr{vnuIUrTIac&y|znR&*EnU3=-DA$};Y*+~wQdR$tz^?w1_(G$VqyE+9U^x%BO~ED#Fmc@(pLy5#|8W5tvnEVKO)y_M zx*+@=*9V9>ioR~5`*S9NsjH61tJO^Q%M`p*9^SKFs`-3OhL$PZu+)C|6Ke0^1ZSB>S#}pOkEDF4 zbo{KV;`h^jE_`H5e`{&nksJWIS3@NJ!qx;&+=wTs@7f@KH>6?ldx$?wjQf{Ku759= zatz6?7%P9FY+_u^%}acH>f)G}zO}Xs#fFb^lU{B|Nq6*S1tJU%)APR$5;1Bu=GcIVtH<9L;)&teEfj{!*30k*bzS)f4K;x{wz_fv5#$2WL2Qy2HE`MR$ZK(zn4J9&U9cX1fNs>p?0?9Vr9U&55+4M+F~e3tMIkC9?!+js5CJ$MdJ`7=l0#_#_19j;l-7E6Gq zYv}cQys-k-1HgY;tI4@U>lDO3|8IxYQbq)N=z4}scD@0?e1^9#&JNBF%ho(H7R_D9 zX;7XlE*%ZcI-oxT3U(kUsIko12ZtT6G|(u9#zPbD^|;F9WqxY-Y0xWN={4I&i}{JY z6(vAXzZWe=2+fkC$jft~9>;OYTt;MYq?#rrn|nDt`g5X@q6BMC$fhbd&jI6YfyTc( zRFsIe#@CbP=Onx{F`Zp2RDydtOlBHYQvhAn=+0CT@p#|MKC|~E?KW+%&rt6I;FA`@lI>O8EpAgCmpA{(09V%<)ktGNea^| zxk+H>U*T71l9ioV&$_6NkW;<2K6~;N^W^2l@$$G6lKUiki#Gqy7e1I}zGG@<1Xt7b zBne@BmWG_>)A@aY-u%Tsz4w8Ql+pN~JY7|Ee_ZN^FRJJhauo*Hxqt1OJkXF=RtjGF z4iU8r7F@k3bm4qP0F-WIo?Vbjf=Nsq@#<(}y$luLE0Rn6VWE~y8Z}$z!RQbrLo%wB zU!uR?L{S_WFa&~SMtT-SGJeXW;?EB6RE$CcD)Rll((6kB2MeI>z8#&0w z2{fAFX4!WrxzA}SwF0j8+afucVwaxSGcKgTfMwseUo%~ravWRaNwiq)9CC|r!0WQv zX!SYp=q3AunS>F;1EZ7?Y@1*i(t-*K6s0b5+15n702DbbB-IEFudu3>SNX)O)Sx?TH~=&cT$I3)c3mWWM#Bjq*vj z)cmmZ7pGvPpY`(GpX8bmVRxAvYdl9dg@)DL*cUsb7?j->ust&`Lb)l*M7|OI@+rxC z)5K$6X?cpEd^7~HQGdREm=<-V4{6>R5P735)UDec8jJb<>vX@ud@C!)qk0wXaqGeT z0rCQs%i>+tZ3ZYF61YBcQ^jYz+BMa7l?m{RqzaS=(Gp{P#(4i44hZ%CBOnI<7edJ(WEfdF&e`Rst1*POr+&<`gJVFK;@AwCJ-&syZzv9s`#Xppo~_BDpEpxWU~+Q z9H=9NN;@X&$x{vkOUn;**Xpb;uws9W!|!fy@sbjliT~M9N^H(PTWVQ`OO=JSdMK>s z<6=I|86xt#-37TRGr7F0Dzty(Dms*}ig>EHyzFlr14a<5cHfovAU~l@Z!{ z2gEo+-8AI+rqd!>Vi6zJ$j!U&BB<6V#bPrQ3?-(vKZk_$T9a z@=Qk$y|fVeA;zofEq)L$Gi-Vc%pnXdZv$o*;2_Fi8Y>>jnq$2nXpfP(U7vLjLLF?i zEV7{sSv1?kUq7FTy0n|=TlVh!=Yc&|RQTrUIzw(^1ob!ivpHp)9KEWIFvv$Ar9niv%2k#FakzOa-v#$E$PvX(AFvJmNBK|Gi-1W znM-hWBXQ8X?2j%jt$_=5q*`oKaIWPA^nshCZ5 z_>QKimw-kq&AZVOmtWfDr>4Yk{#)&#CL1lhWRr2hu(peg?@ut(Iw}&NMD5$@mM8lm z&E>wy3Gjm4C2<+4v$%<+_De}`^U-=-&stD^Jg#W5)S9TeD3eEv^T2%iL)C}Ed-6gI z#qWLImNsiFobyvtupz#4`s)dSk804|e8NB5v85wdpO^0+8w(EvP2q74l4&-9SIesH-lj5*o%DbhY0}0+PBU_Q+tWx9iF7I^g_w zM{^(P1-tskPUASN`gU*RZ1UJw2iIgFgx+%uE}^~h;e_e;zD}B-xyLkRg>;~&S{-zn z+E*(rnKJ|)-#yFmC1H*}!s-{3L*Jdbl;52qNL{)`wVz3CBSK`qz<11E1T8dPM?uBe zc=$g(g&nA0QShaYy1_Z;V)ULp-G$P;c(R`B2VEWAB$xOqy{H>Hiz;t7?4R0I=d zJo@^`3I4Rx#g$SAFEr9F=f4CZ2lx-=heymsh0H}oOhtvJ-Y0I$UXL+O_d98`Q4r00 zAG$*IZkt|6;EQ@wi~-%sYtSaz z`kVQ397mU%gU*LQ;10!~Fw>GJ^=4?)VeXFc8+=D#MBCm9HfaURnS(~Lj+!z1Xbb_{ zwcXPy$&Z})O(zpQQ(6Y?o#l;tWJaC``sp1ME4~I>LWqvMY~WZ=n>Slv$nz~}-QwQl z{T{aA?;D@XhKCR;KFAg(eq6>ZH*tbEWemd?v5kGoZSz@SVKtneiMk(ao$1dD3v*0M z#kviMM_Df}KizGSo}m)XetJ&U<WTf5;>nyb4f&zsm`uf)3?-`TN>aV?6lk#yQC5%mPMf18)4EOpyG zv`^AmpRg@bemqnXW+PgI>{ zw?@RinA~aTCHhTc>@T#<4$QUMh<|mfVn2Eir>oh*JKt!*1mFb(g#7E=b{2vz+=F@_ zNc7RU`rmrz93y34VwYhaB!yFz<6>;AwlX&};>i(BkVyBd^AxR0iP~s+7N0q;mt;K^ zpj0tu|4r{}N65=+Lj52q`se*Bgx&MrfIMVid#(K!(ht{q**}$^hKq)Z+>G4VQw|r$ zvBD}ut+ZG+lw?VNhxP5_Ep)S`6coFM78d##Cd+X3x}H28KUViRr9;j`u1@XXG4r~@ zvuLzj !FZ#el{ObM}3KGX`@b3X@0{y1r}xx5m583amnx8sUFDA$LBJh$B>6IWow zf9tV=QX|xQ>x0xUX$Q8e9A)3>N%#^lv<$*8(7cJl8c*~0L`Ng~@a`w%DQMB-RCvM( z#G9Z_jtMjsHNpIM@LM{AHSKzYkn8g$iH@eh1Q7?m%I{HS>f7Dnjt0-Wn-n^=Mr0R7 z`qD*7_Xs+}tLe)FZpXXK28-@4rc=2P-~VEbKZbtZDPPOTp~$c<-jh4E`7uyy3dYrRGp|2ZV|QeQAPUL(0_HirZ}Eb`zcnr4KQG7>OySI}x5A znamH}f=JS3gZ*pnTXcmju#sOFq+35nUy0avyXi|%3Hq2}2PEnIjTp^t+k=c}l_@Un zfy2_rQ-02#C^ngx@%$ik?{1{|H1^Q>?iM@X>Xdr}{@UBdOS~SR|6#xwCy`U}e4I^| z@Af+b-zAo@&h=Y{wkLa7G?HN;r5_};X@>r9?kLv>@`6mn_3PEXyRotHt@Y_Md(G2b zL9X=iT7+0xn* zvNv4dirsX;_V+qt@N#d*zCf)vG{|~mL3gFI*=PviVe-?-L|RhY1AA;)>&AGG!wBNt zoch^je2C+spgUpfE#s$jUg!_+(8gB!ORB&~T#lnmTesK0*kdBAY^rQ64URq?T50AF z8HAjHZ_DlFj97^5(Dcwy3qPPpK@?L>jhIh3>Qn ze44hz1kx^PCrkm|UX=w9Vo@_@*dl=cD~ru4AK-zY7OqUe?OYU9!Cky8^1R%f?{>LK zy$=zY-08nHk74LDv&g<_UBh(UfLVTijD_5_on7&|$Jqal90+%@)>l}8%i-_}gD|@* z3hqG*ps;1*!}143e8p!A{f8ox>UlAc>bz(cls;Qu0=@f!lOO=yYI%2)p|_2OYID=> zNBO?a?J9P}v$g{I8$3}odQ#;2=SSa(o}{PEW1+s|&mKz{%lC`s>00#>m*2K8n=T*A zokyY&-U*nj|K~9<23h57Y%Of$GQ1Lf;;#w(OsYF*BPbA^;+Gh^W`*41u_ogFkl*D< zjUKAbck2cdoIvx|J?Ek?Ow9JCoDW%MM@$cJ4C4|LFF_gti__sWf9VH*JupB~ zOXvaKJ$TFpa|SbQPdkjS&+_=M3wujSO$B4U!)1;&i^eZj5>3`0+~5NfgBAC>vi8g9 z>J2f6n${h~`IJY42aYM+nAh?+^TZ#dm$tvztn`Qe9iu5F=`|}V%%5}tmL>RJeUW*6 z?H`7{4~%M6m6@Fmm1Ma#{Dm$0YxM>UL$H=B(8HThWgD=YwQ(zi;5&GWT+Ws_XTK8% zGZmV^ezGPORgi~LhE`UP$AVFo2p-$RRjt%>pg_}Q3H<*QYq%YJ;b)%gbGa*6Zr|qLQvv9xEsJE;JSv8utTLx@Wr)nEg_> zB-8AmcHA}CX08 zYWu+*)eWHFX=q5I&TtR?Le?IDtJ4omaZpP#=}Ehm>V%#(_PuCR-AEltZMkfA{wyfr zZkEoeULN$qf}3=w!J?N~-adS+j>B#X{3{pt1Zy+_F0Ks62G=vn&r@uJXn`%+*K~sm;|5+iq!NxP$-h{F7HJhvh0T zrInDAGXdmW&#Q@V|N2xx)T`Cfvh$LaD`@({&(c&~`_Yq>M2n1eLD#SIeo7v?jyt{Uf<|NqG}hQKiF1`mDpEjJh&zu2j_C zNj>|vB#PeNZ(GE|VPCz2_^ziF!K&W@Ws05Mc?aiYGs@~SRk0WS#**j66w~@K1Bw)G zsQS~6Uj*OHf=V+(1aBLE@K7&ywgucrSK0meo+Vbf-GqhD^+(t2!%Nfs&r^ZKN^~2e zfB#Z-?nKe+SqKx(q57mx6d?8YbEU;>;^*X%F5E5RhBM@_o7>MFS%_bvZoHT!Rx{RO ze$`Vi5y@6YP#`Y(NU$Qy_FaNfLzJw%URw_d+QuqvSSqD;#rIZ#|#!mB4_8v?U&YS9H?e`ks zW;sJd$hkG56}Wg18j_uGjb%`F*4p0bYsT?C(v^00mY#fv`+APP=5_Np9c=%xczBoB zk709Ks;qrShBDxlJ~GCCOT>^EHpI{rzP!BbXF-PJd+#F~n5($H4f%P_`QL<7S#1D% zbE7A3n}-FxQwJVy0=E58(pyySz%q1SpOMdd>2-54TP~M-r%^woC1&+ct~pJ1YGtH- z45%`HuLoj8*&Y7zj>8&jKRtz9lL~}CZKPd49dya09^PIQdAm6dNeD@~WE<5_Os$w6 zSYu^xQGWbTt_feGYA}flc=ZjL&>oHCwiKqm6JvfvVR(_rSR1d2S+dtf zs_o|Ae`}}IScnQbI-?*5_h8Luu3kDrAProX=YLKv>uicQD#mIr^1{B^t_J)1Jrs+O zA85Tcqmysw50r{`jcH3838=BM?h2@*c+Q)%TVqb!Tt7ve7|UwRg)Nme25kxv~?hg*UlI+YsX;AyKI;7&s$Xo{Z z5i*xR{ax@is?ke^rmMo9LM$&G?Q2154a?NvV{&56i+K7hpgVwZy0m(yuhi8!QY`O} zlwh@^!sm&U-NjwF_65Aozj&sfU<>8?94($s8_7xlnLSOt3d!CTi;Rr$J)(cT_|5WlR_CW!d* zZv4&+A9Gu(6R+=&-1_?K@E0vL703ClYuN0MZLarHI+_(}v65A8`<)oue~BB0qv`2& z%bi!o%q*7Xy`>c#9r;nZ#J|n4nuhP#Ej8tBICR8LeUnd~I|{zuI|{b8{JT-Xcpf#D zcjJGu{M2c$Vq>$z>*s!UIl(Ux!ZlCNeEbEuh$;}1!){SpV{vnt1g(N7C1ZV;{KixB zPj17wgBM=IC%hG}0V~qNydz8Mni7T4mrIizHz%DY{jZ54mJPr$^tD1CXG2j|b_2&@ z!@t_4{DJ~ANDBi!y%C6$N?YXwH-^w_eM&zbBP;a#oF6>V%aDWz8N=pmq zk9C8_Lcm)q7WGp5dwW+18-=9h>z0#Mj*}(!bJr?6l=DB`_QG8)$*EC4zjZ*4+D#a@ zFCr-`tj z9dp|E;y!v*`TXRBj;8g3BDTf;N`d^Vg+&QFH0N*OP=d$#|XC|YC+z6A;%`1PyF3;bYEAA0iuwj^e zK=DbZX|?!qi8ikF@Nc$j0=%7q0!m4i3(EWV?+c5`d-u0y4mqwJbRQsI6Kiq4CPP|z zo)2b%R4>l?_|9(bTvm(?V#^q_1X>Vv;$E97$y=605lXAKI4NPjr^~pzE7Dqem|%YQ z0E7B|75cmqDe;Y$H{e&>WfvuJWpT}K#Eac?Za4qY{eHGc+gyDGX^r%fD$>QG^;eW9 z3zi2aSx4M5c|_63af&*v-U@*#BSlYpL53~o zW*j+AwO@Osi@SducsBD(J~Dwv-o9i7Tkl;q!$y4J)igBT0RCuSg|kp)EE*6XQX26K z#y@W9P`P6Yi*JaL(`@(Wjvcn`3pUzQy}0~NM6xf*x~f00r@FOXo+YcSj$o@GsSE8X zjr;U>^;4kCViVjk&}jqCc}ItEe*)RyN2)htm-j>5WDIMgq;siJW!Q5sl?_aW%YW-S zb@QB5<_2G9{>7s}DLygw|HNijftr-PzJAMa@n^zWq#Z&~y@B*j_wCPR$4WX& zfuXFaG~2J!BpYxv{s#%xFXviL9c(;0!bWE!gW&_3M?bnsA_ZLKrgXGa#E2O}vX0{p z^dE0e%6yrAXWBE3gPn zQGq~ZTw@atL5UHfo7G0%bNO6P6+$o=yAMrO3me$fvM%ahuG@V}jc zCEw#t;fI?I;gfIh6X9>DF7$cZ!`f>2 z_!^BFQ?5AN5u#Q_ru*aLpal#!70$VRJUsjY58Fhl-xh|GqE7Fi@YVGz zRr;{TRabL>1>AW#WdK8acAX3rbn3eI0r_k0T!Rr$S%Q<_;XUn;)>y2Neuf#WWjxC3 z{v@JhOeG}50{Ut{_2K!Rv!8-78#WZ|q_VUx8aLG_;!YQ04m(;JV)n$tAc-SSIl7e{ z>InSeK!7&`*EZqPUfdU<62Os9Ugpnn8%z@aC$5MQ11@fw!|B25nsTR~RG*tTtS0Cg zWtV!gjN`MM=88t&-3C6!_njxCGUhr|{hl7KuA{%fDAtax@xW|>{SPdFUpm{yPYnha zNz<;Y8r`Dhw_|agLIFfnTp)YiOJ1hii&7HAcqQ3b%g7{Ge{jzIV% zPbSqHM^=s#;=N1~Z6D+SZ`!SD`c3l(3G&|fC;3W{-tO8;JHP3u1P1l%bT!Fr?m}cO z;zxm#Ov*52enS<;h6FV$w(nzt`UW~?&}g@@wj2eY1v!`YTxFksj1vukyK0|bz@jT0GKO9k7jhIcN-fzbgu%E;aNRqioh(S2$ch^-JYrA+!^(~xN9VQ; zGFvvqSY9o%#QL%mEo^3BFA^M6wpB%6xcX4kct!M@4N+w2y8IFJ_?%ycLaxf6Vm?eaQ!84aXabHhfRFB3%%&0NMz_ zfUexw*I6>}?6@leg-q=+G~pDemzIL+ap~GeB`%GSB!*m&2JE|?W1W_Y*(|Z67aQmj zH$Qm2(*GDBR}CvD9e!CZ;9s^DbZsVGS^11(Cu&(%|U~xF3Stj5D0^!6bWxP;KHx(5OpkN*FVJSw+MbkxiCzU4p$wt*a zQ1-JhGj?6P#gi_&*)4Ix$M-+{5QZgHfut^^FcgDbOCwdu$SIV{?;stmuMRaIo{HT6 zk~lSqWt~^nm_KRDc*DK}#j{Dh7am`n6Uydmd(~K?8H*c1SRDJ7K^&AJ5a%!G^|%Qq)9BM6H$w3GYNla*wyhp7Eu|77z(*$Ov+>b4XmZQ?&$ zZwf7D&Jq&N-B&q$v+7S<@8R!i1v*7&n7 z)T@J>%A>WHNQNNb5$^8cS>Zp#-`AM5bVZnDK300D*B;d%^Vqv8x}pT~tgAVEVW2QI zx8Lf)k%Kjq`Mj5x$Gn-=P^>|TFG*5N$F7vxN=TS9?;~|u(g`j0^P~#wXjXsPSf>|r zKL!7CV>i|qY(%AZ%HEc#$||~={`q@~G19;M8rPj-4KAFfG`A6_zBqmM-s5Kxzr8)4*d^`J#Ke7$ zF>cvfigNYIuVS6Km8Sckg)#hWJdse{A=R4U$h|_&8iQxJii)pNXFnw^%O>wFcoGQ= zH0fQOp|X0N>fL3`XSv_2G7$^g%_2*VHTkpE8~bHcD$|?)4Po*NNlnhi8oVD3St$vz zRV54sLDcyf{g%DW@A`Q3ifZ&Ds)T!o><%}~zpvh%aSMa6>ZH}}ts${!bHZp*(z?Qw zXj;N-QC-p3c)CTXp5aPwSs6jaAD-LoVyT~1UNK#0MzdZN@4Z4Z#Nl``l=Y1&((jfxcDAV6 z_C#_>dY-vxOGU4|6u9T|Q3C$mxoB%Po(yT3GYO$t_huJ=oiCISyi-TBd*VJ(0!QyFF_N^)`uXk8-l>scy;O%DSIAB95}7vaaioRas2mbpP9> zf=p=V@6Co+B*y%{x3kblWD3RES$|qam%r%q?=2n9al<6BI@jydon8=3^5y#S8IiC8 zW{N80v-M;+A^mkcOP|)eUNd%97QsB7>u%?{HnUf`LjkF6WePqR6n)>KKm1O|hPh`( z^J?RuPT`>Q)=&SU3QKe>sWR<7SsM#v#*16&$({Fj!BYMl`FqEg;P;C->(fPF;+RKF zG)I+Cxc&dU_xhoFot(BtHGDn{JCRxE9b|!LWpZ2xW1VVmTg>KAz|6rfmW_LB0mg^m zJ)NF!16`OhM+>yL(8R%7FJ_}x9WV6aBFUmKEr0(DV_9%ni<%a^G$+pGh&i;xh~s!z z)jM$RJO616aHt$VTr;K8MC7hqQaX6>}9#Q`n!|Da~^I zkJpW#0XKzX={6|a*_EN@GoEb6%AOsrAtv2yVPQ8>HZ_L-*n0^pC#f~q$YXA~E!-f> z3eDNbUo$R0#rQ$JUl(k26v+mH661l|G6O->|16s>qW}1PycPrBKJPOklX$Kw`dzUJ%90TP_OvKh51wumka21|48 z$S5897p@)DQOn6_8zmt*o6^eebbb+@<wO(p z3$};yTA)n8o*=zEk@16(G`VwKidu6dUBa#BW!wEG6*1z4iT^U;RQSGC6hw`p>ceS5 zUxl4+bk&{`EA$6~|7#P&6@G|&8m84$gI-%@1~{eZU9CweT5NL(--^mV<9|4-XS(Ni zmBR#>jscM#=O<-$KvZEq8F6XH@_Il)`p?5qhCq%S7$MpkB~zLNfJ zkaeusBJ!|B!}i1~4&^wsIHX+X?RLR(Mij#8sj#>8tR1TpZc&(U!Y^KDJ~RJwd%gR3 ztGt_;`Rl-T;2fk2jsicBF)Z^nFUJ>qs-O@i?*3%DZ|AJixx!YI56ELI3u*sAe3WBd zn5`G0MM7U!h3t8J(LU1v&-I@N(UAViY_2KuVKSbnG&@YA80X*;AH;i|ACs96 z+xXj7HYwD}*Zg_8Tfl#WYVcF|dm+0rTXQXURAc(VUuCIReGWaSlNrtm6#dsfEj69D zL<>}rsI2VlECwSQ?cQ}k&-Mh(u|nB!wN@g74m6C1XQ?HJw-KVYVDUDQ^*K}PYLi$N;&bDCi+fpP z#+F{I{gnK)>uU;?I<)CFLv6yb>xy8>i4|Jr!j>w}>A$m=*f8c8=W?%Zix|1@Z|? zFb_s>&zr}~4Nyuh4rN9U3i$G)V2nf}Z#jHOSNNVmi%p^Q(Bk|u=ElaxCAUfCoBM1> zXC1t7AOf5LK)zT(h~!>DYK*!EwjAif=FaQ_f$vFzAT3;@`{e!LQ$hEI4AyUBe%E3@zwa zSa90zbL{WWk(Yny)E<55h?+UkZ8yRjO$)%|s6I^+)}s=CuE``kjXhmD1l-O&Xa+Lh zfPaLcxs{jLUn?Be5|8aZXkF^h%rxLA|LgEUkC*ss4ZvK^-S_!A1OcAw&h_igX7-hk z@Wm)_kXiFU(BypC4=$Y~N zI(;URT#lT(Ly6gxsQ23$SGu!*?^QtORf!{f(eG3Q^KqNfBrD2{fH5Kmx3~X}M~$Kl zuipGE#hUdodeXA#7Iz?+f4V`<-w87eMLz;jWHSDPIDth4nkq74W3%1EHh z-z~OYqh(|9Hlf$0qu%8EbGt=Lz%16X>;QCBqXssNAHUOtEgo(arM+9<7JCHEw`8k9 zPX_ZTFj#F2bcRu=a~rsYPs7XA7KH7C?>%h1elRC>-hUXD zIxz3>9W_;QNIP1eId$#3v$qo(U&3PO;pK)G=+RCk(J4&1(ESKex)a6B$s$D=5l+lX z+Cc6#F;xs}b64Mkw=G46s1u@0%n{HKMSlD;W?2?i*(tWL+==d2;zq@=#YVrlh$e22 zTY8Fjp-b;0Og237?OS}Aml{4MbWdVh*s6_C`8t319U2YUa7x5rN(7+rIVmjgos6=^ zkZ6pLBBrZK?*;5aLNZGUxb>b`%^N=tiQX+M7BhUZQ{~ObQQ{KG@VfLDLsbDKh)Ivk zj5&l2-XbyB{(NJ+H~9aU-**rlx-LV*o;Yggn5A+i`a`Xf#7%G~2obwY}+~ zc=!fL&X?CdTrYc4fRtchdkr~{4W5pnGeV;98B*8%p`%byVEgNH5C|55@~`Kre;R1& zcUQOtX8T48xTM`8d144%k0NVyib${DN%qhr(yosYzg)?GbDEN3ibs&wVp!_Hm#SEx zRgYxDsXs+jsqk5wA&$U`riebM1V(<`&umD-a@wTF7^J2pxqOCfv0Y=WiA>^(I+r{z zS=5Z7A+K9H(I9-b1plfuWgWL~NBbEkp=O^QZ!cR8`kd6BJ#=;o*Xv;!ZLB7e~;9 zG^9tsc7kF6?IBwYwyvZ}IOV_mAk6JU&MMK)csI|FnmSQvswCb_>Te;qxi-l#{lZcV zrWoZI>K~elgY<8q;CdjCZwYA~#o4Rw|4y%!2 z`w98P?J<^a{Ke&hP+0yK;x<^p7h)*Po&RWD*z2-0c3QU=W~l+k-S+70W*0frZ`H1g zF%=%&sMn5(#(jkSj0osPwizVT6Ae zv=&HcX?3r00L+gdp^=-qj%W0Kbyp5(p?2P{Z1&*)>T_u$lSsb2rmLs-N>%t&s^r2J z)I_YHGN4}+@Kdq1wzdl2Urd7JWAwp+9lc7{9Mks8p||mTqgqT7xDm z1W@q?5K<8rm#72^C)X6xt^!Gn z8t2%!I;SS0a=p46svC(cxB3)+nGKAYJ_g)5Yfj5(kWN{glGqovhFG+bx-7kG^PTu{ z>CUjM6E(X?l30z@lM-C)tLDaL>ODPGNXJ`i&rC2}Ye`%Xe-H(k0BI7=HfaA328cG_ zL`!Q@zZ?yC@_8*>!kjNs6GVr2_vqqEa5Z=JYu9=DtX$Zkt2O%)lq7A>X4S*i0d1Jl zOnL#q#}zVOy?njjbE(_CU`ydq$E~NFIWO}A%~ar4?9oa>OY`jo-rEMevmXB)Y(~2F zuSmwOyfOSIQbgFQAFUKn#}6n^ld-gINIYy_BoWJUYvM_R*JyeyYHQ-*EFxjCz5JH| z2@$G8VjVQS?a8z4rc-WRJs#LN<*=P$6}>xo!``+-eFV}zJy**Iw3Y)_ z@$Ola0gc*fHKeh8&0RllTnAhSAKSy-0tKmayx6ZJuwWXj_m`KKhQ5c5OHMuLWDB5a zi{f?X1rE@o5Cup)dK#HH{&jy4#SKt!#Vu2rEb;;gunq7L1pwdx6y{Eza7tEVU+=j( zJ3BtFw6Z*l9-MKW7mTQcEuugX929B#&XUb;zG70EQo3S-}q#77S3Pgyo4&)!3sP9rsmKPZ1bV>2?I@&0zw`6s$F9s3> zOxLL;X$Ug$GKb6Fw4$U~P4SbP9q8Ys6^HL^p?uu1$!~AZc&^HVu!6N45n9Dmdc@Ja z9ApM5u+7KVzg?Hi|2biWOYEGFLr6?dTs&4YhAYikGj8qf2DQ&FHNiyvLPN?rAc++G zsY6zle@>EetQH@g1YJ!%iz6ng?zYP@_lRaOQ@M#D)6UVO{nE39&g0?2ttlo^_ zNQH~*i0eq`AVAmin4Y5};v*uENb~Cg%o?M|nXjB3!_{<4eEEF8M)gPi{qEJ`^>_g! zRWi0$n|7+JLA%i=r7zisQ}D9b4HYE4+8~5&Ww_T(*gEFv3DLXhx=ksiWaamBBOjh! znflAR;Wfrc=$DebiWhNi#>+!+#qR$09vMxM)`sMY{*l@zioj9inIqdXRkq<3L1^c2 zgHPxjG(qj2-v$uiMidlLPc`&jUM7C_iB+V)K#ZGWR~n!hNb1eAT?wU+#PTcMI034N=+m zChnZ@J#02MMmN6>rML?M-n)0T>A{NswNX{u9`n-*0u8k1@dLmcU-@WyaFy5~PVpR& zqzM!i6#-V}uJ9gk3Ss@!#P$&0E=#ZjG|9)$S*Y{nU4OSLf zpeH3v5T8z@fTV0Kqh+UNN2(QM7P?2N316KYEGs{tjR$kc?vo)o=i)VAU|&yAS>gl% zC>z9%dJbYz@Ea~cPA*TX5~toUY}jZV-A_OL=;38V3GdkQs(4jbumcmiS0fRWW{i|U zJyxocAEW6I%L7fnhpAyaHtGbM20`Q0bnUzLQcy56Da15ihyZF{Ab=q{AlYp1HXwn^ zTjr#OP)hrP1WA)h%~>rxH00Y`h*_D0k~_AJn^{@#7vkP=PAzziaS7!piZpnKB-Y{( zYa5ob z`@KA$n#K!%Yt_oL5;wrrVish7vC)lDG34aXBGVYhR_Kl?7b0d)ib0=4nTvsY!ES2C zPY_YVL0axFrk+XE-H$~tI!Q}MULw2HyU9OS7E;8hTNY8otXmfIr3~B^9k~semS{4} zlQQSgG2nA5)0OVOXtUOIpRK_|HyE$Mqk!_pK?=~6C!@a*C%|Yl$?~m`w0hJbY7jMi zJE|xlWWHQ4m+o5EbyIqTcAaH`)-kzpK^0yP2`YhE_}342MAD>g3t zZv~8A>L<)7QZP?$gNNH?mJEXyGHS!L z+1}!zR@pco6cisvcgT{)hNW8H~ad&qfX=&-h+wkyk zfcvrP%6*kLb<(!aZWa?ugse_TQ%lxE$qv*@VS>C+Hk=S_M6H9m6FP;7KwWIcgLmS} z{R9Mz$Vp8ae-82NW7s<-BY98WzPxA>xZU_(8g zTlH#L^rT)xdSb%E4|}PS=P`=#*EIpFbfK3qx`aiGdUQ&9u5EnbxGb7Mb$&c!Siq zJG|C7hkA_~2jGM^AY(YCNBAagLOF&XyoIDWD9LFrN3h)Fj7*aDsnnfR)3m^hq2hWj z{fiiEFlS48iVJqqWe#}x_7QF2HI zZ+x-znk@))C2`;AdoH~c@*y3XikzUx(IvHC}z zOo{o>7MGnALxBs0hpk(Zz>dF(j4_fnHq4I00kMw$`v!<^%h@3d1Xu5t_5RcE^f53A zBe>JM^I*8d5hNUjpggESHGAf^|2W(jBG!7xq)EGQ877hQW5c4f!gfr)NX^q_WLroa zuxF$c>bY!x#bA{0Qbf?wN={X(-Dmze+uXF?{nl?TCN_PKJ}$VjWg#}Sze+k#VPNdn z&mKwjS{`u9`_+x+%6$1w*Spn?N@Eg8(9;Tj6EHg%NDv|`Hap>wl4u&qp0|t{zJv~j zA35i@d(JqZB?g-j<mL)1ghQ9@ikNeTa@C?YP}u`t&;rx-xkh2vR8}SA~e6jMkIx9~5=kln2-|CXJ zy)w(JvMkTPeH~R}ocfxbnW@N6dUSIBirbO{Fh9Vz&FHA(<7;Vf&OMsxgLKlaU15;u z3qaNMrJ}-awYsc~T1+f3@w}>ai}>l6a!v7~GUK(oJ_TJQAp%G8rktVgwLY}~PK#EG zaC5A1vl1OU@cLFi!y6y5TYnfz=d@dDNdi2{IEe$^09Va_z2w^7W&n`+z(UX_tBC98 zVLmgO^#(`{fsHus8v9Iu3FP)V`CWCC`k!4uCm!y{=l`%W1l^ed!T8~xgB+Nx;Hg(! z)**0kXejbh5}I;?uXeksz#IPO8PXST#X()?|NaQXV7#&a{)zKb0(7YT_g$r2u;iXS zl^OnjdI@zHmeF$bZsp2mUNXSk#vLRe{2;$Bsh9| z3!tN;XHU%3My*Vf-8h;8-Fa5My2A2yXG0BbZTf*5Bxl|9)vX z+W-0B@|L}~vpqfB86FIXM10(IJl9%e6Hb$)6ONPqm+g44p%ml)bL>x;nE(DKfCRFM zFF;WE=JDYkBqcUie2)+Jj!4g+V6=eeo!jEa$18JXWo4xt;fyCfG4C@AXl7=6P2_-R zN=gdQbWM6{%J4cddAKMMd*+gbNeEzJxGMa?K;;dLt4YB9zA=1_`@S~7i75gap4J^$ zEXbxAElrw}EH=FoaG~AKa>bw=xOUQb`}RpS{1vC!3jo6lx+8IJL4NW4Np>D6jdM8t z76)=Ylmj=65-2+~arTRbf%lgk_g9NgQsf_U{Zn~tXWZPI6RZP37KRImvttZ^2hPobOKLlooa!*c7z!n|5jEn>RzOPg4%%7f~W&*-)UsXU)er>J# zniKzn6;FRuuYR3HH2Ci21+t0EIMIv@43XrC1TSf90EbWi@%6y0t&NQm7(g5rVv+<3 zF$Wh{*NuIZl1Vo=HzM=6-JKl{l@e~fqImhu%}q-nD|_MnqSuV`Q*N%~)zPx;QOgF# z9LT~>*~0;ArPrR+=HX`W8UTE<(?)^8QKxx1X}~XIm-y} zV_z~*0I!oLI|q>eJfKJArmbgf4E+5`cYJPYdb$WCDCFOIcr*c;zmz{Q{Rvi(vaKyk zd;)@r?H9zPq@UmG{rdH50#HIg%=^)RMk2GwefMo85z9jc5KG)ENECf*vlpJ*3gpQD zWtsr|+u7|sGb7^|2uazaYx$EF78ZaU9j(aiLH)1MQ5|>pMzdNX5pp`DF`6O6Eh+}^ z3i;9(HOEV>u4SdAYWDV(4(*3c7HQnYg+)b7q!{I$okrk%OeWFDvd>4>uK)7`Nj>n5 zh_6~+_pkS&z6?bPm;Co|d)#O_OnkV~DKt+P&jb$-4;}@MPZC%qJf__*if!YlU+iFS zIq|!#_eS6N`1-aND`h12#`G5h)663(YE@ozCO)ae=h8!ixs$NOeL`cw$G zgDlc`wm`MX7R2t!g@AC>cBR8xzG|o6GH(2QRIEBHixeoYvVP4LWsvdoYzD_dCl3_p zY^}#w?7%~#)DNh z{y8P(mHCb%btBj#all-dJkhz;@N|_ItUDVA2VS6H*MI1d36#w;CQDQ&H`GJ;u%E-h z!SQm0!-GvtFdRDA%!voR1RFa_@uvrQvGSgQ4GGd1xDP^qVFlNM0oJyl-_1!>Zb@-5 z{a4a>nUu7&v=i5ZrB)5V*40vZ{Q2`|D`271>>l^Zs~fyd*QHWk!WG~=BZjN$S!lG~ zbZM2j6MiJitDf$g)q;nUdHM7VH9;)6sw=&#)&XSnW!2Rb9tc-629DFfs<2hhmcwAw z?(XjL$)J<)X~KASz5}mSQSB%C;25J;%na(d=~A}>T1>0_g~7& z6p|tQ{H28Nyd*%v5v;qt{ryjFYcVGVj-5s8>t^6^zO=U+fY9LVuOGOfybMh)G-~(w zS;wlET6A}Jce9^9nk`iF>zBfCmVkzqmR8$MLZvum-rb#F>#~Cg81R1}@5%nf6)^s| z2xc?0vnS*t!u4}Khrk*3VT#@5F=-St;zaMv8V62;^&9C=9^0p>saYsT3yTCiRmOg& z;k3KcI>uVg&b8D@QIh!|f!TBa^8+||#6(3STk`V6 z$E`Gz8-Tsv!5-p#lqAsa&TT^g~onOit3t10~|*o;5Wan=;nH zw-Dm#TJr%2P(~NXR*|3R4o7YDy*@I%yt_LeeKJl!(g+f8cVo%}_f0n?=ioVN5zrMlx4qFHuc4q2Q-~_@H*i>jx8Dj}V*#<>wEMKnq%vP$8o1)E zYw*)rgF@)(W_~^uNMx&?vJ4Sc>efmE1G&&-p9$2yr^d#d<~K0V(0WUp4Tt->$lxB> zTAriB>5Pw$=NmY*N~?<9H>`MVpodH5+x}ZQn6KZ^AO};}9mrG<=ZF{pTHzT$7fCA* zxbSA4@OORYaU^^y_xJZrwpX|J|3Itp`u>`eZt~Q^0(0|XC4f%u2P2Y?jTgvPd&Plf zEoS2QJz#u4(b~_|Nc8pf^;|KrvQ7c%q3OxVf`^9yf6$!WWQ!0)g8sA!*THz7WdO-kVp}U92yHg^d(GC+P zSG}X}wrvDy|HIWTWAa2<_B6#@|EmnzFHKF_U{#;_bpHDBW6V5J#G}uA$?tqvzu6%> z$L~xYETf|0;yut72ediBMHcvVA|f}xLwx|$!yQhm#@lN>sik;=N)5=drU**WW>;r36No6V9>-r3oF3DJR5<5fh|LX2S52Hsh|OV zdu}f%u7n8w^FTBR27gDg`TWHm1_lKS`U`e!(d!=kkkdg#%|X%H$iZ3H&Je~@*TKfZ z+QGt9?~Rk8oxQ2G6$?ERJrnI469)$yZU%<``#Qa~oiPKZ5iULq%o`YS;ZI5~KMoe1 zHRCt$+D?Xb{SMHWUo61A>ME{h5lePAHmsqQY&BCiRgbL7%*o}Fv+ujr+Rm-qD<4$@yAxO`2>^nTMC@9@LI)x{6{_Wgwgp&Y7EUra$nGJni0O$Re> z81M)1H;>`S(UalaE*?|9Kzl8>FiLe460u&>KuiFI=f8?>7dMVF|s2hYzju>p&u#e+3ggv=>zvS zXXf0fWd0*bV4Wx4l8}(#5fbVf83pF#yeH;%_ zl4-S@lD0FvTXH*ovj+qOuo3&t@j#k{jEr(`ne@9+8yxooi;FF#gDC#4>fX{Kk^N4D z-jl-X*RN5DIKNxY*OZ%%Q_ySH!F<%#CK=C_?id_ILqI?Pk0B)^gAP+rP;d@eCgtJb zDJm-3S#A|zVq$_BNast<7K=KaGcVOOGy7{^+MH{(zw*cL`uh5-p-a=2Jy~W@qs!DJc`^G;;ZMG&KjZM8b|wPush@ z19dwBqhn$e*5(}dr&hPNM6Zq(B`w$2qXfG9`jCu`ji*X=bk-JR1s;U^6X=*YIC>^0 zmw9v)Y8jOR~YuY-0tQ{TIOlgS`8$#1fdgie+3Wt4HoXRjEvFw z&S+9S4)8c%#t5iRtkzu(D(;y(Go7wqrORTow`9nN7n!u?g0<;(e%n@cS(FCSW5 zTwGzj%r7F3W7rw|@~`g;l(?*{x9=$_#kkzgO$uyvTD`Pj<6gcKrAkgt{tLDTM?*v7 zqS*tiZfI+3D;6H6VnIUX!B6+S+GPWo_vzv9BeLYyrBjd0)au&UF+OyD<5jDmsRZS?c+I?T!c(VvjT24o82zr9`3FRGcfR( zg}>CWSt$KKw~hA zuD~+!_VzaXL1G0LX?*S~RBcw*aAW_NykDz#dejexR z`|P4xwN#s~@^L%eT_%}HKk(Mo#ld<-9cwL+kyi zCnS#*n^H!pJBn0i>t@;eNz2yGP5~^-WY1i!b*aq9r~OvQ;6`6;yz`Q)7zmzvn^j*u zQ_}(vdkJoqAZp@YpuEn{XuX)ykXUZ#-o!kVED50yHnU$B9=N}MIFg%#f zch`b+-kJk)=UYrdLT<}t{dT${xQ^9wOL0<3`bZC~+W92!dh6Lwos#qglCXGA3 z&TH(K_}_(k`+i3q!Qhm4LY)4Xo!#AfmX^|bdT(cEXRE9h2|$?9($VeC*D{2JguoaW z8=s9yGOQjQMb_7IX*D>I(a{xmW^_od@9gA1&USYC4-81bB+!2G&7!KZoKK*TPFY}a zSZmeP(wY=#Y;45F#YOn2q=Ylfdlt^UB^p7HSysz17anZU#iCXOMMgSC@RP zm6j5|W;EjzF}Ik&&{2OClno2?0Vv!sWC3BX>MpT<78a&7&h3 z3kzD9Y|)6dMo0_Xn>TO1ft(<~#*S5(uPQJ9Br7ZXaDQa{o{1^Cy}ca^GWxJI3<{Ca z(2tPBMBJ^dEf7L5`OB5^*`hD;@IHeU=i}p3Wi~0{iIL)!a5O#Tw-y;1`j(37^I`&M z&KflqtDt!pE~R3wtwI4&^}_CWUPwelj$)q7%-o!wg~dQu7%oWvcXV_S=jRTN6;&3q z%=dcYW z*J6bs3TRC2U^BrNCO(P4JcENPuc^reJ?kohiJiShxbZ3S>=Q(~(dm$pk#S{bH2eAU z=O#Zk61!$+lk@ZQv3jf)>N33!-LH)jEy&d$alUBFf2g2l&&#~$X~aAQ_NgXbMP_%dj#2*+m$G#X6F%+BrzV`%A}C{Pst{2AuxT;}O^ zzZAy6z~HNeML5`r4<9}Zq;ixBr=g>xYc@I+FEAaF(_f z20Qu^6H{)@1GLW3(b3hz+T|8XrbCc@A>u(fvsI?p;7J>;W59#Dg9@eA;=u**)pK}w zyS<45ET$z$Gb|p56;WyPC4rlp+f~}Pyb!O4Ticsc!)MQ)QPI*G%-2|g783IKa0mA@ zFRusm)FggSZt!5|dy|su><*5O_`EKRptro|;YkJEoZWg!)95BV92FG}t-QRP4Ez+7 zt?hJX5dC^Lr<>5&LM7%_^3?p_l7rg5eY)B2aW=?-gM%X{C)Wm|6$uS(a_8cupppQ9 z`}v0OsCeI!lkvgscwDarHGxX^UWG@k$%ScYX{pM58r|OB-tF>0+{J|x#=7N(f{Tj_ z#Q9i>7SHYFp+?pbXeNGXJkFpWcEx>AB*E(k-*9qu)iW^x#W$xn+ZpS-yI+iM06JMa zJd}?*PA@AJpWm9gj)-q@a_s?ygyaU$-@ImZ7+!O-v0i= zUP*HQd{OGnWp4}|!Qdb{0|WB(^mMRQN}RBTW~m(3AQRY#c$}m>X(=cIGlhce);dE7 z!VgHHyD&e0Hm&2my1uSBzN+*WToH673V=6%@5-^B=6BQiQ;E9)K9?0!QCaz=-tIlX zQq;B!U0s`*;_0v|#p)v9y(E1bT(q>|AjUGOkn?2H^cEW&dCvw|*odd#_kR3r* z5B|Os3>NDwZGHR;ApGuZrEvg7uQDzM1_qAEsEc1>kcg-#JV0RN^z`TeYb|-*S;C_c zD2?m#jbszlVy-Ec9-=B7%io*FX*QI_#K>^Rg!othTD_5YzMjY9VBSOZ-m7J7>$IHiO&iz9y6m|9A z?dN}6SkSbvumEd@|1n2FS6~0^^VQGk|K~zG^3v%Lw~6)A5C3Jryn27F2vqz9|T z%=i3!Dhin&pFwkXa&iJC4VHtW7V9F7%RVp!n-X9zL9l~nJ0)hMyZ<5M`S4)vJf0q| ze(<>`w6%To_49*GVl~C0Q7Kvh?1fgVAx>4>^~JYoZFgwS*aFln8bvY)^7yFW3_uWl zP*i?!+GeRka%y5pfDVxVJf{v%i8?v>oxjUZ{hmlBlaV(7e!}80eub&8uLl(82ME&N z{hOPcur_O*NFe|ICEL^8@{`0wVtTrax;g>K6XnF&T5BE01&LxxsHmXSzBHWpQ=wqz zX)8PhT?FyuyCTkJx_(zz7eK{WSXifR`%iZwTJktIr`kgQqDe{4R{rJmFg&*7kww81 zBQjZMtK;582%q~U*lbB7BMO0sb8HF<3KuuG3jH2*&`0mDmc8LdGKCOotQL{mK)xU0 zuUnX!h6Dt>0JTFg@#UltbYt>=cINNnY;4A)#`hg|`lq0afx9su&qaenK>sBY_8OIh z7f(PyfR>ha25cBe=xp#qR?{*6#YShiGLIWOc8i&h0M_3CPI-NQHVi4S2l%DwcCWC? zdRd!~Ral8H{_P^gWc%>2EZ>)ph$k-B=F3q;OLg$yV66wUTD*G*B0*bB6BH6Moyd>t#KR-h-`|qa_2P%AEz#*(m}&`phYenv{DlD2BkDKw_gFIg zXrQrn4Rv70N1`J!N6P_f`r=<+3c1dHAr}>sul=MCbB=~uUa(J1V~a@kJFTGL!}f4S z&-65|j*bpsa3|;Iozv5a>3r@}4lYr2|LOukXe$wXsIR@B_ms3_{`TO-cNXZih}=P_udBKREMAfu~I;z*bv_46VkysTvZ zEjCg>e$KDFI;Uu8-i>^;n0fyV3mXwqadp0yV6h866~*^&rQmE=6B%nO861C9`sHza zDfnQJn>+E*094E0VgL5ZP5~!ira!Ze-AZN8HOS4G0*gYkHMAh!(J_$1KR<_=g+-DV zz)k(Z=L-FwF+euPjURSu806$Gu=pI)yGObGROsUb_uw)B#3g^sO&mfJWSimV?Tx76 z(q(qPY1ToHS!4Q_$8m}lGa}F*+d9%zhWq8=)*5`^0iP`T?=wsK9J!GG5U4dVo_P#NhQuqHtH^GwHc z_w@gRkx)oUNrA#4VrE8dV_fq9%GUAaWv=Vl);*BS_RQHW=lr9hF!=fTE#|5U<{(0d z@(*haK|Wb=T+j!*NLXSH7Xq80T21Yf&Zzqg@I}cG{jk?`Sz=Kn!otEM*C~UM zwRqkI2M51-`_`AueCqhLp8?Jp>j-?!OB|fe0>!)}4(oL8-PeM=EqWb7^1C}L8;dI~ zo2b%zUw3!NL3ztk-`U$++uxT24cKHf>qUmgDH14cFi_nG1qH>!({nP)4*_G!rZXx? zy&ByikzOk}Je=0n0t&3bd%m5l_ly^7aJ**F9ynTT#0Qv?IzAL=F3|}Iq8=W+P`Ckz zv6{y6mvtyZz6W<0PQ+D_0ucp;M6ZKE53(B25O=Xz}NdTttS$M z!_h2dWe}?_Y6q!E9K+_dGCfAe8*d}%3sg%W}c9e#io9J8TTo;z;mBdO1ygKx?DDxD^7Np=9PtpJ)R;E;W}(y4f?Cf{$badkZY z1iyTTh>Q$q<})B%0xhEh=&af4oORw$Ua#pj)naSk_~+}D>n4_!Ik!#B289Vm}@85RLJG4 zi8j_t3fcQayar-|WWpB`Qc?zh8Z}+cnH!=ryqc3Q#M*(h+?7nM10LD1og|U7*3ZyN zTYV35Fd5(h6@6?$-XCMui{w0f#S0xAM-`>pgPT7E`UVF&dnc+wv#>#Y0f-9PkAj@s zxAb%pfE6~2YnK!Re zAVw-(SsJ*4%>fuzFEljtFYh$Sg0b=OLZ*~CXtNeB&c(sSw%y}Iik=n^38Q$=9yoE$ z85)K>X-Kqp^L2kMSH2njNj>CWV|QtS_O<-Ux5H_M!+BwHyE|WZSNt8dRGZXmyBbPp zrX01(oSeEwI)&HWA_fPTYAY!}sjPvP))NWz@L+X1(66ZD(MwD2(1l{T)r;r zBkR=9pDG1aJb!WRZF{-n)ri|Esx!Nicq6{7wo}5?KA4Kg+e3#V6Y5=EA`4Aek(IK3 z)CEsR!h-nSpzuZELd$ryii8E~4Hp;Z4Qo-%ErepkHnHRPFE8*q+kc+)73oX#Z;G!j zKBgvV$kpoVKk}DFWwrZKn}Vv=2mtt4mFYNE&wue|GN@)e&PUJRyni16kj`(8KDoVT zbrGZ+&OeH&)*>GXBa%rZCMW;nb)e3;+-xQSP~8*wZ&5!m@Puv5n7mD^NN#+(K}dMw zIkDcV$p|ZnG(swq$jMq{>9{$GjY1S~4HqSDRADtB>lCs$Dd_UgF>!7Y650l25RJ4#|XKm~S95EcKBO22PTieI0q2XKZ z+oD_dSA~z-B38Qeq>hh>p2VIJbEj70=!Cc&GKX_A9hYhHyS+PHWd2V1O26+&059Ze zbcPtsRhfcfqH1gs#rALKWE@0U3oq%~v6D_Gh|3(a12F_)xs1vsZV#W%qLB{jE#uj`eezP^x|nOO+5w*l1pj8U%> z5h&8atzHkD9@mUUMn-HexAestJ^>K+_onkK{Kgfv8|g(7=L{dCYs-Fp?l9B5H@lc# zGSNq{EF$;D;6GeWi^b9xVwdZa*+(lME1 z*&~*O&+T}CW%zqWhK^z;zskRmC1_o|jtFU$=~SD>tCf=EC9EFVxqXQyR`zrKnXeW6 z$?2cOzJX!dt7`6shALuKe~sz4!Q9R&Cjlsi1fl0AWKiL-2n_D`d7s`-Ff#WJ zAh6&b6*q0}9{ng5NGI>>boI}w(<)F$zX?r$HsQ^Ng6?UWu}2hCOinm+MW7jwTy{nag0NhY1@KhFX+j&Rz$neV3hLl z7EM^kA9Aw`vn4%*@oob}XX+Z1>zYeSv~DW46Qyn}ksqGjjrKR=!ZpK>b(ar%PKQ}d zWn)k}TT+@#J82TI(Nz+CoH(TNUGsC9+Wr!eI1EM0j?jJJt*}G3=frgU))xFx5KE9s zAr!`j(e`J7rDFPtYhZ4Tw5i_sa~3~uqx2pz|MeX$(liN*oWmb;Czh?&NQh`F)4e)3 zCwozxQ?|dnn;%j0Ilj3iTpZPlE{_CHJ;2*q>>F8WN3@Oh=S?(JB3HO)_po2 z{K|iDpV{5NjRZ&o0hH8|aOr-~J!oo*%_x1468!{!v~?t9!5wW>GiYKqkHdrA$XrU- z+y97y$fg(${k=Uzq{d-zO<7Y0>~LUklY}Dm|E`-}V7k)hPt2C2Sq_6m#Cn_#ykr7M5jx zXrorQwY=<1aE`O)gEQy~fz~jbuI3y*j~p8M8r^L8J&~|HYGZ~-WJqL9o*S0Pp(qpf zDyXFY^8y&E^KoH%3cUj%P6_H{{u$Zx!?_`6(&mnO3>BvHGL)Of$F;oS#1YP=l=oT* zHuNV%!%w%oAL>8EM>4Un1+9VKVcUPPQ?s2m{Mv6rXU%V%027YWcr;{HH zFW=~`Av)0~b(9yU*1J9MhByUWN04;oV4OlB4ga8650%U%zd?83}6Iy2B|)Ib?FG>J=FZhr^9^K9zH zL`b;b~?(`Xu3$j@k6MfrZ8Sf1dVD`Zr}u|pt?3e#?uAY7W~%0Wkv+( z8;3v1HjE6u>O#K7I(s@TEe+S~!+KnH8ap`d!?r0Z=AIo6a9o4Nf_FA*Ty#{OGL7Ec zUFW&3Ht$XcLK?%Q*#UGs7(@ZDxXar++ zg4LA8+kHqVrY4~luolut6dGAV(#OQ{x#49&ga(cvFFDYzfvyZ7Iy{V!kPrcDeuJ)g zb@Vwjan+5nhwMOvK(1T;(q%TiwHAq=4vIFB{5OGGo;2r1y?e9k;dn$ti$;e(?t%&f zs^9=WJ0U3zY3_}5&W1euH#Rm_ z0BrZ-H=m*n#2_646KOCx$OH5X%Fm)f4b@dPgE z%fONrekYQ2^#WN%K!=>?o1qI%%io+tTKf38Tw$OnyRw(QcWa%VRR5Q;(q1*)-DRF` zPsx4#g9gBWUE}SsgPt7v`W79M2-<5`JInpVJ&O!j=yWM7Gj%T$A9)2;yj}-%1%SbL zy!$IbrKmVtM)}YBUv9 zS4XYCYqvc<7ga6YVkaLRAJw-_>}s;xd9`$R#uq6}x@vGQzGVHxubrT6sGSG&FTPzz ztn8Arv(qU2${qV37HKo*8x-1H*T~jHUVa$dUTq&seK5jT=W;5ksPQhQ4fb{?GS}${ zZ;OuvLq+(hm3H=bvP%o2qH-__-AdXg+LTfmd@!SO5H4`0{ehG`TJ(hlu!XR^JW4_i ztD@cSB!o}_!iCDRp$h4p);m#FqRjZ)P-K)k#|LDYi$d@FGjIGIg0lONP1YLI0iS%h zb0^4PB|pZ}jL33tu#a`Cki0IeJHOUv-A}MnqEjG7(FMc=j7U=lx585Uo3!O|yjm_< z5M<$F^wNj(jr8&6AciCIOht7xr8h0zzqVrWK&-*-p{;0+aV4aE$sN?d6;$#ABgjZ1 zt}HJSEG*wf_bv*eurYBUOk}BV1O~|ei1llU#ddRY%6I5r66GP|@!?awVw^E%1mCZ2 zDnNEhAoAh`8}nm5E5$8E(Ls4k8;uWYu|U;=`4xZ<29c=F>%6fGF9KHeGV_{RDANBTo_4ag3 zO5$IlCoUKZq{VhzG98%Xggf$>Fs~fjGxWV%0;iq!76t(_{FkNMUwsyUfc_H)=X;GkrAh{^p4c_ITm4o0kxxWckFJ5s zFx%dq(Z{FeK_KaMd!DGGKN9W{Ft@IIfO^ z3lA$BS4>VA8WO){ZVW?W0j5WK%KGW#D!gR;UmM9Hgg=%n!bzs18dlK*K?}rAhbNH z_b+NM_RC3FZd>#{l)1T+uJ%M0zgd4)-DI|wWODSzm{#ZgVp{Nva=|S>(Aq?(dCC&D zj)2HvxV}81r=t1E$;;zb?AGm4x%JUDQONev)MfZ?v`injLP0SYt=UCZtMt0XH>e%~ zLh79{a6dp@hYhs2Dku#eArO)OtX&(qlSq*bIS2;=_{52|#?ij_cx!vOt=vKr>`A4u z{aJRD95MCiV788nw5_1>wqUvf%`Gs{ zpZIA#-5x+K+MTLz8nd<68v~Scjj-T*g`pbYNa)%RqP1LU%GLFpq>G~nv9{N!ntKU% zZX)tCHo9<;L;S4sO~i$^`r?cCXdK!e(ZKK~(e)Y>`^XY{^mN10%KQA&%QMPH3C`q# z4;ZwBxVFZLta;uM_AQdjy@;h#kHXK1^YY^u=%9;Va>D7Px%4Nb4m%!069|2}PzXyc z{ehn1HeR*v;cR$DI!$6xR^U@lr*JlRWEaW0#M~MHErXVjj6x}PS|J@oi$lwfFU#OpH zVJ%oNCwQ6%r3DJ{OO16dnEH(o)@xj`yXv`w(MdmTjp`FjYkW`bAEZenZCoXEo^5E* zx7wE5VvO_-1N44r9EA_gPhr@-#w5b097&flGQn->^KkGD@wPq9-Rpi|h(%cz6*6uN zeHn;oH^{-@*#(hyn(;D`zV(B~gg+Zr^qE+VHE zgNg!55=)bX6PNvJ6@i+;YFKon<$j#Tq8&2~NLf9*w13 z=e+VP3QTBCvk&she8Z3k$f*idO;DOdPW$|DMk~hAI{^*^xa_f7J_c&qm90rc4|f4& zBP}<0c$Zq!o_Iw{Dvwp=^K;1J>B96| z`nDf8cO=_7!1Ev+bpGv?pt+*)r%DBO4}jm;h((K`Gm2njMP!taR4x=^Z0sLf-g24g z#@_~UIrM*9t8Y0?-9|>%dEcQq&ed*jHA13~ca5n+Putv3&d#`+DKV!h1`FoPYy=sMfg%mayOy5WiDV3JkGAMl zF|{R6E>FHYy)0`%;se4Na;!lDcCb-f>bRL!3h`tf%0p?vWJ zEqxP2Wgo4WkQrxnHRbDP;T}r#(ftnM5m;)Nk?Gd?$Y!4g&`s$3d~oB>`@Hb!m;U|6F=9T z#=7sk%wt-Z+CTl*{4juRq=bG##X1KJ=~dH7kkC(XPHIbE@N*`QJOmy z)=G1gl6`;7lvpyN$$tab?$EQdkW?mYEgDIpW%t_l3y`PfXQwi5jaS`$69t;npfOqK zr1*O+HgpcBh-~!A*OlBL!%fG`d+BhyC58VIc56A72nb5xm1w%ZN8)qxuj|j8u$=M7 zo{pKlHYSJjOxs;vNWSjZ#UN_2Rqa66;`H88Ey+O3^=g!f50%VOU@Gn44Lro}J{QQX z)Nex{Kpmh~&cnobC+!y6l`Y#1N)>BDmEH^2moGUP)a1+{)~<)4Ga`Tp>k~#zUaN;a z%C6RU5eIzuARLJ&ewoa&XWu0v0+rr?0_SpjtIXLV79tilwX?H#((~sX>eC*1_7wby zhT1d57M^~L9{QN*9{@kNPkYlxNUrB5si`G26iA4u;i;F^_3K#~EgBr1)H9O+*4P^h zxMODYLF-UVlNDcrP|(-8>NOe-oY%OgmOHiax0Nm8sq8KuxZfhnndGy3Fj+RyPD`}j z0q{R&)je)?e5^itR|MPz`jz5L&hO4QkgUj!nXJEJ%M2fhn>*8}SP4A;X3tg2JUu#^ z^XYC#lgB<3tfhL$D9G~<#kpkyW&%9)kP(SA!QhyqNS~HF;Iwg-4mzKSd4Buk2@Ipq z@hcGGne8?{1AAk=*8}(C<0EihGJ0IwoSvP*0;dJk&gjM9i$4Cei)PLqQ;{mhFsYO7-Cm&qF;Dm8BOGUq+l#5lA(y-A zLZw9v9^e{Yw|gt3lJRw*;Z4cpNm~VDTHEMSIAp~~nHX+L)@t?I=tdep3J`I+}zFvP%Sgh-#kZ#%&c)>fCn3wkC(T%uaAtJT=*f0 z*-!#a?CLt^IYDqlgdv#4KSw~YUu}N@wD6e*M;aERfv>=61SVBbPc`sy!>H9-5d*Ia z)K?AWQq0*gAwXXa_0Q?23U2TjZx7f>Nf5xN8QhXgwPmxd$svwaLqXzP|X9C*5cbxz6N#CH8yQG>+Qz&5#^1yxK>c6H~4M?}iWk zPtL|~jU0MSFW8JkZ?6e*V-2@@Hz1E&Cc=94bIeS&E3;pm6DaNb?@SJy@~+i z1X&uqK5^c+r8?M>-7D_^W!q?7Uq%@6)gf3BaHUNEmZ>Qs))88U7{nyy!E@Uwr_Sd ziBu@yntS`2-h|ATu)Wg;NZSeC>6(U z@%%%IOM^{e#Vc)NAW^Spdw#0hHjzv&sOtie0?U+PY9hkdl2&1} z`~VHa!S=+a6LH^u>W^Kv?i!ei6iv&3X)8;oq|fjS?HNkLW3!ZKk9n_oIG$LQ#v@<# z9noz5;uo#a0k7C}6vo+MAJr{~v(YkP8j@=%$8yWc@Hs!)?s(@*v9O9|I0gZ4Ih>LQ zM`JuO&CWD5r62nool_Ivzv157GIHp(2afv-=f%^|4<~q?r=N4nZx2;G6>h4F+t5YO zLNynt90y6ijeOL8;Br{U#P&*VYa@ln!X$VTQU&yn_eiWZ$19(JDXF}&QbS}bpS%t9|4lXFkIup25HUFCK(AkUdHR-~5GzeEcYe#snY6O<^?EkvoF06LkyKPI3lGW z-D8<_CL0Ekkuo=`SmpLtoeM+hG=C^zgHbTL#{M8-hw=2I&7~5)JkAnOaXiPbr4L3a z-`)IOyNlht!)bw<_;?*5Q0tj}Bc1RmM`3iL<^!bGJ7YQUvD-HirHr-8V6`Bi=+V7; zYVM^Vq9rJkHum=Gz|0Ly&S1(3ibNJLHSwNwVjnEjV}Ap7ZKz!d1~_JWLAJrn)Z0@6 z(@yCtNyCsH9eE=Pj%|iFcGrlZ3JUp+_x749ULlW9-mXPO;rFP|-aXr0pGD~5j#Mu= zEBV=GIZS_DbNVyd;0TTa9iayTM+BV*&3blQtc$ZljpmQ&ariCC{|KQ-^Q~7)cA`RnP#tIQ{sn{N&!xf8Jut4 zV<~AycujGuUNGN3oKe|&u)2_`(RsYybm|v%!iV1?DqlNnq_{0o%0Wm-N)iRkJ z*nR!AeuJEx)A`#;z=wrZWi#6Ed6Cb~o}Qw`bU*QT1q85qW~l}^F)I})4IDBiRyDB# zIRsPko#d^{`Dh&pnHijxmR1VeoiW`5sn@j+IA;V*io)Ok1ZcOJ-cOIf3|9r8?Qx$U z7qkjVto{Z{%YTiBIlw@(gG(80e@SaaIHkYPR6jLOMN7ZY*G382sG(=Z#atnWK*k~I zz}v$qX>HANbWgM%6Ws01mk;e>8=7_Bwj&Sm+}zFSYASwh<1pUt#|kg}HR$kXcQ~$@ zG-a~Wo{L-87Ev#21;w7aQNYm?3qXMtaJ`8(++Th6auy|y{t zSN?&zAgXYVmhN##hZ-Kv)_?(~t||^XfBbbQ7&mJ_SnM?VbhAgW{T2$I8=9HH1D3H1 z2|Ym`z`C;%XomV$r`iMXrb?qGcSe=R0<)+rTI%pI>@k4wG^(B!#8J9wH@l|LBT&f=t{a$WuhBDVBXuuuyzxX$Aud^l$fo4A`ItVTx*+{m>~do zRb*@}26w}ij`@7gpKv;cTb5HRtOo^m&0@&Yd%+xq_+(zVoxR=hyPWBAd;9I)Ek_Ga zXKugT*06wPKhY~)U6Vh1>4o@>*0cdc(d1wub`G%vKD2fsS~lq@l=n&;_mq2n5GzSt;^v2d}1!WswA z;4f=mu2;$JlpX3LwFOR;@{fsm*5>CC;kK4zS(=-K+$m>=D31o4xJ-73;%j4e)Wkq4 z%TjLrgqnWCUmJ@xdpe|~C&*x;86`xFpmL=y4W#;Ca6t1*F#Hry*FQ6(*6euI8oLcF zJ!4I-_TaqRE;v*e8L527lUEbXG%_jNjTI6kzjU#$Ny>>>NqMK>+!sS_n*Fox+n+{+ zY=r_uBD`QQ;fOsS(HFaR?NZpQg-AVp7^h)vsbQ6nf61Zk;`5`D%*A3kQ2qgwq1vDM zNr|m|9e+liC!m@RF$$;_Pu#u1{~!*AGd~MeANxYK^~Ug;*%8eZ;XpKcFSF&bMPuQ1 zU`TGorrU&(47W<1k)+5X^JciDZ(j*Sr6v;+-deQ{tUSh&1mv4Vwd3u8!$9L;%zg=3 zE#tOQV3G)TSt|Bhe=?T!}~r9l|HWj78#FPS|gsKji8dEb4-DT^i{ z$9kXY@|gN5>d&#soTDDnY<(k%gH**2Lw|oeqy>m{HPy5E`(+{xkWT!Xi!p{_G1rKQ zG5)qipJ3tELMM*z8h(3AUhw5cJ)~=HHb5RF0SxKz5vGb(MsAgXG8^m3)4X7A%Ta0G zZM?|8ZZ@Z!OOh-hZyT+mhrMR2((2_21_xc>2!%O!Tu5}( zRNy7!wxvolX9`0)VfWTk^UzTa>FHhVKGN(H3$U2dRY#&b@*IP)C1NOs-sUn*HC7^K zRAXN(M2(7GqO6KG=Q;M&yd~A19uv1jqt*sb~J+-2wzy!!0 zp2882*PKMuv8qw@qIL4bIt-Ac=<6Fhskv)iHj5Fw7z<-0EAIwUQEqS|ERcdRP` zLpcoZuF6hJjXNqb>0BNfE2ZX7IQqq^CQQUSD*z8a?Yzb{9W5j+IAQv=*d*@Oo+c)t zi8?Lh`+=J3W6qfF$oZ^Gb&K=RPfesw0c<_ha$~CIRN-NHN41i_E!I{Bi&8CGs*>~e_(ZT%DdK(wtaG&wCt&wjVH4>>_VMmI-u3D4%-J3* z_914uW&af&>l)vq@e01mhJu|gNaU{Frkq)KD;C2G?Qj2FJ^j>>BZR922RAl4rZZjk zb;Z@$dsJ`lmyz21S8?t=PsH>TItEkaUk-L!;V2a;i@PZNF)`i($49>5X^9S{>w_CD zJX&YxaOvN)SgwB=|iY_k0 zQVDQkA*ch(#q35t7s4BqmP`iAa9ep&UlV0<>M<>;wZ}BK95LCdV<;)76c6>@{8^Yv z&wIKeq1Z||Q0I+0_t&_JV;N&vi?zy-Q_}35Z*7(SB>ySC2i&0ZzjM?;C9Qq!5e(Yd z<#?|07r@yw59%9&z{q^vVo!7T_N~y+%2+-UeMG7mS;OggW%(c1leeeYS)YO1TcQ6) zh=guuN-S^f2`kqN5f7%{?**FXqS3XLmnF4{!5QZ>c=k+pA@`++)o0)_e&;N5C#ayN zb0ucAKYNBd_`Wu-cv#c!e_j9q#m3Y|7BKGswi9F1G7Cjo|9pNRXUm5f5OIE-%JA0X zFqDXwCQ`x)Ff>lkwK5q(8Pv&l@B}J3`BHFavnvgqa9%z4;k-V-4NTwuRIKyi5Cw3d zBHuAA8T9^M=WX13u8PHc^HmNTUFuNcX=_Ni0!dPOY zTwNWr$s7^boJ#lEXUHf=hlWSHOR-=ifra_HjbYlmAfe9xx>n4SZAFalG36~ZKs(cj z5pZ>9e!{9`i>iF#>CuZi@jh5I{)(+M-FD(FI^OJTy8BCxsu8gwFRuBD#P=sNj<7J8 z<2{$ZjA_nPyVR}_^Qqvd%5jGzQ$P^>RY@^@D5TYoAhA__^$2G3v8ndMe5Cg2QNKO> z1G07wQC?09!P=B6H20P-C9LD>ykTRfa65Ij;3kzh(|IzOnUn1NwRvheANu1u3+Z9` z>LVFLvw(s$+GY`+9Ev&i3qKVtatS!x;wJRk(0C*wrj%X{4$eB4AxZDqsA8@Jv&+dO z4q;V3?QaZ}q=)SjMc(T%+CQ-A3v>@lo0u4Y%d*O!qK zkXZ<62FG^-#>!Et2FTvfc8`Fu=l(?!UehhL-KUY~;QTN+o-Y2Gs=ijA03Ux9*m?I^ zC5YrdqO|k;d_xiVYuUSpmk~2oy}GJqC=!9k<@@b79fAj6pQ4?Bc=epO_j9inXjI2{ z0zO!;wGFCuTcN+F9QHFDS_*fs%Q!_5B?E<2oWEgf-()DJg$=*#^qHTk*2dK%tXe8{ zRg2Z3%%Zq#@Vdvb5$yr7c3s~{-$ckRTHe`cW>k`!6}7|%2r zuEX}?EcZ))XSMqx9Z)Ct{`@)cwb%+8%KPo9tX@|;@_E2Nn6YA9!Evf3I$ERc*9xJ_ zOiG2b)Vn=~A0e!K5&p|wvv;FJ(_>RTkndHzWtgxKU0)n)~Q4w>gL ziG=_`Wcx)|ePc?+?UWgoJ=RV2Nh!hnjk^l@?(c8u-si9($*#1dn8yx8X_YV7A8uos zjObL-xOFwFf6JVXArw>d=v!O$2AK=)R2{SS-y&eH=w?r{8QO7K_IUK&if7oGjT7+x zZgDAdaEV{V!Fg@Nyhl!BRrFKt;rz7-0ye_E!_wPB?E;Xy7NskwwsG5ag z=@4_0z-ArgWqjx1{Cc$-G^Zg}OtGVliT0QEXNnM8L>F4C(~HImlB6%@wT$k`Vo1qF zoDWG>Y+40-mrsWTP8pGJJ)dCpTJA`Oi#4jIWVNxLyUbwnR*-<~_;m%@zRA&0o>Qi~ zooQEPVrBYM>%>QYFeCBFiXQ&S{#u+mn)!D(mFOg%NF;MmW1n+>5SOy}F6a7|Zt?W6oFR9}wG9UkcDY&%}|OFOOXyy1q;$8CzqXY;1CTdCK!!9b`wg4X)>gLBB|zeW;b-l$cq znVt0u<1}5_kVRKR*azl>zywws%a3r=@G!qNa(NkYhr52PyKLBcHJ{U%YZP}4Psy&= zgFEC77V`I%lXy?B7065mn^#I<=IPsYLfKPbq=QEIZm?S2U#mHM;p3-ds zl<&*#UZ*?dqW-=*9lyW|d7fw8@<~hW^Fq~bS4svrA^V*vPmGPt!LZn@f6$TC>m*m!`ZzP8N4PUeRtCdp6HfpkPY_3YRu8IT~kSV(Un8;?_;S%?~ zi^K9k+m$J_eGskjC24fIw?Hzb>}wrgxBo-cS4L&kMOzynDInb--QA5M-QC?O-5^LR z-QC^YA)V4GB|M~bH+-A--uvVG<$&SfoU>!qoNF#=ns}xT6KGSX;?d+_2}CW&P_KMR zTC3)`Ytp+_f^a?kb=&o^GSS+Q;V{Fq#P+SfB0L#~ zB^ED~v#utH7?wPdDhoOrT>%Rd^?I6ZlVNNDiLmVQa_W4#8QoI?a)@UzU!iYl5}uyA z{p0M}fuALuJ~4x-C{zCRO(REE zlepnFkc}VN#l@m`S$d+t1k^t%Z$w3MJTIcTr@#~X>*;la8y zuX%ko2;y?P3KJnQ5KW|kYSKDiOeoccmz&hKE=EsuzzFFmO@D)%A$yRtXijm;ed^_X zXEljT58LgS^9?gV@sp0c&_?$cY_-Y=_fplqnr(0&s+nuDYjjM&h4p-hS`ND~B+zRl zWlND-rw+5zAVeVj&gs)JGl7!0H!a`a_kq(W2$O}bISkR5?vUtPZT^Rzxd4>txbo_S zu?`IJA0D4jPc>q%a=o_y;1@G}nH&lRzrpC&t3 zi_Syg+ISyhhuJW%-Jcyz4rP(uDOlx(>bx6^wfkdi+1H-V5Fs=wRgWj1r~DhDL1Q)U zXw_ydvr3hrK7AYwJ21<{^kS@#Lv61|p>m3=C!O%#d(L*+i-JH;gcqBTeVVPQBZU$W zBmCc)FPgQCQ7sc$hlE>vf7e%IDy|Ki44tgG>)R3bJ(!asLG}6ZFNq>%33mM{JRFX@ z*L(-6qQ#`H+k!VAYLCNK$nCZk{ItmU!J7M0YIUBT3`tBaPV*Bgbl?{vyPX5bPZ1LG zyABs5Q~}ax@tcmLYpzrt)}wLzyiLmrj4$9VB>sB~<4k_3)pXtkB;349DWwc5c3$`}7o6=}V>`{4MDM5B@& z#PZ;ZVMEK(d}KT}kY+ZuCs8!>ryh^@5Lv4L`^`%4}eI&(I=?FCz zBlq?yyfiTy4|hXRw{_n2xC8TdowuvGR$nq4J*_!k2RJ*-7w4qgOG8vjy-SbJ`?Z)I zUJJisRm{3?y!K~F>K&VIREY&CgYyO{aYs+q>aT6b7gCHCuic1P8OP9LxuMnx$X^cQ zdW>4dCqwHn=W)WmhV5#~fhgka7w6Ug5+r~iI2y0*mMm-@12tjPOshh1q$fpVr3AD2 z_|}9B9-3j=Cx?kXys22wlFvti5^Q%#JrP7Jf$~NYoperzr19^eOO%e+I&BT@cvnXFYyYwy0A9Bh3A$2Y(4@D?IBT%=eBw;bIF2Q*Vuxr z5%cs0L_9Qf%JRNHH$Xb50KjVn@BK`hCzW4r^_d3saMDXi~K0Iz?wJ;D6Y^hL|5NrmQhMi=I6G zHPq4qn?gMA{KlWStv$|pKdTBQ_4VUVo8Jp%>b8_?rqbcexZ!v{kCms+Ds`;S+|;a* zezc4vvEu67MVNC1f9zbV!4*C0Ast+3%&fEV{U#k`KUCBQXkh{F4c-0 zWHuUVS8D6a?AVhpM+9N%S3!nYTd6VB_>^A;6_UEcS}4lW0^vu5*4mo#?(?38Y~+ z;s`{&Ba7$eFICF5o*bBMrw;w(CsD4+6^8SDXO2FO*D-~qbFBa2J0>s{BaktjkaU*# z?u!eJO+pUJJITr5G(OqsbBs2BpFcZ+*cze$SX1ds5`LTG7C%SIn|va!Z!A3Tmb$+GbY7XBEL13oW1}uzyb6y?qIz|(!roX~u3CC)a82K! z`@`6&)&a4ivUwqethT0mZ^`at88e`JB|S+(4{f!Slbh4FosN0&M>I>_?WDgo7Cq8fcaJpQdO>> zKd5l^FnsfB+vN)PC-?qe9o2L=BXe)Lem2I!>ZU)2n>)exL6>=l3&J3$gWaEdUwX7s zjl=ZqK@54Q*&{w}qI7e)$&Y8pBC=|9_(%7QG7A!6_tp*$_U+xj8@p^ALYD%l$g&YR zPrLK`;sI?~DO26bf0YM1uBVrfKkJX^H1UH@PE56JGVU%;3tdxIQgAIqy&#v})ySs& zOoQCjKPXDc4d^tf6*igjB<}2D~gGm0zKQXlzb4A=)L2Z^%iRUz4&r zqKl?9&wgD$g`wlRiqbufH&MhB48K;f0&cFW#7L~|`mnFSS5Wc0zuQa;dvvCkX$Xj4tQNPjPT?0nU4pQ^P9x1&=+0LjA}D4;ssj6b7Lhb;+JT z2(lHP@7%D~;Hl2f#bJH5!!$YuS9>!goGGeHAq;Q$-)gve5|lU88$QL~8gKq&4)T}R z40*{&4Pw;FgiMXTn*?9=wH(Da(Hd`>nS0&66B1SQ?{~>m%Y=JLCidii2Nn}NN=ctS zxUx7p;#11@)<|JFFz9p-jw62-6wC`^jBsVOn}UL*^S*fa4YN_=^Ba5Zg2w>ApFfdU z=G%mPDIZ4EnLL!JaybJX?u1F!>MH|6H!?drGW3cZjyYskTYLw)W|!lM_MZn)o2NiDdUk$!)GIrY1TX-aO5AAIJ77Iu?70I?uk%=O>b$-Yma&Y7#?;bA{)R(jJ! z3Urc!LYD(t7@XM&1^GV`BD_bR(E6Ogo~C)e^1R3!X3FJ=j(uLbRWr59U7g@1Wto$TuFLdIX{~-<{>|Q4 z-?KcYTj)K(2r=2}JLs=nTy|kqIVfe?Im7=0)tG%dw=K=Z>{ou>fSQ1*YT2Rce^PHHF+4kX(g zDXpfuv3&IWr*#*3p0`IJ;Od_0fel4)*Hu17SQ67##eYlle!{r~IN$Ep`Y)s)D!A+L zE~=@i`nTGyK8GNOZ1(rbFK?@`x~z|-9DV%c8I5bTA&``^GwM`${-lA^s4q*C@uI)u zCm9QlOHc56y(1;2pC8z+@g7Y2kjHfx_?)LlVqJ-KLzB^j^Eq%tH@1uXJT;vE38TpC$Hd88F*I!KLBQf{^0=h& z@$r$)6i5f)kNxwLH&D*#zu238z0hb!bbY+G12n5%)MEgpV3*4?yKbc2Gcv7It@_`b z%0A`wG1;2I#FKE5LM_Wzatv!4bLaMp05=c>X4Rg@)A2k--3hqNT+!Tmcl^ou>e%Bx zjC_O7_suzyFz^7%KnwUz|korgYA|Id4mfS4R%1kIwB4W)T_Wxe(~`b zKypt1*SA7%bD*pFqKEkkD29CpUjjC}NU0DB6qC_J!0+3r48l>jVNGbLVuB zJY#$5GX*((R)wzUUK-Xa-G7}&NlqL;#9Z%j-f;x#5)#A1X4VKRk@U21h-vBeciUEN z$VAgz{O=XSBYqhuxn|T__fe!EH-l_Pmy-jc<{?71T(kQs=DWm|ZTr zG43&8p&voH-u*a?>cyKI>IZk8`g>q$DwTPl9|f1FWIql{_=YIw+dI&!8vwLIzrTB* z0|YRD=2slxNP%uzAZzgM7tnCKxhdo|0WzFT&CUG29i^qT3i(-;@)L3;%i6#q_C9<^ zuJdqXBH{PXh6y&zuF_ZeOS4SBT;DLaWqRdV-D=LW`(-kdVhsZJQjU|hUO574GU8_s^ru1M;_$kz zLDX86u9fgGCsvL!?RQ#z!`KMlil0yIapcAFn}iHE5l2Col4cDH>RQ)W5sIFP5rh$! zL#kF|I6|#PeeHH0ILGa?EDc9gOolwB&w`bC94t}QU(G+mx4o_Ma7wuCw9DU)`+RZx zh+irzNWns`HBa5ajKzwTP_HhU-4bOG9P}X(qwwX>387EC0)68^ZMT1=Rc?)h*I^SD zgH|=q`~C{(5959VDv#6al~2=vrdMnF8+XQ%eP=AaXKL!qy)>BETyZs5Y%@T+yG4t$ zoRCl(Fkvj~TNcd5F=^tBDJa`dUw6kBc8iZt>q|RU-rVDMI!n;3h zWo_!qUd+Yr#TRSydKV%H{)8yd7kWUtQ7luyyGSt~K07vC4j3+NHx^Eib#Yz@D3 z#diP=m{*#Ow&9>#00_stDB{s+H^~nyBIK+5ODHE!G+M0AotqOMks<}9biWM0rj%Ao zoAksXNeR(%RRi1WJ1nm}6ReZ_VzIii%@AK4DSA`NhxBS+@?}hhUq)Ie6!n(TT)qMZ zD=oRwl2gu>j8S;l69&sFq-reO+4iiCxWD`p(eFI`-X-yvwDfv1vhz>>l*cWVH3oogX{p^E1NTK+%0DyzJqN@V$5u?EN`6#m zY)e`2!-V3Gx8FqxEH2jM=S#{RHF!L{1i`oZK_BbGA!_`*^}6`buvy<8(;sCQ%)Z)) zoEcn!AGcg!iex%d;9!Hvsh3bFr2TPR(NFJ|Fbd|m&v2Dy%|7(ShC;c zmug@4a0mrTbYCweN+N1~*g-{z6?atMvb}g&yiIssM~55NUfJjrNS2;lUjrbaE zh4=tkQh{>k8)Bdc2O1q}fueVKIY_-jK}aPmmv8&NJ4+fzdcUKxp56Z#CN?IqTmQLB zQwyS!p$B4kODwz z5f$2Jk<^kAn4(@Q4J2kA*26`nTU^&vp-2d_(~f%@{tRDYk_$5(tH@E|2)uZz@((e! zrFF2qt=W{uWysYu_`FwuNGK2+jRE@DfasWIsG)>%5&rU?$Xmg|vEE0^)2T3PUj@$g zY2-1g?zSyU7S(ctzF$?s_$FWUx`mC>GcmE;jSo>8XsBS%D?7vxY&=Vd4(WTT3KutnTxfDSSD-?>(+4*(p+t ztb7KhCUK5a7$XANSmVwWNbQ0+FE$k2;Fmt8RyaGpkHA{9q+0P0Vgdo$d4) zFH*K7q%^UoR~lbJF=gE&%d-9XwE@pO4N+`c{AblXd1<%}bQQYAk57S`)_$ zf3z+$>7@Ta@EPAk5ec3W6rc`9+vYwo+xzD;8AuIriqr9FCqc8oesq>!r6Cw znejAU>7&#}CJ$5jHeuE``KOEr$V=nk+w+zxY`qj8(cUTJf0MrR=xYWt_dwp|`9>Y& z2^kp~uPzQ2WA85arvcv|P%eX-o6QSRS7iV~0mUENVnXXcNjZwkHt`2{q>}Nae@tjx z2q@m^oz>J*4gS6ze;d%5={0&}#Vie5_ANO5DO?imDN}@@aP&Yg1e+&rmyt3@TKrdu zm71~X-Fbyyb2!0k8(w=3^S6`NM}If8)-N-yjD_Y?Qj+6sbE2jzBY3^761O%VMP6z( zW6}4c+z!w2xh6=XUJbk|$VeToO!V0j@BL6Plj@(CKkvJ3 z0_GRg*0R3Hk!jSLl2KCD0^zF{JxQSN{0f`Z6cL0#PC%p)$cyF3Q>{J_386@G0W`>; zkUHcC$^M1KfoOyXiRXQzqu!R}0|vu@-uB3KN3W1&Ry@0|n8zo+U$l%0+~>s67WcN( zEj4IF?03g{PyR;|;bC93nxY2f#6AdmzY9IzHd@SQbT;Q9o^V~7;mz`!8fD7O-2utzI*5-M^*oN@H*CYb#tPe z%haXRzjkZHHTN*=@CIP}2cB(_nG6pijp-}cDn{tuk9SWywih5hy19Ww-U7kL*GYWt zEUT-}*3dwr{M}204y5j_mzzEmCm``6_;;XU6{DjuM`^nez@1}7HR-<=5JNKhd$!iz zWe1ri%|uN>8TMmLkoo0rzB%sQi0dOkT#v$#LI2*+<90cFa&-a<`65hfGNHz~14!Rv~cHHt#N^T(TSy;BUHN@5-v)qf9#+R zH%Vd)kEVo+B9Pa?n_T3;!_E(Mp^u64MMw-p0POk zo;5SCku&@@9I25t*{=__4^l*>ipA8*#qQ(95o4}T(Ajk;OFaHrlvDoSqf?R%R@<6Y zHwH}ls;?(?Jydr?vdb>>; z$3+i2+Hf5_h-F1Gv-X#l-Spi0H~x&DnK2@^&+t;ZspKzt+z(;Mc49g^?8jO~8M9mS_nk&&;-F1-3=c;%_F6dUq?|>x+Uy&BbWQf&CEOni zWNip!T(N8+NeqpU6?Q}0;1xx=5VAZWdZ}zz=*rNZUh}VtS?ZRo9tdE8tfhcVaLsQ_ ztpvOIi6yyNGT{p0*Oa;|@_zHGkhN?Vr|P ztB15oPR19Q*{Yh|rZlwt8htfwc?{`=58-}*om?olPlxR3 zDo4X%-W~tgDlX@BE8I3!P|*5bn5cbxqk~YN&nhG!E9_rC# zrBm>ot!=MdCg_ft(IC9^xPbmUn(&?nh>im9{N^#8i>cwG63<<1iq0>!uKD6ih(SOp$pJcA;^{aPfh~)s8)1*CJ6YbYy%~GLA z2wOpwyh7RV&WmN;L^6}6UR;g z$0jCV*Lx(l&svm0*=RWRVpmd>kWYt#MqX}mM$P8v2qu&b+RLSoziM`*GBT|CSC-!M zT_ITk-`gRsqCjGVskTXTDfQQ5@U?3Vu%tKH(yUDE&>Xyah?QptXdql4N!aLbT_{1$$h2f z`!a6<@2~rUM(@g7p19;~Zzlnz+W4E)V{1|W0KzR#bMmL9VR308L+k$NdunNGmDhr1 zE2FP5FM4XLT>>pE$QZQqYWc!`(-*BY!$f{&v_BswIWU~|T!I5| zyevB9X`53VQ=%3z;p`*ZXmluV;+M6L?hZo)5KC{4j8$GxO6Lr5D{*Spy)c`rT?EM1 z`XN|fq?Hj*X^c`-zv}DjAnO#8?)r5`){l5TsGGUZSWmwO7%_K^;RlImIj4kR0p=(P z3x&yOZzJ4^Y7d-k!e%*ug8}kR@%{{yu-ShnJ*LBs=wBOO8IS9nrdjBnA(Z#Fj60VbroBsqU>~GTy$Qgu3Vhm^Kdl5 zM+>+>k?2HGA#z6R-@VS=-Oru^b4NG!EOL9cW$DS`^nOH<zVETLqTQfMR>oy@`83w__c{e4#B z4H?ampUQhH(^@O0KU_?J9kUmF3}E@<3NzPMGM{6*B&*F|m*~0UtTwt&ODRPPz~D#_ zh;MFw7kT5$+tm$0ZX!zj=#m%c>i?3>!2s7HOwp60!&~0F_SN$(hbRZA^jm@x5+XBV z(%oRC+~|Hca=Az!;D6$(82D!AxHFfSCFUffeb6_jRbca7`yFHxGSb!ODDg8A+>tv; zK%8popllT^k1R~57Ci2h`l%;3;WlUQv*7%b6&bD1;B)p2Dma|ztj-1>0pmemwNv07 z5)y7CQ8Zx}fXbX0*9ZcovrljAK9{SW-_FUO#nT9Qk0ZT8&;sEdqZzo;CTit*OziPh z;3b-UbST{iH{aFaTtb7Gp5M{8Kt33&eV0{F%+X(TX6vB0K>BbuGBKTce=K;~bJ5*W zmb2<94?toP_n8(s`?=mm>&}h%e@O>IN z=B6x=vHuq58z?d8{>~G9zszYXVreby_WarypSK{EuM9u^M*pU;ce!(9kAB}N=Cj1Q zwT1K=&ruov1)*ApMHjG?78*mL)5xf|#yuGCD%yk;3wGl%C1L)1z7)dK+vI$5Q<+qA zJ{MCTiY{b-i@ixyPqasB`RlciFC>0fv)Y5=l0v5X-$L`_LB-=DEjy8tFqOk__fTeY zATz4QB3AZ{>e=UQ2^+%ZMg(#9C&oRp;F$gydD*N^G}cy?t?s;S>3!|w^T=2W-edGc z(q0p~|0Rxz4#%OhAQ5%t0Ot+=yHV}Ht?7H2Ki%Ek<*eI5&Vny#g60tiR}$V!k{FoY zu1jExevt@##5H> zrsVswoKTK{Wy zW}4&D)0^NPWVB?Qp}&&f*$G>zu2w=`XKkIo;Ss(NM6i=4NrYUi7#|EokbBQFWQ09n zt1x3tHdL5c@S46Uu4XPvXZj(Q$cVXrm+zM!`daE9`s9ng`<3?3g2xA?<;alx5)q9bNyheiNL z#7>wbTA$MkdrYY?%K0Dqq@J{pj=Fjox7)l|q|fvYP^S|=2|IqtOG*sKvh!jk$-}G< zdS3VpBh*;AFSTJbp%@@7qe7I9Ma{HC$IxVZW6{ff~v8yfA31s=jH-X(m zS`9OrpEXC^QUn;pbV&`G3@w+Tg>}}xGW0spf15(=Jc1b|UNzUf-emD;6$rLp7SoSiQqBR9&fX>B;*W@80u7XyZ@F{Ak{xf1V|I3 zPS8a;X|ErQaC|W)fFMMRq!iT`GE_L(HJJh?{`8wY)+h~4gV|!E>K%i9%>)6#-`giO z&}oY`8NnZSEP%?H$zv(HCj)u9HpP~=o!07ggNZ|{WPoS^su%Z<`kiif?99FxANFdF z*+@K9pfKweN(ZZ%VE>mG$T?_o^W9Kgeh?#xm?-_kD2*u1M%YOO7Ws2|kgD&c;M+XP zej`JRK#*1hC&T530zkoJdpv2*J2R=WlLE4L{MM2phi&h#cDe%RwRyLLcuqA# zGS-|%J-hG$h7zz_r!}m7^OFa+0~tCwB(N!DAhJv6M9!6r55Z+kC_}&k92pQuRr(mc zdu|8_@_zThc?Z*~1G~?!52#$q&Pd4Se`zgYu*TL*ojLI0q38SE$7G)zo~88?)Y1>P zI|iqXBvv0SNZtxQb#%1c0i#>@j2HU zIL_D%GM6mq!)PrnC70Xd!LqUtY_6z-pDpdXy$j3!{g1&cyYqcFGbKH@e}B^vvBwRl zeR4`slh`&e8zv&%S1d2X0E7&d<3VqG@}?}b{~k*{I!J6Y&p`L5PT15We{#XX-NL%P zFh+SW8y>o>p!pNI$p9oIP4Na8gxnZil>}4 zyLkbo=buFmLWZ2NvAN;(u5ee57*OGldM19^^|0kPvMX|47WeN$KDhW_;k-Q3mOf}} z_`~f`Vcy}N{QbCBUoXzG=aE^d)mj-S=PHfY{1?$TclLP7QHSIiAc;pRIMZ$TOAKOD zrbiNE0_cg0|3jn7dWkIJ!tt0(6rmx*Pq^Xf;Hf=_@7Ww|0xIh(MUAYwCwWgdu}U)Z zGR~wuru3le+Ci95CueITv#3(a1P4p(@qk5EsaFYJ0hGma4wK+!_9r93rdPY4C2o9M z*NPD*3$r*HIeY!ucn9l+!zXIj^2y7iqCyF6_4R+NKiKg#`XLy(zUCg^OE4*}4LwMi zFz0k31(*@KtL>l}DyzrHNWmpP%wX8S4H8z?KASz%(G+%4+hJvZ*v0|u6 zOiy?*xuhC`_H>iiw)^1QOOrE6g9WX6iwXn|S_!45^`17bVgHx19%!5rzH><`~RW=%fOu4Nwh` z|5up@^!XA3tsePS7aO3Q@03)ZWe2|j8RGK79%0al!o{&*yZYZsf3KdPYvyxXqL8fc zx?q7FUu-l=WOMqX;9U-MHkbIOLz?g1hyABVaozTyq)LkHyZxQ!ipA#U>HEUPxYP5U zzZ=c?8r2~W%lJBlDu(V0$u$o8^q^8DVVV&`C^gRP;z(7zcz1gFUwrxeJB{1%dUnvu3!@LDc+|DD&i{731qJ+(05~+K_?oO>K>iXc?rkwc4(|tz zU}f#~n2b`4xJ?`rV8s`GN#9way|wi0;7a7-ml*wq=_E!Hzrkfs;*u*sZgcNK*k~oU zT|C_)i}1>b)v-nTAtS|x2gO4lnYJHsXD&3?qgF|GN}LQ8?AgYNS@=y}C^8teHf?%D zT_KXU%fp_H{sG{dpsx#zXF~oQj0By5Nefo?g`V;X5u54T;Zoz9ikhLXCwG6 zm@FZ}c=r!#MX7W)&t}cfV&z&Pj=pqqK@F|Kfp!nm`{9l_es`_WHlrqrv=IW*xev_; znYYEWmQ!dO)m3OPu+S^f;$#bv_@PV3oo`Q!cjZaMBD0A(R0op%lqquUpOFDNh`G(t zaG=GM8om}mdDX?QQ>bc)Lu(vnrIAriGz*<|A5%*wc&Yx-fywsi*#}{NFp1gd1~A*B zpPaR{!Q?q0W;D3v@Cr;H4E^EZv9ACo58B$=z5>4k@;DNbsNSk?Hdk83ghimX{ZbCS z-z|WA2&e$pU0MQICFSe3Fe;AwFcyOxT&qjqrJlE_izW?HhAz*jJW2*jsUGsU4sSIP z|Bq3~fcrwrdx??6Tn4HMXG_4D&bpq_Gv_u$v^cdd%e=t3$9fc1Em`3A)&ew*1>Ta^ z;a&tuHTRfA<*g!`5l5YKpN2pQ<7E;a!1(0>1inM$xkx)>)}C5zviHmK~$gXq=?nLx8HQ(v)M`C^e|3&!DE>egx(g)Wtsx$ z9t=gCs5O&|AmkqgJ0dP4^QBn%jhq&rwsywq&Gx^4!+^x_N}eV@FF)VF=-hC82MnA5 z90nj;1?A~Ed4J0=$mIkJNnwv#`eVsRSCXz>6xyud~UizO$s z%6nUx!-q8@ZxA*G5q~U8FHyc&fi+Jtxk3pez*oMhWdkq)DiE-;#>PJ8JijvRxD{nw z-R5Lt&Q@6KLQJZEr6%YrTc!nYY)Zu_%5D74_n{))!SCA__#V9D0xetUczRN54LnZk zF(nDX=K<7-l!YbcWtN`J9})1AMyC(IObXjaDk|9jNDN>;)GII#-r2nJNm|#@PPg#26xK8~&BmbsF65+sg_5(KsBafMcUetV~q*eI8H& zGx{$~m_=&#^Q%xo4^U&V`-5J|-&%dNlsHo^Z2WXvSfS)G)}N1z|>~b@r-aV+Xl3qBI2Am zIW2(Mf#Q-t&u1VQ+<#W@J0}7&n%(bVpMzgBSa0&g*YRQ#odxc^J7svV`RVrO;{SYw7y0V&6%!4IC%wHP>MNd84m2OdCIc zojH}MZU>HJt+MCXy0gFV-1`Qf3jrj| zAg_ik8Un10ZA0}M;Pfw&UWzksSt9u!$xTX^MS)NnsWk5uC^`?qN|X8PLgqlGFrDH=$zL{0F}n7?ziE{3VqQG z4S1lMe39Yvu*t#}<>XQ9I8&{UeONAWoH1%Merq)8V5?(rSWmFty?aR;-&s%hV24xa z#akGO)hfS$=JSx`2Ldo_Ie@Z9kYs0DCVbP}+)%PGbj`rnQuO5FSR9n8#I;{bqdWAo zU7I{7y;H}*oA6xZMp~YE43GDJda0YDEA*d2vXm|Bo^Qbh1Axe$-E~%7TSlYZok;go zt*UYbG4tECQ+fokc_5g32-Zx(>$lEs8Xl+nL=iLK?tfSw$*-S!^C zh4|Ug3Mu4owweIPPQMJvJ7iHy%OB@;7ENFB*?^4M&VMrNU{&jjYfqN%@s(v!*s0r zeAj?E`nR>NnCYK3!(6SP9o=O}=#2x~cs&5Pe^DoT^;Wsh8|)!I_ROhBrT( zG{eTmeIe>i(EOY$mv{4wZPI`0Jo>b=+$PZ*^>J`?l&aN(9dtGu&SeRR`uJdTaS=z4 zWD2U<+C|>~VFxp^WI_9AuS~MPrpCo$k1Yo6w8<2Djgry=(;jQi(K3yL^!jr$)h6AZ zTCDDIGxPJp+kTsNQQ_>T%YKCaX^nsajh@+KBR$&R8_SQe*sckhuw;o~`Q{J*#S`w>iZqi!{Q4?oZHjH3iffyvyR z2CT+R)OZ|c#+%~stgJuNO11iiFH-IhL`_Yt)6Xy(

yG-fYN3(dVCXGML)2=)xWI zvGnucC>mB}Tj@&~;!6~uFR{?lN?XoNsE=MY&Kp%sbWS=~BOiUJvEfISX~*U$YXqg= z07Ih>*dg5msR5uo^n3_^xUAI(08yyo;vp-n@p17yMf`!tfxY14As+9blT~l3kO&5c z3JwO7T@Xi&ZP8S@uF{QJ>oER#&n8Y1&D7$~{nG2Y2NQas?U8WfWdHuARUG77Ckdc7 zXG|y+*v*kJ42oPb)SZjXt-hLR1P{Nrdh>`CTc|#AorQGDnsVMCCd4y9nLp_vC z3NaLWql%eUGUmYg<}W{dP3=v-s$Ku3t?J50xKHtp?dP(Hm;14&LzI$>{UKuV+}sLg zr-m0@82fRM3~*;sSd zE6D@xTB1YZ!G!gI;!0eI%ZM3BT0qk4-&TYnwc)ip){S8u6M#g z+>gXiSgbElO=l|$5r`r1hF9CMh+0*t7Y{N2kfe& zbndRn$oP=qop55K1($Y#RHU5O_Vli>#fjXeAF)hAVhguXxHSUN$BHJwkadKz#kz}gehu~RMK(4MmV>QcBzDa_(L!n;PDR?9 z^JLQ{uQ=BfpCbh)nz+>5+Rzp$u`gDLGi)yDNK+z;+`eHL*Q%@EoIy>Er$gi~#4#iG z!xajPkE)>76HNGBBM$63$vuZS#Z6gl+daXFK@6&@+Q+55l%}IybH_*@>W$(oTtC{; zllZXK0xxCV)^WvDdQJHOXH(Wx7;eWQUY0<{vU##Rn@9)mZjx`|Ee0U2B4Qqg8I7E> zvC&|7lf1=Q?O>p{@>Jf>3mnv{kR_W?5#jq_M_5CLw$u(2^zJ?E?SWEo7`Med*<6O^ z$hIdZ#NguVU=l|4QSLQ&{Uer3&`OV4C0|%&=>pRi6w5bSE*u&NSkaf4^MieTO)K6& zmWV&F!*+!wGTP$~otC2gN7qo`M?2ZR-}A^;4lD_*W?yaBI?nt%0|#qHe{=#QW}h1O zrd3xwrLrN2OrSQ3@j1loHWO|$aUlfJ!AyGos|R~|hAX_ts)I9$Uj@lVsM|Ty^CPGI z_apMJXJmZu-j|%XK_|Rvsoa$v=iyJDv5$F6QkLW`_&hi_E=bl-o1(UwB$O-E_zy_} zCBV1Z#3cH*56hVG_T8doU%Q^5SB6K;sPp1Zta)xNg6lQGr&T;V!||by);%7G>+A9O z?O)jg$vISy%6vnsyX`NYfm4yt9Z!rvv@uHdt* z-c9dQ*I+Q$8C)_FN=NVyF(L?Tl~E@d7!hI()e_Ihzuc`%-;9&rf{@FJ&zm;O;?|X` zdD0n*1v>8^d%AHhhDAm-G|FzBD9BfJi^4=}Fc~ZScLPfS)yus}hrq|Hg%!<%Lm!fD ze3bTx*O?(+c{C9q^^xrQUS5=)xYf|r9xSk=xN&9|%U#-r+l-Av zQmK#Si&&<1pD6bhm7SJR0#ao6A>W@z7!{6pGEbV0b!$4GQl{JQqpo|9)ecGNwdktc z;3mb!^k?@M2{6AMRjh7;p?O+C3+Qt@y)@%%NNVfN}G)YWke>Bg<|ZUQp5 zK(UjAhUN#DatsEA!M=Y_4t@Zg4$7`>@sebq=}NSQESklh1lP{aYar5bFv(Nt8Z{M9 z>#%m5<7eO(yUx&ZCM>DMV7CXPYKNxK2RN(n9hlepTYFaDONObH*2ax#>*^t2Fz6cUVw24f^&rY?ffiiCjKX3cPj?^ufp2Rh0X#(u=36Y+&SBaG+T zJCCZ)Nk!84t^Ad(Y-z`5(RCk;=}qBgrIzFxI(_GQJ~t?kqmxd&oFyF{J)={N|E#9h z*XAo&cz;C-nU;%|Y&_!t$Jgu#Px>^P6zX?M=vshT5yoVar(SBnYG2@^^TVy}K62Wv zqZ+#)>bjz6dXU<&<>=JFAA>~WqttsCC0{O@J25rVXn>jGEY#FWWU?a^&XwEmFU@~6 zD!|CE-a5d17l8b$sJx>ib1BigZ&A?oq)^UNm+1PHNBNDNFp8})P58UYU?LK0h^Tgp zGx_6p?zBB$WSmTIQP4>8TK+nf{CU@a2%E60>RKRA>)5lZ$XInesTa7%kGC_Y|2(j} zP3qpCn@&%swM)qO;to0Cbrp@J_rniYCCP|F*Q?5R}a)_ zU~THs4-Qi!gz>$N7M!p68)ap5gm=r7Er4-sK@a=sch>ne>CNLcT(Th1qA98O6%2MN z+efD@_^@!i=bigm%l8UBV)nsv;e#Z+d#CnZ=l^QGI33}WCE#XHU;{?%naz_qig3<@ zzr?0lZ69%W);^2}l+LvwL{Ord3pWMjc;64{G{aY}_YBwH&u^)d)6&Y7<$aci`LvAR zO7K;qk6>Y7JkwXYjT&nF=ri_AiN^*CRJKF2(?9WryJOg=3$%Z9+TZ4u?tiQSg4l`Y z=7&$R{mjM_Js5Zc*7KE} zCiK2FoKZr4td9EIc0Im1!7^<*lNU{nHAvRJ+&>ptyIrMcm~?dkXMpZ-`_&9VbEd%| z;X{hfhM9waY1L1=k7jo4X7(%=U=r=w_w88BCJK6Z5-rid;@1{?b!ZNUIKow?*)A^H z?p>9eL$D5TS%wM{A>kTocN)0GNzWW6PF_26DNMvxp+$=7+xD;l3ao|In$5u|qU6WxmDPP74s~}bT-S`ps~ebHJ37t(e#=j7B23oqo}?gW~&-b$AzTl zKTDb$|1pDIO8&7w4Lv0-#vHo8GTMw2-ifj?0=s124gGj0VBR7>^RKw@kMIBk{JWj8 z9<|w4c9|^(byAZ|=ymwXl@xz%C6V@nGVaTS*Et<8bVe)?Y}Yr851LWxyuZnhib5Uh zZErGLq6p~Y2~ssj3?Ny;VPhP1Lu`#K77IO-l@TE(fbvtz&+b}#XFgubFX+P&aVK}W^@21mGt66|&BTncTEI!fDijrXyO4&X1qjkh$;!gzih$x>OM=bx5)`Qx1 zk2@>s>&q5jKjz;m(Tlu^k zT-A4twuawK=@?NA<>3@YEp0zo4;j#Wq@36D{sH{S%cfSNxeZ@r{2R^lkCR{6w`CoaV`waV1+_*Ss_g6>AGM3hZmLOO*)tePAnI0H z1~e+rGgu7A>l>an4=loiXT9H{6D`NJkA`o$7z-4nL>F+#?X3c-^hCtjK%B+Qdx z&vf$(|CKDg2`jXY_?cL7vIKANBztF>)Uh7wH~f?va`Jwyw)9j?x>F+OJ9hkZf8nKz zN6Y?78DTZ5y))C#k%FR{kGLN<#_aCP`1>nA9p#Pe@?Udn^MMX}PT>N212lb1v`|=E z#7YYL`{ULEL>LkEGKbGcRTR>EO-C9&+z$vfdcFBi}w2n?1zW5)3i32X&o z+0Q?2J=uJmapD*MKF7FRoS2UG|Csuup53<~MWvM(OlZ2N4 zG0>4Jbws^}TL$Eq!u6jzYV|5o1;TIoqmZ?@xGYcTIWm@qFG@1XD!1-#iQB3y&JPm# z`0ldL0*iknxaZ1?>b7Z7j0KQr6Q4+kf0dS{w4KUx&?#fZF`s>sBTBv(kh3{1PCkcO zY|{xdYV)A0Imn$b`~LH1qg{7TPlfd&$I|k$IZ)L`!spm(*hzQX^@guwRO}>$P3YG? zgElq?tM{!9qR9RVB zAUFIc`T@hn=5?JaB_UvCxj6T1t~}84%~li}^1U2fd~y>%wb^lCUKV;F}Y~fw~ z-Cfmji|eg%hv|E4EEO}Es(G*9UWV;{FW2*9qoe--IXe&-ZxFd5ha~}S7NXtZn*L7k zC2VK>x0yEWY!h29a}Y~P-#gZf~io^qIv(R9#i_+Ma>YRm_n& z9!2duCR7KDOq48K5+{nKCZ4H8M0b3e&hIlmNDKQHURJaDCSn#r@5q=Ue6*|1?-nbm zAg~0)?=bDbNcgWh>?0|h`G6pPIF0w_{46dWXkT`hgO)FZjMY|e-VsoUB_Z)^I%!Su z^Yer6VSpvE$b^352P~;jcE`o~&l#FU3j8rE?_d!vQoZYEbiw>VTkM;i`k# zJj^Vd(cgtQu_DaE>q37|o@k+d(+X7{!ukf(-{B$!N9Pr@3#!Z}eD6i|P)g(^=Fqau zy*yoYbuP%Wv++04P(SBCgebRJzbjUw10_J z^!eMoTl{z?>dq<{@R+d45k9@HD@q5Ox%jn6ft;-^8gwH3@RrQ-PQ&|t^Zonx4|CpZX5)SddOk^eQ~By#y24;6oeWG5 zDYm~tL(horJ_q%3M|lUxBYSnGIiKXHFY6-zJRU^0S?Qh?bA$`E=~GHr9QZtFx{Yyk zhBn|hLOt}$9^If$Xi|5a+rJ8h%RPZeU~MaRX?B;C3C>|u#D;8(>cdVd)OKwyDjUzX zf}Y20Krh7l^6xG;JG7J?*oe)^LX3`+F*5tdDGGrzDAJ1^Rkux=s`+6*2_opsdXkKY zBzKAoF7b=;g=u8C-x6c#OWrrjOTI5p1vA?zFP(Xr_^Q6H^_`{~0wNd_rn>z5igJbpr)ZC}Eb+9YDZG+E#z zuIJi9%ARF50)H!BMxrlsSQKZ`bG67yCL7j?=w_X}*O8QK#g+{j?}l31LEfO+p}<6< zGS>$z!$+4~TB(k@(7oUJaFfp>bf7ryLr{OOzTfrUhQS@5Gx~Drf~(F_;uHu!xzN5O zqhMoW!^1N&QdDDMSGjiKJwMuDLTf_y=9S#;7nPZ!#ya@`MONP4-BEoq_tGDe zkzMPmcIT#Cb;Q3qc9DPAiSF!V>Z+d>7kQOY2um`)HxZe*BNvq{T@GNP8ty&N#!0q^ zuO0K#$!O2W5WW0tEWV&hpMy?2S|U%Jvw%4799K&O0&QP*fAT8%4NBKfWV!c+}>ijacPrajAwKS z(s7S)A%)1gYX|6ZW^Z;^iPN|_y@L(JN#6j$|I zC1igoqz>!Mp&^Ab{Ar8dvFeX0nn+ag+ayc&XSd(F{KhgbF3P>B4$~1lv4x5xGB>Bl zqOfR(4c8zpYef5B?o8ob4oQxdUEhq~-*152;V2>R8c6n;d3%+59tH%wz3wH*1WKV0 zz``ix%MnThGr?|?Npb!8?namMZ{T5%I=VNUdiP1A{_0q#l%?2(4#mpL?=s72_F6AA zWTLA>QP=7ER9H>k8?tTO!|8t267lhoDfJSs6@LoNHUFpWBbkbjA{K$hyAU;zM`WSk zOtbIJD9Omh8drT9`RjE_c57M+mLyr6Z1`{2`Gt$hj(5MM__0$4brSN@EL8+{rtwzn zY(b!Y^d$nptj-xvxVWg1(N<8T=hc2sQCaICs4fBpq8_7<>xYNK?})vGoSd9;1tYZ5 zUQ7(C;=Es!SXD5`E1C`YIy;9R~_6ySp4e#!w^f$r_qMsK8k3=qY6g z4Q)lm)N>Y`G(B{8nf3=MzUU`zR!tC%Qn(x)Gp&+~@}Z5<1<6<3dJ~S-1U)@UDmLPLd8@+%6B>a}c2E zs^Vkk`)}}QaBRPR{b~m_>d%sr!X;{~9+zglk;L+9YFMJdh@`+_1M#FvuR8~ztrBIN z1Yjyv_M76Vsi|M8&Cq}KMG3RhCs0X zmC55(^#YXb9nQBTU&WMSgj!KMP{K+7gPczXRT&p68Qo#OJ?jc z+x9~#Vto=a#5(}g<>NGNgs`hM&Rv&nc;1E!4ITryG zqoQMCn8HY>tr`wE6;6kkZo_bukK?5?2p_{@=Be)r7A5NOX-%6Bqq9WRWW8fLQ>|dy z1cIL2J*aH?`qN||aaUV>a+h`(hHQdZ+d9{0?3@B8k-7%(lTm{50yD3zrCLr$M%Uhs zgnW!GPa_>N$kO1qD*I(_D02^w3mI8g(7brCuzC1rwTQ9~>PfsIA z+JF5@0$Q>m03|dUI=aJpG7#X2j*kBH)*F(Um`muqsBGgsVfff)_7JoU9>N{Q?&s!BzEmYFlVahK|6WPy$l$0N< zW(iHBP?S5lFjAtny_9dH&OtH21(!q}=h!RxnZG#J1ZU~DqMjL#kU4vPL(svH&SU0? z;h_GgqRDoowL)X)V-4zMDe3~Qh^DBWWp2~=m4?P_EGXdubTa?ePr|})Ko6tA_2GPd zLxaxQ1LIu%mO~5U&PYmMv-<@EAX#zM&J=0*5)&hd!;4jtK`cx>DxBN)90AEYcC?jL zGKRWF(2iiOTk!3JFet=4+QGm{AWxVcR&j-}ulq;3uGvhU-JP1r+~eC(P1~przKy=7 z`C(~NT-mged&wx3VF0lzE;Ur=v79OAIsS5x_STUjhcK|3TuR4bL6P!}nk5qvZTLsa z;#t~~t@G&EhnfU!g1#*{0i;ZOL9=nK`5O7*KhFsRq8d23?o3}o*N1JTJ`%P;M);O_ zMM@$0$dYhrN)`lW$7wv$DaO?vHBCr=g%Yl(`~lS%J7Zxyo+-?CyB3H@z=aCo>-&O` ziwi_jZtrMH3IYNHB|m?zx3e}dAgi%>a_zOc+?@y`Dj9b88P7W-O-oCrKa8_Q#!8BS zm3h_tJR&#SSGp5UXp6d!HkiLG*dyz^jjgdw3F3UOGaBlf!O7*msU%k?lWF(09|kTKXWo15J;*DFm9-)a3AN)ApSSKz!bCli>?)g-h9>IgK@Keh3&19CV zV7g{yWY>;E(u*CNtc9vviF59Nynlvni0DvUDY9sr;=XAa$0p9W3O7#}WD)M@v%USn z0puzzoLY;`+MGgC?zLsk;W)JkOHpLZT#wlI%x1d*zCwzb_)a=KQ#$`cRw+2yB^R#x z%Z)h|i)}H*i{ImqZ|u%WmikCw1MJee#cA75+Fs=H<zzS!srpz*14Z)psoX|h=QKV{&3-ri5~T;4 zO-7~*>E`tOt+6Y=Tau>r(LH3htvKu-BUk5{J@Jrum*g^D`1>wp`|b|szUa0!v1IcE zs||Xq!8ajY4+oYg$2$B#mKW_aebx#lg}o6|oB5wufCO5a4<#W?CGvt#bQFh5Qg&qb zLPhJSvsbfUhG}5g{r-3TrbuF?H=IJ&4eJK5Tcq;sRo3jQD_PO~%ROQ`8=BX{nJ|JH ztM-7Y`QxDJMw!7gdS0j7%T!Ht(;|>G^G?ZKe@2+dN-IV3hOMQvzDV^^E?1lU$Tn9y z>!wMnFqkA(;@`X)c7xe60_hX zb8nt(VT;|H{ev%TiCWP^fAxADNS+{=s(t)J@B~%N?f)6)RBXk;?IOYuCGv$PI?;8t z{_V29YSv)RV&@q_8h7P9V6#d>3{em8guP78yF_kPMECt|QWf{%sqn@dF29bJl8Drr zv;Y&TMy0XNZ5DHkQ`nB=bsz;GhLoC}Rzc6e3!Lo>Swq>;RzFYGjU6q>5RXdC==ZE^ z>jQ_C;%YAGpFh8_dXu>n#dX-qkWwuV#^{}pPxmE75}9dS#OyR1-8%CezQ9lO>^|~2 zrIHM?L-kGK#mZVGBY!*O`ukE->A8`9hu!oiv6+!-O1LCe)7^SIRtqkG1k_;a_xfFU zCFKPJRla;qV-k=!*jD{#Il{rZSsO+UPQwlSJCi(_&bd7_^G9BSJ31dR#vE=gY|qzQ zy|9k>J{3f=B8XS_E~^B3qGB7<@Xj11XGh0suv`hKkEVR>_o1@(LKKf^F$(g<*W@v&&(B{U3#F>aNMrqq3UQhgqM zOqtg)Rkt`tEI%q5mfJY%Tjb69dL{8_hZW@L`HA;J3m}xD9JgDqH#ix`& zT{C_=V$EbGBs*3zfq24KcQpz)mG>|;yZKhRdpfr_XwX$!rsAr?{&T>HjEV}zuezFz z$ZhS7gQKJS!%^Lv-RVLMd=9IEQB>&Py%=!Sc2mEMleRclgmTp|ZfCXTW*Q8<4?X@7 zCy!;`2jZ+4xlxM4nHoGB40Sf-xCd7?m!sX(Apfgr!rwG0_P1qUw6TrwV=8!OqpiqK{V6~jS@_v&=bmK)h^TdvfcL&#w{5kXytGki(4 z=)=7s_8Z%lAICf#wety$k({nTmer4=dEt6S${N?z;0AeiEJ-qWG-cIdxnt+1Cd-rj zMXIUIA%^1Cvu1LLn+_`=Ydt-Zv{>3%f(q6+Td8BYDh|n;Lk40_$jmMrx??BfM)D!n zdRdfr6`g%rUtj-o^e0VCJcz|QTWVU`{mwb{5>2rdk1WDm5^Yef>y+(CP8Q$4bOnbq zyvUBgAuk;f-M5={5!C&Z-!*hhei!BF#aB{P7~Y|SthxBlj>zc6kShCKYd4;`a>h56 zh}0Y%@shtha31mKSVz%X#0U%RHYax1T6@ZO8NaZ+6}M90ae7Rlr{mSN@j*~R4v@;W zBDcNt3w9OVd>#z#OQ|pF%O$iHg9{LWH~fIt!Ri77{oZOm zVD(}wyG%J>W)2jf#;iRfs_sma<{XKfmj+#yuLgM%`WJ3iNa?tf^jdh)W~xwZRd+@M zDvK{CWdB0`@Qiib*Uvq|_Om75<$ae$R8P6mh-HJu=yN)5ahpX=-+(RtgxJ$?I`oOF z5-YX&_ngyrpHF+-NaN*^4u7R$t$QMi12ef%L1I* zTWj997SmdiB?Yg}b${dXdZyunx9&SamfsfjzAg3!OdOrhnIny_A#azDshRwVEDp-X zUmJ(t-YF1f0_VlTl-Z;|m-;%ts!`M;zSYWq(D_{2X~ltoiRt`1e7Orna2O!?8NHrX z*~iOTuJLYGJZ*D>7-2cdUZ1CWdO*1x`@MqaIfcqXC4X81vEC@CzPRNKkiV8+)>#Ik zyN}t2<|_=~+@LG^3lY2*IrR!yb?0>#tB|3@g}<`G+Cch* z3zZZ$yFvZVgENP`Vf3q!r}fUZ^%YJ^W26h0lZ@_a>e8tqvEhAe5tqzEDQixYc~_(2 z^KU6It`e2{WKc_#L{h5d`d?i~kKWx~D@@a}PfwZi-el0ylD35S2Ut$Z*O3=LmS_zu zmcIc-jlpL9!Ijt+nPvVsIpH*%Rfpy-!)OX#K`*vYLtdYtQ#CIG>j7_T(IhW<<>`H? zduWSMHLRy2olGm!r91A^Klv2HM9#6tkXaELsPBQ{68=*pdYS`N2s!|1{J=F^4rA3V@x$n4iYZzz<{<2h`bUt56qN* z7T)1!DD%Khw<6sSEBL$t3LGsew8mI}2c#u~Uu5IsR;CL>NVgUC?wC^_&o&Hn>qrU~ z(e|AbMs@YEV+@-xYvqDhO#|g2jqP)8=dr)hf`asVFc~Ix%^Vq7j-9v*RNn?5$p|y}b|~6yPdZwe z;uc2UTx8CFWx1e$<%ExeUwRvt?K2jdQI|}5RB)cfNETmCg+$0GS3XJCf+f6iK&pnx8HwRCbfEm>T*iX9Q%XwUByZu(UNrkB7|*<{tNtq2n%`QlWs$n^qjN?^g<9{; zVx5EO;4~vnqc78<8edzm*`PDAa6I*1e^67;dR%9Dg9_>Vb!6QhzZAkun zz7N%$%G+3J^Gzy!U^wFx_NW7z(Z{*2lYs^Xn2L$P>HW$L31%Og+&)XeQXsaIxI`9ps+@Br0@Z z@3JSiWcq!RAnx+oMHOZ>U7KxkO)4F#+hVmD;=07+Cw6**h?%WO!S`x1Apb!pNI63D zUH8Q^s!3DrE465mMxo`>6`WBj#GIzo5Ai8s)Nz??stB(I$0d^Kudj1NVQE48!?0J$>yfL2c(}L5^Ttw_ zeCQ*-obA`aW17#E-P3Z)Kajt>e35A|LBPoOk!n91S;OqFnp)|aS$?{IC&dfz>xK9( zA+QAs?=tw>FfLxzpjHDF3Y_K{m>R*WZAFY>sO=eAolXJtSg;sX3Xabadm0w zl0Ori=q!Vd;gzH6X7ARwPm>$?*X5drmU_n7d(VLLv{1Ag)?0}}GBikgpGHjUJgSLN z?S{G#{wBjNq=yDP1Xy1no>MUV5)=K|=Lrek^|-sx+43!QOJFOYSqgQfI9j_REQ`^J z9=VO*bO&C*Y#Q^+@D0E;8NWGb%{iQUHHZa_e(`*PGUdGqaJX!mx{ncZdxF4(m&;T`(+ z^OQ-r8D0o&Orn-{>#gckXjqCb3)q??rwpZLZ`cA&#$pT5p znqR{vl?n8uPhF7;dsk3$>0uA;Z{`kX=!ZTIMKEnH3$FG|?G8Nh{+nVfPZKp98f5s| zdx>%uvFty?8Ow4a)4e=(v4Guc_|-31c^+#hN^j|{9?sd-1of#-kt zm93BPo-Q1WI!)-Ovs$~4Po?hG{<(g2FK#Ka_9?qK(@`{p`D^C%q6S(pmGq9sw~DpJ zt3s2lI&RWfh_bxQ&$*@(`G-?4$H=(!RZjZe%yH{3JcX9X|i)xR<83!EM(h7 z8M#4jdRm6U6|~Ey6QV}vhNFFKX>@Ql^znhD53+j*9k&lCuy1{{ZJa0!EpAH46WF`n zqy`VZoD&orQSGJ#OI=dsx zP_M76qL}Bd*+D_JzWZ?-$O6Cs@s`ZKcTTy^35+s(s|3_f>^^Lh5goy%Ylm_L%S891 zFst9;dni@-HR9)Mj@ceKdh~8nHH$iTi@Ub6x^{~R7*{<@`AW_)x6o(i=4y5RH zH_#Xr#Z4DZ_3Jjij}s4k@O$GHiKmfQ>$HQZ5t>+SiGCnowo}`_n7Ck0yOMWa=MzK0 z+vjRy3ar0TnsoO}AGT^JkyqM!=;%}efclOeA$gSve6}GwOoa5r_FKWd_l8wO`2iik zNum*d=Y1!MY$Kba-vsfti~j>-wUYK%)zMrDH3w4r5LWI}>9-y+@jS9EaMs77X;dq_ zvT-+h1@uE-qz}Iga{yIE+8X${$<1EndPnMX z6h6P3&B%np-a93UkCCV6*9qJ)p1~}NhHmud6%IEp@rN!EM~~q;KzhZS5iR2vPc`lx z8>>9tcgf*w+ab;7sWvzwIrT#4Q7&lSl@LhjxX6@Ml;u^Z1WSq~k#Gvhk8M7VspM@L z+3t0yJWJR7!8V&BidKB@%&BADdB(c5)IAss%pnLkVvQS7sD?3y zjJ@7$@3L9*M~4 z(_4(sVq(+joY*_pM`Z{1UAQ6c-hBtDgWO^-9#8JAR~Pm8OJ%$f&0%Z?H^(NcD63I1 z(P5^abr4&`D@m3EZ*@%gQY&8}&ymjX*LXHMev?Y*~Jm7BcHS8QrhHXT3@ zLqi($vi{NXP2NC2e_}QCl;!SJ@Cgifp9)fG`kElh; z!yWw;>WlT34e2M!d5!fq@!e z7!i^1P|xR0=TuJ!Vz9dKc~{qDj&WgTh`XyM#y0-Aw)}GjaNenh>kpC_&n<};4vK{{ zQ0!JRpW5Et(hejoC*dufJM%edF{4x$%6b!%=Mefs3U)PkOLeAtKv5KZELeeln=CxE zu0RKmccqF255G+{^s&L*B-+qXGJL2@$>>RfJHSbjJAi(OBq5%rAENSHLajA#_Jc7p zl{!CF!sG=dF@CDkZdmdV0Cle zg*caZg|wGMgdgRaC7m{L{hvRyr`rC`>37*CQOTUL9LHnZMZ|ORK*FjD4>&aN2s4xU zwCE@G;#pvU7oN;ZY&p1p^K3A+)P?BLim6-E9V!UoghAlO*DI~&=X2zeq*m^)<{kmD zj3}(z6T8a7kYF09d53&NuHZH1^o+i-0|{WYfuCx*+pRD+ETkT9M;k3)D&_gTe*(Bx zl+z(BKndc466^GjFp-jp@~ba++5et{)K}23-Vx`Cp4k@o^5<(8I0m%;8^2d9n0XtZ z>2IooTGCdULO%pdZT}cOm0(q3vkYKWzT@J}MIB&-Tst<+vdQ6mqkjxFd(qC?KA<1E zbjTsOr>6L|VZ0$Lr$4x+J9valpP}Mq^OqGm;k!9%`u%@L$p*~kzyLd{$t?~AM ztD#W9X;cPM1R6=iQs*~JYSRn~r%xZ#9&uZIKz`#s+dUoGrwWa*D1(Nw)&#=xN zp-siXm%LTk@^u2EeNYKZl_%>sEeJa%uX;Jtm@G8q}GJ{_|XF><-I{5?I?% zF5jlt$N&2rS>XhOWFsK1-6A_}b0{Xn@A~$j!O)?kc}q51b#ueKy=O|n{KlT#;p(Hq zT%t*FQbpv6Aa_4MhGu5b*KlW9QYkJ_Rh0asMymZ)R+4nPq>koqEs~)TMGdv={g^>J zq9cq1Yor6;0~ffUCtyq5SGx8y4m^*!;l%~>*f{U%l?fibT|^^9_14j0FOEmQ_HK(< zwu~pAx2`_s{Z;z}V^F@MAG$cuv7Ev}q}O%OO>U{$U&AZBB`tMSIW?jV>A_t|p=?mA z&$9S|M#%$N?@&V9<2Ay#ui1EuFLpOr%y8ZYqwGH*Hb1Djr&ug(s<63LDp53*IaM@~ zQeE$XZ-2$H@z1(*X7PK6Bpt_jf$-yg{e+_mhEJmB_Ys81@$HW9zL&WIFH2l6+EJ7m z?zE|b3A3p~escL8bp5y)U$L7lxI=YcE8e-lJdjAE&kw~%aTronjs%-5WpAMz%2o0Q z9!^nnCwWI3YV>i%JBJN#3?s}zH$h<>qshhEzHgOly-oIdvA)4lmeJ-cCm9!W&? zJZ4R>S``xTNEYyP^=XE-oymu1AqfKljsX=qb(){yJWQh6l z_lwUduzDMhwbQ+mKHa4&;*VWRb}mz!TQ=?UU4B(fMAV#+ayC5E1}Xa~B41*efE%nb z+@_H`k#F0$F-J<4wip))>82$PAIp6O+cY={8md2g=gDOBkDS)VxA4|9GRrcq=7tI-2t`1&6A|216DL5Ufic&%8V@{=o7p}lCvUV4k*1Kf4f7o4x~)!x0_iaiYKCOX=C9F|NlQ+wxIdtcs4#y;eGxh@B#?Vf z(mbwb)4U4GX*}pcf`esPeEIQG>QBV&Kmmxh>0AlG!o&O>ZG1<2p&pRU#-98I4J)`% zgEf`cr90Q~U07690b4>wI7o<#SdzNO^TC${nW^AaTa-8yRGTqyAWM>O3i_oh^gDRdqt~&*Za}V)N1G^rvoh$+m?4?VaX_u04xoo-{!vy1`tR;f; zDW!gCK4D!Yf}{aBqr9BxsO0b(wwp`#_iLNlGX7PZcQsk#!Orb;IcTIl>C;y(jfZNB zV8dz~<$jnGQA`iYT0)1vh+U)%Qlsy2p*LBiG~KQ(>3+_r7*#G(%^e7W2kO*LK?(^j zAs^C8rgo=s(wq~uop7WV3vkoo;w{9n3Gu?=Q&g3ZLkXK?8_O?JM=T_Y=Ctd3-JTDN ztMxJ9$`qzBu{8%|=re)E)AW3XPKU2i3m4B;6UbMjbG`@~44sb73T5ILOTer-!VXr? z+{Ge;Wmj}^V)MK?E;(klpnvV`8zaHM@CcgR2>Us11XqJ7Mul{Sc1*#3Mm{7e%4p)i z5+jPn{a&#+s@zN%dRi`|+$gF1{Wk0%l=EJjb~@bT5^0x?SR=1dLt({jV>bL{A1Xmu znFMNwrk+J1|CxHjW+1|X0iBW}nu9&u=+Q#f6@#biTT6SE26LLNoLr?}aX)&rzt#K= z>#^!p`V~mY2`MeiG27_{k1)K2JzqZbA_MPi!ON(LPZfxl;t1jLf`t>PwXs9^Ekrl8 zAL$ZE9!1P5c*ytwA{#a!=8kwt!oFCJKA4bciuG2I=%G$ z3_=d`aKp3-udLVWnykrE-X0VGKDVhi^C0RhX=5zkqb2gYQ`1zF=Z0+xn)^VA9zi>fmx-@s7B!KsWE zOqUi++awT_W`5LWm7Kwq^1R!h!N#u9sV@;Xo!;2W>l=`btZG{Cw5E3D=L!5A01a{u zznfp5BMYW66|jVK-=1w&EFSUQ?`Ah&PD-mk`FKj9O-l6HP5!l4n}0(+8Rje*4&P}* zBV06*HJ37O9&R=bGffNG4`Vd{odQ3~8PACDuQ6TpOc;L?&I2RsHDO7bT)HuDr4gjYpIb<^rYyClY^9J)b`G)JGof4;CfVRCKdhRCFj?#0Umz*PA)|}% zZEVE7mcnnFaL-&=GpGJ27D{uDDHM(4vL)mj)AB$-Am>Sb5>^?8*Gnax#brZ2z@>jZ zS_G_pCIhtMP0OPI)%wb?1BZ;9=X@}Gc`z5*8;-AchNn@hs1%J-iEPBM21Uz23#RaE zjTQ?wHtCSbuc|0YR=c|-^SA{+DZ@{>9JHq4beV6a3yg8&5G{;UD#J8k;-tdm7_wC* zcc;-kY6!zMMe-Gq`FqSNvU(#ljhXnR3(6rsVwFVk#YNC-$a0`VYx1g*uVsmD?)jT$ z3X=MlPG38dbq~RD8r~h`zP*@p0Fq=)b#X-ey@-co8`tLs`2Mwf^;}7 zI6sOan%L(4x`!z13u-NRArX;mMv)R)kz9_zg)k%plP0XH98op8MbjY*b{AC^m-(M* zB8LU`s!8U5cti_mp=+cH`?;w-?Z3cp|9US)o4#A2-yWc7+*MF%&>sBz(rO}+`M~SL zgy&aQH+@bIGG6y=muumZ4N1QcjG86c=?iA1q2+Iq)xXjIlc>U?Lf>@&KzlL@imlGR z4j@v$(((3%e@CEO@XjskcC0m!&%IpTB&6aBQ+(OBU| z!sM7)(MP!6E+cmur!CRNzY$0h{yJ1^x4D-(*B2Jm8DD}vJy?qZhh)a19PmFV zPk%PXvwQM-F@e8w5s>jrf`xk3iNMsqdG>*qSBoQMWYzEu1jO2#Od;2a zSQ=$EEdm@4_evAix#+y&1T)zlCQ5m#=T2@xZ0r?=2Fzd=c`80T=pAAus|6 zEQL()IS7OgIcG$uvt|NMlgO=}lAGWeqZ zIWXZhKsTiR;Q8G*^!C=xH*%ajD#iK#`bhoGc!1&!V{`cqgZ)bAS+;n7BACxP4zFF?AI(;87Eo%b$8M zU2FFr92g+wB+e3gNbK9304UXJ+f@NoRaNu82*N*q{+!=@Ssn%W1{DQ`ahp{jixHQc z{3kgXFE=mme5g+k3L1KEN?uUa*||naN~+p?iVA!*O6%SI^-&SzJ7gdcsKl5c4Gj%V zOG7gOKv_Tv=Ob8AyAu+`GwOQY+b4=mX`nzVCMM=yH&E<|OvLvgVQBk_i)D1;L95c} z2bFw!@l?Ki5x5UHxEam*1KEnfZHIwvhr;4wnWy`!DIkD1Fp_}iwg0!mkcyvwxv9nF zNV5w33d&7;&&_L1x6=4 zAD(VjNBX14M~)Wj7LTZ_MjxIZPDWVA_zc5HIrTO$&4_t@pPR+QaMqWR5fG;CE_R-{ z6vyn(HpD=0luR@mkQ&ozbQ&1LaMrV_)565Wl#-F5sFOQ&<8$CigGWLFYc?6kb(8>X z8{LQ9F-vLt^cCy9$=rJ|&Y7aQ3_*@k?FJE(G*nd7%*#usp1!_=P^Q*j-HwY-sl2Xo zq@<)CKu`-48#^C-bx}h@(lCAh(9qNnQycvcU(41{{?{xQoWu_3sHkfplBea3_M5>b z!->BEiWiB1YkYO{64u|}-=RVKPg&XA4-9G*9UbpEZ!Y(Z4&#l3kwS>;J-l#*nhIJL;w!ablx8tSdxVn&pKev_D&Ru zJl>lTBOo9s>*%DpHnq0uc7>qaY<}YJ1L*eY@o^GK3o|nXGqZvW>U|$gEiHDyvNe*# zDgjW`(G(6<2B&Ks$z1kXVCeyHZ%%D3hh%ELud23o@p6-^r7$)&E^Ka29p*6yjYfE!HmSjgxMV*v-o4IH z#eZ!E_t8GGveq~ss7X!&2sFF(0-K=xbPJB*<$`6|>rMu&gg3|3bq|(SRw~NMF%)}% zor#v79<&9;QpqOg07*wFvbr{)YnHZuaIo#t6qk^Y55y_0S6kDDdB&HPih=p?v^`mE z(*vFCso6KL+ClVXDOjrSE{WnW*VwLGwGMJfH;C@V8oH2+3 zws$0(@&n(YB!`6|8X_h+ZynB8QE_n0cK7xs@9vtNTnO&$KB=mxBm#>H?ll7J#V|0k z1H~B0DJdg{k^Cmf$;r(R{UfgR=%m1&etjd&1up-~1^oA(!;djh(6<%XEH9r_Aob^A z+q7)c)7|~J*~jIy`zuc_&0^1!N-niva&ofi+V|;dPP5tVOpqN9!buw3csBq{3LOv6 z!cO1a>f2=vSH?0Vh*KosrJR6y(7?sTb>JfS`QwKofCV+Fe|-nM(9No^9&(5%;CpLy zJIkWj1DM-n0q;gIYv2b+2T@7h|4XrD)9-}hPLpdn>%~8J;{f8Ps-aPs;rpxsS`ln+uKxWqp`@fN1U7e!|0eZS zeNS>y%eEzVYs*MgP3=!}vo>&2Gcz-TV`J*}_7&QU32z}GYrx)b<39!-0+WD%9vJZ! zd0E+TEC$US<$O7Fuu&IkEE8^?Wo2b~yl%@^d>*VBG%7z0#WMi+@sy*}kduo5FBY^Za)T!ZJqTLKoVMwJtkfAaPSn)Y>{X2k zSaKSQiUz8cXy$?`dIAYP6eA4;h+BLRVDNmcTU7n>r2wcS?!KZH*~}E0%5L_i`kI2d z1O#+};f;1$Yk$K4Lefk{zZ#1olTq2@6Wv7qWcN*xUVxpsG33%UEr@Vn6 zQWJhAf`Djj`u-g@E-udeWTnO9X4y3^J$>c)0H`*p2?_b-2!@_N&6407vbi2>muS_M zN>^PTEzWuJGBb}ieG`qozd1Q+0q@6}P|#=T0sexJPQ6q`Ts-*tc)2JihXNA|>-lK2 zwx-5C!QN?Wbd?a|nZfOK+U$U{ygHbZFKa&kx#GS<2rQKA{)3XTa*H$(A5mnfPE+3W zw93&^gK`3+PBev1i-&64^ZfxoaklHpiiNdx4WA=e(i}ERyUQ*O+R-_{Vu0Ahvgaoz zo}f>&91wjR>jN0>*XdwtdnA)wsI^W3%_ED;)GREDfOupQY?bMSg+I1!PqXL65aUxI zBFuyYQk|ErdnehE0+XQaX}s`cXk=st_($WqMNDF10L+sEmQmAkwpbB-xq%@7E5zpo z2M2o!^aem9yvN5s@W#+LwfJYc#G_VP1kFUADRK+md1G6sZ47R1#2 zOZIE{+D`YMxD~Vc2P#CPKj<=R5-@ZJtuvL2M?T505Oz%T>#w$r{wv%&aQXiTg#UXh j_%b(%f{7d484NJt|{hkyu3cY~4&NH<7#cZYO?q%;E3-QC^N-QC@F_VfF{=iWQU zJs;sXh68zW@3q%nG3Q(c%Sef#AmSrJK|!H>`zkC41@-D56cltB0vvecr-Yn3`0?6K z@S6ex_~VYC9|V4XWBpat4hjnCE#xos_>$)%c#zXxM8#g-%Fy0P$JPMKLdV|P+{)hE zMEAX;fvug1l_d*36Fn2{dt-ZhYiT{ANi)7n5BO;1Edb<;1mwx7_FNv!>|OqvU2I-R%sg{5Ic zLI|W)AAwC_gK~2zm6VjQ=+v-yczE#H&HH>{k@^M(#=kvydV11oHmOirynDUkeu2Wy z&Yr|TLqj9^{kzNMZd7>|UKe=j?P2BU|Ifz_owUA42@1aAuw2w$?+TVo=TB|-g(u*N zZ`aq?$K~gsI0-iRXg z+K9Hc&-5B~P@hdrKW+3z=GyO#$5P4q=yV1|rKBK#mXt((etzcU;nB0QifnBasI^*w zTb+;=*lP2J2_xisOF%#%8bO%9XLfVE6w9DR?B?bs8iwngNd=`*ZwsrXrDbkmVPk7c z_Wu29qAEEV86y*u&RU0mT|pr>AInQb_nghiu-?BwM1Q97;2rO4yq zdMK5LW8rM7PKmo&S5WS~Zng6%{lz^xwaKjfvgH z%ql&fTuo<6Qj3cdS&YW(?RJc=H+FV<|9*=xo-HEi%+1s9d)@Pd*nF z0|O&z1C4}VGL_q*446_Xm79>?9rtIo+06RJMojS$iRZ0%1QE}xx!ga8ON}@j92{V) z-_F*%slg@&2#2xmG>sa54}E! z%#VtZmzOv8N24R3Lu+GWBeU1DyNE27!R79lcpxfKEZ7VMKfmVL&5iO$sgyjbkW60J z%dc}~I=<((XL^vQ_NI%I$MfYWzw@-TvolI{^p z`vkyZbFrx9gui|L>b$*?pPw(jH=Z4*T4_jaVq!9Ie|7NA&dzQNc(x+eR(I)laq$pc zE2~n!fB@6^i|cD8cJtZOp%!-!kGKkh!B5I18nU{2dU4`$pQyJ6e=9p4&1e73&830t z0S+1W4_KtIhzPZ#qvJrxJDS+bOM40`s;}jhmGZ=Vu77zwA63fB%Vp_*H2gJL=M=1f-vQ4w0EQ5Eb#1Uc-~84+HYQtdz1CqjDuEEi1ERk$^m)^(2F+&I zfysRNxS}H3?)iDOdfTm#?efk*G@7)uv{Cbu%e{$^)YR1N>kGtPFPxsGMyDC9|7@}B zar0wqx>%iI=;^QZ8ziKO#hbN2l25*HC~{aLvY(WS@(!1q)h|@^_5bQxT9yD4nx(k` z_t>csuwMOa0OD8D0uF=bkkaRunccChI3~Rws*rPOoBO|CA6I?RV%ItYTTk874F3K3 zBL4FHl>Ttr;_(m*4Dm@-RW<1WpVjye_2-v^*3w}Rm1Cv(?}TNsM8N)hbd8L1fur$W z)Iln9H=H21%49;+&J9GIBr==skayzXdROqZdOqC`fKvx6j^+2br_%Dg%Lb=q zyEjhJ-P0rL@_1XGNhOW*FFrmVV#XXIBO{}&z9@2WQPBX%uKWT6&4?c^C#1DhKEJ3- zN`}3n0;iv}gG$IL1C|pU8L3=UTpSk^gdieo`>c8Iq{T4U?0BS>ZL`rcmnNX!hi-7b z* zG&C}Da_Bmn4Y(f-_G9`b3i)ph4GkAtya5pxu9Y)|-wdx57Zs&7JZ-Xtg@w8AKWwe7wWsnpLG3Oz za+pmQLBFS>3K~h}(X+648saA+B4Xm;m|65Z*L1l(CB?(To72p~X--Q_Oq5LFi~=Vo zSERzk%f|=JTB>@o-24U=^&=Zw-0G^f=~O{B7rey^G)rrjUEVPWfc`Yo5F8phfhECWG_twg z9ZJaO3b}^YCo5=w5+@!{){hlIP%kqcBLil=yW2^3IcdJptg~M%R%!$X--YG1+OgB1NaXTLNfp-LjhU(3h=_J{~RdfDm zc4c$BK5U<#Pl7|iZ@TAzMnFaFX>W%X5NO3QY_i*ts_}eDy)Y>K{&asut&oQfk4gwE z_w|76#YN-Ck9wO8(V7R#<)-|*1{ zZ%e^3v0Kb{0jof^J2c~Y-khgV&rD2A3|5}{=g%MW#3~Pl=DgD1TaHdny)!c$>RQ0h z9)aVlc}4o62T(w2Aq97LUiBLD45QJsrl;!#g+e71d3kwAoal)l8uW!ngL1HU?TsLU z`tad{wt;~^aBENvxZiF4o|~tY&3rvm^22Ql`Cz7W1`Fr<`Z^&YLEF&qdU2!mexD{f zIvU~48=bidgQQT@Koo+W+;qP=#P_r9F($(meXgM2D2?pzre8Q_ZWIcS0u%gM>9 zZDP`2uGfozh&XWV3_=ql8{3vI8ozS^^SkUPEH}FWM6;rNodD>2Nk` zuF_~@YwK!p!^6XaTDgRfPOVD&@%F6BbV_`}3fReHs^FbSD0Vgor{IoU#nr5d8HmbgTiktPd01k z+GA&g==t$N8l>)GX4u)P{Ue3_BU0ML+(`wZH0$0HFxY6T* z9c0lRkVQl#uOmTK6@tSsk}sc2rPb0@zOmWo_Xe}h>4ezZ+q)+sGp;E~9U&?;477Q| zs383_fpRYZ887szCjGGW5d;7K+Q~jbV;Im4j33HSK-$WvWD#LuW5*LL z>6lmZpFxD?vRU^l*ZZ&cY>JJHj4UVLG-dV&jTGe7|BuZmGyMNrRSDqqi!C0>Ab9GD z^z#f{GS$=ZV9{q)UxY)dmu0cmv1y-i^v9rgsg+w(AmWWk4Gwv zOrG<cp3qNk^8 zLZA*%tun@VN29da6Hb7P&l(hnMzVf*I0TXy70AXl*HUS`{eQmrmethcfbu|;yU^#G z=>MAf%fqf<%tvsqQ}{iSKys5x;e>AcMJklQ<3vv>owoUK(z?@pvkarX*%x(rFcWFF zGcuMdO(GhOf2EKN1COddlEOvEW!v>4iZrrY$oK%2{AmkDRG4a0}mlerBFs-SfK?rJ{+xvUd zh&fQwlS+v|Oqls6low_}z^6CzJ-G;7Li%HHCb8ZT!jo6vTg5PZMT96P>X7qE4^TwR z&dq_Gl=z$frM1w2Duj&27&l6C4P6jR<7T9DU3nY3KLbz*DnPjf zrBtfHtAkG*K3(ffs4=NWLc;Af5H(maBZqIDwG=)L5Z-4x*b+dj~weo=f)2!jj0!Fb4va1jPt z&nZE^Wfe$u(|(@GlP+U|L9b|NX~RIdU~-kx)g^3hZvItVJQH-&kWivlZMsLjR_Hce z|8?nH7jlne%Xk}Jc@sfl;+Abqg&0AN_WX0eSmcHyfcs(?ps9yQdY(=y6tH@91Zk6< z4~lDTMb2n7Bmc8F;n>XNIv0(6YR#I0X5)_X9&+$X`!$-*0{rTWz^_neKlD;6DyqI& z48I5nYD9&rYx!AQ%)vh#TK$i6_l#NYGWyphcz8p>vFKF}*;+1uL~Xi4u%z?Wx&`!I zwEQ;>su3l3M!&4lu04_1DcX$wSlS|z`t@N#pr=iNkXK9?)*I-HoXEeO1V!;LS6)*T z?lgH|V(u~$yd`Oyw$V0(W^?tVF6hH69hJM zQFdicdE-MaAb6>G#h?6kbqs-*Am58y5lWtqj#D8I0eKO1O?`D&aF*-M^F5sDrC)=P zmRB0vXIt9WX#TxulP}1Z&muLLID*Erv$NKleHi!GM@VhM$sC}7?w+2;rlh2FJXyBb z^t($2;9O7>B{hBoLqL{*&^Wnuakf#WA@i*-j)&uNkQm>S-=gFEZX3aaeo5*29*0OwgoS8KDnDifHdSAh|Bn$4-|y_2t+ zo)Mhw5LI~EOGdSm$*a;6c}5fwND&z!CaTwZ{4sm>#_u`jm{_G5p4FWs#H znO($?FMP&7I~1&%yPao_+&p>Z>+kSpVtE`2t#iQVcz;8zyGTckFUTQO?D=n>MlW|P zEg!F`8UdT#*TF+)m!E3?{7^5ev~zh+W{l)h&EWHFO!h^zp7w*7DaMcQ+uVpz1bts^ z+Ou*cCcp=ZjXb?d%$I3wEsts9r*Ye@$Cuk!`~AG1H2IQERdxkay=wWeRJp*!5@;zg zIVHl5>Q7@E*NiTR>-*nABxEN;&os=uCD`kbc z<2qPooM6A@;oOndV(mz4img=H$@d`x^6tJkfV5ODX|}l6)9M&~hTKBiQu)F5%&*T$ z2MfB)&UYR0<<>i~t}8KY={!T8R}N{R@jpFVz3VB84l_s6!3EPnx5danCvy@H4n%6- z&$IBH@0lMWY@qY?_uR({b7WcVVs>!AP_{anueebN-8Hb#F)+fd+PK4^dY&oPD|5ov z&n^_HQzdoC?euzC%1&xvs|UEX`G1>|!tqq(kjUq2oBd{A8btoO$S=EC$AW=MY5!`* zkzVu7z4_0!i2bjZKZ~`GP9HZaD^^d@n`a4BjE6%AoYh16aX2Y?j3y?;O!2N znaD87`-cYHpD~ZqeETN$v1jjG7WVP^bkO%0J=_lR>1j^rAyy+lDk~9B(@At2emLk+D!n3m>^q^wN%F;B# z3`2P_q+!i)Llm!(xk>Svj&_)CZ4!}@rpR(GbwyQWucTP~`QM({tp(>JH*N!+@(WCb zS3rYrhLEbWTW2A|8ldh zd~yFEO!#x3@5QU2k0r;EH!}E5)ibuI<*SDlU-p%KhFWw%8i1nSK0Mg1b-)gL#8682 z^z;NE;n1(1oJiMNE(JwIy01!cQ=aGf&(azla^y*9Xe7iJeJR zI{`>JBlbJ>eq7PbM~Cv zdc`S+x=6a$>0eeAG;3A;(OofdaKr$1h{voSgf+?yf$ar%qQ_%!8=Yta$;=mxF ziJ)T-O3f;Zg?LEg=6-9f*W2&(pP3Z|)n1WbhpirVR!W+1`qOVUHl5q4tJJfcJj00o zrtSYp1fx1>ia{@;Y4bxbDmD0x!bwSTjd@D@jnM2Bm&P2-mfCL457P6{Bh0mBm!+CL zIh1)Rx1-!h0*(l$WtTwE((W_HItwa+a%opmQXJXW33>am^TK`RlBXEteks^-MmAsA z@2xvJ=R$CgOh47%)LvpL8RsrDmfiRer3)GclusbYt|syt`DaqzaDXNabb)89?Jz<; zpBNz}Vg@E!G%=(84!R}fvZ3R}9IJy_!4DWb6Kh8l1!D<|(RkW&>i&OALU?5!P@!sc znPETho?hdW_B53>6fHII?^ifFtazNAnS9$vB)@aP6C_RRYyWz7U~6v=YPF9G9-#3D zWjXY}N+W4}4ok^K$D`YW(pD-pR+6LLB&0rsDs-}5=1OL~dZQ0cBr99F@d74Vyf7Mz zh~H#o%%GqYQwqw8u9%tQBq6&i%VS&$z@9IhCFV_T(^|>Hp??0I*>?3*<_RTf7s#iD z&zp%3>mMGDLLm{aKbpq(Q;qlKte1qqI&?er-);qFv^>STUfTwpaEF^CaCtq~qXvx%= z&zbiEqK61@9iVKGP*RGIiryCZ2=L$@R9W=f+gt1Pt~YwUz-iazHcnS|rBxd%Xw8}r z>o3kVskY&UN>Dx1f3EoD5=Tge>93N&e3O*c|8_v3V4s)gySZL%K@4l8BsAl1Z9?g1 z?l+`hU7Abppj;o*fVm#&kdcSfbdhTgOMjjU`l(Nf1^S1$+-F60Q4L$&5I2Y-zZe~& zI8CN#y2|IJXbcISJ96~yZM zjxr%e=iCOqdjEGSb6*xtR*zLV8`@@rL14{=+>xf5L8jlTPBuhK15R#FvTH?>oXz+H z?C?A{JH*>cli}IL@p64d=qJbSzrhQ&SgQM&lGoA8-g1xlqIFCWq5de~_t4mqIu%uS zpgBz-2pFaILwALQk@ae-kd8~e32I$gzbH1b7Ehs>n=g+Rd3VFMeL``+jPj*dT&rg5#Kv`32E z51pG75^~I_@u-J5`F+o?xAvYzQ5_p4BD~91GF;Kh%G|edUFKZN|6aYVh^2))!5s>B zP9#3n3M}Ex?DZjkv?aqa7na{4qEaNNk(NTfbn))x@47Z;-f1Y9Q1 zACT-2NvoJIHYKsJdLF_?RfRx@xWuwAXT&Abp7E-1q1bR>MgI1FcgDP-BKRB1N7?Rj z@saZ_3{_Rc*3|mWs-rdDuV1sxhUFxU)uY~aPf|05K1^j?JPIMB@{aV};Om$f=ronJ zV7}kvxb;9r7Whl=MCs>D2Z-Git{9K3OhEDg(4_-}U28i#asV&`K!4-)(2oA=`T{wKi1WJ@*q zTH+ssCC!WX<(hmcwJ#s1b+yBoNRr$*-e|mBo=>)l z^pp@(6O33GDSj)@a!d0FZAHg9RHro}H$EM`dV|kQ)20q^p;*T%!}f*h`gf^aeShTj z_3>>enUQFAPX&Tn5Fc7OG*L;<^Zoo@Gcz*-0Oa)_zzZql$+Y+7pHt#_!vPke69AzQ zSaVE8*V~(`r0fhp(d&<8Dta9_J#)7%mSoj?fHU7u4rXR7I3x_fH%v=C+!$?VP-v+fkVr z^e*L5-pJA#WpXgXjp4z!v2O_@ncPJQe1^~2mbv*swXWa9E4bSR!oizJRM2(2Bl^Ug zaXi6O$qyLtu-e+%?dx6=FUilJp@?`KyE;34vFX$xMM|k=Gb3BvncR<I=9rR%!* zYn07$&_zq%t)ZK9B3U$KcRTjbee{bEh3#Sg<7z7wjY638ftPr$ZEAw8J|fBS%dgeJ zcF6*P;PGzpgC+qF#NaT!r{D#`X5#O+&CXb`h>6MTN0z;Ao(A~`TR$TMVU+xbH0PBf zxsNp((%aU3XQ-7I18NW4a95GjvaV)8$@Y+w?{6Qj`A_>bXB>y-N7C~Iqwi}_DoxHz zJEQ4F02zfKTZi-2p#Wbc;MeA-gk_Z}P@wLKB#{Q>VR=PGredMeWXTT#0G4A+Y zT&1IC*U3Zctoz4k((ePOHhzW^${qgQdR-n z2y`I?$9{f&8Jl7HA4$@NZap^6Dz0=r0B&Ac;8)1*4*&qs25Zqq2vt;Lp=mkkS|aQozI zICx@8dafV2N3GZdM#k5{YF}&9vn|Uib8@l91e@Aoxc*7E04+mMCKUwM2Vn{tB#f5Z zbtF8GY0Sh9=vew6NdO2;{`>bsQBl!sr4brGKR>J4bQlT&JEXvT1p~7;nU4v%;vX0p ze*u6FFvf5I*r&fp7iqEK+GZv>e)wf(GlQ$)z({Ty(bl0LCX$kwcL3$a`l`30!9*S@ zT!PI|FE^Z)xAxZ-PJHFbHGj_(vDl7nDia&ih;v7a1lpaU87|HVHE^ClI!uT;7DXQH8D+jeJhQnNf3+@^=N@o98ktbj*@*qada`X7edl`~B% zH5SRfd4>xE}M#7bM3p)-m`k5^D{(j!tPLo7p4mGVQ0CVFykih0~^EmdVe# zBo%|_PJ0EO)z+eGvPa&gV!RX9u(cUJBU$^Af=WU7=E#g%qF;9+?z`lj8=?j8!l^}! z70UF@T4CgF?I!N`0iH8EEfT~;0wdmyWD6bIMX&HuZp92M80jp1=MtJm9Yv13WtfIX zS{&>U4T}Fkrg%I7QoIKme=S{@@Vv1FeMlr5!pE6wtS+KQyRwvzQr|KbJ}wx->I-! z0&js?l8f2Dcklj3A{i+~s?#g!KU8IP>1ZN!;dRyQ`vZiPZc~3#Dp5{~`TM5=gGGlg zVn1$VxSQQ>=+(vXC`)4qV)6dRSZ5n$UrfxU=k3Zw#S_zA&5Z3$tzN>_O^s=hl;;0Z zC2cXkrMMwp(Ywx{b3LGBk;8HYb*~;wcFwwZuTJDKl6|4l z9O^bvsLL=NP`Wkbo9lEl?vKYqUqSf@9mAu*zWnjy=-RRN@Ti9wCSG#KsbcQe(IIBX zzg{YHLXmO%$8iL3kUkXi4JjfgXt}7`K>M#^Z3#V@W_>)n9ptDwz0QBJL?q3ev0Ts-WhU$1LcN)oEQ6&uOtQ-s*{i4<1@^i?i*vz+IdjoQ-;3TSBrV2^4zqm8;IM71N`9 z+hGhM7N?!)Qw0BMr5i`fI&21uf2Ddtr6CeuyK9dL&2iI^-Ua$X6TW>y1WmCAik;VR_UFw zV*P6^E0nF-tHpBlEYW1Esdbl&hhNq!vnGCh?|`tayq04K|6Gvbzprf7c=Q+Rk4zY| z4|o<$*R#r(_;rV@RBJXu&R=kW5lDu1*1g7{GG+O0JE!y}>l`FwQMlBP)NH;}C#)SA zUrC85r+_bE8eZpp39N^A@fxPC2{-l0`mUqbE0>59FoLB0MQ@g!_>~eq;GPyAwh81q zI~?W>*Tmo1+-=6}@IUL*oB+1(c)58n-Rn8u<#2zh(Amw+%yKl9=l93&NxQ6CUw%IX z3WDD1cWhc$^o4}+?mRjP4hgW1e%if}(2}G-BNmSY4}Zx66R9j|5vqFe)x`vJMMC8c zv&DNyB-aptC@)gr`HxnsXVL*Sc)HWd(N&0(oSp0Ah6&9ZF5mfs1E50o#iTrZrn>a6_`s=vIsmO&3s^4Vv zkUW#+6j||d{cJ>>MTNL9vXZ@3 z@^RaSeqO&jyP!dSt=_@<3=MJ+f6|7$fjHzN=%IkRb!ccZRX=^m+w+_aP;cb9!(I?- z8ulxI#0oo<#s;$9fr@{>Gz(LLlnoU>azcv)Zu}_RvIzM{f69cN@%r?K1w)pMs58kI z@)VEX#B$x$xDpRD8A-{-7!&(qOcF@jS0(-G0z`(7_m#BACt0mX($!O&Fb?#W@k}!J zR%I0|AnPHMv9Meu-nhBCMyI5hud>2M0=i!ICoPhysI4e7dD9i=eM%a#n5Q4}@E--b zrz^ep*g4o?r^M~q2@>Y5Ekr*-TOOwBmUL~0W_@pn95b)1I}s#$SK;iL*^o?>URBtY zb_!3+Z@n~Y^Q@zZz&-5S^-y-e0<0m3g$_teVQ7pv!tSIpwyFzLF@P9@b00EweuPS* z1?LVoJzYpA!9Z&;lJD~9QG#U_DW+>^+QGO|fo!IRt!{>-C&n5Cjly^LpoTT^f{Z5mVZdcu`aitoTlX3&Dn70%_?{eFwDC&p5clzo&qU;pWWo=?APU;eLwJ|0i>Ko;~Q(W_q1fG3vKk#AS> z7(js!Ar<=|XdMC~T4uG8+0%$e%OyN7vTu)GJFC~D@to%x@$X~G^Dl)QdB=ua<5wnS;IdLgR?| zELu>G320sK$1`;)gfk5qA?0(J7czjLF?nocp4Dos*J*zze)%%qp8F1&~Rg;m@lMvmHk z<*^^_)W{E$izt&pr(j;H`Iscl&xdih0$TCe3In8Esnkq>Z~!HAP*s&i)tD?lr2w^G zU$0VN@kb^;*_W(Qj>yl3_|A8GwInbu%=a4G0$HQdVVA_;)C}=MM;X`!8y1bU$r<=B zN{6nIZg4BFk@4zvKHRq!5lxcS4|6a+qK9#zS+vR{9g$yX_a`%6pvXHlG9o@kbfL0;g~T-h3PqU|IROXItx(6uY)j^KQ=en0~{PE15?uGrfBN zwZOsmcu@NgmTJ2oLfELUca7|(qP%#bZ`z7igP{r1v%qH=G)_*W$B&@&=!4N@l`E143RuV}#m5zz}WsY*dwe z*S8rRs|8YD-6v6`NbG>U(>0N=O}}??t%`U&Lw|ie+Tj-%1g%Z)z+wnquhA~mk7wEHSUQs0 z!oK4&cv=BMokPxfCN_UmyZ0>bYCPY|bNQh|7ERKX(^c`XZTUEOD?eLQro-L*{Bn_g zaSH2)b3(y*cY}@}XZP2Pu9mQNM|%&16(KI?o%at`Co^9<9t}PVNvkP+8mV3AsJEt! z9De8YDc2I)-iF4{98w?nMFEOmn7{1mUTM5?9BjI9jk~!9?U1)^dBWObUq((1j@(B| zM}F4l1$NSXt;BbJ_eVKLS~qW^jXT_4;vTmNODmw0*BUL^tf}OJAoV3FMWlxpP@F_B zml@D@EiyXd%eEyZB>bzj(i%Pr3quC@8JMGi*9Nj_WMW>Gi(8QDOjcT&+wHcMA-nCR z4(TZU?Ufy(_wEy?0;6PZA|AR8`oJw-jsV~7VJ&(IzofpSv{g#zzUAa{$B+-&f%{is z_tzk(?iMXQLK-E*o6Bt_`?o?$DIX~K&@AM14N;fk3*eU83~wkz^dEs{v!nv^+Ygb1QdU4N{jAdfEGHh`;~`I->boXxO=h0 z@(cgBQLdFar%SSy^wRdz_Lhml$hVy%4iHnbU4h;_{3V898i-xTN zRiG~DNkBg70W2z!ogO?;I7psuY10nVnjB0`Tc>I+6h0@yGrVtd7w{hSZ2bJhj2dPs zt7-M*zIlORW#Jj>lDl)};yZdZEv-4#--yK&Ig#+_Mg`%i8ZD=on8t=#@tX^0K_Tz! zTiI4jKe_*Kz7ynrRJw)aVl7l#c!G69B~%G5r0FaPSl&ct14J<21|+c&Uwq+gR@8gnRTo zNnbHZ+fpS6M~HdAZ!j@1+LPGKjAu%g|N9!+or~4p2&v+pdoBWQ@%OckFm4C)V z+raW{zF$<6`CpZE$o#?W*~VO>6N9YmoYTYOdMJbQ!%;0Y5aokOLIWVE6ctZ=0r-|M zF}6DwZlo@8z=8|<>h{XMYn_YveUDY{N!f81ohU1f!~{nQ%6P7Y4iIIW^LU9p4+AO5 z?ZLE`d2>x%hoQg8=6nz~G2N-dMR!eE@t5;WQ6LA9JeKjF{cE3Nfz~@R;FIPcLBKOz zNWK1g2}Va%9f9~&^Yqr82LFo*!L+xN-o@_ECWm2q1Sh z05b$lciYK5NXe1^E!TnXm^+s^MOU(zDIk@{)q^A<$yZFM^D0qDndIX+=zb@!?6u7Y zIgsa_bSgV;8y?mVjwJwTnoE*mcoV*K*ixS?VD%L2pAXwo*g;rsi8Joa3%acWom4eI0+SW*IDp*Y}UE&JW5|Mt_z*`^)m3IS%K*hyoewIQA6P0^0bUzxBdAb%*2`S*w zpqJ}&{s*Hb*|9;W0F&=IHf-0Qme`%hZ*3W29W*){esM{_Pqt6=C$)Q1&JwwS=XRUk8_6sMSI z6qM`mwA7%{7G=an>O6R$xOE&~JdK3fpF0|Somgyj`3WFN>}s{Hf`5ub{A|f3$&Kd* zoeXDoH{^i(1geyXWuAdEw_dKNRaSuFCG8Nmx}^Xmg|3dFP8Z9+)O8U$RgNnDteG^3 zF0vjYuFL2-?yBMNj}<{~El`gYYaL-bj)6HA{P8aCyudQhP~Ad{20YJh59Hfre8g z@~hAHetDy{lB>yUoYu(jx&HjU_n6tJ48SoaRt9(o>=Tj_#!JNo@ax!DH(*FEp3_g{ zm+HBd^-3YFBGlI5z*x2h&VIvWwqbD6>wwo4mmP8?U79-aE3|~ggyHVk4IuKRz*^00 zF9777-#Jx%?Ay?uVhowT-CZeN<2WGQ=$|u=6>xXareOX|DU?xL9@-1`Vu|##2xz6{ z{*l5P%-491`HFC+m0W81QKFyuaDEi(Eb4Uk?c~1EtYmE{Z>6(}X1Kt%IdoK6qHz4?y`%DnjgyBz5*y@z>g$M2oFeYaV8&-7@B!2DV z(=wCq0!T)xlSSMc>B7=)v^Ew>rgr0$**E@WA!{B7D5j z)wYc;%G?XRbhTT>J|THBELfmXEwy^TAL5!mK_Jr-rzZJ(2*0deJ;wS;*Z*lmwbfoKbK@03jy5EiTmt+&|1Grvn zpwT}~#VI<1A#KIu$wvnh?;|UIpo9KvlvBC0O`P=GG9tU)d%G~ZE5F-Loc3}K>Y6xU zPg!EevX^;n#%}V;cJ%`FrFYq*S5fuGi_j~zlXxJ_=e-XCJ=UUIb{x;3s$r7BpzKo3 zfs#ZqtHf|>()L%o?EL(C8$U!#5om)TTIeW`k-MiaSB)o)%>D<~M4K1xysioMBRj4n zF?Rg!r6&lAJP`%7L$tSluHc(i_B|r93A1K$G>hu10^~gM=f|+tWG9jov()7V#{$M^ zGV78Y#g4wBjbzhT;Uh^~`FwlBs87f0i71z;^Mt^8(LDdgAN}PszA>BY)ovbSQW>z}g)0&`(maOIDC-l#Wc=Aa1(JWqmvs#iqds#=L_Pxeo z@nnRaoKLE+>V2P_p;OxT@|J{hw;pE4QI++IjmZclo$4Rvs@LX7mOD5XhZS1&@+z5* ze?wR*e^M&{EM_SpLUnq1W+Wo@YxwK^{N2%!9n7r!1w&bWety=MyRsD(6}!vLJYT+i z0aIL%TLEK0u36fAjSps|fQT;vDC+W4G_rYG7R5MPE#vG|deYF=7U6d9Nm=pC z9}g7UD#*|3W>v>?gKOtyC8I^NGR%%j%#RxrImnjZf20e5R);_BKa=jGA5!Ac^k+S{ zSv}Ahu5&*?)l*K*tWzij%dK>xY21i$LShelz0}EcB^neM&ibzvjM@?Mxm|C9fxxb= zF7&r=JHW{F-h4F;7>=<&nvdI?$b~7>>qUjkl7@#HjAe?15%DN(U9Rgmao#aHNgOMU zT!!mike<^R^W)EdXMDc;^qzEs-i;xfsmS2yQ~ipaK?Q52zOXNbIYC*t_Z3{l@i{l~ z(k<17Cth#J1r2A6XTaMZQv}^dScfB*(BYi!Y`(RgoEO%Fh_WAnUNK)O9)cwltS-zd!mE?iWo zP^q|YWMmtt6@gwe|Awqf$U^y%KBXwdcx|qu4u`uH&#?vN%B?*sJ^qMLyCYugqjt#@ zV^f?7y(O#2$n;3l%sw9+EShfj-MbWVo^FQVRw!))LlJ;0jHZpbhwAU|2VmConL7yyNpwt1wl}t@tc+UQ^WUdS z#9f2Mti}n3&K{=Kg;!}Ry63ssTiEes{GUKo(ri;ooomdO_dfT1PE9i6XVEWkxf4=$ z`_t5!6Pc=xmUy8kq2)}qItrb#VaAM^=Z>D#xylW%qod{fW*$n{wzP*Qil3$;6m0nT zz14TL2WeKZk<-E_r9SxGhD)wNiAzXuIqYMBvU&^n37CO;V*0UB`Zz_`(aPOp2fRaA zSQs5lnSp8Z%tVnZ8^*o&u-UMemnSBRNKXxa4`;p&B(Rg=Y2TFKER!u);gk6 zOe+khS$b+<$?yI!eW}(NMJlEOuHyWZY4750{pG@V=t;uK-&LB(_4o{*?r%`3J)PI-H1qcNrM7{goGd<-QDOgv~+iO zmvlEsOLup7gEaikeBSr_m&)Ze+;i@IcC5Yj+UYSdK6TgW1Z<&1oPI!m0)$dPlPmI3 zeM>IUgbi6U-;l1CtUqJZIEE{CIMcjY9C!zE#jn(!!Cazp}g6-O(^wkVTd5yC>sw*f%2LWe^*$FTFuXcsnq0LgqKSfe=uUEOZj`P_t z_B4*aeJiTT^ha-Zqh6%s`oZS6?RNrD7(?UY8Fw7+Wv427)+~Lf)bbjpV zyRAH74Jw!V&9-9wW%PWYPXQ#y6Td_JC}btDE|n)#i-hFl?aq5qMHZiMu4QiA>bo2C zAepPmpQ(Wb2Ws(sR4juFo@QLcApqtQxuRYQq9tXK(n6|KHSZuN>Pv%1(E=1wX|hx1FMv_?APM`dU1 z{D>B*Bw5X`;*n}o>N0@`p84%lug~c#&A-imHnXD(ca+0*cXVs0VuQU)5KgX8wqjX4 zi^HY$r_K&SG)RVU?}O3I)&@r7YR>HIpT+!+@nh|2=>3&=tR3zo-j4;=_5Eecvv70l zaV(OgqVNy$udVj=9MD@)=H;rgw7!fU$n-md6o6O+n|B9ep?;B6MLkQ5lrc2u)mSv9 zCJ%Ce+=IPOYTg_y&djJGI17z9E6v36ZvVq0x&F$wDqAdqRNBydux8tJ`iv9tkvHJ% zzNe~oMxC@6*A(O1x~WCq1sPnwM6SWacc)8!2cXGv@Hn$ezW#CHjp~#21V-xepRGv& za2!LqlbV-pL%)%2YqG_Jcoq*!)b1_bw(OASX#^l`G$D+Ys~|iVSF7*dy{z~BGp(wp zhXghERXk?e+S)qX%?{@PvLispp$O_m`5VP7!J2>;2w&_{t^3Fc~LmY*aZeJ#^ z^H9U5a76Nu6P0kRvLrmz#TzMGOwXU4dbb;+8#t!y5@Q0gIJ9zxKo?0if$d{OlBn{h z@eina`u{XnyoWP5kB>=q+<&bLVCmh}>B#(arg?_Gq}4!8GgXl};$0{2SnN!gbj7Bi zcuw#&!RM&$>*N&OJFpyB2=_a6zSgb02tK)0BXB8lIcC(FnD?4#L}bqj6i|NHLgugjIPOBt&lQ=~*XA9inNHD)>Kpuodmj>LJ#ZL2R@ zs55>YXz%fQwRCW%xxmjPMB2+Ei9Ks~yqvvYtd4#nMBY(l_3-?J5gST{rmggz)_JAZ z_COF#{T0iz>uE%AFe*?Adnzk4GBQ#GqtP!AG09;AJkZ06-q|`E3U2eiUfPO6efg1C zH1D$Cco%3WhL{QVKqq*t(>yn$M;-k7Sjn3sq6Q9yRClLlgF(tQ6-IUJEs?$UIDHbW z9Wk8W=H3r7Tfzw_+9UkEfu35KUNR%tly>kiNxI?3UjG*Tg2%-*#q!Lq(r9dAE#!c> z3o}28uzHuUkk9v;g?JKOoA-sBd$}>2=JIVgU+d#PjXb$jX*D%MFu1e^l(%xMm!8R6 z(%20ULE0nucsa3q)o*!0EB-BuozQUSs{f5ifABr~-Okuzqf2nfV=b}Ce~omQ#?$^0 z+M^zx=T~@_x1|GvOOCPKBjTe%lTZ!&R~sCJXry2G`kND+fGK%{NMk@8o++l{UNs5j*~~>|LBo^lK12#36d`6$=%A zTpw6B?~$~zl5?F!BW2@MC3>t9!*{ynIF+t*5u;m~*XT`U7u|qJ%&Q@AF*X*y+tk2X z=y)QuqWaL1hAuRBX|HiuGDui?Ls%5PQh$xZWSP-PGA@Xki3MOgpTODpdd$?1u=1~` z>2KfGDmh9kbBJRo3Io&F8F*0WWcj-Hvcw{ihB5;vY+Ta+RToW#c}pQB)_c4~9bww+ zoTm6qR?`1_N70*^wQggoCf~_q;`?y^CR=eX1%J!S)b?L;HXokv%bej=@YR#<`1@2M zMCo89x@=b(iA#ZzPB7LE)`sTlw9{ukqjOqJ_tpcBnemfKdu3E}^#SH5|4>kNX4^>K zAzkhG&r(1$&rqTBPQS^D`t8eWbmyvuZY^hw@JZ`?9G}^+mljt7&ESb~cCB@!Uim_K zrNCEw^_OvY!?a(~Z<0bEoFu!&2MdhQG%h(egp`00{k=%2U)}F7E_`;UneTtE(YXga zdghwMpIa9>f}A5a(TuzK%GAyI{pCCEd@RlqL{4T??xaeO8Pid7ZcUkyjfvEFr^5lU z=5gu>0)gpA14m5CF7HT0bz~e{P=!$6VQ+j{8I6rg6(pR5Khz9$2t{esQ0^x=FgX3m zAW$wUxY&Hyva3^;w9Bt2#qi7 z%N_41J5l;VKmQF+6HWLf#Pe?z487vi(eyNYSQP%-grFxDqNMY30;2iu3?iH^GWVYV zOp`7hU(M!?Nr z&69VXU4P!hTQ*i(!!qkC#?oN|X35n&hKa9=uJ zR6#&?&{s+_HI>j~K*z*vxaAvbE?HR1G+2FUy*@P0UNXm7K_y>zzVl~`3z3yyqV7AA znlo=&3LKxGR=^6(Y=gp<1SPbk($4a147=Myvquff`;Hzh*$AN?1AN7U)y*q17_x=K z`~1_nO*)P$I_h8K6vO82ez$yZbP?Vq>ko8nI=hYjQebA#9%DtYd)EC?AG>NQjMhgg z0$3;BQ9}ii0IGnxQw_&3g8nodv8mu+-YZ7kg~VjiprKW8_|VB}6@f5?Iq(hYHSFW3 z2vm#6K0WlzcZ7JZ30pcBGLz_-dnc-NDxro~QuBWYc2gh+uC?;l->gO}p>97;_kQIj zzQ(`ayE1CB`R@muzk2^n*{{V8Y+%kGvehxrY_{?tqm1KOJd$@=?Q`ZFmlqhjTx6TTRpbGOJGJdtiLtgMR(5D4DdsHLs z>Vh;-6^K$dm7Rcb{iNDuEAXiaQ@UoDlr14jZ7JZ)ZvV~xOfx%@r=mcr*+9k_|C9TY z%$5K2$k(QiwNF(b>;@I&2f}+R0rZc=_NUVPk2_?P!W*UY6+Q(&VD|{F<>Lq|k9($7 zN$srqEQ5#Vx+`xRg6O?xZtD5fK%sK}PU;sEyQ;eNE6M#rGRcGt0^+t05XJYP)>IM* zs`t;=xIH^6z&BiC&O2G`ByEl=g}kF=h=rN?s_Y%nILdfP-F;8)k%DXQ=0A6Br$hc7 zCHvcQM|g8JjRM%`^;n0R9Ze;HiyxVgTmT`p!?fCOth|baK>21*4=Zt+D}?>1R5=Z; zs|)a9hk@WydeW|GA%~QX0bI(UxorV@%>rS*J0A>Zy4Yd-QM}V*5Gn}r582rq{OHka zlgW|n&wVnA0%7$?Iwl(LTPOV}na!&%G#NVMNb|uJlAVKiR!Q;MBL_oGfo+RZa}uH* zHdOelXqOb2eOJ0g-OT&2_*B`FUXyphENrxZApOIc=Gy94PuIU3{Jh*!11X1^z1*gZ>#x6Fh(i6y_@KKNTFiL)zo&8B5SwmKkGp*a%cG`_y3 z&!1i@s*Dp~$r70oZ`r)WGwh0q==L4n>aFz_e&yrgmoyuSU+KYngMIjUjFZ$czDxM_ zO}p>2J;=W}w+>ct{{%Ua;PPznrx9_iD{IF*bW#7^wl=;`b3L)TS zC|3fsD0|9uZ*xKFb{$b{Zh54YxjnZOyyLw;HmD)w7Mr>D*ov`S_7+_a))!I(@&=b9 z*?mlZl?9^e6qQdt16vASY^cKlCQtX0&H;bfImE@88>a^QE<-JKIX@_jU&^} zMam&)ZK#M0MlYwk7FTz!bB)0(MM_|vih(R9S~M)Q!@v*gPyb59KD(Ca6b2^hctA+@HERHXNg`}AP#HmE$oxUZAPo8+>xxB z7YI%6dVHA`642L17<8K8Ftnv4vppf6rLdFG1gXm4A#ZeWB7u|Dibc$>(SKD8&Kw=_ z)KqT+WZDLBE~vKNi78V5&m8%F9^e)_Dme+R+HGjQF(=}kL3sYxQ>Y_{WH4d2d-N-~ zC3ar1ODx0TXjs--AW=ujV=FjX2VAZgr5#oD=Xi zkPb3YS|*&=FuplArvWhGzmFWx-{}sn0%jT#oFc>Dio6|VkN98B9%zqjTV--FVD%lu zo6!8Io2{?JVYT>|R_j9mO6EE(r4J7Gm5Kr>C_{VZrr0L_&beA@Zw#yUSB2VpiO&?} z4vMYr2&5rjdWXkD001)?_LiIjUmevLk|gzIASq;pM;o$T(4l!$k}wG-Ms0o?-TvLK zM*U$lR2B%(#{?LB6(we8xI<7xrWEk}zq4A+ze%^Pw9l$>wAczxUqSQbqp5?A>ay7a zcUp4LsBgw%!!7Dm`o47VkSlufL3x?~5}&_i@vf|Yu$q`3p^4Mcl+)cUpG4`7yQ{w= zq;P@t{6^Iu)W@m`kAe4lYb)@mCBCpDL(_z7Z%c(8neYaSR2}Lr z-9@_ZYu^U{Ge~e9Uy5tOE&B!Vak%TChMFjOm_4`Ga3@^wYtH%#0yfQ;YBnNRX>16C zPd=*}rY!MTYyIll01uAUUt0#h`{rH*mCB`ZIr(X=734E0sMikbO=HZt zf%r6^K)4LC1n=GT&<)V)#c$U^ns3RWd^?Z#gY7-M2!Y0f<{|8S?ZJ(3)M$}`k4J2F zxFK72Sf2`ehdW&!=gl?NkplzKUK`;W+6rFrh9d~(JxHH}5L1OOdY`no-k$Z9OtQ>q z{3B!qE4HhDFo>1k%`eW4sZJjvA4s`ZmS$u__N$>Bv!Mmk68ubE6*i*qkmPTA=b*(e6IMDi&^~YD< z1X4K6lT_fQN>mG33s4SI{>O_*rz2=iR6h;hR@*;QngL(2mtetNU236DwXwc7GhRe} zQs7gj!2M+`;pa z#qy11jl*)RNXzhrFhq2rM;8X2hfRC7DlZzbm@=)8W{xNgP)^l68{}`H=Db0#GpW=Z z%+OJXnG^)V*t~j#!-|QgqEa5P$?wmxlI3XoFlDmF|MwOM(GY8Ut@3?MPz4VKW06hQ>?(Qo|Rcio~XwZ$U%h;C0zVowZJD*i#aB{51G_gdcHqBx~EI({x9O zWz`5ei!9`#qgfqRe9vG{`Z{Gqa3oZKCxp{&8cZ<_nfS9FQNQne6WV0%o} z_&=@=e!HGU5B%XKe3+-xY4W;shWFR!G^N-KQn7G$sQPqeP|Ceig^~XH`1Np;|H>AC zhrv6dVw*6BHaNUV);13=i6sKD-UI|J+_=AI#~r+|L_#n3?klA0BqLj1(p;TE5GC0e zBg&n7uG#TF$YJPN16_t1 zp^@r;27PPLyCH!N0Ls-E1o}sCjXr{sQ z<;CqFK%bRgtmd|`zD~q0guK&x_dd>8_IM$}XyiRDRat_tLs$y1Yvos>u+>q9S7T1*=_hPv7YXgrGL#~ z{3;N~7BzgeG{@a4H1t49)W(ujcC8bu#qXmJYXt+vRM74<0U+LoITn<*hjUcW8U9bV zE8w-|ax>8{a7JwUUC1vGF-ZRc4W6y!uP-uqc3}=Ltd*>SL#aNnxe@7{^Nalf|1aR| z!sQSC&aeo-o(7^Tv~H>i zmhTLD$s*d24E{zf+MMk0kBMy{szUNT)9-C8=7)F_sHEj&sNoX?1w|qf&(>Oz93LM8 z4eIB!nl@s^>4#d=1MTM{5unZ*02C^~bmM1vc~!Owwr_1CMV3cP>T?~p-))_cxSX*E znPN&xBD__{D{8o?I!3ti_KQKo_zDsDJ~WtjXzW`@{JFYY2r%+To!kXmom3(vyRU z%MWv=KlJtAzR1nZ-Q3( z=PT?iNtPE}!$u%l#xu9d!X&dk!2g>|;(YrB=HW6UvgsvXT_dYP?)h8Dhl_oG$tg_8 zG&G{H6QVKAdW1GwLw=y1fuMvHM2OE3l9ELVqK~RT5E}=93*$B>rU_`oy<1_)m`M?H zt>KBoCJM#>A3Fv&!kH)5f^Q}!{n>Sc&Txfo4ipkPL#rJ_n%cVx1SQj#dGW}KfQMc8fpb z{2bSh{3e(3mL~8Y+>*;gOpAm&b2MyjfB8vl{FspOx^@FlmqE zUc2p(>rEds;>P!zR{wuU%b&5B?E3k7>`lTP%`sTnOeA{mm78k+6VLuVy?>`FClmnN z#e+kWVN^a@;z(1Wn<(l_m)4*DD44-XA z9WJ*O=b?3q5P{ACk&kC&(M$JEYwZ@3Wma~9&U0g^&gn%_1Ky?C8 z?%kdo7|T@p@miu$X52j?I3FyWd4ljMf;u&ewi;^fZG)gtr&*`br80qJeV#LWFkr1d zyL@qG!BVmoy^*e4SktvMP3EZKD5@n23fWiSZ-SOWys40+sdyFm&p2A2F42oVDF&u_ zJlgujw+ReAtPPd3akg9=DK>zJpXK#d>22YOrq0|((?}_jH#u=KXmWu@Zfm%7j>m*L zbTUTBzPr=P^sfTs-J$M5O$l1*^YuzNQZxp~W7iM<+aLOnow)?FXXltoe-BK+f&cFA z&WDKByl}2%mR0mCKk5Ff+V2f-<{hFouowo(UytR>j~bZy;Y9$)vsXPKNOo6U>1!}8 zT4HNkly9kpP|WL`n)Ov^#1UBm*r3ErSIH}ME#mW~?h_d2t2#-9=SzGQ%f+@Q&npOu zv4lU7$AX~P90mnWCvDcp&dQ5{7de5YZ(;b4USOEKd!tWmL)=KZ<=X{E6@&AQXe>Oe zpNv6(s#bX~lAq?Qu_J4Lvh%S1wN)tT!?gk?+|m&!A$-O_|JctDjhd2YEqqV?nO;aF zRn^@I!3EW2`$ytM_=KQ)86Tx992H53;nLPmSJwxFOT;;b5(dJFOctD`8H0^I!{sGc zIeZ@#16axaGLk-0E&2PzWJ{s_r|g+u0KF5=)coRGe9s+u_<*f_sHS>EC#sy3_9O(v zksc@FAb<_id^b?EiMz#Ccc3YFc>K&YERwYAXY}QgwpS#QrZEUwBlCv!=kI|e9G-;c zFOYAArLdu3Jgh`)srr1cUdIFJwZm(LGNf64MkOUmYJMRZjP415w%dx(0#r=V3~=~h z2MWt)eNz5=AbS`ixomdWC1WwvUWMg%>)7XiesU9|<0O6g;O%EK?B)%+*GnoVPg`8C z_4q+2!{#4yUWRxtU|$fTow}DP3>xxF*1TQG6^&8aUs47okJ(1<>SbuXn=Q}MyKDDl zSN_D!Lpbf-H`yaucTS+rQZr?Kn*9h9Z-7BdJjrcRv@3F3rA1?=ge#VUBiycGCuOc9 z{*e?>8Yx8z=6XyZ4q-a`a{SgJ0|czoaYtIC^j&iaFvCVin@zgnW=y6g@L`mye@gj- zG~}gHtyV^08I{(4QxTbDfb!x2@7P~vjpp_$pBE;u-E+Z;1Uts_dI2r)q#(C-|VNH%$)fVQ$sKUgNTSZ zVjjj_g~RVsYHQ}tRf6kq7lg#J$4=F&W@blS;7gj-E8YNUUyt3s=3OUX0(AE1dZd6_ zp!Za6togam2*3>MoX5XGg#`x?Ryw3q?cT9uNi&f8G#ur#JpV_1I|_~9xWeV|0Pd~J zguTH=>_O{jGVJ058Y2AnmC|>$4g^u!?g(OLh4YaB&;bCcRm%eQI%&ranQ*UW(ZiQT zfINVR+nr9l*O0#>O=Z;qytDq*Maf@gy0yUD$dqRHdm9Rktcj`=g_?Y^$opquI?40X&5r%HH{4+6Hy$x+Fv<*LP%zbA%?w>w zaIaOzf0}6&UwWF$`Vx3B9S8^(b1QS5=jNJ!aVRw*O zweHmTf(HQW-G)ibig{s0WF)<{dY5&IA&n@T8JA_4oZc{Nh2XOlE_$;CM{BYf_xO4l3@GCh&l3ml)hjqOm;(W1oZcA3BDu0c z2(IN@f_-(UH&4FPyt9O5W^~Oz0%N3X6o1@uK&<8!4hH5DrV12~og13mx3?E;vMVaH z{*6=5*05-7?%nkd#26b!G(g$6OIdis2{R{UusU`@Qy_84={>D=n(lm{832{i05qRC zsgM1WbiaU1{s9RjI4a@R-8Vn;Z_RC(RJPR{Cmr)0acuaJnhXqXS7^Uspj~I`BwPcN zv(xh4CEuqEtqzQ$Cyf=i_7xO7j$6!KnuiGD+@axg(9$XWkm8{m_K$xXTd4XmS)LY# zk!}EXLS~a)7!FTNTvWp)$@tE2_h9?WUU#=X%~rS~{-38>^)FCuPLN9D-yfh>w%#Hh z(1e~P3X!0)mOZCKE6ov`sK5C`qRX)X0$a1C+yQJnZM&9qG) z;2`*0I@zZnAn`&j2z7qkbP`2U5GxB2FSUnB-T5qH)OqOIcfKzJj zGR+|YBv4c|cw4aEAg1ZX)DWOxFgm(k&!PW9Bt}=x(?*EdzYNiEBt~a*Q6Stl?r;4> zclQ7vKEQ_i83Nlqb zH>%`tB(9E`IhC<_Y95;?UT3blJh|>#CkMD%>+ZEP5&6vWQdP|78jA`P{6WX_xalQ9 z55c}xG=+|tWHA5mgGDEi@T`3pcB=M~8Z34|-#EyP06@jlL^NG7Pq*LfZ!=10I_%x0 zG}Rw0fhu$K-ro0|h(Ci&Z2idlTg-$j}T;{Nv+E?Mgx} zV(Sp%Puo${i$ZpAZtm`%bSkl8<%-5QxD4qmD0G5@Ls40e+yaScjTLej?+vg(U z!=ocUmw!xpdU`&-zH5hvu}kT*KG#O&DXX3A&{+Tnie5zYQI4PU6Yo8>Y+{Zj*;8`^r0 z5$Em>bE^3t z?0V1tfnvs~se1tpo#-xq2LqY-4@e%dqshe*ToO?Bx?5nSP)3swYq4M-=z(*%eV{_* zQu4Ud`T6eTPIS>fnXcX9sMs0P=Unvn@Yg>AF5XtD z!RX%KxjQN%hn=rcDIs6Pd5^113`oee*FuIn{nrFt)qD>YgTdA1=Kq-`kuUdQ&Z~Fb z=Kwb)FmrdEItT}czBTR7Ql~#V?qlzfl7oZ!j|0E!YWdN5x=TkfWCYNL|AXn~zPi+T z!m%}r3!E}l6J2tj70rZ5!LyEVJ}9#QOg@}fl$_)FUJ<>S?B*;M(%gK9i_;cP$?^y* zKg5b+1rTGUK-v7{*{-WQT*wEVb7C(~^Qy}Q%~TZ(tVywkB+S3MY^Q6}7p7dNC#~rH zZUZVh3Ln-l4E}}(b?|fHj)V($lxi(7xS^_LPwC?+AQk=MA3b?)vmQO5|00upbB8XC zZKD7^!>&^;+wLjRxM4{MPxSV7&h)*Zu&%Xc+HL(6OQ2Hu@L+HJBjKa`bDGCJ6wns{ zNm&Qg9CjzQVyBEpJ}4P+!F9N*y(ohiSpd-^P+i4-|&HlxAh8L#`nm;Bhvmqo*``fS${zby@7= zlBPkkq(Yp`OE48IcnvBV8&l0^dyS( zIArgv>rAAB_8_C`O+NfOuA{4VbZ&U{lzs4Ch-?R&OzZaR$hOdO=C_}=Tyi{V4|FVtcJUO^ zQYiXTGQaG7eSV&)-o%TwKUAmjFEh5?G)Js3bMp9}?-$F*ZN*ezrgWB?Kn|%4)uN8H zI{cmX)s6nK_Of$)FbcheCu554M<NFu0_<b6FkyCotNi+ z;DdB``H)Dnl=yp*YV_F@De2u+=cA5|^u+^3G2H%Yn=?0$L^#da?ao;mcXZMcC{kqt zkk-Kv2_SJ;Hq`p6CbtCnsz|&mf(uWYE_TVp!nd(yscO=~>ea>v{~=0g~KxaA-_XgGsXl>rX?a;8|0tTXDusjc}?5xdVW*D+P1bfmn4{qY4a8Va!wVu`^FO7 zq|~T>zBgb?VM;yQ&E|FJ_LCAS1jfuAeEkNEvu!WT>}!z zmO!b1!`RzFQZhT&b1ABK#qLaC^5kI^UQ-(yxo9N!o3GG+q>aVJBIHH? ze-SDnUXY-sYy$ky>2l;XZ!AQ5&J%(1HybQiV1lf^L)7A9*)Q#W+(9Y7A=bE~`Z2d4 z4sMD+L4W_tJE<2xp;?yo$YNJN^5z-wjc1Ln^AIU5YxSD`*Pibl&}Oo>7B*0z=yBKB zS`aW^%_SYB^!f3+O^Wm$+r3CdpG>pW3dy%10Fc=dA^OBctfg@P#a#hg;V9jeav0Zp zEkwpkAUvccWQ^Jhswg5Mh+41EG%@gFn|6=yb#QKN51bnPo!JfwX%b?yoe=+ORuh(# zFb{Y7(WfXpkd?&Zfs}E!#$4)%+Q{Q6Fgrb;mtN|~G>f>hrrZen*VeuDiPM6$1dQNf z(R>8q-M#AiP8+0pL<%;)I1n%gf00Cv9-!KS;%nP&9y@g~C)8wDVI;IcELmSMEW7b# zkj>&7$6gFlB+Q;cMNbNbF8Hc~Z^832_}Q#1GFS~Oy zv;jyEqCWwQd6pbnK~f0#zxZj)4BAZABBT#!9e!dP{X%xOpcO*nP9X+}-uM`pz5NeQ za;bNWi85^;4UGLR0$!ug;9~YO&>^qfUeGuE4DMoQ%@}Bcb+3jJ%!U%i+!3F+ADtfm z9K74^KW5Kzjs}FsH|#u-8-=|@SX>$Fy^x*Ub}+`Mj!Ay6ocQZ{Z#DLZww7CxL=EZ9 z_T2WYT3nkGiXTHqb z?Qq${If_%a69X-_s1W#eALrITmPp8~G`cZrTOL>_B*4qFAjvcZ%{0jaa(Z*+9qvnO zNHO6YoJ&zq$?IYDRyc1t|AAc*R(qWNg0VszZ3=nn=Uw)%Pu#D(;_>1O)U$hbFA zbEIWBM=W}DFZN!*)Yw=;O>LIq8MX@J7uX&N>xCzAnTeX3(t*t}%7;m!G4Y2Tl)qa* zLpPhd#acCj-l%JzR5X-nYQKY`lL~=<0MQL*pl} zoKp(6hJalq&sQ~3QP^NIwlffi_Vny5v!EaVsONtwr4|1Ks^Q-)oqhgNte;IjC?F7E z?n~>=2&`%nsJ9l#*56m3&;G>dHfGD!5!!iRz)5+-0&c=BMA;S2p z+y+6OsPRFx$~brLo^h1x8QQFhg2f5uPgm~?p5EwJ8NjAbKZbq0EVW1xIzCx!5HmBQ zXJKJ^q4xdzYo-N06r49oyy7+2VuzTZ(=@)E@79g-*!Uku>4)&}_QkJ>w%2Rw&gAJ2 zKO)1f773Rt*R#9t9$c+Gny~M~$c$F>aJHX%NO&=bWT(%!-k}l8uEjEfJYi}O5F^2` zuNRDYMI)5gafO0{@??S13l?$OLLgwps4!4ZV+X5@TknqrE}dK8_IwKn%`!gK#Kooe zWafxnmMjpUS|LcB9vgQ&nPH6*?O!RgtcuW$?IqT;5L=*ff=;1Yq{i(W$@`3f;kYpq zocuA<)4NkKbGIvM>cYZzg6t6?-N7(|E7$+XSt)@{B?7SN=i87ALNq`7nR_>s-jipr zQW5zVSVsUG_f)SoZQn`v7 z3GX+%sRl~*uWh)8+LnDk^HxXe?lyFO(t7yQn;Y#pKy(elgYr##HxB> zOWsdsXP^T&<&#}Q<80VhR`O*lWidT zqEK9lwMC6yT~G_sV!)CgU##MD=YH(h*_}oRxI;_|hr7nwf_w5#=(5~?u#a`uTLyGZ znaCtQk*CjQ<_x6su@0~X!1V5980AyvS#mGYqwuY99A8<%R`H{_W>W#98sw)V-WUNMt||gvr1kf1IJ(b~rC45OB8T8X&4bo)Jt>OUUX3V!I(qavElM(>Utm1>6H<_KK@?lz;e#t##3ZXE$mp0WQVqK_-r;v$uIV?>FYNkzUFRhRIkm zF??C-{f{8)y)+ZGrQE_`WAwpnN^K&C1`)Y4rtx+1m+J@_dF5O%;~5xOs7VfF?^&Bq z;lNZjH9h?+0)R>{E+%lAV1Qi~P5A!j`7};4SBAJ4XZcrC6=kQRE^Gze8I1(?hBXe; z?U^>3RhvY*+xuegb`sP$8hXD;r44}P%!8^Xx>8b^w}*AqPSzbiK6?7N-B9}KxP98T z;N-iVIWu*2wQbv@S-ijQJ@O+Nt=DNf>+4PrZ(2^xEb-^4zET)`&ndtGDL>xi2ff`w zh`>Gd-AS2x&2Qlj-1VT(aLi9JD1!*a0u5p8uMODD4`v-_RWL+aUOXLTF4Qy?7+q9Y z;#-UKxw)y2(Jnp*^;a4jMLzzsL}_~>4s8>mzY|2n3i%z(FS&;$Et0@%L- zeMAi6vCgsGl2+y?D_v^ZSZ)&`f4tAMSZ>bj#G7Hyp8nic?tY1SFf*EoZ1+uy!t@Q; zhyoM@aPaUxfwjjD+k-FPu(F1?dm~MhY6-xm!`$74S5vCj!OkUGLBSL-Ngf#yF&eQJ z%zv}ig{elSB2h=8bu9{Uf8o@}W{7B7Iz-rvkc*#otIxXTc`QqU{e8!t6d$#L!cF`< zA`{pBS;#&5B>yOB3cBK+TrI34$wf{M#UPWucy{p)DA6!In-g_CZY8l$Cr&JD?l|-G z{@i-?zH-GWzVcD^y_Xl3=tJUX@YGaP-azE7@yDJh7`WDIf@~$*w60Cai*(P-#DigR zPKRyT^NR~7AanX1tUU+35f&hZpbysn3Z8Z094{XP0ujwbPk%a$*>$Dx8)s0MA~4_5IKHCTAj`oV0f${8PP-@tN*j!CR6tLJFHVz9Uq*Z9TDJdzz4BpF#xHu61 z)wbRPdCHvJTq(Gv|493Vx>AH32q*QiIyErMG${81Bg&DTh0&glO09pz+X@yXfWG}7 z^tC5JsL~a|dWyUvuB=9F#KoF_%+Y*kPp|)=;_nUff5#sVatpP-i~n7>+be9p5a*(vzNZ`Y_2Fezv}ZtY{v?O#;4x7T0o`)ZtM z!~U3l?q{*Y6Aj4wfW3>NQWOg$c{$x5pw?}VkQZKFUJOmfhK7b%goMbv8Yy5iJ7b-Y z+a1?X5_eO^AiYu^Tduw+3Q<+%+R&X9KD{sfV3QO1vc$yQ(1mvHGTs`COUU zM0&hrbQx)s+$J0bjUrUwf?kM;i^uw?FFT3`97Mhw<<*EeX?u1D!3Vlun9q<-0oJX9 zw9gQ*p74f&_zEblADL!okapS3L!D)>DFKCoaLvi z3MwyfT75HiVaHx9l+f34MBDJ}H+>n7Rt(XSbmGgWk_8#Glmh)20NdY=@*{+iT|*cEJ!3+`r#&?xu9tajc(V_A*5sK;Z?eoTrU zLb5NbE6-sXBNi8PuSGTa`ZRvizPjXoYt!Yora&rKeN2hXfuqK*-)&^l(fHweYt>h*-L>+>vn^()&l$m60se#BJ|$&JVp;Y&;r*Dw0G>-M-! zsU0V+R4&5;vtXChfeVhOyijO`o4A-ijZZxq>{qrG1|G~uiOI~ywT8C!KDYeqt7<^T z5BEEyVzch!mPvcLyaG)j>vMW=QSKd}8KF+Di{Q4vC$C%ddKSaf%0~9B7mStgzAmX7 zhYXp+JwKrty>j8TJ1EH!d4`+jG*Kv2UIckw?7@QNd!Qf;ld*YW({hD>z2f1qbpZCD z>)o94hoyl;b>cod*brzp)ELy*Ed&Si zJ)Tk(RI7I^Co^_V1WL$n9DNzBHZiMm<}TH0S}j+rADaq20d3r0MgwtnGg^+{O3S9q zL0js1fGS+DqiRHWAV(_N^#4`&mT^%=Z@VanNSAbrq?B}b3QG6TqJngHNlJHjgLF4Y zcS%b(NO!|t^MBuc_Sxs#`LI81KQQxiVCI?i-0QA&UH3JaAKy-eL?Iy<`4Xa&uuU~g zQN$9Yao6Gl#&$UpmwO;Zb9eSPj@#I`b~~{m6`b7;HEZ{?YdPlhbnkMMRl`q$h`LK@C(A%ea|3IinJFAFAY^ z^tv6N?!}kl0I{>VR}9ex1eEorDnSqalu0i3+I>~` zP$ABh@ip&q@|Pdqh29d_PmkR=ael#xKOJ9x`C0|VIoC@&ooJD4mG7}0oTMJ6R_rsiy0k@s|0G+?uaU?rQo4r?hy6V2C&MEaV{h1Bn#oyVF z?mG)fsY8?>vFWPkZdZ?(QTH?-KgG`sf2z{+@&&SBS`Zk0YO)OL9z7{{FDGPlX|u+ zJh7hvZ#^=595xnmt$35YVriR&f<%o9ZvzUPy6&DuratVlWj(zpsW5Rv-Vpv9RG`$y z9dS{_<)Y4rXDj@axS7>Or&o{uEKQbm$*rGrS-RyPC8k5!=XCgG;-YUrK|$QC7HWgcwC6o1gE6ZMR4I^mIM}Wm+B}4No;D_VX1jJC+_LTaLmb zeQiA3`aYIlgMWqd+~9^ z^oNwcKkXSS-(o?rxp7UzCkFV#kT=&30=nwnaB1f^TkguUPf1c zyjfUZs=2T;I?`{};c%(j+KQ?-fOQE;@b3EYyb-bH^!y0en7iR`yE)@qcDU8YJWv9c zdVkUuOtj5TXPhll^CfRvwMzb;Qa!_C%v>#gRysR(g)r*;tn}zsTLJRPI$$$p52Q33 zGph&273t>BxaTZV-K>2#nLx3;b9;nG*i2zuY`4ZIsts14>E75`Dg=LKBDb=jLQzJ&S^vA-E zZ~l|eE4&oncBW-Hh$rDk@?BAscDqT71zWp;$4%_B1ZHv8lv5HRlIOsufGmpz*AVHS zO>DTEF)r&oS_3j)(s@Rca*bj)xBh$|$GlTW^tmF^n=7!IkH*VjUY%;i=HWdRf_PpL z25^;@&p+*_Naav~Ohi&?+=OEoh~)rQ1Q;PHrmBi_xR62oZnvl)eSO*O*y6W||BYSr zO9+P+&=D}3WfZs|6PVlUNVaO&L;IlM%`XIhe77%NM29@~XhqJiu*qtyL$U0b2oFfY9Kz8WK3vX5w7?MRhQq8ApIL@Qq0G^c8v-_r@^!j)`B-YLkw zwOTXADbor1Tr0cINJJgd7@GF1-El#a{2 ztau7njphjw$O<<%{er3P_?jy!3JVd*Gwxb{YauGRLGSRucEu?O7vI+=d~6QQc+zTn zUg|5rj(uafxO5G(nr=gVI_{$kJ;3RNW7bM_HNeXsNm1InbPgj5I`)VuE6zxjoCM>4 z1MAH<6R1(>2F56xj^9`|?CULh5M3v3^#1&L9=(fH1F1pOJC9Qg(m z`!oSQf6EL=Pj>gDHEZ61>|v{yxctdKMeOH48L$y^sRQF9RTH}x9+#yGiq@>Pgj*3^ zXbsk{4N43{97w71@mMVO%0Imm>Q4J8{O0n;hU4i8n!yQe^bSzbWls!z5*odOCy(~L z!0fPCU_INzNBpkw%x$faTmO(^0CKqH-^Os2+&1J|xp`4$}22qz%qi zOpQ4tk=c-VoixxV!*7e3(jzu&n6t~d&5T-RiAK7OYZDYiVg4kbOe-vM_7m$yu4#-n zzGFF68A3t-B zg-Bs43)bvQZd~qZ|5(JT*~QnR-;E9bOsy$mvVS{8_%_0T^uI>KSot-mSg47)6mLdk zW$VmgQ^M@aw^Mh$@UL5V;4`-6u6K-VJXjK9BVAXWMyW`t&%w3RMzi4K!)7WMpJG^u zN{kWjajkPbh?Qrc9P98q<&V@e47i>%**@J1!Rvbh2U`T}RI8k6KMx5h)pOTye9wA+ z8b#ZYYfDBZ(edE7lB(+0B|H?Nj?&pYS}VQ<1fo=0AyAx2gPPBu9B zIY_9VovtZ{x$6q9Gs!>^a6w(Li`ThUp_1qluvjy>nJy%$2chrboxky~&DFZ6OO}>c zTO(I2&}TZ}A|~vMus*vMOkHdaWS8kv#6d6x#E^>knvi1|gMDkCzcoGWk_`5D`%VEL zb^!AbFUpHPa9eoS@P= zz$4SSe-ktxG)ycIakF}pY?0{odifZRBF&)FX*5Ws%)9IJ+VIEsDmRz24NK0He{D8g zE+UitCM5-g8KV&_%_)~SC8$AxCo4lkZNoiJs}PwGFRLd-+g@hiSu9ugdnXF)BiHh(5|><9{RMEC7Il<38#LG2d5VGaEr zYOeV4>*o;lfK=>RBxps)G@h*lQWh`Ed)j6;r_;Y-<+Mes z1I)IOE)&89`1WnX8!n8l_Z%fvW0hT&wD+pWd(s$Do|~B9!OnhXhUj>f{msvQA&>9V zMJR?7X)I06vqPtxlJvDi~BFY)g5~ zx^?8^)xzfJGvf6RxbH&y&x*|rQyWo;6hzqHf3!($ek!wEUOHz!_sr-sN+UOtEqKSd zVm(P*v8HBxMsf`x%~|Hpu=2upbXT2X$zT?3;6fj}%bL}0t?Bm4Lf9x%ZqJ@;E*&zs zdDixQ>QxFfIqXda)($gA$-EeHosV!4E%WC2UXm5lnk+Mihehv+lAjY&7B@FHnyF+=ee6i%@yuum2imxw` z*H{%}PeDZd-#2yQ?rv^&_}+soXCZ9+Mf5c^P&qe7xn^G?tZKR?3tHJ{(DkeTmo7PL^A{;Y>KG10s3K8{{)D zQl`bg4d2Skr(a?jJ+qn!E~B)}k<;N8d;506r2L>=0~q#O*Net%wr+p>j*gc?oVeCc ztrkg1i5O&^?l+iQ;M+ZUkoOeNs+N_Xo_B%1B1M&8Z$I6I1tbPE4DuG7FhMrwsX`VR zgHQ3~2dc`j@N7DFn+ue02dSbN-#nbNc2GF)edq@Q-qZXZC>`ICA-GW}+`vx(g{+_( zdgJ-d#-CD#EW7Orrr8d-j3+4uVQxHyBT?_ZOE)ZamCx0hbM;Ts$ZTV)d*t4M8Ny^w zu+Db~>;Lu~2BPqBBs(CM`7KitHuC78@>qp__iyQmqGu#e|T z)PWk?m%qx8;E)3R^e6l})!<&aJmoADbSZq2&_3^{xUmHk6jpLxvD>vS(Cq5~Up_B` zNsQNRJ$L#)-5#sf+8=N6#W*-*G9`1AO_{cY`JcM32UaGVwXD8fruob3`l4jAU3FHq zi+x8AeIoeWJH;CS0u;1viAL7jYtek!@aDTvhI)Z`@%b-D(h2+TEiKmj%cS*3OAHw*CF+AQ3W}baEO%TMHhTn1 z-dM;KM9CnDpZLK1X?rhBAx1T_yUPZHo%$PcaIF@*5M(b;q)E499*L-?4Qa!K;e<3`xgjgCl_&a4s=_;vK)wiXk=(x@Nw9G1es z0KdDoel#&2NK5oCPCl^G<7Mv^78+?VW;Pb+mvA7P$(O9LQ$3i-M#Q%khGA2fn^?jVUgA3=-({zkGTm1Pwc}{o}FZM`LIE z?=L1s1a8fhFM8FsjgS$lk zbvz#29Wg*1^wMlZhYDGaQM+j2*G)JIKTI?ckii)I`S{1>+a&wJ(0rdD>5-x7Y!T=F zv5qrQ{30x`wBe05rk7XPbg}}`oo3|=BYTdH_wAuOCx#{hzn<*d*;vDh7+&xF z{Syd(?a;UMhCI%U33&TJF00k?8M)ZaZ3BC|o&3{lEbcGe4uT=+pmEl#Q1!xQByM3y z%hlxFxmQL69D>!QTSx~J!mRlQ`+eF#b>7RPC*;2u#iyR6cqkyMr>$prc3KVMfCjEh z$1WLAuQ-jz9@cdDc~t6g>ntW<87-jC-qXlSvfLCTp28jJK@T4Xk=t)5yCC%<2WBl| z%)({=Qw)*94>WN8+R&k^XK0S_BOOOt%I*YgbF;MG+e2LIO0-}Hhz)xLGo1qO)j_61 zbiAPVdHo_MLb=HZ;m2gb8n?|l{607dNWWhZYU4V|{(rCl%Q3x76QaXp3xxQs_E?2h zT*Yx4?UqI>cjUYd2IO?e6l;fs)+@d>pqdD^2TPwl5e2$8*zIYzVOq`KY*?<}M72dd z6pyv<68@>)hCk3nXCQ}tMkIKqcIGTU&97V3Q7#bpd3$1*+$w}!u9U;9Nn4s3ihzIk z*$aZDfDyh5#Ayqs*?7e~==%k_j)lt&p95-RadFoPF(t|;Hhwl`kqc39KHnpQ&z^;D zSv_i8s?)2Z`gwa-><-J0;ReH3T??qvrA;@Rc=(Dqa}W7;HDT)9opU{_>$)3{+VTZa zuFsE}?CeM$R?K9Nce)j$qnkQpdeI_{BOTJ$jz)@snM4U-tcYQKOzH`-+iWS#SF0EF zsx^l*X>+3D-{*_Ysc8kVz#SmM23`-Sm-zD{*=brEz?MNY(htt4HgbB6re?A+ikDs$ zr~g<&d9y7~aH$t2{TGIXTu}DkCW3Y1NX^ZrkxsLHt-4^xc~F0AgHgyCgBh|_&wpS_9dDh@T=MOLYiUM(eV7(h3r$4peOCCuPCjF`pp@_J`F#flS$nj_8_7`hHthK=;-&L8e zoTn6#6ox`mSVNe+Z@@aKsxNCBa5g`srB61end0COYi~E^*`U`62^VT@F$0WaVCOFn!j^W{AYVes zmu^J2$2ZKVAxK60YkE#3==}5VXjyQ#Rn%4e8gmn?);|vhqp;%RtEel7mbQ?z7Vo=E z8a8J-*~o{KIyq1ro`{B#{d+edvX(yjXnR$cZsXY^Dz&4Ct=-CzW%_~CZItVR90-A)<- zzkQ+3n0f7ayB~+p19ebLV;(pI*$87zYv3&7buHDYcomu8nGBcWxxKoL2E3H2i(H<% zQAr}%LeC_2YcWH7m2$A1-G8DbQxC+lOh@0C<RK>k!>*ajUmOb+2x^HtcOM`fY{p|1gk@b^0eV&FrW43T| z(L804U9xj8bHW~HV(JJ8+SpuogD%K?6f21%e|#0&;77Sps)b$KuyClWGa&#L$8goL zjN$Bce7{KK$?$w|IhKr}gb-P?>{6LI^1_MHZ&&-hW{)A8(#<2rX1S*PZHIWFj_xTD z@9X1Ar}fvQ9vye>>HQl)TW3t~ID6a)1+M?!55^!lX}2KG*UyUdh{;G%BqpvM(a5mz4FZb8SaRfiw+ zjxKFSVs;j(=Bf$mTF`zdS?|0(!6!Pac4s{tU@}L#xItagR>(O9Fwb} z-!kUq#cEuzGr#9lyW-_az%in?rWvNbz11A~iXUraZP&&A2C+O7vy;!Ub5a;{%v(g@ z5e~^@9yv@s-~bzZhkw8Jz7k|F<7x-Hd|&ujBG?$ON71^wItv@P{=01MeS_8ZOz1t| zvXkN2fwlKLVtI=|%Hp*-1;uy-QzqFEq1dLCPXq7h?)8zk$}hTbmC3NWdVpZ(Rk4iXI z@>Dio?!SebuZSr*(wK(Dt5>G&fi982{(Q%`EM+CsxP{&HGL8GPcI1Vzr&D-r)Ez_WGQ5AmXlt3WuQZ~wzt}l5T@+;n zq?IMDN;x%AY%e;EF5bcfWYovA_}8#-Hv5wZVa*Hv9jaZXPS$L*-Ic?yg>I;mT8rRA zk0*S*LU+BDoDRR$so=nCyYS-K5vo@=o-La)cPU%;s_TW1nD$s!f3DZ8STG;`S`7bD zi|}1Ltzx3ft6C}Xp+p|nu*Q&+n{9oF zcwQaXQ)E0%u(DNem|)qid|DS9!;I)N~h~C#BpM}$FP-)>`=TDe2 zgQ$r}8<#yrfr43!M}|FGw&J*EQPL)S9H)%q|8V9mkDKa@1zkQk z+kLda|B7&BG**`AEuPacUPjs*KG9%*@DqsA5&W%fHlKx)RQfQ;Rmt=&u(Z!^E-F>p zFbNl?78!EeIKefZ=J?~t520z2dEECz#7XBuW9FYZYXY=#X)G$}=k*9)oGj><5p?PB zdrMS`htUqR$98aF!aS%9!zkEZ*G@Rki-X%#9{VTYt32 zZ2fzOg}W|e<^{z2lBoy3Qup9|$&K-%Nvp~hGp0`U;q{i0V)_)WKgL| z#K#ESyGFE#KBa{@GWJLX^CS0DOr@`e<3k`b#OhUZok6AszYlJhU2O25mf-sbyP-NZ zoK?T&-(>h2uR~v5?bha+PVbr{dr~9o5%I&)6WcfvGnsQictD!-YI3m{*L9^%^AV!5 zKArkH;>{;lZdvoZ#1fi8^RM<8d*S61yg>o24FqPcuV#D$E5CjLn8J=44}>l0h!>fl z3sUN2wRm^YTdH9N5Qdz5Pwp}PtpzAIkME5`p`pm~?_a<=wwMk8lEHa-d4a(RFi%gM<^&+`qWRQhtwXug2{+GaL?^2S z+sEiqq7tlGTxp}TZ$52r!(%P#kA=%j&m>igo&$*pneon^vCR}n_+!h?#GYl8pFFAs z=^W*;9-)`s;;AREEyk(^<+sB7sq}P{#U&-euuOH(#1t(pb1t#fyFr*cJFmzyHW=yu zt)#3>Z5gK*@o|>9;d;+kJ41-zZ+&?kbsb2yzgWH-n5T)hljTX&>pm_(;f>Q^{gj5> z3Aeb1^H0t^5r0Yh{x#O_4_WwpA9rN-F~vlO0H0xYoUg{8e|?Bgs~012T!6o~zdrBd z&Lv##7&$?*3~>5j=kAlTw!PsyY9OKFD>N(ivkBnD)&htvGiz#M!O%8V#{wvjCvr`VHWlrpwBmIr>=7#8qFxVbSAa{q7Qx zHAE&>D5G9TjhO!?^^Q?2CM|-w9#K3U$tWGETmT!Jjng^JCexPAn=~w<*>1N!igeuH zKRY)5^LzSUC1sth<>WMfWlI~qlWprvI&^Cu@*Fz4V4s;j1l=LL27rTSrh2JcjcHFo zVInRzes`}Q$)bIT{s(1{CrNv7KnHt(mnOPeF14T4hOZqb@C6+*Uym#U_wMUVBXc`6 zrlskZgrtRxjj;*o*#`zlft~}OrPXQtwUXu-w{{$}mDi3oLQ?AOQa8NuN^LH$dZ#B* zG~Qe3w6@q>Uv)6h5u~l1=}P%wUUn@lr7bl(RlA&j<1(N7Jy&Uz#B29WJdhf^Ci{Aq zuVUd);H;mrM7KG9d|YvTV}lT2!bth-8#cK>E6|RrjJ;5`P)A3RIIJ*CO0|snf|H;U zAMf+futX)K*s^dU6AiT+Ao_Z>`3*o&XXPWZP#jlle;87^+Y?I5ngTJ;)E7>y@9ko{UXc2%=QHA#JkIVX5oPljVU$-vVr~8S$!{RfQIF=02Qj`B9D5Rj+Vs>-PP?;g{6Cg-#^F@_aDPW;vI(7**G{^=6^%097%&mfcuer8P&PW;nVEJhoZvJUiF zhY9SOC$g-i|B|8H|7k!{DK>aEZqR`gcPKbJlPX;qAmix;?4H8k*xn&~eOtSy}!2^+q66frcv z(rsFvGQ~ALY_yP^blU94nlj}CW8mNbA|?uqQLOTMetH%D38cOeRO1f+6MHe3>42dHK%uSnD!LlLQf3g&9%KxY@UU(DXIx3nMzLPGUn=lYBpHoVc z3s5sv{0_@m$Wb`%Eep4+Sfs18cTso&FiC=@4n1-?(xo$5QV1qWIB3D*AzfL$YvbP8 zuyJJLMk=Z}_@bwh7#*;Q^p;`1vT6l}sXc0&pE}hFYe%sW!g^g^XZ><^uZ#(?8`^0t zQ_`S19&Io3VLuHFj(L?wM9U{9E6M!B4J` zC9PhUQt!B+PI8Ev+OOalHMQxjYBaB%wwt1}k;lH55_v@s$7$c9roxFr25q$BMYCx& zBcXfv5074mQ7?M!8HVc} zp4q_z#b0e0^sl?CWpZRo`4UW&IAsLd9qyFxrHcOk)6a`*e|z+iT4U5`N5>;g@Ri&2 z%xQ>5a<_d;QV=C`w{zY6E`52JHiiJ*i18WP3DihzZ~>mn@CJa8C(oX>NN>Xo-cnP89jF zDI92%^;Q^m5%Hn^*Pn#}NYa0vQJ9LpHu*pGERQbu&$#FVAyAydCM28($tmyr{QS$8 zFFEW9)SXX7ou4m|l2*B4DwLnM_qw|2KxOnE3zua7Td; z&NHCvsf6B$q9O{NZvr>Xgo(6 z1Nz4xf>vrWqLF;xFsfhJTWn+ps_Zbiqox3NMwU!Ax755Q$Fhb`;R`za$TTrW-0$preVz77G5 zoPl`Y^zNrro+wVU8C4g{?cpR;5}ru#WmthwAn)xBT&emHAX5xvi3fsA1@t@+5TQ!rK|w*legjDP9icNiftbx;rBNTC)~#(s2wUzd5~uOnZG$;kYK@Ez z>g+)83;66xTOQWiQ1#;=+H`~dND2}m_rzAW>({ur)Zp@=3k=+Pceez9+lCbvGt@6R zrc7yjC`+{dt+Pn6Js;uLU>-|k6;EO{l7f?(a!%v15eo_rFVhMC`BM={vEzc!b#Y-& z{q}8kmYCUVsc@1as05I*RjmPAQY-+SGw?eeC_X$q;1o~)q8s$j(9WVODk>WEhJ}j- zx@1~}LhcRg);wUrGXd;Y*3r>1ZfBF-^*fN&mIcHSoWL%nEtjI|WN;)+9tUt)48dE<6tsNf9fz%6Xg7EP0bLLzkLIqwm4*TlR4}jE~_B7aR z0Cbh0g3xX5loncQY0U56B9_gET%M1Y8o#cp z=yQP!fVmYaREQRtt-iT&4kzXB1>DdIO-4rjw$vy}X)b$BxlZ6@wHmA`V4zfnsX`^_ zeaxmq254wupgk>cIi(Ue_OVs%JwJbnkIxI3!NEbzdP`F9(#7#g#{2e%*O9LGIkS3h zVPJg$jIZ--Ylx7=00v;%qxhOpV+JGuNNj5(!}Bf(eEgts4N*r&2bkYu12P>L&!<~s zKKtD_4(j4V@l3@BZLnt^iseKN7*`pc7{U*kHDk08i&T*HXQGk| z=_uh8RS(I?$|{4=w7K^GreyZUv&6TapU((Omx0B{0!%wSD=X_@p;AsPATJhG6R{+H z3N9}%S5{P1yiJ|bevC>&gho10r^D}c{#P85U;>aZs57Sc|M|>;#pUb^aCMr;_fSu< zwGkVO!{>P5JbhhhvmqrFN}yD10bE!gxGHAnCqNh5nvf=Mg=7IBeGU~;4an|0qybSa z5S{d&hwu*VIH!Z7s|C2GOL1t3Yyfwy`(&*PxbQsSFH1Blvt?0Anw$Bd^h2a+_w$k1xH#BRyfr|BO$W+mY(QJIs=As`(3Jz+itfI?YOoJrK=B~~ z-Vm6P{n28h?XSK6VmXU{`9ihP7qN3dqAmRVz@EnML<3}YWnyTQ^z=MMQ&I33-@JY6 z1Kw5rNE(r%%s5&Eg`)c_)SZLT#+8773karTkrd*;S}fU;cIT^UfnjXrr&xY|dbouV zc)HmD`l|`Rb%QzPB7iXn*6K45Wi?-FiUaN&Oi}>`-ni>&JenE=#O6Sth}$ROcMO## zbMXV?zgG_rM>O<3)EYfO6ieZ7l#4WUrS5N&FxOce5)HbblH1)PS3}LV^ULfHZ&pimU22ei}3d^2>2b%w>BL1 zXP`QZukrEwfZKRSPoLe;kO*qOklb6a?>-6zwgez^;y~ z!vzNI#Ia;xeO-YV#?!ylpk@oMU$;glWkh{GY{PbxtQpWOwLYML4WT3D>dFU5Pm3Pc zO9JP^?7-(wnKb`^Lr`~g0YyFzE-o}}fGRixSRG9N(9i}5MhT4K1(Sxg5HnH`xL1Z3 z8|@epu(7dWKgi0y1-1x0*97QRqLT}`53s$Zqy+1}c5}J`!w5#7L+w%v&`rq97aO7$ z7j;V18T8#xB}I+gG1If8GV!-3aI; znc{)yExUT zKjEIG>jbc4_RKRg&&)m%it-W|sKlr+FfbTWl48m*FtDRAFfS^Q5y2<^GRoTE3EoLW z>N7HUcq5yHgZC)*lA2C1FlaBK|6hzP`aXaUxt+x|oK@`1oZSo^O<`;do$amdoUJX4 zUb~t)I$7A+vNN$Vu`;~=;_Phyk(v4b`#F=Hqd7CS837Rt%xf4aG2zed83&7Q?w?hk zdQaUvXgPZ?O z(vFfppEf~u@B96|@$2x{ad9RuZ<@2V1>BB?GM(BWqJ3crP9qNN=nx?>=p!bgsTd6# z2RtkkaC5|=9}x?`(1JeadhMz3=GqSdWVgT4H)}npX*AaZdBWbO?+5b z*!s;RZQ`R#Fwkg$41tKKXey5rO{gJEh1a$1rx;QxFd5JT9pBqcxjP1W^)i#u9AS7Q zB=#?(uhq(QW>0D^E}TDoB@{L=cx|5T!^v(wys=kYZad~9CN@V8-M-le_Y;G)^>xik zBLojhInn)_ITy+=n)ZK zErB`;j(~xQDQ0X;86C2csIIrF|9nSaXlMwJi0F9Sa(%Ysb^HRGoP3x%Stl?%n<5|} zU;*ss;RJ#uVdHmoFdG~k9G8;PM`WJS5sEb@1$NZj%;)XnlYU{avYqWGpUkA2 z!so%3m6fIA(2eJOyp$;(g&&`o*gaQc<#Dqbc6xPXc5|{So5GU&?;0D&;`l#Du4!w_ z1Qvpeho_{gJJcQkhk}Aa`Sxuvt8tIw=g;s$E-oBg3-)kQQc~~;2&_h3$o&HYmGg%Z z)`B!Ng{w7SvG`F4{ya`w284(~NLYpH<$BFecl*(0{LIX;`T6-l!_?H&@#*O@dV1tw zo}1fS4sS+E%Kvi-|G)zO4h@-t#R2^{U`w6(V~V!9x%oXg*_bn(1on7bL2xLBj8~(@ zlLHSAk3qkcG{;c3Dm`60?}+TxD+qmgvj`ZSx$S|CYuVc=uc$dHD(Ve8`+1I&rlzLz z&S=2QjE1y~%&)RC+Z!!cSJ%8b0vsNkcS2F&AA%wyQSq7e2J@v7>hJc7cgKscj*gCW z{2nhC9D2!c@$q4Ymv$eGlj!N`SyN@fF(_(j^^0QhJ1eID`}gl)wrV@Y>INJW3AqS5 z21fVL5C#?&Ryz;%QV^Da`vhlC4B5bNCa=f!qFd#xb@TJnz4c;aqQiPm{P*u-mX`0K zigI~*S)x@F2@Z?Q$p=_ADpa-CS$rSdVd3DUBqdk=Nl&L{#j<7xh_0B+E`1;sJkBbxkN*S2RD_VJz$=|9& zOIP5RKx*)-Ute2M=`gi0J8$-?Qz;ofR`n{k)KEY1?oBCKaGk8gN;&AMd!dULZ8QwiQyKd z!Hb=l%DmzMsDI)4{q-w)WK@){?x*wum__N2t_OXMF8eyVq2b}-eM$v|g^i8DoN}Vv zP{{qi`5@yQ?U^6qQ5w}>aLlT1ZlJ+S>EB5O)9cbduH8)x$<4UGU@lO57aXl9tfz$2qS@=mw(;V0>PBo^&92?ENaj zM%eP?^usUkcT|5q!FNL!e{-f+hjQ|8%`qMO%BIKaoC_ z+rbFp0v<3>(*TpfvUr@CJl##VkxyjJS{F7qXT-me;M6$>N>A@laqUZ! zv##E8$mC{twHNB>Vc%-ufh#vDu-ghlNN8T`b1b_VVQ8-A2QWQd7$m2eAoO$WDYDU zoVFfB&xz4%h~pmCi7X_sM&mHdwFExB85!$@rgJ&$`%joqc=uOF$D(5XTquS#1m46v zdZC5}E*ih8rpcOT_kPw)D;pQ*PO0rLT#-%BSXNAES7*RNl_i&HtmK`AVTus-)!)O2(a6BC~UgMvJ^ zGu`TU3)9^<;w37yN@deNM6~+cp8;900%gkbKKmOQhWxw(g)sN<6R3!eh{eU=OI(pu zT{z!c*=X$f)=kd+{9UD_YFE@a99ppS$tBZgnTKR^aw;_Eq1WE}?Cdq?O!CfaeMH(Y z9I_1=**GlL`{8c*`p;Y^BM6Oz2#r7Y4Vxpqnd^u>CD5E7Eiy8!(Dm* zSX$pD@*6KNpulfAXT)^EBkHmB*8=6bLT|<>yTmH~%0P~^;)V?K`n5v3EiHCR7yWc> ziVNqo^Yw8^FfTawGem~&fm;XRO6*H?q;!ma~`7VmSM zTFG18y-2yQ?~U~p^u76gSUu8CF1asiV#5>?o`=8C9lue*a^__RmR)PRC~afIIIZVZ zIsmB(?~CXzm8VtSd_ODBk3>{ z3b5Y%nfHRtSIc#`9$qV(xl3zXYb>NlA4} z1aay8cr?9X(Fy)74^Rjy2tKqtpj=_lOtIJI(oT;Ilp9j4y%PCp_tWXz;YcovSbBVk zPNjL(< zb=u7@w!C0TB(Y}iCxjHX85a2rlWK-G<@NFFk73R6 z{wznd!U(NNlh$UWo={m^75>%4y9qH@+M<}kjvTNWAn8F!o=&8wM7p`=Z@mvXIQH^^ zYk@;KL47^Sds0yzTsV1Y0rV^*KuhVpoQGY;}Oy|m2ZkHl3LR(Wq-;#VEBsov6ecX#EzRrz0kqhAVQNu%paV_=oQ zlPGGZLLXt4dg?@^>fsp!t2Cq?qvX<_-|Z>Vm%?W2Ow23VOLi{z|MaMF?n3DX)yU565?N zVGo+`rXR02Qx#MFUVnI=t$^pkGGDnwfjx#Xhq=NCSh?{r>$eO?A@<-7AeYyvBqJGiwhAa(XacNBfH{o5pN}48AiSy zklZf#*~$>ZX`s6aBn1ph2Fx8@s8ZW^LPcOV}G===D<}aP|;A4RGL*oEk>g&n|0IC z6?2etfYh%+PA^ZW7d8%vttMDk}~wzlqN6J)k{cYRkrc?U-R_@&f!icn)W z{20f_xNw-`LafrC<)M3PZ~^tdH`@0fw~KwnrYeI=XJ*oF;4hU0T<~74I7lwHVxm zh>4xg=8{WX!A8$km-ta1C=kBzP(^ij0%zR|lF+|$To$TS@d=rWhH=_zkl{dS&h1pq zY}Mh=1IIy*VMBr!0$BixwtC_-ckl>gftGy?y03h z&Gva8wnB}p6@v?lB_z-f{zhErv)c)pTk92?TNYPHAYB)atdZZBE9+a+s8US&Th&{P z`K8}22c>gfqdWr?Jw)kza$UE*I3(Bubn!*lhXiup^>LvaNu!E5i=yh|mCV)1PXt(x zgT*-4In^9#W>aOZgN^m|*hR-?0c=ReZP5jqvJHJs46jCV4HNz(h1Z12aKKbzqMjSF z7=jPXX+kTLzrogal;eHexo7XFAZxHMN^ZUw0x5CQA?MF`eAt2X=g-*Ru49RqV8RYZ zjl2UhAQZ4aD9Z%lySRf+p5hJ&TA4}1cttCltO_&P(SyFty>xu<)K|F?r=2QOMqRh+ z;_D(1BX|)Qb{mQV_F!Z{6=aO~YM(+zM~IXR_9He4w#-k3pPiMGB>6Bt-|nmYQm(TF z&j;CWFUA!b_RE^WBO@(`#>DayC+0~H-j|rj*dnB#4_Xg%RN2^3bEtViH~?0G729hS z**A(I#l0jFnpQ-vPCD8rTEZX-sc2~DneTcs(9wiZ6}PWPV0!4xG~{L>rt$**KGv`8 z`pT+B@N1quA!g+7sJ`EWR84H@C6OgTdg}APu^I(H)Z;D0_n3G8iUNBX`>XMzal}&ysq3jL7M}K}`WtOYg{d>`lA-x1a=`7Rc^fc$zrE z?~+D}RII+NT63BkZ}VXmJMkH{x$-$` z|JH1fvu!*4RQLk9u;GVzyR8JJ@kP=`qwxFz{qFHCV zD7;;3Gyf@;oL}d&(m9WkK$xVL(XXm_T`f5?DLkIrkckZ&NQ(*Wi$seq&8pplB$;p8 zFUW0?o+9efJ5R$U15R*}kI@Y?GlhAo^PFfRU7=yGnK(@e!K6u| zT7s^csOG7jNIz%1a$9Drt;L1Qh}qZq07@iIK2{_eWeP`B>VJzUG6xanChEw?!C`b0 zA=!nyAh(dBS1?w%B_A6c_G#qF>`dznDvLUerKEco!AjQqA$W6R#l+~r*xqg2Zb&Tu z7RoqPQ{HZAwJxc(Piv#id{2`5^Crso$l}6DVg3EchmVBAlgH=^T?NCOj&GPTSEZZz+^drgaZ~>j~ zjySp^O>r;3i2&HnI=W+hOLZ9gwD}Up0#%y~*Cy;iZrJCPX`|0jwyD8 z{GFaGB@mXz5Z5=AOq%Cb>#cF(1@nM+I6pbbQOFj+=uM!JGXfkigI;q=+vA}f zHz{U`8hw@7&{`;ot-WCZ71L*3RD|?QLyu>*YO<@#inU!d!_3N0S4M6(nh&4xd%iuu zxXu`zTwxi09(ni4IeO*CcjQhuZ=HM1m;i`i>YJS0| zL!ha>6H@O<@)B#lD>?+yViUW`Sk7p!a!SLAZ)als?-M7U&5toH6z(wnxA4^9XgYUd z@^(oVQspT#cL*nNKrTz5&P26Fj5_KFt#Md$Lg_S^o12@_Qf)2*b?Pw@%l_9+cqZkc z87^_x^cuyP`scBM!5u6s#Nqr1M)J8!T!H#*12=}|ID+2VU9~MlFwW@L>y6{Qtc7mq zKI=jA7jX8#`=}l34mAe4SToE?eiBE7IkG)+M%nF5*4DnP>GhBGXI`j&c=$sA zth4s%ruBAtNVPu@Yj2y*CXl6 zM$Z-`;SKA6}{@E zE8pTGVG3@)ey{WTS6d~Jfm>JQHq;lUaCl8u(D-2#UzgGJeuLxgrN53o7(k#S80GrI z43@gOJ?WctfRE#Vhp>~duo`L)(+ntZ>$&O(yVl!KKrly^w>_oZo^RLr22k}5sBItU z%IhC3IQlun=w6+K-gL0+kxL4Yt=$Dp2ZV4-Gq`x)sUT83r$LhVw*QQt=F%`7EC3$PZ;kSx=mpS> zif1&cancPT8x}@F6EHOSvIdfa*o|Q>y^xm2!8=N-F*Q1&0ZImZwEd}4h%9E6+^sZv2kZhMh`F2mYvr*WG-S0OZ1@E1PhtGE&f$f-i5*C8G3CZeN2~u??wFh z<8JkE^>9yFTuh!Db(FS2FeZSU-3%QR6DXXv23LXkx0|r79v_!4nOpFpLmGsnwiJe! zHV0J|S4qcZgg)eFAY^{xsmrN{a2l3Xo{b+FB^|!o2+I`5{XDUHxI4_lpV#0l#8>1N z(LSDM6Mb7Zp{82JsHyBcHvRHlos#a4hP0SD1Rf7nuUiz3@cph#6=CBIEqP| zAg@QK6L55?h-NvyIeB$sA56RUd>{$!0Ij;wbDwWebq{h$OTfarNZ{yx>KMY8TW@>8`K@iRSjbzB^UGXZt z%~`>diuEtJ9JjF7w#2ik@rzWu+1O)So@s8t%UEnFCz&x&FCJw0HJZCC6kcWZkJjg2 zL>&}aY>J8L$O5)TXGCqAv?=2%lbxHu#x3hQc7cm@9ewA+%fR*L>Il#DAb=Mdt;OM+ zyivqv!^r2?X71APZ<;=_{jho)9{>XOcK$7Xh9Qmqv5SKI)Ny-Av@mN>ePi!rMyh+E z+Vv|O3uE9dyEqQiwsi*62|8=L70q3lA~HYV-svJ_j`;u7vk$)Q-M7Jno|+$th_F&(j*gx)u;>R8P!@et_4DDet)l~tnA=n|>4Jf!*&;3|H}Jx-r=$Bu+uUY0`Ey7A(+g1kh8fF-5V6fH@%--{ zDZbr;j7LpkIE)?ClyP+55Y2^dn=_TsnOXEGx5_?$TaNUF%h5LxG{edo0+V5H5^S!a zii>S%yc6P5QdPx!^XcnKZWy@{C=i3fN4^dHBAk_e&=7^_rrya}knOhcu}sdnrUb?i z3{khL_aA}eXPZ9is(fO7X17n*Usr!Tkr6IY!54Wv-uutyJF6!vLY&vIjcND=ZJiP9$p>&dAX3amrnpI|ob@L5J zjr%E}^bG^8eJAU>rWW_(S=^&Tc(Ob$2P&NC>bjz~zobR$`495R0AHV{{tl@zKxj}}!SFv9dj=6 zg^!~;&S%V9D<)=Bu0@Ht@d(GZpbF=$I^VP)qOhZ0akc=X>mP<7&JRGno zJ8xLf*W;Ypp79R8)2YPVJb|(+3n0#6fTNFfKYV4C1!Byr9s&>eMM$I5^-5EEja)pU z7guLwk-@(C@a}f#0!+~&YzGsy|$)4f+Yb|UlI-x_<=AU~?b zn_Dhz*xs{+pT@41O*Ga291sVzenTT4XrrM<9hJbQpilsHZHNOXz&bd18tKV9&RQAV zs#IA0azbq!KMq#0LwxQT(QYp4>lDPd+q@?ecaFK(uCY?#sq*@qPC~DvqcRwHh<0Pp zi}Zauah$%H!0FTADiHsvqg^@{TV%N8fRevJpl}dkrPVak*!cMFXf7NmV37mn-8O1L zhQE8PkO(oKIc!rwqz9EHq$BkjlC$42ag${vlNr6;Hs8H3Sh&8v+wr)4y)u_eHox%M znVN&T`C?wiyLsQ(8j~dNb9+82el>7%e~2;t_1&+ArCQrZjeM{L!Y@!tm@@4$AIr@-;tnn*<)1@ zb+dOu%(m@YuVk)O($MTJfLp)aPq7t4Aon5Pnfh!~x;4aT$L2TSy?5ZElj2CJ;whJF zY%ign3@YF@{=k&c@EN!dZUM`|=6WzgQ^yM`^gXc@eiN*tR5p>27xM%>K~7JfkmZBV zvqOE=DaL=$hE?%Q4+dr180wl46?Gwv@ zS(tlP10;a1ZW@3wO5pB!qPiVNPk~WgD5Do?{}|6WO51?u)1v5{V&jEEqNgvfWh=`J~zfc(vp<2L2-C;;N!b6 zq;byj?{#Vxb!^)bv+=kDW0^GfK@5)}Q9;n=wufA#qoX@I4(j=DEwNa^&mH%Sn9f*9;3?J*4cwv7g1Fc_t7Z zP0NaN>3Z1kP#iq?W4ZZC`l<@V7fPCCum#C9>WEkil@t%W!ijg4d@&aS+H>gW=qUO4 znsr0JKv>?<(REDM*~kgg`2F~>IJ@4w`HCf^ljqsLV>&2#w?55<8(r_7HIqlC?$z4% z&;tFvlW(?0@^j{J&Boc)RGntM6(vV4v3xXtViVHhP+xGo)&nS{$3($aqjmT8CL|+1u9(bWwll`5U(Def6z4s4?RdP9%ig5Vt#+qB!+uk~~sw5(BCoWj~- z)8a?hGRMK$(J8NgqQZf z(Oh|p;oE^|oU2_U1KD1z#J zhsK;sCx_SdZOxzh(LK8mPap6eB_mL+lWNnAL{|~Bw61a6@E$+a+i_PR4jLIvN5J2c z`e8MJCXdy6B2Uy3)%?Q3Keme>)srb{8`pFzF7&p~=5xt1*E77nhMDaVEvYL0Ek&EE z;&1!*3-ZwsXwi*lgV|N&L8SH5<$l}E$8#$xx%h>d>rYIQ4KNf~6v-2Bs2r)3Y&b$Gn^=K74!)oks3>$)Y?%1bvYJ9*#y0rb5j1i@BIdZ}073A7NMO^E_`b)bSh%D3t& z;Y(fqSReLWI+C|^WFT8kNZwjOpcGIlcrM-2l676%);mC=-(yr`uhcI-c)*n)+1964 z4w@_FZ9(97n7D{4_(MNEdHsag!W?kE z6mR9-d%8HPoR4-k0RT(H&Q;f_~)p2|)e1}6Ezn2y=TJHpxNBVbof z#%7sWOCS~hS?9(zXfjAKTa7a_t?P_5H@HnOKn)mJ3e9>IQ!E8xxv}-4jPE4XuZJL@i}$iP*+qMP?2#v z`B%;poYL(6MTEJG^jmmxm{s83?`G9OP2RA@&8A&YlcAO1`wO@WybNfu5`eJ90I93S zm4e0-uGn>8gq?_(bV7P@S>0*>nX}#9=~b!+n{km z8%S<_j2gUT-Cja;+1>sO8Lltd9G`XCF&orqH#95{$?o&ZMdg65q9)K=HHL5c08b$o zH0M~qA~+1QC>CmXG8enc_q6E>O48o$>lWyH?%u{lvAuVlmwadEZw?sd|DIq%8r)7= z08LY0LJm4}dX)Wb4bwtIiMv@=ip*E%!!l(Y^dDKfE^Hm0wutH7d~Qhe?HE@U^#1Yj zR5A;HmD{nO9MY%P_^!vKWU8}485W7K{WX>R`9E6#M{ zwY!D))I)xig|wVQ!&OJuJ2-Uw)VXw~bwo5DWC8iu$WUVYZlS&8*j!0Ty<kjnt|(#J*hOuO zdQDAQlW%<#UITr~oYng}tY%%b9{@U0#DN;sOsaR#a&^{@EJwf?6dU^7U0NEkJ+E(zWRNYu>{Cx!3cs8>xY}uuM~n=pzldNnX1fy zuwsqw<_IU80zF|V#J>-yAc*;@Z>@fn)t%4P1aaqieP+j>=LU^QN6)*yt-}v#4w*ft z?G{*H3NZkoK?fBPt~QysE4{Th#hq+0ic?4N?h7YXEtKiDnizuw0*b{CDMzew`UNNM zo1eGr=dbJH)v|hYf4M>9N;&sj!X^cf@PNd zmk21-ohV8M%&vM#c&G(}ffsY!?GHS*^-HFm7LZa_dORwXL?rohJ-qodY-`xwixv$^St_8%TU)d9_zNv5b&tRnoryD_( z6HNR6C~g@b_Q!NA`!o4RYCY?ZtilhbHVQ$z-^r?vCvE9@b++yL|O$!oG|T ziMbAc?AFsHc(C)7!RXe?P0M^D;|N z=KgD#nm}-Q5pyiMS1?K@?H5~ffWHt$fWKP(_wY$onE1o~H^TO-Q7cOqNc*ib)ycHU zM=OE84uc=;}nLgm4ZM#pC5XO!`=mlHVA0`RH^p% z9$S6`$nuNL1Cl9pt`8j;M_MSGG6wYZ#E&sMnw=K0y<4>GN*oevB4_E%su;Y8l3iN9 z&Wf6?ZyrrrUK8NN*Gm0wXR1-N1vfq^cl%J^>16AHG2PM-^Yb;umK^!a?^T|WZ@rAm ziy~Sc#MkJpVf2mqxs)VOM<)ajigl0S6W7*Y>bk08uC&>GDhmCOrF!xRVC2}61qXb*v8p}>8jbLkWxYGOGx6j`p|vYg z9h1gLnFt!Q9!DJ0zkngNt$z&C+FjKJ<0sc=+ily=>Y&v_EI%Fu0genM9K$CWr+Msr z*R31%X(q70WRFZQx+DYF4p2K&DBrzeV(D z5)ugZFP9I)==iqwf1pJ!@thy4%{b;dUeE%y!|F4v=>J}c_Z zZ3Tqz9gr4N^X8v_)J|vidT$sG+2tenLTKgv0&m)H@LP(&NPoduY}g-g-nf4}xFH?( zdWk4!=coeeoMnDiWT1axfxnQKE9PKgZM@rtX=!kA;26{+AQ(jp?a@AVpy_P+2OC)9n8DmLDLS{YwI2ONSGo}lJ*~Hm}vqMG`Rg=@}@u%SeU8c$3&=X<=9e*Zm zjM?q#*C3Q%JqSym5NjFgI6N-jj*`38Vdahwqq*puuQHvczpGhMw|#zcCFM@x@+1#3 zLaf<&1c{xzD?lI^O+iQ}$!kMooeQ>lE`f_Ft;0d@ZS~egy*@yu7~Gv~;2$ICeXk8i zQWF3j52VjL`+{!~sQ){H*o($)MsVu~TrM!=OxM+od`SKFLBk#az88{@u(CP7Lt|O$ zYS#RSHsFSTx+C7wU@19(s2R3uaCFzu{AU*ru@`+SRcYi)Gsy2H>6HMGtoO#60}q&A zXh{>y`Rg~~lNU;TLx(Cwpr3nQ`cL4K7t{AOYKnq+k~2C@gI;RojKW!3b1XcsKYAzL z;t{wtq}+!s#3qNS;o<(*p*o)ZnQ9M|Qfwe7(}iEnBv}kD81AX&n)<_3^&NoyfcT@f zYwowTG$Y%`E4AA1*8d^E3b#2tH57pzf|j6xzkgT#L)c%Nlj&U1yhXQleuY<~R@mGc zy6iZ}$NNig{l2G0D7URi-v@!cHA`6D6!TeNeHn1@W>HHDK+2d3FSO+4^`9|neGu~~ zLb3=x+#PON(oZ+HrZIZpJ#6lQTxy1JSAcx18T}JUl zmxsskA@2sBYyq-B54W{n&QU1Vt0I}8=(3qz{QMW{`VS}CEPj6kR?7)YMc%uu1xv6E zM$|UAH35tOn7Yl5ky=Gn^X+ouM%MKUdG}h8a`yJUmf{BUZvKndy^(}BSy1#S1pBaw z@MRl_usOD?*x{5U2It6ASO*O-X_Ksr>_m_ibUjgZe`ps?&$6IH>lR^tzA2zd0vddK z^OLld)ICFZ+kFOmi+b> z$9L(Ty#?ZR4vh~h6zq!^w1FxSgL`)JvaTfFAMh9uSPo^7!}<2KldP8pTC%N;Or|BX z(q=xcHVo_aTBYl)Ps)|At*=6SM30OCYvEq+RejR}4Vo>0G`lVqA#qP|Iw!Esgzggq z>V#EQ60X zxl>_8Wbea{-$g?L*LGU!=@hf`*OT>2x}cMD+gZCPU{hNqnULgN{cnUReFNLggP;QT z9~i~45CCdn#Jb%{%O&DWu`L}WQ3Ak@lfow?ZqFPhfMQB69p>2{-`;q zET^X|nST@@7x>=;=z#&&D&`GVFAa)=BF;PZ``9%$(ydY-=7?dQycV&I0<~Rxq7M44 z&Aj>HnBABKh@WvXMLz!5qVi4O2@OOT-;(w{{B6*X7VF1hW-Ko=KeH-ko!0QM>-qIo z;->D41?Z&Gd7iwS;N460JMs>J20N~xa3_!Mm-j3{s2K?%6c^WOGui{{V!Kklao1iP`$Sn=XSLd`1Pj?szes?1wpLuGxN6#A-mR{()R{yf z+B>qNGD!OZYMNsoadWOyIc-l*wCDSa;fzZGAYC0apO}0};?>8eQmNvVE?IAYoYB zpnc9!ya6_@hPd?+>7o%CQJ#OTfU_w`^SHFv(&^*@5ANjDx*_q2G&HE~`NA#9lzDxL z@|vw|ydJ+P87gK0gdHE~y-p2{8R6}z5=~KXoh|dDOXvK2x>N$q>26UrEQ?_$Jh%h; z7u;i7k8~_(#1+WGq(otP(zJKtUE3V-ZHlTPGUao1$i~lffUuyGYd;c3T{CReKGm`Q zx{s&$0(?vSl>`r!#GI{SwG*8Wcoe zAuO0Y+gn>bKb7(bIV>lXmIeQh>XTEl+u7YI(M$t82#G$T^Q{#CR2=lQgUfsa=WZ`j zj!*v=1Tq)f61N81NYKG~5f=jHl{~wlDBv@O9rGqUHkOu`w`rA|mNu-uzTVjP`705- zMx8AgXhwL$#`cF=n(sE>2WwdnwS_sPW18YrISjHgjK!&_X|*Y+j@draWct*$!$SJ7 zzU_C?F^rY6-TzMag{EIteL=57tGTkOg1%;y4)~xF#uUJrxtZytyNapF~IpX<2 zBI|zib3IF6E2}3`x0{cpm0-~bRy+SKNOo3LvCjVu$JV!wTn-Ym$UsBl4frCMmJvL4 zoeqnlOmOd!7c73eW?Bz2KAr&X*g76P*ST#QswUl1^e&gYXL|RZX*CAz5B-XALljS_ zS(41$m!$8hW&>X>8FmBp*t-csMa35H@)rGuPfQ853Pz@#(jq=0M2CV}{|WEWD_D=JN7W-`-QBrC z9}%=CCO8=0s!qkx=bHE+73+~ebU@%%FU|AxW2|3u<{74|H}4kZ@9%E!&RiX%b!cp} z`+j$+Hm}^nGT*iSJYk@sD)=NMfvyVl(jd99%+UuL#3w|sF+V0@CN1u%@= z>YqL`_!0N32hidNE`p0hev1yq3jN|{SZ8qURk8om3s7XUzK3sN;nVM#)Wv96(QEJ@ zgk_U{G1uv<3zwOdWqYV5jSulxW$x_8CA?z%T$VUefOzan&^s4YmqPOG%CJz&zV?_`8%S)T!Oc&v?xTVx&WD_+3>^AK6dWm&SB**2S*Ci>=qjpl{yYt>9r#xdo)A!ohChxe2H z>c(@B@rtS%SxExu>cxTh!DWABa83L5>-M=)T>a1&#rlEOJ}fIvKMymHH!1AoH%|Tz z1oJNv*ICNrTmD@s{aMHDbNC_3lj(=nttI}iH^944$0pf_U)tPbW0v}t*#-6H-Rcp$ zt+6?A(v0<%Gj(Jod8ODX9Z+#nED!Dnl&@=#PaC;_J>+kIymdcP8;*oFXavT6XVRN_ zsQ>TgWjUtekWhgB1xSmr{i6mK!fBR>q<=|5b6j-V&k(5-9$y{MNk(RrJ3F;5#wqLe??m zdpp;9+xtRtt7iXL-v7QAU>=0`R#S}ANM@{}mMdYk< z7-c0qo|CJ;XiT74AFiglDDE!>++=Hixl5G$88WJ{72Z+WT zkxQ*=YBk8fTItAebGpwk{k-9T@k6i1e{AqOlU65X(&c*c$q?F!5Ix}o-sg8S5xx=TWh_pjur1zuqvP|A zGF$=+_moBD*=7zS-QVj*{AmC4?H!8#we@T*XcB`26?@`eZm`j{P&eNb?AQPT!aU(Eie;!2%vQ|i#h@!Cm= zc1Y3OhYAfZii2DKbE56kNf-PW*Z&bI_&b?@14991PIhGfblc=|mp+=SP|=RF-*{0d z99T0teZBftPhBFV1wqcnaaXHbfckbEx=h@hf}QU2kf^_-W%e>}z76Y{KGo)3SZ#jV zM`XgcIJ`GrK9A*p&e49fZC*JK{4cid0{T+iu2<)$7KK(Y?hPXlh6Pj@2kv?1Xi?R8 z;M*@w=X=(5$J2jdDRd7{4O9Kcq?}d!lYS&NV)-t;u+fKa3S_Q)Ryd%mrOsHNJR16` z*|0-F$_KPNk1M7yNrlnOEwz+!A85-)D;?O{94kpbPtbE5Y}@81Gt6UOuN3?m`g7;` zAAa^HB0UKItGKTYt7_}|1r$+IL_+e2Nr{5eVIWws``q{c`;QNgYtOaj9COUk^EWg{))}!-c86!9HX>E%VGkG$Ajx<+ zA)x6miwA}Dsu|`>a~6`Uozk&lLh+WXo@n;I5M+#OI`z|JEqpHu=B3jC9KJm_JLF&q+N*>Ua!B4Nu3_E( zlWz19a*5qP9;figlJJZ}+pAxzU4>18?47MG20!P!X{D>`zdphge%8toA8u)F*OeH# zgky>~^>^JD@iinzgM;6-QNveEC%ar@Z{=@}5tapRnOyQV^B4Y65#rokSKts@LKaF} zySS9@+_)LTSObB6zw_W1oxB7No4~2|UUgpF+7|xZSN&Xb75$;s+#mDpa@}2Js)~!d zpH~I8zCHOvLP*#~o;1Wk zh?mopY{636B)t);7IG74T;mow-RsY@398b@ZHxC``1bT%IoW;$qPDlpS?1>M z_S~z_h_>z-VEurfF;l4EQRk{#1PWqI!Zlo2t~GCCpm%e7rh+snoG-{!`p^C)B(=N!6^Z zO-gd9{OyO=Av-6~T(aEE!C}KeHOJfb!3Eg`aKDWtXs~IFNA|O$)GH%fQrDH0n&Oir z+Wp=3-S}TqmqqtafyQ;So+02Xv;Sz_*O=Bv{?F-IWo5eb>%hA=;fyudm36|yb;*Tx z2$NCrb0^1F%{mN~hWEYuQf9Y#sncn3&;r=yUI?6o?jWi6<&^Xu+ri^pgx)1ebh;;< zQG5DUEG{ks_sSkMx3o_d40f((E_&B|saf1c{G8>UXJZ>;Eo$GIU)^-nJUPnAxU94+ zWgtC}rgWhbi-k-n%;iDEWMZAY8N&b3lAK)|ViGj9c^g^osFNT4sE&;>N9(QiuMLCQ zGBTEI1I-2<7+yD*bw$;Imon)t3DRqjybx*S!Zj{S(0Mo|YCJ-USrT8Ku^n()3^0x@ zSDH(~cnqRr`8Qo}Y~oLs1Q|*FqBwZ4()5OlEVtl+<0xWn`oZ?Cx-q7n5RwE{t<17q zQ3+J8q~uqlnIj=e(&e@FvRTE2>vTC#8ijOr)L__OBu}XrhNo zoqD$FzPr0Xs94APu25p3r9xey5@DToZ8C0~f8tZysJXUff$;K(U$IJBFmgr~zQ{eq zebsaSkC`o_m+a(UToMQN3d>5|z>^5m0cK9|Jg6SU0eXYxHKaTeN@ z_QPjGHf{tc22A`_`X^5PhboA7LCU0rOkaW~SyRm+&49yflKvM@l#zaS_e_6}6#Wd3>g z6V9&hk$b&^H!UZh zpJ(9M>v~?8x&u8^6u3qA?%$Iof-hy7^dnz#F` zmp<`rLRLcNA8v^jvoJr=>V= zf#`y`m@6!K8Ysdb{wE>3Ns;MHg7FpB!6dsL;w%G70^Q3O6kj4}KbIfiE^z2VsE<&} zEnvsNdZG(bL-?@{cw}f9Hh#b-Ah3UG;yb!k$RiyVU!{7P;M!SgAv)@iw>02-q5be zSZ?B?xjOI>Y@T(_uMVr6$+Q9R3Q3tH@w+|^Rr^@&+)d$V>Z#n+{_@7iOXbkWdhXy# znqzFRcMIqE>4Ielo=JV7p}fZ>a~0hmFhiYirLXMW-)KKxvby|hKb%^pncPedR6pVU zOHWnv9saaA5l|zpJe$Lv_(Fk2=f+esssONUDn2tc$&Hji|OBp@NI-%hv zay8_9f5CGjSCRm)lm7a06Tnj}$k|yfY5#dG>m%#~N~lf;k9Vqg0Pve2N_QCvo&gve zV7y(Tq>S1ZnldjbOju)oEcJo6(zLuemvaGHqw|6GPjiP&Ae$@ z?B4s&YE!X}1BmJPCZ?urhD|FR*BVDh6B>hPrWY2P0Ygm%kjlWE1Asi2on?tHN?Bij z{-&FmdrxyOQIRWKM9Ka2B*}w9Nt#{uAa^=71_C9%Gn zrSKO4o>CzL!SU-Jbp@K8J>^QKy{E!MIduiOc-6{^K!bn)d5{u2B*CpGHgLOrg@M3n{^QcK{!g1bnEh!Dm7qd*>^b=A*+ljmC(7->-5*1h7Z+Lk9~kM1FW@5lbV? z)gyt;hXCC{CI9>Qcxgk!n?EAiQXJRD`Yo11?xel1aKFQ1OFvgjJesLB+OkDK(Qrq% zGgB~-gj(*HdHbI!P~a|TA=fAzR?wsj3?Trb1x4E5#>Nr>kPZot3kV1-jMoS!Ci=vU z0y5hzSSf%C64(=$E!_%>F|E^0PYzt3vB=|dBy+tJ$$L0|5uz4NBMh8X)o^hAV$1^h z*|s7WDS^&oRjvV;M&Y$Lp4$^A`3K#)6RulZ*@{~aHmn7g_>OB<bd#5{j0Qc3!L<`{lxc+ijip*-F~PR{i*+<(fmyQazPnS zn2(xoa%qLqou0#SsqD}nZ3{8?Z7k|<*XTM>1BR5JA1>2FHDz(}^T0Jc{FI{`Z$T^6 zWFL|4Dw>w5C(~$7e=6H7|5 zh@@KWjUFPXklSjKv;Hz8+9@h1lZCi6x{yD)(dN4}tx`Enr5M|&=Z!6NEVHK5^p1{} z&(m*mtS+yl&o%>osZf0TVbotJGg;l$wCm?^`_iTQ4Ks%EKXc!!3d!}>Ddj8cNta;g zHAOU@avV;f4|(5{H&PDt)5m_--t6@o*tqhW$sjJ^DchWa@em$`>pKKL7cF*JAA|D)lH8A~j(4_Va9bw(4N`m9q9nLC* ztm4*5SQ>4|(Jt=>Y7Rn+gFbUQTCvcYd3m!WNf>3!ynM-?H?Q|jGGJ;kQf?Y9cE2=7 z*m&wOc6oGMHRjgm4<&%YcpCoWsV3<0JZHJdKz{@@%3PL@!ESHY;)8`VDyZLnNU7H? ztfl`$&gjBQ*Bj+T2A$zv$+$vnAg!R)hJ*0fX$#o>M?H?>Ky6RZa>05V| zzYb;-pi2n|DxFS(dM`CjDJuz-9dca80sa5mt*McR7i016AVlkNk>~`4wkrF)WxUa> z9Lr)~DJ98smv4U*dP5A3-91jdCpZt7c{yfwO;PNqH#1oiy$oh%(n|)I+I{^w!;Sb| z+q6DN5s@;j!t6txzU1ckql%NOwAt%}=93$?x0`|DKcJ0jr^ z{DPp-oPtj8;r^Oq8X$|k+9M)I0{eZjlcV1#EU>>!R8LKju!o#o6iQv@%R8y+6TbEQ zZ9=F)l5~&CBDcEhOp8p2lXo(AoT-+X{m0mm#KB$A)opx>!j$gtvYb(>Iv?@!RVP-j z%RbMX9_92s)aTx?C#b7>JFT8=B^HA4<_B`L zPhIPrnPmN^kJsdi_6_EV>b%yYCegf9g@m*T(u^%KVfv56ZdF2KBW7wyr7P@7@swjDsd^~O2g_VEDu(8&-C(WBl zr%F1zVn$Y@iaII7bXK&IYQ4KW0!;+LB>cLd@-s_0>Q_lJ7+S{M^f3Y@i>pmnN4C*0)iVL^OEtnnh zr5Q!%Tg>{Yr4#MM5_55-Z6j8k;TkH)Hvn&xI=W<_@N{-*SmybKQryZ{5?a4~b1CIB zteuy8=)$}eM?(HNreDm)g+ngKJ$5T@QQDXjTaD)UHjMJS{07rLrmv$GmYesg3y;Ce zK(6*36;O$@;UvDFl4c(al2wmi_hx!zL9qTDXpAtVIjZVgHPV$`8F73R;30fd` z@`m^rzWdzc0L`@R^(SZ&feMTYGw*X-^9W6R;9RfTXYyuoa zN9SUcPKHy)Irwbu6Mep~-GYjgukm-Ta7SkLfkO4WPFTFUx96I)&ZCvS=R!v}>}c`K z#bT8_t(SE%dAkf}`-pW7=VPAReAQPymA*Y9*y!u?*<<>49RqgNdpFMdJWl_e_VWRu z_elUon1WtaeD~aF%)$Ee)}aW_Pp4Ae1SY0aLqD5fyUprpzjvwfu!q!s@YG|xKbBc5=$;mc(_uUgB zN2?5N)v6FZp_?l&sZW0WW^Wyi;{L;WCh1p?X8h z3JXj8e(N5pE6ansoNM9biUT|mk-UMspujlLJexqbCf|`wONN%t{pWSyZ!-P1|2}}6 z#{nG8lr%*d(-I_sr0^146dc4MPpM)cea`RK6ency&+EWHQqXSAWU5 zd|-gpq{O5MhPFj~JoJ7>&o}hS>CU@=;h;Rz8CprV&6TCDcJHTcM$s@3pOlI0a*|X= zdlUEOLF9mmO3Dq}ijIacB{dgB_C!C*{P92GimK+-GB$gf91D*Kiayo5Il}_Xyh_aZ zuBRFlgDAEC1SZt4?+zyxC*;L7PC<^rd365SP@YZb$P0uN_@db5XNT-8cI7o5gmF!MI_r_JYv*AuuuGvw>gY*5MN_rV0et07v4N_yx4 zt{RORjQkKQ`ygvH44#R{q=Wi*hghUT!bk&zo_}U55C0+Dc^K8d{dMU`Z%x=(GmBS_ z%eCjvlV*0%6q);Y^R~axOyD6WDI(zp5r0xpGYf;WdaV8$A`oR%1?Y}Hdp6?;1FqEF zjV^Yj4t5Bx>^UI+v(JntPZ2!~PO5O~@i*8vv^^48O{IeMh;rm}I(c>;-nX{+u1GJZ zQh{WoNXyO$CMX563KYIC{9?j-Uen7v%lprEhVpk2+T9Cvxe)<&#JYH$*!j<7`u}|Y z4t)O|$&Q;>RuEebZl&Rh5`0DEIs+{6Tk%hGGrsC~pbrvwkVKL~n+Z`Nxq-gX#n4N& z@yE8tkk<0F*f%mQxsIHH-6Sk?T$2~QdmI?4YT3P5DQ@=e<}%W7hWJ3R5R25vV3MJ( z@?KosJB2H(L0YYm(`pd-PPVP;AbfexFA4n!Y;WZXL1ZyZSh&XF*EJ<)_K7;D6~=t# zD^V$)n;6wK#B5ity0I;b;2%0H~Ftywk7Ka`g8u-GH?U~G5=?lYg=f>%Jm5A&Rru__uz zM@MRIi@=nWYiIC?_2G`J(l4l&1P(ZZyWp1k>C>|u&8o_r(UB2xDXD3=WLmlYonU#q z29>FpKK74$nND)u2Mdd^6X_A~udCT^jMyO}tZ*fBuI_H2aHXN1-V=Cx47cT&;5Y*{ zwWP7}Z7ghT?5ATWSb<-(9B0?Qm96bGAjmpvrKhDSlvrr6IGk=%e;QUo2te0gx^zig zR`w>~5kqxOcZH*+X$fG~Gcqb6PBvUQ?#|ZWhue(Swzhh;uW<*5hXDzm)@5tqm9H<} z@!@V$Z*PJ8?*I1gpy-~F(J=o{35Pm>vbyfB7C9hQiUa7o64 zf38qq2$J#HN8`5DkjAX_`-Zz>(@IX%1&5n8fof3U1Q=Z`Q^ArXS+BSx0w~xD>Dt`8 zxcGe1?^Os>mwfMy9%Tqpn>0ZNx7!rHL5`S6>P5K7fc$}9YXKN*;a^8ZRJzOUO-)PW z8BIp;<@6jp?_2y|Z-_HkxcV5GYUtyxOT>Tv06vGf!rAsX?j{IQ0OYeuMS`vgfDD(G zmru>kM(m;iUwL7yieDy<>l08)z0#@MpN>MfDTE;%u39@eIZZ4swzS1?Vh0UZ>FeuX zynOjhP7XWZ%uC1fka__u3j}DM^rp#NxvPy86BDDfTDS*5*R|v0C@}{2%U#jrA`rR& z^!dil&JaL_e2D6HEwfv^gkUg0ZSuFeI&V6D2O!&3At8EU;hM^m=a~vVaFyP8gca`4 ze*bS#8>5wC{{(;?fE8K~o5HtKOb4$Yx&~nq_X9g(2B9{9Uq_Js;mA;z zxZZw|O-sXVF#|E0`ucjvWY@yuE8G^e2q-qxi9P?K6a?65$`yUOMssa3u=W}Eta~ic zKpIjqvhb3GXrYvS*ZtWjXTUk;v6(rKM@$O~c%tV(0`$Fg^XA*=XsVr+Vc+m@GQdaf zD^&@*N>Su~=x~jPhi7exNimHI03q^p#Ts7N*yK+xF2?NI1Cmo9pr%v3)uFm28-F+U zfvI6uzvLT;H_$*3ZJ?C=dy(k?p{J*(9VxehN;7rZ{~^u*{DT8@w1B@BwY zVR8=ry{D%q1AzO-1}rQrKsKo4rG!myE%yG*RK)WF2negWwks@-&)q(yrsjH{c))h2 zShIM=$I}8xxRt#_88ZFVqD%AY!iq zmIah5l2K5cTi7i=q7`)c0PEdo!|EIZ6hNwX=y@0r$#zIK#k(bB(=M&=jKYu z_|&goF2fGW2US_xA3uKd3l27fAXQree^i!QiE70sT{eFHxP=8{Xh+e4IX=u(&ifci zclj{{qfGn1PPW`a6*{ndN`wFeKu%ag*?VPxJR zgK>q&>MvkPeIOXnXwP0+T|;AWxP%>oiv33S8DK|B%gVabWN5Gwou)2)Oi6iQh+7Ev znN^EkKFv}s!a8==mcZ|#prE1>2gG+cc>0Eh`9MCG-Bt6I;!{4_1fYNHb@-<{U5)`Z zvJw*S1)V|xAU}~7A!AF_B}WN@u8~qvcd)Id8;Q8g2EE`}0>7hSgFm@f<4TQ80$&7N z`%zF(P%bvRqET))30*G+qDSjsyGm_lCC73Gahsq6qakqwW8u&~!rQ7=LV z092O~`ZyRTkM(9M-U6J;L*D@e@B*rgpFhuf=XY5O(M!8Jn4|qdv!R|Tdk=;rf?osE zkc+D4Kvc-;Bv5thS04f30)YLYTKh*fPPAMG47_R|Ass zb_4wH%5ce<^)=6vxTK`N;HW!c_UD1W%JfE|3ye4L?8N+h(?qQ|c5_RMPQ4$glZ(qG zTH3ZC8g4H&&hOA*A_-7p+TwY`K|3NR7TQ@LeG!W8vVq1TqhH@rsZe4_FsRPf!GucTxe!$8LG>UQV!|xCsISXhQ-z z;AfUv6qq?y3td;~K{5|ld#<1#po`6aygGxo07xY$j{_zwy~e;~m=N%X7o2zjK|x-( zy}Li6*l#g2`-9Y8US8gV&Ms@pjv(KjXUM;bj*hN01=|Ek89-IU^DNbf2$mOf8lH;H4Mck~6}Kg}wa zJZNWv>@uuj)oC0yu+o5bcVp?q0cwCAb0SB=YO4N1e0)3=hyHoMvg3o6Ex0aP1KApz zkpj@L$ZCJXpxj}l6|8n1+c`ok$~)>4gL!(6RleTdXP|YA&nhqID@Y~GxI>?rGYC}Q z*w|Pg4RoN|e)li`c8N3?gdMtPzATnEKTEZ_76E`+B z`L2#u*lx_URE%A_fB!NA1FF*ZJi$v)9?PQ@lne|E$d479ej+1|l{0inS~1i6Ceja1w$~>;y;4!KY#pdul`p72QU2}i}wH1 dFD6g0lUvtlF}?#<&_WGM;;F1i_G9hW{|6#Y-gp22 literal 28313 zcmdqJg;x|@_%2GPfCz$g35axeNGlQo(%s$NAtfzHNJ}c+9n#(1Fm!jv+4KF*x#zBR z|ARYgv1S;?J@4N8-ETb4vkg;_lfpnFM1z5W!T2aGt_TAIHwps-TZV!J-tm)B)C5lm zj-nrxQNY6s#V8c~j%p{Z?g#^e{tEg7JHF)e0N&(rl2CI}vNdsX)psz4vDSC8v$A!v zGB+T1F?Mh?x3ytsVr61wAUAVzvg2cB{=a``vUMjK_cG8YVdx0xz^(o(fjQ^4&C-bWhvUg(rS z8iQx?>PJlaXAidI&gGSPII@YkKxe5 zO7xf5;9)LmU<`krF%%kP*$Gf57H{ClVeC90npdD=~6Th&`HE}pXqUCsxz-Q8W~uU})+(uPub9o_DB z^Xm_57E-knLPL3Cz;a5XqoAP~jOTpxx>*ZpIv?ggSggnK3l2si^*Z^$=d>fDtc>fr zXpijd>c*jsSK91r=4l{Tu4W))w5!4J5kK!x3?FJ1HZAkc{-^i535(Lk<4XHI5#)9v9YlVflLs`KR;{>JFW%cv-v)G{Vgm^ z7WVZye>0H4XgHB4Yqipn7Aic}Z0yCJ#pD4pr|LyF|!NJk-cInv1)b-KW*jUSD z&Un%LdMQ33!QuJw+HuY}@r#BAS{nxUVq4~iz;}#{#>-9aP4`EQt$Qmn;yH|pz-i6( z%gf8-fBpn3;P!YqBx%WJ0MQ<7nmtgF~e?^TDATZ$CRbL&3nv zt*c9#pVvTo@kYeXj^*FKe-T97QS0jlFcy}U$-Is2^K&ra zu9=zITT4__RF`N9%JFGB;FwjJvMF4#iHSWYYaOUqSUo*GA=-^DU%q_#AR&QB6ZePr zMCf|a(a6N4Lcas)Jw3g8wZ&_Z^Is@i zH8cp%w}!II%VRJ1XX4V+eY!8hLaXqhp{}*PGYkh61%;e~!e99Lc4X1_`H?}ZuIzSS zUiguNj*jjHsX$U&n+Q|OjR6}wJ8a$cvge<|LMj1))PI4<>^6&aO2ghGg4ZX&)R(Vb zwJ*7@Jcd_W%~yq?Gu6TP`ufty{^~?$ZW3{DVAC7K#UkQ5z#qW|4hYu5?Wlem1sxrd zY?`h=S7H1uBm}<9?bKkpR99Y2?M>_R<8l2_!~V(H86U)#89Vl>t;^-XHi(jPoN04w z%VCIfrp)K@4o~>nc}82R)@I3v!;^_}JRQ2zy#x!u7qham-qO;Z4{@*9b-h*vANIJr z+}}PJ7Z=xvY=owU*qZFjOh5Y4rXSX|CJ{! zGf5Z(1=E1XCorgsCNgQKYDaP5wq=U}vmK7B#V)vMzK5)ly!Jz%Vf}eG3Yz-X(B? zPQ#N$A8x0y;iZj#vn0eyS~qf1fjiNOW~|p*e<<^E+6RD$`&7E@fdjv=w^)-~s{y zd@k#`Y?lY~Gkp4MtQXW8oXpShQrJxfSG(|ajlci`_Xm}W?%QcFgXw}PDYh-iB>XOR zkVtNa>m}Fcom3EBA;3!H{h89|Dd6d$p{ZCL@Jqo(>XpF*%&o-We6^u$UtV4oY1T$r zmel9nI%8m9z!d4Wrsv8e!m&8-DU>x`Bo23JZXSb@=ed9q+klKvmmGD#pj zhvPFpjS+6IuIhmmRjV|?09nrTbiGUN&ImZvcIjQ7$7c+h&yh6miQcE!(i73MawZj6 zaU7{~s(i65$u0R)!pktjIrU{lSw1j#Eu!1O(Y|A(BN}D|22KF}c}5{&>2J-H8z2 z2M8H(gtX`T)@RF>&=X%qXw;!>FE{MrTT=p?R)r-yO#>`^Px$^_DKobXQU9NU(#+pk zzjU)9dT} znwkV`D#iC`Fr~OZKf9TDHqJ)_WnL7+BQ?CS; zZI%%{k#P=Qe~wXo`N!uEf+r%*I*9?X4h49ds8;76c!F%^adsVsfz3I8xKFXUtRNtG&#?Auw_{`vY0AFO?IOlkg=8$1^FJe=H=+sx2;Cp-ej5tS ze6->s0&Cm-`J{YqZM;FTe{VoepoE(=aVGJ3BgoN)$p*n45qpp1Q>ZJ7wrIo4b&~N1 zo=*ClTl+eB9NFJAiO|Ab+Ok3;a#d5)h4RIWYHFSD*=cKOxw`LGC)4U{6rHEl z*LuY1PpkN-txjV}jkVbE(PaMi-No{~%&pfi)Qj-I7r!fF%qh!@378Mqy6>?Kw+NT> z{E*gI$e*>G_02s5dkaT$dv$n-y`v}bBeAX!HrNY4Q$M(Jo_Ofj_m)nnp>s+oC>byW znhAZ9b8JQMF|cOz8={Y)Db*ufgg<$K(!nX(fv4Y@O|(5yJGssv0nyQs#uiXRAFb4zg5MVe|u+#T|~ZJ0W)HalmnMRuxQnPn7s;-R}Z*d2S^1(B;~QmlFA+ z75**-(3K-9%@XrxO=k8Tkeg1?A;!)wX&W`gUJ`H_yfL_5f!R%@Ung!#h5k zQ;M#DE;BRFFPpO)(*8^I@8DNq4_)Ai*h1Lix0121eu#dP7k5;PIt!=l=l=fk_~j6; zOiB)ncltnozX2%aLD^qu>gq_)J7d+nJIqj|bGoT;<1AlpA}Cp* zXO{J42spyHNBZDSH7e>XNOyfT(CySM?lj($*%r?%ebSrOH?QDcy?G-T177`p z{0;VivV8`ne~*viFd44ufikYIbGF@-e^^Le={F&E= zg1d=`_*$XBHHL+wp1wSWT}D%bS7xm{TbT!tBS@Kt#5^3L*{%B2)RdOTZtkL82gcwp z&Vjkj(B9il6LynG`id;d9+dvqyn1{N>pp?IJ;(g!a|r)P$V;BfMZ6ApS6Cn|wsrO^ zOK~*eKa0jS*wFv>G89p=m;M+GcwaGKQ9j2Yg0W2M>=gAP)6&rCPQ44G7ZQB)O``-&;`H|mX4u6>HqPse%fV>kgglylZQd{?YP zIki;#XE*7n({PGKT4HY1T9tcZ%EMT=szBLPo>)*1{YXgII#86`&o}uPB`oZ5VJ7ta z;0W!KDXFM5D><;unFpOE$(aOEj6*UHZVvSg1Eb=&YwWJM?l3~$iiS{tiMX<09Mtf7a8J`_4ASDZ^Ll_QfBGp3 z*}@n9YC&^}dvR$avpuZ+TZFePJSHq8aQrbZV?;zn;L3f|jXtm2%|tg3559T}Z2JZe99+}( zvBMs?b1a1_qF+&ns@%+>2S^|B3H5oaAmvnZJK9#X;ZxmfKM1dgi>-uQ$cl5y&N}6s z{FjfMB2G;0dRTsRJW5BMQ1LEC=dcJrG!frJh9~tXYxxov-$TGe%rOV4ovHJixW>7E zbhe30Qb$lO3#WrESbux9NbrQLxrlXY2cc{Jp~N7G4g6i_C`vtBYereh#h6Pyj{!3U)3NT11-z^eXzDSCSbWp z`y1;Nw)^whDS@#tmT<@6w7I`3DOs%3D}6XA55L7sLm8qSdFy#c#NGooeU0bs zX{UsjPploDuY1LuRs0mk57jSHJ`yDEuP-;aS4ydBo1!XyNx}#$YDq`3^66egVg0rh zWg($@AQ`{?UGgVNEKiKMh^N>8J3RF1-}k_cuNgO8{}AyF9t}UDeKru8g!us%Cyn-r zl9eS^dPVv$lh%P$2?_*Z?Y)oS?4wSmZFiU}Z`0DX-?MzoCT~K&XqvB!+<{xureL`$ zGX1en$VkjkvZZIwiTwTVoUYoC|GGs~{M7iU(_WO15UEXP(3{4?%TSCQkb%5k1$>M| zH5*Gd2Bo69xB9uq27{7{quy}gaED9LeMm?l^2ZM!FEEdXUel?@5XXO3%*2kLni3V4 zlY-)CjJ%}r;n#0!B|J0Tn3YKcPYG3BQ9iLS&4v@{EpoXwNW(Ed>wXpeVl23i^|OM$ zbsS|t;_F7jj6VN#=4q= zTgk-m?1eQmB;qC5ueY>1kTuIea@uGPJ{|EK!pgo6ByGi;EzS6S=w3Q?cjXitWj5$YW z$c}%ezDbfkj%toXzkvfkU=L62z7p|Z-(Et2*3=;rc0L{AAs+0cbN0+DwR?7aRjPNi z7$F5mJpm4?hTawMeCzQu9A_(Hl4?4>W$}*^-3%qIiTv<-gp4B{s&qM)L>ukR$8()94nHX>ygGe4b!+%Dl^4pB0L5i3 zE0ZGUHmIJ1sEEi-;g#{<=sMa5_A2kNVH(`Mk#dqhane!^>GxnK!unZ$H2dN_J-Zuk ztR>whhdRi?_}MMk2`$^yDpL&J@q;WZfdqjS{k){4JyNo9vYJ(Qi9a~z7cY+cIJHYC zI2nFUjw*{b9UjvHXz&$o=7^(>jm^d0RN?JuJe^V!yD26VCp}uMS1VQ-G+~EEU3Sx9 zCxcu{Yc*?v4V!>eLw{addScr!yh+#}%-_DDla~mKU%_DY=+vn!%yw=SIZ&~XF|36M z;HVI})i<({vwlNn-ffSO(+3BvyW@lZoI!P2tAVg4T5Zgi_z%ELM9ywzY|u1bpdEKv zH``>}itFBqUr~&*k5V`T1OWqa=R7q!8Vhvz`2wa~DWJYXBI34rDBCvlZ+ z8{Kjdc_1?rQ_@f%FFtI3he<80`1PxVk`j)-zCMhbyZczRr7Eo|wL=u>ex~i`_M?Kf zo&$D6PdQ6PsNP*Spz*!%pM6@L<7*s!4V>De6+3B$_+3`c{7&_vAWh6}#}9&EuZG)l zUU~_VoEv6>AVku|KdV?5#2BPG`=u$+BfNab)j@$R@vU~dUjgikP(qQSR)}xdOKkIx zXrtTTOSeS+VKI6R@95a=uJ~M010et6aH010G&@?TALOH+oR4t;A20%4@8={I|NYWd zodwr$7-f91WxU>n7xgI=zWZTA(hu1YnF1HC-PX!jcFuzlN6&w`HD^=54*!CuE}B;z zJTlx*5_=S=FLUIf;*+w|Pqd?iC$1F8`CI-y;`a+Kd>a#)H9VJ}2fzEKzZHhlYl}5F zI42eoyyW!riG4&lM|G6O0Kl3A?45vX12r*>ZPO`|@WTl_pg$M^9L6w^$oxDuy-azS zUcbB(5nJ1ZGT@#PX+xl=b$~xb;-Q6l3Qu7lI%Zjqcu(}43d&!Q4W~)o=`a0Ltl5a4 zm^JEJnhJUfqY&Vzp$GPjQgOXhMLyUtwP4{4*&ISl>0=n_w5VJ^T9=DHAzd7Y;30`) zWZD|(0(3>g%L^OZ)S-MXsXVF&A%Ji51!_%4NEMZo(v)NWt*m71?d@fF%YOWb z+Sk_y*p{@b{q6Scm*&`)G&~h!YEiMx!%5mTZ)C`z@%1cRCh&$Mn?D$y-|&GMgl-f4 z*OplE6-OedM3{+RmPQfY46p^epc$%t;(?D7JH58Jt;bFo>R#*bC=#gn@w1-3?_GbJ zLFMY^mc()BGIYZ=lnI-uJRp#xiFHW0^giGJAQ_CpirU&kTSF-XoEEq+;HjW#D|^WIQ?ObsZ2dG{L$d94UwHfzYIGG{;H|NARfd z`kfu!iV-*d#e9ukzXgaI&%iFzvxm?9P>SlZplVx4!%m}mGe;eupVkqE?y~rz^v}P} zy{4%mo{E5KcgsIqs*v5izRaW#i;IsYlAY1y-NN1a5I{E|g0sLI-sLdA-TH7gpi&~< z`QaDg>WM|~0~}i`S53Q%J*P&mwgA?v5TeSVqv2!;#!_>mA^%rY9LMx|b^S@kN7zKY zBvkxte=XlWz6u~|@b4Sj%l2~J;BOH=6Vybj88xz`1o(^04<>!12Wh097u_@2&J6&h zf_^pS_|v2+A^V_bt6$*C2SZM`n-BeFJAC+jx^O;ga&$um)v@+Dzw2qwuNKj)xKPec z_1w1YB%QmT&3HA<$c@6tj*JMMBFC0l`)<+=qig&RkMZsO z9x5ilFiXsMy}#^`bvSRFfO=0SQ%RS|OnEOB8_b;qd#$+YFl&j08>XHlb7*aWh<_(} zwfO{l?f9i#0wi@_D=$!XiNoF{0gSoQYK{#wM053yrswDXr%1;O4_bM;svS&bNA?3i z@-NHM=4tiK@4fbUTD>{x#Ho;%gbWjRHpk;H4){mqyYDFHJ7e|ApRQf4k=~ zr2!=aXi0^(rZsJiuMXxGz0QY*M${Sb0F%L#z^p6hq0W5&V#w<-6+@>vEyZ4JNwqXiJZmvA)RrYBg^=XlJ%gRJeXo$vwD9P~uxmvKrAtil^TXX*xfXJX$2IB{4!ybHwand;}J2z@8 zHJJMrI4yE#xED!CeN<@`;@L%cu~^(B`lrEG4g>orSC@KDwbDLu77QaNj%|`O`Ej~w zBjb-Uw+C&exKnu8M>xa9f;O8!a%7}2WSwuUY5@lF3HHu3)h4bx&X;`2W4~DV{)vFy zgvGG?MceGyw$=uKtpKA0MM9FcCwy5K4i zQpa&%)dKmuVLEDK;y-$0cMJ)KJf95Xe*Pm7bGPz(-?~d06av36m^Ns|S-IEyUTFE5 zb^mM{mW9FQO*Do_1U4!a#{>iAI2vxIuO#pysVHJ|pVX8T87r$I9D0Wcoo0{N*jU&% zt+>#fT3FgL-}kl8z3_m=%A-RqZ%mKPgG2We?V@g+PMc$I2=A#{Fys0uWhhDu$0yxJ zD>0#Mk|NA049%>X@4IFAt==)Rm&+>qr@c=AJ~A@NNd7FB{JF^Y{=Vfcr2~_a-xC4U zi=Uq!iG{q9>gsp^8PZGscW84a65wN{$>jJJy5O zj{e%NQBn?P9=G&B8RsIk@_-*dUO@@Fvp!m=wjfE^R|t4=mq9s;_nni+#g6`r`^3b= zM|t@kBeutb{q*G<4$pzBr(e-0RGH48-E$=$m?7I`8 z`lGf!m|$buzeC(H6uMaroDdTBd2j5ND?kAx$4q=bU6S8{jZ zsA0tf7e8IGjo!aKv8G0$6u!!!0go=b>!ji0hR^Wil?-v*K5l`&rjJC-+{`8WE+n;A zbw2@ir&0`fC7)k#7rdhEUE@b{Rx#B`Tul~Mm674)pCJMKsWqSBGjkgJ5ep+$wN{Mu z4UW}(xcP#Hi{GSzUVI_E_IwM=wt~_X(TCLM^D%GQpQZd)TR77epvvt{{sJ1u9#A#P z%1;Ymxobu_Pt=i(=kXV(Ac@$2g)c1@==CJ3Ft@5;`ykSe=Ed^cxm<;1q;zT+t9 zcEeL#^o%jAdJzdJ8KZOhZkD!cWx;YPd&SMbUl&m z6n*${{bp%r_-zQkP#Kp7p?X^5uM4r=qJHh5ISU%zcgc-fWUeHeSFl%H??fv7;XA6nG_8t_*dWicTjMm=N zQCG6>{CS7N|0rvzS}8MBnkW|l@~v{RbVa^nvla_l@JlppWu6rJnMwnEx9e@eH0WRf z46k-@`S{%aNP-LqlFaS9bE@gh(vG37$T1R0c3xvPF@ul-*UC_7{>;eRzsRt+=1QrQiJ4Z>MB3jblHnw@%-sITa)uqcvv<(1 z*4&yzE40#;^@EVc1u#vktovv`#032>~&PL&ckxF7%&ijtu3 zg8{eh0naDJBCnPL3U~uh@li%4+zA#%-v3aB1!+2ZLnzp$=6>qesJVMu zA1Uc5 z9a_M5QDR|X{fLW8(+=+4owF*tM!&f>REWj+gQGub_;PA#?k8;7sU3mibA8-k`+G^( zaHHi;QYVyi=Uz2H+g9INx;x(&S}`xn#oOXW>z?q$@ymA)3=L2ieg{;e3~)T3A~!Ox zM-<`*Ov=U%#@!f!_PMXH3d&zcCUlL@cBi%01H9E(oMAxv*o-k&0Aqqw3mx-8;S3%C z=7S^xiS&vkZ4*P4T|GEJ@&Hx3$rY4-`zhZMtopA5t6LBQ-gkczLm|r2s^V<8fkEeH z#E0+~!y@lroJy(u)&04%>SRWf7J&!qa2I9+P!j^2F^SuVG>%WUy<;f*e@5-P6@IlL~Bi-vI%ItPL&YvTs2T4t5AteNazMF1$2d@Uq8SM90e}Q zzDz`dWcb&?4ws<$75yN5y6CcLSyB>rs3UWv&0%ZMR33;n>|bvdJU+ek9|83cJIJEk zuC2)wtYY&Brd@{mM?we8`xO!vyk9%_N>lfRam=?hd)7HM6vI>9t`yN(PEpAG9%^C?U$uCGF zw(jX5(xINB>8oU@Yb{)Aw0pN}IssLOc?Q6ShG|v8%L)2jec|MV>$a@3ODoxBD&}WX zwTH)x>%C4pzWm)w*?EoMIlzsnCt@HS9_8HY6pCNd)aEMHLIs+H9%i>x;0Fp=ra;sf z4p-HC`}>0Y!4Z#m4hDpwZ`=Qb$IUm1nf|O*7S}T@B}m!0lK^BVVxM5>=i@rTJlzY` znFLKwEj6WH`UTy!O8AU5$Wg~ZOJ(xB_xl#os9hq!H6EtGRY`lAR=4MI>)n#IE#c5G z`z_A|;4noM7FfUa_7sw--7II!hf~FWlkjR7KG8|vDtZUc_M_^YT3>q_y1VVQC&%2c zx|W5@!5zUs1>0?ARUm1pk%686H`y(h+8>Xeu>`ALNU>>NO)_~lKs%_yPIhqXhbYX@HmPUeb>?ProgynLA{rh|4HOV$ zAbq6#PjUuIg`v6J-dmI7#O@y$mN=gukS|*6r%cm8!dy9E+8EJ2pvW&u2v^FkyIvo@ zh(LFkO#+mxK-C#V4W6~J^x(@Q5XW5LFsi=`rdwNKm9zRS(lFY#Sm4!RkLqHQ*^zG8iuQSMn`dLT-4ZW_#jgn|0= zBdkV_Ae|se#^*qQPX_R>a?ATSsum_Fs7&-eYo_~2bz$ND! zx(RRg^k=U~-@XVgT=|xHqrynhSQX5VZ)>dTLyhl(X?pbS2-K8zH+7z$uI*O7-vc(? zXgHI1ar6+$x*2#3CeQ|sC%irijmZ>*LQln$DriryrV}#C%_glC-jZEUr&zwRxa_7C4ayP4m_+wtQh}B{;b65zS(2 z^0LqpmXL+LUXU;c(BoI#MFmLwyd3oLB_gWquQRtp-jdsiN^DH&=ow-dfbLqXale7d zaq{3EJ36;&Pc%J9L2SUYCM4gF|3>p+NwA712^eb)S;O)xgfwWT4&MdlJ{$#Fg8*}S zy?^H*(aIANZC*L2)?~{1Y&-Bw1t@03LJ0v)UZcB^28sPV<)`a`WT>6uTWN162DUVC}?>$&GOy{S02L?O1=L# z)|nDCkT_rdjPb!b&_GM;ej~&6(5_jHpj4cUEHu2jASm&9hoobrWG}Kc5z^{iG^9BI zu_Vn0h*}SmTLhhUe!)O65b>sg@KJxT<6_t+>CP454i~(%uqVTH_I|JKb_io5e(G!^ zhZH!{*cwI6*my6xrmo)Dkwgwc{>dG6=>%_1rC1LxHa4#kG)(@LwQZkqY~v=jd4ziv zQssf_iT=KRvp8~+OT+EB2E8uRFsY+Qz>05>s*qG4AlZ3NY3=alSgVIehbQ)6>xY5P zqPN~`Xk~4ImVA?&<(Bir(aY{pmk9Ic*@8sM>7^3{!XG@!$Tyk=nfhg^US~;x?#k5J zvlQa1b%DjSH`-8q3&d{2-=M>6wU!dD)o)LAdzjKzncsVCe>u|m@j)~c3zQ$?UZIdX zeo(bQ6CpHKx6g|L_7jrjkA=Ov@V`g-&lsa~(VIK$9WGd!*1h=@D+>Z%eX?9c;}K7D|soJ?X0Mdhp&~xt;mvi@inCtt6JQeilDq?`*z= z{ua78!O&UhZ7bevGf0!d&a|K(MWtK{rU9_BKI3>JFjA_Hi!r_R^HETv=0M0Ck_`Ou zkx$}`Ym;1db*#ByK5O>OiwD6+O)mzZ9hCaw=fZL*{;t*R7{BboMf%N)8DALE;syKP zC1dT!LbKhqo@lpAJGe*BviKoYe-@M)LPAspKdTty;ZtjM2AX4yQ#`VyK&F+p1nr7_LPw!qU*yZN*EV+uO(Y96M@F}=odtfjq?Ee8j(N2^ za^Ffa7$e8H@_uAeZ#~Re{v;#ynT65^!I$ug*17`(A?tKNez0#m;4f#uQS`A~I-Z!P zDVW!&sn=bxfT~bfB_%SX+hy|#oqv6I`D{O}7T1>=yvS zt0n&pi5JgnIK$Pg5l!p3_#t&;fu}h+HuOR$Dnd(hMNUz*dC#wDt+Kp)$;E8r9s92J z9iDbWs1A0sh8I-AX$t0KE-UN>m$9VJuuyl3gA(d+6JyL7`EWTP=+#7>2>5!u&m?Ws zg1<@FRlEtJi`^pt40$WNZkxpIMCzYjT+0FWK8F)%@v9P^Ti|p@{5$noHoZ?!U2bB8 zH-07EO(Xr?PpLCBqCFyw3nuz4r!E0 z^&&$Kw^ZZsjuC6G95OLX)pP+zT)iPZ%$9QsmeuOert7KY@>s11kMy%=43Uy;=hD}ePhg0LtPBrI z#-VuhV;$7ZkhOW&%=^t^zK6;cBZs=2;I7tY7~j%_duE@qb@KD+Au4dbLBW~CZ^Q(c zZAKR#Xf-1Wk`?vWjkflI%oeyjAEb{Rn$9rfhx&P#az<*O+`>~QEGo~Yhil#F zAk+_n54Qs+tt?p(1m{_376(+Fv<&O!KYpC7WrW%Xbc6fqy_4!lS%I5Vmsg@*$&Ti= zc)X@So)}&169F0wf)tJfX!uq*9>wFW1*b+6^r7Rg-bc6d<3v=CC_T^Ztr4v5mR|i( zQW*$gM}o}2$#B=;+N?o+d`#gVS@45@A-`_1I;b46K?3n<{wqo)po&j0z_pGHBKAIJ z!pZQRRUU@SdO%dGjpYeMhD&Gh3QFcTd7TdI?E@{N!z+*yW#r{)1qDgs`Zf*}JF)+U zM;a6Tlv>M^r_fi}PaGZX?8rDEryEQR>3M3%C8A}XtK-;JOn-BS02+QqRU4P>IK1OW;P#r_TjGk+1ifq*kwe{MyV3ZM;iL5yVEC48ioBPI0JHYPt0hs* zElP2)WmnR$8l5`Mn_ zMxA}X{}zE8OhUI}Pkr_Q??od%(#l%=t36P0UR{~g7$u%Z@87eQm{vV*oBf3x9Uqx= zjA01yUVJP$@XCdM{~B~b&rshRo|ZUy%*Y(Mv^y2Zk5{m*VSy|SJzU$-jp!~UqBa{I z3Q2+LZf<1=O8z}@Jjj3EwE3SMX`x72;+pSTMN}g1e`|Oi0@CR&@f-r#3L0zk+PuW-*4Q3( z5~GSqYir~&d-(0ZhK^QBg5EVRKv3&lyP6N)&vmg=rR!Ubt061D2dBUXM6p}luKU$T zOLB5To0~UH8oq|H-{&PsZ=H|_T=D-aoa{azH!kZMmguhy2QkbyhtgQ$j6`}xv4#!r zs)KAbz6=6;YSG!dCfC=Xil59~we?M@)9o;*E;mxb1hpUzVAJYx8XN~kbJ%@a0c*C~ zlH1huXbhB3ZxT780JtS9n)z5c0|K*y2MF&yQz?3DdQ6QS-6|tq?c;Poj ztFXP}jd#cK92Mj`iCDI*oV#J#=7$DGpypvEw}3g98p#LpQ)E?O7PtxKhX-56L1394 ze%&5PCT7(NVr!f7h;HkA$2P%jCxZL=`sHKNDF0SO?bPtQ{?+=Sk=QS(9{{h^#B(Ph z*&RJuvj}X$1hQ4QlOc%R34iv2Wd2w&n^E&zdx|CIIe@dwD&_%lhiekK_pNk0`LULR zGs(^2F^*wGM-E7TfpoQgx2DP z0;scA_x`mG^&+lx-InOv6|zjFZ)D+lSO((w_e{zRAopC^+T;UC>}~coJBLj{;9ual zu@hhX63$h3Kit^8|CZbK)i$6oMJ$AUD!JY@Y;4B8zYQV1sR>!<=ql1Z=M1Hmxs^mI zFl@%>oDfv93^`t*m8RWRZ*X_9D=sNH4({8m+sD2(}Sx=4~MqC@Z_AFKY=Lt zC-k!1PzpDHwid5u@uYo+vZcx0LW-Mv*M}0a__iMefg|q)N=I}@1~=JJuTf3Ma>Kz* z9#8_qqK)<}0`A5O+=Tf`aPi*!0zReZ2OZez;UK!_tu8-SH>+tL9JT??#K4X{#D*yX3 z&0r`t6$*x+v-RHp<=22Tkj=Os7b@L^f!>B{aNbvIaw})=f9?5`^joxzi(5}5Ks&ix z%KaN8(Pd0ttOcVF+jP6_KIJaft_w8;xfrg^27SB#R%`d)KGakp-I;=Ghp{m+qYpel ze}X~8Rc6qImcXR_NlXkL(i8pMcg?I;=7)%m2cw{+b#UUbNjn+e=BY}MHRn&l4Y0jI zji#W6Zki|e85TY%#941lP-71)=x$9Nma;Lpycvn~zyty}WM$CIQku#D5^UD0hD>mK zeZ9TlOZFR1i%I4dUm%JEs|D{@RaKS1BtI-}SUgrzviEMWVlaz@JN@&@P)#bDPJQ{a zdXQ=5)L`6x`o?)+1{A<{3>oa|nCkd1DEF3T!9219CWqHyL;4)DxTs}dXqcuJJKJU9 zpIZy$AazID(rRlt9@TEWpMg!$PhOQW^XQM>rr3 zQ5K6?X8Lx6o0)U1zQQ3`WO?A)8@TnzVm|)XG?ChLZzZ~8*_h?1G=^_XzrzSHaYw?g z_WIj)q)j=6OUKNA84c!J^UK$EkkSe7a4YYI72Uu^VBQcq5i&>MLhMGpFTp*yu;}P* zaIdU$X(HEpJJ!*%v;xG)P<;?hT;GSE1LnoP1YAvUfydweMeR>$ zD=xJaUDv!M*y$3^yXY92YFYKne1PHhcE{oU$=k%SMNQ+Hevk=Gm^rz1vvRegsv24v z8oxXwYZI29+4yX75(uf(ugr7$0$Qzei|LEadd--DN*yuC~ zY#A$dD3U1VgTvnpy?$nrnd{99q#@VD8Az%vM`b53PC&6#v1Ui$+xRzeY3+8us5H6W ziw4N|8Aw~z*3^Lo7$9_AWnW~D*;A2so2hQELBLjw^g@cOL+YK)Ud7#aEnF^hx?3hy zT3|M}dzSBvOLX4tw=09FS0k>?ljB`L7u2OnbZvWw`#@ZK+FRm<6YbRy_@OULz$e+8 zy$5K+1j^Q7`9hqwHp6vQqCtrn%Owr)KCps-y_=Ev7B#7cPWIWq->Z(Aq@9n~ssM0^ zM{c(0|Af+^fR4c8@Iy3D5NFWhZ3h48^@Zuv&Mn#qa0Bc31UsHtaJf;vOb_19i8}~?#CqRH>o_m_kC(>2+S4mlqCb|EndhqmwJku z*{0Y5^U6qgwr-AP!DI7pu$dc+Sp;V0DOOwne0zAlIua=9e}4+O2_adu>%wppd-<~q zW(Ien6K{;Jn8DQHBVDC^;TT@NRll*7WMn1WJGF@%=9(GOlSZX01aU5Q@&4M((9AC)m@UD15(e24&DQL!85<`0$ z&D4JrvA`7-`G?3o`rAiu*3o_OG7H1%28K)C-{i}vPmXNJ zy!``QM~fVJl?!6GD^}HB=;2h4>bd?wh*Qy0Y!*e7YZ~GI(E^BBCn-WB=to-Y`7pT) zy0@CbfyNyaWylYkICfP_y1!F-T!VU^nS-2)T+w?|7p)#cJS0_r|6P;P@NfY>=+(({wq7+*!`3EZg5%BCjH;wvcAgC?a6^Z zO-)(NV*(l0E1LOzZ;u11g#3!TWY#(eLKqp<>CfS%ZfYu{{C=J z$crr$@3M%#&9EkF?Iftf>ui*E^1R42`@f~9VO)#(&3KBO^vs}a0VCK7TN^Nfv=X^u zt2#6E{csPaMeu@gh2$x!pzWQ;jFojZG-*0CONKeCRSHzF1rFF z4jhcxbdP~Ua5lat3_6}%uB^JfsPZIfm-2h<$-ELdGEJs`Q1R$ww$nA4ey#a69iwA4 zZRj}0i!ON=d*UlJKOeyYuXD;F`Bs`95KdcqT!lTll-EHJ{I91Flhyo^f)80`8q; zO^_0Gs$9Trn1RySH`b7RBxrig;&boT-rTV}krN&H1K2P9B^!=$D?ANVMmOla&kPw} zkpeg}>Sr&OA6&T6YiK7LzmhEPEuu)#0}rZxp`(6{_Eq37%boui51*MB5ir0r2(2p8 z96yR*?Gn@K4#kU4^g4M}XE?88Q|-)cb05J+nx}67>+a;!H)c$glJa5pvp4nTZ%s?m z*TO?u0WCKnX%3C`@5ZZ=BPApy*{tU|1O&fUJgp`!0q?aN*=HZ&Vj5BB#nbtP--Crp zOYl@iR_bzA*&qNvIL9C2OtB|@ zh5Ism(t~7GJ``FSrdz6Smz3b#%P`=k9eOba%0KG zPfk7aqvtNrd~n4jfb)K2b#=AvehJ>4t!i3Z+jeA5@WFd%<zgMT6z-Y42af==!(PzoguKjj|p{R-QD6{bNDl%GPI zA>}1Upt?Xx#{~RZA`z`>cBRjarwo_W3rCR-kNUx9lZmgBO(u&C0 z?}@7@E!{7@e*1a^;s-y$FPk4_nkL#<19b*pKIyLi1}GvzCw-lzKAF)l7zNqh<#Z(a zInYo}{?~5cJS?2n?J0k|kNqr(lr_yG{SxhP9!y=4tw1E)`>kzYM`7kAxgEXdOyXR+ zQ~I`vRYzeF5imZp!F28Cc3h(T_;r4Z(YEoqd*}9z@(Ep)CHOB@r2D`{bOW;eZqYye zFQ=bNn9DDBctQM?>I-5{XE~?fo|{f9_Mks-@k6WY#UGtSf}IkWj|am z-C5Mrh<~h@RbRH6KBt*_DyvU-&TCoO4pUs$JzpJHk&edDNGZhk52ilq@Y*}l9(z<^ z*CbFmwc8Nt#L+f-c%m`)pSu=zO+<@{w204WE(CT66L|5UX;Ru2m%7u`qq6qVU*w;l zZv{~}i3LV>Q|t@Rr!y6Us!s*x;b>V|!uyuaC%9$29Gtc+Dm{)LmSv4$9ztKZ97mLV z%e?nikSPUD2ukT|j-2sJ!9|t1UUHb$PjWC+RyLeK>(@#~RrzB+G0btLzbdmPMBTYV zJRH}JZaTZs(9&96vTsV`S`;nw>WwZ7^m#tMG>3o*uz-PF$xJ7QPEygI1VkBc`F~%{ zQ}!IOpuho#CGf|m%=x8`wC+!rGI?P?_|Fh0rR10Me;jv~Y;x_9gZSQElQO{ zJ86}9rK^qe5W{Q*f4UDUD!-^Q65;OIqLvjglZ%^Gp;33Tukpe?=w{1BJ4g2Rr0o-j z;E0*JU`OE)O|gCcRT=tduKr!cxM0jwY)DboqMK|_P~JRJDpt)&y*c>!*)wM7Wqa%G z9YvdD$3=&pap5b>q2SO>2jvC*^Z(Y-%(XXn) z$EEBwq2UhXMp3H4$I9c7nq}*uuF*Vkb2AN)8?7i&n3`G3VsYJbXu{L_odu@@6|Hmb z47W_pO!L2(Re#lZuxc0Uv&5ea<`YW8-fmdNWXT|cPbG!Yw3U9&=I6OF(HH0FNnX9c zSE_b9#;Ww$uRwbfC)0>th5vH$gi9HnlOsgM{Y_5ok_SyEF-bmDP)9=M6w9e>4|4IjT1qOY_PLs_3so6?UIgNrO7c-wiOfp}4d z8q?SgtSA>}@k%Yq)+zkdQcG9mNSJB9;fwwRIfK8XfSF#|4TIm+51J4qu8Z%vsZbR= zf*mPWCpS>M#EuA|EH4o?Apz63oaEpZC24h##}UQtB+T+s048%hx68UALl z;))&CsGQA#B{_fYytu1)YakJ)uZ0YF^2Lx94+`%p&4Y@G#J-^Gvl@ZQ^!uTe?4HTb zPIdM6d94dJCzn!x6Etd+O=sye<*!x`(Z)3YGIT$gNe-KRuGzNM7U_}0_kwABWc)CF zt0HwyuOk$R1c+iPRDENu;VJntSz)us;cc+G?}5tYnwPljdhW97U`%x}+l$LgA^}sX z+bkny$2gLQFXs|u5RWDZV&cVhFFmesM@zY_p7hX;OWUUrxc%x46>94bx4KrV_|#@X z2Xv2@%aE#^^wm-v0%0XDOlrm!d8F_qhhBZVXg(-nQLN!Wns$t*N{FI+e5S%kL9Q!^ z|5c40k&bAk0Aakr<6pc(vBUq~EJbQY?H3q$O-wAx-=82iaj1-AmVpgNi@1C~$O)nl zhd%2?trG0X;`0M;MY6ZFu#Yr1F~be9Y)dH@^*Dwyp@ZG`SJ@q~Zs@Ik@9)nnDA>Jt z-D#y=o|m)z=LWrdsKfY$qYB?7iyKZ-2ipHEb1R_&P+}W`w|j^ZKDn~YNbuuksp_F< z_2E;NCE42@OhHdRTRcphC*;v@Y#iU~&(>*bF_KZg9@bdcFQlPiLk72w%eRtBt?U*x z!iKzW-#a4J;K8PbH#O;5^l=lrqaL~rTrQ=Dzm=S*+T!xTcSh^%S;u_jt83CC~)S~r)1JvUTP z9-lE2{mO2n?*NJH`MdpYaAJd`2%UDbDP#J{SS7z%J4wv2=yN_lsa$mKNrb{-i8hw9 zPk)63eUoUtFCi1eElf$q=b`{QRELi)+o&kCDSMX~srIiE*3LUE54 zPbx?17X1jc1pXmsCBG&q`d*cLhUPMoEA4=W6y+Z&RCc_h%}m%ldM3cF6v*jsasM?s zWjOKiIw!#>Z%k+t+k>D;r7iy7OK~zV7w14I8U$yzc~~+W1mZrI5U;G$HO~+FYmv5m z-io~_;t64H#A1((;nD2}4OihU*f2T{Q{w79rU%XD3a`giA|e!z4mVzUpU)}r^W!X)q})POhT^F|TCafhtB%w5Mcmo)s)$~VH-6%I zu4ljRe!eu_941h@wV}PMxoNt3l2T6ox}LJ zdctBj5Y1>zV&6bDq3!K>ZFf$C`CtdZX4%xL#l1*k>ytA}at_Q({D~3uojvFa9+oPD z-DXDU0G2&fegW~8T3ESsBaV>~ok%(7dIxollM*|O3JM1e*;9O01`^;8N=GHzyD3Mf zG2t7-<12IYeevxU3CYt4CLh~Bq;n;!fELwJ;o(t?T59}2%F!IC#%qbWxsNx;kEb*A zIcJ6!kB!pbMdCH2>xzD1FK>i-SRa$iJbFWMQLysw44+TJK1v5Lwu$NKJ0aH;ZJgcq z)~9#(_QoeCYYOcrv38sEkE>_nJz5w0bDtF2B~aRDgcP4GIHZ5O={b!I(nfNjp^c2S#M5`|4jjewR4e!to9F8cR4>;&~P~2hN-T z=onzSNdaWpp0vkG*$#!M-IuaNEzGC0(gfa}dhKhpna^hV9StOYHx>zeS1?jbJaRp# zc(3eds@|mH9I+)VgkTTelS#XI^4)r{K>f$#HSb;kJo1KPhFgDr*8n~ko#e~aqn%MB z3LK`p{$s&%bmIWxBEn{W=1784X~i2Ob>a&Z}L%I+A@^{A!$><*6 zi@)aPT)15GSKis-$E}CLP^3(Il&*2S188nm!^L5M+>~qao1LGZU-Z>3FHiaIgyN_) zEI^YLq2C*dj=KD#V?!j5MTibdUVE5=>wT5IC(8Bb(Kq8G`R%ri^j(29{}Hh$4IwSQ z!nD9Yr%M)4Sz&^j-5N_GA|e8S&6DxM8D2XA3^Um~cg|d-vX~uaSzjOXkr`Vg3MwbA zY^?42maIRW@$2q(%euH}W{g2!v4J|*qp&q=%;ePEGc5#$F}NfF+l?9q4M1139`T<( z-3p)*f&+x_VxN!iUh|Fl$2k2A@4_r|DTnjwM~_EpjK(5?Z?Bw~m9{=#*jM+X7maDP};$&Xt|L_V) zJlc5$YXUxP%ufz$@|ApdVpyu6+7QR6N&%X&1(0;@ImQY^G@`H3Xc2&^s_gIo3^)hv zX=<#8M@KGy(o)QZ`if&Yz9uHV|L_5#Y0cdRTf=_4Uk$|oyXAaDzqT03ETI$Q%%0Z+ z?ReCqG>6`GK4e|eU!+N1F#h$ysuVQ-(OjEhx5%le*GmG2L4{rR5+_|7d8r+5AflTMg9Pr8n4(8iADH75GZ&%o++UG? z7xvURar?EFp27O7wI$IhT?`epsW8Jspe^DbWo)^=QgEW-f=sHRGBHUwa|u~>l3KeP znW*mQ_$rOkqeeTb1)9Q%c=y@^d(cfC%9k7W%mr{e&E5FsMcyi;R z+z5*_8S<2m6;gOivK@Qb;s~~q{iBaG{y-`!mrbvdul^{`diTe0J=Cj6vdKy3CR%x) zVmMRj&Iv`$R7lu1*>if!WQD(2q?%2cl+KaCyy71FCJUK3nV0U zoJ-9WOYYoo-Qs+{-I`#u6nIV@@8=-2^D{DP#?0Bf?S{n%s1#Ju0E$`@X0?`+yg)lb@BHfhtWQ|71Rjb2{mK`>XO#D9^Ok^~o#U-(o}To;!2}55tfh+8%mx zUjykKD&y{2EZ`NJdML|9&^Wwt&Hk<^3ik4#A@pN-W#c4=3)>tEyQ{kJX*P5!%gfSB zNAHw-Xc?+U{WM#T{8fbg%ZC{in>Gf6he?MyI@9fWx*QO}_eG<|uj6pK;LvAC+&f}V z+WV$Rmc&h0H}0g}``N&)@#REoE#Fl$tRx-z&rz_*gEGDP7e7yy5+#S#O=EA=W*wW2 zaG}esNsMAsh*86MO&@WZZl>_?tCG*BSwt-Xd;1-oOqQS^O}cLe`8g6=ZKT^rSTd58 zze}Ht79Grda^!nIZct-y@5pz$I`gH>1G_t36h`??s@@ZGde;_@U&lAj@$=cJ-TIfZ z*dhn-wo6h>LvTQ8#QJa6Wk`ltI>;Fy`)c68)}I|c&}{Q9gEtmovkapbdX?#Z{KhUl z#FsWZXs%_2jN5vr)b#bi|%@cX#6FI+v)&IW1y-F6E(lQDjZN zQeRe-HRSd;0`i4ia3pylG*~?)uTS*lC1vV zIB%X^CF0|1D}R2lJ2NJNq~Wl5{3}{jbu*ZaAH%pW2kM#fTK7K7bj+1u{-VY;p|I?@;B_wvBB%3Oe@)3bmQy#RsE=0`Q2HDm!F6S}%c%+zW_OA<1^C zx+f;OJZ3nEPEfK`%cUu|iv*?X%y-wsPCplQs?pz4!T(}&XT6Lks%XBNd5e`@!fZrk z7)x8pI$=k-jBQfYn}Ol>gBE14s#nr(MmO+2ZE+3l-=vd%tfeyl+5BmzR1>V@>qdB- z4W{wc*HWuX zqC1eEMn34Aq9%gkRgy z;Vy3bs&Mjlx#S_2il+(z0bS}=Dtk}Ah(L7=WOGTnIc!I1rQu3hc`8yf@#rEpyw~N# z-T6(ZOuBbnRCCyF@SuL_aFxL z*PPI$3Tj!&r5AVKw7{`1s7*vbVfFsNw58y8y}%x+Fe@=7B|Rc0VgE`Jx%zxcpWH-^ z`BSHNEuTZYC_Ea2KfYyke0B7s?u5RiZF$CPl{i(U-aUl|39myOph&DxYmlINIGk*R zctgq((^Xk7);aZ*5Je1P#YLKshACNuI$`P>ggx~52)x=*ZuQ-}X%Y`N&gfZgM=93B zRU{;&W+iO1HqmOhTrOnwHq=ekXYuD%EASJw0;=meq*(vH&rkh}H78WE=H|>`v2x*P zpqI1P*==&+heY`&DaC!>&Eo_y&eI@Qk6g*m{|VIe*6rK)Tg4GMJbY#?R}Gah>p|@v zt2&dj7q<2hm2r3uxyVCMCY&EsmBE`#{?-EFty^NzwD%FA#wB3uHbZ)_Hu0VOM*NGo zG}`3O?cW{&ZGFyb|9QrFg z1mCqfCjC?iBp-{E6=<)!2}N&h>56w}iD0uzjg{auTe$~+sC;vT-*?=EIwsjB4nwM| zBq5Mm**B1fe1@7#kC668VcVn$2KhtLEd0d)beqZO?!@9)b82{^<2~d-_ej2A>%Mi% zU*SN4e`&wn_pnS86w*~rB6Gg@mzevSC~W$5_LOkxE;tE^Bf!PJhw|r(|H+wpvTNEb zZEx=|z7%e2Iq!Y?u&>y<=iG``6cEq9(4vP)4~^(Yb`WHzoZ$N-jVLjZrO)}7EbcTxJo+5IOSK%(-&6YClXa56Q=s8IS`Hm zFfxjescho|NkJFF5ding(kMzdhQ_MR+3DlbWgMjb`%Q zT^G!C*W%ydf)T!nDWwrkvYI$x8qJk5mMn5968zEk5v^UWXdKjNa%u>{gAY9m5|QA2 zG`_O8))y4hCZ>F6=Yz!H>XYK`l{fl#q;ui$6$tYTSWE*bh6LpiGi)g2rT-4h+$uq| zK!--RIq(`Xbd86e<@g8=+~!=zvuDqKnst1|F2ht+d5T0=G%&rOuYxj3J<=p0TdR?W zkICBKUh<2GAXkhMEE?aMZi<+ko%Mm`{$zc?*)MQ{A3CaPzAyA{{E!RsmQ+VJ$Ynp= zAf40SS{{yut4CL(>I@A4cAitaz`wRucBU;}+0gLo{nHnGyZ+Gg_|ag2b=u?X3BoL> zC=deDF<>hBq^ENrXz6f1UxY0InR6twK?g@g$!BQguUG7BZ(oBhI{?pLoABewc|NOD zA4u!kw4)3daqaC7!Hn)JDCEi^C3KQ(K1o?;YHx$XaUn?Y*<c1#pd*m>s!0cSuM{ z&)+mNGfS97{0+%L7r~~rv#V=JOiav)o4ou5XdC0@LrlasQW0td)z#Iaj&m0=fq-x# z9u2)}?MVvcxkiZOec%6oud55QAN2-6m7AUY15~-GS&;Q3iK_#zO+mZn1zj_<>wwU1 zfe@I*=tYz#<@gxx1V$Rku%R?bBrpMCE! zzzzxW=t zTo>E}&bP*!FrU^xz`Tieu=6Nia@goUzqrKm-Xf(t+1d;2e+eiw?5IFs*K=c#}}V}5G9fQ@rC8I|V63erai`8NiMlTh6w{ zr$GHf(5(G+Ag#E=c=h?qm&rT;Mo0pn3w93amK8GD>D05=u19f`pqq*~qVQVxlYwRY&7Xfe!g&ofsOb6O^tJ0>d-d-3Pu#fu2U zKdhi$OEF#027E*SI8HIB@rF0#0y6sWB;zeuq;ZnrBS;c}{|-<=2vY)7)mj1{{rJBc zKLB;SIiMu)A)@^X5aRn@jqy{9i_Jdt?!Tb$*Oz0Aua=_3!pEnwQ}nU0s3_Z{h3e9! zOTIxtrcesB>d$!xD9*f&a}SAV#bn=IAdLiE)_xVgd_dQnSXqfbDOr|>q2k#Ol;g@1Brz3&F4HmdtTTHGf5@$+YMLF<8T7_y&Ankowu zD=UWAU)mkz`vT672W&45Qm1QX3DdbQ@&N#f@(%jr?@ZmndkP9A<3etCuf&0VCo08? z-PO|@AWQuWHjOj~34Zm2W_ zhlbVyz^?g7Y0>g?hMdQo=WqcSdio9+Uz&b}6sQZPe{X+JWBfq}T29AL|^Vd>-_+1@|a%rkb7u@zY69A)kbD=k=x%t7rQ|cdWBVe(&EiaB~M5H-+;79J{bp-&54LODrNH5r8!Uv2MwDK$r1$CQWoQ|;05?#Xs+kqHHsZSSnKq?wp(D{p zB|}T72B=I@pX4U<0iwzzl+W+NYmk7F=ytGO4~o$o_~eK6P+B`g$x|vCsQLp6@SO;1OBxGYUc=f#8Xc3+=`U1%4VghK@tuFhWTKb7{A~ zX^sWv+AikoD3EMC@W~$gNRVidHg&lS(75hZ7ILE@Z}aeP^N4y_Fu;G ztGfm0JLW@$d=Qm%%3hKdN--S*5zj?Bx>o3Vg@~P~jkW>q2O!(H```fq7O)|(ii$?U zGoys9qdaIf!0P8m%EY02{2N%rA*#Lyl+An~j}1s+0In|rl=FyT7LfbFm9a=jNO%Bh z!lwryy(uCD$O4%akyF|aws7n5CY%y@#Dvvkb~^Ocbq|JT7V;hnVI<_ zIk_BoNra*Vs31V#-rxctF^B~E5=9KHhz$)L9bGL3GkemSaN7qqQm(r0EGNC%Tj$g( z6+PL3($JF%cgd{M^$T9O#3m395dNGxKk}|DeQ7K}+&P=96e|y)NPx&#TT^rPb*#7( zKe!x-B{yDfUgzWE1JJ7u*uo*>*7*gfvS8@b09RJTFbNpA&Ie0q*uycHZVW>`fx?C% zY^st3ivuUtQ}7}F6nt+W^i9mqyVSJl>gsOvUi5kU_G4)1xk|(@@IJ-DQc_Za9{(I5 zBtk9r$pCc;%+U|MvZzG4ATm(}@HluxM8`Fcv4By<@whi#BV%GZLjM}f1-EXo-P*(* z_$3RpM3ll-6rd@La7513)D#Pz?hQ^IcxS*_hkyfzU8huSG&eBeU;$F5AI#g(M^m^j z&$2fV60xyAe_r0kfhlV2U&Mkox>(@i5JxSJ0Sev}LRF?5sgtZ#Sx z$iO50N$zcdAN_iJ)`}w!a#-z|;UJm;5%4|)hTR4IlSaUxlGoAE@f_)eIXz?{hMhAY zrRYq!jSG5G3#fcpq8`T*m>~L!X(71oS3^U#*mKyQR!e@+Z~_oybgzNE3DStl(?b=6 z#-Q)$(z}pF-Itf201ls1-lWylRciMX0Fg(?JRn>JhlJFKjJ`5@p#kl4cTcqywK5WW z(mp!Zkw|&N;hE=%i2a0YPo}QI&6`*Z3=E6IB@uT6s1WxDmL&7^=~dv;nCebbgLeTD zm8YlY9x(}7H$YbU1_ZG1@_s}vo==I#<^=_d5;VUBh6~CovHlC7e7#Fb#B)trCV&lx z`RY|HIXOAKS8H`Jz?WNp{HcUKgmY=Hx8EkV2R0||Fg4k4q7J+l_MIFNPsRB4U(y-N zIfh##!Hi$vn>_lATmS?WoL*!oaI)CkQ4mFvz5kZ&{hOA8&q03vhyD*<3kl=@-Xm5| ZCixADi=xx{fJP4M{v9RR%v(?2{2#pNOcnqD diff --git a/covid_deaths_total_linear.png b/covid_deaths_total_linear.png index fbe963f1b7cc1e87b77dffaa63e747608975a27b..3692cb8c155c8fe4c0b5c477a7be88026ba75d17 100644 GIT binary patch literal 47400 zcmeFZ^;Z^d^ey-z2na}bibzOzhms-!f^>>>gCN~4DI(q7Al=>F-QC@NpV!aa`Ocbk zf0#dDT+5}r`Q$nK?7a^^Kg&qGL?T3jKp-zAKZwdhAkT&&5SYJ+@Zb>-DS37951fs# zqyi%N1sfv^BMbd2BU@W5UM8mhd7jboyCD<00UiMa@(Lm;`d+~yVSmA1Bl_a; z=>$QY^I0ieIQcWAXNMZx-Qg5t*c=t(%o4P_l2XzGyGE+i12WWop9=deW8<=j2jomF zT6|%j>miqhU#y(fxVc-cN9)r*bHgvbJJ^)2+1zVw8RIJ6dzh5N7JH9K?t?Cjc=Exv zLem5M2mJKoC!Ep02gzyQKP&(5vB+02YX4pt@bMRf0s0PdQOXYxEI6!o)lK_`u{%;tX*D8bu~T-3CZu@ze#tlZ_c*Zj7KvFb2GDw4wjdj z!zm;nD)kO5W7)FBm(E~uHD7}Tmph7yja9rKo|x#Eo~~Y9vuwQC^xP5`6TA{eC ztn8dVB01bEiecdZ_?(=a0OPT&mF?|-vNE=(>n@?sxe9s)2CTN*pTFtq(uo(av9a+u zozsx;*|m?3Vp3C6x3;ytrK5AsaMo;cOJvln{c2$$^Yr-8GdS32__WgIzcXDzp`@e) z_x!o_`SwVlYqIMl!Q$d#Onm&>&Q4FXw%d#2svnE4m2&CgIu;h8O-({_a&kCR>Xl{$ zp`oEFDk{rsYi;0j=pJhBbmO}t>6C}3rVJl$FSz;m#xf+a7Tup70(B=$IQpU(+7=c_ z)Ya8Hg9$`rWKbdc`uZqDoG8xD&IJVp+cRa<%EelR++6JJe+bwNj?c$rbxllqOLV(v zHS^Jh$Fafr41hO0S?x#=a!*3WW3<}rCqO0PZFfFu@DB-jIag^8K0ndR>lqRf(%+Jj zmgZ&;4%5kBk&zu>cr!IN)Y>j59TW?u?Ex6JM~jL5{hu}m6Z^8H<7qEDy1LHx%Z5$| z`HrBkpR;TlC>s(~$0!B+KT~Fi=IH2nza{jfGh1$~QER(nxd%60X-Z@YMcdL;Q1OTy!ELNiL&TMY?*Um)`7gO40W;3j(XJ^Js zjjoZVIKlzD(9<@u>~c21MXyD!Y@xvdDOr|T8WCYx#?(Q5l6X=|wA#EguCQw*Sjj*Vw2xm@1 zQ&Un#=5fv@Ej@i_sY&Sa@)8`#<4JW(YcPNRMLJ4KUn=Ri;T*Yi=ffY+>veOxS6otB zns;q|du}W*FAuri$xhxLPKBMEoK#U&wO(%a^k1B6X-Qq3qN1Y0c~~w~tN3gfk&H*@h^*5XGG=ZnX&OE%l-@&w;#TBtIF=^cnR##gyBqO?edUCI=w+2bT zMX#~hLLCx%;t#@Qcr751n2wy>vHm!@SlNwsp1SPR+>~wYvHZmr+Ay$CRHI z3;=v-uO}?Rp<^R>+|1luwaHDu`RZ^3oW%9b&F>q%I3CV|#bIZ`AnCk;W)OC6uzlaa z_JVo-PD%oIroIiCsUG6d&>*n0vvbwI9-f>WmYGQjb`;!}pI}7y;fHG*8@^RlTp$Xh zmzV$XMnJ>Fz>q6(zrQ|ld3w0oUuq(&P?MIE!??RTqGn(SNlSaJK#OB%XScn(dpag7 zWDPbc(B?>a%Ue`J;tZT;uz6l3B`lqtoj7G`qN1YnY#+5WwH!BaHiwdBzkPcR0YllJ zufd{uO5ijZMrOkDK{ST zYw<={+uaR}jKon@RlVQSep&@#xw*eT7zAII@9W(XwPB&5sNndnfK^gaS3g^HK2n7H z0kOBYue4a`UF`@esi^3fn21!&S4tf*`dd+r?O=m;BAUE{ zLVE&_4R}Sz$VfN{UW-n93=m8#EU>;(`a&US7qh0t(5ne{(zm9DM^@kh+i)o9`PbF< zpX|n?a0mzp_xJbPvlXTlOWGiz1csi{Ecs)DBWBrf+=^U(f7%Day2xB6NKuLZ4@`iI z`u_Mr{tno7SN~-xJ^;7#8N9ful@B`(jx3!`bElkLzuDW#2y(;gDl@ zFl$`rqb9A!{SS2b{GV}!Q%c2$O!@FXe?+aVODd&uOT|M7SN8XVJv}`ur7)m4Bu5T2 zrGn<|+ZQ%AHgQ~*AlHOe_Bombru~YIm6Vsq1d(Z$Q348a(!?c^{c&;d@N{)`zht+u zd4R3qs%B}v zAQnbI3iW>o@GmK9Cy5}Ew|j4FZjM%2YPYtwI_zXdmurTitC7Rh!qoD`9UEQ|IYOs< zNJ~SL;{Nm)Oezrf_Dhyg9Wi;i_&Y-hHDZe?X)YqVv6}uuAi}(L!~uB8{47%^*tcEYxv5K0clwF2wuz_%vx8^~bV7 zk0r=3XFb%({5xG>iR6OrHTf174jP;;zJW-Yk)18nQ|goRNksrgR%C0pkC*W2@*U?Q&2v#lXEgMNI2{+N?!)5h~rsRFHr zINh#Lfe}OKx7U|?WACGp3Ok1IezN%%UqN77;N`RwQ=LWyg(oN8)n z*4NjE(b#-4CGCHdq}If7HzK z^777IoQmYwSOPpojaRQ;d3bn03JMFYZEPsO4}z|@Ms@XslxJW)0@LpGB{_h4gUIn4=eHv3_|0?6Uu z;4p8~ABaN-JqysG$8%YVD=T-d5z-0?H3g!af&js4wfxQxjjU)R&m`&oXR!zva4*=g zw~UNgDJdRMJb;CTH9tRp{djledHUJqaGnQ}3Vj%9>*J#6FR>dNDA{0e|EQ86(Vuz`@q+ueL; zuMvPVW=i#gd<;ik^&r}kj5fMD!=sUYisv-9`tc)Ev(8RMP3?4mYl&IE7kkm|&K!i< z)YMey@tVk2X47ef1BlHvj@|hC(u*U24~BeRU@^0>q*^XDsyWbt>o!qXT@b?&ZaR(M zfI-bh-MD{8c|bC2T1QX5`;uhC%@yW{3fTFDI{WO544=|cRl&}*v;_wTb6YJ# zwgwX^XlVn%(F-LL8mxCbLqtQPrlRr#N2APQffq7as4lVA8B*i+zzZ&Ue>@kO$M&`n zbTlg29vU~v1uC{i-@3>eFo~0pLKP7 zp9M3Az=b@%xNv*xR+pwZ}Z!_+mO*m&T^u*}QL>t3gsK5~Ch@n{CNy+E@L z*8@!UqkuOE(I>A0)BdtJQII9wprg^DDP3sz2G#Vn$zrdfVT-Mp38V52WgegTDzKhP zF>?;Lons6>=svOi85$q`Jl+R!jRpvyrKN>f$SnbYsovgRFe_@1lR#aS;sVFR!h&IF zXb2we9vJADovrg z-6^qy;tRH~)LX}W{^-`Cv)ngZ*g84IQbSSF_~V^FwHEDcm&!iR=}($mFupU?)BF1M zs|Og2n3x#I=uF_Sg(V3%pSGb1p%W7J`n@E=XVpW5090kr=J(R}a6XpI?b=hT!3law z07M}WaAGer9HIhvI3@-k)CV4EH0|x}=y-S%V_DKShjm98OsXL1VcF~rG8m8~baeCw zeL{{Ak8#JZ<-M?wfylx3juXCS%siPXF46cfD5kCKZ^2*|dsdD|-gp_q#X4;F^M`l? z@^Ef$ZZMe;X@y#dc)AWKv`~n-(Y3X;g+)X_aY7EV`=yt51LFt^Qg`ycsvH>|~<+GmQd=On(Hh4BI=4PY;E4r23@Weg%sm z{}`5wpW-8bslLBV*1k>{3{7-w>bg@QR5huimy^onKni~`v(KB{8};QUcJBE3Wu@+S zG_+YR%lj%UvVh)jh^7?%g5%HaKlLUJS;Z00gAgVbE-}e{jJ7|HQ_}O61_+!u;~#P) zaPc;JdKR7M20Cxx=3R48d3!65^4M}D?hE6e;WJcCX~U;T+rjyM@j|)3oE#a3QhZJ~(<6mq zSo9$qLh2l1&ukgUDLSC|=VQ0j*WJh54BU)Ux2vn2tx4HA$`=gsrr3w-(YTFQ-+EaqlS0AZZ$JU26zkl-?{t^C{3)2q@q!TISQffb;(+H~@? z5z=P4{B^gv>F%CL8Ce;G5|fxTnm2kln6bY^6uzN?^%l+EOqGw8{k=KT{>SrC#@4nh z%R9aTZc|P8nJw(pujmzQ;egqcPhUDu#@Fs`*QhVs56Dv_A^FaQS=Q;Dvy9T?=wfoy zc&XiioYXilviw_hyB;qkiAK>ueqj#rJ>;f(QGoN*+8lMFPn(A ztWsnF@_%fd?1%5~S%tbD`-`SE+c!FOQcT~WZIPm!v-jq|#ePYv7+or)Bcxtzz9BmM0x~;WrJr!bEvzA;C-=um zMh@GJH@da1j>(3u*k@~w_e@R5(s&?e?Y{wVyyB#eBKzj{bt@!s{m=Tc-fnxjhcU`2 zzUY^-tXW1`ewgSlXDat&lro+ABel8DlN*PlQVd4tw8;J=9`hvSR56^_u1Yx!=m4bI z-rF4;%cO2oN6C)(LT&qFeeU97;lK;?HDlJv*^NSIm;N_nv*tRH2mF~uu}z~QiT_41 zvFxyGz4^cyR}b^ZtF?qE)(G3m@>_4P7K6h{ z?j}2DhbL-2^gE*B*h*x~!+c77n)8HlwhJ%5P zp?3mQFtwg+oSam&w7W^>0G`>!E7(q$m`&OmzD6EG#&7E@5a(Aio%R=>unU z@($F$aBy(H5)ujypaA+(_1@HWzW{u&84NG-Gz8t~J&fjM&!0pxkx5 zXdP37_86G~2hNnYkAqRCcZ(27k0OT4e*bdh31?{pq3x!7Pk(G291L`Hh(~-p5un!U z4BhSQI9XU&0Cm>jWQrvmz-!iZK|;^hh$1B-HF>2j>!ImUDTO&fPhR$GARBYqjx)Br z{@bUQ7u$2ao`$gTr+@rI=p9CzB|R*b52spTtgerB?jIg%oGxfV1=7{h@*a8O1-a;f zd>*6zP0xml`++krx9xJn;Zcv2*G0g`LY=1#br+l0o^32uBNLv>QFiqw!D!@ym-s}x z#&x1{QXjw+NLl6YGZqd!8|@AV!Gh}puz*7`A&fYJz7e&~>iT4x#+nv0?DVV{zA><| z$c3N~?YB+f^`YJ~bs5UvN!niN`V zya0YP1!bPkaNv2XE!9zc|3H0w!G6i_#(_I%au5qlvpRR8(k2aA8=kPmel?x{;>gxE z)3A?fG>x3}!?SXS9Azy>U%--L;^Fzn$H!OpVF(9M(~>iJ{&m&S!!tZHPL|!-o|c=V z{7E}(gzZ-25+sYdu&nV7Rk}YUhHzif2mvpFs1Jp9b>stBNkDZzmNIa2$1E=|2Zn`& zgy@69Uew!`V~;lCN?N=yM|H}cq|jX56vWgRkizW}WjB`mi);>*UKlY)ZcH z$HB?z<;DSB|D~1dh^60dx`U}a+%dd=IrSJq4MJxbB^BhI+*pvSMi+S*3ckdY8&hoIQqJXlFfl<~$DIp3#jes1X z6+{Ik>*M{+{%l2%SP(8CWB_a4pTHB*6G6RXWAR>+V2&c<=Jr~;C}Tr+tJOI|K z`}?0HC0~F$56R&`qFyV#z7a;6qxe!?ZU)&5JyeM&^ePe5)t-NUpE(AHO5g=BIDm8j zCH(?N!enJf)b-z#M7^WbfA=Mb*l>s2c||{H88|K5f&jTuI{QjUC>a!0W@f$0&f^nY z%Tb{m+7Aw%t|P|tj5J^)qaO=N0ysFSxOQd*%n89baFD%mz)i--?;cJS0i;q;C8^{% z7G?@jH6TXdQHi?&9ZXlrpjrwCY9L0f`tD{=SOP&8Za{oN`3EQyKPts!T=ESRqJk$i zC!d6v6W6`;7I$t@y#?S+>oVZ;b8@zma4famAAX3368EsdBCM?Mdo|cQBazIetj#?C zLILaKG{=%sLD9kx|J5X82rt6nYgic|?*J{p%8;Lfi<#0P@;`LT8-8T+-H?b}>K8)T zp-G{ndr4Xnzg&M+N|_8l&bP{`W$BESI50W}w_eY@`W`WuE?Acc`9Un?`os`|a+p|m z69zLsFc4xsSGiCo#K#v80B^1Rk=EMK>s_H2!>gX)%4`F!7|;y{pkDgNA?0;UnyNeA zUC*(X8Fj`jnp&~gkJw4Bx`PW-DMnRh;*KIYBUWy?7_-slH#T8|N|O0`0uQbP5oGbRfSpWGjjWbOE}`^RCXV zq;AgnVz&d-c`}89GAO$M6$)bs8QeN%^xxT(2!X0A`g?}?Uc=j z+61xHNHf+5B>YP?b>ex3r|$)6G{n`v2NPRgCn4_yhBq?WZH63^oT6whEPY-7i|436 z8iXIu)j2-?rxj7_Fzg7#F zAI8C^^R~13qGOa@(-^$x|@z9Ert}i^5XZABa13LjP0T@Jjz3jBUzK zu4`2IE!5@Flhg}rZ0vh|bt@}oP>14>0s6R)o;Xbn#A>to>ToC>Z8%5_!DZ44_V@1+ z=z^xGXf3CoKs74`ssaeHp$Z_WW>4m*TG_%t!Q;8d&L<1Dn-%JxO_9;6qW3qSR)-9K zxiBDvsHKL-!dN_3vYVQF+w^tf$3H#1lIkyX5xll!zfnd#tsi;O$js*}rz)7C?qTD6 zOd|hiGgkT4>;f+N6SQ1m05n1&zWHOi&{b@qcGKev#Wz0aipp7Ubz8!p?}yF}}3C z-}*-^%RQ2=NoKr`W^9t9_sd+w^WN`=QZ~sx1eidTFmlm`FIjKbLMSZ%Qd^+0c^k0y zSpKe*%Dcc8Bj;)e7$@5BXr1Gm ztz@XE3R!f$(u7CBhcpX4-N*tW%0DTIG+((m3$Sz$9Hz0{2@{}uwcp>I!36xjc(;gp z6>1;!3JRe z;&xE^cJMWDP-K?%F^wB-&@y%VssevYqfMTLyjAa&)=+JwV; z4%b?S7M2&g$x#+4N3?Z8!8Rbn`GZ^X`?~Q_sWVNf;&T!QL;v} zmPFwz&#vb#;C*uXb~QchY;D^|Mlc|N!FF+RA?4N|08tYV-avyy^YzJ^YN_5oKgMur$OzHRWp7pR1<71WYngZ< z`HdRt)KFH09Yys1I3LZ&8^N+padu;aPNC))zyVXKp+XYf2iVbI$59t*vN9zsZcb* zYY#wDMkFMB%9cr_9kjNyD?*%SWMsTD1Kb;2Y-}u$I#Y{_pQ6`*_rpj+R0EDqws_rm zDm!-0;;>CNXAL_<*u;!+N_JuOcE&dFR1qJ4XJy;i*ZC{fz6Qfz8;-8=)8e3Le$F2R z8c)w(bG1|;4*v-^-WXDA=y7q*7SL3yIU8XUtX2`4MfMXO*T3L=hlh>LY&Oj-c)LwO zPfs7is*eOjN?{2Je*nm!A*}KKRO(ONlk^iTkR;g&2VAS37EZ3p0Ovnhq>21aTwEL{ zImZCFE95?Ze&^!CFDNKjZZ=c;Z3*O40xpXL+68*@*kjsKn#K*;CpXb(|4lD- z8mh`SmH1ty>#r^|Rk4=8b=2ayY%d#V3S8l)q2@%xsAbBtfVn`$V4EQU1fYAmc02;7 zL@eNApKVZd134Jy4%kMlzJGsKePjp3`S0Jq)6mh0Xlp+utv!MH2mk$h>L@W+VXEAK zrV7i?&mRyNIBG`#_{#2YHs4~ct>C2x;!10$OoGqztlKN1x@#1>DPmUERMAfUi9I~;!%4IL zLjRX_&3#AHpRx_1Yzgly7Xpi5`rhc_O9D7M!HuTMGxC!0gsV#}-K`>Qvrj>erXT3U ze;E0BYCRAi;H~O_SqXy60K|^gp`kFqucx^5)Vj%Kw3IqzLXvMP^d z@v-*TU1(c81kqw>#Z>oaJVFTtdK>S^Q%K>rYx7v4l;H^a+dyGGr#Gfd1sg`Ea#6Ng z!uDH-vyAzpy&`Ak775bSC*N@iE4+NoDQ3^DTgnPaq~l_hi?UVHJ=?LYR-CIF(Y|B$ zR;hEqHmxj=AkWu&TCYjeC$x6zo)iRBgPI=o=;hhgjoskr7Jd7Fw3A#uP9#nVpB-0x zvDv1{rDFff0ms4zQvA*X+c3~KCFcw{ZhB{o_ zq#TVnnct%IX&QJr5BY~OFAWX!^VMIrIm&eBl%b=&fl*Vqwm~}w1a%CHt{*NPrZBtS z&zqlSHKo4hQ&r*0asJA>Ot|)1{cMLrUkkMDg*DxjSh^|~UTuyu1P{DCK2j7MHQTzy zPpx?c%V^8!u+rQv4tkSeX-H1BsFmq zJraK{^rV3rFyt%{){y(qCR-$i9nu=PmP@>ZA*EySmSJ{g#5e~5mop6GqfNxh)W(LC z0Z~lzm$B4=oYS|Pc{Fe9er-4x{oQk+y~GuF;ZA!g0vkV>`;>v0%J2_c87aD0@SCPh z9xq)#ebX^|?=WX2?iiN$#hlPSvwhv_`l-m8uLR=Eg?uY}+1B#FvYE};??v(C6=C{* z1rJop378>OOxYnpiYXYTV*a|eXWFVxX{4!wDK_9kRv#Lad%BrcW+2pBds_?#gu?vr|JE)kXSMX3l0?yF9o-TP zbFVXY#66Xcu37paiqhb`h5uA%l1!$ksVZq`G zuC*a2Y8dN%?g_UhZ+C?Jv$7g5x*W5rF2EuNc=@cU_gPMC5esyb>#L6ax|(7cMz2!|Pz>tM>HeIJ_5cX`p;b-SME~4~nmWlRJ%71(D8&#F zCO!4c_U}bO)NJYDpVH0dAB}=;SelxELTgzkB~>9LQs}$zMc;Vyj>`&gs6azsD3i{V z#{fPFzzPAxlm*mlz>pkZ)A;0^0j+QW>*#bWBsm6`Ii#dfw?cDtX*7ppeSz_D?qQep zrT-I?-+KN``QgZ)qM@pHvf5WGc#SwOo9O*w8iu=(YKMGLb-o%XGyK5IA1~m;>~aU3 zo{TX8#cU08ei$BVR7l>&t#E*|qzA4$6fmo*5^!>EFrDKQ5R8=SOED-@`s4(GL8OQs;6U=t8BJ_ko2`gV=h^qo67frC~mV!LjNzD33jxd&}Th)j*V_ji1# zkDZ=)*(PC3i6N|j{9?GGy-hr@qGf0ZO-M+nGn6CewQBW=&aprKE`dpADA;+?!-k&7 zHDem2awAKL;jyA=_QKXa=S*L#L-p!wiZ{ftVz60u!@D!5k+2KiEyEeLq^YeZ)1O+a zM8m_iTNBWkTAiwOGnmeJkW-}rZ^>Pu=DKuHXMg0@8VN+&S`cS}V(klf7{y}67()Ja zu{y$EZfs%Q4KL=o<3o#*7#lSc5mAi&e9duYiIK{d*SD-r*=YLV_?Axbo;BP?R~d~D zBTv#+_$fBEANQp0Rjb7xuZ?FP+ZVNeV-OA?{Ev~1d>hz0sw-8K@FSL^VRG5zWPP>~ z+&*&Npza1P$;LQu9SVVG$rj@Aiv!FhIjx8em(tvimfUq13ckw|Xtn)528sC<0&8xV ztjMt^ns4NO^6)QB#!`B#>zKUJF7?e}Shq|E@s{=uRE+z93mt$>I=9+65k1URGOc#o z#SOp1?Eci~og0ZE`|>P9QJESgB>#AW;e!9Zv9?}OL;~+#qWMd)SEB3%&J$$rb%aX! z112x;Ujy4$un&nz-LAgqVKVc9cs3~8kB-Db$m zR5v7nNZDPs0zGZ_zqDj#Y(E-vx2K`eujx>=SI5DtnW$E{GHUrY;g%;9a6i%w1&E|; z(q&4MVM6JCY47fJt}hx+lcmj4rqWI)o`oc9G@Z22?bMeXJlnaU>_dSz%Qh6SvMMX+ z6rqo}OVmHG~P2=-IxV0BF1y>UY zpW_ZPf2D*AeeO-mm?JL=|8&CM-Gf%gCM zKbIK{2rDZ`1NN3huNxis#ArjcfmP4-_I%`92N0#do<$Cr)is7NKQTLT?P(rN4S}Mt z|F>L;V%z zN-Ww7J5&Rc_}mGngVuU^nJ40|%(l1NgxjM!zldO5<8;0%_=c;75Xuz!KJ@iwC+|H8 zmd8V!WG|&s(rE5&8GR{*G*@MQ#?{C=v()$_z>n_Hizb3Artr6{Oc(ff$}N|Y0MiBa zQi?L9%dxvS+=_6DTBf+4J=Tw1keu7*XK%byOrzS3hI@TQ^*L*Fd2Zq-D(pfYXBgYN zTm5MklHao4hKMNlcq%mtQUj6U>KWf!Dv<$${*efeZjtOTEZTM8JQ$hW1mqI6)n#Q< z$tD8z!l`nbAK6<$I+46xph+P_T*S$V7XnP^jfS~L!12AhvLaXb11y42qzW_nc5aPmv+X+MVw3{`OTzooI=e&!M|+))&Xgu?_&%xl z45?G+t_D4^<1+=bvD$U1^;!Ix=L^aQiAn+K{*(_?cPra+FB_UAv->0x*%$$Z;nvqOUb#C} z_y+i>BD|+mD}>;w^Tl1BJ{o%I`Mo6HeGc-MsJ=v?=|?j&dM78R>6sbpn^S%BXbPX< z(u7swtb^oE-~giEsrS**YRhvO7~kU|p0o2FC#qq$V@`ddbE~c>Df~{8T>yvLsNNWu zQiB!zD0IB5zTreB@lgh2MLmrhBf4XmQ>I>^oC7xmrCdG;%nqO%99C9VhmA<(7(rL3 ziKbsK$am|t)WbOkWbUCpU%s^d)c6Ra-s#qdQ?RSxrZY zRM{XexJ%4Vn&d`AsH*T#8%DnRjqt28Df?65iucysvBu{wH(ZJVPEeg+8OZJL-o5K! zw*zig{mcCsoV%xa*aoW=VW>+pMBW!&_OqD`z0O@LjRMXo@YET9**iD(Z{Rx)@{$&c;U39=!=U) z$4o$cf>4Z)mzTRG-t2{`3`LoViT;PCXLD51OaZH0&u)t$SbMuQc9b0k*vtoWAAr4v zrKXP0CduMwYU3waYEf6pe=NA~A1`e1@uIO=!50scYdVTIs`j7`tiCp7HGFc8_?^aD z&&NCL_KOIYvvcB0hWN`aK~Gpq?{EVCCKxpVb%7~2l)AxeX7|14=NGmrPv4w@aA#bI zOWqzq4*h&M2!Ss_ef^a_(nn;KDSOS#wzGw0;uIBne~VdJw5CY09?_WtS; zz9B_8^4vJ%jW?$L8}%pG(RoUrlcY)VGaKDxFluX0Ufg5EE1#T+f1&nO9d~^6RpTdd zIe1f%$yMF8v+k`&9&RpEed#;Hc`K{p&W&6S6Yj^i#47N&;>_o4$7H#Yj)^ePYn@5(O`>AAVW*9E%?%BPcsrh(~N~Xb05}nJ1 zGrze;feITfI-V(3;rMHxVMb_~IPwlB8s}`+Q@O_B?lsh65^qz5K&q{jx4CM$!GwUj z5sk0~V%uN)e9xOGwxXyjUg|{JqaSXYBFs~ZA1rM@l9pA9eg|ScR&6y)Q&UxcDY+=D z($V83@TrcL8Oj0@8~EmMK!?M#S9EkizkZ>sl^ebP@BwjVX6D_^_flZ|ZXO%Ma(8zh zOcGGHE(EPW!)ap3;6*LKQ%GBx%wq!&@GaoIV_9@N1*Ej6#E$CEP(f2n>(Wv(px0y) zxZeY93i!<@?Ti6dN|VozaW&%19+fF6=wrRDzPy>!ouGY*he}yuJi-$CXhi}J2#Rwd zgSVFXmxmSAbU#q92`#)jgGW(EplF&@a{%O);1ffXp%BkUyVSs!SiHxZue5_t*^x6;Rs@^g%OxUS{xnAzn$nqq(#E2#0vUKYXyN1c-b7#C1(+0) z0+~+k=vjGsIt6HTfI$22*49M6e`n>h+g}E%BLw&=la`miDix@-08s*;%YqnKU!emA z&Q$p?UwCY{(ZOPzly0otKvCzpX#pD3W70$v~X92JI*Emw{we4ZyJ>}LVtLfn| z)ji+mg#(0gt6*w@TVJQm?_@-ROh@PBO2FxAPkVA?B=`LCPPNXC!E~zV`6~*FH90Bw zG^iQXW)lVAgiUaepcOLkqeHFmqAyil?Kn;xPh1|)w_=FmmdcnO3`p-9gQ=(+el`Cx zuqECPO?v^59~3=R&yp`ubsi2w7)Cn5q1 z{D{LqW?u!mgw}vFMP7bXJG3eJ?_Xxn)dDe^Dq4Uwb({WREj>CmM)A)?^cDDJ4jpym z5#`(yJ_+AzxuW6avCEq-8lg#eIFgn*2yO##lf3MiwS}sP>mX!?OK0hIz##j|yhPksEpY&M)%Ij-6sVq!7s}(Z*Rh1h=`IeNCIi!$tye`sbczvh zw(GbAw1P5R8wftkdfmSQ4~V!dMCGu7={^)Rk%7wqOu*3%&R4$^6QzL%4fLjE0-2MW zm-m~6#o)J^nGD={95M-LZM>V;5$J=?k(yHOAtr%0(qB(d=4GI0 zHUwyiOSGZy-z4Y{-%I1y{1qAS-72U)wF?RJUfw0$F2mNEO^-Y-pg}??&N%DeZR@{z zB%aLja}g+^h^Mmqb4>5!kmJPl%oQ|5a+=TjBqx)>z-;6jH{2c8^(PA@V^E0y1?>Sq zO6Uarc4*DO(l8Ai13)v3iHZ5^_TU8VQBf^7!T_^kqCEy}9!m9}p>2rJ9um+FCJG|Y z-afL==f&OA-6!3n#-}MO{cyfXWwojf1<45j{JdE&^Df8a^1D@CHKDOgcXU|Obx-s zna4PLl4p;W_y(QPERXjM{`H%4XIy%VhdDlTK6e3s{kn8+oOo$<^)G^n(~)v+gWJ2k zzBFW#@)H=rK<2|5SmItoBECtuNvHnCzl z9ZSG!nS+MqR4plMNN%yBJ-3NmJOfr|>%y#Lz^kn2m1#<2a-l#F4V*HFAI zOHxsv$Tius@vOOD>+CAmm(6;nf59sBeiTX2B?B4F-oD{Z4EWd)egg-&C|d=!9h&p% z<+1JEjmCnCjEg7|spdXDYYl9t0eoE3%7(!48Oku5$6LPU^rp=tIpn~!E zB2%o%=T{ltWquN2$mD8oB%!c{U>2*+Ka)CYG;9U`aXzU%jTrvZapu`Oya6(7h5UTf z7mp{X+;?r)FTYM~9!?p{>8MgNnb$NI9V;9jZFeJt*|oH)AU_$Q3zvWRZ+ySClZN=H zmvpWw7J~cZKE}rs;qz{vEwgC?nYiihS%sn!WX|CIxaG1CDXE5>;?;aWQ3ek4-d$O{ zK5mJXsB;qG@>|_%Uvxss7l3bO$IAX9bGBQe{I;86CHIg0t6ZFeJ6^W0^-S>MPH{~- zlM{JPTm44(kBsL@3q}!esd;+3W3h0H_ZOIj!ROP=4P37EW<(4inVwO;utomQ>Pr@w zmXe*_)f-8-1H?U$dTh6cJ)sRmO?E9_&p*YoW@4n{2+x0v%?p+ta_zm9+B;Fc*c|DL z_#D~V{PtjbcuJLzE98cR6T!QP^wT1I5^RM{GGXsqTEmqgo&AQGPS?dsmvbXXC~jv6 zVFY^G&2P9`Up5vNa&~rX4-mLYjYeJrlNgFebhPq?jc`EL&i6}wToO%DTRZkI3PYp2 z1=O9D;=wUXs(h405DXz@65R452o|Tuk2M)40m8(dvv`pnM%t~3a1w{oWPcPf3}K_l zH^XUaZf=5;lWK%3bUwp5NI#zMF%@l<4G;YtsaV^nm+cNxusZtIH=Ikt%sMgZS#!43 z#x(RUUW<8$n%Sbh2v^2HL7m>W_L1;?`)B`&wltrtmu>CmPEnmx%2IBXJc$ z(JdRaU&*R6$?nc09Np5+2%9p6UJFcKQ|S0l0{E4qgRUm8s2YCV#1GoA@FaIR)s#3W zNPI%6_`C&vTSe6?uz6Qgn4v&%h4!hve*GHqb_G2xw})xSuww=X^y(2fe{o*4)sVSm z6rc^k=@caL2r9;P_qJW9;Qos}8|G)dzFyi-BkeBvD+$DolF zxo96a9$3~@iK~9l=5|&#ww~^8qy5i5=%D^ag5I~qovZG*eJdrXVJ!7#{9SI(Ji@KBXK`%1u_s^dZM-bn5 z;!c3pCEz%no}HD~(3qcIK_vI^xrbX6yx{DL2pb!zq)0})BYs_Yz2;9dYx`GconGj? zLa{bQsclirYFBET6Gz-#W8z0TMtcSxt6`gJ+8DAb`g-4(cf&?X3VPbehi40|3pt*C zd74E(_9j!al`mjVk2r<_`U7o3#d53IX_T{MP07Gqn_8Sd)S84GJ8bbRT;dDQy$H5N zq8R~8KHDw)?8hX<Ft1c*bMDfPu_;{+Jl)Ea#N1=n z9mk>PFGbh1z4^L~z+L%$z10&g)FQMqJ%|Ksg}AJ?RF93=i+lFxX;<%uL~4@7f$0->kDXBqK0|8HIT!MJ<+r&eGp+pfy*!%a0YhR@PPr_vX8DPSb&#hbf*$ z4*24tOE~ExpQK969*_gLF;>GAC-@NHO}7N?OOC$LGMT>=$&|l7J+a^)R+SpV2C+00 z?5%JB)w>u~hTr4=_9#v#FwHt|9#ZVIMkbHr{Fg#rOp}%+wv9-{#y-Jgbe)yhv2Lv3 z)vc}PcIdGR{LzmF2Uc~C*l z2Hk1vJrVg&TB@o)!EX-$o?Q6l^f19y(Bxd;<_22Xf(beDTGp`Bc!K(Zbk{8T9O?Ht z0!m(4W$>+OALK5q^H8HshQf)xl-;)&Ua!f}=vX~i;ji4p7Qd}Ei(QEJrI?jErT3{e z>_)Xko&tUj5J*5zc}sh{4{&*|t***H+(R2XQBc-Fod+$ZfE(Hd{1OQ9V3mMPO6sy- z7s>Z6&F7LTRVzoZxGmTe-Fxdv^@^hp7-69s5l z-1__VSDu6=*4XW%Ps5!Q4~^fK$lbjwKAHH~*Y;ttwp+-DUoXRoEo_I8^=4>Yyrw{w z;0hKYi1t4a5rSEOI(;7!XzQ{8Wxj+qWQiA+yf0`pA4bb`2N$W=*t7dOmfgnr!0GCE z+KKDnAnDss@;;vE&@1Pet%hd0;aW-TsO!0)$Yjx(qaj}sa~S#Jv^YjOE@T4G$^jj| zMxa20Drld&m-zmDLa0I|B~eL9NvmsXdBwkqbL0C9m~3hhJ^MQ({7{SfQD&!PBjvt) z3#z?^(Bl+ej?@q7#~#e>rXUDw5qPM)AJ5YlLcDzUW$f;S_FZT!+hs%S;P(bia#F8UaOn*|?E3>3t8| z!{~bRTtrERVI#1(y?HQw4n?4$Hvgh+LCmlC7;igTJ>Si2g?2bOC^s?jUaG=+KuC1( z@HR*@apeikk>3{-FhN^P(;A1Q64Xe%2whQIo9fXgXd@Q@up&?4n?Hezn%e6Q--_6v zhA+Wpd>+T;R{;kW^knzf|v_?@utQsq}nWUa(O(6@j4XMd)YojWT#`xl@9cqGilCl3fSf1E8`FkqE+uAT(p zdvx=?W8ZhVf27@tG!l?}+Masj{{scXUDm3KpFFjDbEjA7m1f6ZX&ut78BMDbLh+!s z$B5+4{EdYYYI|iHfs-&Qwg(ZFW?ytmw8!c8po{SE90#3K+~9X)6P=O#+$ur6^nq zUtc03CE2SlI)9<&2*&UIm0l!(-(wZ-Mee|Arnl_h!iKoqE^bXrDTV}|*sh&R2VJ6~ zHJ~gjkm(2tRDB$qNnH{*r0T`lTOKoLT;*wfKmzMDhE2;UsnpkBbK*10@af+u4Mso1 zpr!xr^WdcMx44o@)pkjI*M2(vLj$yR+=;pPqG9pAq^Wpk<#XdhQ)vv}PgL1m0vZ*q z9M=}qx#Fw#gtPBiHbNdVm&~1*1oeS39j4T_+%zM#2Ns~wXgWI0jODx~gR10f! z86^$cotL4& zpbnF_dp^F%qzyL_SV>L#{daMbJ^9OIbTdLMT^lJI*w}NJIve6U*WIypbh%OQeyA!q z>Np#%Tf*)6C7wgI!@-S4ZVb8D_egWQZ^`lg6@`MPHzOCi>yHP2h>iTvL@^lQo()Ch z7fQE+V;x3MjwGMRJRudVxV3e`f3v_t8%-sf3JzBGk|CR-6+ALI4akhniTUSuYjX!UX=0=}v*SFgX7}NBA7b zJwc_+$i`+D$4B?k-2Rg$jj=j&6SG)&X`bl9eY9y#H`qc|3iXnX3f!INY%N3ezP+~} zC;Qt;eJB0+DoD)-HT`q9n=1q z3ZE7li>x?N=bqViirMC zBx`F+=bt7Zq?U_gM+RgR1i8D%$IFLn0|=xT99sYYhj4HF>mw$(Dcq7&LiDJ>VsGiM z59V3VH0mVUNkOWQ}dAL=mT|)@)Jc2{& z=sp% zwuVx461qP;$F^sGtFO^yvbxSa+rIvL>-*b>qwX!`I{N*!3Y`p}ezjke>~4mqJ6c)& z?sYhyH^_}|?1#WeQ4x0=a+ERc2KQ)C!X_mryIr5H_-a9mK479p3spY=I0D}*OdK5R z`wc1n=9u%pIM2@f99CC;Mi;6ovUZ*p(T za^CDDYR(mw>9Lb$e!2MXOZoIdeuD1m?czfGZU5-J^nhEC7cXc3cAT?!bS%8~2Gup# z?T~#Nf2Q#ATPOzB$!JD$t&)7E`s8p_HDl-<*z`BrnuicQs>EZNQj!=ev`jv4r?e z4g023Ux`*#c;PQjQ*W1;vOR%%{(4FWG`Fb%WhHn?>E&^ht6*cYzEfp0p*EFn)D_2J zJzgFREqdU`7yS8i4wyB80h1p%gTQ})Q)dQ-3!$W3Xuv;!ElXDnix$$GDqBjRC~dx; zJpR~+Qz6qGA+OF~D?k>Gk3eqV&A`9lAT%MNtSk27w(1n5Jpe zIx+_0Q9cBG0+um3HFdULP=d5Nm`4;YdXDf8lmMQkSM&l$q#>VZ1$>H(Pj}})sQ|kW zoIET8*BVZyjo>ga>(<8=>(uRoVFT~D$33v_akHTHP}f^L|IJ)Gz4Ib9u)eRq!Ruk3 z+FP>n8V(0Q5>#zA+eB zlJ8pM3>-r)tDrXS+WBt7`*peb%I8tSM`JgOeIv+2rTOvBVay$OvnKg*m%1s;D!!|5<>0)Ves-uM#23kWH{Li8FRFnj9vvman;< zH0~9&s2w=9jtI|RVDzGkmQ1aqUQ3>& zH<;)%C`23iejlb=)*CjPzj2#-`QYJCsCn`=(Bmz)kzuG|&}gzEDms=IYOiUU3NgT} z#?|~8-{#b|?oHjnxI#>_ZriJ>^m?Zmt#R_Nk%>qXX3r<@tnNMt)kQ9XW=eZ?SF8iR zLe!k*cm6FLoGnGYIy`bZ8~I>6THfe!wG*AhgxCkQLe48! z$UB)O1=-t$+tI0Pd4k?u-@rP}S0CC`5c!$; zab%{$=~fxLTo(=rR})jru}jGf3p3jy#1T9~+GC!kY6hsTFoiHEFWqwz98h!q(B~6mXoO(*8t>#|blHTF!l#-JyHE>f zFkqEX`v6gYdw8-5O^8US8$ISNDX$3H*ogig!|EM@zJV^Oef7YS{q1dr04IC>r7T+# z@>L6C9l%Ib5%~qTmU>UtyV;4C);is;yYZ}XaU<5mXMx|SM~R!lS8Bzi(v;JdZ-rdm ztL)BSFXT8Pw%^H(Fu5l=w{WF?x~Pwnd6j(T>WPHr&SE-S2*@Z2;#GCOZk?0Bv#S-i zvSWJDz1QBCWlHUmzLxH3zkCa=g0z(=Ii=6~mF2z5Jv>0?wQE~4XMC5E1FHtV0tC>& z6j_Poi``iMM^eCm#lbPBvM ztN$JX`6tb}(P0u+ikE3RZ1iY~7U88}qi6^T!m#5oo5kC)FbyefniCBY2~QmmlmXGO0M+E0`ul3)I|`_6Pl zz4t8le%<$iUutiK&-hDD+>$?6Qt}YLX;mBD<0jGiMO2q2uNcOnqnSP*AGR{)!x$Dz zW!|3jY?@3<3wVJo#Ez|AQC0gkTDAPJl$di3_yDTRNvjHM58*X_J?+yE9J)rXqbmm8 zsLm#A)^0!YC8shsnkSWvWQk)`_Xk~QC_*|6*Wwi9wl<1OE8xpd#v|70q50NZz(ZZ? z3q`VQla$vgXO?_Xad>aI*<6IbtA?9}vz$xYy-`8Rq)YvMUUu%GuG*)j2BeCf9s#n9 zXP&z+iQAl9hDOH`PAdv<_*+GoSXfg<^!$}yzj@XdMY*>%r&6%N2GvR4l_K(Pe_A+u zf78YLXfnobKl!Mqy##cZY5j`=G<9(udZ`b2n!c(=)p3>kEjuGtIEYAAgFId@?iu6V z*rO_AKd1686*{(EuBg5CJa=2Z7A01`rK~p9goQ8LEr%pg^r49B0sVbIcGM~+?leWo zcAUvw9dj>5TS7FIJgMaU?^#N8|Mx6&zdaeEn4*wxoqMc3q2+LMs1O%7WZQKd(fWv) zzZ@x7O`#A=)4wdfY#BxPlviTMUy1s|g%_FD@n8jWP6>8;bcAT4*-`UIsq>9K0U!(l zh&{SZD(PmjsdEnjAJn4N^k2{@I$8->*ePyO-KW&}7+!&|hjW3VMWoe@N>Y07v-j<( z+-I{oOR)<7icTTya# zwYINV@3n7JE9hvl)E6B`ZfQ@(ARz5RhfQ%08bnFydyS#eZF_<|$N!K3rs3 zHNgt*SqJ}Zdbilmv<|0%opBoEd$U}=fEo?Chw;o=y?JYkdP^I9xA`YNw~IbO8Uqmo zlpJ36YoWdoxyZWZKRnaZq#bF_$DY@3_~dYx9>MNRKsn=vV4`7J@hjLy9dpVjnU}J# z#>d?(REu=b7FV)+zpV4@c)lw1kfdYcYP#)dm9y1kL_Ugl0+!_3ZmTW3L*JhtGs&SV zTgefj`wpgOACYh@HS!zF>1DOyqN!dk>^(ossg89dQ) z>b&5VJ;JoQZq9#a>PE1Y+TW)LCDxWq<6Y;NM2vN~{u^|3#DUMij0EtqfAOwy?2m&3 z_8(DLkOdRpG*?jHjf4cW-tVCL%UfU6DPs1b0q$;G=^C0d;iSv@^`H8&d+=d!mmr8H zM0`#fl#eun;`zgW>tnPiJ=;8g82b0!z08zt@d<^BoyfN=J7f+%sj@Gm(Wr6HgVHLW zCE%+R1?aGeGYOHLCqQvY65UoGwz9Tt+P%)``~L^#1O&;H(Gi3vz3{X4r5p47y; zWs#N7n_b7h7AYc!%xJY}o?MsYms?jA1dR4`=r4tD;d>#|sU7KVyUNj(HHt}jm^n1M zWdu@?fKw2ioM^f~K^XYv^lX1#7-TEu_t4-pjG?AmuGldy6)_c(4QIJOCQG#xy^i(Wp+o2G?m$1$R%l(3y>rW_9-DTIeci0DNH6T2#A~X7 zMiD>1nmaRMW7yg+kD>uywjo}bg*DBVA;L%CqMZLrWaT|H6pPyY*|%SWCp6pMxoF1@7lC9;*{wt+k! zE40v)qJiSQzkSi3)Mp~$F0M(rw^D}1vwV~j@GoND%et%z*7S60cQP3NTaQArPU^>I zyBK#NgHX|5Z43l*f11M0{m!weJ;%+F1Ye?w^h~XbMK}3VGBy9AdBmg3YnL5onW&!Y z<7AKv3?|?3v}b263koh!%y`XYoiIjjhwgxj4md#u&40-ZyP0zv;Sa9Qcqal}=C7wB zS8yZ95fS2%$crCYCy@ctDFct@24nkdWQOn@DO=4{X?yQI@ehL+u)u&QwA2isRLwAp6*u znCtD3v<#DqHI&273XzbtwKm8(LwcdW*9+Bia%2D;i&6W?VR?!X!CT(M+yd_lgp-PS)<_=**H? zgQe!bG)x@*Bk!7wC4I}R3}y_UqPKZ!0(BNsG0d@siXa9|{=2W_&4~XCSv6lEWToHx zeYSLYJcfFR>qvU#NQ@(IdGi*|3F7Rg)xYOCDQWI{)yXomA2}OqHoK0zOM+x1c8jS> zlZ^-}t*>?pnFX0G;anFlyWyp9b0KyzckvJH-^Fad7&_Qi^fn2Lc>h-mz~G9VB~ z8mxj$b2XgjF!1o&nwx#WTvS~w22?SxUJ*b)G@{u)D(aTXmOTLA_<&jfCNJQ!t$oA; zRazHbHOP(jY*Sz%N;}doeDX^?Qlv(3qZLe0Zx* z+wj@LP6f8iKxKS7m%@wL$hs$NALPTEk2PjT@0e2hr*N%*6{ZgBS={5vE#>1fJSY@J zY$ge=A!edg@TMq*;x~~BVHFR21FfK70?0jnfRj0r^Ukz9cmVYG_ZMnbe1hfNQpG$0 zlTZPt^}7h~TF~eXNuNOLu||cZ>XDOAQ!D|?SO=wgjXSH~1=VpI*Uv@;t8ar(bVbge z)C$(td(BM1{j`_4-itrGuTXts6IV%O-LPKX)fkd@yF}zUNKw2!^YM#{%C!ps=FRBm z?!4^|${g^voje>xIHL$UJwXD$P7^TL9tu~C=R}3V*!^T1A%tgSWCS<#SkN3=TU&px ztfXUL2omu){t_7}4g@^t^PfQ*JJ|oKl+a4Zy6n9qTshXwJwPI^#j#OdaT?au?yNa< zU|z2X8a6HBA(@+5)D0v`^}TUjy}%hPEjj$$_t?~qUn+3;J|aeVI6T5de*#NnwBX?B z0~>gLA)#Bdpxr{~(SdC(w>Y>FTh#&Ma~YZ1g#`d(Z(Oy5Vp!*1!%@?1E{ejvYQGqC z6W3R9zRUDnop6vh2wjAF(Eh8>!3B9*CiZi^f&)Ual$xGjsV!?u1}zDBBJ5n29MlDH zY7Hw+70@?jxZM#*s-PnFS=#T84Hp}B28t3`*gklCkfx}kadIM9Kn5j>Ff?ewZNU(qDg zM*e!|?Cp#!@?7La&t8dgT`jq&$O$7y4M+XhiF{!gJm94n2CPjl)UKr2#xp0)`Naz6 zWgDz)D{`hrckTbu3TaI_6cMmHURNN4gJA@S-cWdnUK15mKw$0=6B7fEoD1wzK`$u< zV+sTW1Q6Y2b1i`&p$i2IZhFNOkf#lo=;<}Y5U_;hi+69cwJ`o=F+a zVpvbJH?uMP-%LdlT4ud}P|+7xv;bD*%<+?$&obR+ZRZ4&)^ca=miTfwv~GYs#AIp2 z*n>G{1e}zJ`1oMpe*iEwnfv80e7>6L2{Qn|ai|n5U62qSO8~k6K#6eLv1_`zj|8qT zG0Ym`AdEzE-KrSL$EWk&`%Mg%zhRM)gfBu#nuG2JI{fsxN@ywc&pCO@{)% z+o0D!-DhsdA>k}JVQ%Cp_@26cO4H(!(yCi!QDTnqDjS_dK&GE}TWFH5m$6pU4;PW? z7giHM;v*>)LDz=+5J)2U(}wpPBTS%*FNJ8L_@7ZZx`>p=pc^GL&#d*vj)L^S>Ctfi z@5T_sgMe-bUp|9%yIG~Wi9=*2njO`;Kd3OCWs7l9Y?8&#r4k-Hlg54FM($I8E82wM z(6orP;8mX6dEkNe%Rfs|m^y2K!)7BPN;z!AWj6Rm$(B?|48Ns18u^jwS-M_$i^Ed> zJKgI86PzO)x2l=C)uFdR(qY*zexB{5t#oP1ldIhISNFzS(N__)6B&$07ZkGKcnKHT z2@0Z+=XtGEY`C&w@HJM2)6$k$Q)Ad}e0txZGq~&XVt1q6{ODh$=StIUVUj) zHFat)Pt18!<&CdjQB!RUsmUT^?cG54?Ei7DM>q_E!~ZRCbPWs+#sp)nA-#=}61zon zfAjbR6Jl_CH_cPAJT9tv`9d7|k=cdOisr?zosZMwJ&YNh^Us)DbnLA*K>-={eoP)T z$Lyi5)N+>7dhTX#u$b^94qm#br%*0u{zmdY^?|tv9|HnVzJsS0wCc9Pxj^3C-_Q3} z!02~Hq)Bh3pyUrfQfl=#;k5t2Ms@9cq{&wHIO=!%eGuMdUd1>e(blNe^;U`!kZ3P- zK8)OV^>$#Gn$SErZW6R|d6Gd;g_s{uQE@*I3;IJO5P3;eHUpMam4w5Y%9DmR*FHD> zsTaC4X@Dw1F7fHfr&H5YK9UV`D~5j)3{3BF7ap7lf=tUDji;8mA?+*a#`EtSJd2&} zbL4(lWg>6O|3BOY5Vb+tUhVHdLwmSX+RP0`WBk&$d{QE-q4>8D&HVfims5N*>_rpO7G$WUdUfRmX5QeA2eO5QfNGjAOJa|Tx(n!9O069mmNWH1&dVVE@6&k*ov#bTWHaq*|0!$YA;4wwCW-)`n= zDu_qk&7LCz8608zd5W80$>!V8ZYP)ho*9NawtLUFy=;y(|E`NUVPKa}cl%jahaK8= z%9*pXvp@R#-vJQ=bVwa7)YjI5`wU_P4$v)d?IM0Lbzb59@+5jaCcLh$PWkogjQ&w* zReuEK8_N5xRupIN`vLJ`9GR)xAJV0-#Hf0*QVh;&mTp(z8oq1qAPd^(y^HGHfRs+I z-^XOH*X^=s>p02I*=KSz_!NqNBc(wQY!kx$2VUZ@l$3m7;tvR9+Pb@O!Kh45PA=;z zouK>cWfp<>mqfKLz?nI?hmE=}k)W*IXfSnuE67IWeTUD1Z+i10=a?{f|KVsEMo*F7 zMT);K+tBGhfWu7-@oB26KkTGz27~&*+3;@nhYSXU@8`XHzac4uD;kFAAVC8N80dWt z36V7lWcX!|J$e`1@Ec(`T6x* zUVL~*Q>WJ@J~tj)rC=`u15dz_8sPy6X=Lg5??BO_f;*o_rSL+DSI)q|0K)kXM!FzI z_PoEox;TJALp-KI;@obCXDS{I%*FQtTdekEs-)D!6<4KBRS$XS?wr zh@O!CWWG&OM8uut|$R0zW-?b8vqVIG$o6%p*4Ps;3>G5rApfq z(eyrwTDX!lsSX4jS(AjOh1fJtcv6373ho+Wds`?2X{knWk%c8-91CCpg<^y0tQXwsJTI7>hDh3 z&Zy`9)$I^RC9st>(hWz5=YSU4{n^!1zNViU;S|F3$!$A)h5aAbe9JRx!!)zB2q)is z&6Vzfw2a#Ujd-BK)-0qZjO{Mm>3yx1zPw=}LNeL&%%L<`Q@LOWT2sCxCTi)JU5;oj z)YsRqYc7z3cN1c?)W`@it`?f-V1Qr_UEj#oq$ zlK`mp?(`yggcTM*QK`thq&dygh;@zyC@7f*@%zaQ)sC_nuFxC2O-sH-|MARZ)7iMkG%*1y204E)jH?STfPd3>CViHQjZ zhx-(t^KBILsHDR=0l7d#L_`?nXM&U4kaU>Sfb!&))uUkSPGiu5ly79$JU(gf6#K#C zOst45ET1~;#a+o7y#(vY2*4!&S-ITw0;B*-O;Tm^Pq`aJY(V|E{U-iz$yP<)j~|iH zcZAT*c6B|5Rb^#8hSTetPlydeJD`aKCLO_=YHNqz=;?V=@C1a0;+S?P{Dw(BEOjR! z>F_kf>__=FgymBh{`g#u%w9)$wB-7Io&vU)7O+6H8v$_5q z%V^snFfV7mWgQc@X;? zGHI|r;};O^)OO74dZnN3s+Ongb($? z?cxq|KVU$Lg4K>>kVgb0l-v%G+4Lc32f6GOKPpG^X*DCOm9NXYmvbv`xt$ipuCD!x zKchtrhD^)?ZsURHNTGZX_vx?OdR#QC4=drwZ=E zSAt+w3)Lk=yEF)5(2r|iW`-CqB{D)?llO#?`2oE^#OC5-PNMmO$fatluXh*Ko7#R& zBVSZf#Z8P)J2gy%VWE?7n-f5EAq&$#b_FsiWUbszOWstqj zQw2@!m%>QqM)Ez%m=|Oe5|K{#oP}?(`m$SFgt67dD81Yr=X$&nz2DJV9J=;T(}9D> z2rRK6y8ubwOF6m6z`4VOh4mFDCnr#7fPG2;46p%uTlvbw#wM(|cyoIMsP?`OyK!$8dSWgalGzVq$23gD7o& zeD#GKm>Q})^^z}SMDpVm=C4a$C?~~gUDfAh-y7~>bwxk^l~chqT%=P9v&sHV-_beS z0W1}P({_IWQ`9q#gdnk~Ro=-kT_a&0%{F`PH3mK1(@0>ANLDiE#{W#QJ=5fu8^=+z zv2^S>K9H`jUP7^f`p;Pte|)_1pS4`~Qws}5(A0yK2@?#sQr6ZEh5H2loSvOQC(|d` z#FdqmulF;aSyp_iFIRz$&{0pN*mm^hU-9oRsY*i*q?DA_I^(l<`Y5Fo?I?unOPwtI zO5-;fu=~FPB_qKFfR+@W6p=SW#Crpq)vGVDFNiW0e;FfW##I%3As%eQ)<5pm-sveS zNnl^~@Cjo*TQ+C5yLJwqPT}=Da(xh!^X?^X{u;zVb?cx4^~gOmAWkcW3d>CrljxZwU*QV6TspTo28dg6u;@06pVBb}Gj}A|6U!v9g+qpv> zcJt)=ife}`;$AaC2tV~t#{oN*xLHy8XCF?RmyYUUGKJ)P+?3EZQ`hM&@dF#~)q2L3f;Dr4hP<%84#!J_rcB~4Mb z*EH-ouFoV~FYqJ^7u@5qVk=&Pdw{cIK_#GqGN-fx8RH6>v*ageRnL;q>s7uD)|b2fM^C0Jzar5L{M=drp!Q&Dl02JZTXOi!}m{S zV34qT&}At1VOZ!c-e#CfxagbFv4OvT$&_W84slJ8!U^V05lh4QcaKsqRYbSw zD+kQ?lXR1M<}*VCBHn#Sw|yQzJ|ePe`@rC2@dh^-ths$oqck7Rq5(h9dp*S^|Z3lY`;s$?=m~4z~;v z2%}{r!FB=ReG1csVCEhquYi@}LcR)!EV-0ayXh5vV8Rm?=EpqCoQxdmFM~fnT(acO z_910`NB=ox8Yh9%@Aw2aEjqd)<`KMBKE&$q>pY)CKNr)^u`$#7@IffOAYE{F{*&P~ z`MzGI_Lw+&A|5mOcN|4o#jwIFe6uE0KefKIpz?9RC3EsKoTSZ_o{-iot|75i*4QKlt$5<7&Y9x;0GfBoL~?bl{>6ayz#&!)?=cI8zU9*>VDiyT*mri zx7WXQrTsu+h2E8JmK5i(e2}b|8~&J9(WFHaE?EQbY53hP<`V5Q%eBKw?yl{#(kpbY~+3%%s`hRf?Sl9NEd{ zs116O@3AoTmbA9D1^^3?p6j59E8&4YmzbVGQmc4jCT!`?hNribd8KY&#<7%WAp)@J zv=Buu1J>Eu*<)H-#CSWHL%IUHuJPK9Oi0l^zGNfOn@dXdozY zJDKs0Bj>xC8vXlM1`^4a^76DSEJf!VFT_kC1A!q&2m^6QmmoUAeLgV19^WbZsY6u+)_QZAIyZn0C9=Km!A_ zUvX#1Bo_MXy4JeP2Y5Y?N*_c>iV$;@UbO~DuSWK&hHX+E^~(pM_qLiGbm6abu(GZs z`#71tR;;2+)HgLVL&O(&f^dY5jg8aP3Vid8$C{gw;U&XJzc9EIKY#wrVj5V(FBYEk z)%cxq6ufF$HWvTM^1JT_UNd&|7I-JWW#Xb}@Z6<1V288A?|!atYc*ngBSb8Yfv9Xe zUbG#dcwZf&+uNtv&oyzzc*0@17(?N2ncOb3%J$AdDgq zaX-Sh$d?}dLM$NTfO>1to7H}Sa5Fr?T<}d4HG>+ zW$2rjNIrdv1o;N|FB^@bV-;1i+maDTJ8K6r{glXO$9M(Wx50J}<32QzE(0<}0LFAIWE; z5%YEP=~{p~4+uVAM#@}nPdJpS4XMeOqfrA1sEOeQrdho?x$XnqMSEzP--ayVu+`Yl zp+L0;Z$sb0Lb}QO3XBn3rl%YGi9BoynAzy}Uh|g{_uL_OudMC;k>ZQ|nQHpB@a_ZF zMoRl*oACGw`A1Sr9|^*8f7A9M`CRUyBZ_Drz5n6f5Ih15pA0qWjM;-xrKQkAzpmL1 zd>4nuv9&_7pd>s4pc`l(KfVpT7oa^o;AZ;0GR8tp+yTo$W~}s5_@2oVXxO+%zM=+j zuJEIzF?7>gyG!5M)&^?B>3$V9EFOFz>v>iZ8(%R;p)>xb)bgDR1q+$ktCv7rfdu?x zV4(7=SMLFV0Mjc#a}br8Etg$vOjLs0=2=;*4!`WL-}X;BJNvlUe^xvkvZM|Jb^GXMM!5 zL2v?r#w+Vq7n+2q`OA0C%=p<^-#?W0I{)q&s@L5}mKJFlKu>8KA59o~R$yV&|KfSX zu4l$h)QjvX$C%9dYYOt60J8CE;D;?2VLfG^tkE@rc_Hm4TTJu z+>?!|lP|M2QZ@=~#eDqbqXPyeW;*5BucgQ@c;R(-A3P;|jnUpO9(mD^J39N}ZFA+~ zla3$EW9tnzGs*EY)J&cCNhTs`7x%sQNt{icotGP^EwZb`+-58!#~M7I%%W%MTSFf20jn%6jCIl^tFE zsp%k}H?^)Lxw}axX)iBYa<#Sx2m*xc8PO(%f()=(_53F$fc$8fH@n z;_Wc5?51F8;t%VS2;MIU8~kO_RsBvNp3C%3a-48~Iu=cufyHIkcQ&Tf2JRJRl zNGC2X?(-5GYio)Gf;sb!_WmmvmQGzaTvRpv7k;pQ0yo~iBOiS5!Q*E;Q@C2+)aGKo z-My$7AJdNQf{K#;7I`sa%}wr<>Pt*I|0E5?<9JsGMeHguy&lU6O-~LjC}p? zlgxL2e?`YQa4FEOP9rqW9SAPo0F-*xQPAyTtLm&j+`DyusnhLzEw|?8`U3H{MyVkx zQfDmNN@+XQLIAm~K2WbPo;LF9*VcRL+RZ0TH(n5tkzC=QyTRZ9`u(C{horLJ&Q5&w zzL~YYSp;Znq6GT)ZEUhMD_mF(EgeJ1{UrfrB`GgZNU zqTXUkMPcRp^gSFLU~0o#<{rQ(7-;T{ij3s69Z6ycC>~I$Nc}6n!T;Tah^if_au)-O zO-G{nw@KC_aYoV#-!s^967c0#D=T@6>$U|SoXQ?|>Roff;1F7v3Og5~clprgtWyuc z=&&^$5+bSVdGXlQ@1X%-4E)&spt2$|R3I(*KBv!@yD)pkk29&S%vS@%XM`|+)=(XZMS<9SNlaT_KK`vt&2`afT(24cDaZ6NnFJJ-)vFS zAH9XXdcM^z&fX9N|4UO~LJp6QIiWvZtyo+7#f!FTZM%o7wJ)T+D8r&J%nK)Fm4`$p zZ(YR|sl7AprN5c?H->G0kyln0zN5rdZ& zS+QRuMLeizD!CH%VdmmzdbiFFomV1#;z{!En#uK-6Yo%vlkd6oJ`nXfqMp|8;_ljowgPN4}AU* z=YCf7+FNtCnLyUmJHxc|FKqirS?r0iJc*LiA04?`t6*gGC^|YC2C}C%Hi~wcazQO~ zmzX#zIXP_1^Z1%%00mhSPX)D;4Nv9YyELqlPRys~#&s&Vp55=utwVogEZfX;mH>TWzjP+SAgHO z`IuKL8k1PNEroZDojn*y@W7O7x?{4Y_(0gUH5cnP%HYU|GGy7Rs`nIfiBwfPz|9LV z+QpR>qY8z|u!!9Gw}RhFMxSkcwi#5lZr{M6>xxp&Wp`@Meyqsyz|9g_2~&E-GYmQz zwZ9>U5e8?uHs~_n$A%^(g#AupVo101 zu>#8!Y_F~3B8u^v=(fLJs|f)jhJ*rT#9u_LZ0&KD?MeM$@@fw;R8AZ{D57C5sd*X8 zExhkc+sjT1P~V8Z@bR0;$&sII*tX3m>c8|}+v)h!Mb=_2^%R@^`?bp(Ug4J+>AR-q zBHGu{J4U5Rx-|g?B;0&_%1TPju)}s;g-5rXVY@RhFn|TzMtLvK9oXS2jZGJ4|@N6{<|F9nfgGK+Z!j7(l=xRT}$Le#{O7KmL6r zQYyC5lpjeVb$hndF4M)$LMNY3Y<+7Ke)G!71!874aEF6~gJ~OrAOz6%*s1`=)1WG~ z!H9%B;F*UG%LQ*?_Wsq8E800`$Y+D)AtnaR>W`!4hrxJzNuWdEn{p)T6+XZrDD+X3 zkujXEcdI`hx4K;BYciN=^txPP^Ff{+GfQ2nSxH%d#`M%b-$6tIcxK!4q2>G29+jVV zVHC*r6O(uQt5H+BifkvvO|eBqT4yqI>eXh$B5^~Qr>nz_A=m3u-x`jDso%5)3b^bK zkh9YKa-QeJu9^^08S&hmeRk$fA%QPwP(mAEeWHaOvV=#~#FRT}&T* z@Q6rC3B+#$Zrn=3>FC#eqb_?UB=s_$tUG!pE`Y`J(5aqBglBSZo3gxS{PgU%n3-hH zCyvl#Zh`T+qMeqMSo7D)rztyuUv=J6Hq|h17%ef}x^+uMT^(_Hb#y3ei;1YH5Frm@ z3l#QAL$qW827M|O;UYVY-M%b|7^n5EX2xa4LpFLZXqxh~unAGQ~bB?2eSjN8@(6bW~MqOdyP3S)rl0hCBR zGNQQf(#6|4{qpx@CbQTRz4rbCMz&O@Mkjh@V(m{$%v8KPp5XT*?&T%YD|RCc`OOh* zEq)4Uc%^KbQIwKG2j_1hf@}hD90U_$_Gbfcw~eUILUgp#gl|zvoA+FA7cNF>>vQBC z3h%&PW3K>oR(GU=HRUAk)|Fo;)6e57g#(`BFA@={(XhYbr#vSc8v~rt7@=kb6d-frDKqx`N;nQ4rI^!f|>S$rh>G(j*fq- z{)^qDSL~)mJ!;#oCwTcD`86)b4W1Rd1*y7h#l=LU2a1yg)DM15wTAd|R<2BS*r<2Y z3b9h?jEuqa1*uhTNl7>u>#;T*z6PRGQblDjmuP{(0$FU!De&8LeMCM!@9gFpT`QH$ zc6|tAbyjG3h9PN*8%6b${5MMswT(QfRD|FX5CFJsVZMBA`W1|fpMwaJo00M1%NK&{ z^O2_g9-*D@j%)wkhH7KbC?Hsp7kNzs-B19`ZtlH1a*=t-mLRS=Y z`aArs#d@|8j2b3Eqj1GuNyH}@){@LjX_I|>)4kv89kDU+A^5G97I{g-F&R`H;QNG- z=)%tK{hNr4+mcpN6dmI?R8A%QRCWt_e8Up%AeE^2F48i@mnhV5`2I1eVZb-FAgM=F zP;fextgmE@LV(tu{0s;M?RpNolf4Te#w$&1rzU2il~ijrk*9I{Ja^pU7WvH^&^WN=%d{;&qBSX6p%w3RcLAe z6atzaGkKe`-mQ$fn&9mmwAw^+3+O`3u0-p7Du%R7z=WwW_IO#2mXSW3@ptxU%Og7e z^@9)t5`KyciyhaH&!4N_3R)q>ap!$Ktu|?G*YlqeHTjTvS3ERek%gWfvewX7&sF*C zt}NK-%Kkdth(>iVW|EJ0vEz6*ZJb6g{n*yDwL@Ll6W!(Vhfidks$Pphhmg$N(Rsw4B}&FE?S@tpvJ+0Cu=x;)=v z#1|l2v$f5t%R`nrDb>`FREIm#ML0CbI`f}qzbfRXE48{`IOma`wXn%Lw z3a0DnTn_b*T5levAL_fAsA3OWxj*|v;+>`~+k__H_`N>3e@kxOjvv)higDO z7^^Y-`r3Qi^FSViJi%dMOJH?K_vn$)1EdIE^?W}Q#t-G1L)){Y7mFm`N6q%6im9Bf1$oT71J@6g}9 zpnTteq_3LNx#@lBNh-rO)%g&^^`>6Od0g~llOZ1QQftPBAW+nUlUD2(aIB zMhNRKYpPW0JGSjlzrU!-Nf`DUYLQ_>5`UB#2haXm5*u=Jqjxf79C>*kr4&W2WM1~D zCoE^f@{@IT`lqf$Sx0D)a)(!WMow16DP^Ve2stmnw zJoJo=YI^B7DEzAhTZ!Hf%MD%uc8B6~8ik*IxW{&u%YHso5(7B*wPWQ$O#3Y}PUCy; zM7u+D@1FHg*`eD7qJ-b+KBH1L%K5DG(;Hu<5liSA?f0bKu)7^E>sZ*zF*WRIX1oQSC%IDu~Pe%kJ|18VdeYp{2oUdP0RJ`0H-Kc7A&QV+( zmzt{N;J^o92b9>yfZT>i+^5p>EeQvf#j|7~5A>Xg6-7OipH@fZr4`+LzG6Z`!c=7) zp?L)_t!`$&&TwCZQQO(2+}y;31xv{KUU+yWn~*E{kj5Tg^7DIi@GZ!pCUh89W=6n} zA${LTh4;2*E@uN@X5rx*4iA_|850-8ygJQc-19kiN~4}eyhM6V|EauEvxK$jP0y8q z>n5BLcDqs1gZg6T$zx6PJGv^-%LPT3i*tkOqo+JRmXl#v_J0jzssX++8#|hSLS&*789d{5^w^rB{Hrx&gw|aUTX{r z|JXexQP+Iw*#W6nbSH(Zg#~*&iszPq0Hv1&es*?p@Z<CX0|+!A zHc?LZ+$xf{w4@2t2@j9z_8P>zZ_lN`jEc+25yoybi&>+Yl((=XFlH&0JkbEcNw}N7|ZmWd}5M zmDd-0ktc|1tOQ@~@U^u&Ny3SMaDf_ew@r%evoQ-%^}g1v*1XRJ?}_{mqilE#j$Zup z%eZa%2cP=@P2qhLEEtmQRwGnx18dS9GWNcdUx#10sY+OP^=y0O|mx~Z_ z5R|g43Ty^2)RKBl*D}wpS?6dABA#^1OwoY1~zZdqQ8?cP@ST@0t zxAwPQJo&6uB)@lb`wo{Wh!Nl9;D}vQ4#3WgZTI>XB-tlkv#|YJRxtSyHy5%?JCoJx zry+Z1SM0=oKd{DjZk2VfNra8K5Y{#@*KQzq4v?qk+sN*a;0|OJJNdN)73J@p<0avG zwu<8=t#}hw(eXnFU{L`IqUyTq`!x-R^O*!iQ=>h3dJMWgACkVWRTexe%VrSUVEDP0 z*yM-Q?dCDH;q!Lua{KJNzAtB>AkEE+h0UwgOsAYeR)#Ix{wTdYU_yGKnf{7?!<^dl zuvU^H++b&xwz=OZDB``Ne_A|omFN^;9E{$Z9xl(;&@0SCBLt# z2=P6R|B$96&==XR5k8_HG@>2Zs~dPEyEYu7R{B?}pYAKrDz zY+kO}*4S-1Iky{a$VHv5z1GpXLz&=>^Xy>3o;j=8PZ;;i3(YbfIpTrUPKcFN%o;q& zA0Cz@Z`yWQMz)IZN-vO*?v<3uN6NR*MM6ADl@~XQz{GesSEQ=Y!$J^Z8YNX;zld5d7$AVaX3u5OnYm@Hq;;XBm9HWbTY)-c0k_2_ z#&kH()Re<7C@jpht-Zjswji7H-X~~8Nh1TtxB4kVhhu84q`>ScL$Ut*ygTpcdh@+a z7fTq##3x-V>g@zs1pMyjvL&f^g?4Es7<8R3AAMI#Q7e)B`yGd$Smg8p!a=Hn{=1Op z<>t1Z6}=Nf^La;|l5%vZ$pvVWfUgyg@|Am#AQt}I%#4D;>v(L;g~VKq>@1z>k6X=% zk*<=G3bk#h713c}u3)gdJSOlOdJ)-^A{sh=n~vs>y;(^1(!s&}e$4{>{1w3OMWhLe zFcJ{rd4|Rarsjqb4wyfl?2}XGGJ7J&C-ijv(u^+$iWWa)Aar3jDbj?uYc;B-P`TOr^83UB@@pQ89iPj}V|1;JS3b#>4=viT{$Ttzo%h-M z{SNncwG6didEYA)!z6svp$M;{HatA}ja(D|q@;G_*Oku3ZZaEL;p@Znibk${RS}NK zkkF22Pxq#})Q&(~TINF<65Ktpv&-<@MC*NBf|zX{;xoOb(jFUjDgM;B-twCeE$2-a zDMu)Yyrh(BAKX1^AUgCS!ehk4!Nse_hE1Wm)z&YIC9{^Pyq3DW9DXyk?~sYdPB1>u z)8pCQ)xFA`pa9R1NRQy)G~cb$iMBx(=R}6~t+t&LKAeF0MKTk-Q~T4JIU0$sgI$H0 zrH5_}2tyvYWM)Oijm5_qStp4$A`9t`1cP}s(HgznVR?Q3nEyf+ohDj9y{BNErCVyy z3AqkFo-MZEs|BzML|)=~(-XMWRK1j?EDb%b)KmFxn4k)Q$~c>p)Z+)4wXvfvA3Waw zrFM1Omep+o?rKJbrB@rxn-ax=A}> zG`kS%n<9PKQxa4hzxNb;Bt1N<9{o9})s*=Q_nm;Q?jkdqAdtwhV_D<|dv~0UoeYzEIbcs$`FSe9&P}TLXN!*4b z$y4G)>&;pJ9GF=6Uh%S9h1tkLSMmHE!nbuIS|3O{&6vEavnNY9f6nLL65P)#a1{xZ z{rlqi^Lf{XZXPoTj%4HRM>-j)eTaw6xM*@ZaE$so7wg+d-CwVpuM<5T-;o>o;4v{? z_hyW&slUF<1@8~m=b_Kj;wMIB{f#MggLN96ka+{J3CP9{4h_qBo%v2qPOUiysa9-j z^TnwX&EI>4iWp$!mQ4TraDpmNwJXop(e&3|-I|1BQh$i2SS-lX3_h479nHEFsEBla za!;Rs^|iz&|F=c2I&KzZ)C%@W8Pnj#JZ8i_p`{%k@JC5Q;ABF~M5!D?Sz$mK7Ly^J zgx8JYQ$PwSc-!zLx2eC4uT9L}Xf+zkZTgfFvOsqKdR=M5j73wEMU#((k3!B@szl|#=)VEx<8kknlxkt;=UDT;0N?KG_dgJOjUN)5kN}S)# zsH!e?nm(vZ()iwbsfteUCf=QEKVH9XUA@bxFjlHVmAaL-5deD(KhP40a9r}HcWDrx zsLc+~$89QPe^oLp62YUydW+X;oYz@pY<#vR9b?m!c5B)lGQ@;XGDH4sOGFy=a`$p9 zdeXOHW{8C`zhue)oI3I_ZXkQ%z#-rY40*&G-HGQC61Ibf*sGP9e4U& zcX|h}l%S1mdBbhb##xjtga(w%8joa7KVgC%`jl6rDgG1Qo=ffwDIvf>S3g$X-Q=TC zQ84yf_TU(SuS7zeNj9?@)Y9Wsp(a;p!1wSWGDUz$P=c}3tdoK++^RNve6vu9Az~)P zs)`_fYNuizrAM2;v(xIc&?+}(N5)>fx+Wb3VTU2)$wbVFoxMaFYa`pe#4JnJS?9;X zlWb7u=2e_^oXLZV-QNU=+p|74#0ir&wWhkf9NxC$_)gIkcU!5BeUJVZd!JyzV6k-Mk2k*Y^>(?gbnzC*w`N)9et>)O9Lf%0RaI3 z4Fu1zG$z|TsY}mOPq(xZPsU}r_wYmeCQ-#q(zk|V;+T%vM^AK!obI9A1+4G!AzAUf zrRr1Y$D0oj7}ME^D6hWpWSn^>JN8LI`38?<{911rJ3Ne6JF^$4wlX@}4e%6L8l{!d zGvaECq-nQ`z0jShFnW#^d5gY5GN|yY{`h9mxNXt6&Fvs1iej)8B!8BUcVwqmsIx4SZmZ9UApOza)GA# z@DfH^gFT)|Tl;8<<>IT)!Ay6#?>@KLK!)Vd0ugIRQaqkPn&31k%ho<__2|Kf(VW^w zwp3#oRz&gZw@f{O125t=7?qq&IaQnEXVM!yT-+|LY^`i=k4JM~ZRF$XXI8NEzKuD6 zdGApGF97XhMY#uBy~By*FBmcykG!P-=V9^kWkFR{e1E?xw8ez%-{FpsF;x~BVYlw6 zCyf)Yc;~JlE|N7GW)`Z^GR2qqu;=Mx2RruKf`>>E&!DCrg1;4(Diy@J1)n@D@QC9l zl$9UTTRyziq0&RhL#Gb`O8Tf^UI;R4gIS<2Jl|u`g}0vB`-d}c{jUdOKInRy*aD)^ z+z1H0?A&J5Uw$l}B&;%{uuKUVH3}J}kqzU(i5!U$%gPl^N0V~YSFy}|Vk&Tw#8r4% zB7Tf^CA;-qLBWBR$l6yb{^jRaJFl)(s_{OcYcJ~OeV!`(^4F&^knZkJ*DKW#6Bpk- z@}^`;xGEFH4JV<3eh|g;kvbMLbY`T>YWk8{bL@L8PVh4S$#wSIQQ!=RFQby4(8|UR zJ@oJr{SfSnH4(ZDt+7P}YK)xmMDB|Ec>oZ?x+3d+jE0Qn7nkuUZ`#vX~ zP8WSwXL>HgoZsXtTq=GpeO~Z|G!|uoPJz(1Bmc!~;fqC+qlX6g8sUmbst)aA1-JC9 zrz56(Zt7WY+O=$1wk%mb7-6(Xv9@=}wd9FuR{X7XXO^(Uhg`1qy{VLG7PEc!kH5L- zPxtTA&(j;m6pY)*3bt5TSX5jS;kvB!_?v@E%TLsMY8~zf!R7Iqz6dL_Sz2M|Mj!hb zGx3!^S5s#USR^{S(~9K$y~$0~TOjfH{FpCF!+9l)JQXN|r)pnjq7hPpP+6H<%WmjY z^b1Y>0<^5@cE{q=f80C=ak{&1k;c}aI!;bo8892^8jw*}jZgeeMzDJ=Nj&nFuy%h?DO2{ENsMb0M3L*^1~Yt6K-E%a0- zEIm%uQ2yHPntsQ7bBe@_2Vp+$eS7Z1E*B;_8*(FtcsOT=XOclmyi&%(Qf>skYBava z!pwdQQcaXWOIFb&mm-B3Bd224wKXKN+@0;$IC)4IeeDm`4e29TcDOlx)p4>8@mbC; zTS*sUU->nz_Z^y(URX#9=`k=e$IxGkp=SzW8x zz0B4mlJHfJfxJ>EX>-LsD`9>6Zpm6vzNepHXf0zG?dEP&RVN?66}#}wxfZGos+_R4 z6=%Ldf&1;V^nVZh9yPazw{OW_e3iZ=yAv-@Ibv}mojq<}$1_di2LZ*zLS*((ZSeMe z5mL6d>eie?tX%OsS1IgsMUDr#=dxqn(72GHN9R3<%?DHc?#NSRm6D8vfB3 zb*^0@BQpnLRh#L$HyFuSj5$M@JuPzDffd@}7SSKhQlq96@!yS@q2U-7e6IG_mZGPH%xZ+_2W9!=R-fE+CewqR8jQpwl5YleNL0`Cs36mD&AG?JE) z?({b&gHfBqRiudG&@(+3vTJ>j`2ieR^M5$&ytztKUg6)3JNTriS8elS=`lH#XRtgINVPT5%2e~JPc#TbX5=|BaLc=w^0ozVF z9_bdo94T|r+fKO*%mSUEs)!yE_6A>p(OBf=s}=5pB}O>ezEQ8$9{IbdOJsT8-{ov| z5#}^Pcu{L*1{S}{q6oCo_)S{3X0egGWzU-)t?HRNEnI+>wKpo=Z;cyvAyW_HZ(>pU82jmqNUSk?9L4M@a+rnQk!%fxiw8H+N$SNm@$VJMu z=N)QLOBXM;BaVhtT99xPR!-;9d8Oxsiv3IhH1NDs*h4dzIws4nE-_4xYDIikbo$+5($I zc4W{67iHgy^-#CMio7rhK}GUxcS(33esViShNyWja}}G)Xn*I7u&gK;zOUg-)p=cR zR8h-0j!<@gLW7D)o55F36h ze~k1wx}My7unE7eNue1TcoO@RWm5Xk0CjWh{Ht|nhFI$t@@UXfla>BEj1pIMpNwbp zTUub1hN7#|DH`kMl5|(j$ejRi`o4w7Aye5%JUy*~i*@_|=>831NVwS4$oi0Q5)R7Vs z^T?#JsJ^>DkRlifiiY#3ld;mL!m8vDV0Oggc~Yqg*!Mtn^BkykG4#4PSq6>4>_5m{ zjc)tjOL|T6r60gHxf_=wvi-9Iv$L)m>Jq!yU(E9%ockAsII}(km20XKQxj%fk$oVj z%vn!2s;)uIUyQslj-qeG51NX&cNj)=iTXu_f`PUS;x^QHFiP^wlfnn*UQeacb9U1tJL)SBl@;=Fa7jmH;=E4 z%edDudTd!>_M3v5&oC2*$k>jnROfENaSCIzXU^{ru{PY7Ii!9Ck4bGi9T3g&7sQ;% z&BbC>6nqDb*x6fMUGg9>DD67^Ke4iSp+TSjc}zzt z5A30EY~(AC(zjnTqcsqzeG-4iQHBnk z)D|gS#o8Y@xwul$6_^WHI|}ZDf2coR|L__9a)<#y{omKcQvlBj<^uVD^=tm$JmVv7 zPeNbk!2|RUAm0GFxta#8q5!OB7mIR=sGdMSYKTtz&qJDG!|2!;fH6h8$kV02Q!=%@ zx*;u{`QM<=)ij`aP-=*N{h#aq^J*68Wryz)eAN^WlC1yZnX>fxZmgfg&;vtGfH?>b zv8Ki6&B&`x+BpC34_%?ta&Yv-n2QjTd;a$ZY}bkY6qxL0i>IO%Fh zH2`;@^pXtZ=7V3hx9u?HZlK4DUhE zcL$AQ$q*-B&m7WR+uC{ot+!xLXi{kT)tCCdPc^%~K4o}#IQzwLo}$F*PW!Ok(jyAA zL%t>b+)=+9Mpk8_*-sjSj5#^@or$jK7ZaZI=Kr8u&Rp|5JCxb9C+-#?SSp_PP#kr4 zD}cxHJ=-t_08|ga@ZC>$yW!Q%)l;|OBsA-D@C@Y00DpA}UT)T#aCh2m&Sx4o=l>*zlkS)7ePxS<;w_^3uC1#l^l?aXadCx&P{t3Sdu9M*Vd$~)PD@+6(t3;s z%#_!sii92&=qCa45R7CfAqmM!{YF{5D}!1Htu9bx1XS8ge9Yd$+`Wqzu*^hJ=uK^1 zU30+0k=U-TtkCuK^#Pbr-pQ%zO=6<3Ms_+SgbQ|!XMd-L?brb9jWH@M(7W-mt7X^# z5V9R1b^e(;WN2{E1gOEs^%`7D9r^^vXzRekoPq=ddN*(m^!2nY(Qn8>Zh02DheE)MI_^1sf~Ctuy2vm&~!JSO*Mnc46)tkm1}9L1=SOT zji5N=y{2T0v+QLnp@<{dA4N&*n8W!EPwqy)E?^u7{Lc33(wO%qt;?akSK3D8&e4RcC(QN^Ao25nx#WSF5uoiU7wW8Y1rKL) z`g8o0T|+d$*Fl>lZ_@;_CM@NR|6DdcY@=Zpd%Fj0o=bQBSC_|u$Z=ATk->qJE*5Np zSK)nH$xEv7qKs60U|JCfQ5l#Ts^~{mjNq_)i-T^AT z(-7}80$yqw8Wdo?ELfysdM#&M#wu;6gpQ&zOx{ zz&t=ffpz4A$haB6Yz|2I?EL(Y`g$?={Jf1jIM4!sSt~@CRshhB!=Hy=W}Ok#l#D|Y zoe1JD=lig8skcZTO!HS8Pi`%P#w~hl>r%^>Yn53aJq9WV%9$63-O^Z=wXvSiDPU=1 zllSFI291$>0KohAHme36r=|yvtUbq^PtUe$=gi=X{X-`i-q9fk%ekovMp4vmfq4k0tNh3uv+upscRw-J-00Otcb?Y8@ zoM>=7xrK#a4|~*nO=&}rP;{gRBk=(hL^PO^o;lV$kWEq?2==|Y1jh_fv?0|KMVO0j z-MS^Os2HxHrzi4f&sZv#L)Xa2?t6-0FDDO=5QqXJo!#7EmEjkRSOPea7J?+%lf0R( z*zf;GCk$#l7|#yw`2XTrRNLL!={Df4={^%{2B2%`&y9@@jLS|kMnNwE21?83sR9T? zNIhJPpEsXvy`1(v*+NmLz#jb$vxkIf9PVXaD8qrH&Up0@@7S3s-3Y_LeTd=VWL0fl zb9MxOfdJFxgN#Td?-!900wD>Bw2RY$i|1fW4BQo*0M_K>WZicC2B^r3jTES@29Zf& z&HG&(_$7Al1-msMC82AyyVt_=Yu zu{)U7lWRPN;94bQ0Mm$BE6E^E0)v7CsRk?zfDG_gn9Tw_!l2d&EOr>ExXjD}xaHR& z(VCxS&w4@80mi{>v{>7{X*Ra=2)aMOWp)F~CbSF+POJPF&bLJ>opK`;XkUW4VETKu z3FEKZGu*_|F<%S%mmMZvB<>bSpAq?sZ`TDu*5M;~a!?ObguM;Wp^b-&kr-_WIIAeL zQ-VChCQSshhZx$EaW^t8t@}!nwy&HJ>K6qI`F%2+iu)b z-Trc7Cw00bi}_#2-n+F}J0FbCBDz`p(%`l*dBbMx2(lU*(?VH%lRzTP2{g7~fP=f2 z7GQP%>ZCD#4tY>$~$p?`;36Jrnv5iolh z=J@~h>sRDJXmBv`=v7S6dwlGPh1vM*8n%S6;QIjZvE*4p0`!_A;8+Ug#&lhRNQKyz z9pAcqLA#7Xw{Tq-x{xDgRytY4wDzNyx1*Zm$3s_F8 z{kH@KskOD?)$hSaz;O>lSkv2!J8x}#LeC&%Lwjuiu%ehsH4je=5E&x*U@{(klNiE= z#|a)@-dOlNJ6#M=PrTS=feuQW@x5!2mmX^Po8)+Zq<`LyIGh~&(gpKRq*$*+XJfFw z=Q%ys0v6$wD+~r>F6kH|)_nwv%f;D&6HIK(oe+NK-mv31we8{K1Z3Zf(G)$Ng{dLK z3g|&Xhs&_#Lidp4h>Ebo@1_Irto|r*R-z#4T~XmHzb~6 z#6`e06ae`RaB-aPgi2%W?6i~d+fE8V1Q#=7w_5z6?6|{e+(szFbN%+0omaf-K!j3U z?7i`Hj@}i+hK7kg^(#!U6ODaEG3t35Y4ACDoHk4FvpkGGq24wRv9#AFGw1jj>cXun@NJxh?NJ@8zbV+v$sI(~E-QC>{m+pA``uo1`jq%?5 z6CPtYgv+_-p0m%|Yt1$1T!g+?ltM)!K!SmRL6wmfSAl_fJ^};tto$WBc*RdnMF;%% z!ckO4?Irl~dT9~@enzyH)^db_LB@psdp5S{a}QqRb&}9@QnfR4ay4`?g|RVovbVN# zvbHpO<6`RIXlZB5!OX_Y#`wm<$;qCdh2?+$p4ra9oaL1nEak^TX^3jj~w&`coI9foaIZA-VwUzk% zg;C<|O8VJdyMb4wyaYPYx2v<0IC3y(Ac{h!=2`~Sc2f33$U3MLj-#qZy1eF+RoPLDgIdAsw~c6Af6`Zl<9 zDqk}MT%WVL9B9I$5|~^Hi;MrpgtNeKKjP)*FL%ceMH5#83RCvJh!ABdgu#;^G5L%*@OekfWm``7Gg#u1G?ia&mWd_<(1G zgoJWQWaQ5+UTBN|&iVTF1w0y2NO(AMX=!Q0!{t0B4Gk7PzD&K#VU7K&=w67ki3uh6 zA=l$#Z=*jcI#(i`-Fk*qMMWj^N15aHkaE3?&FMz3SU3(-NK};1$^)^0%lk$T=hN+B zrF_|hnZH&Vd!8as_Z+7EiBw9Nf^P2aC-ZjA&+g4Ld>3`5OZ9r=XwYBNtG(gn<^9_j zEqwbD7Z>+*YcRaJnn%FpK>BR@2r@3Nn86=dQo_VxHqbITneYV;`SfNxt1#1w74Lc{ zFZ%fWykmAY#dfg{0}BiGt*k5(F~3u`{c79Ba8_0jDxt&e`R;^Oz0+>nN^5}S+#kAH z$8EFWOd-qC58{-Kv~R-!LT3zi@2VsDayojn#D!frm4K5-=~Cgy&# znRK%erxX$vwzeKEvbC9HpolsP9!;@Mbrg8?XX8pDZ1yW}71Mc7vYekY>QqH6HF{!U zVTt8QM&j{1(ZWbY5gB$x;J-jXz#=5Bm8vl$Zb8-GL#`u>#&K$=dkf{rrhx7bd}|J(AoB|<9ZirUm}wnxO-BIyQ^j2 z?YwB=HE^(6iS|W`)oTnkTo7@+E?Ywx{nsb!pIuxEz&b|Yb8Pv4yi)=JZfYtK zgr}&eC@UU{n}^5R>goxlL1{OEh>sw+w_I=~@k~02c~a5OucSt36jH@Ub0vBc7;ufd zqfA%Z0+Z#bt!->}XDex~WimjEwA$#psu|K;$?cJAG>T()7iF8e-Z+~1rPKJwYGz<|hx{kYkepjMVV*Bj6O8ZO)IWNlbCD@5Aky&q1Db!T5+7`a54 z{q9))gmDs!L4jt4(ND;eYO~M754E3|+rwGgmxuFS*Q>$F@&()r(0jxC(CBsJ zu(uqJ%c8j46 zFxcznbaiK^Clrh38f>b}A6aAha;jCTWsQI-?FpcAYs$Cm}hw>5==Z36cW<1K;C zLXrY3s(cE2;8cmu`o>1b>1My>>~GV(zvxA0%HTHf*o-sQFE+Fk-rqP*J^ei8U%2;C4{fj*f=>VG$Vhf&jMYG5+vVrE`qR zZ~a!IEH4x4>}MMVrC1C~3{LEp72`)uw@scx-k zrl7mMt7~^(U*FiKAXi+kI4E%%rMj){?d@ZmP%!hIL1DE#8=MC`)89^R@a4aMxApe! z*5b+Ff(xbD24M#Z#qrr$`|xly*xf6utNvM8q>+R?RZi}^k`yC2iIeST2AN5BufXwt zPA)E}czN;srVV^E)JwESD~zR(H4>UQpJ$+gw?xsY7ToWk3%{ z3;w?R<2$o~z6GX2Ku%Xz!m zN^_;4rEut_s^??uFq&)+W&E+3$MN*^gwd|HRR9~l-W9TyprJ1#1ObH&=3urmIA1R5 z`ADOu>yrC+2Etr;WF!^HBOr;x2Om>(aCaFB5rVLl!$)IO!Ir-Q8s_Dwg~e5%9Ha6F*8S0s;v zRZ_kiXOc$~46K&Rq-o-2WsjeKiP_n}BVA8cl|VoeON9e=6)6m9al zNfvNrhJ{C20R^9$k1vH;ukL+?kwnwOrH;qd(cpHLZ|3c*RguADHi`?fHnYK0t(8)6 zCmoogc8jKSQONh7kCEu$DVV(U@ZL95Zia8>^+hL^GCNkX3t8*?CF>>7e^4R4z3T_t z_2lwWQB?qnO!)ahbyaHgxJc%6Q^7sJfsuuK(W#6$W2t{pKT_L8Ix*;8- zLy3MKRJ(ff8KUlvT6GPKQqTCqQ+Vt$^W~s{&PdKkp9$xyZ?>AHQS;h0+UVvGf3ktG zOr7PO@EuViGfTgU9}ZYs_b9vw>Z(jM^P{Hz7a3^XNNyF@WObAFdHO%U%xGG{m73@O zYaLFBUWSL6->eo5Ec>QdRfJ*>7V2h!m9>(37&ZEs zELWZQeD@pj8oo^*d4|(s?CeTDDJiMTgIO_9(Vo?K-LT)BZc-RDdGQJeR9cQxBWuut zZMsddmfR>1e?epGu zlM4peeZ2?ZNpH?GnQQr6)ALyu|1_w31Bqu5%ljSJyPf@klkvaqD-JO{Y`Y#D=CDH# z&VK%Ly_N7nZtcLre0S^x+>X5Q{V%Mq_fH$Xjwf`fNfjmiDSs8f`pSrC7-J^aZ4!l} ze>JqRk%&&UMfqW%l9pk@{-53q$AyAB1`;q-u`=8b)1ck>!jAhmS6UcudqDabf82<4 z1=!A)Sf95^M689n7rc|$2o#)tX{Y<6HvX}7q%QpTaAI3?A=D>lm&gNi#Imui(w0Yj8x2dZ~iX0Ez?=fr6R#ZJsnAA3~m?J;$<3ID&MEe%U&|-Zoo;kgHEWcM3fEwuC(OjvZ49q%) zl2&KZoZ4bW_Td<5#*M|ZBo2dvIR0}G8%JDk$1N65O3fu@Qr_Cn_055hg8UPflP~#l zSpR)Y-nxeIjfL~eJ7!7cx^jw2PmMhN-7ksEasxecV{pkjnwoe3rgY5Dr-52>GRU(G z!)m+08}^zZ2qb$SAD?1S(JxY!L>{nNSXe-|YzH|^H5vgPUZp@DzoDTanbT5b?*zao z70?jLCeTZO|EB;SAxU>POOpBFN*&VhaL%^vKk&=a zbo~Xq?eq2!F}+5qd>pj`3?8>N9)(nt*UCM>C^(FoEdc)1xEvCII2G`S?|-Hlr05zwmuy<6z zx{)&3TD5Hr^KFE#Ofpvso<{}t_j;fd2BVV}fKP&v&)`o$dQCr4?`oHum-np3A}s-BA|(TnEufS z!rH}*J!Qs+`V03m#H8oT$J5#Ek3P)=_X~|-ZI0Y03-CKNHN5;zJ1wAAD=am*?rreR>E%v(1`g*N_2SUs_oFoSpTLuHM}P(PNd46ZgyBf z$h$ezJ2NE=O#&`e+~D&WSHLp|osh8i?aJZdAh>?jXoF@SA!pn3-=_Vv22Fx6HgkVg zCp8RAua8%C>s=x%&4*P=w7CE$WImj^xz-tu&7d9uhm6B&wB@PUd@mf}mID zWH?o<1<=9eEV2O)fi02erORV!2+N=3^Bz?IQvsfWg%)Y>u!N3%oSZnp>GJg(J+?{| z0H{Q+aTkawRy0u$BMN$P~c$!1_OEpF+OM?0b}MEIhE`Ws2h!IKkB-KG z4Tcb9vsjk^uwc2z#iyZkKCujbXVAHe?XgfkQE@Cp0~lP%@5Gm?>`Sz1?M7rnk7H^w z&K_^?Q0}CKzh_u0@wi><9rAu4&uMq8;qIs&+`;TvK8Sdn1#9Fk)9*i~kh=sMGm#Ekf) zpD0-S2O~@{{kaqO)$lGM3@QO<_PYT1pJj)KhkucRLqY`q3b-CY<2G*mA%E%M;DA=O zV1S~mqN1X8dYb3r0&HMJRMdQ%`6|Ew#D4qswn)7snccLnaxyV_pm1N2&2HIrA)QF` z)%yT~Ozl`j5`}+|U|I_GYi&0~eFDFrw= z;{mAs4b~hQfmc_B;I|W{dUroRq4E|*z;g*kikE2{G`S2F8Hssv86p} zFIoa(iAcaD0sufZ(>`o&+l3yGgtLBT6)qOO0a&QlzfjZroIf9l@3h@d`#Q;O^`}+L zfz-b%WdB-L#?sW(1h@`jbo6K`_?`2a!Z+N)DUj++Nvwaz)3QB3~@>IY4G#5rY6<$%chy$!b@jHuom;mt9QrKX}z6 z)+r(J`!=mtSLpQ@-?J$tP9z&vJQ5GD!@0lTu+i10zOBzn`8+i#wE~{x>Edy%*24@txkPALGSAZN31F@6oZ6-cE;Q7UCy%e3Doq(=F*7v^n0FQ$Aan}Ll zIO4_dX1Nt~1IMFbq4-k$G&9(sZ{xy|^O|Y$_J;cpD_*u(GjjpHu0Kwwc|B7aw|44f z?#nNTDlc`PW1aul?P>|q=M|VsX=H&u4|B}8E2S;93A)NEt*WJkjrtL`UpV)OJy8 z2b(LG7d`2qSfSavxn=P?_S{W9`=8HrVYt%9E4c1RNF%cgz7O{I``6(tO+5f6;qf_8 z1|q%g>lp+07Vy=2xvk5fshio=mfxEfLj!Ue-Mqsh2}_iM{w}NSkm3CZ;ha3&vc|w^ z`HBctK3+;S1XDF&=raRzXn}Ab{%kQyKJqr3rvdqs1OTaSQ!#6Wn;RSAPEO~r-GD?n zK0bzlB9Doms=gg9tj!<#Q24Zs}JR0tZQVfh<50Ga>Mzk9sOHv z4DE~2GjOlzd3h878(A+kqyWYfhd{%Q3aP`22sR>bj2_z=`S!`8^=*}QYvfMYw>qGk?6l(bTbm6UV@i<4BPg*RAX6&Cucd>nZR#rn<*4 z3AyYS7p+dAux-=h%uMP@-ecFv9mSCOv=|Al#RKYfBRuym7R_3m%Jt`ccb_GnXF664 zl3Xlu5dNb%4;@CuXWGXnCo;q~kM+JsnE70Q_F)g+`0klLQ4qz8m^SA| z*shk8R8x)rL-xJom}^J&CJzK?aHZs{E{qZlvg0+7x3beeBE2&kw)SbM5SbxC9Q&*C zZ^ZRr=5^nDvQFT`U+(fit|ubrBXr!qG~(tSf9~z)(R=v0r~hX07R#OBUssf}aHz9N zq+9vLIBh!4iv?p?_QTJ)I@r#J{uDbBd)*i5i}t=AUA0W#oDi%JTJnw_xY8SS#4^dZ zcK69tP$UcBGuG>wwtM3G6P4x?3gsp-K`WbCX(IfeldE-XzDFz8ZTq=6|BP0rUigD{ zb>T-u*E1)37PK$hOIfL(FW!87-cA0#NhsbHE%SoR-1hAJ;$=?t5xbKiYpWsKpEH&& z0Ms^IM_~73-RYp+tO+^5Y2{emyyYHrxag#Bg7uj1)2ee-`l~jaxyL>3U2R*MvQ}H{ zzTv?#zs_l`e_uEI&}=@khXdXwfzXE6O#cEr#-{x}rTs7oj_-Cc<~h*TE*23_MTNJ~ z905Utg+}mP@Y4NExqjSA&H57aGRjOl;K{7#fvGB*`MEKYTlJSzyLX{`Tb3fIxkuC| zM`L-QM8u_LDte9nB$qgwH+Lf@R}zC3ypAs*+CMv~z6plaz`%Vi<8RbyiFu48>`Z8M z_hSDjI4EfB*9V3uQjts#>xCL9pW$$S{aL&59Fv%V59{wLGJ%3-_eyHi`QAACClr{% z*k}vB2WtVW)}BtOkVvJihr}h&AN&8^;+Mn8g~=G?1B3`JE&wL9OG``fbgI-BjjQd! z<9Sl($m%rYr}tr~&AmB)8F+F2#B6lDkc}^U8|U}VO|3X0fp2P#hk%S9o7?N{L8}#K zTAKLV>8kTvH-27Cvk&1NCa`f+8Ae-2?`3gaOw`LhU1M{t?~#$?i$Bv=Nnq591qB(Z zubt|K*SQ2PhHp8TL70n+OK4S#NIq!)&HGkg=*}-)i!hDWJ}9y}#`-K0d1{f;Cr>`I#HrC zUCb34V#0H^207jCqXHY{d0wlZ!FbY-(IyVGo71#>@1hRP8c*aVW^}~S6@6TKweDYE zS%^f2Ks9LjpK6d|`8t{g+lfD&tv||%-fLqlJw7z`;NGGNPOZ*O-NRZ~D;_R% zl}a=_3Xl_3BRx)dUpOOqCR=tQ$00_s__vI{A`Q*6^VAi*{9S7=Lh!mw5=eml{{ATV z>|X&(4-^Y&BgnpmAcP3 z4At2%FgO6H(iQab%Q!Q~_{Rcg1 z0B}`scgvFcI#Tgxvh_z-UO2t*={)186@%-;mU$Yr#gKdNm#7AXgP_-jM<=mv4Fmdf zP*I`i44W^thEm|S<`85SRQF(Zu06p?2d8d3V)Kbh<*$o~d0wrjoUV3gLD(}_6fYEB z6ldR1{=k8mx{`A7291VP+LJBdCIHRDX52NtutWje1BoPceKQF(tf}%5Hiu%-sYf#w zdgks?bpK(5V1OtP_wC!q)lc9G5<~iP4s==5kP)up1fGyNkM5{93AsDFxDQFo;Pd?P zY0QovRw18V?6<1Tnw9gV6Yk{3N{CQ+qC|JMMjVhfSTfOE<6J6EdK;?m@vNfs3sXIx zHSMUy{3EIorR)A7Yni;6AADjH%>N$&NW5nbQ zQ~9Tt9YOCl^+()@X41@O>&=~6I$M$mhgfa8;RMqiD$fVC)$9j}{)U=hL*po>y9U=c z3AQNF!F~`)B{q(Bxg3#8z=cZ5zi{~ll`voCFuKL=8oAjms3 zPmaajO12dFfmzQ`rKxnv>I|mwI*kHLK8_M|rdYUtB02b6xZI4FC>3=mKj#XbR(~?W^~@St zhA!7Atc71IK8(TL+$SJm_nkR8HcDjT{;R}K!zP>#pRQb7SW@K%2KTX<4hQ7|mRlza z?^UZ)tfkE!@-GGuQ^cfAUb;JOl6_Px$RwD@Zf3tJl>cCgxCp+&<~aTu>5{3 z3>jBYg3k~xD?CRb;<{-0*=Y!el98S5&3&o}UCAAII9XZ)UsRD_D!uF$DibjN6`kYU zJH?9^YuKLr6v=-z`?54;d%L97V(l*5(W`M6g$jwc9E1emKp`i%VJ28mC=PT_%|;Kd zU^L>kp`j??Xo!iAH`)CSSpBcP78?Uiiw8P&eqeK5@w~&o=QjN`<^4@b&4;93YhBgYp zyIJjv@~R5=U)(HR`WuB5A{9q#{0^GiD^$ZtZiCxgvd!;r9}!(C3?J(4oyf2mku%K9 ze<_>$*_e~#HL)gNQ^ICB7q>7Z=y92fZIEGSbA%Fy57{#?4i($*9EYL^-a%kaZ`CJ(G=g#(PD=Frst{& ziX1@1a9WJO7#J9UUe~k&fV6>KAN!@ACe!d*EPVfP4Sa$Nl4E&v1pUbR zzCU^6nxAdqs-~)(nC26No4g-+)=;jbGSG+pFN|C4(Nn!%a4o$^8#t@5Vo%Wog2lQ< zCd^8G>EoYL&55=Tp(dzGS5~gnI5;?x?LnwOw}SF)UT1?mFyaytqu*t)paeOfxPglZ z{^$t?U(k(JUteGC$9sRVV6^-yE~_a<=n+3v@=0DM0C}=wdKwqd?x0dd^qTa|q;ckr z7b-ad#b#m}kbXd1*D5E+h%q;pmf7m*a=z!L^ivr3ZK-(sjK6`$zm!y|wNhoW5NR0f zLpyYDxuX0MO>ZBrjD9CGo4daezqt2WkBNwpD(Bn!s*j?%(PvQqBAEX=Cc<}(erzT+ z*;u1+tKTp^{08WHa?5Y-O=*K2z^(Fs6ZXk`j?|F^Tt??Rqw=Yop)zsQZ0@HfK&S5p z$|;}cB_r_17`OO6JD9JI{_%shE1Gl|RCJ&>=K{&$5Af{Z>bvLwc8wD9@+ehRRe*+P1Bdau99Zmvj(cq2TkJq+N!o0^HJPjJ zBI##a0@jz+VF{VLhP;5v`2G-=?D~nsMz(5|>8YAF_KsBG1V7S#MPr5+r?_}EpC!kE z#jTHyeAiU9M?sQBsPFJA_L7xWqOh}IMa5LW7jny!1vm>pitFm?!t?;+0D#%LjUEZW z-B1pQcNmY$1DODL)MP<-b_Vt0Y^i9d-$yx564l7asK)1kA0(uFupHR5?_vC?6;fZ} z;YowTYrOBc!J~cwJ)RM8&HeB@z$sVhd3EGV{IqWcy7|}8=A^;~>n@RL%|)D-S>M!R z%lB62`34}XO%&_y#%f)9@gzwVq$d)T@u54^SU#VPM ze0YhB{&n>*Hfi}z{kwHc15kY^DR zB>QuNc8dE1foFQdHrt{>I1B|DVa+Qoxjdg#Ivf4+`!Rb@Gy7pO($nQZHQAXeAv~O~ zMt~aZbenyMK?sx@G%Mza2KwDm^Z>Kc&uM+&!T?4=phDfYa0W4Gl#XP-gVoj31N3`e z^N??{pC8Qg=g(pOP*sJ5;OhxE#yYDuQ&Qic23NNS3#gNLsY<~XDE zUUot11h>t{*6gjV_~okscV#->s0jwcYI#FID3?RiTTN3iuf<7|hNio-Sf1LydD$Ua zCZ#ll11%=(qlHSOK)S*g_Hx@h0bKC+((h~_oy=9)qdmq&|oK)AR6{5eOf z(#(3M+<#}s0w_+i<%Y0>sa)-yoq>Yxr{%5?eLznD!9&qT4(zZbGOCmeWV6bZc4fRs zcz)k&x(kDSo6F<-lci`aCo>H1zAJZDK`DbTd@SvIhJaUUs73g7-p9E*Yr$Euwd0)X z)0m+w7p2T<$Gmk>G*o!#{W?=(V5j!Z7LZ1`j#~qO1IHB+5rLsrOz(kuMS*tF{CLYi zB^&?oWUUhh*ur9g4{dF8GcX_k7Puo}vfuhY_d0Gx0Cv9De&{0itQY=mq`vntQ0ocs z(rN#(h%qI7gN@NEYa6I%v^c?nh%Tgb6Qp1=cT3ed*Th526?)9V?y+rbo6bRF$AGg2EZv1i0wrtUH z`%q$d>GMdEd3STU4iZv%oin_P*RyV%0B5ux6U2Kc{b~%>pr8$!`xnl5l7&IN1xw#K zS?+Mh$DB^(|JfKa>oF{3fW4IvDgha|?v4clfu<5r`@+{Nu)rk+{6WxWjc3WN{Yyfa zw2RZ7`U`&%FNvAZy!c|3fP!ZM_B~0<2M>4=@Lh-a-KUQIh(BJnWVcIr(|z`4BH(W z7l-)rC%I&+9;E+w@pI45Xs4Kn zTnP6~(*IUd&`|^g1b`}Sy!uO=vR+zN{*A>JXB2|X_Ye(B?Ix~R+_3M%+~bIJh$zSe zU8Pp_ZUW|r9xoK&?r^hL@qSF99}J4jJum`ht7*n92x#ry-Bc_hPDNkq9c=+%i9Lie z%^>5dt=nL&Pn8r?>JC{qCYg9LCzRt%ZU zkB0S}ZFk*N7C#(0=Gy5Ndeje19L&5XoIk($Q5WYF{4NavgNS6{x+DD$`XcIu)NvMeJ@H(+dN-WS` z%W}(C3uko>RaWEuUSUP-g>O1K=uRvv!=0CXWuQR?D17Q?b}{{I50ZX%3ytquf?!G)n+B?RN>#7m>~^?l#t+F~eq>F( zw(Zwyn)OOl2_(A7(V=QU+N^NWBA?BC{^wo}7>^Oqh@hew46p#NZ*7^)=8A9BI=MXA za^Igb1;xiZdA~nqNwPC2SiTkR=n6g?zt~qhIeNiV_%=#+cWQgQ4p?z=kiX2jAK@G_ zyk1{V>fe9&E=FE-IdpbGWcw|T-BLO*0%r{i-$j6}0Sl~K4%72|F8PL$KhUFD18E=03fhc)F=s%y!%9@XC^?nV`Qs zuoYN_)-SY=B5ak_i>yOTRG|G~>=6nb-9a)>T!2-g>dbh!x|md4v;FPS9&Q%V@b%)l zCShF^yzBbS_iMQgn;WVblhSD6fYA=6`JuCm0uJn+jJVmxBIPotchIYg{#NS~2AXHb z?aPvv>b@K)`{s(P)5WhZ>aSY4rEV2xYn<*d#i~(Oy$;;rr8-9n+XywAuZ2y1yLT8W zpP=aA4fxBAHf-#-(H!>0Et3_3N*vP-rNLvI99NICiqmeXB*lb*8Zhts?ouO}L<1 zOJpP}&`QB3=|bJU?iZ69p^=fM_tz&dfDugsC{X9OI7Tlyh#BxO;6O&t zRxh-juvn&AYNV8eaNN->Uhv0- zXgOzow{jhvGaJgS?Om=jNi797@(v45OcD~bmMCHYl9@fv-dL)5#*`{o+Wy9+GHy9&V1ai#UC@0D zn0BS9U05EO)9U#l}i0l z<=AVK=?<)I{%uDJXaIj?z2Ei(&Wkr-v;wvWBW8f{(S>o|Oo_%s>J>{3cK$j-){1tO zZrx>yk^E}A9_jDBHhPaO#y+5!R{UBbP4z~aO4O64rxp%9DH7Fmxu!P_-!Sxu{&iiq zRcWC>9?J%Gb#KG~WK1?+UG6+oM%me|nkR<)t9gNL(G^#ot>Abm>Pi#0F6!M>;7i^{ z+@c`k>?P^)W6sK!bsoIRdtSB^8K`;i9cp8bWl@5m#BXFMt9hd|%2Qggn*^!#x_>Dl z=Q&RK@zqf0;#i|Wz-UXdo-y={IbB}owQjHUZ=e6VRJdv)rP{N_G}g%cI2mJgU9(}T z4*3<&0O+Ea14*a|_1O6>w#|RCf99^+tJucIa$;M7p4&F+1H611D;}y>&7Ihku4enn z{o^@b!}B?%V5G9|p3Bj{?-rPX7*VLf0$?b}jyJ!PahS1~(4rK83NkSW3k~*BEu_s` zQ=9K)KNNL_H!ihQ_^Ae++i>FJH=7GG43}*vKuFH#uV1@WS6R3zvfLtyHzyP%8Ts29u_>VC z;!d^{=ckxBJ1I1r0ILZoBk;6AI6?h+0N7y=5QKq&Ez`bu86j6-3j=gV`6!;kk7aD})dyLa{#LoEx27)(g4Q4YM~TKm9>mF z1SmJ?*6R<8uFJ~RwtAIQwB-0Kr?PlOO}FtqMTQdx*YsTcPF-{S>ylc4CEpjDKD)>% zt0izvuw7boE8G(Rv`cGK)|)L%Cj)qH{4YMEEV;Am3T(fmdtb*F@5Lszhu9p~lkFZn>&q5)#I=Ao-bW~) zqcHm_MhXz3lq5VV=@_4;ihIH25%6b2M>UMhFp|V(ulvTE?${)LdG@H%OAr{)o($hWhNocG#b@ zX?jBPQxoiLs!3q-19N0xf)9g~)DD!?4wP63)o=6O=V+z+K^bDU+9*U(u8Toeg>oi- zI*8TRWY-9ZnR>F!^SUTMIlqF%EU*6Sd)z_Ty*gqIyb8QYveT(x6L7c$vVT65(KRSH zSBHFZtG6)5#&CClwj&0P*{hGieZ^Xp?0BUW=clUp*wNZ5to7}M zl&#dlcdvHpiTx>t_9+)dwgT4mYZM>8OXS`l6aJ*#0m9eI*>6jqKMBv8e7S)5>*@b^ zQmmVDzS2j^OC&PA7~SVQp&N+TppP9Ema4m?BOm^^Nk6g*o&y<801*)pUpF!&Sxnan z`(35a>OdwjHtn8lVMUh8LN`zQZ8M2$#;Aa#BkldGNLfxJ%}v9aP3JoZ^3aR6PMeW6 z4tqE07VbF5)z2u`4{w0q-K|~=AAW)*^sjSQL`Qhf8Puu1!Dq-$!1tT(8}XT$k+e(! zfIw)T5|(yV0KPHW%_)k| zbN`ZFH8rrSnlYz8v^$m*VuB9EfGk8a0D0l(*C)f?8Q$V@!|zU z$!%@p$S0pqSI<1MRLSi^yA7_lokIB0%b1@No*_Jx|8QF}@JT;3C;xG9`Fz>=qR_(U zuG@f?{PZRCr$F`i`c-LFj@miQ?pngZzsWg!At6xSzX;cIJ;AMe!koLO;)Vu zgwpVO&Txi*_c7KvKQ;9)H30nwLOEVdkDTf)*W8=H@2Q~5E#AQht%bj7^IBUnsm^BW zoyg#H!$wyd5wV@lddeTc29+CPHavao<=wDf36>OjKYfA7ql2^vcg7#!?c=s9$7;MH z;(3M!VdU#u?PuepRsE(kccUVoH$-kE`R|fPGJfb3Ke!-iD3TQFK1epq)Qj*rn(9h7 zWH_ar)OS~|j=_JbnOGUG%UZL3`g#^NTpTPR^u`x)r-|q^#r&6yN>~hORpvSnj(F#0 zPr)8(IM84elUkRc^nCC4C~|ouP~3O>w0?b7UWi01r-p5hF1|n^Wua|($)(D0)e}=G z@A%!amN1HuM|+M(q0*tyXiHL}6Oo)e&pTgE)!4 zg!X;^h-)zWtX|SzPR#8Lp`2@=-wQV{Hs!MYwQX1acx9+Sr9r8ZseoKS1k=}7Pep#N zg39VY)##Tz_Dk-4r$7A#=I6j9eGf!GV9}2U2KY_i$HVI7)3tDxM7Iplmm`*3M0aMe z^*BSFORX_HxIX%8t6C+>99zeDxnsGS#O0}mkwLEo1+#PzL{Nf1m3$l-hDRI@%RM%I z&-QSgtE|y`Nb!H`93=Dfz-_B`zT1GnEr-}DiF-y{sxYG;{*or+JwyH7GIHc$>U)G zOU#jgM^ctCF3tb(0<@1dnp9^_?QqJYrOI1~(uQa0$TL){!_~i6Ua8J6H%FQ{g10+@ zDJonZq0-4S?z>9TY{xeE9Wh zb1dLk$4kJN9dT5-f%7xLFgj^KtwgV|;Ut5H*}ZT8)|C=#;RR8h8bqZW`86Ec;1`Os zY-Izt2SQfg+rM+@DXnpVf8T;z;?^@#Yj&#DmkpbB`_XRW57a2G)-6Z!qslz+(&j zXc#4EVYYt3f)lT@<(TdgjE15bUCtd9-m#*`($GKMtgFAt%Uo zg6awE-bjSp)^C;Ln=^`3eva&4L<>DCZHo+nxjxNGGt?HW0P}a5*tmrtXiksnAyDh5 zkx{*qklb)h0dCY4Fz$GhB_SoXesqL(JhKkQHmRwo;7ZiPQ&MIr zwx7zNe1xduej{CHHOuf2~9=*kbM9%bosYKqy#%I3Gz`t~l zMhxZvH|ilx6f`u!fK`44gj?`O9xRp`_<+U(9l%~#&~3Uq5&%M9sBC_&YM~;S|A+N! zX?Y6F~(uJtRCkUP=7g?2VrGnTkU6QHUY!Y!%o{6WU@sy0@XK{ z0Wy@5%X!oB_$H&m|&KGcSAVGbR&2JkYj{}L7 zzz;O{Bh_{W;7<=kr=;M6k%G1fPRLdR*c4zGAV{&$7(5H8H0}o=`6$?}W<%*R;{^(& zyK(o$y*)kG^A&(883S{?Fg{NYS5m@fS69OjN%F6(>E#?Wv-O|wr(9m|T#Xu~3q?*J zQd0_lm64)ZU0-Pr8)7Kud`OBS^$pQ5GZ(s7^Nrams(GVdxrfAqytQvKq zSn~`*vuW0rGiz^4tX7Kp&=mN~2foDEcL%o1u3mbuugV&KO4LITnM{@oaYS+h#@-xO+E?C0J6;=O5{ypl|`A)v>KXhn3b2#^Lr7I zRAR3$Y0YpU#gb=FYVNQj50s#4ccX9TrTj0Z-U2Git?L>_P`V_fK}5Qxq!k1d5v04j zyHmOm>6Y&9xIwzRySuyL+xL0j_aFZlXFTVO@i;E`eO-I+wbop7&UM$WPbgp9lS4k3 zucxa$atdDF2zYss_4V8wrUF~W5ttbR(z)4Z?bMau0)w-jE4{b$@safeGR}liD z;$wOeOHA{Q<(@~etLm-H$RC~vNj zTtxB4U<%<>R{1(P45W#;=)gjjlD-w^42G#lnMl%6V1&H~?`d+lH0N6kRYWSLCy59C z3v0!H*FT)JUnt457@-Acls#B|OnY<*DY;ZvT58ER`~A+>$>6Kk8<2BF~}=JO&ceCg*>#haZt zQ!^fdZ)pak3~tr04RSUObk)ee5WIb%f=C|R`=~lSTfIXeF*vYuzY3dq#Dw^FDv!X` ziGeH1;>G*; zZ{2p;ms$n=ZM?AKl!4N`M)3Zf*5JyEM} zDQcAr`*rB^_D*dn#QTLU+Fa@p#w;PpdX2`$^uDzOQr=+Q(9*CS!aMRWx0KK&qaN&) zw-ev&p%hHy^?K$EcjjbRJC2R-a5Om{@Jn{4>UhlG+Fc&pZ3n#W*6RK_qW3v1Y~*B8 zC!d@`tUvIdmZZr054DDH@YSabvCh7j8SkMl7!i)=`drcjB*~LRoax)q1WI%Gj%=7I z8r=iShBg;V(gH@eFCa~>o9=&UoJlyt2jHkJL2i{NldEL%wQoTGq^nX5lGe3ddVeN9 zUeNggr2o-4NFzds+AzTy!NquFIoX*|;7)1PV=N(G2kNM?f5}KD1iG zKJH%)-@oO>bqMoMa{c>6KVnL$^kz7Awme_CsrrfG`p<;hqXAoL>9GvMIU@O&Z~whx zsc*THHYfX=&>Nt6Q6p=71)N*_TFRsh8U{3tJ`8O^mZniFe=fq*>(4?T&D_!c91GP- z{hh?8$+7Qo#QNZD3$DgW_Lu19p9@ta|7X?g&{dz}u+PpuJlqN$siEflSmrXiG-;7J z)mc!CYt}ih9z@OK^*a60y-gxV-CFDZmKqKI8J1)2;r^}Es*N48FjtCj=|4vb)zLDO zPMxIhh~(ml&`Xgf1Dp*Hl^U-b-dbmm8>PgTc3ckMU|wpVZS;TF9P2N{JFaySWFFaP zKY9H0HRM;T>tB@+ouucTL8mSc*B4@{D6j!F{|bZE%LgfaF}wa}|Gqst6S-p0^wuZ@ zUk&5LVySP2@ltU~$bGB(%$$&W<9`@w3<D(1B<@k2|{;*OnTYv)>`c%bu7y2HESe z3E6`>;v+cW-Nc5_f}4ZzY6mI6K=`Kg+MlrA zt3Cemug8(4vJ8BuTYwngTU)){t=}!$ZSc<-`tj@`a{?a-dFjsSU9GKYC(+ZR{jY(o zBU`^xUkSynQ2xWt4Y*N?B0*H3nI6N&zOnA*1Fv-Fqzm&w)1zAMlC?R-Ch0YT*xyl8 zrD=1L%M{XaA!dGb^x=NhhS9&ZpSPuk1~v!n4Fe?=DviIQBu>)sOKpOfuJryBSZ?us ztwovZu3J?-_eCmCl8VP*nEDt6G(DV1myS=0uiW+f;Us_N@(>hY@QV}0h2a&P|Fc}R zKi6~``8)C`G@r!rg4n3mF7QkM(gR1j%MpCqqt@bcZo*dkq z6z9wX0k?|38DID0y>XF8B|*yGMOF-LGx~5QZ@S5SNNYLzel2PNPoRiM-beV~CRzod`at!Pmh_Tn?EVphwYK7e z!?%bT+?tT-$2A4+1Ozz@vqJBsLTm#-#?*tcTxD_Lq8_*a#sai#)FwnI=fN4g+rX^wZqrj^uu z1TFS377wt)!+zq=CpOyTS&yDh%~&aYeNR6&dn-Za{|oxD6C5^oKBId;ya~hHb}yGC z1{fK_)MW&UHTtOy1+?#r4=?g&eVom=wYBej(bU+L%dYwJWbjnNoc9RFDmYNpJYz@V zZ1;rX`*4X0ZRo|s+Baby*6G*z#nPV0`} zoP`;TnG1s$^cl7aq`vho2Q1)OSq8G6E|O1w<@~k-ClI?Hc>J>t-YeK?d`5^shr(o9 z$BkMBXzJVi@@TYsYD+4fu}K(Xw|j#IcKOt+%HV0j(5Fe%yK?*bXfo%zw0B)3e}H4N zwbhM_K6YDh?jj?INC+YzYBbOKyb1rRk%b$}!v*2!A+}b%R(+I<^PBYcSyw|734Du7 zf5ebI^!0twhTe|R1Q^FltGQBwU89Sc6Mox|k@vSNHwbdog?)S5itF0PryC&`E{GZ! z0Rk^$keV*I*@@IP2-n6c2ne8euLy`Fozd3p= zXH6FqQje)@?d_ZaND?}SXCpRK;soov**?j4=}nyfgo(4n#{5fqjY zWlDnQ$_=}2F&lg5i@Bx=T_xYS&4h^qW3sSCY~u7bLx#{M9e6MdB*W17M5ab!mDO5(YRI=YifXqe+ zyw){>+;NlJ-Epa}q4i?N#i>Im4h?d^RMFc#al}PYsg6o( zS>3popK_?8K!`P$&d`SSW334E6>c%4sDeyA{ zpd!1)LOei$H#D*F@dE(@4E;0k@LObp0Oti1@-|>YbGqK0Nh99t&Q1QMS(dlP=5j_` z<(lAAd-yO>Bk|kP?(-2iVeb1ChV!{0U2vYH(1%}tF0-VYIDpX|^0Iu+MIUZaYaRxm z;6#yGKPaNVJ3(`Nx~LZ}peY619G)X}!3wf~hR)Z|4{8_lhDim8hETxF zh5|WnnXQIXc;kQ#metjPGO&tFB5MGAZNQT?JuAImt_Nk#ao?y<@?3csJV{!vecDqO z6M~nk@il&(<=fY^uNjV;k`f9uh|(Y42@lyC4T_tvTZsP) zw0<=Y+ZeC@y{Rkde(60UR~SGeaNT^OQIg(15!$6-Y$-^|`()6#5#S6VG?t9yhqL_> zR{hypa8Y%JEfiRhApyVB9TXDMKFE078=jOzbb5LU16)~t7SE*>r}Odg1qKD(POk%0 z%#)YNmxkap^7X^TtPq`IVQYU>j;@KpgCe)&qG0FmN8vK|YCYTQLH7JH&;u!mTIuOt znI+wWJWSZT5!fYl-dm3KPp6bFoA_7z?aD^bg2Q(V0LUlm2-TJ%nS5mT2W#N8;scCt zo}Qlg+-^>GLvS;aze|a0O=r|A&CQIs&IN!{&QtyPR}Wk$Hy^wsuVanfvQTlb-wv#e z*=xPre<&!aE`#T_hDQ|u?R4QP?lW|EXXRqNu5|?8gL88WeSd9D2)H-GfcN^5cl+?) z=IUxIXmXqlhlGcBEiOK4MgRk?=fj)zP-1SVCKfd9fp)|0A{%#2IVLHkGa_UwGE-q3 z#J_S!_9xM|)W>OhbC%;qYW1wY7U8VR89QobPPtYN=9*GosT1+blejWm^{$un(l zV4c<3LJ*x6xe z#55^Q>f_=v(BVAji2Q;ZZ*4>88FVV(2@l}cTk~XI(`^4G5BIPEjiJ#n>&&DK@St}= z4MaYG@B_X*)DjLLh?$nl%|)6mse6-!mG1WrFfJE6tpFzma+t2JE`Q+M1iJ#v1p(*{ z#aUqh(R|30)fyPLppx>%7Zovp)`%o9Bnvwi@uQ*khMj(Gy-KX^AC?YcmTsJ|oeR4z zdPI7LzDTp%)As|017xm$#c)>lh<2(lH6osWJOF|wtva+W-x+T2lh~hV2tFk_ok${n z93pVj03Rq!-5+x}8Rgz%Z6}9=-Srfg2c6jBz~<|aq`^w_ulM@Yo5jv0ay_}Lb80sg zxOoy<1GFrRDsiDFH+FY!_QAnZTV|e(979)9)2$$`K8f4(x6lJT-w#t?*y)5I9KNKp z(V3p7iMwNF^EW6z79y=X47w_6_UGCH481Bfg~!aDbj2duZS5)&xu#P(7bbieg;mAD zB^8K81r1tsog%)KhPOIuCNAT;3yok8I68YPlAR>KpGtm8V5k<$Pf7dR5G}{P{Bmset!|p!oYaBEYYdR&qmaUv&spGy}Kt5f| zz!XCC`7e=||1bC@hEVY)DK0-_&WodWF$HnNO_!}tp##7{^0`4|fs^kFOKk>~QS@`n zoL@7aSfTF5*11~558X?m!INt{w=)rt-vs+X)3E$>5bicZMBa;vot|y%%9R`$AN+yl zi818#yStN70ByiC#}xVXINsXzIyFhfw;wm>xT!5a@JnpdRJ^2pN{B)LbZx((MF#GL z3(38LySQGDb1Ip@o8c}IC0#SE?#u|b>j|~Fx>{|?B<| z&mVR;d6_$){V_v`9k zk2fdA-BPSvv?|@Gf8J>=vs)P>diWr_-#(2f#S+(jW7c$B+C5OOA_UPFKN?!7O4A0n zl{4WwQMyR$67hs(^2KcXn-!LV*_J1HIMa2@-)KDds6Th%K0dSgchoo@oMj|s zB(sB>*NUps8EDZq7_ge&$?W(y*max?6Pp+^l?2VV#F90!ZjZ5o3R@NZf5Cx%g9SFR zDE31?6L_Y$Px$b-@d{$5ptd}YpL6cEHTe^4$Q*Nqbd0D75zV2%%Vtz%T9y+rt82!I zP33wXQ8RQZ3e|oL-MOEgOBKLy4xGFHd7}00iAT7(veco%;SSFpi5yjzrgRO+z#ROJ zb>!BiFY+ccjeN2My?!u%Hh^uaMk(N=pV)MPv~3&U;G##h}W^>=aK0RiyaD;kn^V?Vc>(9>>ZiEt!^yLdVe?c$`$? zp^4=jndx$-^ZB9fFY>;IC<#c;%&0jF{V2nes<#m_7|Lws&cwYjfsAxp8+}- z^xrmQl}?Ylxvlj3=sL9)b8Vn&q5V(|@jR?6Z#uUz8!$%}4CF!Ly!PJUWm$1OF;mK4#6nsmVV93RdTw%=KQg);e77`L^d4qJi_?TJQjMC z+kV@=EITb|Cj8(LLrdRuCStV;c$6ydeh3cy(6>(kAJxDn?u`&mBSLNaOuZHQe}F7E znW^h~3;y+VI1$L9=vBJI8mYC_VfdO}JT|{NX7Vf1?%!<$$N(V%5eg@ou_Pr?NZT}c zT^V1Xxi3y3G;XwaSC&;&<_-@;KwB~(JyjxW5NKH!y-r+2akN%Ie&Bn->40F4-c%0f z28+z`C0wB!WD_j=-9P8<A;Lf4%???aleWZ!uLOd?d-dL{_~m-BdU;TOj{#8+$_!H##@Gc;XX# z61NS5s;i+c*f3DDSm10X(08^HDNz+$FMkhHQmLs(z3EtHF6#R3U2Ua#wx0c2v@p8 z!WNPF{b|(4#>T9yXh=LO!3|9S{TtxpVljuo&l@qRZW6f1CSEKgYt(H ztxP6c-;fJl?_1E=3;K+GTCmd@%tT+tS?O^mf}~xxZytyQU&?ecmb*%jDT%)CSe4L%{KL04QDmutde=`gF&u}MM#L;1HNJ(928^p0X>)s_a})DvNAht zx};3iO=0R-FxtJ^q5OQYbW`#-bSw09N;oUMr94PAO~~~GCwnSJ7lb(JT(-eHajeT4 zD;tMj{A-GP5%~9XsLc2JqJi8L*eU#j_UhGxF*AIj#W?;K2T^$5t>O2K0^y2+@gc5< z4WLf*a^1bgw>QF3$Weg8SbbA5X>O4k7`$Siy5R6D$oLX*jgRIr*zjw1K>(~!zEi=z zV?U=E`fqadS47|Gjj_+F8*a#IX;K}L>1&)1zR&M$FhI(b|>&ovt7uEqn zk+0B#$R88ZDtsv{N=p2#L?G_RBB%6ZiI-`)rz+}dOIt|V8*aX5(%66TmczOhCT&x% z8Bee67{)%fo#2R&Q&9K-cV^JxCB4lJ3PJ+blCEp`o<+Z&bell`S>nf!UoEA-NP$KG zxQH{SGE?}nAVZOt+&_4!hJP?|d;6mV|5XO1LBAmfb&PaN_&ZkK$V>I<^~0b4Hs5Qv z2#p9CjgdVByfHqqlw96yPb*ndhbB!A`CCR0>UjM`BGNw#C*M<2MgmQwj11PdZ{Kb| zb5m1OKdZ5^u>p~{wY@!2q-ATes1;w9WiK+f~KM<)DASnzO6wT z0X*RIA3TQzqddpZMM5g3XY#(Vp@{B=$*0#*d)vy&`1kci{cqFMY99Xc=V$%aA^Viu zj5Oveg;zTlEc-kr@OLd{SRI*h<_Aq01wd=mOdS0*pF~U}{ z=TRd81M>C6M@H55x?;TB!zp3^+QQxo(n~$tXr14&v7(?|`BVzd5<4Lp3>6iXT!9=C zr~rVBHXLXZLFEPv!%OJs8Egey6~3ZZ=1s^W zo5By7fCB*t2JL{n3N4Wt8PU9eNFAzj2I~Oq12C-umyPZAHI*+5di^~Bha^&B`@)^s zzJ^1F>5m8LIG9mki5px4vs=F-<-Pug^Gy4yh2`qQK>{iV@2A`ZzeHPTf7sLUH3ov| z6o!c;XcPMtslb4Z_xjD7E+}O-H1tdExVD8wcw8LbF#k0%Kn=jx_i!|4=itZ&3o&9R z1oSC*vFo4R*A^7qjU#{hN$~{~{`;y$ap@_TXE}D*;H( zP}_efNHjCJ=XSeu$Lqv(1&ptes0v`4F=Jy;ms?&9Vte?4yK|0Vz>_}25kowNl$wPn7%!K{Q{Y-@NJso54saV&#+4{iQ zP=EP{O1c?87xyL3#e7y4J?0tQB6mOsDB{B!st~T-QOZSzHl4!!7Q~-}6bdPUuU}qX z-owa4w*dvv4?(9hykS&XSzq^wii(OXWPAjk6+i%t2BIsN;KAL+Bo=7%{pe08&@(0` zH5MdVw2Eu)?|@XnDQj6jwETafNWg!TIeF?3+(@ebZacdXajkosT@s-9Su5 zobt&`lwrTII9Jq<@KuYF^vZ?e$`JyiD2|yxaX9U==2~2TdFa8<5M$|*2%0`pWb~>Qw=V)B{yw!#lo@>DwTgV$3O{M%=4;4=dMn$ zPr&`1^J(-xV{e#y|N9A2>lECn?QBJ<25|&In>&SkT7P3yvWyx>*2L>sU`oK zu<5Qt7W;z@e#I&Aw9dHF|3)mK&S8NR$!6Y?)5 zcuVzjb}`YW0U*m^m5tNiA}dajIj1&Wql(&!eA!C_?n(IRvdUdi$N4#+KTnRXnPlmY z0SEG__Zpjc=`=_rJ^{N4U|qG)U>}m4Oblg3LVd9Jr@Q<6QBY8fXB9DnMWv1)RZaig zsAG~FcmGbpX&srsxojd)Y}~F>4s`F%lvCvA=fmeKB1&69(<>Mw4nhx=D z;Tb_mO5;~)%dUcr&n7gH8a(AofQfq41DxDCZ-k#fBZ0|J|6`NA=;^+ z33}Fe_541!BjHE|EG8oG-FYD4pbR_}p20vZ68!D>xXgGrH#{%)c9V(kc~w^sJz`jE zVG3oz>Gx0%dbLxnDG9?s>LUjPkYYg=15Q5x4cEb?0IuhaYh6wbj!xii4LmV^R-4Ed zC=}B%Zas-;C=GqaPWfyhvBdmC0{%|o#}X2i){#MgI=v%MA!nZ+*{0WKlA0}O4Jen&sP>K zaA9!~{Qr^E0}<(prXy7P+mGS{qH)n-oUAB6)Tr(x%$L4_g_`-utBW!49k7&|1k@KY zQoYIPV$?vCF4_pE{lc9yy*pEDL!fOaHD-MBHSy&Ii^I2Db{@22GS4(&M-0~HT_;g? zCZ(1w&uBul+N;m=L0VVagiD~u#^$KL+Wq^!s${cc`_auh|Ky+vKX=p!%wb^ycbacN z0NAd-pA#Sue&EzOQ6P`T&j?ijn*cNNcA$@<73F;W6TaIwi9O( zbhnKB`Li*I&Dga)z05G>)D2CGV5So-5KE67beq(Kxx~lWdJ1-`7;9B#%$O_#n@{Fl4rg6e(U##EG{|7E&h0Pm z4xGuB!HtzS^4cX6UAmwhT;gNVW#t6QS7)|LoLZ3*v03Tfm~QN zF?xxVqVjx$h=fdB14)H=9u?@4gR)=hlYb!vscy6|AlS5)#@aq!zn!}z`*I$awt!Ke zmB(QMg2cbwnehP=j*w>iJAuc)JZQ-nFORodTd@J|wRNE`aJNYqbI5ROp=YWx!2nU` zyl~-{mX-#F>OdkY35ILIfFQ+gI)w`S-N8H>R<1bv8qbkJjtx=6-$XH@l5#xt(z_9S z(wz2X9Sfar_Fcl`8)tO3bbOp~iR88_j#Lp(^}wO0F~otS`j{#}n-~C{@rf;MG63%q z$}kkm6<8B*!xgZ&X61*VUdTOc2>=%EpddA1q;Ex}gMIoVmq-4ls+1YMCcBgo@Or@Z zw7xyl2i6MTzJG6DSV#u3YZQ=`K{Nr5h%62X+1}ty^7XvG*3kGl6eccw&q9AJj0+Z~ zHD34O4e3>U{hZd3j!#hb!wt3&j(UBg53rlov9yfH&!;soFaXN?sOad9{n8dmJ-zp- zsi|&&_6dC6!To_vC7}f-n}C5$Wx#U)NIPK=QBn1P+v+Ec@w?AH!DZ<_n3NLII3DUy z4GYHDp5UX=BeWxe{lorfX4F!zO~0qPPAE?;2&SZZwxPiIWL zT$kgiwhkVdg!t^Au;^$UFu|q`Op0;7IUxsWHZc8xx)cMm@GOM$=ke_AKkoDi2W5IT zZ8B%PTJbZ9+R_kMPLClaxk4`y4ql{wP+-!>ImUpgSu((m<-t?4&Wapr%?{+o(0M~Z zSzBQ=`VP#65(DE80Mj>_+twdY*?}1e0hp=;g|UIX5(o>R*&_;s*qg?`X(j>K-qTfD z_ptAwa+_QQbEzOW_Xbj6{iz82Q|u z$vtJ>kuEOs3knW~{R_Tf)6H7QM5!j3>U_m?KtmY_gUOA?8w=u8 z_X-~pXCz=G%m&NP@_n--;9^s8S?sI+FqQx~qC^dT=eZipV)FL(hJmKOU?!a&Fk3!Y zf+T@*J3}TPY6DJ7OWV=a1tp7vhFo~Kvndta|8$BT@8iOAorNBlMWhjt)xP)q;=gHm zpgX+7_+ZlW({#ek^--16*Wy#L{P=hwwXS>jn#sP&NqzK67!955U20*NPZYN){2f5q z0f`1D7UX;2W%~O1T7j8UKnWpVAeRpET&SDV!t*aRX`Cu+lZtlP9waGp>UXaw6)~vj z7)<2;3UNslnec)eKBOS}kW>*8d$)}TxX*v672ictu1)3|9`Vd zrTW2?pO5d%@xW!lnp~U$oa)2*FtwR$Y>!3PvDGkgQIugqh`+jaqmsKZ2f#w@il!ow zeo(I*uBbDd=T8#s48xx#)e!vHo7CPl{ZR%W@el`)ia9!yHNAGLPnUt<^ATxWuITVHfz;|Q2o z0j4j3+%^^10PRf`-$!iI1)tUG(#7nNMLd^+9%GroAR!E?fZGj@Jc=|sNUH8@K6!gC z1zFbO?S3@!9fei-BK}e~{0BK7CGj#{GlQ!Ifd`XEC#R-dMxyz?;HJAeVPcMt@}oFg zX0hW?U*9`m@(x(^AQu3k3z)kT0r@Jh!0$8HG!V(8xZip%)kT;3oD`3?aj9B!QQ#Zn zNXY=9*WNlgxYz`JcZ|)Wl0(4Z_X15^sEh}Y@`0iN^ch3IYyaQ&*Qc%jZGV-9{n!42 zTDm__l6evz&y=q(ZxI3~Y%sRt<-g_SmYe2i%!t$OsO^Go&-UxG%EbF+P!+}E?=jr-$$#F(4oje^MjgdUWKI?7Ta>#X{j|o%xuki zprubp0H_Vr?R{WiW2Mz+AeBD}NGP!I@q2*t7`Vl<6iYQ=E)Hg+fOKIDu;8In3BW8j zYg^k)AasG+3;{z1IIEMD&tMXX)<7v$2L*_a0n?>hpbZQaA2A6pi|WgqJ(}CvaWn8W z{wAq)SlK@4UPBK7{k^5QYsn=^t(hFHxf%X{%==VTsTh(|L$N35EBU?*?B2-BXa+_)Q#P|ixz+}2eel!1=+iyM`C$%++u;6ZmbKW(1*1|N z3p~?K+EAEBfVVw#P9d1g0xhq=z(oY8wb;R8BOVA}05h4Xv!(#2KOD$SLbe8z;8ENVvaFBJXYXfcXD133BY^f??l%kQB z6(#Tg4v+k;VCii5g+2A7KxP%S#hR)b z?M(d6CW(`oEHNn`c3s(n>oSLYQlCaP+mH5NtX+J|MUsfYJmm~3ZZO(m6EtA;3=DvW zl?a#w2rv_xDd(^sqkE%NhM7UVJtzZ_`5;643zI{~P%x)GT|x(L`m!Q1e7DMx{iCIiqMpJ77= zmuh%(8P2&5v#M{iJAW!hsSGwB1vsdg8Q|!?k2f_BgcWEhSHixTJlLeI1au+*r*yC} zu~8-b? zWIaB|7{jRx`oE!Q9k5#Er>74Af*c^R7YDgVaK;K~yn{(^V64h2Tgz@x#$;yD;QMV0 z!g|N?9+26@CEoXNQ#owKbE{}8SH8;$SAhQ4kx2+hyXnTyu642i7yZA*F&t|1&2JCC zW#dj*8sGYv8EF|bZS{T+@%Z^l04PU5i!4$l#w4bvX?|G5=Cpg0xOV9mga<8V`O^*` z%0U6Xo?Erb50E5)TY{30j~Jp60UYrGhMo(RKOQori8NfO*<_CO1c?u$42%*$%RrT0 zER^A3CAsSMfnH=bYEuc4B9`*#+&;jBL;zVUUnXEc&Q#w}u+J)AByeL~&s~Z)`CFE_ zx3AfT7%SD2_wzF6R@iT1C0vgzk+Ade$4w7pj<{BRo^&U#;{e)3u%+sqcWU#Dx7l-K*Pa1MqpfzjCHwm&6N6C;j49i` zPMTuWombMYW6a-nzhBzo*|?f_WJp`m=;VPOA+W22Mt_Tiy3fGQ2?m-1K*x*}tAhB+ zB@sFzd~dv4S)~^Mx>j3B-*zTdSYCt>;^v=tQ$sg1;c(~O14kQy4AdETeN#6P2Sf4MOHKg`}?BhujzMH$h z`E221%(jCKIA0;`YHn_PU>iYWYnXj8rM@3!3GqQlNaq)Iq}JN`5If?J#IkJX zSjFVz^uMeFx~=(lc>s=U_zCi&Q_y&UW2`13Tc_>S5Zz@jqLR?I!yz)ignN|8mlDr_xiV^@v2PvKVhS4mA1CFI=fx0T8l-Y(rMuIC=UM1Xd-WvjVKWpA|&aA zoPf91)0`NXF{-<#C*sF6S#G=+njm}1ocmfR@Js?=L)i<1vfZ;SceX`lX3p+I?-tzl z!0l+LGt9EP^PXXlVfLm?l<*@5%@R^OdiuRSa!$VEZ2sY=uZz6{JM*MOA=JwipyC3k zY5(zLkwRg4b#*qFh{SF@_EJ%CdaW3OZ%nH9$C(`cvNK?3+*VpSL3@2WG%O9}&E#QP zFCHc19xcth1&vN8&)XAl+ z!ay94uITu>xS$X9kfEXFf$&^a?s?iO50uitkP~{GKo2Qz(gbu?pyFkKI)S=F+vLuy zMtj`QSUR91ihwwPiV99bPHEEmU)S)f{f6)}EYLZ}htf&K(}}ASHJg>b0O|pdH{=3A z24(Y-a^Z9ZgA>8B+Oxld{Cs&`|40w@RfvK}E%82fW! z_rhdsF!OX3hVL!vx$$i2sSksbMF|RJpp4yu+ zsZP;Rou6wisGfhQn%te3Qt7fzDoClx2!+kS$tptnuGEHw_}jhZ9z?}=yCrJTtI zTtQ6iBb)UFkaC8wwvU$Cg^~kQ_R-J#CIlB7tElwMQkc);NMDM8G*%Ix;mck zWnyU0bEe%sQMiNAFaCFE3)fffN_}gNm7d+v3$*;6*z^9u+d+)C0xnr$x$Cyh+?Q{T z9^#PH6nXG7O?#@97)15;DS<*5IuCoNLDJfq74*zA%F0fXB@^WbsG2JMv_vS<4;e9Q zSwE;{4fS*@#!_S&fkh}wLKgvh&lPt*t;rus%@IS?a<6-b(Z{>a`fz;oyeW447}yle zml}Wh@|E!`e$S|e;+Ic0%*}U~ax=1mP%$KX0*9?~LtBR3uYewAB-J)zyBzyjxCW6CC{0;~%-OaiS9G%vC zpT(YAofmFW$Rfv{2Zp>2>65xS1-jT&(^l6OLT)!NH2)m&-1@lY78`T5){=HX&Y8bN zN2D1)iyz^l+^p-jpM1ooL{9%12ukQmFiQ12qgHt~*h%=e(GTj;L`k8T!I>xg#QuM5 z4lqk&W|`6r^#8{NP-|x!3AH`0L?Z9-gT9ozk*?|IzWERjDUH#OCHJ)m*7rjT9i-O0 zLqzvWE4z$RmAUR1Tw%>YezI@YMqI6`B4XV;6dzFC&%ggAe)#-|5=pDMo>a;7ZZWDZ zLMAvk7ec9 z(Qv$n%rt{9=Jv;LfBkmg#Ay|p%L45^-4h~ZnKlzkJyFJ;4g9G>lwLnI+?PIB?~`$F z2zCU9zJAcTW3DSGLlC<+D*Oz&N14dkE{pC;TT9a$&YQoTYwE{OwytWfZEj8lQ_XBw z{=GOmJALv~=|J z&{5PWDJg1pqavVuDje?PVDOA~5>~Xd5mu~N!0a#yA?E)Im)SxjmV+>Tf;zx}5zfGD z5R1UyX)QTrhyw0Kr}w|!tf3lN=IQQ^w`4cC!Ev{X+O#`*d>I;9g?KDe-p8K!ObWim z!C+0bZCI_z8qe&OZ05|+sFOy z^8;AI*5BB)SK46FhbmjvN}CKIjR4h#l#R`c+&87Q;V zJ9JoOWMvb0?CAizLKkqYAqr=I8IpQZ9fVYq5Y0`y&^us8WK%w#%brU1b%A|nYlYlU ziy%h$8k~w&=n_fapuM{7{ytn`+-sVpccHuVxUAn1{e9?bvDrfSc@&4>YD|G*o%RNr z+wDcJ^ka$BFqvg$3;XUL_6j%H~l0D>d#mvGG+Ov#0K) zrY2Lo$geL;r~AP?b9^u#4ou$Ktqy>bU!YQ(6gM(uOYbv~qY2+)w~E*eFf^koX=4wy zQ!HJ$SIadftX*=U2X?0nFsDw*pf3dShd$F%NLS1AeM_bJJZGxMoiR+R>k)UV=acgr zW{rh7ZJ=RM{tWI#mq2q>x#r4b&!!88Uo{Hi+iLC97EiED#|h4#m~=#Lu6UOXoCj^1 zWzKM$1y1)DrRLg6g0RBEo?iuUWuQ_QzfwF^vx9G$jT5eVQ9``69tjfhbc2Fvi;V>R z6d2I7f=-+S&BpFB?RJ;qFYVz!R5FGmWc4m+kE%WggYuDvpvg&V?w&9q#>H8@k!r(@)h&bdN4 zpFC*)!jpLF4?!j2xd?qf(5C=G5t6wjRTIQd$s7j8)+;GG1YwnFFQSk|J*V|4-lF-| zz~f<^%=WN)x&lzm0r>S>;_nM4$OSaeDFIFefSHclze3jw4eq(*AUbSK;>}d)vHG{S zLiY>aAOt<&d|+z+=y+yWarusparI4V^5y$D^oEOeDa2agP0jQ*k(m}`7lJwUc1#qcJxygU-{`2+%GKzb+u zGSyKu1-_xJY|FB{O+3VVUfOyc&bY-3XE%b!AtT~erQeE$8k_lpQZG)rrJf?K6V@d? z%5Vet`?2{4c{Kx^@Zm%MC7$xf^5mS)+|kTCI{aQmI@v5omr*G+Dz@wxZ4peno5-c1 zrQHRiUA00-!r!#T4Ej1&XJl}K)P%o*>?q?!o!DjjNpBzl#2C!rb=y~6)&aO9I~Nz( zwML7_qZ2?LS${-%d&7#0hli6xEjZ5onB7(-0zl<%_zL6;A77m+h4wkdmS0&ik85al z|F&LFc)FeMW#X&kNH1PhNL@bVV?J>Db@i1OPhYbmg6Z+K->x4u>4Bw}y{FgZ@Tb2o z_#U;^wvliKx9bxnQk5ZTb5~TN`p&mUlmZzXs>XARzL5#NXj}{bX3BM4DXqh6{gLE3 zu}jRTDoRPrM#ht!nEP5~`Cvfen{O!K1GdN~&`71Eqy$0zUA-q50|~Y{2Z2FL4N`g_z5?dWJwNpgP+j7 zf|Jm(p<8x{pFZLN`)lzAP9C+l1#Mh{Kil^F?5ys3$u(j=H+rq4@u+RrZq1=_)IJ4D zi-KHh^!4{!^Q1sdS%E+$Ih{6JP7}eJoQ9rW7j)s>N&G*GL~8v$n|u!kzF~miWnv>xHNM8plr&7Nszm@{&w; zsyK+a%G^zadkbj7J$MLCPEO+B;AV-?c*-UZ1B^E z&^en=9XT0qi6TFFwT*p~fIP8ngn=V{L>BsLcCIQWxC?n|s#yQWAt7H*z%Z_RI5Upt zuV2l-y3;Tt{>8?vLa56L>5NZ8^-Q1Kqq~ufX2-(opD0nyn*OoGCAE3OilQ;U7Zgkb zFI?h$q6PNAinx&9d-6@INd%TuiP)d}i1+>RJVULtH#w*s32DJ>g1DJ2s-!S{NZB|w zBvhow?+MM{VdYa}nZLy{ew(OPDrF{?O4%s^(2h)9d zhMd0adB5Td$jx%rjs&AWJNqQKenYy2lX9Qo)}QS_M+iJPe(UnrXXi<>=&I)w!8pjc zV$cpR{FlH&=AAZ3>$Y-N@pnYnn3{MDvTGxMqP8{a9S$)KJKc$Z6I~M&AfOB>8$S|*CxGy<1S*&ZmsM1H&w;SjH^Ly`W z_WMHL1Yv^@0=9hXm0eLs;?$%O<6{#YQ|iZKWrl2*m-g)bXewV3?%?9I>5VAS4Ci3r z(fafk0)=vLa7Tt6_k{P9pJ+zmQodX}V$LpqJ{TDtL!nsot9*;Qy`mP1iYMwa{b#G` zZIqsuQW0E>C$Gn|1JC0;k{|ke*C2CVySCGugy8m3jPb9XEV5RO2)c>1z2@T*o$NAJ zJZw=&mE#FPCD(4n|+FGN3>s0>jpWtE8T_cc0qmPYFmNBjw)M6{PHrbM5 zb@THKKR_2o;Fx7h=DU^t){31z^&c(6cds4lD_BEizbnL;XJ$ytz4x9R73Cuo7NO{M zry~^UT<>P=SkJ4QtR@i_$(%_^Q8GVNI_zdLS2{eLF+a>x3S~{AA89ycSpkhQ8b!lCx>nXY~l*}!@ z*ZJXc&?~t+aqRC+jbd56(6Z_Sn&O1cjbBj&hlD@!xW5Ps!-Y+THBH?Rnwy&wJEtlN zk489rFgBp^*gL?fQMo-hk=V$v)~&0c3Ha`h@lW651k<)prXxwXV-GecTi|OG)2Aj% zR54N_P7dN(4d?~8afgL;z9Pro?KfU%HqZJlQblN0*tb0ZF#y96LaMy?vtU0C#ja^7 zJuCNz-pPvU*B=DJ;^M4Kic`kRf(px@R>D6YNGKpBxgzzR_4m$v^UZvJeKYSLFEbC% z&a&}5H|IX*zR$VNb!CZ8ZfwZxeniZ!sSK<4s1LWP>-C7biK_-ms;WxDZ%t0wUwZH7 zwg~d8s-EhvbmsbC4GAXBkXHRY1K713iIqEV74M6zPvgp)eAIX1ZG0k_mys}?KE{H1 zy^pSGagxx&@H;wmsJc0(Z1nvcQ%E;VGwUXgB6m&D_sWlAc;i>aT!n+MLSK3M>sqwf z<9II5#iPELk@(MsroZ@~_HeOe$>f?j5TGnjq-+u6dRZ$LIioLPJ*@;X1*orpjn5d`pIK0C=8q;2o{a_Q%`Pw)e zp`pXeEVafZoy+|4<)xGby8UX#A){^af*sG}t%}YMo@_}KtJQ<+p!5DblEsfat3P(r zyRga9C7}Y%a`aqRWc>WNvM_@SDb=6=df)>Qd7N9Z4!W$BpAVHTp--n!^p zXJl2K6rBA9d#d_Cr8C~gAR1*y)lVx~9ar|SKxS;Zr6HKV|A61&Yq+D^-Ea79E2*QF zStw2iONV@1QlzxHl@&vMj{3-7%$iz=96RnhK7QSOC*?IwOXc6(H_ocGObf0XrtcF) zkUV5W|)@YQ!Lp|JP&b57u_pz9L1`wsbxQ z*T-~CL0)-*Y`t@9PJu~Zg`@7n-KEDb=o3!;rSbe_lstlVwi|cB!_51Vb#Dx*p!Ldc zt8n6Ni~F)Zz7Sod#Jp}xNOR%(mv{9W`s7mNOgF6+Z1?Z1Cy)vdw}8ZOwpe_sYdRnm z%~d%l6rUTj-aqt6md|6}A*godoGvapAm0yq{c74s<=zD8uY*neqTj{N`r`A~qI7v) z*dBK#TA|BQ3&r%cAm-5Q)3}v=QxDRT;;g2QqE+fOG;>jiS6^A-pdpQpQ22V%hv`~n z{HEr+YmSdsU*O=t9iPLMw?8FL>a54&_*vvSX@7x;9B$>fa@Re35(WFW;gC0o=!t(= zAmKwVAv-{S|C$CeW5rm^aOi`z+H``$bdp1w0E$~)psIx1?pyfWhZOafd;tlrPEV7C zE>xC~H{2C)=OsuNML3r+2CCZ;oSO^@T@a{-8fJ$e2%i6`sBU~L(p`V;0P z#^Hfa?Kd_&4f*n-w#Kvs#>RBt=^#V?*kSjj#2xZzpAgKuxoVGj#gM~(8$%Nl-zhW@ z`LSS!%&?t#C{UAAGW%-jbnTPoibqW$TkeGgopHXT>DlWA9Zh@Vc@8eFS0t38Uj)Yy zDYS13JR5u#`>3hnAv8zZ`exjY5?*Co)vM;xMP@JT3Np?1gc0|OMBFyj@t49ReXR*k zRfXWb?5;C9j}+4`MW-}Rp0 zB-81jU+G9%>`Gef==I2<62@>A#dKv+iFOxU1$WfxaL?3)u>S(9^#+rPbcX+1MN^aC zjgQPY*KjKVI^+iEMT*B50l9Tc5B-FU=8(OyDX=3034U`6(RVaVi~ z5+)G!vZ$bGc7=~UYy25c>Bw_k?{x0!;SEKM|ELVoyOLmbQDN6VWv#g!A0`+JheV?(qV`q|q|gFaBO z^){u$Sn5^zlt%x2gtwSz!ROIXQZz|KU76chErHOTUyiqFh#kNGPP%=GxXW8yx6$eI zsGli05^?RP5^>tQ0$n1R zUnp3<(6Y8RUZRmv_qtUEThf7@@5ouXOb#jhzXA`~Ln?BerbjFKq|WuU_}ZI&tYDLe zxPjbkd+be~=xg6~Y`Tp=_3I66vL-NUUCggbN#}Q=V5lAJbo=6Q!<3c;->EiglvuSk z3OO2PiuN1`;JbAzIY^{b#(i~5Wms-X$&HvcEHg7Q^I2?WW^8U&pu%U0VW5*`Jp0oV zcUAN;cV$a*wtI6dbmC!rOd;2%0J*k3F30IQdfDE2D=G1oy995IrCelh;%bH$CuQ2S zIkw;uk|dHHFs@YB>&+!3FMMurlWDFuhBq}R4GXOj(?QMR}w;rPE!_UpXs zM&`GeE+x#@&-CzH^;P$K&g;i6eU44B^u!sd@^Hm5+#a`?NDj~Q{^3l%A^!GemV?r( z#6)|eV7H?l2ci#*D_Q&{`xG z?ve3DizncjQ`f26kFs1fr`;LuI%G?1a7p+N*JvcJ}z!fxu}HKIM&DxN1m zGMf!4*(WV6($K{)&=RoA!N+&Hk}`~=$=N(_KNrb zPNQX}c#fI43^a^ddpFR{ZsMlmGXb@5iYrIzczzAJ4}U9ARghdG#R7?Ph)2WXW3omDp&E2(CAYj?qe1d#vJk0*_dhlLH6ccn!)$ zj8td-bDPLLdUNXNOC7OMM&qazNz%c#&pywy5=wEi;>R2&RjD17tM>^%#n{nNq$1f0 z)d*K9QZM20CXAISZ-&-27@eT}u@`4)P@vdpQn@ZKRop|q2^r+c?`Qm!{?H{spSYP2TO z+q=D!1-)?)mi=qe*k|X2(PNN|VRo1Geks*M*}k_Ef(G=iTAxQ3sc&B{PR_*4ckul^ z328muuN?pKCCW7`j#lttNp9fd!`i`k2uxrdDVYcQ?WN^q_6EqK{aKbfJ1khP z6W#hbq2gs=ZvWaTQgNIzbo)-&SaZz<68Qp=@4d1K72G;(U*27cueeoy_o|CdIDsY7 zV_zzOGT+BaZ>_o5x83Jk9)g{6k!3B*DZ*)-E+_Lsj4y9b!fbvjej2W$M9P!dxA%H1 zIk;(xh^t6ah4kxjJ}EQQmb(d~DmL2dEhp2cX#5Iz*iF!HYUn4^Vr$|$-`vYzxL#lM zVni=XI!E%N%ZB+Q@liH3*;()Tz_FJaW!CTiJ~{!7*Oj7Iz~<1BhrO}e?~T}xO181L z495k;EXBv{TDh^yv@i-p3&sjQO_2%e z3!-1`lL}-=P4FF%RIAXscIAiqPN{dQP?hm5#n;5tl46n!`WL?urh^ zM#V<4RC7=XC`ia(kuM}L=}<21d{dn5!usW-@;H51+RCx2mbM;AZ0=S?Vu{Z^b~Ke- z#^M}0p|zClEK&KLYo8IN+%OF5TF=uNzoq6L`p~6#hcjAwjPt_e5xvAQZU|1mSwNpZ zlf*%7@n|_JUzB&$x2HQ~-C5i6D0ss|d-{4M>Lu^U_sO;3PUk=y5%zmMOFnv@IVo>{ zlm>5NW-%|1^a6WF^CmPl5AE`Har4R9#_w@eS_|x=sH60xt z&m+L(5?>Wrd9=9MxJZgUm;_%88{g`SlLZ5U>|67AUd6^aF%T4f{rdG}!+pk4m(E6t*x` z2m~>uhO)xV;=2`1QE(Jjb^v(@e28;Kst5M0NH|IY<$?d9M_GoN`#$8CA3}DuJMPLj z+U_|TGDdx$KK)t~7_t~^eXlpw=%;aXAPd~PKG&xknwztVi;IOlE4`AwqH!!a;7uI> z^F5M`+ch^c%dA83Cm(DCk9EJ-nrgsk&|&yo=W3(>UpLaNL?*MR52@*b3=vmDn`n=3 zDPo&e|MwTNZ3Ou~jV6rzHy|tcob&$~nL;|&a9P|m9bWJ6ZLiN3~XWHaGosmAOBVclwkoszEqs;e(h@f0qW(lSbt51IO-bOI*6BPV|x6; z#f#9-P*7KwT2mt=-^vnbZec;UyFBbXkRb?J>g{hqTN-qEY^>p%jM$ zi-~f&&`IQJG1ajA{^Vd9D)j8pCMjDnxjwM_@|-Zf1tUR<{U|Q3WHDI_j?p(JmDc4T zq>(ZcvXrFunI%zrESe&R5w4=7JAom41}SL~vehlOKds;^aRZvr! zn4I*Vkv&XUk=WSScwJSc|Fu4NCd75IHeyd6Qv;$9NqKpBGeiCTi{QP3X-5xB0ZRh; zcZ8>xm#d4*%3{nABh&`mrs`q=E2k-iVd}5p;N`_KO<=9y!5dw?Vl8S> zb+dVm4}_B+4KJs7#@EKMj=bmL=TFSa%33;rzQrpdF8YkB-XWj*`U>jnFNIA_nb*|T z9*Gxv+3;Li1VdX&vv8k}qH{;Q%n4FbRmBHU5L;*oNdmtiiOuVF5I->^x@+T|kz8vp&J}qfI)TUFjc=9ie2~ zcy@Y}a#WNPr0U?n0{K?NBSq#kJ}XTF1BzRgC_IoJ5n|dnLLKjw$o&AHeDl_=UC@vb z^7^Tb1qry$A*l(^udJ_YSA2j=hbgZM^KS&OXnn)O&dWnN2p)_2xP=9KFd-F2w5<&} zKnluK6X;6;Hdh?7lajaRBfi{{eZSR=gkD@fv$zzh_+_WRqvc*f7D5!hMby5N5PO~g z$}+TF?l_dmOA*F~hK1lJ^05beAkW5(63m>NuCAqAoSX(Afom-HcQi58P;=vJt(s1* zv>6GbtmR;yoK0lMyllcAVC<&vziIMX<|=|g9)ooDXV8?HfWsKtId?!xIAO&sTkM`8 zK|6e$WaeoRu;n=vq+>8ZB{C_+WCux`qkpfrpJ|s^K z8Nk|PZDlpsh*}IhM#75X`_$dajV}^dbAgH>`})~<-f1Vg_26yp1s$lfX<~y>r|X{% z##4E?=*qd}$@712GGtZ&v9$8m)AMkWRb(Q^NU0dLd~bCxhtQNB>^&%3!3zVQ;hTTwG9sp>}S|85#!Tt_Vk2xHmt~7QwVRvWHhXZ|IAF;Uy>DKb{c)xD}(f6U~ITN(?e#UPuxXhv<;g)qkJLy;-0`9#Qw%5`~G6WdXLUj-FMNLgIbWqjYnc!-l7igIErQ?6UM+t~1W@O^- zG|c}-T8NI=sMiY@<-b_Ep zO-nNbLmkSI!V1wsGv2xHPi&5_fgs@~YWsLM@9Z|LM!;dudrKxh0q(1zTTV6vOt6xA z2O+B3t^?mX^u(uiH)l%#SSA*~`H9oJWZ|yG6QPTzuRyJfP@n(?EZwmHKRx?J$J8p+h5wOd)px4f$zWK z9T`Y@Jb)Sx+2Vd+)BYEW!!Hf3U4SmqTWx_T&ZdRr=?9Jb2za~=j2q)4BM5mdt&3Py zr?$J|^rZIHrVS3c!p@|ycvSX$*U~~C2AVMXV3dGd0N5Hh83soGctMA5eHaXAxWMs0 z`0AV~8~hj5gB6Cv(kRW$XhRGb4n6g1aDd#jS3E%L2)8NfLAn0H%GP`|NkTT09Fh=S!Ms%A+XP_ z4LJ$KqFVs>dv=(2M$`tuuN!alUJ&C}8*)Cgo8#F8cJ-t^_vF`rd%0HL(hU+9Df{&*J%V-m zC0LOCB68r7J6f*=queu4hCj;2{GZh&q~HJZh8vJP{$Kp)ICPu%{3AtM_Z$TLXsGBa JS18&({4Z)_$Eg4S diff --git a/covid_deaths_total_log.png b/covid_deaths_total_log.png index f887f274ea136f4101c16ad30a886024e17cbfbb..31d5f579e3297719687797bb8329e41bb5e062d1 100644 GIT binary patch literal 54757 zcmeFZ^;?x){51$jNFyK}(jncAfOJU+N_TfRDBS|m-2&3x4bt7+-QBZ!zVACTKg`Tu zFkFWVPu%y}@yWH;Hu#I2I5Gkr0t5sEvZTakMF@c-Wqtlc_vh*@0wGzY*(eJAz|=BrHqYPSlwA9J?eA?x=> zbQ@JNn@v(bKeWE!uOcqgpEPUQ53$c$a8Syp4T7($n0e@v_Yzi6c<0oZYP-=>?sPOy z@^ExwVw9MeD=TN!?+^z_&UZ60_)KYxGKW1yT3XsK1Jt7bu7H_e+5*BDOd7jWb4$y#wHO zaaoO!utNQbpLWIn?=yhJ6wPdIPOYe@I4rNIU{O<3YdPg!sIlCLmS)Jz$be{E8jkdS z)Ng2PjJ#DVE-v2O+0kdiduW~(aKAa;@_yd&w&6*gGrZUys;a4hI_>{h$^<5FXK!!I zliCEnR@`H$qod=nX3k>x8ZMnl7fSG9ZsZp1UgW~j_JQ^b4MiOWYSH><4dSF`(#Q6xJDhoYilG{1M5x^;7`=|rA_s%qfM$&R?- z{kxDXg0pJi9=pfKlz8FS?!}&BVL0vdwTr^m*49q&{=$onGn#(FBqeq02wu0H#N%^w zlGfIY*cvuM*N&(&!({bfYv;;z-&|c?ea=?!I`t(++P@ROKLq!@zjC%RGsAPh2N6K| zzu<^sH^e@3y6THMJ~1I;Y)tiPfc3`>2N16wP+3{IB0==y6GUL=k14aQixI({+SaEd zg=RTNM|R+0TU3H~@MkV5wJTo9Guqz#?$15=)|+6J$*f!MD8U9wkar|ow@A9X^F~Sd zeJ1^}a3of&asigM%xEa-&>oEThs8ooIIyX}Z*&2D1|0@0nPVnCgTGwhRQljpMva}f zVpY$(Fyz0et4mX3u4e`k@f4cB#wD@W7*DX-EBMU3(Hm*p;RioCImu)^Oz?b{{(|d6 zqm=h*Z~guKU{hWAh`jCwv|sO|Q?2&uLiPKFMG^as%Czsj!3w%O9M$#>4Q=fRzPNH& zKq;%JoOd8H+5lJIu&by3_;Ew<SeEGA4pB+! zo8Zr+9yg6E-CK4F%F3UaaQ++EuL8`GMAn@;!A8S@xU+C;4_|Kk?Jt^|Lrtz15KK5o z;*OTUF24Txoqflf4U$ylG}zhR;@ahY*PT?(oSCQFjY#gBMSF1b-pQ@cZ%G0||I2Yy zL+LM%##oG6VZdY>4oW)r9L_;ZKy|JJN%Bh$Vj#Fz%yyJGQTvu1v(X@q1qXg4-}yfq zPRX|*ZvqO^Q%kx2uSu149tP? z+i;4!X4dr}qrn8`MOm&~NoA|;s^yr6?XUbNYLJX zQBYuB9C`!ZZ9wS zTaycOytdaJQ|*3N48rAi6K(c2oxmc#*R^|q_7!5N-$XBIzE-npJgQlHkT(vIvFVq2Nqs=K7BD%l{)QEc=-6J^~-_8UjKg6C~*OMx|=HXa;#X10A`}} z58JVK!TIqgBE#xdymnq?<%I!OtSvVgBZd0WX2Yfsr1bOkiyIsd>Oj6?PLu)JI*#tU zFdLp>X8^K>ZTEZN<)=f|UNJQ_91t8~SIc0V7S@`^j;8I5pXGFx7dv?n1xooWhW(g5k;Eg`UKh#PZeAiHZ_KCvwy)VRIqoa> zL=X<}-z>5k9KAQ@#P#1`v#TR%oY-TN%V%|mJN$(5Jdu(`&EggSl5O6&6rS~@v~gX` zuniUA8j4#Mze~0jpMtzmu)%b5xfUj7TEi_(9<~heX@k7r6B~%Eyem(~&X9F4&kqHK zh5I)NU?USiP)$52ZB5%rb4RJZzdf*}jM@8@ZU~&}{YRBD(+Nu8PQl%JY;0@$DQ4v5i7Q)!`Oez0Zl#*-x18z{`r>iDq;ER45SI* z9R@cijVA&n4g0il44P74n21<(I%n(M8ld(KEOsHjeGCaf&;rGp*G{t*V|8`)V7lN- zS4)&YuyWEDx?s+fHjI!ljIa&l-aYv4Gw2PM4%^2l@^S-8q~4gl7RQ$-&z(raWs_7f z|DivfR+D^-I$%$5PSmoE% z2pe%Dct?X9-puh(@d~*)UAEIma z=mNI(Zxy9x$pw?J`iWAO)N!Pk3)MoTr;gsC3Klq{L7c29Kir4wZ=^z%jtEh<-SHY^ABG!zdTX5$b_^IXQwP}1R zDE?hfVNX*Y_r-$#c*e5hFDvQ>FHbd%slNe>EK8cO^<>r4h%a$@;t zD~6s}iOUEt(2+8^-l_yCtPL7f2NSjEBJ90>cL8Ay~LA8;HmJ*c9a$sV_`%XIQACbKA z2zYIypzB#H>nrPZ7N^s%kXuRdH`Hez_FW)kN&Oh!Q=+5TJ}2-gQ~y!8wTq2%-~N8P zfwFku!SQ#P7{w^@HWtP_Wu51KAgwNX0g0eN)9%s&j~ZadwKGhgA zHDW6nW4ge9Q*-b`V)vK6y*T4`+(&HVn`+7lQ*MMnuB-pR9$P8NyqL=#x3k`-TYaxb zTfvru(iJcJj6^VBwVw~2zeJ67f7@eX$7xFBW=Gq(b8lVSh5QvYnWB2>P0ccZvY92O zI*i0P>kWp+NJJx$M32msAV3S+7{d%UVZo2aD9=8KDVoX|+l$_1?~^I}N-sJ(@iiaHEB(dOv!;VohNDQ03jVR^HP z9*W`x5?xBr4cWKuq_+>#Khmf(mvN##rIazsvDn^9l}aJI`QoJ#T{f_}St4X}M95-` zmZD}lLyzXWkL5S*#w_ikYwmspd-vAuD^4m;<#ZA0pRb;!nUy~62t2GI!!pA9q$M2a z-4Zx&GON-)NlAYw=#C#9#jjltFFNgF?;3rl>d-ZcE-sEvZxjRH*!^?JjH1`7+p1FE zc2m!J^OrGejPaO~-jqJO$;j@QkRKNT{HQTEsLy-C@hc}>I5{}hZMXnJ1iG?i7ZKQ> zn8HX}Y`D3@s_}bTYeNo2f3Bvl@w7S5@eFnQTYX3Bt~7!8>!2o@ue)`m;+Zz(!KC^_rH*dPz?%X)t)RF^RPD&^MT)|e7To?aL5|Se$&wD zJ5krr!G($QSm%LjHYFpJBulk@bEH6MsX!P`f_(IYT(cdAzXfO6X1(l)bANJk0jcgU z?D++9-L>Tc(xy5xCQlgVe0beox2mL#bj>e8tg+B0?KzS$6%*;p4imC;T1^Q9jIACC z>J)xln$#g3S}$5PPS%Fzsz!5LOQKSJ&ho)v1*r`Mr_w#O-ybpE> zk@z6TRwsyQJbm`G;JHKA4qg65uPvCGO^w~H64qD9UnN;AR!)e=bu^kgPt~7#!clj` zyjKp<$&k@WmY1@c5hEnq6A_}Y1>!Iu#iK0j&4mWj&JS)lnR?HK#AL*$9W z@X>MnK8uq+iyI?fTZFf7GG+>G!8|Qt#kSPB^GUJe*)bw6ith(&raq-9hx+5N{Abhz z)gY6Y|A}o_=Bc@{*oirozpXk@0xtY(FOYAHJ!%Uho|VIyF56y=b({k|{Qlp@GOek< z3ANBaY^uXh!|7)nUG1iq8bP^p#Cy1+N!lL_%cuV zlT3w^%>58pjv$#2p&Un9Bl^_$JMpVeo;4&BR|N@n494ZOj5ECFdmOX-nqr+YLn34P ze||>xL?$ePW*7x*mdy%kZe&$=q*d2qCZ-|RmhL78mK12bCf7o#0pkQ16x@_~5e|x* zObR-jiaMODHHOnDF>=D?XjF;NyGmWYMFPg^Mcxvn+%2=iPtue~d+h#b#(`k+`WaF8 z%WnG~j+0l@<-N6m{4M;Sl@iYj5#E0tre&aO{MC0Clen4mIXC??&B(^VfH~bZg9+V=J?8HYIF1T3dvamH zSV&P~%FmR$mQdcTmmDJIBbnBtyNfHb9h#7F-ya%f671U#`%^e~3=6x|p56(vf<7Fj z$Mn+A)C_TA^K4?%a^%pRCG&2zHXbne4(FPcJ1p z?q)ns+;O}ivmY9y8__keg3qltl1iZrNu>-S5DVi;jFJnQhyq*YrySysMkW1$NJsxb zY}wpB(vp8+7I+(J>Ylp!bQ10k&dAoCwsB4&dc0x~#oC8=el|}n$C%6Me&rNAzdvA)+2WmOVd#*P?rdV2o8w@z|;409rP%JE73%^}|hI%0xf$WAs9 zekm+}65{6sY?yhtFHxGav1M~it^?*4F!IJ?zH_>E99|hrm%r)xGHt3H_K#U9&e%vr zl)=z7@#r15k(B))i(w_2G4(59VjG}@=?}8sG)JkS<^WHPgVm3mq$~s64M!y|&gO&^ z7s&ez{{&T%-S8h!{GU)EKlm)?92H?5(EPEv{2F)@s9VWzKWs9cInOy&p7m)E^#{sZ z4&!Odqp~7GsH4$FPK*Q*%_sc7wL)^PMg7bis&CwPc$fB*BZ@=Kg?-mGbKL8?C&BEX&6Rf^TR0f2OR z2TL@g44^P6u6KDfqo13NQHiIm40qD_sRallf|3h2VPqn;!f6-1-S%^211YrSmrXEG z;^6}q!stg5ig6BL3v+rzMw=1$orGslcIOl4ZmQcLmp)ZgiIu%K>Nri1z7E_S!Xz}FT0J$p<3%Qx~=;^I3Eh2?58(fkp z0^8W=l7xCFoVL54OD%$Do0wb$;IOa_$8vT7Rn2va{WIu9c#J!?YLn_eE5iGeD zDZ{Xq-f6Q+E3jzNsR;&5(|cy#VFXK>_KZh7lL{xh zhE>AS_}3C4q!};k`z;jjzbhLdgkrSk^mJ(&pTSsZohjL{d1e0OCi|o5z5OqKC`pL_ z@nx4acWK&DyR!rO7l2DfL5ILbN6Vmf{+lX|JfQx-PKQs@D_6P7A<7ZklwMC%>( z4MM<`h~o*X!P&@YCiz01N#Au_taW2El5%!>e}vA`OThZ7vXS)@X>7f?W|4|QqP4D6 zLCnYeNFABX@O>!!TyDy$-tnbZ&^+-!`USS&GoHM9(D61zS`Ab45lIuFE~w^yzu7jI z!^?KSSKqZ^UuUk>V`O2#JNicCgZ=OPFuE*jQ43 zMvUm31PqSXF|!Hlo_x>! zdCrFzBb}_?q6N9?^K5W2J4mb_3UcCPoY%!o9 zRyc)kPdO-(G96nA%i#8?5%xyHL~Qf zfkKF@SzHbTlNw9P;tr5|h0*IcJJk$V%! zG!Tdl5BnL3@A<@AfJFUerqlh3-@^1Tw}ltlM-4_F;fO9#ad7gT9LORCHs5m|fU1Gu zGt_0ldbK;NAWop-8hPEO@f!hh^x!W_N^d@iioyWaSFiO#t2BOoUTu3MU9id$LocB# zTXNp%!DM+a*Dyc6BoBf*WBQLxcp0;o9J7Bc3Igrn>^X}_9y?sp_my+l1CCOCr3K24 zJ|?x;I6PJr8u`gHQ)`1a$`adFnZx za~%T#g!xQ~;rV9Y;bMJ^`$=;=pi*^BQqg)DVy~5X_20IuPJ0 zu~fe(ruu?P_1Y(x3qZyr7T!Np_qB8zjd>v`rqQuf8I0um2#nqjcNEqVxp$7!?9NB+ zxs6>*QZhMvp!At+H%%wtdb@V0vI^DP*cq{4G;amPqx3{Ksm^rH&ogjLUVT}>g>EyN zJkRatvr1DMKBUE-f>FVxl>_w44^ZKCzoYG@T4)g%ZFD-)J6^1(Q?H>@FTh$?&dYi4 zrsm6Lc`@G9DPnHP*!LMP7GZJA$*hGXdYqXXQ-yn!kj-9`GSz2Nfb6!Wwd`xh_Gg8?+uincYEa}%5E`Jj)V+y1#y|PeMI9~uQd$Z(B zj4JrZGy)h28&2^c5dei}P)S|LF%B*8vz=U`!yCYA4AZc&dRZ~&>f2M747cm>T&jbL z!U7cHA010i*#B_;?cGc)vz z?suLC>MMF%{jrC0m4N_@0@N4R08PlxT7DU@p2gM8RY%7ZyWx;JH3zuN0`c$k?P&;; zL)mvuD{t;Lyq3*9BOU1vzO7WG4NFkDRi`mVKC(y`#j!NHaHw4|d%0iM8VX;;0RSP+ zB>W2pTo1kfyGj<3KHMYU7K;x_I{KQZ<`0E~$oz?3gA{TYp_K2LovT8*zcSd-QJH9% z0&4C%dd7%dyUyt^{hf4g0r2bPv|_;0M@^tN3zkz}Iw&qxOU>CB>Y@dqa;_xbr79*% zK~AbLbrVY+Wucq2IA?BcE(&=t-N92>N>X=Xj;r=oV>@ne>t_`9Dic>kaa6F0k=Y^r zi11Q!B29(32Yeh~^j@b0!K34QQC)F&AI=)bQ!B9J?AOs!9}}+dhKmO`^5(V%ONaA2 z9B*&v06N|k1r$wOTYhf(Y?e0$afDi=&s-2r@lh4v75U*;9w{N4>MiQ1vfWN16D= zsdqY8(;Qk$^HQ3sMlSVWJ6pJ0qg}Hv61C#UI{V>Cx|m|XC~%w#J}2c7dj4>2#I{za z~0m$;uF9i=DI6w6E#G} zbZ%E$S5wo4a>P{N=H* z)|mB5!Vq2$lbDfCEXRwaVqqgBrL!SsJ_=;$1<>Z| z(-jR~><8-8#=XXADT0aKDff|sG-;i6O}2l&iYS+V{Vk&!-um*^%}HeI?ld-#MZW}9 zF@|dJV|rD^evFD!72KBs9V1r;!4?N7Ye!J3H?axz&?=Qv(mC`)Dickes1RQRX zo1jeGjIot}U@(76v}Kht;In)F#fy6-cE^Tt1B-PqTN>r$iyf4)tGH`r;e4B9uRA7{ z;DuolaeVbS2JQXyH&s=@)bQ!pY8)YqzUqt-JJPW4H!0{eMOLhU7g7C&-W32OnDN#A zRNa!5z{6qX;Th10q1ijbJy3d}sM`B;ZPA1XUpO(UuUKWR zRT53oz9*yFW;Qm0+=|iMMG~J;t!t@G)AqWQo@Of+@(=kgTKSFH6$Vk9f#6=so&}|t zxO3TYv`m0?O_J{|9{*tdn{CgVKVp-h_iSp;j)||WI-eevTkm574Zg?2qXJzqOgo_GY}Th)=c(}7U}b;!j{>r3kRxFV23^^NCBn_5~LKHi>v z&K}dXI2$zq;sQXhJ$aeBtp0#2Q!Dnko-_Vmm>fZ5Zzmv^>oy{I>+ZIb1IxSDm9Zl! z=dQeX!3292h13e@pOq|9j-e`JK)X@hMB6a#Hvee^XO#Y^&F_+=sX>Lw1{^ zzfl@$N-{%l^N~2IK~* z9Mjj8B^vsrXk<}07YNA!VfhY_R=-Z^T7I?ic1*JmS!l0_@kNt+=Y+#>hU;HmLa{Yu zzr4JY@^d+_q;hpzm;lUX386dvN6OLWl1+A=%K%8mtWwwB&2OhOKo`l|_oEWNNzwKp>Min5ItvjA03FsKH?6vY-qql?Tyz5v&+kmrL%HnTDS|!WXVmu&h-acQlo;wY7Lco@-cKK2 zQ};>J1q#I1uV3fvg@e|}Al)E<9L(;p?UM~KOXSh;X2F@IHQ{q32aO0_0*Hn$An?pNr9rLqI`D+%o-XsaMma+Ke(?TWZLktZW;} zi#*slX?YDh*}EM8#zvTftEz}z-Jq1k7&U9FgnMp+O5$waEYclgjBqnMlHlt`Bxb)@ zIk^6^LYOtHyZI2>W4kr@j!TAWl~T-h`r_efb2G)KwFOj9q0qaKzvJS@CntX|SzB4< z)z!J+sIy(R{1L7@xrM>jXai{VAgE7#7mfrHWij&qT)Pn`Yn$twGQ`tO7uN8#NPKd1B(boUpM=af2{j)mm&57K&c*xZz?$5q=5iS4jDb;;g#wC`@J&Y z_}B`_KwMAT;qH1kTiW#_`FljMH9ynF>fN1h$s{o8ewon(ax9=s?bx|U&4?o=E}D`8 zYS>rp9uN(*ZJZed9=n6+2U!Qynx^LF`g0YAk6Vo1LZ!qWxe6(1n4-ET#{3?)YHyCN zyarMD?HP!>{ah);`H_~|XWSh}iXMBnUot+9cjtbMx7)eo4K#8)>I@EC?ObUO5dSa> zkNt?Yz3kYvS0hqR-m0lSV!cvKl_X=o6{cvFsw!#t44;r88U&f*eq8V1?2NkS$@XBS zC_|2JQmqDPbFt&53%N-%_Wwoa4`C@lyo&Q)^~Q%+{#+OmKF1e8UrTs>3j*1ePe9GsT``n%4TEUmzuqm+qw&V%1znTc^}et|+bPyBJf3a&6pE&4FB!ov9@%lnI$^*#?M6iP|3t3> z^v{9DJCE0l4l$U_897y?irQxmZ<`klL60No z*CZ~$#scB#B~E17p@fmI9V_Fi`w>{-qp^07K{vKZ6x~>f%UieAz7#Q#z&9qrMv|v zD9lBC@x9gw!&Oms7jaxXVqm)2sBNlN0@ip6KHHr@;c<+_zcI%nx%G`qZF{_XAi%h;S8;j$;-wEQfsG*@C=NA@C zt*!Hmi^H$4uSJe2fckLPf#=fAv$eX*>UC=v$*TLS=PqC8px!VA{aO3Up zQKr-L(UbQ^ab7J>Dr-{gPH|3;ru`-rk!NS-5ytE@f`vBBQX|WR<%|bE>z0$%mXEwO z=%${1#hy=vSeM#yK$jx;GH=kr(Tq7{+hlEPrick-5|VsGR9K;gMeT2ndi9v~%5la_ z*czLyB`IU(%y%|7zbGqrO%^E8(9#0kFW97Y(z*s)k%IHk8-PpqHDD!k*@TTuXMG}z|=hWNJrvk7eAQM-UEcIvJ4eJlr z2eVW5pHeZ2+&0q)IJKA-FmI}4*NzBN`7WNdrVsapVKhLpn;D_e_i}83-cbt6qVCdT zCXIRvl)xrzNlOu*N#~Byw5tdRf>1e2Ue^9hnO(Z^i)Fv_ZTD%{X)~*i25Y}myKsd0 z{=LGNFFs>jx3(kl>_F5EwBn0aoC~$q#K+rjZPk83c>YX9;d~cTDXpsSbE8$5ZJP`i zI?;BgP24#zYoOM#xvT1}SiIm%>e9fBVe6V(e%6*65w`@4+D-^OrZmsTs_l zreJKITR&Y<==9;A?k#^wFN*Z7l5q{rYOR1;>U14>JzZ?$v!K!^1G)Ee@EOST=W2 z!-<2V<5{t_XXpu#P8v@=V6D3V#CDx-?I7fIS=#aNxeUWsbl`A6j2YyNs{4&(C!XS* zyQi9!3va>uR-gd#vR!7Z`*WC;d8bQo_%q(hcgZ`j|3Y`Zlj&XKNp z7LJCAI1^>&wpKk;<&3Na7cK*qT4!mZ8Mo_19M4-wic7{#~9AK&Y$A^Lu~s z5m$*i27(ayA|)mQ5POD>>~x;oV4ws7`I}$onn=yW-lcA7WhsJ1?E(!QT~0#-UgOfT zb-7ycTolD;?>!(&Z8OK`p0ezrf^G0$%0VEejbK(Ktz zY~g}=-rIr9DAeADfkPA00iZRnCoBGw433&OgcIdyM*e-|M|^xr+{j%qP`PX8JB(e=H_b2pAK*&XsMRR-WEtvH=W75 z<|Lsm;hlJvK2s}orE%lcUX?w|H=b1mP!k;)^u5pSBj#p%Kl_cghf(m60zh;D%-s67 zccOy%QJ$*^=4;x*woYTye=hT_DhVtetmT(l?PT|8X{fweX*5BaNmUBi zz{$fAjLA`?adUUy+uzTstYmFG20z%*^jL^;`7s?G!a!yl+PT)Y=kPze4;-X`39HY+ z81$)9Q8HbUJsUab@X^6s1uiKDq(Ur2Wa~E=hgWFlZuf=Vo(s(Y9ue`z!m)HZbiLzR zg!vtY8#%YuW#O#j#Kkm6m~bRFhyo`T`aaeJfGQMVquVzrg>6|}7exNPOjuoeP5Ukx zZmwI)+$s@qRWd1e};_^%`aCDo4@8m^B?Qv0Fxvxg$a^n|Qg^qCUNcN)i%2R$Dst6<-#HA5E5 z1&Za17tLgk?T_xWK2RnTn#(azHWF6fAKv-P1y%MXK46F=B{{5d@n2OzyB_QvIUFN@ zVW&^OQ;lr5AWkaO12VW3>j(a#1JxJ_s&8C&Br7lDH?IJdohL*z^X&p^J3pkA3ocvW zOAV%U-tALQGvEER71S8C>M&0G61K`lP5Sq#Mv$Dv#o@pyqpGT^(dp^w(glC1TvAR> z?AnE)u3!w?dJS;4AUZiYw9n!C@{SJJ(4#3{pZ$1??^Sl=joj?Mb{~&|pQdE$ zKc%jIchh>5HHKm2zYd)}rp6WYGVorX3Aef4U&hhT49X3(l) zVq&g3HG(M_PoY_X__`dy;ii^!%Emc1G5%TJo~-$(cn+;8l7b4`ScrtINA@#k8#EPd zb--fNqZ$r7d5x zHM%=*u+-P-?-Ob$c*4kK+Xtz6{rbY$)QB#o4gFR7*x5|m#%ps(ZNEYI6_9G&s^lu= zdFiU!f(B~%r+aGRS^2xR(~gDdq$4#*oq++W+MM6(`?g$&AvRc8>o(ZnA)&4JAN6|=&6_H=##M)U zdA>DJ53rtqa?y320_CJv6k)rSO^3<6{x%t-Aj!?+tFfqpOYNPeij|h6Z|e^r$0JI* zK#Nz__^D<8)0#>B!Ws>=UDYd^|F_h~rh8NT$foZDfTGh!uz2*=PVec)Ku}2kIbkWD zJ$5MT4u=9)YfZ@gN2Q@o1q@O#xIF+6I#x|`y3jpmT(cL*& zis1TVjMCNNB4l#0gcx3<0gtiu8csm=fG=zR~HX=NC z3-V}B=z$G|5%(e~i82gJx}!*e5#?G0su9HUt*z`hNfn?+W&)y@6xeI8;+f+rh z<&|V@)U~nVrHTE5GPHQptAD8xz#-1bnVE^%Sr>_KHK10-#%2WvMHa1`IoOhA@>ok2 zMEUUA7v`h)0vBI>!RY9K=hBGZxBKVP)-nEs3xSb13YPIp_n}Qz?AiqwDD&$;JH}1@ zQB_WKFU*lQ->cWVbbn5P>3ya;v>_clsdI(Dy*no?h&9$>wY(6*UIQnI;zczR`7?(g094-Vj=p&(ua-ERn04VMIL9^V8u zMl|B*qn`jR(*_@XMz6@0V9tBqqhi)+;W$lR{Mp6~>*xqv3P{cX#hVf8#JDHJPAP%d_0hrmKIse66@Vk-8iWI`atw zzUo7j!W6=L_Ze+c&Vn!>NCu?DwZI<=6WY@e3}HrhQCpi|x0vVk*#_L`JD0|ramiXl z)sV;2u>Y{dvR;-Ef1QU)!`tiK5NSTXMZ>IClNA$#rJH6}rYhVCT zUS6KZaewmIDHhVK==WxR?yvMDjTa93#KMYuO()Mp$m?UGe{UMb_ROBjQ_s=lejz(j`b?}3WQnXmJh`L?{tG>E$_s?Cy>Scf19GNZ z<`9nMhQZ;(ZwAp|I#v4Y{8F+~+2eq~)H_0T?aVK~Qc`5>>{vjn430_a>*)9d2Evh$ zkhr+Iu5E5k9y9DJ741_urN{}XvA7oWVdmt2iF3|f^HNvkPHnvDnp;4{CKe>%;}cEv z|M0fMF$lWBe@Rx8%Ws-W5*_>6$kt4qN9CGQMvWk>xoIyK3L*AqY_EzP)58Zcp2*d! zAEo-H26JKWRvOR^2~SSAM#lYWgQrn-_6K3Y_Kv^){xS5wwE!OCPEMs7^}>33qjz9p1X9VQbI>hxuJ*YN+Y?MPpOoW8k{o$sWaAxVr;G5fJ_)% zSxYRpERc{;+Zv4t7BP+#eHUwby3yvXWuRK_RvRaLP8wqu?_|`PeWRYi{3Y?2G)4UF zOs2QOm#=N-0t1N{O!-s&Xv4;F%r6V}e1-EqzA`_$n~I^`8>)7b@WKObZ(Zcl1!S$P z7~I_4>KYqa?KUMIA0KUOY)n)Qan-^DKK8+DLd)KYt&0n5*yKk)?8nDt=+r%C`0*sX%2pThYQnJPu!8ysjN1)p6$ zip{ss4D8QdNg|2P#a_1dCjS~sO-@;qjP8odp>MLkCOnimx^-Kexpdf_8w5+NS?)@= zfG!(k2orh1>yR8#V7!8*E?=N*_x$KOoW>ujSkN^*905)~O*FeZ56+LlSVfa(Qqz)u zJSL6L9*M%m2rtaT^GrnIeE9@B;`Vmr*Ya$mdsPt?!p{$HEq_R4@Ny|BDP?76zc?kU z6&nFc2%PtVt=Ev#)Fi~k#Vy9rf&20+Q)h;X`Hy*ZnD*?O5u$5Z0oB-skQuqAp5w43 zBs=`BWZz|rdYYe{B$DXq#Iif#n!%U0wX5pM$h+Fpf$tb=|GBxkx~2$tCe6-%t5TyE z5D@V5_g_0YT4LBwEc)1w&v04foh%%l)xtKI6+`&^1hp`u}A zx~oXqAf8b=!xNk>Rl@!deo#`e3#^I?6}#yR{EcJz-jbx0^)K(sOzwqjDUh?g5eNLI(a@8xBgy?yV;D%9a+ zuR2F$%*H{mq|ONv84E$#g5*jm#TL`{^Ns3Ew~(#)L|~CGYR{Hl5#ot_d1Ih&aB*>A z((8IlDVOqZFp+hkn?XyRWRHCKux_wk6Swa68|(4e2O0Y0<+D|fcGoyUjR3jva;r(6 z4vmf^=J}q2!ih2yCCvTbZ&G$I5gG1+SJ5C?IecI07I^-Tm5?AIEDR+odi4~n zsi}#}@5TlKL_$&$M{oXEmU1;a2nx~ZNiywQY?%Hq)FFrkw2Ti6wr+0s-?(|!4>#oh zB?NQ1KdkL;g-1y)yb!<$q0O^KeR8&$pm36L!3iO4ibAH91N__QdEE3-W>%vVd4$G7dQgmw?Om{`O2=>fmZ$46M|{E(vpB zN*og8qn2GmP9f?dU%sFT2?-6R@?wLS9`%Xyjp28C-kF{+DcJ^Xo&wO34%X+=Cp?n9 zfeOSG0#^LG!@7@DkAmOu)j93EY8m*?NO1-KuD)54RL-kmI;7tvgoN!07f`jdq%SBa zAg7>+ijEcrPgoL>z*+nN6vB|!R>AFU=MrZJ{r`ikuL{fZ`JzQpkVd*uTDm(#q`RfN zk?xdk5RfkE?(Qz>?(XicGyKl;f6m46!dvEhXJ*gdYpuQZ7jbcsR;%y<%;6|(*N^r; z5g^E7mFk=x)^S;pL0C?1a%ZSCZ7xmt^uc?SnaB&{nIGKt<3)~+&dxW1;o&`~S z>6ez=KKHZD5>CmaCq{q}=YoCx{TG;_^B*k{E@#X2 zoPoy$Xs&g1dOYi8U}5QATvR{gUCEie@H>3rB#;*;CgXE;#e~C9Krg#((~bHUrP|zD zNz0bFE_rcQEVf>E_SKEx{vG*@nrB6}T)v2i$R|q5;K4x&h{MCf-I-Ft=jUe-t!wAz zT}7k%#6?MtwMp`gq-Evvze-CJD!-J#C*FP1On2|wI6DPSs7ENrOpo} z8jZ(RBuCLCqRA^M{d+6p*4Gufi{1qBDlAXB?YB`*7)M&)t8)?~{5`vn?|vJG)_k0- z&O>bRJM6-_BoS|kD%IT<2%%?as&-id6i-G*Mqp4-dPxbQnwpwF5}}l~_NVJ>$(4jw z)B<$$E<%p4hhEKpwhi@+&AlB@=$l-wvc*SaBxqEP#xublTkQnCQ$)e@{H|<#?Uj+@2=fw=^m+x+25{|%6#5}3H>K`C(7l!f2zpM z%zc}~RSeqDyLx(T);ivUcGuti`tP8iP;hX90|JDTmQ4KbQNjk}jn@$mNv{@7>{JnG zTb@G`TjNV0q4e}A?`h$@KiQFh!{&=2Q!G>dF!AGjg6c!kp=hbKhQ&elpoNRUntI>{lX2T+S`Tj2rj41iva*m-Q3XJTqFRhW zPEHQ`p`~SHWRfg7l;!h38LphDhb~GQh*mAi*=Ep{j=P5XLuT34f!2E$*A|}qF4#V+}#RR z0Xn4+-#o&~a&6qYW7KwGB*gTP zCq6D6fao(aGJ=>!%FCPD(7-u3G_*HWh{@x6-8D5;Jv8$^PP3oXbcU4{e>p-(F+ey1 zxnqatbvyN;itWk`x%4e8q}0{%z#f1Qi-L_El$4~_`2-q*(;ZKi@%TKFEtVR}ZMMX& zPgYifKZ374`I@sb6AM}+EG)PF0=70c-1x!KMjM>6kENv>E!%uMF9M!%&u;XGkc03i zR{6h3+UMwgUpI-o$Dmed4y=E%VwF4z%I;r5?FWb#t$N*8@aJPr3< zHMMWviBAt)kf4aI#bGVc2+j}*GGgshE0?geQ1>0$Vtma;7C??W9541)nM}+!IWsXC z4R7v_WkO(KVU;-?sir!u!`xpViGTn8PE%8}7_S^0SdqW))8{4?3+K*Ou&Qu^9%2K= z`?L4lgGoi#ee#fQ8IQ$#?65m=eU{rqrY}Q~lCpB(_i9OZNgsQxzum^Ue7+F6(p{6W zyu5l@ED!;f1`s%8T z7k8#z4pZ)J)|%I)v+4D~zl!|TL`7iuGXeSMWe6_DSp zNxvR!!@pDex9%Ev=T!Rn5SznBpGs)) zS|q9~Qc`r2B$mNVQ+ZQ^i{(z;v^Wu6SQ$A1yZ@2kLItg9cX%4^z-~9Z)C;mSI=6BI z+XQ{1M|!pXS>w0Hl6{NK7Hj|#A=#HNFnW4=;E@t*^>~_peDCE+(Hv!4-Es$kqllm4 zY`a-$GgRAZyU$#?p0Jt!?6$^ilHlVR_qSdbWcs%1{+&pY zAZ6(mF?~alfd^_Mi`7NL&~pq5xcudF3d6a8xpah$+ToG%`xcKn$AZ#ES^x%uB9erh zTu)c`o0Ai}j*gC_;5xM^ii$O6(0p}qOUvBo?_d0DzTs)!K6#cF_8&if{Gq0XiiXw& zegTd}1W03m%h7jXVLg5QEg$ta3Wb?AYlD;r8K&wKGdw)JNUb)U*ZuxnZ+XsLXem?f{5eC(+T zopa~0BRB&qo-aHQAiNP%Q^TX8Mswln5u32!l#q1W-sz&5>`2KcCWR$bBRu5}5jkBt z4Hl`TCy7FT5=F_*7VaN@hBex8wQ@*xo9OM^vH?x|_YoJb4oNpFo~>)HKab|C0q(NIco*q!grbr0`^DYSC2!f}Dypv+J z+I5hP7g;YCpVKKL-zjoSr7DFw(L?Y&<;1BT4$TfE=COp{;Ei~v!X+~NOOlz%2yw%H zVoI}CnMt5aSy`Q{m$$BZWa0=93eo}X>a(-6^sd+Doc5+JL1NdbD zIEs=8_l%H>4N&8*<2>)+;d{T5XwrNuEdEUQf>}}7n%=;PPE0JEOfrN(n5jVdVyy=D zbZu=7;TEL}zp&tM1y7z;=;F()Kwzy$mWfKDnnt+Nsei?}< z9*2#u4>Z#H+FCnsNnv0z<3hb55zVN`3Z&`}+9V~9!p4;pmBN6Cy+*XdXa7Un-h8^d zEH43T&R<>ayt(NiY;k;J%)IqO)gf1H)s>wyTtG{UTjk@sbaxaOJKV9^l=axC)YNbZ zvd*zF*{aZn@CF=7fyRb>>6@;>f<4i1sf-b?kG-YoNaC6qee9CgF%m*^igLzi!fBNY z#~P~Pg{fzR|E5OaRE1tI;%m^4AmEATc4mZvDtrxTMd+izckzZ+mb2I?4(+cjul8imcM{{b9*vzU_r90OA2sP%r) zy6+b2q_E=?qb3L9Z;MirBcY+z_Gi$QTOkg)9QmjJ!FUMEXr%CaJhPr(cxLCY!X*s8 zb-WYk+q$4Rvp}{wf2N2YA+0i6@nE zl}zTUS^XcYV1;Y+ZJSn%-2;Vmm5H60Qq8O2Xl zDr`P>2dA8^`L;ZBR9!OFR{kIMoy@0}<`jzqx06)&IKBE_r}~$HOUI)X30Y0yZJ62S zx956&<-6^AEYf;M*d270t~zF#S{_8ADBv*!;(63+)mIC=hTHY8j7Y;Ww+R48LS+ud#)eH!-3?h(PRHUnB;v*R zGe8TfC?mhZbx0adsycY$h)c;~6K}s?CERvX+gbQi79<&z~&8;y|sVBN>o4OXMGafd48~Dt95pJ1Geh%`Qb!gUmxsQ+p9yAot=4k8Ctg=NgB7% zc)lJ0f*@Bnw+2>KkjCm=rSTe_(&-vIqcPt@kcbLfpLsAc^6{tF1*YqeZ=TQ9v9I{} z3I3%xLV3quCk9eMD@axQr@-T)TRH!sBe9uh$ra~lk|2AAgIo4{y^f_$=YkpeA*?;E z$uDcO4_52MqZ8x|+8=Eq>1Wm z-&WXnsiqyra!o$lh(dWGn3R;dp zF-6}P10*;1wBBV85&%vV<7a?sGl?9Rg>J-rollO`Kk2%0z}(>|PW_AM0FAGvm>O%{~6$b8($T#>5-|=ot_I zbS*EZ&Q%(192_h>mP1Sh!%97#;xjy4YnvPPoCXl)_V!t445?Ge<_CYF;*wNxb{|*Q z(BM0pY-@v6Tkz;x+SWGX`Z~!5a(ia)+Yqu3o&XN(ts#lFDf#_;>PhdxhOnGn8Cr%3@{5g69EUv_)ZbvKmATg(oUy;P#uTRB~6$^c%dH2T#zq z^tSePFJLZ(f`&FpWIwDLmblBq#c?-b2!Nb-5eZ*k9*lHMb><6;>=cg0TN?-*A@=uU% zzG{+-ew2Fy{n&~kabJ?aWsA8k(hdrD0aLmjccL9)O4ddu9O0SZA?BsS{*de1iH_O$ zpnJ#wPBmj2>mX=zE95EX9 ze79XKl>X8jB@maI?mOa&#^pSb=JtUNV9?do^%Q8BvJ|v(>2)Fo26&trG!Xv&H9u6Y z+U87PK^QHoIt*`V(V-Hi0U!x4z^{F{oX<%>iU42&Sdh#HhlI%HD-`1^6^ig^^#v8@ zI|XnuuBPT7u*#ZE6|pyX_YI2V+(~Zuwa{r(m~Cf~ZVS&k+s_U)117}uU4*AKL5fsw zq5EYY`#JF*4uVFbgTZQ>7eE}?PVPO^DQMSEYqfs6-LnIvNkZe95g-lUIljWl6jI?h z#GnUbQG&%6ibIUfuyu@Q;96KPl~){k#VATkNOFag`hWur_YuYp8pxIcnwxogdajBK z4v&u1I5MUq<5Y*ikp_T-;b!NX-90wmv%HDvvr>VVb*o{W)V(M8i?=&0mTxml{4_?| z{18?Npl(Vwb_SrhZ|+PM%_UXlB_%KSqCx4;=yrRG@uX_XVmf?u8zax>iNqP?g*2Fc zljX`l&uCiC!j;(2@K#JLTu#XY#c!QxYAO!*n2G74ec6ISNvZwyQ+IR_y1Sow(gBPj z_mv{}xzdtyv{1WZm!Wlc&8(nYkZAvtSlQN`Y{`k-{&IJ$NVOW4kB?6%9Iqc_PuQGx z#+5x|(=nI|l?Ty3s5!Bjo`XKY!{cgUsut!O%(WZfwb~@d-8XkZJ|i(({x(QB?d0wY z@oyjbi+hiEawNU8;S;xeV$l0of`drN{vBlbuXb7Y_cSx2p8;b4-EtpV(WLHne@X1N ztoMU!d0AiRjU6WoIyxrB7aj@Gew{!6-a&+h0*_DFp6)x%q9PYvgDFTzNLgiCaA*== zlgC#BKG0t|Z%$M0=l6bRBy9)OzIfbDzxO6`FM#s5+Tn+zgk*N`5uw&Qp7^>v@*Iq? zmF_|%<;u-Al;O=ZovB}niyN-e7f=Zegf+ZxIq?S{Q*lPdxGT4axb!aKmlskVcvuc+ zpSeIuDv`=v-yOB{Z(JAAqdEM~1bLaY!`kwWR;PSbb|Vd?;+O93hcC1o-%a)ys#Hl` zT%dla-E=G*s2m>p>*|at{?Yva9$^NM*ArXR$S(quWo(c!_yz>LmNLLXZ^E>EQ4}X8 zHpNUYkFr#6U;gtfJFCZU5fBQ=uX*_GWSL(GE-lHNrA=EP>^a%53E59At>At4a48t0 zE_NHDyEc_h*KZ-9W~WXkq+3_Fwz`2_X@+Qt1tLlspV(%p*LcztN-9lFt3-!_R>Tap zT9se+OcNH?K}N~pt?0O}`C(}EhST9;$KIsLuUVbfB4p#079k}iO)o878AWC1HbD#lPR*8Z+rXJ00GWYy#8W!3ssjea`tO=KR1 z|E4pGMZq{M{$Wm(QM};JT#BwKG{$_s3cX%^7`!U<#$LPw1&OAJZq?!90XJ)hM+3Lr zBiaY!m+6f7F+!PHb+-`j{kSN;a0HX&(=$X)%st71+(ujHBZWf(DD#eqUhD5aVx%FM zbU95;c;J+{xw-wQwZNaqku*CRRh>LblNW82;iKs0nk*lSD9tO>=HGmaB95xUW5+_w zBgCp@_5Q5Pfc1}2d!6Io6E{;9PJ)MRcoRXf7MDD_l(53P>xC0*D=Tea1B_MO*6pes zg*tn6<|%`QF@CbVciCu}gXKRi0xL+Jppqu9-h`A=f~coww0X|K&LP?LuOdJs@pYMU z>!mu-Glj}@QpxOR5erE8oOU}t^#UkTo7UD^to&;>F5$**A+_W4av0xfKUH(b+ypeQ zG)=r`l5TUn@hT_fu7l*h&zusao^$i6OvrX)Cw^xM$D-xg{L#$J4452-Y&3+u=Fx(%O{6l!_-F{zLN zn>V;aV%brlq400tzCFFUv8+3J^;27JaxTV7`SbxlLFBI=Vm7^e`WhV(&}JJs;TrBJ3Lf_Ve~3Om$HlH$J$c#np6t?Y&SE(V|C|@aD7kO`KnTYa*8E zbV7xOg(U#DKnx6wp;}%U&EF#>5z5hV$s%p5I-!9-ew8OUSC))vf}~co|1(Gz(=*n& z{ryu;uU#hoETEQ`mqE#2>wpDv@L#X%%2G|&y~!<)SH))B9<$gTuy7|YtE&0K zCf(Y9g58Qb`sLS%kh{Mp`AZVtX{-;GU)YULD(~R)8|sudPJE0BLq-)&y1(%rD#YDd zPPn(Xw?Qe6go~SGsHRz5u+edRlzi_D2VPf+ALrB>&<;fo{*t7ks<3dL$y>f4_HeHi_0T+MmyMj#v}H{?EY-7$GSZRUTYf4CMlVfk0) z%MY}sz`(yB;FD}gDsm8O2EBsKovgU*&fl&sL}RB9kM>JQ!1Q`^vbxEv z5;|z{#>B+r9W*qX+vAupA%l|@Q_EWt5Jx`%Y>m@5T5X~(N^ZC>;H}lJn;Bg$<_y|J z&mLRgU?|Bb?Qc3EPp{Hq%L^zn(bEN#K5oRD;(*~Nh*|9D-rNOg`hjy;e`hiE<|ZsI z2kP+fp}1MYF7?$uM=iNO&e-I1T0J~>Xva$~%nNr5h5P&P6}By;be2@A#VBS6GEL2K z8@u#4Jk7Bt#1w%jh=8TS0Cmcd=J=i)EkR#SFFnWele)zoL*uyP*>(b3zMOJ7v)vaY zd)E(;PZ+n>9OtxMZb+S)zJKqB$scI5&MxS-VU){c8_`5l`)IebK&DwQ^Zok^(p4pVaS^3xw`&=+OzLwtnlk$Hz#z2BfKWAYR+O z5;*hK8AW1<9&v$%r3jEYcZ=hC)4e4-04x1afwT_T^o^er-vlglJ-vNi{8O29`YI=< zr_ZORm()eW+ZDCa_yqz!@;Yf(UOGlzM^)<+<78)jey+Ta7$ zw@54_Ym@%&u2oJkCKOah4R+2b^$X^qVS))EAmk?ho@Hb(r1%KvEr^i73M zf^Lvmuii)`*82#%{vD(ELc=8m-f1y0M0w>nq+i(v$Zy_QZfvr{Bn;NYWHxab$A~e% ze{UQdT=GoyJn(S!qQ2q`J#kz+O>_pzdtxG@9~Jtd;(o6Qiok0Cmyndi-G{w7oa+Pz z)FW%10bY%b+cLRRhVAfJTM_ZFYXX#sO<+eX_>R24w(?mkuJAR*8-0Sz;MGmQY3Nw>$C) zf;*Cc3LI$ydVSfM2c>E zzdL=_x7YZ;%w`}iueh$ee^M&Kh#3(5E6^_}kjpO+OD~{&A0{+r73x>dm$F1$27X+% zy>a777ASZ){oWRT^D3!8`I(K90{%B3ZQxs0R>+{C6IPQwi>Nhb_T)-Sjr{0uVS)8; z>&MlhS7Z_{l+^GQOr@Utc#);f=Nvj%?@?NiZ-&h_yS_?Whg_tLjEn&K;@GJN`m#PC zBIeZ8#J+;@cCdt+T7HteB+HGimX6S|n-IP$~)eFMu~6;4braZ<}V2-83uL4UW0X?2CPdm04H zoe>2ET`8#N1q21rKE2V_*7otMrvon@1KUOW;vyy-9A9XtMX7!c4cPsk&Kw1y@CpeD zd6gA12KpKQ{(Xx{2r8*K_m7xiV&FH_n>Zbr?ah65H#5^`WyNBj)!QZOl{xnJYHqGW zRz&ti6aY}rqLw(jR4R8rfJFjBLLiTaQ4j$!{m?4aCS}q7_rcO*Oj}403hsucYrZd0 zTG%7Fy4*gbi*zfQ{CL4=E|);kPoF=0II*M|`eMCKTLM0*g-iWUOnV8^N;W%J^r&?- zHuu42_)v@HUVB%0#TYT2F@oUWYZ(=17znr!2yUJ@ZM`L201AM-`J{jxGfK>llMYEy zO3FRqyT$PoV-VhCz4E9AjcpxS3ZiKC{e_;pJG_Pl!})2O%lLQrt>Zp(^U>O>uZAW; zE!kUXmP12h2W>0j;E`nm${p5qL#}SeZ!gbJUubD_^78Vk1x!#~AvIS7(y8&^uY?*%TAVYY)UqASC2rfFkV8iExay4qksnh0$LLTL< z&0w6<4;IfTMLD^SmNd5CztzICThJ4rEYwHswgc`UEvTH8Vq+?HqLKRQu>6#b345r2 z1Si;Egk7~HQBZD(NH}?kZIPN6J$$-J3i0WrkO)mt=*`lOmvD zy1#;I00|k&)2NMt6?oMZg!S)WfFyL&1|AQ8%*=ncNfHaRn5#9&Y3Ulz2K_xYv$n&VnAc(XZO5r#Vxo}7C46;9p@5B@XKOPW8~1X=&Lb}$x@i&r z?wvM|2}(~3FV@4Y_U4*b>TWC%NH+|FK&?MvT0PVBWMPV{SS<7L&Vai{$`Hu?JSR3* zB3#mTGmMpxG$gg+T81zJq;fYN?=JAzt$xiX;(QA<5HW(>R^}0s@JcKtJeDkTop1<7 z7X*@obJX$7;q~3Upv{wf7pEd<}|y=0CYMQ9l7RtuaO9Z_=mFpS?i) zp^UovAQ<)lCSK^61x)IQat66;^~x)Qp5-WQ_%KWL8#jsvWZZQ&`oaV19y^m3{DGn( zYA|X<(8GgQqew@6sCL#7x5pf(4CM=Nb-DuxeJ%7c~Udy5zXY6R}UrQBb2mem=C^>wNw>+-|*tx zN=s9`rpqhf=t%94)LZ0eIe35BBSVWR`k%Oi7-hGRh=}Nwi3emDf(8YI$IFu=V4#AP z3b#NyxCI&@i9db%1&qki0B`~tNT-8k;V_9R`@-oAcBwrNx7bpP;&2;te)pQKd-g9JI9&aXXNI_Se-LqU`!CLOx99X7QTxmlrb>O z_(J_PMN5W{zqAg^uECS{t5$1^yk9j7BNdgtlF|>!_+Kh%yzy7Ze(AOgMXjJ@MNW(m z`CIA&=DNH#g02WDnpLZ&x}A#>5feuaYyngw09fUtVqx`Jwm$WMi5%UaWmJ`6Kb(fH z*js*K{A_Paq_(|;jaw;mqHMhnc2bq)1koLnc<#uaXwv1-MOdXNZFP7o00G{Ba0W>FiuB9bLQ4kcS1l@wP%vk z8~3P(4h>pTEjLQ06vQ7Mmi7;Ume8CisT!Zt4{k_m3(rH(BpI6%(z1v1ew`E2dVE?< ziJ$=aw1^Y=b>%A%a2_9fYUYu~4d6Q9dp_S8?eFiuw!Kmb%`$+S_5^O4M*8})k*kim z%ZBBKymRg?_qOfvS$zPECaQ(m5zrQaDFK1``CotpqHAS^ut0n*1p4*nH_s3)Rft@Ln>g2_S1bIHo^ym=WN=>b>kdq<0KyztR(~7>qd+(+u!m+(cK>l@R zUbqz%d8_L4bf-3>72hEre2Ff1JsiVO5df+cFCmcPq zN$UM_qnB#&r>Ar1&210pJ}c{b=!oG69mDN8U9)NRhOQWNDtZLO9_Oh7L}dcv*Y8ar z+vf;rQ=bf!SpE^VHa1rF&DO<7T0?1kX@GvS21+$NJUmsRu7#Z3++Hx40+$ykg4o&F z>8;nlLoBbo^*GGbGAJ(7qzQx5fz_ZB8{hV5~?82mv{U1^Zl@rsjzu($&m{{rrU9v&v zIVq4fG9LHmVmDf;1c;`RiUPhvNh%dbRBE`ku0hIZ^_RdqJNHb%Xd`=_&m7X+K}FFt z=MjA0R%YwErvZ(GJWpN@=?>|BfBBh|)DPH_Y;14$0Fr$KxX!C`6&V`*e_Ee~w4gmO z>}7YUk*zm^FjuYC;&tZ5)5A@zSW!%N^`V9*j2fn`|I)Xmi#Tg7oArM%n#V7UEj2BY znruLCl;&{{15{G408GN%)c42DUMn3)XuR!mBGO;v0nQhL#xH7Osns|Ly)7@XwhNv; z>9&|;yjOTB>RXcGXBP4**wS+6RA8Kpjsf~NtJAn2Dh`%s_V(4)o80vuKnkwGYT41& za#s8vU`VfWDP=$mMuR{k3$Cd;?GA9X*Z?zN);1#eUfm)<*F1>zyVJ#LW&!huAn)!S zPT@*m{fYA`U;*kZJRTP`2!N1HgMnILa2G!S7J>o;jqCExrN#^F5AV1Ui-me;@0Kj* zPdFOr6C>!{24`vY61KUD`wx1$x=ulSSOp&xv>E_mU~wz43ETK`TwpcqPUPVjHNkP` zMCPN#7v~ZRYVDnXlizVs-$5#Y&3W<>K8&-6*4Vwi$8~elylZsS|5u6S#<~riiwn(* zZafgZHlGqzTU+M zdQFPG9%AXM72f3+jd}-e8zpGUf0Ui>M8HMgn3sAm_SZNu#ES5d-@dpjr$P?ho~k!?8FdDZ}K)RqFL& z_&Qwvp&b&SotF;N zdkS6T)VY7Pxoqy#AKkRRNtYV*{x%B^$qx$4W@U{{oMkuF(;JJ8)5AgWzBtI(@PE~D zK7gtm;wp0x^zy;L!ma}{7NNGcr>DYpM+)fc85kMY!O4G3cw{q$s+}b4S#TUYF+w8q z-((UV`L`V2+gAX&@r7_2c>#T}V?dKQ;SO(@W@$x56i`$}f=uxKa<3C)V3GYLWUid} zkLT=i%YqmMsX5Xwryx2gRF%tTFu%BX3p@(hK#Jtar~P8~ zyDY^q%lS{g@M-_;ucTCYS@o{clcEfEs^~Q&KB>N0(Xj9X3q@sRk<0E60FL+o|0679 zfCn_uWKGG%{rN5_0dK#zmq%;#S4>*ieM`)ps=W}N%dv-=0b zSxZ{?&VAcL&{q4L5UR@jDt4q(F0ig|Z0yZfQ_1H_ z{hT$i{Oy5d(koAraI=;_o>1h;zM0c+`!50Y@ZO5WkhMla?amV*Bg~W~jVb^M8N(zL zkd_uQ?#ofb>7)@wDHy<3z~{O*>TtV4$L$Js;b5T zoSikBqA%FXRlWD5XLTT|+fj~B(0B>*k;(?&ROL?qQYN<>mc0@N1aQ9j5snk&ywVbXwda#A z-n**+ip)=o8sI8dVJo8BAFAW}1o?g5z`Sm2JH5wT$d1V^zig9Rq*=PNx(&brECI48 zu-ZJBDeY}*`{jJGy|(8ZRz9XkTDJFw*~MRiMoX;B(g*{o^-RzQv^YIpFXPVEyIQTl z70zqqB8ZO50+d}Y!B;LJu!8bqHe+OBVv)aIQPH>ExefWy&}WV{X^kI&=cAwh1VqT# zpOeVhv$*v1#9zT>P6#0BGU$I0a;y`~0Kw-!B42HGh?eLNNxnwaRKt>-OPJU|iL`Eh z;h5D*WqQ1d#>-p5YNerIVk-JS*ylj=RL0tJr2#mS*QyRYK7oNBKt@+m{uRMIAuOw| zBO0ny){NF@C=^-$e&&TUX4CNEVxd&WLT|u*q;;A$%1AUSFTX#d=(0Xa}a1gUDc zTxq%w4sw?Raz5n3{l^cx?v4y9GBS&oTaRfaCAr7`+&>nx5T-0pCA2@J6GFR3)8hmD z(k)#!qOe{Q6JxViPS%21q`RxjH!2DREa!NiL^X;;Oib)qg>NyimvHvCh>pLvHJo=@ z+=|m}KW4esZ-v;dL>)7$YO9}& z-k|bJs1C2Hn)-zZ35jd|^I=WrfxV^%lAh_pTwz?z{vQ54n5(FvOO%tI&R(n*U~*$Y za|81l`#SJRPHEou0B3aT{%msUd|;teHr3P5HBHMe zI@d8%&lJwCffEH)IV$djDLj1R?9>TQJml*ojIog4tf>Dn@gDER4ai%eRg&RPsoc09q=-@ zCAIjTPw0f?c)=^4xw;1<01AAH>Yf$+{&%ITg5ba7Iq(`4g3rCd z;3nK{|4=n#yUuW28Lfshl|iG>3%uUIVPdc>Fawaw@wjVlF2M^D`uS;?DXsH(YZV2) zvgY)~&V)R|W_SMS7#(B`g#Lx}gD#6t(N)LC6Ew@B>s_PX1?!kyj0 z^_yX-THY^U=BMz~8LEPiPzJXZ#81KZE@Wh{;6#-lO6Fb#c;UHl1We zsgo{DfA=9_FqjMLwG(jP>k;qO>iE}JAexN}W+c82Xazzi;%E)YNqf%O8`$Jq*xa)#K5v#^%sa0G^we09JvSjBkJBVU7LJ22ttKO9;|uDfK7BG@fAfxc z&dr>NF-1jL=UwEO$Ojn$4sQjGu$F96jLwd7JQmmxexL8c2(M(O05XgnT%#-yQ|AE& z*pg64Pn$yTUj?#xiskb0QDI%F2!-V8)9Fn)i-~$b$mFB~$eCVI5?W9Atx?m}xI5%p z^m}fojpZCMnzKXc+_N$!z3#e_86K_2NXX>7D`9V;(DW5|CLDBewaAnUnlE2o0_yAO zcwF7WgZi(y5=3wi6v?Gz&K4XfZ%%{@^7#!dBd)SULHPG`Ug6!v)@T(7`tJ%01IF$+ zp6bii;q8f_1Py#b1@$|sholpwoIly8{oT@73kKA$jK66!XcMWiTnPsf9#Bgax60=F ztYA!$j}UA5c@2D(j;M9$jg(jFjJ&o|leAD(x=sR`O0d44nF{P-a zd(t9RQh6<|RISAcXyiSM*Z_iKkYfg~)MU<9!~Hb*az8!&8Z7~&8}IM?m%P!sKkUDS z8oe$wut=Qr@R=DyoC}qV4xzo{dOI4Dg%g1)qO^!^>4TZuUeEK>Lw;V~CnBP^z|8SC z$?OHU`XYR%Qpew12=-LfL4WxKZpOaomeiCIXIdZ>T~K-<1oCDHmwRV@D94eAaH-ri zv1O#J+|~$H4Y8f!i1m$TJf7xO^7j2lw|})3g5Zk+&SMuFTZh3MYdV@-hry|A*5nmS z^DR71rT$uHmMx4~z7xXESs%}2VttB`3;#Sd6W2lpNSd3DmCWe=YSe{;{=vab&;|+m zLdQTFc8`nH{63e@&qKQ7w-H2Mkz(azE>;uXptD2h3(H7$LH>4}qf+{WaeTw0fdox4 z*mE<=FC5>*_Hh*yvjKwvt+jIXL*;3X;d>NGfpl8B`2-o*b?9P@$`*Hkz{pYyM+h0( z-?){$-keu)ld7?-Xzs<_i{#sIf>;UlNmSGeGsl`+t-Y>*xQ<$eX}ee`uUPJ5G|kR6D7Xj_wHpu!P2d2?Gr1SU$Dx8 zGBSz5cJIE?!61JS6%jdUPUbx!%k$VB#J&jSclQb$?5f@7{lXkQv-HfzW%CS`4k?$CC%4OmdzRv@e%?xDK{-RTEaI7Ky zW@Pds19rl|sA<Mma&A4ohcxIzMdRv+!fxWD<&F?9LN46cIIA6ulj8K|3v%?Oq%yq?TF zG7bV|?eG~2`Y&21inRIn(AF6--$-uvx{$&;QOyT(yOP>_9> zFdpX+%8UeU#weJW!nGDlSS+S!phr&Xr{5OSr!p>yd&H_8O?5YeBZl*VFzTjE%$oW6 z3voV=KL~Ko;v%^v>U>YjWFs$f1$iPwRAwA1b9{Qt+vyX|D0ptH zOXhBpB|}cu->b9shqGSmB=$GOy?#@F;DFoiI+%~Oo>8faj%X>?Sz8VF{8NK&ck!A#n9QPY@GK$<_lE-ge_DXO&kB?X zsi`xlt9);yN4)Z;I79caHwWDV*0%=AL1Hyi&-CV`Iba}gEzeG}kRS8)%RZ5O4GEzo zB}*G`qP$;Ty!IXzrxi7{UevWPbw$;1Z(!x*WnzjxX?-E^X>SAbYXd{MCj^O|x!m~P zCpYQLkE~i*RA1E+t28}}?JrB4X9vid+weaP|nXwfs>11Bh(H{Y7pVcC*xz9A%&Z-vc(7r}Mh)?&87 zCk{UDH)b#?&w31h`A=|VF8>mYO!Cuks_m-X#|Szui5YD+-o!=puzU5R()5a`tBV~Qn;8dH z$AkX9fYc`H`Kbhn?yPJYA{uuFL)$OllTJ`xdZ=r-f~m%3IPhqtw?Q42t=(3S>^REG z+$Sx#H~I3TPxTiW$l#OGQof#pf1(dzAraniXm74GMFSu|Eb%eIAP z#^(~Uo@@>PnrKZu3&CuQ`^6-mv3P0I{kSY6w}5UruiBdrs?{#Ym^&^qH|t*#)+iPB88I!{=w-*M)L6F`(nR(#Sp~w%n^2l&q(?pCGRh zv}g5+B7}#5#v@=75A;b)V3mi@=FK%5#Iv`IRrqhCTi)RIR_>tv!Hqw=(uBYm+6~K< zzZ&oj&al$II5B^|hdWG3PPiS%eJ5z&)JEP?H@FQeMd~Rc)N}KrSjf#?c#QJ$O>%O< zfc#}|gnXIy=j?+SV9PSG+U_Kgga^;QBa#T&YFGO0_bPf zP8{KiRe65-2$(^@!@z6~r3la6U*)BwoYg%!ELtW7OP>yTX-LqJ#Le%r z5Eagr8*{dji5}t5a7h&G#b9U{GIqJW&U0KmUTRbUEX3N{nnW`D#}p}O45lKFce=4( zPh8jhYuD(qF)<1|HpG!^*^A?)a~*Ppjjs&9kk-#VK3*51>1SCVbuH9w#|GskjhA%ZJ6)7rse><&0pAuBV% zj1C=|&WUu(7?4>Qk^OYNUEN%+!asU;vmO=F>x||}Epl80HmI|8*2JKx5LoP$H1t;H z7u*}P-)iZMUeKQ=RC2*T?}ceaR386er3<$h>64lwB~^hrD{{MGDKcc*c)7qyPf=|V z@atCqoq!WxO4&h=%*E+7fjX_ z3oeFBNVvdh1h6(|X`9U}Ip`m1D~+f)aXHO!mQcU~2EYI`!rARl27w98*h6VN32e=< zXRYmdH|aAx)x%GQ%CK6;B8Eb(N{j9q_SoM$mW@50HhJ)tmg=uwmOF_5?on+GbsG=v zjHYwt6^Z58?u=M}F%z6_ddYO^hE*_SA(+TnZ2Y;NX+bz z$vfZ1HPrd4X-mKRZ_D!!7&;a@5@Cs|2X(;WYqrd5ch?xOOg-@odNMC6sj{(<53Sx7 zwNu!s0|2NrLFVJP;2}h^bcuiK z{^kVU4LYS^``8Ig+O|KKE_Xc9bh+B^?u#TI@iY3hE8V8+{VYA@{FLn~|79X6frT3d zU8#mzwJ+V??85;NsuMcHru>``lSqu#OzUrltkuc;*R$hFDCX!9+A{!G8bH|NKK{LG zxmtPiza4W17L(5(1!dVm1Yy&HR<*x0w`=M*)t#otqXV@fw|e3P-k;pYCqH`&ZnmxV+caH58xr2s zju@ZCy+<#Mi9+QHlyrVqDHp!OO@m15;nehCccrwz${MBxCJgx^(}=yTx)rWK3F+t2 z=xNK3%$r2G`3zj$lpUM@U56eu&F%>L`@-jgXRW*pw2O!1adiB816c>$HOy{UmsyYo z?_HGBX1esF6f<^WbUstN8nD*)=VH0dJlWwg+!ONbtfW)GZXcQ#gyZphZc@bb>VBET z&)W2dMWgZUf+ssY5-vMgyo(x^ngkJ7RL_ zRQ;~NkC&hu;W*^*8BHQ))Ke)Xpf+WYn77bZrQir{N1x%Duk_>M+IZ11B?er!*-R9h zBSFrkow;gtN4^%{9}8Z6=;Mr8J7liLPn=aLex)N63I(xCljYgh3m_`k>G^Xp^MujY(%AH8Mr}wXbzEcD!W&qY+H&j5 zIpfiO!c86`bw0b@`@sRxaQV0Mtl7~B0aJp68?X!q7F)Il#kJ$0q`0TcqRXdUF=oSg zRAW@VuiXQ}4>A>gnmW(-fK>fdIn+g5n9m z*RY5YgsPuRaL@sxhDon)-Dg$**W!WHax2B@Q(PBhy&WF1NEeI8ZMB0*)dbY9Zd0B9 zAksk|W=x|LrZl7{JY}^R9KBa*%l~2PtHY{{nr|uTkZv#uY3W8%LPEN`Te^{ML?om` zq`SLAi9>gHcjw*5@4L@^?(be6{X>ECzPn~-&#YN%baWJe2l&W&C&|Mgv%IZ5qFA24 zhdO)ZelJrrBUFb|a|+&&SqygDDx1=lW*ALKg~fYDv(TbM1|tnIK{A>wxg|~)d&qRd znzfOw=lBBCpNgkvI37ReK;NoF1}8(T`ExY>>b6P0FD-Ut3CGipYrFlU?bH*t>T`*w zwnwNPxKF*ej0gqo=>RWx4l>Lq$5u4{+E0NYG0RIillq3rZ!H&n$k|a1)4j2IsdK3W zbrp$ZQ?s@k-~K4l3a!q9Ym6ed_q>v=@XD5?dxBF2vRneMk&n|u8a*i8xaGmNszU{? z%&9^He^d@{w4u-?w!?E!A3ZMGT`Hu1M0dPzh%MP$R57bQBcx%}@^CiI>(BRt}=q=4Ow7AG6rANkro zndhg~mf**aKf{~f280|Fo}7`=T?|5xzB1tS&Qr9Jq79N_eR;r7Lf-h=5UKRYJ2m1I zy(chw4aCgj?`C{=qeunskKsY88uaUBn-`6DsKJgnytJZ0xXg2M-NIV>?rz33$6vDM zkJ6cZZ-tQ$-O9~ZBfZ_37iXRSEl?2d5Ra*NaorEo<2Gn!}U={KA?-6Fv{g#t>QA|=o)~+Ce z;)Fy!?hDoQq2$ENXAP_uKDih4;6DWYO2K)@IEWHf*dLN{yyCH zj3M{X5c%U}Gl(pZPmW%InK8&?i;4X#6-~Np)Bc+Vwe-L}a=J-Pfan~yQ#hF2wRwNv z%KPC$b+*d96L_p7j!<$+VKGK@Ev>b+@AFnF&4Ng#OqB7i7`frebo?SrO^7pEN}}zA zXSBD6yz+%7DQ;M4tfpDqmG5mh60lwFiBC@_*ACbt^734Ucaq917@;wa4?oIqR{S}x z7>!Eca$Z9}XAA!$L*aK7d!K|mQVfWDa~h@hHLQn+hfVW^%J?poV}2hm%ABCDEbhzm z*-A>%cXZb`2dWD61Z$Sa>OKQmk(Q*3b%z+^k>`8>8o+69Zx3Rc zh~Z(X!#)>Rl$1qSLjgqUqe@C!b-whm^5DLGt{{ABC7DC~0Xjq8409txLNNuJrJBel zP~-jfEd-=F5Sq?7qMALXNRngkNbT+A3`_|{rxcP!9OKE&Bn1t*ox1D?IEsHff zSC)KU{wby2EA(@-w(_t!!ksl!7gLr&uRm&*+i3CH78XIi-xf)c7(e`k@h$0+9R;{1wiQP34@X!I`7%?Dh zL&RyLHMX0U$-_q~r9U8Hx0$joayQdtCXg>%JhL{FU~79Mna+`hp(D=nv(NiNIm|~Z zs%H#$DM6>ps{=u)VU}DBuUkrZHThSLS0K35@>D&+MD~=JpW%bo=u(yh`{X4sDJ6@S zb?$TN4_1pSZdTGuJ!eyVa<)&iIaofRaZz|}OWExG{!Vq^kaWA8^3xj}rJlboL% z9*kQ)?fv;<^7;-R_r!{c%HX#2H;+!brO7bVQA&@LFmm4GrY#%3BOjQ^Si@991_F5d zUelQ5JGu`a#zK*wu-+-ZPHu!o5UT}1d?3Y`Mg30*)2o7``Y62Cw@*DCuhEDpS4E`jeR?K@efw* zRqx{O6+27Dcdrgw?nWs2!=Cm^S2(;qn+-qxHZU+e%B?e^)Ype#<9OCO&O(<(H1?yf zjS0}<&}|uHHu3@3| z641}LA#+}u9&NRM!dl(h?giHaq1^mdyfv^q_dtINq(Y!dPllG3bLYvM)NPknnQL6g zq^ND9rL7{#Zg3){<$Qc6x8h8h(Snk*13!Uv5pK~65#bly>*z>*lj@!hf(w9<8!O&3 zm|q}el*9&86Tk&xaeI~76XE;W1{_7tkYEn}fb?ui-N*kc;~u549*MtDK%8+3Jr>JM^+b z^l~k)rz%0t{e7Azs!ny)3;_QnX84wxzuDOB+zx*jg3oyiYf?D*8%>r z=!AtI+9i=TYUstjV7~;H=Ier zGqh2=v+kV42bBus!UwgE+p}2^#{4V;t?>N0eX>OM* z8swbd#+RwrF8r6nN+@S+h38O(&vc+|v+1B6U+m@M`cur$`X9r?NM>`JwC10H#FubL zxGdbcvW>^BvyS!|CTDV*-f>1$WRR&Z;5?I8QR%6(UrVBp@2}9GVf(m*_F&q60rA)H zpD{8zA$5?KXWfm-wR0)(Mp00}d*>_;@?x-Y9+w%;&OHvBGJJ=LL6e2f+BI1;DKf5c z5fMkoC_iaefc6}?$pBSYW%`^qfz&ku?LrU5Frv=puHiPmKp+Ve(_{hpQZX=vvyr1% zZ54Aux^TDzBEiWJird>YNEySB5UUm9lvCkhhCZ-5cNP-2I zi_)mEon7`8ph7S6dGc;>If|;Sb?NjUL{xi%+fT(RMp7!}<4y5kIdPmXKgLWEj#giU7vyI|NYwm*0qVkt*%|!G!GM!E9=#^GtLAKu&_~A zKTg`eG>ha%-HOR%Xkv^JJh!9Xtcn$o^2YTezw#Gu)8jX;!=N*)coa-D56 z>{1*Ru{dfMk7Vb@#;zExy46-GV_>}EKo~gX(i~-LL*yT|Am-?e)2?uMPD&YNs<&{k0z*%L zM#^aeXsp8l8DXlA0@pEnkq4%gw%#mc`0|!SWVOatzmw3R+{MYbFGQ2}cG=KfC4O1J z2~|K&AhaicMR_YM?2Rl{leqqhGZ|UO_UwiwA3rJP{6FhG2-H864K5ZhxE?9GhewgE z?j6zHX~Kr1(jr@2U6$KmQBhG70e=I@pqnwp+>-xbsmNTrT|eRSy5ib#$;J}y!Zj5lwakS3z$c*;xt(fd;+XPpH{rzAxC4diH_sNJ-( z;$zybhi>(kN#RXi7fdGApvZip|NU~q;f)@th-q!+-o?vLs1O(+)Rzf>o1g=AN-JLl zPwfuD>_C5=x4Of@*c@d~;Ndx8WK@miWVYo(5TQ7K|JSc;buJ$}n^R#=&p2b_TSAsI zctb6&g1~8JbO6+PfT#}B@o@epATF&ig-{@3kaU5nzNWi{F!Bh!(X(6K{pm{?R8~4Q z$`kh2h`Q3fZFyAb$!TeTAKC+oN&ouwD?3&Xec+D+=3W0?a>OTKH#j^WS>n3I&co$8 zpLTL@x|)%KFMpRCXi-~LVFbJQzYMNhgRHKPr4gr zhU2?EwFHF1RiI6X9_SSeId7kwo?5IBgJ++`;zar6KeXm#fakNj5 zHv+i$2y))|i@mAZb4Lr>q5L<_(j?Sgm!pk_rtY^FR;TsPo;?G4nUQ&UG_%#br8+l` zY-G2Hw*m;>SZL8PL?6TlQ2r7+^`)aI2 zC4j#WurvcURacN~gMliHssooDPQYLQf=ULK1w^r@A0cAKt9E-Bd=qQ=ROz`is9?3l zvPYP|toJ1$4fgC3B58~04eyf#)92(^)wv*wsSz_d@`ZM(d;y!ry%@uoU+Znt&J=bmP*MHgy1Cx>~t`n6wKbc!cZUcTe-{)v4|2{>x-3uX#Ag zbe?vhB%;*RtX9*^AR}Wz5%Gv{D%%!$Xzp zoIFmK*wMZ2_ zf8uU4{yX)HEz?K7vu1-LiaDaAMv}*bW$;wcdV>wPkwz@40n&!W=g|{Hwm#()3ZNLw zi<3bLdci)}*&WXu`TO}zSDIphejekso=9+2`<9s42cX`%TQ_H05K}-C4+9cl?024W zqNWOo3hhzH>8=e&MQHB!$KYn)tH;c2GC(x$8FkC8O9aO18|EC<{Xq~FjZxR?-p4O@L~&j#&s@P+9Mc;BR6`QOX8SwC zkNisS@~Lp1C{+A6tYB(>5G%a@L7*RTz+fIk+PsniDne*RQnUtfY0g$K+c-pI`PjzB}ZX0Ys-F%>z@>nPUhj!`1|JUc0-G zY)$@AD?*ifv?HoiURjgW9$_z=(^tPiF)%bSV8b7+KO>x;fcF(cqv7Re`;36(bT8s+@lI3C*lDkV zZ!SG9zvB`No3Hx&m%7RgmN+YxA0C8*XKn_FUxz!ndFCZxDWBwT6L$1Hf|}|6~tu+LysBy$dYqwCyUj z<|^OmZfX@sQ%Jr4Is7_r=nja?TFfTAp=t@NbUM+;0q1we2!-2oRMs2C}ige*YeAbg>0|=sL}}WVH<-!S+}0I2e!FXjrVJvkn-JqqKiM6=TvBW6r{d|A_pa;DuprE z*9m_HZeb~pVybMP7)c@@#GcfV?FG6Elv-U?&3m-u18EyifgU~F29q`o8zYCA7y0lF zm(tVDUdYfKg%f$}7!>y~rB%PNB&?EAYIn!+CUZ(zZ>~8a^Q8zWd3s990LU`2kVHbI z`am7;gEDrJH-SOIS0BP3<>@h33rBeLu0UAl0mbu3o2{e-hHU1XcP5m&{$wS$%)!y% zGED6=>N~YBa_Kysm4B2(_hW)-7#BqfRj|f>Ul^WtWSD)gTv4?ZA4zwck+uDh|33Xr z!{>2|y_ZfLEk)OU<(J6Tp0A-?>u$#WR>)8d4{`rPscGu-=)QteoVhd-pvgv>D0&WisZ0U>D@* zx5=G)NPM;$e$j^bfEXfPbN!>e{DRN56%mJF@%yQ3o&4MWsi4`FT7pQ_>eQOs?j}|r zi{^bxuirIeStn)C0rlkX9FT)(Iivxa^&3=%x2{QYGo3NL)@Wog`{*)TSDo)-rL2q( z!lyR?5QRz31C_4U2e`uAnsyi5Hdb^hAHes_zH>D%G12aSJ>ZTS-FQ?2q#nKQ@Tr== zw!85AX03ei=u`ldcap%{7mC=Am|vd^?H+qV#3Q)H zetk;wqooUP!xC&WUhgBBk__h+o~KN%-;9@ZMMSK8RO2||HumJoN8{MKh*!p=0||9# zEvT~hOG+x!ez){UMG+$F?*Y_^pBstq>6ne<4gVGwVSk?(;;A}x-iAvpJK7HHSs;jP zB)8yYU^^B_o!uNLD0}#+Vlx^8E-793AK}jN#TD=t=g+8;S8G^`&+*+OEVNCL0sV#v z=&RR649{>buLk9(BMFGaOUnk&V6Xf0aLeG&X;ly4VjZAT+)W+3zTN$i%$l0G< zZX{_^Wze8LEqwnN5)5z1Gj$ja+GGjw@E$)Hty|)xF~NuZ3457?AY#B0r1(}11LKE! zB0hcKZRJv7s^d0Xid~eW1mSYP5CprpF}3I()ZOX|Bz;>tKn*q_=R~?*^A0`ZRaUKT zm+z$BU``W^kRQ)Zq+%g2RNT{b9 zF-+=qMzCwId)8WMah&o{0jdNBU=uv94vj&N==OzsgX2!e#guL|kO3GB-%mo4@D6Ba zl2>2-(4)v&b~GNEA@>wM*_l1bFMal9rrCg2zxj6bw+9os@o#c$$ zeV=9jK*Vh7&RlU`b zn5D+$yiYr@iPPYGg9_qjO8!!_L<0rp-*H*dOu{}D$cp0J^4eeY30I=5>qwpTZOpW+ zH2?FatR{6tZpPdk$Erz5qv$ZVE*__RxrULvyJB9hA+B?EgJ-sNc$F5#A+w|H z(0Kggha4^a?1#oaZZ2MlhXYgm3t$xrR#EeKzDEmW)-@QXkXQ+8*%4EOY5zjv@sXIp zmxJbJO>i=p9C}ZqPgaKrcQ&TNuMk^;2^dg39FU{F^e(FRw)-Q2tAR1-%*>m(Xqq-I z^3AFBpFoXG`1Um6q9l6M@pLg&2Ch*JdS3sT=`8reRyqzc7_0JLNAtw-Uurw}!d+K~ZN*Hnnri;dEeqKjI7M zBEO~bIn&wPq(}>|jAW(Me!_Ov;C+u9PD?lLFgVR&WNfUUruGpK`tM>v!ag@ENDV2} z9Z0-eb?AFK^06o9C77~b+ikW5xU(;@v2`o$)Wc?lE<`D{Z(&V&8OCmd(#TDj*X{SG z*SNTnnXo|J!1jQIC;1W^Y5%6e)t%m3LRkkkDI$VU%cHGG-?qB6tS`O~qc)zkUeZ^*P z=!f&f!7{+9gd%-0U+5++j!epyh{mCy@GcQsxLH+c?|JgS9Y_YQ{i*sDKU1(%dBmQ!m% zM`z9AoyGu_GlQ<5++Izth2{O~A;AoUS$SPni)8*Gj}G-Om!2)aUNZQKO)6{kV05cx3sWWExms*q8(J ziE1R6pWVtuT!}-!blSNrE2mq15XB8CQhB|CYOjV(+#dU5fc>Ry%(_i4LLInKR(mI- z*8hnHQM&lVLV|n<-rs)zAb7H~l9*{vwWRA5gTIs~7Kxr; zz6H8g1qB7O8>A+$>62BO;kSD2(?7nc?L}n(uJ5v>UYcdt0o)8WMdEV=-1v!5Ex8bzpkPPqiL)n=`~+ zkLZyMo|O#l89}^A*X5nbu&@4*lb_29g>JnpF$2bpHP`_QH>GN?)!Z;o}Quj+5LclCvu3Kr6Ee5246g^+6MzyHZ) zzlxB`>mpwG(EsGAx#TyULj#{ieKlo-O32XBB25S<_=v2nJ?EajwOm>_oDlbA;g|W= zX2sjk$H(NIl~dLsS?!&9HvtX~3c?FF&9Hj;=tt3)x3OYi0u^LbhV#m-55f$wbgeoU zMs9dM4pu;C$^xX;iMfAxglMZbCQdl03{Gr$ac2k_*$RRj5fIa6@8`ty!J1p_7&qY~ z*6sQ1wEW_*b}8zJRW6&SRlEUHdBb>L_l^~~_*FszSRrwHd}>8+Bk|yL05+BlzNE|= z(YmQ_`hEZIFGt$%_f%MT!|t;y!()VvAF-_F>auD^s?PEL6s^IUy%#xg%I3V zRO8q8>x)*N!m0LWPRq4}686r{ROgWI5o3*d7q6Af++$9}_$L2K!7X}V0XTgUU$0l8 zs@}Nji0x>76bTxK1S|I`(mr|PSpFKHQUM*WS`u0T%|eR!MkbjO3A^lrzuhj_&xL6e zvtSMao?mPt!Tb6I2KwhCJbQBYnwj!aDl1#`N2Z-@nw-CAQPJRq*(Ymxtr{UUu*(Go11ou#>TRl0p_ z#W<>1!yOq0&z+&N;%NN>9I0V0Y4U#smPZQUTSDawEv5vLKM`;+2t@gZW5jsfb2;-7 z6i!Ix%BB_|kv&GGI1%H$7`MR0Yenj zC{`EmK%W%h0WlMPcY)qe;V(X(*sup~7_N(xUN?DW5<-+A=&-L%-w5d4{|zt%2u7`F!q4n96UKzNH}_$<(2Oa8}lK=1j^^?>)K)n5JW z5B&AmI6J?A0M`oHv=`Le*x`Rfw=y}G4+&v}tiGThkhSJ?&4#xZ=W@6<_Xk%0jbJH8 zH?*J)8h;;QZcL+WGMs0(zY%L6iA-7*}lL@+44!4AsGz&fWDS4gIeF0cM zORy?Df{8OvAiKrB#xDsD2K!Ie^%{Jko=sGtl?G%sMH&*@%|#$?DSXC}HeM0N+|uq8sg<>~+t0~T!;i?%0Wn$j?njDARMvOA z440`*cH6s=)})*}WB=^Fv@Dz>S{Pl3p+pZR#opue%n<2GW2Gd|4~Zqs*;VpYbfFI) zV4-bQ&5!P*M~$Qo=J=V>I?;@~NrUUN`u+{QKL(spl3n=b7tXLl978fuDd<9y zI`}^H{E|X-q}su$d*0C93e%)onz=hI35P^nmVRlHeKjPwqw|gRQDs<-^-2%)G&U^rAP z)JkTd&nxw)^G^>-VfWwPV)l7T%!pl)qHNA9S!Bw$pC0K$Qjrou^38^*XxWl-x?MeE@OAlDYF5<=0(tKU=;DyR&@QBeS?8K&X`B!nD+2iQ_%9E7 z+5Zwi1P+Jq7O56q3tq6et-9S$c#Oqq-I)6 zUhHv|3nU!Dz22^|QpCxt65(GlUu*M?P^~Xhw0Ed%@mdt7O9m5X`AVT7SKTbLo|I7} zjCr{l7YSjok28mLBUR?<4kEdY^(em#B7ZmcjHtGYSFvH3!P~=Y)*tabWo#?nT3S4I zB1o;_m!6RCABr=CipFSrb#^_-}OYL3Sg6fKoGJ z#^U!~s6q-)O0N@chxt_R(>#pfGqPI(=fO4kFkXV%cE`QvsL_mY#Rtz83SS(sQG966 zo0#}eUGe@WeDKlh+zx+?pV23sK%3LvX0|`%DZrrS^Yxl!fx)TW{#x{0Voe^~=c9iH zhz=YH>8>m_HD?22#W0H32cpFM64hD#-8hvojq#_;obl#%R`T-*He?ATzOe8#fGG&gGP~U_nNy zcl{$U^lWqd|BCO7Z=qKbNO2RL)P+_oM^eaQ%XvDHx6RwjwpV$5{=7bcDu7)4>FHp> z&2@ZZ;poKW`^!Jyz6GG8NFo!#&A5C-&WrmrOwj#GEyJCH25uKVw=UJsy3|5btVEz1 z$@9D~^K-cLS4AtjJkkDFX3w!J@Q}NnBfmiqA*jGmr*1t%;;}Z845DIvkv`>Qug%(O z-EtO)LTPhY@6(?E|Bb~usk3xyQbl^F9ILD=6~5njaiN?OLOT3fZm*FgK ziPH`1y!;et))>V~E$-igF9N>Ub3etgA=i9yH{`e%*wNrk%w_Z?>Y;1g~O3AxR{pB2$o zZ}h9HUMmjW6L*GUWjw;Cphwtj6k^wCuSR_$r4;(ij6VbW3jW08<~t)-`i?{?b7~(o z)#1NZ8sMjiiHfcVWy2i2^LQln6nSADYo-p0!mzqY)B%R^&!&3y-1@zMoZ@#pj;aq^o@uxIJkFXi{8btO8&Z=i8(p= zx&7Gd)JyVGE2Ak>B-rc4=_(3_`kQcv@fHX4qr^vqd3G62QSgQ_r15Z7l@qB!BFTDP zKECyWFybD(PuJ_XJbZi~?}l7TTyOuxT5|b3BCw3Kc6F|$*RCFJGrR6GA)#0lwv#;% znW^2{q^k8Y&$%sreNMbBvW#WuL}vpXdnVWdbEbt%MQtp%>Dj#)b1w2^X6>W3OqrRP z3H%rLH#kzVkCcA?t-;-2G;_U3uM$pYLP=JeiV(2s^LzhRPt<@WT5uSNZujiQ9R)%Ny)vV=cN(4k445m}w2{A+1Md z#%1Kd}w)^WC#07w1ojLBelo3xm2jjg}Gxi&u5Fg z<$j`c$Ic=9e9>GqD0ppa%jFO2+#Kn3*0%cXh4c%)`>(Qhk4c(6NWpY!?xyscJ*d8g zBwsnu{o@U*p-;)lBj9Ah^0XxnIAZW;JEaFF;}mR=)SP^R-NLd+k0_>eSHIhCVqT)(iI{1-GvIJls%5gdrQXy9Axy=w4|P zv0zfpA5@?xe;8|*0!l|C&OKosf^zqV5pA5TcrKNXu3*waJY#XbSF)+-S%+rcpAedt z7Q6zL?wzM)K91H?)b{rFu5Rty-_-2vGe6>*C9gB~mQ~)uz~J3UihfW+IzE#IC{Pvo z_Eo`+Z+M50+4`MCzWIC}W#P8A=eMqIx~CdTMunD{rxX5FsvP>L@5g-H@w~?T>{-n% zfD%SX-v*7)RRx1)O&Q2;&+ch*U(}wtVxqh5BT}SuxqF$b%ZEE#5;D(>!xd!MRawuI+S@wNeRxNO1{%KfJwb zucn>D)Ttww+*jHo@`g-}cZZEY-4x^C69vLR;?QvG<1>fPI2_550HldcLLy~lwJ)~C zt`XkXpDd9s@byu5ANO;lU>(kpNnfn%0$U$*&%3Vd1CTv4?PHMpv z=7`Q%gt08&W*00f1p2szUoZ!6(q2BGJX}=PT^*na>F7{YS62gxy2q@Xy`-eSef_Ea zpucPMvuAi`=t2bl-|UT;bBtSQ$9EGnO|HSD$#Bv0yI3J$vQR4(!BT;=aFEU6B~;`m;3Ey zGjrDc%!vhsR&9DRy_efryTbX^$-bkG@{Z*4UphM?4*%T?33J+#>?g00L|l6Qi%Y1( zu^}S)>iiWjWbN+l{bbe`&K=pRsc}C&-5eeL6940e>duyjzD4ijcM|XOUI+@>@n-Q& zcKNkVQ<2t0J`SG@6`XJf<17+kd_M10!Yh!oIBBKBNsobNa!Y~kKCPeP8L36Z#gPk* zF04j<&jEAu!JKss)#(!pW#I)8?H^0z44~)%J4&c4v zIy+97weK}8h!CBQQkU<)qTYTY6K>T+x)@5vh1xJ!GlbbcK*d=OsEmO(kBU;kq|gx6 z*2Y9RVbUv~N7O=Yk+T&DXe4c_ei5tJ+Rr4Xs_c%_Z~WVq%~MHgjXL+FnH#-zF8KUD z83+1#UulGR6)Y|3(mhX60L;K2-@urLPP zr*^5>+XH+tvfMl&p2JQ#zi>>l8GSUU@7k-*{7lPzu?qUO zT(TexAt5C-2Q13b0&`Y_WIRm>v45hk>y{joH0*(z!jVh*@?zBoBOpb6nPiQxV)3{{ zc%8~&cp2HtTOqiKfVRl;wJ!NWlMbAdQPLk3DP0!TIJmd~=uD{6#^r4FOvMsApVp^s z%)$48tCRV9Bfir$XAk4mMHSRS;(Mp{t&DZmH^)UAKni4T=K@_idY@)m?!fzXRhEz1%`sPGO zc8l@6oOED5ylIHe#7e^>MdDVze^$i2KV@CR0cVDw0Zw_BByc-jCYD*(*GI^x4gOKH zt`(1$t+exZCOQ;+JIp=WZo5ghyx8|R_igGLF9JnrfT;F@-HbWSEO&{yh)8|P$ z2kbjpW_h@-Y7J8a<-fXUz3?~bdA{KlT)5;1UCRuZ12%HVt8a4uS98Br#TvM+@NJA&Axz2Qju9Vek7>TyTKi%l~=qqda!Bxd7 z#c_T+3-TLS zCu@9H^A1qXPxGN??iluzR#}&bIfymq9FSb4o*%^fU7E0 zEj>KF4@4uZuv-y^0n)@CO#;v}U@s6Ur27FdvFGIETy7Z~8v~GJec7vj-(r8ZP1o1g zmywqjf=ewsJUjb02!k|{$El#OA8N<32|t5@08VRS&`%Z^7zlLvDxD8B049K``5Xt@ zxdd>m_sd9vKntQhbI%3<*ue8YtEx^($3a8Q5Y~F)grsdcenx=Y1H|Et4d~!QV;E^` zp$-i?3Q@8Qn182!6^6lZs=vl+rX!v~lMM-a*w!_LUk^9$Lvd!Hvknx?8yldP$$#b= zI?b;zhu@LOuI}wgTUiwq_SYRMsi*)c(e>T;C3L$p6ADXYxoO(u7lZcTA2%+yDxW_K z1N;S+>iIz?_pmGuDQV$`UWs4)h<%E?v(q?dZ@#IjgqOp=f7C8!(~|w?8S=ga(1+Ul zf*vrwvxvg*I)w-_?$L?2S_%L6@BH@z_Q-E>{w-|?JX@d$bci6#8J7JP7bhkogWeg8 zWeSLgN*K42*lZX1{QUhTWn`*s3-j~!0n}MkOpL{R^bKIP-s(UtQ6bWnnm7^Cj5RpxwW2 zucQ&?qKFp^<)f6;E5Mm>e(orgK2ie2xZWG~pc@z(hK7f)jmZfrLmK2kY2Cu2;2{Cz zkpX;3X~{hX&XMW=yU(4}r&0i;-S@b-3G=xye7Zy~`&VLOVt`dg;pzGsG4@Xv8dFnS z%xj5h048Q?y?+mI;=7uJ0Ok(mWd-s_0B0K$7uO9Mc%gh;(fpT0;MdQOmeK(uXG6od z zA$!o10Tm4f3fbeei$)(yXDdykSpbUp?hJ5KkpkL#7k#m*60q5cfUmmT0&se9H@A9y zq96qw9UCB?*H}=s*8w_3BLN}5yq5#0fU|>njA-__A|VLxHnX&3MPFNm6cdS?o9DCW zcOV#o)7=Azxgw&XFfWQoZ5no{vVnaVAjY%gn zc)4HL+d9s-=jMo56jnYI6cj^1o>N_#8b{=#J%7=PtvU6}iQF$sQTA}Ib>4p9EjIOS(-x3le)YXZ>9ISyfI3am9WJj6h>B}$7XAXF@BzTUq^&*5UfkTA3jP-g-2UR=00>V307f?+&EzX5m=0EZ!w-I4(4 z>MjG77qIbH_R^pnTc8IN1eUpwZG2$oa49HcO-!g@08Z`&HMIo)-fv*(-y3uxgXbe} zANeo-0+0@i@xFHjf)EIKwoB*tXAngd6>&*P z6jBZ=y^a8sri)3$IjLTj?3h)w$qTfd7eE9eg*&hk(cUjqUUjRhGrKBuP za~cCK>0pdg$cOU$9U-K>vuFNYgk_rR%#{l|);7|idFmyw{ zrltJ@p#RL?H~qRKLHb19-QD8i;z2B+c>#1H6N@`IR06xiaWG#$20Es~^oe%WRRL%} z5=daY=H{LWiH@#)x}O3E9Bhb4U^z&@lY02C<_*Wk$MZ}V^r|%?+uDS(YicH2K6&l& zH{kxiM)rRgY`A|RcnCb+|MWD^%&=n$nL(cb=-zUFaEfQrweisc-T^2hM7Q=xPaF_m<4U!B^^ys zQTJf*y^qi(0+hl~oedzT1q4{8%@HQ2rV`R0_D!Ko&hF=C@7}$G0a9UlfLH?j&$sX2 zJ3v;(Zce?(Ejh!8q zP&~lrb}aopK$1aQH9*lCgb>uPU;6{e(u>SZIqA_&@+%{vIE1(mLU2X!shss{tJ= z_`vkiqw;F6J7-|zfQK*ufbOcQDlMfg%hG0XM@Kdwc2nIN71CGx^WVULWdqQ<*MfrS z;8q7EfpDI+t=1sscV`1OecpM_`u_2%6=}Iw@R0@l=3DS{;FJUB#r0(!8FcBr0mcCI zOM@?H!w%z31D#4yn-xcFLV~Fv5ON3+3n#F@KGp}pzboiPKj@vBoU8y0&1tTyC{VKx z6qtIp(tU>JY+DCGe-P~TfvrzJuqrYjUjTL|i%BK1FR)g?L`i~bB+x8@8lTNg6Cgp- z4-`MRU5{TJ92_*A{-sN`-~;9Z>OH}o?;a?HyZo&JZeCRpIQt#p&!2I?aWn+2;hy&= zy&&*#nLXOsF;5ra`?3xuNeTw)#G?65kzs(@2H&m(^9OpCgv7-W!9+s=o@>3)E{*Y^ z!|i)glKY4y>_7_l*rO}>P0C+GPA2+m+YM^-1Wp}Z4kGp6Y*HuGG5etyU2=le?jV2$Gb zOgsZ&^&TJ@=C)gg0j!Y%a{L!~!1y0lwaTRn)YaF+68fFSZN4B4YER*IaDBYlDlH&j zVq&^81RBP7c$hGhl$3XCz?BI+oGacTpG|>a4C>unpB}EDs|-f)zqb2H>FwLM-(I%Z z_33N1xZut}P|s)y_tU3OfyZ7qaWB`^ODypg*f%_$Z%~(s| zE|=8xg3{97z@Pvg+{pZ(*Zf|>n;RSF_JPjV1=e_rcI}!4H09r)=l0eyt2<77bz=lM ziJf0=Oa06Dz+1c?Kezv1x&2%;un7fRW3B>Rs01uvihwB%xYVT*cr!fcIw;^C4bW{P zz+tqQZ&JWJAXI>b(m&Nh@2Wl?6~DQ^-X17_PcG3_x~?I%|jO#kw#S zKzmvv4FO#pH0 B=XC%8 literal 53713 zcmeGE^h$AE7AwobvAWKS!C_q3!jX^*_R=~r7Ge4vh)WJ6xdm+j1 z@ZiG(-XI7ZBiKl&+CxCRMSuMVIkD{Z2u^Z1h^jbzvo>;Y*0nQ)u+(+1v9NZqFx4Y* zGPJWdwYFlWW29rGB{6Yuu;HSo|KIC$)^^79Xhzt$5D+8~k|KiNUD6JhU0uFkEx)|% z3>m~E4_FL*O&DkuKo=k(NwxT(qllc@fKgLDbuhqmru-?Tjbl$J)2;eO0%G?K>ogA82=-j*#I7rcR6xboS- zPXD*I90Udi2B+1TPhkQi0`~UI7u&-*B_*_6`pZj8LkqR$xcpu`SfTzkH7v(XCwx8~ zI+10H3JRUMlCccQUo~ud-q+OC5nW$R7b`P+J-U=A(d39n8XYavj+gU399Cn#f3M4w zjKgAr_VT#H4;jHZay;tPh0Lx4PBQAjsMlMCXPh{8isl&bM z)-9r1T0~a$`1On7!$!iz)8|9Xqhk{jo%_?ps(&1)M|p2FBFh|)YG;`o_rIs4rn>(7 z`R4Yf?S=43&DE82^=`!Z_UXi1R!Zt^B=0rO>v1;e;+oCr^TWx8UE}S;>dOca+kB;d zA7dZF>5RHHqxZAN!oorlqdwftiaR}ow&&IRQT`Vmu(zH)hw~Nplj!K^apP6)AN8wV zsckP$Cmz@H#)tFOfsy>r4YNDgLP5+wUyb56;G26M>Uj3q^q~w}%+x@g|$8~CN zIDX$;rT(}H%jV9G{Z6{``CdV0#wnNk&9ULmNIK8sX;*h|FOz;R5?$Nl`R?q?Rk^qA zw4ySj{r1->GuCROVZGh4Ummw>fe=IK+=)v|8s9&?XEq+$To0w^TO0P6ERfxqkfImO z8MnC@W*0Zk($~{Fb!$0XYK)bm5&_a|Y;5Gcb0XY!S#6rtau07h{uA2SDYU+^aW`!3 zHFz_xJlpMj~1h($l3K9j_Q8=Ns)Ql{IW(si~=xhK;-)7FQ>x zrW`uWr>CZ(;^O>d3b+r|mQe^e+Fu?=Uvz5Kau)NYQwxiVApb2puNp2j*pgFF=+&y- zZN|#VxGYaiP3^XJ=mgF9qT;iK@jtGiKAtDGk#lk;pLm|QPtDF|o-z~ci>x-Kq~I|z zGv{b?J7~j`j!?XMqII-S@gY-F-@zY4^DNEI_PM;g+?{RPD{DH|yWAa*OGsD;Zy4;! zH=ByGIiYJUtEdPebJTgR_K%^FksXly#LNuVG8Y$D!%6GI?(Xit6!WsR*|uj^WMt%; z+FC}>`^#O&NVXA-#;Y0iyT^-BY8slZor|+#?Wf<$eVM!NJ2o6B#m;3VC5KlyuSWf! zA8lO=z_4`+*q9s;0O$4cuxdXk%?=qA6C)%n+@+h&v#_{WsX~hrF6MMN*TMgM z7D=R8kd^f#JNtvzP1EYy&4X&A-N(U1`be)Qppjcwv)aZzA@BW!NSn3jX_QK`%F0m6 zXQfEcNH{rhYt@FEPFe?lD;8(>5m~17Rom~#@I76A^cVg1h!>7&i^78!opY~*VZkFu9F0kk{`W(zP|3}UHff%&$=soq!fZ@ zl>0BTaagW+Tu2*@W`qxJt%Ex{&1%p8(v%}zR`{W1E9d$NgGZTOOnsBptzV?3rR_Fg zIs*sDmr>yItO4BrKXSgh;n(Q+e+z_Y%wy0Tv!6Bp#N|mPzCKh=PL5%$>)mVYxPtl*DMUP-B`E_}@cpg<{krWWR9y_dvh@=WuKFfk5D=z>nX*KY8%2 z3ZQPq?KyBUF)@vq)k5=PzCI<$>m#HagrcG%aM}F>1A=)9$d@)UDcMvk?CjqZ6-BMA zjs;M~!BWt&wIvbyAkObR<}B)}xp<(#YqVfnGhVpGVqN(9x?V_VsN~nL zUhV5&jEJoaP(HbAS@j1$^p_jd;fAH%x&3{JhyVr`gx zHH@yZQKthc!|UFZ&3a`B=;`emsyBRlq}L^xRpS;`>+`*N>rKmvEr>t_wj+zyZRrIW zZXu2bGwJ8IulorX!)WeL`;)$79KbHo_!HYEa32>(`(@+}r$#3d$Hn@xYB z#d@0~7M=~Z@P^3cpMwWEX#@%Lm~k{n7HqcSm9u9LeoAoM+Y{-l}_P=Tpk6NT1g1gNf)@Gqo2xV7r1>L9NCfjupE!VC0uMzW5P`u)HP}=Rzb+HM{;#H*@<9BpGGlHX`NTh!xn zT)Yoiy^m`YBxATB{d2!QTBgm#|3+EG(#-pWr#^%>v-c{OYP4>jjasmTO9BjHQ9MiFT9kZAm3;Y>dWsLz3$4%v{ec+DB zr1;1D{CoCr)8ku z8e3$hk}Nq@z0*;>1MH?gW4Bqh;GEf*-gKWHt4SqJ&G;+^Qsua3DBn4&z6Fxm)gFC4 zkDArHHv>qQszyN0AVtH-9PKNuUvca8GX_Rwod0mrmdSn6d{N`Kqi@@^3_?V(>0~}+ z1@Nv_)zz|lX|S-cucpECe7n*7cs|I>mG2(VkVl3dmded#YQb+{PrPJ(e2Rfc>=_|n zpcrcs)MFO(kyJ}6MNwAIgBBq`#iF-g|K_6mRzhyZl(pc}wI^8=>QZ$(FHs9`m-IDG z`4SwAo-LQlX7Z&wueb&RAN6B%b5lP<93k+mA*~?=&&1j)yQL`ldRuHEHN}RNJtirk z7K7gn7p2ri%bxN`%!;E_(665D`-FN$vti_*=x@| z>drk9DL_F_|5x@V!Rg3+gLDNB4!@gH@I0!&l@IcAraxx{Z+=!ZBT#Rc#ocF$%X7-A zJZEGtZ)OX8&6&Yyr-?c5ykqUD#ABsS;2<#K?MYT5z#^nJA{^M} zIPC3DFbL}^iHvr9+l?#wAMkO8yk-NRxfothdZh#ZEJku&Q!CnKmo@1;bz$P@hJ^JN zt{T=}0kN)G<9h%{ryH`CC4Az7aOiq2ql&C$MaFLd4CyuK@r@UpFPrK|mU8NEI&w6G zjUj#0qluz<05@AJL(FQaWwzfkRih|= zz1Tceb605VW_m-|XqP^n^|2?HtS38%q(>w~RXl_<;(I7jps4t7QSoe2C8LlYRY|Bz z*AWwzDv(gTMox%NpFUNn(5ld49XfFndoOj#>;t8Q`_`%3eC*Urhpm-}A=|`!zH7Jc z*m%mZcv{DO=5W%aA^tg0u4o!(2nz{|hO0Um#vKKyfu92&mm{K8o_ZbepC3e)>}zYko~2c5fzY<);4Tt5sN=?H0kFjeA3F(=0< zNczCsZFPg#MkiaFzeB&L(^v&`@NUNwlwrp4*8+^q3CLAeEoACuZ;w%zP|}ogs7-b zb|)U9F0um?2WBTaiav5+rC+CtBBP2U0y%z+ZBkW*N|l`IL`NFrc1?f2><_+Asy5DW zMWzRcy_(E@)1_L!o30Nu`A~-YKE2OPaWo*`#Z63=5cA0hgW)xuDI3lfC#G3bNn8D& zLWPVv#HYL~y!aQ9u|98EZ$SUd6x#C1r2~QOlCB}f0Cg_Pr*<95b{)2ydKJbb+TG!8 z2@|%|@op1@0N?L5$`$2~#O~_X73HSL4{0C2&#-5qNhWf!Y!+Q%`oFhG*Rs%J5AKjb z7uH1=Cbjs*5d2#O$>_}|DGC)-gzg04YsVQrggzPBAAglb<=t_d`K@j4c25IQUYjh zr@FB}X^tw*d~uql>*)qc&|N9PHe%&(&?EO;X~3`z&O8 z)8f9mjgOT*VSZ)fKAV97R<*#f%vg@C)H(IXd`_`G*>jQo+r*#1m=Q~uNBEy= zVknt8kP#p^mvVk+dIB(y=^O_KCZ)x{O3M=J7VsAK&A~xlOJlIGa$V4PubzxdM@*WK z+nOA$=EHU_CaokjP{W%-d|&q6yiV62(6y-?a&7+SGw6R?uHyW-P6_N9$Z!mz`1?h| ze|EUNx!bllA8OqF3SzItnPhYs#+f9V@qV?<((neV!u)z(c8{=OXdu{$VrfR%j#l$e z-|9ZI_qmk21C>3@?tZ=&sXt3Zpa+ZyB{iSI@{U!4CWWCcafOUR{Lze?Y^X$}q~C{c z8L|+}$qKvTer8o{NKHj?&m1wJAe|QMje1*=&ry-jRY6{$Cn-a^k}_88WLVm&bX{|- ztNo-*VDgx9UdM#uf?xEF3)NlQjzJ;r| zf%msJ52;*K*84i%_6BWLJ;Jez-gE97`m6>Nc>Q%f%&v0ioYxW(BXvDM!=y~X65;;? zq1{R+Ck5>lVUZsOO*rJl^j&eK-@k!}`|wjPXIgKt|AYCiO-TexNs%deZoaOxZ5A`0 zyJw3WNB7Tb=tIku;fxgIL(}^d-Xld8zn1ZvBq3cpXvp4AW>t<(Rl|*&0iUa>(_mIQoB4fnl11Du-bfRbKW*SdSwY{Xo zpa6!wU7KF#mn1u5&c)RF>QWA)-MLObiUVh87^M5J{q#*%6w1V_(DiEYuloclwzKKdXZdNw_IS;A|#j&K_&NZMN zpyogf0WUr3p9Cc*C2H)j*F<%GNVeQbk+J)vQyr_NzW5}H6N_~pVGxXiFvrlC48L;V zcT7A2%=v(rM7|6aaYpj@Kd%JWzTlHZE|2mCI#dTu7Y;~-4dF$O zd?BG>WQtvSG6{>-E*DB0+|+IW$=!yB6}#nCZO!zonDzDn%3$CKxw)eo`Xp079#8kMYcwSZkc>pwMzA}kR$5k#AK#%Jp=8b^VI8VKL>xBbibT z1wD0!yefhQH%06tIhm_ubj;g5Gmy#Sy&8-y)*i~=VZ}Fph-gg8cz!h1e!M5D74x0X z2>bXke(Djbgt|yYflwv(TV-x8dNFtHRwh1gxJAige_4WN9OodFB~4zhCWfYsNX|r* z>0k2En7*m7qTJpBF(~`Aa28pb?LV4@W^7$$S7QoToTm5w4Ce1NPM0O2j9MB-{ zHRUDWKjpC;(*J5L@e4R-TKYUZe$(CEqboH^e&7>5$5dTuXaEkn)8fL^CY_lJq*o}| zrmgk#kHpxfEVGsrQ3Oi35(uPF$PURG?8f3ZRnPnDH)9P)K486PNfbI#qFRKR9u-_> zgLnS?tZOGCbWxZ}#ym10%8M5|iJ>DN9!tndS2xQsuXU7LQbfj;>S0p8>6$Y+P$_B@ zV}E!CLihL=IV_<|$X6jVwquHROwS2CJ)`4YCn~hH#obq-H<$Gz=6{M$>Apl_3PkD4 zh{r(qi>s;<6C?YZ?oMRE!_uN;wLf4183W9k z&0%1#rd;cLJnevh#Nt}HKpv2_N^0FFXahjmePyA2D!$KV-$Xj_+hx4Mt8JgcumPN&t z5dyxH_GUzjuIyIkZf?h>aR+T4YSjE`Jz}#hbn@m-Jz%eHb>hW8V5=%{L`5r7BueK= z;k>iQNwgys{tl;?axK(FH}}-nuRq!9D~S7^+(38&jjEaFd>04u8cHscV``?xb>1V3 z_0Lg><2yw0`~>@>v#|aOyNw15Itg}W+F>C*4-0QkDNwC90DNNyAlY4ksF8f$0GOes zr{4j9DmgtpD(HNH_KPaO6d@uMf~r$zmt~GtmcO6OOM;zD#UGRHMlPus%Y31*-?f=Q z4E)zm-<}aK{MF(GPFS|RYbKzyq+ERz$o<6{_tw4TcP2lMk$P<` z@`L)E3eo&R6Be| zDRku0K$)8qGyd_p77%|3b)Ybp#;)A z+bq?)v}l3#LiP_2Zvj+=>+qnowDfSXKC}I8dwF6^} zi#gPuXcrFi!zZQyq^^wk@IP;A+dMn4FDvtO-)c{Jb?mTaRyP^4Lm=29Xc&ApP$-EE z-qO}vZG)2&R3P2dL~m@QFXcGD_`vp@TYhp5JLi!Ve`WaDVs3S4R#C=B7q%95#ro*~ zZ~+hl@{=2NHLy19F>qsJgO+h-#WTTP-~wQFFP6r?a6l-PYYhjzBb%!>Mn&bjB`GQ@ zf@a_%g;N?kDFA-(&qT}AaVU(DvOe#aW3{#tia)k=2V+A}ShlW;f`Y6YX^d9nX95Ed zmuF_njD?rs>ewuLh_5knLUau#B#sA~LV_*Bk>+ox_m|6mQm|Dq3|wjpcWhDeRxb_j zA)NL+8@-DC>DkC>rU9NNT5FJuiFS#VHPW^*7-+~3Rm!VDp&pI;Z*GOBCK_d>Ak%yqfxrwfBrJ=OWmL&itRf{Uy~Eu!D4D(TN3ypN(>NA zm8UbdO3Gti*Bmzvhk+X(|AS9yp&#h4<*WX_ z$HY7x6GlC|-H5z6AEZaUwDH^hMrc_&zOeOsncIX*E+X5HjQwG2n|VK^G5Q$C7m<*nPlRXscv);?| z)8_Uz3Rn<_DM(u?+TvoQ52%-$GkVYanI;%3ZFApaGOabuMr*Nz)pUp!I6B>pogG=t z52x(2mK14qDTiynQxHn3p`iQH6g03GoBS{7N7rr;!I%c($qQ7g*LxN+h&Bj^X`%Dbu+tjnw;F+SqPx1`z^frky@8x#Jj z{MN|Qx&{I7Yws_Y(5Qis@Dau+i*j;&floOH-F_y3g8w9nK-=LJl`mYVO+TXH*E_kd zh2iFAq#$Q<_{(xmPawNp@$RX$bG4Gi1y4o2C4qI?{5Jdgt%eu&r|(Fzcq7YXCq@eQ zxyoZ5ow9kvU;TEgNd!@h zSiMV-WaTHeHXz6Ls4I^~b)Kr$bLO?ofT(0N%SWoZ*x2(;(uxy`k#u8vODbY5`QzAb z(X#$5hxjQ--Kz29y&4s!-dd;sYwrONT^O7WRklacrKF{ig#%G~b}o?r1^IJ$!#;U^ zVe{;`jwiO&SyYn4WC{%bmu+rkaM}$OUXt~OWQ+w(I@)_9J-<67ai6M}RXh%bM z5=>7|8yFdhWf~h8RCqnPWw>tRLTI_H!5%t2Fm_!4`i^R|3nN5$c=!{)4(W&>DE=y+ zXzFOS#pbt>vwS-A>GisYX!`%?bpMDmskv8kwO>tbZoP5*y*#b5POFh-%Q(qYz({S0 z4p+K%OL@mr0zxvny1mQ7K9=RDdVM89K-r|RM!j-R^JI|j6&jO#qqzMO~uvbPuswQSB-ee(XWVhGN>fZVO zv+vw|SXZ5?h<0IL zo;^R`xH^s&ADXQEB<*c)?zm`ZJ#~Zoh_rtftajbyej~g`8N~;;{Rpc-zk9ZZOh^2p zraWSv`rE|fgnYVWqi^z!{ZSGU6S@q;2B5EH%YvqB1Yko|0e;B!$*QcI8&`SrIU;?_ z<%9t0L5*G0@+(Pf$z>z_@!uPMoZYn``?zeX?-mas^oea!^NINK#nVVc{K4{xqok!- zCIVmHfx_m|eYWj&kw9BF)z9y?Znc>xy;05DZTSpo^7Cvx|y?!@`h=JTK*s z8#Yj0Rh6#kkO?@oi=9zp(CTjCI+@6mdZmiV6kIf%xO;SM99qqLej;9j7Y!DD>}z=8 z$g^MaetBAQ-AP{p(b$va6DdkaoN0-{;CWs&6LPgbg0f~`P;#RF7lI_Fa3yUT`eTpi zM5h)%_FY4<86+zLJ2HKR-b=cEWp4!hOy47Gfw4ED)oUS?ZcFkxCF8@ZO7Z8{31;6v zHQaY19k+61TBy@^Htn+Gg$DqhL=F`q_`x{CH6R#+61a*Hz?q|>r44Jn0Sq<%lCD^^ z^+QU?KZAqxZ5~sz#=|K+C92gj_s#a(L%M*zU~GYWSqUY0bMVUg0{ywQpKpjrI2(6D z+2Cz?mX}%TJkKH138A&~A;;Fu*Zc|TPyZe(pTc@-B-rDw5}!S-#GAr!>-H^H=rVq{ zhO*?r^roNCBy*LBl&LJ9>CskBI9;hzTi2UfVj)e1{dOTyecddhcFEtOH9AwO4te{} z7u99=SK#gCq%36r=xC&uG`y`<41{L@$8_>~tYP)MiKQj)VQoSJ7U-t_lsIS|h^1sU zpP>Z=q2K`nydd2W`yW7ij+S~8PuisR@+H{Aea>QW9D9}^X(k~|uGua+Bd}e7=G^-5 z(T%pGokZU9-OW5^WOl2eyTDf_5_<;8J!;2DC!w06tGgp#(c|&^xFTYb~(HAn3|b6AE3+>X;V^D`(kTr zdwDl0%Rd}P{S8hp36Oj~K>o?Rs)2JOX}MhwrPXMN%6z^ofOw@5Ztf8CJzRra*B%ti z_J9odn)42JGOqgxbwD&JmFsOZS&u1v^9R6BvNN5*ZqMX+FUnHMKD+Nly?xuTCfV_a z*%uq>sdc=B}HLizFb8#9<~bQKf8doy7RpVp-czk72Wn6HYmLr zG2lA%S*DAs7$)OA%I7tedMm>EB|E7a!ooNkc-!M|)Z*q&wD(JZVL4Z0I;mR@*rlPQ z!fr~~u528jgUi9`m6>Qs!>2P@RSy!&*tpof2AcAGok#Milnlp=T~vVVXw4B(PoD-p z4UMD@ze<|TnD`;s zi4kKnF-H}1n3K4f!iPjmg`MjF54U0Yc=sYM4ztd3F`#dQGrPVO%{V7#3(Gd@t0O>3 z{Q9yI8uW4+BYHeUMtygA)JJ)T2>J5y z?xJxg!(Hayo=}Z$Vr;BEoP8w-#5%x~gw^>QM-3=ahq<@~1Z}7p7hgkm2omVHeRJY@XohA%<`$(;FhP*4BV&h>j8%>53Bn z#b2vjynGfA#TZhD0aaOt0Vlg0KfISHoDvg}@ahUMubZ__Bt3gGUUTTP^`0<7?gVin z*WA@IGCvMJ&;dHMXb6@IS~;z2ntNPX^tgLgfJ)~>q)+J-U2TC>7uyy<4Iee<+i9D5 z!QLvfqZ@9GBaXa33${k_>(8b#=Kp zJ~9|wBcK9Q+A(kV(Y1#U;0B}}Sz8eUjY}MKp#)7Om@c${@maqp4G3y71+jH?Y=C5) z{j;&9<*DLEofgZ24If~8eR`E5T~z}Hofd34(;020&nPV~+JFYh@$}jOjiA}RsW#n9 zwa~a1Bj=D!8uB~QisZfEU|&n8_-XS4#N_VPy65mHbUocOA*;53PU|eZCb7!(gj$X7 z7Es##>$`@;1+00GNkg(L@^ga=ln(XvU1_MdIfyctCqOqdtcZu>SddAYmzE3x_TO+5$*%9>if`ILpJ!7xmB*j@Xt4N= z!4Nh;NoZ@b!$Cv4gA$be%1u1m42(aZs^ zl5uAx{AWlusNNzArOJwnbAJ6IRdae(gfCz8K#7-|pC6N!76vw8z%;O*8wmJ`72E<9 z1NiePO~jrssV!8`5(Q`%hMY z5%@F#PPKN19Qp0|lkt~(OfSCc9ZD-HXO<8sDQ_soKN1Du)+R@%)do+HS{lwj0FGsDs9B}WMPIlTz9pyR%P~ZMQRECwc@`zDX zECvDoViwoi(5!bVmVa&Lqg*SV(aT*0o1YSvAp^?Tp4heG@iR2aJaV6zZq|)6wlbL`rp`2 zMx_Q#rwQ?vHbL^;el(Ew8?Vo%Le!3{J$;#pI|I3^9;?}Q_?Mjs>PF1mr2FHpOHxsJ z6Km^&U%!6d-@CnT%ETnAvhu8g{{lZ;Y{-Z?I5-&4@pW8$iX9K$PZ(E*4^(L!@wgW!V%AKkmleB6j_0p6=lx)T=_wlnyEolUL~A0s@I+Cj z$DJ_RX?q%fbz@aHe{)-E_*N--Z{K+=u5Y8M5SwH^$oyGxkQBas6BZSP1y%2NB_)vd zWNWi0e}w|MCTKU|@j!l(5__c)_wS^-cDbA$bMcgl5e?#=||2N}+vk}QI_wOQQYr8=) z*M4GGOV60U;geVs?XzB+Inh_>v@o6PoS4Y-PYdBcc-u|68|+Ek zas86#dMN9<`{V?mK%ZqC=ib`v3%3@qd%=AsSibqG=1k5o z>wso;Bfgqb+55|}JBQeajDp(EUMox*JDHd7?fxtvWKaU%o3;Vim!-t5ea2E+0y*Jp zA;eE{q_G9a5)C#^T&{q~P5W8>?`*hsj#3eBCRc`k&)ei^)|{Kqdom8Z)<0V4pTjE4 zzIdT~BpuM>4Mi59b{Y{RDTISrHUN;YFeoc4gMyinkrCiib^{+1qvGR5-Q4b76?2f# zu3-_T93A|(P##&We6BKlmuXpk_anRcmYNWX)tH`jbFItckF0Jr`=ddN|L11$xk>MR zi;JSSydN;)xmzg;ZiQN}o{06o)MQ@U-U@p?w_L2!KD#kyWCeC0_%^v76piy@O4YT|rjP+p~4w`vKTqK`x z4u-{WzXAf}PLd8uyRp>sK*CL8Oj_#bVdf*CW89k(_pQvd@KmlL%*>WjuEva3C-Mz; z*91Sg4UbBtHtcMDc5n!Ax#=w3Jf!k>rT2Nhq=lcHn(7AV0_c#^SkTc z&yo1D?<@1cIJklzle({PFROY<(zu9Ot-geI!7*4&nPr7fp>rUIA_yI5+@8x@CtATuLnwOkTFPvb+W4b^Jvj&agaLA^%SgyMiK{}XkSniC_V zN^427APnRTArWZnwcikbYTGTzH1 zF38IdIlCy+UuR{{<{SP9P4h|V^nkTZEKlKV$JE=%ZRTr+;jG^JjkZd$;Y;i9yK3_QG5B&VZp?TiMvk$^^ z#GTsnE465ngu7( zR+Myf6WFs>{7;`pL{6wfI_qTlbha)+gIRGJ?y=j*+(n2>7iNV)hrgiJBV@;!XOv-) z;hEzoG8g~h1x(KsCp*&f4Gs0a^pu>fk2b>O^FqwW$`onjfVq~5i3yWPqfGh<`_;D{uSr17eT`N?M2N=*5HY1g)_h#FbZ@R!i7L*n=A_3ieIo z$-#u;F7K1jk_kWgdBBdt(Ly{J4Sa`-E15{AiNobUMabn)IL6@@V#tOUl=<+!z{x7d zX~XE!<^Jx=300DD|3;4`y&csJn(zVY*4A92t-@U6S)jqj`b=ZPp-ZHU0)p`)*DqWK zjDmkgFZ)guvBAJ(q7o8%=c|pW>FD6vCnsYI3#s;JN~O}d9LG#p-rr$5QA#l-gmV2I zd5mT#NQ`4AvxQKM!aqLpwL!e;E=s^hym=^A4JCmW5`BkIldgCp_Q}f1ih#!@s=HgH z&T9EDn5n!2aOrO@+BGh_$w`%)`9MtVf9woO|A!0kH-C9dzUG)8Cy-mC%%+ zQL9sj_0;R(W{+@X@mT-w9ygW7Gf%BUfuvoKPsU4*=|M!jCvj+xkeS&hU^=g;MXj2x zlM@9%kQ*8}I=i~guC7`R5~%vw5GIrLki^d!GN?r8XjbP6kQ_uY)Hm#4k;Jjj66oQ5 z`#AZ{OxUQ?T!0~ zZr~%Vz85h{RCPaY-g(&Gz7<*)PM&qlcw$Gy(r&M@g&QfDm7{n#w`?~@BI13YxoFa3 zSv@ZyB}E1Xd}AqP^#D8BgoVX=C2e=tL`X>J_>Up39N(mc%xnVXaNl_}k`lobqDHo- zytvzj#;nv3!&@JcxnPN`6Z-<$%--?wXt%3*_m_l2(XB~i?l>* zUDh%XYJ#h0;ii>D$EMTx2j;ZXIBcPE#)GP>nUV3?a={FrpTGZdx@0x2{s>i%3pr|6 zrAID0Gs-9NsqxkZwrg?CRrQ)CEEvH;m=8Z&N5M?yYfl1@P~<^JDtNT9v z3qfF{vAX2p5W1$3lZU~ArSzUpVNZ&!%5nbd5=(U01X6x|%18xV*I|9PU;?Qt?DgMc=2&wKK)S@!q|A_fx^u zxpiy4hT`&#-5Bvuhmr~$;+v@}PaDhiNUpzc#0#2E5+McA{F>&M?rUJCxm9Q`eCp0>S53a$BP zM8RW0kI5~3v&QMFQ2~F`{x%+8;d>MmuI^Kfd6krI7DM3^6DZy(Mb)e{DbJLBc-lP8Q{;%>=1$V_qk{IM`FW(wd zEU|%T)r2zw)WgBU*6<+Yi$;$W+QBq_?+jk|Yn%NkY63z+)42*#%Y_+Xsd^m|`U39h$@sFX|G{&Ayh?#0$#(1K_%zrF;)sG`ib|58rzh ziQ=ME9KX>QS#3N@1V-CHpW_$E3&8(`u)ek?f5xczVg7^e*Aemmi>j{*%d+{t78H<1 zx=|V=q(fQ>X+*jk>F$sg5RmSc?(XjH?(XjX=6QeD|KK~}lzC?6-h1t}*Iv`|f}YJv z&*@$7#h5TFFd5FrNqt<5Kk5Dc?G0JD0HP3^m5U>3i^mgQIx@k;&7G1QwL&y^vqJg# zaEhaHc)d5&yVr4Z4wT|O2p+DbDy3#Gm_0`%>5-F-dan2_wc&Kmxx~l&=Q~w%W{1m7 ziC|mOCiYG*E;1cYmRT(pZ;O|ZZmDdmo87AKtQgA2g4#txL~A~=(nHHSExKr!LiS`o z@Xh>izAKeb`hN0UO8~N#n`F_w+@`>~(XbE*{-j}+OLfnHc zVNa;gXIFG7mtUn>wPuBDIXkvm$q*8DnN_@h+rA`5KI-65ko>kFNGSb1CFS<{Oc>ui zHAKj>RBzw-e19Mo;oGIFvp<<9nZ#L!K-R>OMMb2)WJH3dOyvz#(�wQFowOV`Q<@ z1jd}@9K)5=TKYjiqIGyBPjkMlQfkT2RnC!`n>}W9%V{WjuVt?an#I7i0PtQ++O4k= zSbu&mv;G0yr{85){6=1t37lID9Z~PEai|?xR36uWjd{9Pe%Uts8fb3>(P&d3VV!}2 z0hA&dR|#NY?Y{63sov_Uwj?FS-rk-9#wzcj(7D{S+am*CTRKwGGxl(CaWwli#S;bJ z;?0Ld1~bw{mZXzQApKnMFuGf8vAOs-)(;L4e}VjPbud%1o_kEMk|SMupQ+*mJFPuxYMJR^TM%VU zAK{lO{n$Ap+AI=dkjn@i;2bgF@L}>q@?vM`rl{Y)1WP>di#@s*rR>*W%9RM zQnC>B-`+${U}$KzR*MJcXQh^^)^c*aAr|f7$!MxU6>d75t6oF3J9u%pB=1G*6I^fG zS}N&u;tZBFa07Uy$w#L;r(tY+c~ceBZ;*0{q;qRu|}}!(mxX3LB`a^fW$CHA1%+C@q~Yb!@PrqOBI~*ZvLTd zMDf!u_<|N#$_UaiYo}qoEh7TVdv{^>pIT~Bw_Hm3d2< zQW%sBYYbGj0a7!YErkMHL-!xNFJfY1UEMYWW-f@^gWu`!vcRgDjABUlinidQLpfpU z(tj$v20&0+(1Q9&qpO=AgaARX?_EQNK?OpRl1PB8_=C?D#BIO-`^`NH(R`_Y5#kOy z;nZ&r#vy^CvX}CZ4Va#IT>f`WDkHNZdhxSPq{aCN>Za}<9A@q~;}}eJZ_dkf(O)KN zcCI`^aL2eW^HsJ$eFR(yByDV%*Vfi}&U?v>SrZ5r8`t|H{!mB+oasXuP$3R{)O*GG zi@6ocK8jKL!!ajJLuUROtzirdNcg58d7PqhCx-$WXtYdE^i@PeL@t<|o`SWYzX4WqR_LEd>! zoyGgHN#*LRZHB4FPlt>t6JQjv3AU1xlN0=fh@tKi+vZiLc1nE5J?R}PN(EKd;}R6lF0Lc4=A(1-E{YMAfcIcr8VwQv&!dzV7kk?k;!C$%$8&+ssTmfYG!-o8ZI5_VQFgp^P zPk*W;Voj>{@mH7^sr$D`j!mf5n$|1W3DdQ7hiog;wq3J&32Swhz3DX*mogS}^&s&Z z{(N(xjENP2R_2dAH_>OuV|}0qoi$@mU^5i~dcCvj>K7MF5cMr~gvBu`{tgs^+h!G9 z;0G2ZUB%lOfdolCLXdQP*qZy%U@E{eJlQ3IVIw7@uY>oarCC8Z-e)6OdHF~jwPq(H zj*2M3^`6oV7TG#dd$*9Rpp?c68pMKs8&xTCe}3Zle_#8pSz-jBAc(-I1ykaH8r&OA zf6d3ohjpRN@jl*c*Fo!R4KGHYwlL9_kLZppIJ_gi>h}PbynyoO{g2X!M;^sS4h(Z? zcK4J-5&Z*)Xzpj6fRgrM?~yEL`}9__QYAQsU-$Fk?ln=?Pyz)&!f}2sQ)yHcw&P2^ODpb z;nRl$t6R8JlrQ*YL6+r0cXr3ti%HRg#N)o2$WL4jhqweWM5{nU#L2}q*63`jT4mzb z((*FYQ~RY{Sg3|EaoiW_-*?2}cbZN->I6IU#2hWkkc4*pS1b)C-8%|!&?mppvFYNXEzfYh@ppvhtG=&2`{J93`X&Xe7R4;j6uv85e$xH`hqpYUW zh2II%qO!2lpV){bVo(gyJ~oF5XNI2t@4#gZzCxQDna&g&fHKgyYCa!jD*+P$1_WME zZ$ybx00*<}Iiu7rP%rxWzPZ0T5Cug&L+T4iAQQlshxSjc3zKoM3ipA6ogWO6+ZDZu zu!w>Sl1p$(e1jqSK5>84w!Fnt`?y4@A#+k-z^U};jxE9uHm76HfVq?i(NxMR+@;oV zWYZbhOc7*}P{P0hQy2%PMtEBhn)#J+reqqCwXHult77VjFuxV&!6pfT$)C#PtG$T; zKKJ|4@-6d01VvID92^jYUx85tgWJQM|e4r76ArPnH@xam7RXrDvf_k?*WIKxSO{BB@7 zWwqja=Gja^lxOeoNB&ZzxNsx*tlh^Zd+y5Jy$MaoMhk&t)7g|L;&L5zq+FbwpMY77 z$L$*2E6_g%UNrvzu~w*76ACyI+s9k$=7;0YuRQMesIci(JHe(FFq?tIVghnsy8#pw z6l4;1c2*fU)C}dLo{jBLy)UuxQT{L~ELF$TTn<>;CNjE+QJ1ts+p7s3n^X zK|3qe5o;)!T7gWj(*Bqpzq`087E*(AUqRzZPy=3Dx zex$-lO?0-49;Ej0eoS{k8jJ~nkO6$D)Ya90hlNp5Q}3Ri(a2|ymK#Vo94~$YKR+J0 zy8!@L-2NM6!+g}U$h-t=rmuIhFb%=E&E!gk2asHkBQjihq z6W%>V;JHOt#B3~O4P^UAznEvxW&O^WGAhN2 zS(|4@8#&gYUOY^#TsZ;8C2e4b@qq1KFb<<3P&EP%HR!Y-w0FSG#d$w3$9O6q3$Qg5 zJUop-WDxFw_$xI1BS2ZPFB)`fwF!M`MqREY@_(&Uni-o#lq0tl&;zFb83;YT3F;5J zZC<#^jpk6+)M0CjsnMBWWFPkM#dEyGZ>M3{5Q*)=Ze@n&3m$KC0I8pgi z{{C{$M<~7Yz;@QoFlZ)AN3#FR-ih~%FK$vt(;;`ZRaa&hUq4VP?k+WOh=vgx9L|=- zVi^AdoK!|e29SMWP|2hewu?b_A17Qu38Ut-ycr`PGC;I}hKBA$9c(F!lPbKo!miuf z*?nlYYftP_{6h|xH@R0}FChW^V+2|FK)wp)GI8Vhb zS_{#Ljz|f0cQqoU+9Bk&`wcn@6GdtqghWR*+sZNeNN~2)%T_3JW*tqo)Wpd`o!mR( z)3w%m;}a7Qbu+K)bH!4lbj}7K)jP{F4OuV=s54`MfzTPSu!GFH$dMje zlJ|A{zqmQTvT>dx$io5mds@7`C@JYtwqI4ZJV^ z_=>V1B*%lNb6dWyagHiM&Rhs$`v$Hq571TG?N9aq;}W<%Pm6zur$r z$ZgywZlAipJ{kySY!(v|f(8ySN<^+3Aso2C_s7f23u4L!v{Z#b8JOTEXnuuuPX#(h zR`dBw8@vWk?wmbdDAmtCxg%c!(Ic>OlvVImHPBZv9C){W*#tqb6g3K~V^^!60}0vyn*hU;v$r~mXZaXM3PXwpVwULV z=V!M!?gxBgS}o2bU=gzdRiZ3LI@`W^-H=^bnZKj%A6F;?3gh*?JpjItKvs#>;s#jb_mnom`G*c;3@*uaafbD%F+ zq7AuT7DeFxQ6w8NbN2t&NY3YW`h|Pu*zGCu>h83~LpI@crlN*)N{AuB#*5>xWTOiw z`eC1lF9gc*v7*}A?}6-yikW$wp=`m<(C%~j=uy82`+}AEewfjTRoS;vZBX;pB@9%e{=*3xF+q$gbU}N zKgT|cUHYJodCcz82Da(5Fxe0MfY7_HM=P1G$~On8X4JkfR{_c zrD27LJ8`(OV$?4zWJuk-7vYCE?uf!h`VpPA3d^u+gq!asc zI{EK5altsT;gJo*iBe$&rko;rl*h*$7Ws8i@jB}~|_N71U_SX9S5TO8OP4lfTC)~Z~hoVY(l4v4Sz zh`xVeMN&hupMNc@YN&Hw)3Ppa6$DGmYXZkue{&)uDfveu-%L4JD#~I&0FX9f%*9gB zRwtOG(_BjLBe_x~Vim2=)@_jdS*S6K-@LiZP#h9;a;Zjh#RcHyP!a+nka6Ut%Z@8h z;olZWr0(Qo=K8AkdK!h(HP#*pqgSBE0~+V`K634IpCK+Z-WEt63DYF*hd4O{V@RqR<_Xe_G<%hy|#VS(fZSJ^!rW+@d3+WG8c^Ng%$kb(>@;(x?7= zO?NVX0NsGHEfT2FG7jxNWM5EdM_OBbUnN}gbIn0h&v27-`i*S(;!hq=L&GI5H)eql z>;Ntv?l=p`%_Rk?5E7CX2wZI;)Y=`}HBwZ$q?4~1IRKq8d6D$A>U{Nh?( zG+*v<2t3b#>Zgw|z^mXQ@mV8;-Kaa~N8b5_JI;j9_j_k9a6wut zIpC4Pax2ShFS!Q!I1`a~*wJ?JdtZ2OJ?#(=95zC<>(!N+BijGSo1MA_PWlEb8;CM+ z%^1pt1?(=fRtm94#E(~D7D;v`n0|#6H^Wud#U~--6L+B}?);_7m6+I+-(}-|OFJU? zd>~3Z62C$e6{S*FH_06H-8h-SLmi=Xa;*}{LO&XWFF$EeNq;D`t`NtY&}TX82qcNKwL@X=>-O!&aLO3NsLi+dUbMch zgMcITUXEl~r(1WZ!dg%+IN-DWYEi8VHI^eE0UchEu_teU#|Z_d=I|}wGFmJwpQGD~ zYcicgR19%Wnl=H9-@>R#uKhZ9Q--Zw_*T!Hs-D6zH&WPi&FtLQ+ z+%(CE{DejI(-DixlPXDF5a)dd`%mw%Gh?NOJ*b&XO+ODZ~!4C=6>cMman3!f1SA(v& zNIR!z9>2KlQ`#mf<}{cF%qI3eWo56=7uv+o!h;PB{tB%jwP==I%Uo%`5cBxx2L5F} zH)g}fi38=Uv4z!Lv6on*^+S^t2IoBCJf4Ot6^4DrbC<*!JVLHp|HQ}hi;HgnRRd#O zEX8>n-`;6dmQ8I;>~Dr+x6_?(T$kk}LH#ODli}3CRmcT9dDV2bkK;8iI%(NVoP5lh zmvh(uK4-t>+woh`_c45{>u|a z9so1U2K`Y8VJd(YvH(q@wQ~6!X`PC>)2pj4?N2}KIUUI6%s{X2OC?t6 z?2GA!xDjk!4u@+*C8iXv;Tb$NB4UY+GKAo%y3)u4EYrgtFCL zN4V5$u>n$$7NvV%quzz_;Yys$XAkjTrmbuvQwLX|gemuY@pz>= zg_!2v|G5^%-}=%k>yL6uNICK3P(;0bCV$M z;h7KLD4Cf(-}636n6bZZYa@d%VS$P6=Swsw_Oz4w-%fUTB~WVJLxu zy#?;e0PN8Mi(>1IZYJ}2R#3s*ZYNs)B@aB?=uy&{bo?I)=xX1cS59kTETyXX&CM@a z<+Ek&a$RBJA5bw>fQb&^@(Nh%tS@m0C0Zh1Wc3_s9zx54W#lI0hr%{gzK;qKByW?K_&LG23Qe@R!xZwp={2K=jn2yv!@4xkWkXhj1KhUC_uRi zQl1|e7ybnrso>YQAJzVK`}dvJ;vaSvv;D!3@~gQ)v(J%j;XW_cp`eWeXiSLXH!D7* zivd21TY}-%u-9#j5rF$PSeK!KznMAhz$iL%Yv zW-$8$icLd^e3S#Cd=%@A-o|cgYdc(Ohy~2n|Ay)^j7CysnmoX4AfRC2R-1Fp(653X@`J* z6_xFQTfgf;x$~#-)DltFo}s(zW+{WjKNg~t^S2kAxtLCn?8Wgf+#fY_F$*@| zWY*3x>EgL3k=@UZNxa&dOg;+#;4sLRNcwyOGdDM2WhE;|R>~;YMs{jdv*JJA5-CZ^ zOexbHmn1oAl$sIP;LJh<;o0xe;4hKiz`;d^hg;tr3=R&Sht2ync$3e~o_0~`r%I)t zTukI)&9z$S6-jFJl}8!yjP1e`7eAe@tpA-YH$VjCR~l&KA`$c8UZt9hZ=l0*y* z+Kr&9*hp^AF@2*{Ql{(rm-^yAIQa5m z09{a!3?9)HVMqKJms+hzpZ5jYf5|oXuI<4Ii~tTXqC)@_7C?Xk-~$E{jHJ(w;Bvk9 zc)l|N#NCf69rzmKg_q`y!RIAAeBKn7qC<`jN4gW-lSAi#T2*VFiNpAUP!&3ChzTy3 zP&FRQfB_J#QJoS^gW<7+B%K?XRRbakS&#{?qr zTSsY3&!>)3oetxLYI>meq2%O@13vvIS>O9&wLHGnSS7F5Y^I(E0Uc>%6N<9QzRXHQOKPL`XX;&@%zfhB$C)&~F6B}S9WRsJQXb+6tY&fU#JV7zt{XGF|A)JEZJ7pCpnjRas~Go$v;_gqeV5_)!4CewY!+xh*`Dlh^+-OwYhtbIKsjY z02yHYF~B)JHxb^5ds*L`YZTY(e|WSF!lrNE2`synPEyV)`|nsq$VZ`hT`skOngI!) z^*6+s*=+U`7^#AirHyt2-UtwH>PnNTAdrVO^9bdTH6*$E{2BSO4Zo7}rZ~4*Z0)}? zB#9gHN_yRR)9U*5PV?Jed3kx2W;ZVI9t3b-RBy6aHv5(8|6YSJ!AiIVXN!>O*MCX;8xq4=-7{Y!oGNj{?bL ztijPTl$f_4sK*$oMqh#Q@T;(J+0O||>6F4*+>hVo9Iy-cTnIQwwC-DYFrp)$#KVhZ z)JDRnJoUd$zP+D3di`t8%n-EbA^Hc<@&VZ>G-pT4FuDj-?$CGb7AY0dl>D_U10<%- z18gYzIv1@4gBcTI+F{8_ERfgZGrn)WE$)#7QYb3oER2Tw#q z{QWB+DA=aZv+T41>EnC@ zw#>Voh@46W#tc*%IQ%Wrj&3rha__pyL_bkd=x`@{b8UcMC#fH~*Z&OxCSSG63IV>& zbX8zd4%w=B<<*YMJ5KI}mUlpK>Md&z>3>bRW2~hD2l(Ke94gTIA}1$T_jm#~uu!Wd z<=;PYpu3CX_vAY}JL6H8GMSk##GW4ZNIjgKxOBF_uOiK~@EB{+FN?OsA7tAsPkVs= z_dU?LU^_fHSt^oJ3R2TX-w%66kl$|MaW+SssCSnNtoRwobbjxUcRvz*7OMVc>?tK0 z8|RlF1G}=O+t;lHs8K&eTTa_+J=TPJ*3dh~;$nM?7e01^Y!;(W#M13?Kc2(5c$*&6 zAjicit)o+0<%yOviuU6}`j+Q(VW5w=*&?V~Ye@p%sJ`k?>;^9GSNSu5rv{IHxZUsN z#A0+nZ2xB{Jfo2D{JlZ;{tr<%lyEw|W z1mf6dqv(*2IBngr@As$_T|?KK8jA-BmXdZ=i8+X5n3a3AoS-l6(985U@Cy}rsbr+c zI2>OCC=+OM3MHPk9a9W6mw$Rf(^o3sI-Z}Rh^K2c_tWq7_#+@Y%Mzq0F}d*G~eI`P9&(UeBj9Nono!Q~0>(w`N{ zze1T#ICjL^&aO>LJ}g_RrDtZx%XGO%QB}O}9(mXCq`TCSv3gziRnq=sTZNVuXl|^} z(_&}cJYC&@e!=@6NZ|qtb43=Um=;UR(Gr}s9&Az#S3qAK?m+aBh9htWT`N;XfMtGf z-kS5~6PaizIVtJ-JWemO*$XcEGF8R3fJ@G0mS|>zzC@)=qb=v=HFW)El$fTib^S6csx!ArP=9 zr(}?L{#$)G39nR*Vl!EtE+b2*Hn%cg!dD2vkG}PV>~oViM6y?7M%t)GIA0r+Ea6FB z?@mSR;^wWvZ!tnWq`g0#_r?S|Ufq_NK+!S{=yhgfQU=7ehbFAfaS#r!b4>f+A*#+GUF3G?JlV^USGnS7yG;zNbP+cvO=o4OsEZ?VK`kMLy#@r~^+`8Ch90@P@`{ z6=N?iyo89L4t^JEqu|U^$f>;&v!$KHWIlo8mrCrIaE=}7@9|YU&L~ZHlpPHrbOZYO z46B3jsNn{PCOfK5&Nb~56)>79^j5Y7VLly4jv-O~{nVP}zK>kCWmuSL&Z|(5squd# zA}Jl55CB>iq^3gOrTwQ^KtoO4Ix}-qES+JXlAV^eno6-qE4#m}@p!#50&hO)3n9Pc zbXu^NuoL}o&^6y@vievO-}^TaTtj~{9(|8FgU{g%Q|Jtv#2V*cvORXCU5$5lccyq- zw^U19O0gpLyqGCw2>)Wu#0jG$z0=sQUxsPBzWH%;$FhB-1Tp-|aDCmzsH&c#B7Qw< zfco}Yt%d-8r$kF`iu!Dp@lP0gt$H|Zl(CI}lHik)lg6aWir5f)$BM#4}7x7%vuE=-q z*(Ff5bm!V6vw1KD19}N!Q!3QQBRNiRUp-^sXCgFK;deVCs>IY<=@1)D@U_j=QPQi? zb#-K(nJ<6ocH2g(KMLG+AlK!wLYvcVYn#H7I+(t7JLM}jUs#?>UH%VpQh{&~pWA+R z0%91@k0dI%IV7*tK<;-s{`_Jq9!j9B=P%LG{~@aHPzQSb!A`@+e;8C&v)U5i5Yqu7ACmmY00+#DG`y&`rH5k zp?dvfB{>)NB=h^ye7!}Vwm^+7)jedPhph?8$iHlx-ZqMcv==?SuB|lo(!=67gJ^b+ zElItqS>*gSuICD|!4N~&nR#L^$<6yEN-5zjyN#+&N0Yt1tj3BRBGnn=AvJ5uGP|+w zKpYDME+SVm4nq&y?cGYPRD>cg&`@$wF)B{?IbWRWb8jEV45=+-twGQgd2ZBOUA2;- z9O>$U69a0lin_nOy&Ui;_|6k}x`~Rx3?ID4r4mOejs+M#c8m=nOD$9zrzH3;yhcsS zSE-0d5rAA#3-I|1Rp|ow=WzX?pCXxkl(q&0Z-d7qW1gvxyg+i9{lyB7Z|@fV!QqIE zo<0P~T+q-?V~4#0Q(L!H(B@vl4ntMJmD91fZ!rzy;48BhvppZr$XuFJ7@jwOR&3U> z(%o>Sb*@$xul>sucCphUScH;cFks+R%Ta%P2e>_P4$Ev-4~+XJ*ESPjJlx+iWMQk% zRyY9kwXT)4)Ittjh>aB8IDH<{j=2h`pr#+p*@=q%Z8FnVyaAvI5aMnplC6yL7Jfdd z@(ep1Gy}tsLO>bv^VvukPQ{mr#PKnx05Rsv z=Tpx|t93ZouSlyQ)t1`q@hWAyFexc1mp~fqwyhSiTC-PrLtxB@@8XFNx|MYps*ibb zU5{aBf!5jy*HQ90M!!7b#hrN?n#?0?g}^?AJ_encxtWUW!WDEn9-oM_rIU@U99vu} zvh>+A7s|1Y_NR8yG1?3}>I7duro{gNYvr6NpkjwY0Nd(F1lrmP$6}8n>?1FX&4M2; zJ)J32pu8N2Mkwc;Tt^lP#WdP}=e}zsd|)$~@Wqe&xuPiuBWFN!q8pOXS%b18A^MiSRDk?jH#0E-y(Dv{*=z7;w~d&clC^tmd?z2mPEwf z!ACDdycNBQz0;eMYtePLtw?CVh#4!D2sRiZZ`?%R~vWqbMzme+yVKYOc;q71%eTkZV>4dykr z_s}!hP%}Iw+!e|}eFG24NsGvsSVuxJ=C==yj9U3?)3095nPuAzC#l ztI1vjmeo3*gtiZ7!2v+~CY=_jOmmqVVi~*V6u$KIbkFfR50CAf-Ve{rB{wC4UXi%y zNGL@A1yst!F1sJVqh?TGuw=mWGb1tVPPO1jSo+j$!Epsg(XTL%&r&6E34cNn8@83f z**5MYb!Xl=UFZ6!9W>;;Nt{v@*VN?Usym>eTlAt+vz7}$$LIFKXS-j^&V&0!!xp{1 z^>Ot191(yN2&npO4XybaZXFZ-dzTF8)`D`60>l9E&Fma&!xxKr6nw)PSQ^E?{^7!8 zIvJJW>%t?>)mETtc!LGQWI4y9uA$-lc-8~7@D6t{-MY%Gn9MiPO7q6tkNFQoebk1F z?XM@Vt%2TEx47<3ig{tQSmFziHXJ7lS)FL7UTPEvI zMRdFo0U~Jai9H(CYNVrcEZi_csAz;6>Eu)V%eM&*N1f=%U|ZLkKS0)cs9OEjNC|n! z^}68H)##vH#o3Ue;JZ?|UT>Sy(LkKP-Y(I2;urXUSu5SwV8ROt_tUG8?JyggJEPSd z9a$$7Sa($92QB-NO*;C_=7r!`kuK0(*eHHB3elaoLl26{(jMYiU;cm_R$TS*agH`( zEKXQ)I!s?f-Fqs(YpxC!v{K$8?fM0X$`cY2{x!hcNdJOaqWrC|q=l3KiBouzVl`Un z^l%0zD@;a#AF$B?Y;%K%5Y0e!gk*$z_`#z0?PNkwynD46cD0d(k#IkPgZ|O0_r;2Y z6RJ{~U&P=LY!Gjq$3}p_vEFV^2(+a^$^UCos??2+I_h-RcDmjV1Zg78V*G1V3I-(GngT%w?Naepu&n8#@p7iF zVQLr-q0xR!-X^ZiTPt{Nw~aHTLXN-hYu>*C{eNY^FAWb517Z!x8%EC&4e%V?p%RyW z{qjHEm05MaDm=@Rp!kzigA)?z-LV2XY=lu#Vv`jnBZ$Td*m>^0uyJZE5q+Y_iF#*yvtIb4)Yy$c$i1ZVqZ+w5 zdvcDQDVLbVJ=lp=;{r=9#g^Odh-!a^hj) z!4vjWRf{SHl1TEv6_1Ay;2@2Thu23I#^YU4VSCpW5qx@KRqKSyJ@gAst5JR9PR7Va z0*}uT6?8F-xKS%ZoL!w(j%PsU6A%ldBDZg8qpGFzs{aAB(Ip024 zros`sABGyGM%qNiRsKX@HnH4xOq4;E3K{4D&m$jf_{%n6nHj!gFcLCG4TFY~r?1QPG$ zKoMG{L)GTDRSj@M^*7C#59C{vXPennXSQd0nlsKy6eFrdF@VF1jEwwJqS^F2B&5k^ zZH+`{$#(VKo3J9UU%8%(pLw-LO6y$zlE-&p%%i=NP2pL%#76Ms^P{Q4oymT7x&kf2 zEEkUlP{~l--C{f- zH`@)SSYD$Ya{(z=M2g+t>kg8hzO9uJz88Mi8zLfws%z`VM18|?SH{Y}ve3S=SvSjH zOEat#Fok~<);LX>x(iR5TD}hw$CAr`|Msmo6&mz6vA5*^X1*nU%TB!sv+{|114}-+ zQ-M9O#pRk>fhzLkytw0xf=#Ty&By|8gSa02P7CdjSly9j3li~B8H!!!lk#dofsRLtm-$Aa10QUs0yyyv@mO82F1C4<_VM0*v~ z{J@v{F7GGf#@<-UaPrQE@|wUIN2+YKF_U5uc5EmSyys1e6AB5#0xNg{^mj1%3oKS_ zS231^)zvwrh5i#g#x=LB)i2R%9-&gTPgNF*1Rviu!oGZBZc%8Z|zYH+InH$)WW{1vJZJt`bh?+$-yhph%zJmev9rG zX{3l2noGt`(t|WRJO6}I2&etyJ~5h!d^F%E%-ObLVmNv{ZD>LcwYW;mQAaME#*c_d z&8T(4@VH~DS)@(pJT%@Y8XMh0KG=mI3n$dTpT87JENwV%AR+oF{ zdVX^{8`Jaq^pE!Q?>qaoIg_e#>kSczD=ldD#IgQF#}C;)?3+@ZJ!AhGmb=tE_S=y? zYwaL=``Lq@2}eP`o*GZW8d;M}ZJp~AG+a-?MUlC^HFvw1T zvv{xthay8T$jEgg<3&qsh5+9cT`8gtPqo#(n6!6Qc z{nP_bGXKlT0X-QKe`ErO?D1|A^HjuaTHI&x%$vE?JOfu%rWgDrl$=TCAVuOH!Huu2 zmjyYQX&KbYLBUMf*}9w#NF8N*QRQLf%XhPjSl-h$?A44U2ZS}JIlEM(#5y(&`VS&sBA*N-dDxy>=OI^MVPVm!l=}kg z1wieLlV9XGMyV&CUGlVc7jiCgw&hcjcv=oiO~Mc3*zAm-Ykn_L4xG-PwMG*dDZ2DC zOb!%HP^fezdHvUvX~CuLl1tBSKwjd6ql3auLiVUc^bG&?@_bc44|(XfH0+J>n7&O! zScE-mxZniw*CVr+g`FSfv@({S35WS+hK|WYPedm@W9ipNHsIlL&}42iW4FCoa>T&G zn!5F?ZbXtE{s5^yNVXrSdE14EQ3UqOLb!ytIOj3447|Jt&G@pYo6%v=zbF^)$_ zR@y7L5ZIkvfV@FHN6()d+ppekS9IY5rE6eb9worx^(BshW;a; zO(;eBtXZv#GsaXVhlWVVmm;ng#os2jY$b=zepgg86Q3(NEH6DXEn0xn59FD7pued* z6DRQeM_szNvic6%o!H!NHYSRcr`(=rf7RdC)bjDf#Br{pf(9TUB`vvT8;YQ|Up=Mi zZ+K2$Niz-6(5ZiEfA-X4-QL)mimx`;Y+v#G8Z2OuN->+3|Kp=*I_S4`e&(pz#zJkG-@nR+q?t}JH407U7H@I|j zHI^hmVX+gVW|61$b7LezNpRRB?)058{&Bfc1x=wwVt+wx2FgvVrz#T4{=kjM%-#94di~n#zQ6)fCSvK7JR=de@?AsWE(mn>>Xf+HIPe^Y42%0qB&?`zpFc=CqGu$%3tlcFT0-Dd~c=M7rB zg&LnOZ;77J+7=tsXmbRyB4vLzKnr0AD9;l4z6t9YCZOBZ0i|(L zU$1uU&7oDB^aW6c{dBfQ_;e5pL#y~Xt? zY~cnC>Tg3l%U1^R|INGu5H$(DwQ)Tu1typBZv1zwu zB83Q9&N>LPIGu)7Hl!XT;To>%|LRLgQc1#IdQDw5$wuk_3hQByO_!KAF}XCQ09duL zyW6|uxDrxOP~eU;W7yj4Ji2A^Hjm`ce9BN9o3QPN&gRdo1fy<;CjA9+%!25CWCEI} zN83L=VVM@we^z%=dt4Wllib`&RZYb{pK)_>t*q|PM;tH3Y#c3JMJ%d;D2o=G3LXj( zw2_Zw+RgvH?-99VJIKyrdoyI9vd`?|cfDQ&WjSS!#bcT@HwYeh$j#4RxAc4e`X@bxnlJC{j44hV7u1tWRL)}sJg7NerbhT2_BFZ=Z)?Y0? zO0z0CW|SW(5F?p(6s=2xNfI|$RJcix8Jpaz@sOfCTO!6`5KA|AHqbG?jKZC4aGBwv zplW-&gd9+0+Po4>zM3@`U(GH5Z{W zv{Jg)({n#?KgLaXqUe$JuyZ>AktHFoOH}%ofN?OJ`~a{5Y=NP-C+nr_`r(zTSrmhK zTa=2|!ltq2vXyVM-1DWyk>$(POKbjwe6t%~mKJ@d>UVF@LWYF<tvnV_#pb~G~-ret9sYSlOz=E!VG zZ}NN)>3J?w*8sj1hgyF#TI+KJl-^Eoq)xF4m(d!>5_iNY`s*0Kxj7OORx@9Ze|L4G zks4N&0eu8gPs<&)nlQ|JNbyeWNVrTh9-GbU^Iz}azP{EDsT!NH`44)`5KE4lh@QmlmDZs2vQ)v;F zsN$r>67D&)Z|dClj9JY7W|>UNyeK`QMrZv8rbdk^H+L!MerNcQt5V|eTfkw^2>?&z8ZD?a~2sxV}CW{@De0}c!gdkMuc zwfjqMpNZ~u^&I9dqVgx3Hm(j^@I(S=!FK?A`On9-uc!QeTv3mBU&(x_&>TJKtM35M zPc(BU?|%_CL$O-l`e)`}ji`HERCen+tHeC4E-SF-%}AqF2Hj=cX?jWhNaFG~wi>ym zi5>S`jOYBVf`X{=oGxW}xXk*hw$UChSdfsqEifBy_z{CC7v<~?<+w7liz_VWwwtvZ{&a*g*Hg2>mKRS74cTn zd@a(3sAO@`E3Zj)_R4TU{m0k701~-o6D(?kWem#Im(|ytH6~NLghdWiqLGGr74d;b zmo#2pWQU$8|E(tyvYvk@D~JLI$03d+kL$fSg- zqABMOi^0WSxBxzFvrT2^veEs9Uk|J zf+MHi6Z~Y$Rv9sdL6f&KFFPzwmHPs9zhYq;;Fjb9d`I2dpw;Iqxptg_vw}9GTIAIm z1JlyVDlKndX`>&wb|ANA{r&?~ePEGBLkuXpfeWW~R;Qfc ztD~xnzBWNbx{*di6p#=Q>25(%Ksp5J?hZjh8jDe2})hopdXcXwalJFma_X3d(J ze`c-m5A?cN?>+B1`|Pv#KF@w0Ci&H?h4lP)ip0A6C-(j`F90zfg!@9lrg-}5RRn-MV>x`|b0EjoYqm1wKbE5{?sU`HnsCkV`2%kWGV=;|uJB zQ(o|lya}#kWb{nBS3z0XA!M__XS8_AE50~86ZjzNQY`$8I zNrSL6CN0I!3SeF|3h~{BT2wT{98njKU_q72w>W2jzf}l+i1hO1O9+Jeu{}^ndvg{} zMK2vtDCDPQ6%Y#lj<4<0ODlmambNb)T;??+!t~3W8t7Xg=#I z5%%>t+ij2WR~f;wKirJI*w^y(+B@i?hZ52qAj55^yLIETvcDts_S30Gw-YU8WlevZ zCCAB8Pvnt9p1wo(Ed*NkKayfVzF+YFUB(Y8lF$pc!^YMY#S$CIgde^%V`> zDt8XrNTQMIb=zetUR(Rpe8M?zNN#@Ij`PD8LGzW4 z-@BV@EZyP{G|0$8whR`6931(!PF5m~HDv_&_89V5O&^INpBN70ySej=vxC^kvBYmP zuLGxy*M<1*+XrV;n}ux50}V8D zVnT_J3npmdDl?O#Q}J3i)!YY0mK+>}u!|?tWw6!~6NR<~58~K`DVzS1zvdMVEid?P z7-jPe_yzbz%2%WwB1c3uKw<5d0vbfk6y@u?Ia6(&ubYZD=jt|pPsYj=${B5lE0>M! zw2}j7+z$XK4D>}8~M0x!_8+AX29yyj4$>5!c1y^BbFWGU;~EZA*w2 zxvE(Eet$_*(yg%uC#dg z{&GvhR;6`sVJxl$>Gk>gvQI`Z(ktv){vs`ZM747D;oECQqjzyx3)L7Z4E#Yj?KXXc zv+kz_TrGLDp<-wk25*S)$@wCG`DPNgK*6f$EGsmWH7bSdhOCr=C(Ya%-ro{o{W<;W zT|r`kIX>d|k{edDb$B500CEzq;8@mjJjEXP-@JW^Zq50y+$U;~CX7`Lbe;T|qyqLM z9RdHwZf(zc*0Vm?ecJKC2mP1y!jJJq7k9gl>d!u?eEy6zU;2aL>zDQm!%B_K={2pU z=0@E~_kXcPJ4oEfVq1K;BIFqu+En?gKQfq0ap;9#hhX1PlBLGP#YqDCVn~K+Vxk4- zW;zrxuuEr5&)(B3XWG8Ik{TriWDzrRo! z3!l$V|DDa=@C#L&Gm}u_zEpkoan0B}+;Jm~t=g)_33iaPIIhN;-q&W)PvUoXgfrGE z;ym}7@rE&i$_I-oJvn&ql+?U>;))IpvWgUt!i*UzTYA=S%Tat@*J(Ju4z9IRs!wqM zFfwXT8+ryDe4KL=VwbW1Wtsj-=;9)346$&&))1M&cw&$4cUfEG$9zo`b%yT5{Q&`l zgNb6}f#If_RT)!$EQgyj6QvvP3CXwU*1yGar2qP* z@3eW#RLeuN{%mvuYtGrlS^R06?=3zZf;fD9{=tPea7V$M5OuTLuj&U2}8IN1r(vcW*Ikn$YF9 zrx$097~q-jgAB@*%Gn6!4(d&HDBT_ilsP*{x*Q0QC@b4h4W~yD>k5w+C+ZA=xTELy zO+;9KBwJ!gaF}OE9P^Xt>;HT=5dV~*OqK4o5EAHKH2jDle!+hqcdA(DKAei^}+k%xdTI-et)(mc?7tC90;# zjl(790KMb^QIXcjPoKPlTcbj2U0isbU8(dI(l$~V!BV5zy~58xMwo7*5WLydJC#<2 zT6&#k_AUd`@0kyP$|O*32_xq!UDCJUXdk@zc$1uQ0xR*JXc*zNL0G}><@t3IdJ!u>qs0X;T*f|r zJS)4U192<}bYe&kvL>jy+nbroQw3?B>L>iG8i{JZ$Iq})yvG>q_FjmH(d;~;M^a7o z(%`<*8H?CH8LU-j0@NJXR8&-tFi8}Bd|Mv26k5Rs_7+6@zqpGPyR%EAKi6mGTAr4c zSnG>teNGp%GeeP|f7kw{QEKXpNzxE6h`>Zq)#)Ku?OQPa=@}Vp;L38EL+@X#CHmI4 zrIqBAx5oSIYHP7LZ)Y<3YTkt9=?*_6hB;&!s1Cmp2(0c$xGo`VZoquOn&9F-8*be3Rxt5T^L$DmNa*k*`^C!?=<;s0 z{rqjZMwGmZA(uPi_}pw(zlJ$QYP*!uk(?{~$qHRL=e zK#&A6m4aKCF)CYAJPIuo8eJP!ek2vkzK#Ulh@;K-{cavdX`o?xR3cNVGqBgr*{Tuf zGK`IF6c)>7D0fGqp;sJ)S3~}_Ly!7C^5)Sux67x!d^LYg*0o4ohi(bqcg>*8=h>+1 z?OS@}>rAkcg+tN50%*4a&;}ph^XHbAC{<(#%}>k@$;Q8SZq{t*_svH5H~9YDnK-h3 zEA)qvxyeI{V&3|^8F^^%E(GpJWjbzN^98C2ifVI$)x|aT|2%La)WyZ*muy{+R5{S^ z022tR>`PR;ZZWtBas~>58BI+opyzIBd)xh7x(M0Z6*WbL^+?&a_@ z9C0qmZs7ILmX2Im8VO7|cUUtN`8Sjg-}vPlfmR9{I(in!JWVJU>g;Ghgz*BjjPp3G zBd`Lh0>BJ0)E0mNu>M!E>iftq-vU6mf<-VTXGrilr8JZLC*5U!+N!i)!ErRZ4U%qd zJRnDZ@$8u&U|9J}6-AB%Ye7u4E-E>J)2+W}c4H|KRnoTo`s3;8n$O3sXu3GM4En>n zR2@a0)cfuc%hFZbWlRc+u@2{Jir8&5!95h?b)*Tfa0@6x=_%Hw1 z{s@3FAelLk7dma|0m?F<=;%}*?=DhIgps`N6`UN2gS6ig2@1RS*L!*o8<9_j((bEv z$iTrt<$Z}Lp#)uM$jkefA6Wfq$6^1)PT19?W7G1IJ!UpvsC%TEr__r1p@1_EHa2!s z#jCHE%0^9Wg#-ie*}+C^iSlpX-y|m`G4VRVNz^8;ZR!K+@F0pu$Iao-fQ1LR=gCGF z7QipM4ERjc+|7Vr6^mk^$j2gK1@5cAG6L#|1B}PdXe^49Atk(G-R7k8y_u6CpSzfm zY^hP`a`UI=4W;@8O=te=gu{NAowLJ6QMO*RYHVjb4Xi_X#cYDZ`~KFYqN1V>sNDe0 z%pxKE(Gx}Y2X{4(w1=#Jz4tnNdd1=$;?QlzE%gI6L6E}N=%zxwiY_$hk>u-^lPmIE zgq-w*cZJR&v^lveMFMv@u&UEbl-R1Wv;tYA!B-Qy#3U zj0g_a2OU11mrFr#AaSOmq7s#sHrS3MG`k3QJ6UJ5nde6U6ud0IlkN+cgyQEGSg5b_ z1jR2l!#j;XZk6YrqHc*qMm=%Xp`oJ-0wy;CDDeyo4R>(f-jHH@qIo?jDrvGy0z!4g zx^g443U+%pE-E5q5BAHNP2h#Eb+uE)?>7iw2WNS}t*;NGNSnI@sDSf}Tr=TW3h{rg-EK6OyI`C2g=$ zD5#j2mX6xWik6(512?#_n(a|H<`Z?y9^_Zop8M85wK@}*dcC|XEG(ext_FJ_R7wJ_ zG#4XSR|D8jUcc^16HJ8@>$X;3WOKXK<8cdMqr}n##6B{96++iB6M%ED?H99hRpg_h z^4yl`jK|Z{I!o^KOWa|<^GI>K~aFWIT7_yKjgZmzDlfD5w8?F7u&Y6RcDKIlbO zbJu|EJerweV>nw1CxS{y9+Z**VIl-d1DCHikkGhpAYE|rmfDV&_I|>9F>0W=#11W99wiQ^9@1NEosm|0WT~6;LI5-@& zxIK81{Uqmj!?UTorlUTWD2wTx#KP`sQH3VCv4&7|VJfK|XV%3D&D3+O~89)r$NcNR3u@o6pW=zuM;#3*M0h zl;qu!RAo0OKyoo~rvk)Mrmv45T~`6hHBML0{scAvrCHA^e?K(1T;h*>BV{#7f>rgdhjail&Z%l7i{Bd6sgf~|8euMV4~Hy$<% z;(;-J3@p>p1@8p`EduUo|LCP$@*@V0&J+ArL{A$VfB$Tx8}{m^D%!6iR!DBI`NR=NxTq`&EtavT!Hx!8OKa|M$lqly%kR+(bAA_^t^?{$8Yy{O+tw zmRdBrr4AMcG+;t(=b(}DZ(MPu1~52Fug9|E!v`;AOY);``eCfkUo7!>lC<7m6K{`t zv==$A>h~3c>Ktc*r*=J1|2HQNE4O^)_oj+U#UN^ymFxBifQ$m((nBAQ&H8Nn;=f%{`Ci~?RD-S6t*XSQ@Dg(cK(J#gr9tOJ7qB4 z?QSUC0@_&<(W?vI5^8xyy9D>Yq*ZU?|5~zF@;mW(wO!+G5lkI6t$qSTT0tYGpE`o^ zPPfMa@rYE<*Pt^65$^{e)iIoxj89S6PgQO;rh)rk9Ff`O#bnkCD|8Me);S(_mssFF zs*DYSh39vD`ncuKwX`>Vh~f*PPibj|_a9nJ5*;d_6&g;A$X`CJVDC81haepOD;U}Zgoc|G)bNj|Ai-Hd^#a@974X6+H z#UOa4f)KAmj}v$D^|!+sHm7bb6YIRXyoC7cCKVfbAQ=rJs;6vh(Zj=v*7a*detv$x z6qOovXznZyF+Xd;#LZmTJE?qRf#%lIY$+ukNLbc!sE8Se$fwr|xf^~QHorgz&C9wv z@%>9F=z@*;q(SQtxUrNr-TX9FK~46ldU`mXd?cQ9L@j}giTz3{ zM2?4X_b>7s8AjeC(TXX3vp1)A(ZEW{i0Q^&$(w4cm};lkIx8=2ZG?UJtuXW7Sb%AX zfUYUD@FMi;%F!*mY5*zLImEV?Sb26o`B*gAA{8Ff^xs8M&MT=e$XjNF>3#Z>NRcUz zg^8)OWHHK!PB9K#{$3K$$wL=2KYsim;kJE>^a!(H?!fX#phT^xHUDWEvj5#z2^(6Q zF3i(L=M@1rd}@{^-<9;fY1O-L0X%w<_f;e*{BI~23qJL>FzxTmd{d$nBhz-!xbnuw z7V=Hj!r*n*4h!-)&AkuDo4_oZl5|tznC2Hy)kJD|P1Eoi>DnIrq#0MG{YkUP+4H&K z=M7A_$WC=>X(ep>>@>ZxU=Y32Y30swR(g;AKAP?eE*Cd+F>UW9?s^%IRgkJf+ltHgt~laEIFEfXynfP%f0k;2H2>m_A~s9GNeb%5o0>Ak(T?XDRZ;i z5iBwqUmB-VzbX-o?3_Uy5E?u6qwajIG`5RFIR^+ zTW@bJ=$@}C%rMlnpa&7P{_@cet&f4{r{^8#W4U6IicY3**&dtM9Z7d8(3P8GJrpDf z%??Ee5pgATfT9iY{@!TCyle76e{^ADkPYeVMmt2Zx*7TKOsZ1hZD|JjLLb>PnTtFP@^&JyG!0g6E8+o9iM_h>*?j8+pvH-^882DBm2?59yw;316Q8d7mpBB2IapJbYVL?Ha_ne5i^6AB@~(?)mmzR2{5$GhNjvm@(zLg4sow5 zGt4{LPfbq>;I}i&V1Yxcz2Wl{Ke&|7y~uv(b2SCkKKx}_ee`#zunOz^ll?@nJK&3f zJ!QG))2vC5HZ@(DAX1Ac?H9JzaNbdAu~z;z&j)qF#lAi1%b;&L613 zh-#NT7v?I@y9;JL0=rU2+ib!GK|(^p^X_Vco<8M}w-srHO5gT$v5PK!7F$U0;ebc` zD$B5UW5V&;?<1eXR);_ns5(=ws)brtMuWXQ{j}Oqk0@WJ=<0ZW|BNh;kl5y#z^xpJ zEC@)i#`L_c?ab5%I4j;)eWHzvO4gK=u){(av}S0_@(QM$4Lhu9xeTiRE#(R&@n&FW zeSDM}Q8fo6V7EmjQ{!6pnZy27o?xiLr^-%muDB9&g415n*eZm+uPHiyo=P~78oJRF z{ZR0#gXh4azc}Ms5iiX@ITP&!LD;0~@Q$UszA%=`f96ptM@z*vy;MwE+i%9WgoIi< z+bFJhwQu7FG<*{8+&%F~(K-__KfHM*|E2mUcjcFD+sx%M)e^Ow0GO~~Nnm(^FAgUC zIxU|$Pnv>jpCBA6+8kBXg{_vA09}?hx3Y87XMhT z-@H27qd06OU#zlx+OJDh;#0hERs%A@$UHIK)Hf*Yo|JfS$|0jfh+hkreY<1or&UeM z#)jwLDxBm&ru&GcOCrL;HLDbrNbW&0>Ap@-{d9CnBD>x3S>{wX)wo5}vB~uy7xET$?ls};wG3Dk;%dK4`u4(7O5B9C47eJzSO zm9HFVlRoIyb)}KsfTd*9u;k~f(3xYatPi7+qLRwzliV0QIXX1;=uNwo%wuH#R#WCX z){Ja=a>~u^o4q|tt)AbDxY+^!np?oZ!qIItp+`Y z`t&M(j;kM%E;Lvtcl8=j{ysNh&oyz-M6R2NDB^DeUXPV5^sAXr5W>Ak{PBnlH?4m_ z*cXF{y_Zkvsxb*szn&T|ey7 zlwTtf0TYKrPTe@hvE@sqhzgjYT|-#!BLt*$=j}bcZidU-Jxt%+#UIx$CIMs!hpKVk z@fj4~f5?#1vu?}a`Z%n?x+y!hIbfoxot|f>I+7>FYUL4tJ3ZZagd_Iv>SqcXt7Y$W zn_o5t2|il_XJg;dSM1gO5tb;R^r~By56Vnubcv@wFP(eBgJxioU!Qz-UJ?yiZwcs* zqJDULtI@cxkvdtqS~s@h4qk%IT@+wJY^XVKJY*0Pdx~|liTPWMc{Tle5$Lf3s@;q z1$woS-W`0|6<~Ekq#Y_b7uO`# zf+Clv*zD1vU0m05XjgN{0Jo!WxGwqU_o$o2q85ctC7KDB%k=ra6sXz(wGWVS<8}-E zwdN!@PtN%S4}5*Z&hS3-@ZS2-)6=tw!?ZWO`y~jfFk{0K)@2uynTB5`6_b~+^lx?f zE1Yn-B3tK3+L}>1C{9=%^5(cU)E|^%%s(x+>n;HOJ+MeFAbN@Apl0(H5>xjpUXD31{iUl9eUC)$Qw$u z>~=={hq>m32}XViZguUKa41&OpiB&Y=B_<1<-1!O#Jqmw-I?)I=OKzhhF9Z+oqa=# zka?wsRf;S<^-??&Iy=K>_RsY(jt3At2dZf$PwFun)~GR0cgpt7y+hT4iIww3**>%NwyyMV|&90dUGQY+i_#rh`FJ6c;2 z57rsp${@ zVFVw&0N{$-*w@aqMPG-oeI)aJu z!~IAmTxk7Z@gQjWX3=ogs)Pzj-!BL-+!!MC3_#IJTfwyt~R8>-mu*%K- zHFkWIU0p(!vMPcrasxgew_jX2;=}4g(LK*wz#R)Yl{Fxi$e{eOcyTAEEHPmr@z3`a z%=9CYOeL$G!S3$v6+qsUY&_80aPdSI`LQ_vFhT9e#iWy$LmIYIL8H#nlrek7!LV%q z2llH77JLFC&yk_=?+hVDJPkCFF=(Ama&mr}?slUC(N)_NzIp{WPFl?3P)q{QqMNkN znNArn`D-$mCF4BWnj;zSx5-SJok3MKwHTm$U0cVEPUV3qwvF~IaQZOeDpP0T10k|< zDR!+qqI0;yI}fZ->aPcXsMfP@9!+s<*fVfzv}O)y0H+1WK|cpOw>Xl{r+g?!th?b( zzkdKtH!iUV$WKV{#Qy^_8nOVVZD*GnT#+fV%VnlpS6D5GhGU0lx zBUSU%S@Fw17_+E05!jy3^ty(!hXh%)b!JKL$6$)LnSlT#4-poca;`L4k!Lnzx#Dag zQPRzLLGy|rH(8J5sH%$pvT(>DD~oxHL)o>+qcYSZ<6VzsmA$2lAevT1Aya89@P~IU z;-jT5^kjTB+0grmYBPM}FU3bzy;}9E4LCF>rfs>j;lCZ4H;x8Gd>|>C!+C+r|ASNz zG3etipDm(?hg?0c?L((vk8H!!YXSq1u2F(mVy!$PQA$~#dt7qeIN750$;lF?I6rtBriv!!_SIuJ#rGvrN+4=NVg8aXHWq_%9;5W^W4Bx18kJb{( zQ#ZKZ{t*lZRcHE|!*yQ2XGO71C5#BkhSD|6T#MwMWPCp>ZR0)2XIC~@A`CdENUrpy zK$f9XUj1+C;L#5^8Q&@qI(yXy`wMw0NG7D2P~8`_+FRUkS$C{23P%dlL|jwUdC?TS zA$DZZibYEv45KZ+JIBf{Pw)@Qdv8U*awZU&VHdvIE!9A<>2@X52ZV3G3{36nIz2cL zR-+Z1LW4c}3#Fu}cDW!{69s^*n_4|wm^TOM0G6p__efirQL|l5lFTwrCxMEte9n;j zCNGxeY0KhGqP>OCQ@8^%c8v7zRx#zmAFuTHTY}7Hict<`p9BS+tlf{Wk}_G|(gqNq zgqqF0h@u{y&Njt#j@aj0tLWf*#`|iS0Ke9sD##j*z&!{%c zPR=ahaMZPc@zX>?iP=NrKk$E>TMb-3#wQM#8?EFYL?6#^HpnG(>?Gwnp6p8I|B~0| z6z(INgdtR1_{Ok%FuN?iR~DO4YYF`IE3~ETr9vdbugBe^HgU{El(2*3kV4vUmTyni zr;e0Kh#ZV~vGTf!%g>StRmh}h`9}hRYt;7JB_PWWK8Z%~BGq6v{_Ar{)P1p^bwH{7 z@~cDsV(o*pgERi!YgBI!6!WUZ2{Oqh`Eo6V3Lk9+E;_oDdr{ZGX|Ca=4oP z#{KJe7C*OT)fvOM14Ya<9wcA11j2Zu=cYB9c+QlXv|lO2w{FW2Xh`RNdh+rGUp-+= zYe;tA=gC&Q(?p7Zm>)~W?*H7H8Ua*y^eJi53JUrbjXQLRLiGZ~V$N&(&#IYX)vlZT zR?fLvJISr@^Gca(Gk-=A`hO-e=ePqz{R>0J>`KZp5>8H%b1XVrcBe=R`qdxWs8Pp+ zBor3s)7yIf507UN@;v@` zhl+ChriKFEs1GZG-U}~@42!3RI-=BPbR=+39oI+PKW(WcO-$Ue$gM8~7>Xk7H-}Z2 z;`$m4&8vk5*ID^PRthW$+JpF*Pc27de8Q>Rx1N+Df<*F+itd|B6NPU^obD;bL`Yof z160#>YAV!!ekkb$;`QqzH0(l*p_jQYcY7DwcS|crEPXJvy)q}-oeWD{8A@HR8IFXySysy?pj++_Vt@y_PfZb zPiy%K_`O0(BCwgPulsmm$rAzNCD6(FrA`xs6tXFEL!LRctY*~K3|!VO7Fb)bUq9o2 zO;zs0kIG<~9Yc}SseCJ&rVA~L1a$LR4ZNuUq;_<%c{4<)><)AKwyqA9f(D5@kZ8cC}MX zL@qR>@QhF6cU0ltbN+wup@!#R4sSTGv=H*#s{+C(t5vz)m?R|=ma2;wzhz|`NL~SG zj`^L$fydAD;gnppf5ofsJep5l24Nr^nlBBc3MA=dM$&P6!pue?Zl3WmPSA3N>5#Xx^HIT~|#coH=1*H#TsRGF&3rH+n6N?h(b z$EDDI)EGFaEs?Lz|9X7K+nM*%YJ@G~fFvmonHPmKoh_D=aeu4MTo}hZKEJN7i?_=L>%M_$~1Q3wYkwNd< zxT;o7)be^@Wefo&pELhPHDRZu%(2kVseZ>`H*%@&%Fx13u^&zjs3QO5C*sVHe;E51 z-y&BFm7tcnrTOf)cq@-I$5c4QfG3C&G1cnd1@DB-5bs z7MHI?ZE!q@kaXBj>gA~q9ge$|cRY0fDJt(y%9Qy^xlxd?@)L{uF|(4bh-h=oDU8%gMeKxKFvOqpa+w1=0W9d{j?_1(jiu}REFGJ>~Zpl9Z7 zXt;!(V~$7UlZ~bbT_3;GQ=ZEkoag+zrS~=mgY8)jC!Ue8P&vC!WI|?|tY=yx)QiWC zwdBz?-34F&n0Ke`{ORgQm@(cV=S#im=qGXd^Shv=)?tq%M*8)32mghnK~DI)u}~4i zhnf;-c#03jAL7xAg#2*0XD!5B(L|FdylT4p!K=EFV&iqj<86P;2U~DTzu%$L`=<52 zy+JAnUu8lTYjFV`v0=oRPH2a}`y&3mvR!~PC7guQ3_waQ^y*Am#1RZA1|QS)ho79W&i|{CnHg2iT1<^GiB!6A3yqGN~_- zU9Clk0I5cFW9$P*au9_h==PN(~~tkl#CrHY%jWI*nc`@lHWXnVK?{=14B?&Zarlsd^+ zI_&n=rFPrW+|u}_0jB&xQ7p10mE?94_gUcCvyA4uAHm>{?}MuD-2D8Qv^4qAT;o0$ zF8l;Su}#LZVe3U<1n1m*Bvxq9rc1g8mwU8mvAFsgu4zjC$`?VD-9smr zo3?SX!H#oQHR-jVM}NT%QitwmO)F1ErnO(C6t1+^kBDRLCIPw zWWxg@VyAccYN#^r+E*Q{j$?ohyDbnG1BC?%Ma5yP3zk>jsiOffy1ETl14Ffy6$h*B z#%W2u$Y!rEViMy`Z`eYvgwSlt^^`RP5D;Cs1Lk6lK%34vdTx zLLfFLPi#JNKxf!i=VoH@tro)H> zV$a~UTsX>B7Rv)Xyzt@ff0;d3{ z-=#Mfc4J`s*XE`)d77Kqiio5TM$bA1@*7nYWg@y^3ty8sIAs6z>GZ-LtpI-X6EMJE zZ)P*^l9eVepjCChm?4i@)#=<%l4gcl3VRAAfdB#-T z8u}O2+%wNQUKC9Kpma(Z1&1A$3udtP_CoJ{tqsS=$3Gbv;Zad3EVL{DtRZhQxA(Fc z1LJ+yufq*g43A?WFXO}HlKKSS0Srm~{l80b8>S4+=Lnhia!;N%+2+MrS=a-7*~h+0 zv8}&1gC^U!V9-~Y%HYvJI1{9QLEpa?GV&@8$NHpuyw~h&TMru^q0BG8g-rHX@1<~U zW?P#mK<9MU*{y8;S(`cP%2$AOb^Z_#7iY>%zoOFGb;#@M>Z8mjp~UMy&GB||Ov|fq zhl}wk=~%Dqel;IlS5>+jH=-Dj_q_FDm2x)h&lcMp+dF4>g!bUucfi@v)6n<>Zf=0< z*_!^Kd*{QgRe|WR;M4SqpD*ypLt0!! zm0S5Y58bExlaB}u7h7+46I%Fj=TZgz{SGk>t!}C4pw~dk1e*X95`nb6KA@VoywOV@ zs;@aeNa^#528{EVPvDI^=WaXtY(b$#S6-SFnL0KCV_8`R06lU`7@m8U<9O7~m4jqR z7j!J_=rU&p8HCY^|rm_M}v{rcNgJ8+ovZLtRxNCqG$xP`mYmh zdCTl~FJmV6;-zKaI1e6Zmcln|$>8g^+CUdeo$ahkj0>}U@weDUFMN@aY-g_{oP*u- zJ-6Cf2AiVW4W8YHOq6|aA4ifwA_>U z4sPbo-`t=r1kY-i?Yfh@`tGeER)(mPaJo?PP-vLc_jm5uWsq~n>dwm10$>e&b}W_y z=Cr|i5B*pDAD5Sm_c(3WLegbXK6U#Z`HVYPw+qK^tUrh&pPyPCB{uiAMn{JBUad0S z?Rk>2TcC~zZTt6bOjDY-vzjtgk5HH9Z}@=tGPnolJ2-&=nl#kU&nM4hh_J0a9r2g0 zTR`Bf3|WL;hmy&LxqoWOV1y%|VLp6Ztkf%Y;E`PTz(YPPZ=%&mA3ipd)q5a(VJ79{}YH-)`D(pU3`*()!vw`-m15bw@N>h=RHNXhlR| zb8=;R+cyv~)?}xEUpdsrL+D!4CEswuH#x0)bweye!X-lj_*H%h#D?%UZ&F&#aN0e$ z&0gIt#2`F8-I1LLYTMG^k{%hS1*9rIVc}@&g?e3vuM-QJCx6k|tlPC5z7~@_HJ%JZ zeemE+iWW@dvYd<|7+aIfCNTyo>ZaV{7k%CiO#G7% zGfS-T=Q19K4&3uI(7%t|a6e)T=Qr9aLns1W8D`!VKG6nCbOU{ZuUbjXxu0b3Z1{d<%j z8+3TY#+Iw~6zK+Kl#3oW-JKxzW>9(BHG&04ZMfcpFHcbDI|x0Rbt<5Rne}~e>Y}Kw z-cwZ8(zo_I9*{`yQ0}c9_=+n7T&ZA!dFq?7zsHZOnOoRDxw3e_*1I7Kqj(l$(GgU&NGflL)6uk8-hA9Gw(%2F6?|B0SL%f*Vfz$MWKnQC#M(ou>u5njsR%e zSpygo*a0UhP|yHS8~yeELc4=>H^N&P8S}Gi=ofSLwy;mZF=q@!p|lT%Qu(9+JARXTG&Gg2$q!DMpVQGPD=G>r zDdEY<$yv@fB?7Gyk47fwMUI{!Z@2e$LH3Ib$?iJEk|J94YYb_Kg2*vU0it*4f#q-Q-#>H|WIj zhh&ozaAp;5>GR7f@4Lob@3?K3n-s#*@}GFbU3**%<6=Xvj>knW3`GyYb*(Nyuj*a1 zP6v*Jfk9U7ySjtI?zG%H_cZrijqS3He;?*4PjNG$-wq~!^F{1GqXV1cDLAC4#R4Hl zTp&2IwP(K%5Y_`U&!2w*K=X;3?QL^_<{Sc&+EDu|;IKG02)JnZ_6;BONxV~0Aq3Rq z09#I`n6CBC(2xcYZqfkYb3y`%uJ@G@LP$smiJ&JpxG^vW((7+HINa+0cqF$kJ*B4p z9Q4E;RnbRFOI@9WC=?mgli!1u7z=TWqQXLIa2o~Y3!FZeyOl#@D~(@3g!zB9<;G%< z=@cG^o}M1la;vqz*qodkMPMf~G9h~-UQ~@2sR44EHTSZ+nijxh z2ATp^k~HNeg8x>#9vJ|AieH7w`9R|rG&RTwv}lnmE1}>#c>|!mItTGAde%&OEwiDI z=cvF$gn>z!xB)6P*~P{EteEZejEwBSQkqn!z080GP1q^4B{s3k=yLL zx`f?bOQ1_oDp>n0sQvS}`3qnGpr@MMc2O7rDGyH?Yg%GUA1@4zDhLf&l!179sM=>8 zzzxS1J{Z4Fd@CpS0w6EJCO~Q+s?7tD6(p(2=kf|PmGq|zQ6&%LJz01`m?6+#*ZQ1} zHl`ONHn^^=r6tX5G_TxzoB>b=E(6PBY-wp(U0t=^pXI@(66^;X=<+YG~FXzToFc>zAzf7S2AH85G4VRFx z12mz6X1uJtyukH!W8sOA0~&Vr7^q8@h^PxNVgl)890j4i!nw1?MJjmP z6Cme@bO?U1gU%}!HAfqEOn<%GZ8hM*j=)Z6s3{sM$*!pQ27r+WWMpKM)fU7`N=jjr zd~qdOwGXxrF3Jr$(SadJfeQ>Ehip7sXV-Kw?*R;@V#;!Ce7s)wV75L6>}wqwO(o#> zw?K~@kp4n|V2PWXre~MdOKWVCLa0FRfD7EGS$+u$A_r6rC(b+l!IyMpi1>#ARvA)ojXMA8B+Ys87a|fX6HzG032Z?8P7WTZmaZjj zZC(1YS`#a@(*WeYBxOy^nv~z{0cfK;rzejSzMZ5y?RB<$yqZ#bOeyY$HQVc z_0>bbF1P`b)M;h`h+2b}+&M|h#oCaws4?GW_k z^$?>Hke&GoRIE8UfxJsiRUOhyp)#HKMdJdPt0ACz1iEbz0N~#b>e9HpbX{Iq;Q{Cl z1fZ1j3V7Fc^XlWvmB3xYrj9CSPZhN21k{bR z6ber-FSmo{3-DsGjB5BKByZ*ABX;W9quPgTGl|vc|@=>7K{Z$(R-(!r+9=V&tU*^@iF0Xt^*^TRT55P0?)7;UE#`{)#V+u=3azXAzb-O9Wf3sT&79tRAcChCV zNH{G?j4Me&ODI?~5G#OChh6^{0x(+yNC@fX;=o2}2oT_qup48xwzdMk^Qr<7utIAa zdk;Vi=L`(r^Qe>96A*8%KtEHzQ_vL<;$Zr?-0>B9R2T`HA80$6JFEllxAY@L?a6=* zG05GADWNF?XIwS_Im3_RVXIdg=^H?I#HC6PoX!?K{_RT{H8pV{v4eMSolADSc0pLM3w*k=7U1E9v%J5!=;IV za`+(M0f1mPser(EHZ0Kg->=k(h;c)~9EeW;7cU0+x&Ij*iu`vliaz}R;0XVJKVs<~ ZDYBo8DHu@&lspg+q$T9VOGWkl{tFPONW%aC diff --git a/covid_doubling_times.png b/covid_doubling_times.png index baf2bb874170afe125ad6e9aa102192cd3c0ba90..09f3bdee5f1a53ab1d4675332efb122566724e80 100644 GIT binary patch literal 42315 zcmd@6g;$l`7c~qYMM0z_B%}nSkr3$)Y3c4pq`N_+8>CA>y1TnYy1To(>)VI>_dMS_ z#``C{jKO^?o^!72+Iy|J=9+760;DB{kzT)h4S_(AL`4K;A&}=o5XiHVSFqqGKg4C# z!2e#@@Qcd70$;AL^!>r#;Vnf}Y#H0bxUk$Lw!@IzMHFUq!Z7KXMCI@SgdGaXw? zQwv*DW8L@m2G%yl7Uqn!473b1@4wmFTC&s8{r~@+*23C|?u{W94g~TZA}Yuy@0heV z@8BAAqcJOs)HtS8ksS+{R~=7{mO3;6p^JKe^r5F1X+B3mwMy8%mI&kB^T-)Lr%~ z3p5++J5=2^s8yK~efW^EP}xoB(a_VeFi~YbAK0V6a@qXYSSWys zx{V6_fst2Kd~SKz zczN=dBy0?q$7F&=({cGF2TST zP<4E-9@2EPL+y)%>kAgX`DVO0j@eALv6=YuIU_2n49F;ab8wg5-rmZQMUU4hk7*?( z;pxI*Wp=xY3oeITibd+vJJ--ZEx283fNNS>S}wK15t@$MSXo&i;xY#(CE*dcoyi{ORcRlD~IGXi!Z?-xtjQhsFP_6p;(X>&@aUbL0(V)jeE6{s!9wT+W}jx3^6f z8seMp_bptn*JCGYCkxfO_omA!DJYhzX3b45G}zeKpqpfr;uZr|3G7T)7|+AER2+IO}*4IQsY+oJD>$S)( zv+8-n#@K{}?+_scg=igYUk0<8&#TqV_l4&VO>Vb{!otGob#-;ar526nG2ov|t=Gl$ zhEn+^HYHQI%^*UChFK9YF@{sKv$!DAs}`E~t7dmPt*R`V?`v$jJh?jx&zS3 z3ohN<+(JP758YgUWtrD+xLOJF)xqv!npD?oxWAa4aA9I%^3BiB*I`Z!=}%y~1trKNRE6skdA{gzr0 zJ66*<7d++hs1y$l_^0#VZU7O3eGstT`O4hhr+hLH%U`T?KL4(_(h)G>f*I8L3Ld`n z;c{ed5P%5v5b+4*$mr$x!=EkVr^}01()DIB2rQo=ju-%SeTbbOirHNx%uR8-p{L{37FxT_^>ua3R}C2%FLE>}-M7;Gj*gF8ySw4E zw6qZ0-*a&#_tMq}1EBcZPJd|X$p!3zMk zjILLf4ULV*$HyQ`hi3ZAki#O)1bT&1fh6@FD#7?}4?R$m7e)?&0B5O|I=yy>1XAJkn~!GODWI z8)KuR$F-YQyTc}3CWePmJv<&yL+Myq;{ftGA9CH|Z+?oG*t{?5^7i#T*+{gIm6q1N zr=X_R8_5uba9%BW?M;<>x!qn^fhTylnQX3N-2{0jDk1TKg2F#F_5DPVM(^Uo1q-MG zKJHlokLiS8I_{BI4pCw6vj#7ERMPT!H@nIhR~iw6uop zzDN^BgZH(cFN>Czv?Y^Rb?{BFg&GIdZsPq#4zr+jO+rQnb$7DZ=wPmP4%BABFJE*l zEC!RgokryLk%vuTW4dYzKJmx25pdZT$h9fE0^o zvmv{jvyn=#+_<>7n6n-IN~2L1H8LW5ak!{e>|t+Z#Q>K0#fulx8XEl|c)DTpmmKD- z;PMp19MTi%27mYV_9CF5pdb@){@pEZ);x5VkU)I)>=}(_LtK7w(>p>!!qlqJ zh2GvEKoMjV6@|WjMRK`3ASEJNZdf=E(z^S}<#GWIk2WvVDaeVH&CTwI z``dt!kjjU?#M^j(|G41tM|+Uh5a?a?eeqK`f^Y zVi`Oh?#!Kt(>rwmDfDJCnXuf>jGbY}L)~7f0Q`a9EVm8};&#>%fNq8#<8KRtT!qXlm_hyb z-@lctL~~*mme}y{H<}*zcDlN{rud50mY`&uK-s{EINkF0w(+i|s@d(ueqRbt3IJ%K zVC+^+HTp+Ot81arZ~9Frc2=CbO2a%baoyO380{2VNI@Z+}+A^1=tT5(JMw*oHjO5`6NP%cF&}yNVdJ+)v&&7VKY?P_4G6JkkG?LbQGn%y$H$8T z;#GbKQka~9q13DCIk>lo3v^sulifFUpQ9~5F9TGb$Y2FfE0-<#48XMJA;c3bBdBF& zXz9>4$(Fm2w^~N;EggXM;ZkbF0`1Pgw-9|JBZqJ5Pkj|z#q)V@P=|iS$HVg)8j=By z%exEdqelb;n+;qJELRn>Fi4RMISNnMhvP7h&(3b(I!HzF z5@ed7d9ru10N_yl^>^BZ%kt)C_Ki7s%eI0%jG5j%lT*>?{3;gsfiX4dP~*@@rnpLz ztCQERVR`L>aq!c9hyUL$70H(6G@Iu>0A$LWckcq5n|buQL)Sr@wf1m(NY2553uym> z^X^Az4H6e$Evi2t=HN*D@dE<5cF&JzFgyL#dfmteb-T24b8~T=PGuoYRM6c%5TG8K z7tz%vPI14X1l8;AH07~^0I3PE1}GZZ?@hIytoL4z7rVb~fkEMH0TI-CFkfE_*qq~0 zD;#cL?YCiKP4{a9K*$zywV=(lh(qSvE%P{yAD z`APBS|AH{ShW3?oblDjh-j8>iJYaLdRHy~^M&5uOnV?W@{{8Et+ED_7S3(>AYwqig38Dbo*O9}@8b2!P!RPO0HM7GZ<7r~>Vp1ni4r*vI*vm^?TMmSkSdP7+zzg8?S{$g+)FSzspFK{on# z>r!!3$J*An-J`YVOfl7eJ&a%0C90I^!w(M+2jejMLaE9|Pr1MUnWTz`^E+{4%GSX< zoXAEl_aH2}kAdK>R!l1>T@WXclb+(NR8}h(9NA$KK@gf*i#$ zBW)51{B_yHZ!j9@(9dRK->yB=ss=$)p=#&Ot>STmPD>)R6gjT<%EvG;Ct}Q#o*gdNq)t62-m zo6F5BI+dT|`ubkCWWvI(SRenGZc2(d?3M6&6DJEi={glTSvmd%X)1xD8 zP$~fPgZuz#2tX(V^uZ4g52iB}Jzc1Q{vt}2JH;NE?BssolbW4tYh!Dy97;+zbMClo z#SLQDX#zEf_%nIe8X6k7NqK4t3Z1`5#r?y=$U!LtRjkkO)W;Qvc%Pqoh+keF161J; zTX zN=mDnn{YqM%NarSs8414GUN4xC&r2c)Ws{T+K>kn&Y`?xWVf3kqk)eY4@NKwI5>sQ zSp@|Jn(*B-l_sEHF#w?rNCbn$0w+jjuTI_CaJnxU8adwSL5@48ZhM0i-zV9G&rVl* zcIm*Mz6fSG=?4U#Y%IcqhD@BbWF#Y7^Sp>Npt3*V>&Tot)yq z#{ih{G04`_^GU7K?d%lIA$8(?KI$P2Z^b}x3)EEil*o~h=taZBX6_Rf$MYEO7dY1@ z-0zn>Z)fjZL0c6N5FnAljsFAiRnUdaaE6Jv$o+R!c6>rV6I%RStw(1?Jk7-kSz{vzpOt1Aq(byaznHa1b5;!^2P8SqZw z9hRS(ghV+xO5m9g)iM-GVDoHjaz#X2cW-tn2YQJPJK)thIW5o6+B!$kg^jQz$RZ2d zF-qZ|bd0eV;YLnRhlm4i~_?L}y4jickr&T>G0EKB6ZoRCO{YMI#Ke^Tl@ zR(veK5$GCzbm~6S1~nb@s85MIRbd<%LV^iYK}EY0jA%nf zb96FkReAr+tam6pk7V5__#W^~3JQ2%#r8TV)?KlETd5cEHg4P5_PAxVcP;Ba7V=(N z7ZnwObc3nv?&E%5jhivGKT!2C;^#yl9C@DG$II>h40dlT!7>%x`JoRV+|$1vEBL z2m6UVn6BBXoa%DoMrj;^^GuBAy7HtkmTcD`Q_w_o(KSr&gL>(%69MQF34j zOQzNPy7siX-|z3o+?K)i>4`Ku4pq+>*a1zq-=7R#18AB+Asr+p=2BB|W>+AWT;g_r z4(W8NotoxY+E}08vq{4WY3rQ#imD-GCy`)7!M)IzQJ3j2T;-4Frh&BoFr#FvLe5tk zd2OpS+!ehNYJIjPv$wwwkBGPi+NG!EVV~ZvnRysAM>j#=`Zb5g>3UB;&D6YMc(~M( zIt7m>c^8ndL$!yG$HA#+oEU}{ioSd}aP>+H5yo{sdCHk05m)zSmc7DUn0iPzIyt$& z@p7RT5Si4`OhG~C+>x4;lFRc>r@wC?fi^Y?g&y3q;qZ|;tZoUbE)EX*{?-Jc`mt{; z239Am(&8k@_Vy$s@K**M{K`s|D-LrDqd>eE7#K`2+e39>B@Mf`Qry=W=k6Lvw)5TO zDXzNh-#|{2;P|#~*Er5~g;mpLU~E=$dm;w~whnhj3mo&<>&ICWaEq~qHYNuocHKEt zI^C4;T1zRFkv9(cM%YPFEpM%V|NcFpfd%OEuMy69s8Ayo{_IRK<(tq#yn|5MX&JR}m(|A=m zF8+>Q`>T4wLg+l?6(rk(ef06V54Nprh4_13zFOmRBzpZe(x|s@f4N(F_;pa2RbRJI zT8mM|b8uHI*l9VC3;A4?tPfG*ewlE4s?(?tfJ>IIUbRpX%cuqg@lDdXWK ziv-Bw2rHE`FJtp*(n{c?4J|F4r9JyVNcaBHHWP_>x9MppBVu-Mt$>L+zeu)wz(B1((CcWv(HSM{r#oraQEIV8Ii^ZncCmsB!m$A9cL)Dr7Sd_13As2oeo<1qBv#N+e`(`Wy;7v)(jY&L)MrZiXm#2iA zQRz$*0EBDBUh$rB%$)e_n*c(6ITC>b16d?Kr4>(wu>XkAbvE_&_eD{2|AVj~y;Bdq zqf1Led4Co)dARxS0Ps~vNlBs8BWO2$dr&_(u?#8~90ix$+b)_PQTc%9bmWKQfogO2Fshe$$tAWXJkyZf?}vM^Fbx$DurAxOuKtCk_l zBR?hI%xH6Pg1M?ZC@_$ijSUB?WC2+V(Qxqh{68;ZQ=zST)ES!VJfrJ!%7ex zv}?5MEB3fIp>4jiHg7l7;g!m-6u@J8EwaR zD$<+xord#>5ACf2)7|2}p6VQ@W6^f|^B&qFZI3LFF@o?FM_?3md^Rctig>?4tVUO) z6n9T5pVv+ZQ~?3vIFx7yg&Mv^-DZ&N?q0=yr&|1g^PR&oPQt$C_N+Gb8m@c7TtedO zj1}~H4=0^`_8IG^bN%Vq7)!$&o7u_6M%i-kYFTKZn9$(@bf^Hp{Li01%C**{@$vC} z$sDm@sk?%4+CkSE78w~?D8OYwA{4v?R@=Vf{wMk&I*z1gZjC)$)$cSpF3&IT9qVWr2FpBulj+$!mUs;e@~v~{PPES@7C*&6D5 z(4BjkzbxcsApuG~7_Y^5bO>G?%!>o@lF?91uh(h8bF8)+A2lT^~03hl+*Q=agSW)Ij&__TX;umHEDM}5C~H%6mv z8J-<3rU(-_c|U`JeFNq%pe0h*%4zsNUI5T2b%HqsoZrk2REdL1NO-vb6=tK!I##jK ze(E*fc$^e-39jEs5phobh)8Fcp4M4N9-}?&@!+~ox!?Orw{p!k?0r+GapVe3soI>j zYErS(#E6uX!8*HLk*{A#Nl3g#v!%+dR=Z$V6LvBibUR<`>gfT6l9WU3U<_9lO0y-K@jOzQyD^PcKtKk9%`rYOMtq?c+yV z7ec93*_6PxG!80(0VuWVlqYy#vzZEz!mpk`e{N}Oy9QLo6)@X|N|8H^cIxDkNvT@R zT|wuuG%EZ+U;!-$P`qsow?Ibs=Ycl&D<5CvIxcU0Auo(~Sm3h$j*eK+>shmbg}tL( zUH8jDu3&`2b`m8NlgZkYW&_*$fk|{qPxCGy=3If6hvMT$AYCw9EcE%KlGFfk6%6g9 zAj*x-Oy!3CWmXyBDrR!;7H#istTbtP>rIIZ(7Bxvv0=L}K2*;pHAZ*p9<{)U*09f< z{%c@hovF59pB&SgSZ|KvWzlQ%hKCLlfmZzH?OUHtT^%6L(Wq4gV`(~iwtB%uf?4#u z!=l-)^k8CRW8?X&0RU%E%@Q(EtR)3xdZ2n3cKD+*InZ2$-rufbj2u_nM<74nWUe9c~#Je(h zx3Mr^TUVzVwp1YZ|L&K|&7NbRM%WwuhsX?Os_B>FC)O?cZJ_YhH;w`}{Y+*!V}B+< z2U~T$0RmX)vc5(4I98?9e0fE(Vrr)6%8D*XkmJ+*c}^hO_m$}Et7(xE6IaPuUC}dL zUx%2#_h$6VxjJiINOPN|0@ptD#J z=Y5Rwc;6Nu;s)AD;GOS|4ZEYFqfw#y!kt6&Eq?WaGc~X*e4wET2Ksdp4x=GG=&|?q z&TeBsZIOPL0vVEco;+`k&pLp~%?=AWElR%f^R2wSYiun-_tD3QIc-)l*6EFbQqT|} zCqqFE%y|61CNh`0URytndWBtr{6#M16T*K8G%pG5raTinvED|XyJ|#OUMKXoXnr$d zPmap5+GU^8%raF&jxOwiu7n8M*pHN+2gItXlvO@CITTQsEYW@j)G}yq>kMh9rw9q_ z*4r5)>jp)fUR%Gr;u8WPmoKz~%PV^>OumWiBrIhB*5ty_x<}iiVP3vTNBkzS;j^@? zY+KAnwSp9Ka&mOcES|~$|Faj-AIEr)|B!zlliExDjdu!HTWMCegkX*{*KK~8lK9Gd&w;a45 z05UomrN=#PclAiOIC1u+H_6G01L8QsLHRaZz%l>R6cvxEelC78{|NTJ^y8 ztlDrVo1fL)2R=tADN)?Th2{W^;)?Juj5BGEPE@_@VNe2%U6%g4kDc z^YV3E>FVe6$MCkw@@5DM(N-0v?Y|{-+i!*@dpjr6{^E$Gy08J+64GbL2pVodpw#m~ z{UEr)3}PO+1ZiC$UTnV>w}GiN^N ze=dDnM=J#8@}PB1(!ov&m1;3lM>rp}<4WalMAu0^8rCZrleckw{4MFE7fyGLj6#738xS4T z(Uw4am3Rw>0$F1JE?>U7qnOH37ovd=CoIe_EU2?k3DZuWpn-oF0-oiC^t}yM#*4b3 zZ@prrU=P&fHS9wI3?qHGwEfeTn0rt0jhFzCXd|`l!vnJ}@Tn`pd=-W$R z_RE0F@9AxqRS%YPbSz)ZqoSsuquq&;dxgtr)~cIFO?|Dif6MITp(HD#Auw|MoD8L^ ze~@1lI(3J>RpRT*Zw#JACOVVT;K5vP&&f9uaQ3b*OeEvOWX|ee(ND=oP%vT&D=dt6dv0Q{UK*m5`V5G7HTnbl zNmI?S?Z>mTX9fBB)KCE??1+*20LW8Bl#~G(86Q9m9)$W^o<&p_3)&FCz|0+=ZZ+8d z9ASRaCY?(HIS$@mW)=LNt_AJbiD> z_9e3jYL~8kk@5c>x?ggD9i2cPwo4MU;a+WXV~CfiLjIDF7Wt~)-$JQyNnZ8#q7e}h z_irXb>}QUwB11%AuKTl)(wKTX27PjYi5GP~Z?|^xsKgKuOq)E9)X^<|_dXmp>GbYY z$DOW~Vc0a6Rdy7c z{hggYpwm+G19L#5+@8U1S^2R%WIXaP0y2^OL1ysWdf&8AZfZED*)fbsNr#x%wzfnB zsUN};p;e@!3P$*gG39mqc5s}vaW@=kNM0%S9{r|`n=KFEFlMPxBSZv2)~9jAiX`3? zF`(@fVA?aE+9)z~z8w!nP`Va!`11s(ez~8sf2Naw27rZwRvh=0Sy9o03ht|VtS5TH zC6PHDEccCq%x{C5Ns2(UmHPb~7P>>AgI!YO7c945>0!hwF>%ngCJC2RBiy^Gb5MRV zM)?oR;{Hukm56gmEWRq_cJOX?bqeo(sP((H=!{U49p1ujrw7T*Ks$#O*)!II`p@UT zy@k$`<+JeHDTy1Vt=36NG4u`cT+?CpM0)kc!wj2*eg)4tvW6T||FO)7+lBZD^UV7IP1GZf;ZN&5J&yx-?WHd4Rh`vj-iwKjOsgyTfPXA? zl%zu+DJUqk!59yCeLevjA@Bf5YHAWFX*!VtkLL0}>SADLU7P??l|SThzhzim$q(qu zuceaZuZ1|AP1LBsjO1#yAmXZq$^C;vYAk|DthxlyFQo2F=u#gB=Ygnz$$2&;pl;L8 zgvaR^u2FB#04@V}V>j7~i(V2MGA$X5Md z_|&o9&h05%um~?SyKu%LBeX2G$LBokw9ex*E$TGJQd3c_0Q0XNka-}iY;3?2+X3{1 zsWJlu2vi*bih|K}nL!l-=wx4%M8(P_M+A)a>-2}_i>Jbnz}g8Zb0vUodMew+(yC-N zteh6;h~|>W4fU3I>k63ac>5fz{M)ZoLF+!8E)1O2+CXUS=;$bMJk|wP*?s`0@W@5? zNR0ovY^GUdL93M`!2vsDjZmNNcMSg;G|K7de|DM(Zf#j68!JLKn{VRRR$nU92zfD> ztc>`xY#u-MWAmlPisx@K$4k_(Q#u_Kfj%Cp^#Ie6HENk<#16M(H*p5uoXj$wXN^-WETnUD-GyCBbZvWcq?srbId+lb|KD!YEV;_-t) zG*bpv)bU)Gmjuqr;9e6`k1geRIaa~{o8<8QHVLu6K-eToAel5IvbMuLK=`ixD7ndm`B5Vq6 zi3nXQE8oI`(z#f=ye;)4UICJ~B5MPE_C>;hHC4O@dGN@5pc@QvICtSl}b)+*mG6nHN+Ei(YTRnvaLZ{gt{l% z9!2klt6Sa3;W)Ao;kEyTLvRJjLHD(V2|A+4xVWjM8{o?`dlLcxc@!{n&f?mvX$ENR z%GP={V6Mt!)_1B!xMFL7B&Es2Z-6uM!HgKlc-znNPET_wX-vPsg<{;~xoM@hi4>`;PPGJB$w3pgF65&xdG z2a|@j#lHC98u+-^v({wnwY`~MhH1?8RH^3Gjb+gw<_yDML)n}@zl`h&Z8_SIqT2g7 zL58Q-;}U=ff3_4m3JY9}+lIDiX<*M-l&TovL7d@%qY2i1Js_JA;5&z>Gto(Qo%2j+ z?ws16DL!Z${(Ix0nal!-$;#Q)8UXei+)ilhCT^2(yGe5i+qjMFx|s@ zXqd&4YmV-ez2>1Sisvpd2>%HSxYXieuq{kvSv?FmJcn@a9i9IOhd1Ox3{lc z?)YbByyxYA>^~%$lvKyszKirzSr5a8hA5b7y94NL7oe|qL|!B|mDZZVH4 zo>QDy*#3*)=|q(Xi(*2QxA>TdgrsE10t=#7#XJYjo3|m!8izA9m+MV54>j&QN}*f5 zi{>F+^D4$+6(|Y=U^Zzh7jt6$@A9y_F#aTDZq+zyZ4;H-S%O^1(1i)pYqOcXBNgJH z*=!d4%g9*iDMspku0&dH^)hqGHaXDAE3Lj8wY4@~(3mA*H@m91!$}@koRiqW<EMR7vhI`jo=;OzjERB{S%By$bi`H{6kD`1Z6KBh+s#W z@=Y=-X3LrVl!E7%8+oXp+YCLEetJsN{TAmEho5YRUNSH|jSDLz!0rHq%Kli3JxQQ; zd4{8s%refU4`?(M}Hn6Lmjq9mvQ<+ZgIc=R!tmk z(yIsAS3~L6sTuoKimY0fjK=huo$vrimZuj)?`i%tk{tY6 zc6vBCqzt3svwsOlU7t8GucT|x(^py*cN-Z%+mp#gY$oen<{Hdt`}eUQc8R;g$7^;-H%qq zk<3AAt$s4awm&!skxZNj+DSp^%~L*}m!SJ8CbsL$SJ6~c;yC1 z9_L7x;SPt>Gtnz#$7E3Nz~b^0y3gC;mN({4(f>I#NoD3VB={BMftD%*3wl0_SQi2A z5eA#SA>hS3?LB_W6K_JTD$P777FJaByr?THhzb^fdxblHs+1y5mFIMMD_?|<)A9FV z0gQ;9QJ>(j%F@zpe|X-rJ&|B_1*sH4XVEA;1(tVvVCDp|noRONXO#s?Ov1Z1;q$wj z%|QnPX<3>66-pQ&n4Eoj3So9N6+Sa#p|#){B(MH>ORfDl#%`BbQqtu&*!}{|?jguh zvyJF*Mn*SCCS(kUMBKqVT|-R-!8k*w;tCliPmeJ&E!*^5yt2}@T{l-}uv+VQJWz=> z=?HyXLE#a9cfQ$PV0qv&l_muQrn+8&xs=gDW#ltpNogG}Wo$xAoKBJH0BU+4n87Pm z>_irIwoW_)=EO60IBvMG_gjR$rH%E|Cktx&*_kU#TOGgqwN~~H28Q5c-#GQy@(ZbZ z&u2V(&J)U>kN3(O=q~}EV~C`h<)@&Z1roYN##u#meqg$cNbbU69=vSU)yjG&JX`MWnx|3+&qfSzoCxE4<*qVbQ9(2uy-`S1)aUb^)u|68csMbHV?>2 zd0tN93m=`Kq)J&1YDUkOkVpPG`Mwc~QfWsqBL3v~*nR=b2Pc!bSI39>6vcZ|V`sfJ z`U}ZGlQXt$NH0f-h|EG`Go~^i?Yz62PIP^op1ga5DKdB3+{O7Xw9$Yk(vBSg68X}6 z5m)kTEZ^Dn>yh7aH~gi|>WZg3G*3W(0mvynuv<5&RQ_C}n`CS$_ck7Fhi|x@EOh5i z(bYVi>M2Gh*xVg%Qnt?=c4&q#4$$$IiXZ&j5@9NJ^%Ho)_uB6{j;Ko;+q1=>G~l~iceP8-FPj0D9!bmVBVaht0Bq_^ z7Z}Sx340IMwAjW%y{Ip}Cs?F<0?A5YX-NgPpvLJbu6EkrZGW&9wdV?^<&_jsIo8?d@aI)ZUA~aJ`6Tb|-jnxmY4pq; z1NIhpX8qswAi1IeuE!p9XrFXHFcLUp)JN8*ZM{&x5R4pDMnpI~^hjymzr%H>b#Jga z=Lkl42lr#P#;OJh`NyC8@KSVN4TK+&LDX`abowh_t5>$x`Wn_u7p6~fHJ zoZRx5@hifZ= zJp-XHNidgImf8ZjxJ=&OIBHVP%39ZuGGn-Km=R#iJ|!)`S$6Oqmez;I^suGpbsYMH zjHks0;>TyFs~d}4KIMsO`$&tPmi^^R8?#$B)b_>ixv78isNcb9COr@@3@jkQvDNY| zqJ}r6_gvoAU41gz!eh=d|4>M=-_RUdv;oXSaT4@KNzOb$`%lUBOw8jZV8r{yT`Wy& z5$(2FdYhbz>rEdasLDDQ=u)d2`=dKX)tMH0x<`WMIL_jy`_nhw6ET*`G+&WbSgnad z?L!;NHAseDCo z%sT1|JG9tcDYrm5f(K2%kzE{LzKcc8HX@2wDQcTZlX#foNGaU)Q3-iehCENerFOq} z{AV@eZ6-tQ<5~>dB_YDPPq;%y579%>!yM+L(PocKn0yFI;5H| z^C{D)KWaYY-b+dzGzsk!;E7DJ`q_&~+e(*V7O-%MQ`wkEx9uR>>vbDecyGjLfCmW@ zqHWXvbbRpJVHQK&23T%uE@n*Pc|5qm@p7&D{@GtB=%LGp%YEzZYLDUpBEqs*K;POv zfkk>JXl-rn*Jq|oqu+e@Iy5cqYR-1mY0yUBh|~V!0uhg+sekYx`~ilDfXLg)r;?LZ z8=KW>jBF@|#qZ@?#Kbdd$#dqebE>`=o{YDJ~|RW?wrBk87(B4J*!Ogsa z+z%ki#Ba1l>e6%f_tLZ^(vw*S>>S4CK@a!OtuSA~eCOV7lCFO5>GV&oT(&Bcmdh3E zF)Jp_#`n`yTOw#3&gkU;2bdbsLd|BYDtjA%3_o4m@N=}q)3HC!YT*>)_dnvx4hGoJ z_@NCWhom_^6+0Zc8!6*^f%|UW34)xWZ|-rz9)^est>k{(MA*Nf22qK!zTLtqxYMYgi9s(ZmqC~``rlBi9eR3WK?>3 zR`J)YR3TZdw*g$%Z+`qJAy85|wT_^S_%=TCohzmIA2nVuy9kfdxB}tc*?ac%P=#zo z4Lc1J6BBUSf2zriLpqw%V!kfg{r;h;)(QvHKii*l*+-`1#?BLnB@X$B; z2DUW0a(rQb-|!czuZTK4e*GDZI3MngtF#E~KUxl%QBofx!sBYRvb-#~th$xG7@jZW zh?#M&7^t@;Ssw3Ybv1Lt88^gO1V?}yP8#xy9@k^FPQdxT;Yt%F=xH-?x<)~5ZS6`s z==mR4SJxU~xMP?Ykt|Nb__BPRB56&V?vFy|&_0`{WA@VL8?7~Z+8cg<%-DEo|NIoQ z{I2lFQK_w8zm6XC;i>G}i^&zDVt(1~yqFgb%fGBL?lkVe?D)i8^P7ck#`$OEtpbPD z-FmAeiuL<*2*WjlQsc;cngE>r!JO0dF11oo!Np?#G>r54A^e@~XCHFEN&{^*oY{{> zT-Gn^kP%^Fz(E+jy_9n+EIQ2$rD9FsFk>_x$uPWsE&ht=!Av()zwDyFU7geYJYlZ+ z?(y9gm}Hg6Fkn+t{nb2y-_T&!PRU z9537qT$$NQ)lGCj#jl(W&WGyb&t9{&M_1vg6Uf5;??j(#z(J2H6A=-`KDdBWWYE*@ z>NS?n;Nak5=!zFJ$cenKim9mc^am4cYHp^NuvAY)cAGJYBo#1QbK)y)(S^ZqwJZ&vC`H|tO3qjqpUF}<*(K0jlMiH^9RHd4OW@-#@{4w;P| z<^@4@SMQrvwE5K^#O~s#`zGuldsXr6Bkee!@VLjUNqB1xy-mN2wK&!FSrPr-$FFJ} zABc)Xz#YVa6X4*OKJyOG?ka%3lIrU2j*L9lx!KvosHiObNGk6)k3yxwi~(#(qG1eX zmM3NAm8>UC*RTTi%(PN{rf1`uXK|;%JB&8t1cdstgg+Fqg$|i0OW-$lpb-#Ag2^yg z`F_moH~i|m|AOrH9yag>xF>9JWttf#zlx?r3Jh%amh4QT^d21v9nxL=<&*!;^q|pR z)O7M#PG>+!MuqO|G}i3!8M0x&G*=~=%vxmEoGfP4Q>1*bwcWnI{E7aH`fUb+F!TW3 zbcqg3B8x>qC5GTGU0Ixe_dV&*-(6@#6VA>81#UgwE-?awNLNs~{x@ik_c8GrIP(-|AyV zpUz2<*KDu4#UsznozS~a5~Y49+0RupRWNYWT4UGT|*Wf zD<5sn>ZCU6mZ23ysFe~cJkwxAxzLE4h)QzgxUcY;IizOg7R5?NVH6Hm_VG^XwoZtA zXu-q1KHe33Pp$ZK7PlDHnQIeEXr{|b&KPcOeKlbi3Vd77OhKgp`k#Rho<-^4Gy}ud zpk^944GyLPC3Y}q{QkQwO^0;Sngx1$s~V~ew&{CQ48Ky6Lby3_tFKS3YHY;PE#BQ_ zPm#b`9UZl`w&yR*3T6HOX!^#m%KrE3W}0lfCVR5&$u-%w?V9YGrb&}Mxsz?%wr%s- zeSiPwy5>zU=A5%XxUtr{*B0Hf-jv}9b&ZDWVnb&&Re83bJ|j(!Ny5dM-G0L_4VmOj@XR#~@#IXAl0G_7qwgOXEoU$x z>0sgZRwJ#Y6q;yv-LSt*Mv7$nmV;`o7Vg+UKOcMf<&%FH2N+)-6qDYC-nVSI6B*>()M+4J~*{UUrwN_Xh>)tGY z%CWKLtt%J~huvB|`gsa3s+9Xz$1}=4b@9Z!=L-9ns<)?_n|M$Y$05fj;TlNEtYBne z*2V!BEGqgbrl-j<%BR#Zxrf4+rUoRn7SV{s$#wquV z*Rl`wvqH(t&877Ua*}jQ*G8=T*JJnwx2B^bOiWCC9#{CE0HXlV_QJrFXhq8vEZFPw zy%{ioskS;E7o?r>en@6E9f>_L7o2^nGx<*?`Jal)I4*`|0xViBt~3k6Ye3p$-47^C z;=h0Yw~NY>LJ(NF)rb6DSZeJB?N870eG#x%s(!L}W|;tyr1Kf6I-fSF%{;7!d2OmSiZ!%uxHkQL3q_0Uk9{v4ni?fK$tH zjjWslgq;oF@O^0fWhF~e$SBuWFDbJqXl;N0?s=A;c_z;KVuoG8;Q^cW8A%~7&%qRU#h1qb@lMGKg zLS*EhljdYBENDLg_oJy=t9j{RzlTkz&*0!pxEO7Ge+HJd#ua~L?{E5l8o@`6N=V5= z-D;QcJ^I)yF52gidNL(+2pvO`zNsHkySr2v7%Jnt7*rU$*wWI2diUVFg>nX%r~&6z z6^4Kf37WWGbHhK8e>0X#&SmdEOJ9qg6%`K7XWI`y|0pUR;>2|z-4rN1nN#j^AZh&h zcr1^a{ztxoJ*LG|T4JfGb|pGnSlf!sA5$3GVN?MqM?iIHy`oAf=$H#s_~$y3iGzkB=^gaaa!>5lgkHN-K;2B!^8BA;g# zGmC_cZOG6HenJY4Wp%MYDkpc&6uVydKmxj{$?pX0@t@6SKpiCBI{@6=o6D0x&DkEw zb~S7&@$Wp4Z!YI&aR~{%q_MnRz}##xdG9VaI4uc7mAeFd0wgKY9g=?EudmjlT5o(< zTbg7rH9+BICA^tPZ|rkH?8*__?XuQlbwy(aBUrO`opF9*LXGcS*M}6 z5{d~xNaK9Ebo&FZ8Q>^W0kI0W$~xG|N-LCEyQ?y8)IxH~MSGIo4rnqrmEV-O+~~i@ zGj&oLD+YHom~gpT-JtHy2oe7BH_#j4;U*MV9A~~8?!t47e2)F5 zrZcP0IP>sSH1nCC&n{-zXnksK^eG!bP`mOgTpm6FQ?}{n2SC&+?tdzedEoFef1^| zL@zk{iZ%Qp0zMz6xQtO@?YRGaa5N|{DDN;f=TFl1buX+8K7kfb9+RY+u^tgh`F;$7Jx2;Nb+M=g)A#Ik5e29WWv~ z1&5}`6&&7p`2jlz4SRd5P-Rjd6Y^96Un~|{D_ie_OUQ&IQ8Lji)gqiNmOLC1>*P~2 z=HzO2+*YB@T%INeC9Lr|M9Hw@kpKNkvAyPV#TFwdTVULFwH?Q{)QaS}?K$G4$Gvad z2S$21L>4LPd)U_zdU#5>LW-F3H)lxF^B2#Le0H#5FucXnJl(fgT-%Mh)kN~&fxt|v zccpKnRo!4TfsJunU0mAKR@@rg#$UW)(Xqv!%^C~@13iLzFnX98Uw1w}@J*x2!Ocz} zg9t64QFVIB0LEc8?xVF3jiljn|8=AG7CMW-v2nLjT}Cj5k&uL5?J`J$zru&@KL3ia zCNC=dg+>|vmS8Dpa(4ZW1!v@qA2(2ObDMe%p~hdBkHrI*Qkl85RWH)acqhJ5>vlTaxJ_@!P}FhBZ5*jxJ-0 zz>j(nIY%*1BKo7-FrcF)wdmWX^5k2K#L5MMEKYxwADq1Lr7hM+uAxzEqs){8jTl4N zzW17k?M*Z2-!9iAY#uDfsAe)Gaje)%tEOrD^N5uZNp7jb%FRs^5xV@?#P zY=sTSZs+C_#pz}E^}0kjRxQ?9GZ6}%9`G6b$c?F|cfbSdemPoyDyL49q&0pzq6*M1 zd)z5M`*BVuiq`1b&VwcleOVEA{m2ZD~lt2IZd%az!^=>Vtqv<3keR(W-7A=Z4tYz4oW|Vd3GT za{~$cgr!0Ail5Dy#)90Ul)oBR-b&uq5x=hhX{~Q?IW#VoZ;>qA7dWN_Y1|t&+p7mY zvk5s=BhQzd&xTbR?pjz+5Ipq@px_6F|DF2y65Q!m)`Y>qhq9N?WoFm+_^Rl^c4NNX z&7tePGDdxAm0U6~DFH=&HGQ|4uznFYznw7&0HcW;c4Zn24uRLt1$)u*H`CHnTp2!T zluZJYz!&!C*kC;{(frrI8mbSIp9#Or|6ko@()#|1y!n0u@HtQq3FUacyc)jtaCnbA zky#o9JO9)&b&ruoZ`uA-tZ3!F9Ww7>G@bs(#CZA@ z2e(3aHae0mMDMCi{1*AYRm_XH7yEtvxWBOO%Yzu7>gRnM7ezX<%950Jg`aVF3BRo! zVpLS56?>R_?AOOH*&l36GgsIqFDQgT z<OG-EFQd)Jm zY;={-nim7IHoEOf*!4(1=m2}ky8n^y)GcH26@E9wQMYwd<;k+S@@@BV$1IQK;_Mj) z&k2quAtFzypR4jr%eDL|E%11L@_H}a8J8Uu$UevG9tcWKPJMj0yc7j095}9yhds1D zdIo1}jW6ieX!W(NWkQ!W(hK5QI$uBCeUkN9npHkP;C)hJL4Ae2m#oIGOp((LNe6Amb>mOPxt?jl%))A+`>W>yV z-Vc4}(931E$T()f2!RzZ#q%#qp+86R&Ai%%5v6;@W|5Ze8~YpS_Pu|&PLkUv0Q|U( z{BXvh^n{?&)tQ8cDPvjB6K%YXcy>+&J=j94Fit&rU=Jo0G^063+m=>^A5u!tC6Z3G z1uBnaJJPPm`={M6qDQzXsEs%ti@4eOX*B6yEIklm1NwSSTm{& zIMnQp{&C(y%VtUv`8XJ`EnJ&U4OZ7W zrM$JjC7Ss)D<<5?PCNc#fADl z^k_UEc7c5tJo@zZ{T&$aS@SE3PRpVCz=9@Y;9eYLmkU#dvMDl01F8hxE%|x4@Hx8LZBsD&?$;QtbC(#7ts&+=Xa>di6+{=YfYD4X)x1TZUj-?p!O}1cC9_@ypn9 zq9ffE8-+4J?8Ee<9pIkq!tRMQKiy1tp$nY=Wh&cb?Kdako;j9CX_j>yE zOKB+MTH}O2vllB4OQVSr5w0wR-(T*5M*}52Z9IJEGYx_`*h@Mc&dgW>qX1M$NW+%t zviGWN5V8yDN5xnZFcKteoi+lhEax|ETJQM^TRpT;y~kTOw)fy_ZB z2w_`EaxCUZb@vkw!$?CIRa2+_-*9;tf6z7zdzst!hz_KGZm!|Vk zY-#YCW6<7H+J9vaT_{C`9db_Qw(B1;5qK&E{Ym~Zu{!=&kzf^Pb`o3`9MwQFBe;QI znPvI;x<>IyFwtP`%fv|4XpHkB|^jxID$j|p~-+-Wr z=Eg6C@0lz&S*|m|Qmb^9$JZlZ6x%%w&e!^~zJAM?oiWz4(`&!KcYk;=6IT!UCjZ-v z_|0g?t_8Ral_L+r_$zeB%88R^-d{DH5WMEn_BFBbQ>(4Ho=WLf_C~GT55>ipyjftP zxRbB=)VX!*A|}oCuO-eEk~7BID!tE+uJuVtE1FAlV0G7>|GwFs8ZWMKiU)aKJpD8) z`WhdftrD|kj8Yj*M{RKxDgMV>VEQ|2KN8^1t~B|ND7U(wVJ&h zJWHUn({B6~_c-4&#{9~Y9!c1_ivGh+D5hK6o}WqUdx3rEA+5^WTT0FK*UM%^o3kJ^ zqNfwXhH-muYdjA0UCS7XJ*Mr{+z&{4s6nCN?y>~LOFqH>i_5@i0>?$hng^s|get7P z{82uKVgA9<3(_p>S}gQ!O~|wWo9YLrtVldYD5HYKv7;BF~z>SGKq)$BzL|#I48f>&r!nyVdPECtvKRCaBlT*SuU)It}5DBtv`&jVmqK5ncF^2xMdL+byr?f{^|G>v}Z9a;S{SF*lF&?w|JknCs`J_7eqvFzh(J>5HRD zsIeHCkf*?{_tJ4fKZn<|drO2Sip*(XUqU7;6Uq8eIC5xVGITYINZ5MpiLq1IQWWwQ zE|&9We*dO_BH^{@OA-HQB&_b~hV7cTWXhEYw3CujoIueYjBcE$s90R#@^fg`xuG+D zI?h7$4LQ({l5*rP*X6L*D_c{KsCOd0h{;rk9u7HI2th% zCGG^#u`dU!w*-$~#nCITqfo6y;6CDs$+ZOBrRBOmjFX&jt;p)!m^3F8+rt?=t&^$Q1(UthgcjzlO(65As8>|83 zRridj?JbHhE8ho@lmmf{AYO$Uc`&hFJ+^#MT}{pB3_bl5Y~=H21&jA`H}?7|=7X`j zWR1Twv>vKa;!^JqfiFb9dFIcqf2yiz%dNJy0_z zh%mGw)CV>w3O682D^|fW=keJ(sb0cJ ztN!)y$B%*cLo-<47Ze>!8cQv$lfD?S_4XIVy0PhMm9ww%N+3%MbNG&x1OkOp0e4--nR^1rc!#FG(0t2QlJzh|F0DM`6Tm| zZlTh@=8-{v>nLJAV)x+s>K~_9;uXsW?UotaA?rBCi4q^xL%XP+zC+<#nfodmy6mk5>=J@eA->sh|Y(_RPtBGnxEL!sMH~>4=0%$9o&)3p( za!3H*zy{zw7aD+tj7TV=$y$pCU{muG0uJ+o9IbV20J?B>Q*YvLzIFd**yd^RA|fTz zuhDy(-HiPDjaM?g$~8x?1yULs^iQ_}T;6?Wb=9K8Z!{JG`e!0PFK7IFKQAjf@bHR7 zS_h`wxhU+sh?eoibuRC}k`jflQsQq?c`*{C#EQ!Qa3HmXXUcvRII-?NoQYhSp3n5i zT{2qxDH#ofgdYH58VvXj0d78E3kwT?^{ud!6zqqm_DGYu`w#Qp%ppUccoc%P)(vl+vK>x`eE89g_OQI<;Ud_1?|9vu-E8{^wk7i1%2 zE06-yiFV{|L?qGnugT$}0I74VQi&o`9Cq2wj5pfVuSd3SpadbSOsGOmkC5|!qfG{j#ePriM zO`Et${f(Inf|^6ZnA%)4iD~)E*~3}oz1ysKC#*VNCPAQ_>~RqRMn9;&ecJ=}Z};_n zy}vHTtp)tUxg2=CNmqCG;Lwm|A9OJCd{sLo^4sfUwzBH)+f50wwRbRFEVGw+-&mD% z-7*XkFfJ3WmG|RUYw3kPrA>K|!;83TjJ9N$5j2sgPe+&w=>y}D2ted9tg9<-B&Dc~ zbNHy+Y<=zMH43F39L}HK*u<9{*ldfwW;~*AXzzw^^Qh!Fb457014zR%K`G91;lgPL zz+C*}y(-KGU0=WeM_<5VzPr0Su%?C;P*7N{++~LnZe@oSLw*hl4Xsxn0oG9(IE$F< znxzEAO}c;5IVG2z#uXhlKi6&BcD?puO{#0vTShrNI`B5VDmo51s9AqxbIp2VCFI(6@8JS3Gh)n+0Y z7@6;HWE6FmE94L?;RJb0k0_LQ}_o5m0h+spcaE@pB1wOj=-dd>BFe{(*X zfw|3et854E{LRs9B;X8{4wyFqE?yeVuJkc6F|}v3|A)YdE_{@sm|8!}wPWR>`f({g zt0o>lz6|m?pW4Pe%U3AjV1=&sXgPT8rEnt&6`}c%@AL`XaSc3O$2ol(f)mvH^mNsp ziD5L$PJ?j#yw*K@$a7hJX>?iH>#pH7>zgJ(j!wboHm)tVn`T(GbRoj3U!u6)AQL`2FicG73F53fI??1*AAL2h0in@t~_%Snf_vbWX1`? ztQuD%9~XaJA3pIZvWLx?pax49f8OuTJJKiANy+9YoYyWZN9#oPO63Wu-k3U8*p;qp#-*eivKUHd0_Fq46MJ?9qBaW zoP{N|T$}WWc7YN6#Je+>C1~Z#*l9;T0Vk9bh%Vl%ZcW5iQl_lAQEa;>vJffDej#F(Es5><|ZWeDfZkQzxGqc`6KV1rc;gOX?|$<(w8#v z$mk*jf|I43B}Q=9HpnMt?5i#l0#?gBs!9*UgCT52TP`blo0NJt!tqnD7^FKpioKg? zclXS%thA_sa}gYb>M@}{t3x7y5K@!!qimSzUIe$We!qg(?YxWftzjwHQz6R5E&D4M z*aCBS+_@QB@A#6JapM}B^+QNdYrg<)V+ZNtnsmYxOh(g31Ie)C$MTXP7dJEwuGKpd4PjMbQh@hE;GT$$k$D`;NJxrnl~gyu>UE{>WpR zbN^|BGpCT481W|@-=I4plEG@^Ej_U&dw|6xNMB0rx?>pMSRM0cVrkNr%6QMgj^6RT z`Q$2{X^4$?$hU+?>&3F68 zqEZ{UQpvFDqvtzwgxXoQPd36PhiumRPLXk6|J85~M5)K61?2iQa(XB*e6IyfgAwIj zO+&qYud7lY<3J>0AT=8uK{+Qpr=eg){2+dC1F4AVhC_k zrKjUO>PxUL9qFwdR#$!Zw1(UT3|_h2zQx?jlyFJf{DVWecvZeQ`0Q2=Q9V4&#BTE# z&@(GwSixkrGChuhzlH}Eo8`LFx&hAa_wsEyk)C*W1;^HVgQ;eZtp$k&1Kta!CQ*fL z5+?3frh4s2JyMhhl5oFLUfpJbo?P|Wcl2_0(-to+0D`|3E_-`Ut47C%=olJe>hcUs?7U^|r=)v8o+guOBVxOBD8DHKM zSSgMyhlgVbNKMA@;XNMR{cecayF=JcC40_-*xUlFpjU3elb2PrO6Lz38eV)1-OdVD zBu7cF1$w%H3X&U>y-p_i8MXcWhTwVLS7fhOy>HY5Q9}OwZ!Fh^1!Hx{0o#NRu5;7r zlyhhIW#h<`Ekn_xi3}0?KvbuYdWz0l$xhE0^b9VV@Dq~l?|LC<;&SqjR^%-KJ-6#l zrI6_$I?A&FEk78;`hoE;0ukYM;^Hb(^}pBc@hpz2KdPvNMzC3m|Na8r)(V~$xOtY@*_FMt^%CVg$KaWM5{VTK zQ>=fcBzjAhgb_)TW#`AZ*t{41o%cVIrf3}zF>>c;*z69TQP0gKExd8FSlQJG!D@^7FCC7wd zIq~~W6E@`PV$8&w3c*)YxxGq{L5G#k){PdXYBdFaaqHy4&M z>Iz|c@t9n1%^)4~X5}&RL`I)8d_C>rsxjT;e16heFULE1=uR8^>MuMz)7hE(`SY*b+)O8Jh@x}?y>sJojGmtRmgG2K!HXs@R}QSf zDfu@RdSS~kv0)ykU?DHw%6oh2_ve808xKUtS!p5R@b1@)DYzzG!-MeGcmZ}K?b>){cd=4G1MOVNB@!kmm5jvX`fLrvmN9dYu z)bAEDR?jf+oZTg@c3|S4g_L)7j8%-G0<=~)(LtCLL{rcgRNqKLwLcKzt#RKd`Fjl| z;PbzIQ%5+69j!D_zdsILnyPw~CpqOjd53OVRhd11eCMh&qTNS2AuqNeGlon)Y{m30q4TBQxj5tEBN2~iccMC=hRb9TKwYhB}gyUWyK|a!c&Oa zn8e7n!HcLn?JzjyeyLs!yC;%Wd=4G##88uG=^Md~%0KOy;|Ukw51z?obP!WPeMOS= zfGJhKKrf&n1t;`Pc1S<++kKP*ltosEawaK>0_jLb9Xg%Wk76TP@#6?La2WqPX0 zVc~N%d#>&PS-|j-_qX)2Th#l3K;vLvpLZVAQHaG)#t`M7&WB5e5z}QH)HRhmo5%Ttf@ge{%VRBr44q+pQNixRGk6A^WNWJ zM7ZGP!F1+NiRY5sllFsMw6KzxJK-9qw_))wNMD$eBE-Werzo4~LkKwhQ8+f(sw5tV zYkTqTh=k79y}A&fX5r5qx?TXtHA4#P=}^_-5E^GSq{~r4yLRl6mCMf*DtA= z0ppMzSsoMjFcULxC>rGqlr*Ff%py3Qcb!0&kgdp(^(BuLt8NUuf^n#6ee|+Mfb+LQ z5GjrXXR_Ft`2DPSlYQwVxfr|JKF^$GgkX=653Bn5jfuovUW z08lLbO97a$u;U+^)}NN!IK>R)xK zlqVd7RfZczCJu7`7k!4nl>D(HCV z0r@;qD(^*~BP%9jjo)h(T)Sv|UZlXKV>P|GIuH@4@V&V`ij0kxFI(PE*hh&c60!EB z+kLu{uAqH+jVt++l(l@p=Gt43%z2ypl_fr41Rg#2a*A7St!?FPDph@HNyjxRo*KfM zFJ){k*;3vHd7$(A>P=ZJM^L~hp?nR?q1i2kGkb_DMz-}LC>=b)f}^cK_SWG z^YVh+?t8lW>NG!>Qo*+O?^YSB!Fw?n=PH&Q92t#A5qI9eITn<}@)b}xvSb0eXUhK$ zMcx%EfuxzEByWny)}gi(9PQ=tPEXb{IF-gDHH==VsFhW~`G$3=tq*)in{wH$mQOE6 z59n$~$~XKOBG=G3XdU|O)SZD?j#xqQOY?fbx`01Rd&dM8@d=^%079V2BX&LS@ZP9m z4`w5y`wMoHtmjU#T6na0@TnP#Mip&HZuldoRw|R5u~)&(P48Hh!@D^$fKdwoh2bSb z78NW+ib-BShW@d&zgeXZAYQeLP$Xu_4(plbBFh*e-ZmtT_-v|5@esm^Ix&hNFH2)F zP4NLR_;6@xgO6q7JVV}i)O7aCQps$zcAtYtEuc(sStuaojV%vmj>vIM*%@Eh4m>HX zeVdB)t|u#spV+*DXJ7UA{kj_rD740x9oq&H{FMqOU-y=vat;v0*$L&12FtMldCWE- z0Vt_=-l=1>8_{w)h(s2C2?dbE9=05^_JAEH4`Xr+1Ka%GzD{^6D5p|_(aJgwiQLy` zD-WN1|B)b)DZ^{YSXwf^x}R65tNFV+Ax{(gi5-^9+L000Lz3L_(m?L~J+`N)TMCW= z%weJOFA=RPP-?&02&qW|go>nk8$KGAnRnl^z6}a^y*FYy9($a;*#u~72R4yVFCwKc zDwIcH=@f0+9fr4yf}8El4z$OX@@d{ z9XaIipxLY?8yDN-)8}>2!|jKvEFt6v7u5?ZezLrC*fwPa$1(^^YN3*Hp$e z;TEcq^Qi()kF>Z_G9=Hn&a>tpmaSHNWK5a#2*dV6NeBNZ;~tz@jl&snGt%`S)N0y7 zq60XRzw@R!u_H$b*n|pp*b|%o1KOf7C05{P3R7I(z>`bc{hw}LP-!h?K%etxM@8X} znw*0zM6bs#`o4-nnpRAwe$VJS=DncT3b-``dFs0}6L%zmUIxI?FzP#ME!|(5|CWQt zF!7u+g8LplNJ&qTIr5MrJ=hl5Om3Q}3F|aOMgOm~E^UaxX=dRln|I zTgI2Jtu8CC^nK4C;V%g7dv9+O5>B*h{{Vvz&V=m0%e(va4X)q0y^ZyL2E8gIe};uE3Xoc6g0%$#?xNSdaWDgkHq-XszcG(sjbz5^#EHd;U|6M*=wd6Rh28S3tjO zt>qE%$LaA)XfyN02X{7eE=?KO`Ms}K__y5tZ+Du|kscBS!7|m&6RSY8Uj%?O!~M&m ziu8_40%SzhF!cy^E@N|4SE(b=FoT>x9fg6UghH;#GYaimzHhvZ!)gkZ7HCwkbw=Xb z&g(wOR=*8S`2hKs+xwTX&RcFIF~tY^O%67DQmoz2 z5tz3O?U5{{Jx4rbMn(=e55&9r*8! zB8i(AGVAma9B%qANGkZ-L%L-{p^)du2ppCk41ZCv?wy(=f{h;JPhqekvj zH!3IMDHL^-MHBE7Bf3K_Z_o81mT63{bQFva=NgX_!m`^H7~c~rV`46>v!fJROiwg5 zcb0SLpEqyJ!JNGiTJs&(zBjyZViM{O0HS7R`=btNAKjclrBKcK@Yoo`>Ckh1R&4Cs z1?vFM8wx-w*^TG7HPW_9B~IGeYM0e7i)N2hnlXZvaLgH>Hr$vjy0slo6~pCkHAVc5 z)0L#FjVJ_{-@&WSVJD;Q4gP$C;&v3cS^+!swef&W=m64|pVCwBX8>vx@fD{gfb#qh zy%g-x`yC5;YJX~{7Z7vMg}5un^kYycDt7UmR>7tkD#Cp-I5iKkgQE22;oMqX`&3O~ znNUCli?KhZ*kZ-e+w7`{Nq`U$0MLYh;IG5?%2);;KZ_A#ZWSr~Is2Iv`&Lzj&w;=s z!4yR12_vBUfFg}1UEr2721M87e-$rpwBn?GFD;1!=W5$0r^5|gnj=rw$&)V#~C3c85_{PP9|E~pDoxE?vkf3$KFOzYo zVeai5LZ_rv(zYJ4uV$-QPo)Y%9+kODT$22}D!c=A+1{J=+x;1Cx0Jy&v^~NQdq)a4Ml=c>VG80PeG1|f z#-9X+)o@XlB!To=iR86qI%SEP(&sv_YXV;!@heUv$?*g-xA|9fj>?`SXWJp?XpX;&w>KBNYBu8))5LY{9AnNc;YaXRgP z{*JH3j2iS?G9yP&m=j>StKCT42^t8zrhz~JM{IpBUfB5xF}*RvMrZrUVd=T11A_{DEK~x z+Qw6Jv%Sw2T5{F<(Fm63%fhedG%ovXv|l<7s=Ga?Om7oUP;ae=>zBbkrPMmztJmiR zJvxpn$1j~!%ga8jgm;q*?BAO?1Wjl9*j$0ld@(GuUA1nrO57Yy zP0~C(p57$T_Z%W5zAy7{jttJm@GVfC%fdPLU~y|q!u)W=nJE{Q(FgxNJ+Og67J^%; zuoWH88OV^jr+t%ZyZ|6zuVB*L4%uPfmd|h7qPlqXcVih zziP|Tu!*GjSadt$Uq*-Z1l72MV&ZNOozWj)7W_BmC(SUYygxbXEJJS`o}4eX0+;Fm zC%@4X*MAJ2h&4_#&pnn>LA>Qov>q>%6~b&~Pq)!yGNR&FBI7!s;5wkkh%C0BvS}GcrVD?tD*U)qt&b5_cWLQw}!ty zG0LTO;pnJxe%4@YSVaEd=8GpM<5nk2LsU$iz$T6-(Rf|O7F+t8RP^0&oWjRfr;Uz>%Jy+b%M67HFQs+}J2?}Lxgy3t+&rWg($@~pRnd^Yr6Jfw| zJ=($>Vq79782mS^nBGW-Z#of1gN9rAkN7y}c}6vXF>yxqxw#VI6fru2y*3Uk-8xbl zyh0l5LPO$Dl~iH_#^h?`zj!jkXhSO(hs>R$*!}S6yXm9E`YHC64rub2TYrCn zSv&EJZ-`JzRT(ZE78spnDeueS;+o(YO7!vJZElY2yrlB5#mm%D?}>(sq#omBhc|Y% z|C#i*z0P^HMkuv6cU@Gm9?ipJ7V*XcK+jvmjk`Bwg7PRDC<307_G#G}U_i|B=G%T~ z0*AkiLc@(rzqy5s4_P$qu})uzKar{37^>Wqs{j4lfai{LmEB`PPgou~mLg2dWoxoW z6gl=NxlEiHPMcC^41yRll~L4uiUVp7^HG&HL|sb&CKTsBVcSAR}pwK}gGg~cKl z=kzoab`(|q!u?RD$E})x2s!$2n>(IMrZ%ltIuJ(CKSKVO18T>j(l8oa@})(|9ecb< zf>aPX)-T6nx8H~~o^(R`WXw#ZTiwIzME9KD+6wF%@WwklgH+CO8XIKQ9l^BS5sObk z`gOSD!?SPSIQ@kdUTNL;3mMmt9&Zn>+r(#nh};aIkl36Ct@*`Xc%8>X%cPZX{!Q?2 zH^kH}M6lEUW6vog9GmIO^*3bDwA<88AG8QsI882PXAS(6e|&I>?a3QM7#TOQ9Uq&U zjSTw!P*bgn$pfPW>rfK;Z&7mKk{=b6(gVrRNu!MRA zoj++w(W+w)x+FReJaQ==|g_&mXw8%X?_R59QU+JBPjlV4EB_n_|^Jz!>_ zRQr4_hkUKUZ<561-Qwc@@gu^NXEHp0H&K^UlP4(0!X_UPo!g|lt`W26gnsr9=*AAq+=@AqTV9kj-lv$y<=gTN;h$s9zoVP9;7* z!5Jt*3Xc?<)!U_xrbrhK&CVB~gS092#i0awOds0II}Dh*!ha3SCRT+iUlG2NwxXh< zC9kebj_NX8(O5Kx1dr4I#gv%@5@IlF6B37Nje2bP^3px>JX1SUq3d;`Jq_3+^l<&= zn@}?5_KnBGhPz%)*HM>+In?(K{3B z;>?o>&yr}>K05IJg0z+tlLc>jvfhB?*UKDpMwIjXE7M&@Vwx2m5<#LELZTR>a5>7O zhN#w#vah^5Z+;}}VT>W3o8`QVz$`6Koutp+JvsXVStOg-+ki-9Gkeft8{`0_C1n$3 z#dJkk11Vz2Q7~cw=hHOk5gne1WmlAwaMUYJXhbd;1l-L)&f{5ycU@6YI$tW6!1uU7nJTKLsvi(guLad$G=6+pvow$7#*gn2Mk)i&Y zrYE)%7s4{_KfKe=_5eB705u;am8RxPXy!|p3!aPrGFoxrOcMY}O0(H-jxEFzgMxr) zASp}y|C&3?uqeB3k0YRf5{h(7iqefRATZKEgTy-~dZ`F$<(TPpS12JlJli~vE3*4)jGF}o@gHT5?_ zt=%#;(KwtTVaY7{!S^6yL7o}da{1w~hqQyRvgD+fas8KZLMw^cBN}lZrr0U(+>;Ge z4!~U-L0~}?`cJ~CqShtHeze|qd^bKTs1)AUW=To5FPbw!7!CDABWDO1e|2o>iq?H+ z7+j?4vp`$u@Xc9sP!PxJXhCN-e_+pBj^*WlWce#FtZ%u z$@svLBlc~4zCaADO(TpiA7AOc%+0fi2!%JWhpDj-{a(TonCV}3%Eyj{%cyP{{ETNd zj+pC;=GzL_UJ}-vFlV!=j5{?Bg?^*x_(bu*R83>aWr0xbQc)@^Bec9uxc4D%=EH&a zT`T^*ujYECu1uNoK9k`#@_FL>*xx;rvBD2*UAw_JGvhaT!R&gfLinCLDe?*X8@epc zsPEZ9iqBp>tx2Zhw;_B)pMFcpnu?T0#31&*V$40w>^3*8L#iEJLJ!stj|rnf??LRC z7*w9>K4TLyh2m%;Vne%Nhe1psujE`Hb;h>rJ;B5b!_r_FH@lUFE?IAdGy?RGb*{qX?>{vD3R`ZPTZ zl5e zsc|0YewwYFo~?_`~7x4^|sm!5t0ITL2l zxo}-LdqwpO$1311%bkMtW;-4~)q7%-&uXV4!cjxL>|5_Avhi4!wj^PX2;ic;ExPL& zj)f6@-_?%c?>iYP1sevS?WII~#wx6xp~0O)I7>-^X0?5+<>drsl>G6Kh=4<9u6<1b z*=H~kuTFgMP5+&O5qYWdhW`$CCLM8b`F@m`MtwlA41WxR36n4!V*2eKzi~8GX**%k zA{1VKBS?VmPL+}g7UAtmd2CfqAtno<7_ly0eHYn|&!qB1P}9k-jt!ezILBLrsb1pQ zORKR7Mo+y>9wgsHjnm(^ycM>g$?R>0zH05zgeZBv7Dw$YWd9TfZ(}4<5DeyV-0%)h zbynE=MWpUWL-FfYdgFEF0Tn^}xSMMzGR?%Df!e|`FC8WsFqBbNJ&odUWn9ENp5K)S z9uB#|$4*$w0wv5PZLwA!;;zdeBk)aXs!fNbgk9D~xlO|@x;SF@J_qiSM%QFk;Lkq$KInxeVYQ*qcF;UQ8CPn&X6y^p#~e3( zy}Fpd9gn$*5=x*KmY-zpcAW4h)9{HIxWqIr@^4(azv;qL_CIm8snFDMLJMZXnQh@J+;CxrwjJkr zm}=|18fr%kHLunhn-UHp#CPGeLHu<_)xqEf$_(Z&1tA#JUdn!Ky4tX}Ip7Z=a`0ss zR@PLSzazg+Lp&r*mu)L1A0ql~C#$uR7>;8sVD)2VQrGGTu_+;YXm#hoUt?{O!h&kc z%pPz3KkLS{*cLyKWQqPZM9hpt!o7r{ENAd>OTh#!fmh*d0>S)^cqP6hAIM-i3U@eQdAPWnZ> zcLDT|0#vEP+KS-v^lfi5UU8XOX3wd(4U-EFQ2_bTUihc&;6gR$+vUmPEYZCxqC;(M zMg*Vh)wqg7H^NBLIFe$Q&HNOf94L=;DwZLql-R(8r*e>HsHa&8_wkZ)BzlF&>XR(@5&Un1V^*=U3`z2FjoXa7IZ&x;elPLZW-j;! zN;2&yR75CAD&AO$W_qp#dk+)xJnFce#4mP7yXofGrH|5xGN&SECTmXcbK4C9JhDeQ zR1uN+i|jKV4WCpZD>NKc*W8q(G*{+TE+Sl?@}rl-BNy#_{9}aQnr|w&FSfB6 z?B$TI<<9Ncdk>z5-J&KW8kQc8sQDV{q%LZK_!!@-B2bR*>gQpWE`eWG%IaH;5v0#Z zP|SmNX-G)W7Mo1J-`ulUt<8U|lvB<3aq_cJ0a~jx*?gcBbGx7ZFRvS=cMsy&qMfdw z-nHnkc|Ctd9GQYGidrWQAKqr1rX$OKO$|_S#CGq}GIw4)XTD`+)vmwAX>K;5)rGE% z`L)l({z#vU^lvgR@dfMjiOis+)S6TJ;9A7zVXU8#cQ> zy;6;BmF?b1oU6*yps5^iFSE9fp(m#y4vEe=Q?ARL6X1DV3zvO4@A}syLdiw9*4u&M z<-k|5l3RJ!G!|K@NDx{F*FFc4pi+_Ee6n6>ZO>`%>2>@4YV-)L4Zlz{`paxHDv4J` zmQf~J=rhnGEEh|vxUA^?QovMsM1p&@`2hZ%4`=Bf+7b%up*Ftm;k_FH?Hq9{c>Tm_OY&PSQHllCUJ*CTo4(h@ z1-dAD>e2g&Za^~%^l(HLoU$<5t-{TwkfR~7ogI2OwfA6_fv5X3tWJ6Yjfu@HUI=vY zqjgfTuF5j`=BeGhdA6=rZk;!{7`zVi09ZvcCacvcqfNP`r80EYa!|&;Twk;*ZEi>@3!s+++tn=u?QBov_ zbaWZ08LUq!3`FYHwf*%qhAeT(fs0YR0tXQu8tG|LGv)-C=0jP#hOAbtdJ?#wzj&c# zXxI;g1YO(5rc`d-zCOCvy0&2tJC#M)JUt;&IaTzZ!aX=SsGc9|2&?kD(A${dk-$VLm>a?F? zABwN-?Bv#-jwcI*hlhjDY3<>dX?f80JT?e_AV6y)*g7Q_$+unB!LSH^aK3FGrJdCO zQ{;@}UB&~Ofv#Y-ViAbe={gsVJR%~ZGVdcB0P^nJ82v)cz>wB{n^zJnRiSQK;Kl|3 zo!X4oITiHaTo;P=S%wB(Gr!P}<89NseXo`l6* z2*5oRzOD-Y`SZn#qStKAK9}T(uC{2uLl$B>v2VxQQ(lKd&#WCB5}J?!qc+Px3fE%y z*H}g8u&kw7I^~mqvYnY&_B6!3# zD<%$(kkKzM1#N$F4G$0VC9@ZEvrVms0kRf@-)SqODWA&a_}-ZhXf(r`#`b5S$@jpU zlE>q3{CylHkjKaFXd>)}b~4><+4$Dag#SJ{cU!qN=Lu>gHDVrh^!)_S+U)GYQDb*(!z? zyjnYA(sfc@F)}{hiD5Q2dI?5Loj(NJ#&g$1SDA>8#VwHS=;*UZ3n0jNc_W;y#Bp~c zp%^w8CQC1`AwC*J!mF?TyWL7^59eV335kct$Jm2YQ_5;;{X#EY=fhB@({Ederk#7Z zeO3h1Z-BE660F{wp_lDuo9LTo)g>A5%p`u>Mn*;N3B zvbuVBXh=qg#vF+L78*7C)%Vmt1b@>w(mb*K!LPv0;s%G5$MvNTb56ToHp#lV37-H! zO;Y-}98jtj)*AFVO(8 ztvJxnbQhmbL`3B5G$+x}6lfx2dJI5rC={x)vJ$J*eo6#rE3!Z&l+~qwA1>_?VR}0% z6#c!4wQ;ZIjtwAw*?`1T zopa>GYuVe|+kpA80V=pQz~nrlBUX3Gq09vsE(Oeq;benIAgZfHbY8y9+t}Fnkt*)O z-hAC7;_dzJcuVsR1(!xuRnkRmu3@KsGwYEm{sSHu#)mD?NnV{U0+!fnBkw9N&f&!Q9(ocugnkl&K@dva3V7=8 zw)s=j$Y=nVeXo^d%cv=wP3OAPUnfn^e0?Fxi99*Y&5Zt6SANCKSKeTDft_D1s`-UI zH`aV596`yO3oLkv@3!q)z2ES%-$}zP8`{=R_wFtVoQj@28*QN?%M2V4bdrHg{n< z2#k1x$8Ij@Jq{l6Ua#Q5;P^O9Tl+pVD>g69dn3EYcP%rdbZQ%T4b`UHs;Z9?yNw8- zB#TH$Xs;NMk~s5jo*l3)`PyF7{M&w~>B6DusK{}Dr(qYpRWaZURu*TE_ZrPBdA^nf zssPr-(YR*n2F9cUwQ|0`zP`$u8epejVstCYM(3mhk_Uvq?@R4_rlwymadeE1Pfhil zG++CIc{@8uzm{ZceI0z)v|bSeF`ULzu(_U+ z3|NMKXXZ`&k&al#LNto1sz5WvervKS0xSk*{i^M!tQ;MsH(y)yCdtUjwG#AT*RJP& zVrRr?)q_nI@!`WQ3?g`K?ctj@Z}go|-!Zuw^k}{?_*taa5y9KkIh>FQoN5Wz*ixrUT?IFt9rn-m@UDls!apt-c?O_REW+1yCP74h{|$ArX-ifMRI( zx7vx^k3hv0d-bIVV*=1LpI<+I;6ByUqXnh{vj$xHwJ||>Bx%kJIyyRF_K6v#2)`lJ zr7#;U>Rlh88G0U#zT7|aX*1>byO^3~H~0eHpRi*ESv_skjUd=V;Qju6Abl-(eHwl3 z`C=CkP*^a^#h`jjx;WT%AWWxY@SM8=jGCN*0X?7;=GN4l#2?fyMoHv<`SM9Jbk7a~ zmS=0a4pCqK1lZYD^}o)wv4CSXS?NbAgVXNbfCPfSppPP-B8@H=D5pIaBY*t-Y05`+ zdOp_dH*JePIH&`CsoN^=IbGtA?z%iXKoo!{3p~)2CsWNsf9^`~ADEGV*U~W-uq!4A z3gJ3Z3et+5J5<*=|PftRX9268Ir*8Qtu9YV>!w>oA0>v0Cph*p`l_$lF9P=?2 p7jt?sA6aFv|5fk*!(#K-H)PVDY6{9f#l`|(iVAA-#j?hM{{iXqOt}C6 literal 40413 zcmd?Rg;&*G)HOp7DmrpOdT98V73r;PIgY#XXZ{$c7hxn|L?!E!yKR-Pt1r(5fGjs$VrO7bxYov zb=QqCy}LgorqGylC4STTR`<=@e_Y&-UDk@Fxw^w8eI=ub+1|w#O=Gq$|M zl7xS){NPWbdm$)q@Rf@~I0*j)ZA?0n z_QTKMy?qq||Hxav$L8=)M9RPU|G`CM**51J#i)HQ7PY7ql$G1Nx`K|591ycm;>C*>gdM3KTe)P_v4OG@KS|A>MvA?!ae8ric}XGa70;OJ z=9jCU73@D~|3A}OgS zLn7c}F@QQA0>yzq`|CCi*Lo9LI;eeni;X+%?Clqu(5dTwt>4}p50t^?Q}G#<49rf<2a4m z5sDmE<;U`MI__?-ySlmz?`|$pP*L?x=3@e7^?rgBT0u(WgDJbX@bV^oyF6Y$-pVUn zT3(hgF`@Ilo}Ta5DoX9UI9%SGsfOt5>(^Z@g?Jsd5l>iGV2T#L%hQ-~9@l%%N@QDq zsxdq~EUTij-WmDada}gd_hy;8s=E3qHT3{k)4XE`M7Og^=;6V^!tcC-=ANDq@N7@W z$mBza*fypsIi@RN=pU|5Hif|gIBg6f5)%`H*n5G8hsW=A@v@+xU}b&1)OBAUt0i3` z0EgRZ?9bGsq-1aQ!waaXt3SfRT4@c!{~i-F^!r_2a0du9DND;Osc^!lPwl51^EFr) zm6NL$juUxpv=4ov8I%y1n3xtOij7gw&@?Enk9mGGv$FnK@>Wq9fQYg)F(E8~rxrdL zl(@LQUf$nV`S9V{SHp$f?Q6CE9`eyE|VtC%M0jo^0Bgg#keLtg8; zZ+3roTX)z_j#J+d7)bhXe<^)^s-9RjQ%@g%H7n0&KN_$p$zPHpm(u!c*s zHf*=z;^IF#m0{0i!r&2{SJ>duUX|u^^}_RPC*#+z!1YwmFml@}#E>?%)#QBba$0uw zuovptZ!|R8+rN=()i`Ym4B%p7K4)PGnVFekHaHI7t6rzl_db0GA`&~frpuwp5A|;@ zwW!bCCG?L53kV%IH@COj<-vjf2;tCvw=iW@*w)bz08&%m=hBqQeI;_l7SHQ^*7fk{ zh?bc-_~OE?J&dwvw{jlm??TgOQXWeJkhmE#;Z#`UygQ+X9pTgiUmoF`PnEr(r>Czw z?iU*E7k1s#<+YuWee>qYfbcO^ru4Vw+1cAa>(VkZ5VKyAA3uH^oS(0QT_3GE199qp zbJ#&D;=$d}(BQN;Q*GoQQCBCtSF_Cyz`}g=H=($=xbW3R=4eeS$dv_?8z1t@z(8&c za9LVG!9-$xx27E?T3YNVGw?!N)oeNy5%KYXv$oK-U_w@{k}ul@wf#Hq!3Sb1j)J^`DL#sAy;qEiNwBfhcm?9_#z>6WaXnS_aA;8^!-s-Too#DfoT<926SLE%X(X zxlUAiMn;2w?781!9&c#lk&a@ZzbRfixuvu>a!X;t45f5Qw}7W?Pj=Fn#mRgOo8yOo1efviL z@?`{gNPKego^9J`;WNCno_J|nwTKq2 zKFZqnitn|0wxZ!wnFW+WMOiu9alM~`4iA2NvHz#)Yx8d<01S+*c3cPlB5r5*QpDrr z!%Ao5jO)C&iJ94OmK^@w?Y=KQC1u}YOF;GQ*>qQLFC87-mjnoOxWu$)q6PSB|rpuHdwp;@+!2 z*GJfEy!WxKUL|tbo9XJ~oA3RME9%xBUpebSzF&8YL(XUWXLS5wM+_{$H7^f4s7XPY zOHEBh(DmFc|Ni}Zkzos(ElB0yV|fJy#EB~V=KwE|KHOX!3ZG3F=X{GxN&;0LM^o2c zs!gCLj-&8f9Q=CDZ#_~q#%n<7JqldWxR^%rb8yLT(S{_#x1)tS@_qFi>!3y@pB?_uDkZzYb4f?4(chdb zWo!w+&9NFU(Dl7NZEb6V6N8y*$IFe(@QtZ*mJ~r}qpm1=1bE{1f)dTHS98$Cn09bB z4NKz$1r!2D*s7h99%gL`kQiBqmnI{I4L9`u0caIGLh>o=Cdv66uPE5r*$bAk8|T5M z!a&`~P+JC%vaq|Wq^kP#_UhEQJ(SdGe{MEXl_j6K5PqSpFt)DA(1hY3mMQ;(eVwI^ z(Y$q1=a8FlkM!+?AbiFW=l~T+jjGcz9VL!bz(KQogi>{yvs8R(Xp0`f!h+i-wa#Vq z0v~U9td$OkLWKN4PI5o_xysAXH!H2GC6G2dN-n0NS^9hw^FIztmP;JFXLub+F;`nH zwA<{}8>SB1V0aBrHfi&@wdY=E$4~dFe_)Tdazlia>wi4Z+N{V)pB1_Rwn?S=il!TH zS*(#D|PktlOS-GJHpWy0J?$g0&6Y< z@*z(npGzPEJSTtfsM&f$bz_9OZhKtx)sux)GnXt6In=Tz`1tC@gckr$NqDW_XHH1T zf)_7#hbhq}MVGo;y=6^FyiTCZnN!0AfE_6N955FHYmsik-PctGI+)iqyNR7pY34uA#7}T0Z-LSxqn}7+^7s zpW>sCeoz>)$Q3({yX45D4T~@TXPtk|PxBR6Q~Ooc3c6BC{m-Y$PY>j{jub8x;?~S$ zEZ+QwLfmiWcZ9#zhCq-rCHlgK)Boq;K3cnchWU#0f82Oe_pf2`4RboVKuFtbYim{z z{Xalz)LpJ6P3*cLj1}mGq@_`VqD%;T*ev)m=!SwwHCc zY#RPiqDO#hpG_EYPdU9jxgh~ zoqw`Fp9Zvu25eBipJ4nuV2Fmr?=i5kR{^L)gu=jLzE!L4>kl>vhZISWq}mddE_2H! zeriBqWMnL;*<$uM*=PzSg&+X_nxj>!-iT*0_D4&qR>C_jA)!m;e5U30d_Mf46vCnC zF)w8|Lv2xL<1g>bc5}2VB%iBIMmUL{k@c=aPq2tZHp4Cs}{eK_XaY9wIW_j((5>IC>?C{4xCgaVof0Ym;SUK=(Nk`R!?esz7-LuyBk^^J|}( z(7N&M^*JLSUnS89Jl>t(-%mGi{xT+^DzKdY^}=$IKfJm5_0jP$%bY>A1AU5+tJ%fD zVsEMl`NzppD8#5017aKueh{IElQSe*N~0Y1?`7YsG#L*MLBJSM((CGyfwplt9n~Bu zg{s)rY%+*mZ9LbmuRwn*4&$Rok8&tMRm=vV!m3jdy0m0e@{rUHt}hh z`Fs83pcoS*I)%pGaAZ5&=XD26gJUrz?!~-&= zA^cH#S$FH&S)?0+KWZRt?*PiT0v)U(6q}Nwci3hQKPyu5k?0r;H0 zU5hkn@YqF_e|%KEcL)vI8XMV>#a5QOKc?UEEnrLhuWG`xy{$hOxDJ2b7yAL`8|=uS zlG+O}37&MOrlw|6gdlhr+&egWJ@@uWT*x!^<9{zzf3=ns7B8wKw~?p^sBaEXAFlj? zzaa@A9vKa5;c`7K2LNGC3dDH}EFdjB^<8Rbv$6oYG}yTraAozddF(@D80vkg)T~`u zeGr{BjMef%!iXrY{E;YBCz~J8wJ*TQC;{RS5;l;?vt1Tmjs|L&ZlGc1@$!wzM4cOA zq+Tt=`Ut;@&%(&%4;l++X+-Fa+Nsz$*Mn2G^kmi4^pD$q+Rk)UDm!wa+27ss5B93L zs?od*sR(Zn^?FVk;YQl;d?t=K`VsxLi3X7qN}*4wE%(1;{j`f{I75i;Qp>RZvHIGm zJtW_#nr(T>0=0_$(FNyMB_F@DxHf|eIW-%X+NO31Ev&64+0+`A2@hsmZmdmD!&2)| zi|+YEY1!t`^bY^Gc38)8=Zg}DOL~x)HroDhR`#2f1M*oZWX(}-py#ddc**>@Zv(6R zw%9oD!#nu38PV|aRxIt7kLx3Um@F{`!s%OqUhQzPu}ro~n$OhnSnnMlf~Im+-WY_> zg&eOm@bTe~+_V4yqLk%!+z!C)ijR*E4hQP74_`&N2?QA2jwqhq1(;0bu|c!faBYhp z9ULgDbOgc|PbOUny3HhKYp>ZQZ1T^)fc)8~houqHnKvRHgRTaBcY zG+a~85>L$1Om2BlspzftXcn!9QlXgddq^q8xS@Y1EGOF#^e>SubxhM96d+O9AkqaF|Fc!mH_ z2Xs?3xACDU0oHa%r_4Z<>UawPa0NWC&<)z#0 z>A1ywg9s?f!sk1sGZUHk;)`sXyiRUxbw~n9--5K>C#P(T3J$^_5nx!g*!e31@6%D? z+mn&HyQ}RP@AFwV509nQ)t{4401ZsAONZnn?j}61#RQ|IK9{lOd7o>WwrjDz`!67@ zAqQb{?{(k4jyDCV&B=Cia5&hPWHxkvC%tFX@Bu{Kt-8+=ic}IGzSFs6a&q!-k-4t2 zw-sKu^pscna*`eKm}26VlHwKuLSbt!iw(Ymu;wYZ1HjJx%AG~iZ#HayFk_Ue=OvcL zKyp~y=r^!Ldmo+D-swb@zNjSEzMnLCptNM^H?X*67ddj_sq(zD_vpN^X8_W4MJ*}x z?+|fh8Q+z2a$@p@Kt!}R=bIG&`wYOiibYT7Q)n7u1^aby`ax`~{wZ-lDC4_I znnRRX?W^TYGfpA-Ot={*nf0mbeoyEnmREqj-fr;@FL{DoK;X_4B{U?M7qUtaQ+)kC zb&78b;UTZF73Yptt17JmJd=1wsaS+gnO4WRnzc23S#wjB0!lcsHXMV-e0h`LSQ3fW zniwm6c(!|?zZ`$|?IcSQ;kAyzQp91_767upBcrd!?R-H7dcavW@P84aqN5K_PK0fq z-U>Lb#V0ERcZCJk=8ABkuXlTf{qZF0b5)J!lfk-biT3E<(-HAf17n}6s(*PwlEyy8 zKDL=E1CB(~4hev2Z1w3jJRrxNWp%L2(GEwpScyj!WjBBs#Fd z4zl-^h#T*qMn+2((;ki2d$qv19nVMrOS!gE_#S7W2uV|UT}u%jPcqX?d2DqTdO!Dygy<(ZMj!Y2`tz*yn4_^@ zwm6fqdcRdrohVfk5{$r#im?cJ#Yc&FVtDUx27F6M{T>*SM=s7rOTnA{RvAdy{X&sW zQ&n-@G3lQ1QNjlbWr1)MTZr)Ye2WH$90FEiK_hbNRhwj*wQz5cAJ?5r48znG9^s(c z;yKmE{QR8zI%VnepukS4Zk+~-fr}j9yfuPu_Au0Ymz=` zzXIL_F5r@D>^Xtx0DLYQ&{x@a->C#8Hygaah@57%wD&5BDO;#!*goSP+QIHhW-U4D z{Lm*l&hwxubJvezInWsyy}t4ncrTw*VziVYXS_I)|I_>4HSp6=Mys^>dQ;7V;*%AL ztMn2`6{%S!BU&rsghb&iS=-Yv{fKF4{~mIF7%sO$q~rd+big_4A^JT2ocu-X#$gb& z-d&&n$w-e!G4z;NQ!^lpg*aBnWHs|t4r`M@dY#C}tRu4Y4Wjo`YhLo%8fRmGun2VY z^h33-u&D~09w4chSXdx%HO{R8!s>G=q(M_}wTKhD<(bF})!PAv%kwLVmAF`ldxTlq zHZxEFi@*ZS29k!58uTibg>Md8DERGw7(;+_Zv2s;Kv`o`5;XT7&A}|Fitg*z6uh=R z8VvN8?qFk3CjCu&Z(am7I$1~um`yns6#y!Z2<$z$=`-WLp7J-BLnBYKaP2F(EyBW> z4$KtLa5HI8y`+CT&5L$NMOkKfBM;)aFvK^oN7Ckf>q4GRq?GEHKs`ZKOchQ5?Hx+! zy1MT>EiEm$Q@-S2iTd~8zz$BZL*KIzg{+p9rvc%lRqMhAZ>E5z zz#}KuDTGc+Ns|3ovY9TT5_o;kT1z47BCSRXh?|g?u0Z8U9iHf{Q~Y*q06yW8jSEFJ zK*#k%(12IU3JCMfNLZR0`_JHL z2Q(lkJRAy)T|&qxEv*qwizWSOMgWtN{EyW}=)zF{;WkPRBP9wW<7=IAmx~F9Z2xIB zH-{l*TBJnt*>w*|2oOiWF<1sRqsi94T!7e5E&gG(Jlnl|L0~%}Tk3m*T-d{&7rC89 zEl-!Og*hY4gRdREHgAg3)lUe^W@UWjx*`EC26mfalMzKgn{Am4|mzlI>@kjA3yHrKkINII8dNo=v(s@2de|^(meXq%5wH694|Z2; z`Qr~)7gQ+jRskJX%BW>sSS`QC>s6rBQ@TJRbi~GW49T6V`5e*Zuk|*SOND4x+j=)W`l+X=yHG#>r(=Pw;UnnEiXH} zyPI1idiH=LDnGf{LXqOcVJZ`jch^7d*6vggvmHx75Rv4Q9FHhrx$1E`%O^AvFYGI1 z^SaJ`D-p-7M$4|8f7#N$xo;^nuZ@&1PTjYrR&aSc;~g&x>HT|q6-zVU zCIkeagKm#m$CIZPPaXsR=JXRfqWR@efZOTTJFD@2Sy5-?42^}Vq5(eY#oR)dp-fW* zYNd^!w4C7Oc2KB-Knu}gR$E9UC=g@Ct2(gkg}Plx;IpOA=k`{UB^rfk1#ER3-Pcz5 z2{lF>x6=U!cYPuUPU;HM##wMW)++h6Pr5w`7Iiz+;dZ(y5mI@l#lnYmrv>0gw26lM z@HFq#Y8?Hm;lb2Vy`q6@;G$jjjcyhK9 z&0n23f)i0di7}8nW469o=wo^}mKoYuM#zD+|E1LNw$@dSLgwLzAN{egfUob*>vR0G zUIrIGpphN6(derV~58N*xnaf*? zri+OQRj;ODS;9vc(yE+KN5uZt!VJ_MP3fqST0m{`RePh|KbvN~n)6vpnD5W?%8u;@ zdV&88TVzvT!MJ86@?v5FBM#P9{Wk}VVj;oI{f;(6eu3d)?e#V~_#>%D*FvPm zoZ%}Luqrqa_p|cB_;?uZ8%-YXgmn}YI^_j^pQe5KDHO)J*OK<=$YmKomF6MqdKMVm zcp7QR)!p6ccC0irUC{oe&#&f(TkJwUjH`O4PC`Bu=D zR15eI8?vL1*9=7*z66qv*q8h(OxffjyTtjzTif)#(Dk@0yXEGm0_1MLy}+$%tk72? z*ZV;?{B8o-8gzdSdcy22Ju9mlzn3=lQrxbt7V!zJUA}8;zSZdeoCbrA!boRkIf6S1 z!^Y5FIH*3@>2F(tHb;tASD#*;H;&h0^EyDn96uaOdtlWT%$XJzfbIwAW%=vnR^J#) zGTK(N4)4gSg+EyCxwKZ6%#31}1dWR=hZ}=UJNz*fyGiu?0z$yD0u(*>ojbioyYC64 zOUqx8nz~~lOgmed`5{nc2~F!xdHDsNa$VAZwAHrvp{gDGlO^Hh>xD$Fa{U!FPUcj6 z7e7cNQmbspHM-E4$wYa`_Dlo;Z(01Xz@ST~=KEhASX;Rk1T3z0b2p5MgN=S~>Z;sQ z))`EcM2EN>E;r%VIe3Q#Lv#PLW@1dh-oxrX(Z7sH4{`~tREVq5np**^t5$V2e~=;;anXekV>^`XqWauC5_;GR>d)Eer^aS8)g zg?vKt`C3J%Ot5^xzXr7d5cfAarOUD+IS&F2FZ9TPD_g0BjVtP7k}a2z^3Ta#-U{zy zLPJ%XNBbnk;I74YuNYL=r=)J^o9aBg6*G10B`H+?yX^|=O;m|Q0EYJojK8`j5j-PQx8uV^Mb5?r6sjKMy-wW&E_6ZPWCue?sMH>v-nf?ce9l(GLtfKpPyJ8gyb zdm6v^Sg+OvRz2B3fnHyjI=xODdvi-iT>mY40_9I>EgP4;6i>_i^>f=jWzf9>yNmW9 z6FQ~%59h8)OijOtzP;yFLhO_mkzX213##AZ0P-=OGDo_;ehXn6*E}DZEASBd?CCoj zs>(ixsCRrbA9YN!ChdQlOqUee**j-WkHTABnPFzcoW{2_1tB&C<*7g0A40eKW3TI6 zTUVR^g6BTyZ^jU;C7TS?j5=+JMKCk~QIV@!$bOF<5{<8dwfn(^z~b*iswB&F&DF24 z=}0eJ99Dhx2iqZEQTRT%&n&Z}=xe>rdA5X>SM4@`^i^d>u0e~f`cub;oE8Z0^=8eT_RF9JN?&p0P~lx0Pc)QbK2}jbX>Y0M6BJ{?a{hFj`Js0b4*#(1 z!&Y2I*O~S(iP(LN=)zrG0fQ0A%$Lr6@(#lzfz*yH%Kg~q)3-hIckte2$5-wdBEnox zvOVZ`z`h74db&Hkt|^5DU0R`?Pe4)zm6v__hAEaK0*6iL+?%uHg+15tlKAem1#L) zeD1?yvp<3f6grZx!)Ml?Y@zWs;L58<_3Y>R@xMVF?Fwbfl!r9C?@krL)N$d>2p84` z&r#`BAK{P}Ggf?WHQU+OXWAJ-qX-5drfqBcTAjiof%NT*x!#x+jK~w>;}Htue$AXd zkeQYBMZex-sN70Z(0Qx%ct8yIm6{q}z2|v07@7zr;|VS);fjX4tA;GG>R-n7^r-2?5TV%3~?y<;e&nD-Y1chs-OvzSR#6Z;c3rF z6HUzpa?D1X8@IMkTC#(kumcPrJp~O=cQDDPq`1b9K75=|%9$`E@_gf8ozEW5i_^5n z8^>VCr5Q{YBIJz*k6N~Yk;~CMO~)2&J_Nh%{K^uyLnCX;APMs_y7hVOiWDTNk?el9Eh6(ks6m6cqp;?_{YCK zHXtPRNrOg0Mn(n}m2f<-&D6sFemEH2L;!p;D?2+eSq-q_=g=mk9Vsc4IeosX&yaAs z<4rKJQ|>_z9BZ?Mt-gt3cT?#OP1ZHl=oZbReft2|tbVnddfrmP(@C01HbDpjv=Uy(#ohOQb*?xI?{ToEGRjdqPwRD z5k9))e!K?t?gvAH@R1&!N?Uq5x-8yhpj3f5RqS_k;^b$W1dtV!U{?2K`rzYZj5_0& zBGPjoXKj~DbMB?jiV0pzNF;C?qupPPH@?KmTyn3(-s#!$mYX^6CdVRq`EfnXHQuIy+ewhfswAZMRzRB{KWMp8r6)^5TL(KeZpQ~3t!g}MryPDug*X_8&*!UcqESB9w5VdQ!!JO>>OOyKudmQEeVG90kpaZ z&vy{uBR62$b6Gc>H?Vjb`>x^xy1(gaolthtm{+V|Q`-)Lvli$tSI&8`@Fro`&h{(u z&9;IerHzT==fHgcUF*~gu!b{WjMYpAG{=~krm7-`>pd;bjuf)@1*;63bm1sHqm=2E z?S?ihQF|Qst8rmvr}rXvzvv`?{9NHJ5c~r!R}?lxW1KT zn8@~ck;Ragpn*XAJHu-x{y4&z;>w1CTpB*Mp#3_4u- z%z7L$1*uy`(OZ-=}qFa#olOgZS9O6r|$nfV^H~xvX2ke zsBAcFh+}FtR4)@Ae4OUKmN0Uax}CS)IH%;GL6bJ`{Nhfj_Zm@V#Ts7VWiyTYI-j{t zav|B)J&pT_fR3Y!bWepqT07t!77eMoeltwxR~Xyd@e)f~^p4^%x7Psm;)nmSoJgKjJcsx5I+9#Pj)jjex?DOV* zLVtSf=MCby{U7YBTWiW88)0F62H5l(uKy_pXtU=cV_^I% zICJzq zpfnm1e(o`2?`}CXE);h7?}uKMb~4FG9{n=Ajg+JBfP8qg*N=#8h zqiVo775rWT2JFqLaWd(de9Btq?YVbrP51o!7Ba5;CLQNJLA7Tdg6Gt&zgzO&r`4o3 zcHE|9>nl+v<$fiMn{+eWv|Y0ikUx*T`*KkQcgW$wJWuc|XNC%0y*7GkW!s9I?V}zS zs^x9Uj){b*kWze*xk67rDfM4cJS~M&yh!O5CJsi=ehT4Q=S;au+c0we>nGNCd`{%( zhU>O@FR?y5r}Z@pF~y7W%_?S;M`-dj%3psx3*CJ=2Hv)*Vfk|Aev*Ttmvy0mW%{N2 z8zEh`{;XuyrD&yqgvM2-9$yh=zlP|EUw#9MG5Y34U4M!nux4i|7)c*pUvjj+J$sxF6eqVCf&`Z;7J zHNei2#;A*l z>VVn4-<#()wR$=gtTHEE?}_k@;c&7vE~PM ze?Kw1PfBv~1|^~7{;y|`6?zVx%60!8OKv^r&0!`JZ(;n9MzOo+GJ>{)^RdlCX^T^p zO}8^_7-La*yzDojL_?H8TXP|(*ThBJt?c^S*JKU04PiaY9|WXKt%baz(s0ZUyRuDQ z*Uct~9jYzSBIj|Z#?^M?Sdg5EX-P_w)eUFSJ=Q2>*hsClKXV$ywp=wW+H%JT`Z{61 zF5*00sle1L&{ZBTECoWY(#JhyuFu0!Y1@h-x=kFs$7Iy^zStFY*!2h|0*EYo(P^(QY;u!ed=T+3(3X4oNL3XIjvf^_biB>fxSHtY^?}?7 zaP^iY4*8?u5Xat<=liI%_6L0xPL zUFJIy?7*(MQ)24>+QiZ9ZWieX35!0M6iMBLDz@L65X-AS8n za!Sgk<8rQ&n&|wsfX|)}RuIKfJnOrnT|3_MzFB1#LsE|Lo!$w3wrxq4AX)DRwM@pU zW6O@3r@1WV!L4kIQ*&u^>I)4=7j~Q*;flgNoDR3z6u2q8KtYXG{ob_oJg@raGMigf zviI&vBH%031u8~c!S&qd=O#n--WxN`g=3C^+$ax=+XQa|wpg~oS}{7X+*lD^`afR; zG>I+MByiV~0M!F9(&)c{x{A%+f#w zWV1w8#=|i$Y>mAo`l`x$lyGHAO2|TDT!!3WF3<&GH#MJEzSx|Qy9!aw&As2%09Wl? zWn*V-KELs=%-oglTAdrHh>TTlE^QHXxL%F4oP3hYFlz+dHEcBtHN3V*k1q6FQ;Z+C z&k*n*h_uckQmxy11Kd0XxXH-$#a7}gV$oHnC07W96kjC!N`QG0jI7?A-eON!qZ!ON zlDf85Y8N>U8Yfk9#PiS81)~`pu4RP>h;yFAie)k?P72g99_o(STSaqiC^ZbnU{cyEJ$eb3yN{RTSaRF=CR;oINAiiLgWy=IbU zN!+_+J4~uS{_#^|=$#2IjmC#Cp1eI|RYQI_bbzhAx75b(>AnatPd7$WjK{PU9kjm? zP!ULV`=$rDn zVsEaLXxw{>qfH+SS5jpg`C7!@Uw&=Y)$<#^V0&ePg@uTqw8 zIR!y$iScGUJ|dCr52hS96UfDdsUN7RA|Cu;&dQPI7n|gX;C74F3z>VA%>b$g_2YkQ&ZU2cpvBT6icoPL`i(p#%hxYAiDMCvtu z3otJ2Y+@?Ys*9<6VRKGJh^~EThn5JYVmfs8HcFXbX>Y0bT}q;Z_c_r?J>7d7a$1H5 zP&!Rj)sUX!n_qyKKO-`j-@<+W9osWbJbe0Z+ih9EQK`y73nTT@A!oeha2y9NuEyo1^#7t=OaM7^!_18=6ba1NPwo&k2BbdN38UHY{)tI zXWJs++(vgG!zQWP=!WuwPvp40d9oI|yt&l%ZP)hCu&FCW-{KrNTL4-pEYFQeMp$0= z3&Q1@X6X_@f$f!Y1gjsc)L04?r5R&c>zTJHDrWY4tv;u~Y&7x?d?Rip-u zp%hgFZSnW&;qM4~S0^V)=;?FPHg-bq4GLX*r78zdp_+jL-bB^>V&T0j5@7C0xF2dU z5PvAdtg6yNqBV4r zfRXM^k*x@-SOMeyGz{@zW8&~F=j{GtVPnDN6%Tub0>b?%sVfBz^*Up8Do)NX_uG2H zwJ!As_>>mcx(Bu%mgh}k0yUnDY*VhSM>(Qad9&S&o}wAhk<_xokhM<(m8JJ?qF`u0 z@#eg5q|cwBAU4=opiM(`-s{Uoc7xZ;0-=1rI?HXs;6UUD+zc_|U}pf$Y)-7t2fpZsEur(|6{dn?aJR6~>pfwtkEPTW*OLpk}Q zx?miS6qv`=Aq~xV1d^qi`c3;aPob<&HJ6V@7XQj`IEuYjzCU~aJxM~N`>Ehb{ZVL+ zciau-rqrhJ?6nrvjhE2;eQbZsu0-+F4nfQ$zn00*sz1p;xX9Z~d4vD(f`cKzbv|AS z?02gXsJNAqv`l?i*=H>;Wj*)Y<# zR>t+d@65_H)i|%PYrnN`usU9=l95@S`a@c+5c>gio(?LeF&bR)h+z9uKJGa?$>?9P zjRvge`D>uW2yFNN?yX7CN?ivSx;cVlbZ)h(8U5D_cROw3Dn-{#v0DC`@s)jExQFgH znD(yJ|L-h7OD6M(Xqayfl%f9o^=rW|gORlLFVrMeSwE&@@UrIpsNLS$YH(=_d;gM` z0ELinQ!4oTlV{)P%1-7Ox)iw*9OlH(#OWR(zK&jZ)LW(#7)U-=})nS$xcZ zRQ3$R&rX`hz)O5qMQl-IpC%bC&D~$bKLnHASbCYu>?EjAi<#NHyF2^E_Ot9i)`=x0 z<`X5T9f-GwDfa}42V)ZJsL;~aM>$U%u-#-*DypA7CoIhI@gM~{!F{RBnaJlb&Fwp-r^HRox|Vcq$h<6QXgG&v&- zmW+lie8|&fR(tW2jIB!xnWy^Y(j*bzIyCDk34Ztu$E>ty&jpr@KY5)%g`kmdGnI7!$*7kNhaIjhjR*(A1 z*_j8N$)E%Ca*@wvz}%H%5R@6iZ}8BXA^P@*cyv&@>wLXac^9#^76ZjJQvE(!+a{%i zcAl?~@i{GBQm|}5WSy@k?%N;PT2BhdmhR7ZnPTMieQ%v{sDwNFQ-s|2>(4uTdslwO z=^KGFA{2s7f#4A3@vs7i-d65ozh_QNa#2j)dyU*bbMOzkd*UiYFNL*iG;l^KXln&) zR}pK)P<|qxBo8gE`So&hhlRNXq})*L^ow;@L^+!$70_6;zoFpyL96zpfMMzWf)_qS zw!e@2v9uHdW^)M$3E?LW;WO9>V9vWgf=0saay5=)Q4v-AiJ-CGk*ZU1K+Uu@t>T0hY7YogaUh@-U1pCE7`>IkMoWKBvV(;AA;gLC+>1p^g%A~+578npGc&XQI{|Sf zsAz1-jC$TLPDvuWkXNWLN_<)VBRltN_4ay{YK(ZGBS!tL=g4Rti(Y*V-tN(f0+CtKh!Bv zzt_Mtp!(!XPdLUP^aF2Fg0MRm`~WTAoZE8*aGV;PXa&s*6>z{*R8*8r)CE-Khtox% zE2LK@fa&)vIi$Ue`v^J<4rr%D3=pN2XfLe(>V4C`<6Qc}l4)tya6eTzZ|1Q~%=7(l zx3tYh<@G!4^JoHrl+K#hReLcS)X`~?!Jnfcwx4KvZ<+l?+zC;fXO*fvaq;T#wY`&{ zVfe!0&U5`06rkE?;M*iOvDx}9Ux5wS>+`>j@5o*v6P7~&9r||*04Eyj_~uEg}^0|DN!hNF#;u z07tdt*^yxH$tD(q7oD1h`q$_xrH> zPF$0|Ps$jm$2tpJs=gaIEZn_cN}Imx!bCP$2#^pv&^SU5ec_VcJ@RRw!$;h8zSU7I z6$H2t?JJN-H`s4i#!Jt~g@utR1?no3e;Xki@9zdD74DT4E1}~?`Hue|roMr_&bEm* zwrw=FZ8uJuMop76w%NF`ZQJ$^8z+q$+qRvYr|);2>zqHZ_j6;`%&b{6x5B?KUO~^E z45REhF4_FOFy-7axG02_UlURbj>ZqRDzVa3aUr1J*Pu=)Yu+#0DhKp?(%tkVM(Jg3dRYttz3mD`}-5b zu7O4~gQ;AxDiJaly3=Q{ZR$*<@#-^yc~Uv#qK@QO0xQRbsSS#3o`)K#mLn>>k9+O2 z11wlgaS1vF_lHE5$wPL?f`Q@SRbpe~`}_=5_)2O)u|P91G$opUfkiJi^G|hVbt#zY zZWeG@8SEYh5``x-I}P8|!5Y%yX(MMi@1YP1d;(gpO)+Cjt~}YCJQNh$2eygwz&;iD ziUSE1(pC#LB7KPVP6Z82S$tWq%zHNOk-=44Cs6yzT4~cqz!@T$DUoCpe}#8;?G5DR zskI2?8}5R~#sut!4BBD7L8U9M3HG@=RJQIRF4WdB+5bMPQm`hvv*IT7=s-rRcjPaO z87eIGTLG+23dtuEMPU<=i!hYGG*8}bjDAU zNd_!#EOvHh%9uNk)7=4oiJV{wD}%iN`;Cj-8{YPx*whlL?2+Es@AbXg^Agx&Z|u;T zRpFCn_gf_;!c?@?R_)A#fQLDzc)o=5C;OgPX-aq^A`m*EJ@A_@uEa*O91E#aDA-`e zkancZpdn8r+%rdfpa(D_L&LE1Ix>Bl2`CS6d~%)g=mJ<==>QZ*my(^m|BE1 z^L7-uUFNcdMA_c8}G`U`EvR7Ay>3n@#O3 z-8U=bTVQa&&%?YBC1PVszZ_EV8d|*DMf``f>l0<`=TnJG7eiS?6na=>N4J0;<=)~Cu~XjAoY^iK6-@~I4T+qkTnCs_vku%!k$xRQ6gJww5f643zZwF< zA=}U1asqbR0aZD$TP~7*0BW>CBoS8_Z7d5KzPw;A4>Zgoa`=U@1-hyELOe3O7Gz#kk zi()f8VXl06T&0R?KUBFzD3EDTl~-SxFR<~U#af*u;Y0pe!=PbvJvkkw3=cA-t#GIF z4r=^>_;f*xL4_UJWmSv)t%K3(8@z%~{Q-X8jW&ZqvwrTvi!I#I!v56XKEBuM`-;tj zG3CyPLqQ9q@&XU`?vFC>p)aLB{)XJEBlxD9p^h+(tbpf41{Ten#(-?_-2>GYjQ6W2 zT^oS!laZ0W`lAR>)7wBPi)C7jPLxA-oC7Upp2Q2u1Y`g~OP$wvTt(8h?xlnTHYavF z*mj*k4wEDhdOq+W=AM&AY2Sl2W1WVShW{clkV2UG;=Si^ha8W}KfNb?R(4VYP_CN1{_&J`k*(V{utrW5D z?QPQ2w@BvhR6j>~^*5OK_BWQb(v8-*@)+U4vt%9nEY_`#n3ZB;JF%ZIt8Gw3-@g&h z&rbag$ITfqty5v22%+wbf^8QGRiHLHyj_}2PO5)TcyPG8qG%L)OL-X&s?^_HpvjwQ zBGc^M$0gr$QsL{Z^_A#;5w+1*pf1pw9GkrV!Kp2qz7ztUrK}%YM7HDp=9Jm$r-BwZ zABKSfcw5BMU3(@Ao$$qaNbq|=ip_fE{o=Tlqa4`M-q%%giiaJ9Dj z&J=9s2V?}9ogKhxg97Z!GLMQ0$D{P>wS_&h-`fSa*&;BYT868-;LJy z2cc>L&GU1Q2f7_je&U4eS5$n9Fj#yBYl{m1n?(O zF(x3|#XPLudwGFHJ6mvsk1%dfjZISuE%n8L+CuuD(TkRc6Aa5&#^_V>NEZd zv3&RLX7e~whYNvvR^loB(m4+~r28$l1Hkf$g6 znUZ_aH=2+?$7yx$JS0k%U72&Z`nVw)Zfe@GGHTw$J^3FEWN>Exb28BNcDllHO_|IA z0f+pQXf;1*nwiG)KqHPCFKn~vT7Z*2@8W;nz?XU;fXGr*-BRxX#|zr=(c-aI#`vFV(&Rc9Sq$N< zPxe=q1vP*>g2+ewhoI07KP130VtGI9_Ak8hgD^yBV`mkiB_D431a`;Hc3rCkrLXe7 zNv~pu$ow8bGhgh?`12t0yVZ#XXb$Kg^~8E8Yss^>6ry#-^N#aY@3uOJolKq#<>BF~ zKh9dXL_jcD?Ym)<9q(wr&~5waW@LOg>`Gkx@HjG?h*jtGgyD#KTBK&E%ujXS%ahOH z2+E%un&V1Kdq1+3yN&X4anm<^)44$UqN&|ebJ3|}V9KxR4a;hH4|$fJ0oWPOe|E;N zmC&Ow*lhU8^JVkY!E#Bo8-9yuO><(urXlTBQhE1!o<(C+v5L|}kpwuI(DRcJN?APD z)7%oG0aNVG{($taEXZs)TzVQ~kM`hf0l*LK`g!BX45NoJSsltmq(E zoG;T_J%keL<`2*w>}iqcZW|#P`d~8gZr3l@c8_oEROVT_a3}KtN?}6qXY-I*5hr0o zoZLE~mj+{$q=lR5M!j1kn@&B!mxrp#mqT4^9EO4eVTIStt?g|wF|=i=|4SzDR9^@yxhwk8{p1#AUR_7`?=g2*vjH*kp)N_pyA6|F@#ZlR>9;g2e>Q z@s$==v(L_>MR?;;(%j7Nv5`!Kr+4$H!olrY%{pj-4gZ;|IBY$qj_lf3(a#+;*}s&S zqQj1NMtg_{Uf&*H5lJM$E<}W`q}&1E0I}pVDI9SUl@MDo z$8`SUFVKpCv^RB-Js)DdCJE3>1qWl0n*nd6Q`R>7TiK{N3wccw%>5{M3a5TOpScN5 zWKf-~KlGx{l=mO@Hh#OwhbGb;kq`v=c7-`ENOnl{#*QfKovURg43xX+7gTp-`XtyD zZA7)?tAzU^K#TDTZ0ky(LFGZ3oG}*Ftt-T+l2=8?jTj?k6O8jrUYNdIOGI`sy!Ug< zn@|yMtV{m{A?p6cHQ*xYH5tQOrQQf_mWh$qH>^D{vcG^r@6%beZqQz8xEAo@mqJUQ z$|`s+U=(T0q?=ZQbK!f7d^-_f_trRJy-{!cX&Ak)wK-w7z2x51N*GOM5rIC< z6W|s870bNFI;+tD02Z&O2glwLE_`^HNS`V|lzjV-a1@8FTcW(L86Bb-3-Y6F;T~#x z;rnakOgmEH7Xt#&KvYSFqB@vn6PHIsjs=6_T4F|8T>*gBaGa z-F7x#K(Uky2W?H4#EuwufF2Zy5>dvExDWgl%9adw(nx2XsEhnP2a(LyUFwF7*^eve zN0deEx04&32*K(Cg4wK(+chu``TygMWRW)t22_u(qaL1Q?fN!|N_{YrVL1OLAe#zFHj9n>EwozQL_A9*l zVc~yR_gU4bbVXDAsiMY!j)lhSI%@W%Jw6R(I5N^Rcg3RWf*J88#cv7B``p%L7{Kza z)1xS+!3Z5+P}1|h$2#6M%(tRuiIRHZhRB~Ar+umg#z&nCv3RSlphz+}ahd;E;XKHH ztDcuqbQbAWb^-95tovcHc(y_4P4h z8&vBxfOd}{z2I(ZIRDF*|0Sg+tUH(TWvGA{g`b>^(+^*O1ghfXKWGW$Eti%T&30-z)MOq{sDh z?1Dh!IcUUs?+DwXa#6Ft70OqyvyAYY%Si<~KkPVqhf*8kNT`eY%7KG zdX1;pwvN@&j4W?KXA6|@9w<-?oZVVjKF7Bp*K11L*9<%Q1kF;}zqsXEfP8PM8V-!6 zeu}U5H9UqVK~L6CJtTW01w-Eg%B$ z36}r+fRMIwX%woI1Xe~k*rA=g=~cK<(;uZ%Us{`RKuR);@io)b?-tm?MFgLMm+Xx6 zgKzh04Y|F9pl$VGjzHN`$cL|r^U{cLY+ILsadJVjB2)RTMj{n70|rc4ta zsj31$bX;P;6{MlsUi2(hzY{n60->`L)qhF)&(GRfAxNKzNW88iDsu8&7gXi$J@Srr zl`lg`^AXIA%FNS{+SZM`^?i7}yb)KMv1Z#4g+Dmt^sH-sopaqZDt2SP58hN{8#;Fp zl2cTh$iW7g$;K~wl*Vh$8^`H=m1(TuAXPk(N)cT^S?UIYi>LoC{T31NqKfF?ydg#~ z^wzGehyX*8w~WbOcKVsM>AMrfsTI3Cdk2dRly(J}4CJmHWO>`5l`d%YA=g@71{};n zO0iiyd(;8yrQxbkssi?a#A~eN14c6iJ(@&%zJ(1hyAUEreIMkS%8C7l0(Bq(|7j%0 zLrn>j9~%*m3=rU?|J(h5v9ked9oNv%^L3=uReZ2A#*FxoA_NM1k z*Gzkk&)kpidRpw*#mpc|@@3#}m9-V9Vc0u5N3?_j0@PvIzD0tWCw&`yiSBVy75>b>xg!1?Z{r3->u~@z*3gsnp{U4n(ZPtPuvyEQCHRk0t?Z^snppIF`+vV6 z6h{wzU5@++XxVoC5SjcC4Qu%|j=(_bSLD{qr0@U5NvS=aGVF^49c%?^yn5Ea)^gwO z!k(InzWsJ2yB`w%d-OY$0IXA%zW%ma7ghB^XCSK2b7M6DK&%v2>nj4Dy7l=n`_9Xi zq-uXu_h;oetyFMiJB;&o7dg5+f7Xf<7QjWM{+FGYmuyRLy*?Wd071leUtgZDme7jY z+E`h--(k?m4DK#si9Ge*8HwLz>peNa}bNMA2C4yC%)kw)+c7 zmNEkGfI{9+6{zRa3FnF;?11QuAX&w$=U9JDZeB0e9kQvswX|xTe>zN#Qu%`2P!_h1 zX>0i~Gfg(@(&JtI5E~+GJwSR%JJcr$GU3?Vr}RYZ=#Hfft7+)k z&+@+b!Ac0GGNLZoCd2;87>bRAt>3*LZI2{K$tAdUSqsr(G`3BlxT{CO;SWwYs)=f5 zmXy@Gsu=qIuahuKQPNmTZcqgliJ3?r;0H-*Yx&0_0|S0g7`E z{huG&LMo3ye!aa1Cn8dh%vm6=YDh0WCAv175LcqeGa^)-e5)V$u|n=KS+B3vdQ5tM zPSoP%AeUp_DLcurl4D@hBMk$E^22&j%TUk|&JAb_f>xCC`I#UzBu+O`HCWrf-lbGF zy@`u1TjP*$852%L#!iq`p;Pe!td;Zu_hx#&z!+;GPmQ6qP6n;z0hwG_w6OpaYU|Jc zVj03)?5NkrdEs3-d`uFh{t?}PqhWO5<0Prm;5wV}?q*|t7t91@ea`Vb-6I5!yzuIN zK*O1&P^0krF?ooNC;8vpFA&H1#Lc&&$;KB3pVxOcYe$ye=i7b}`e46dybcKga?QpI zYlo`3w5QP-tt?eJ0JYZC%6x)Rg~U{GtJ5b#>QO-darD)I#%+ns&s+ zMnl6HY>?Kb;xM~;B%E{W-A{&xY{-r0murlL14fS>7sQOi-y?z8ps-Gs(w!!A*Y&GF|o zt>L^~cEBbvNzS9q{4mF#o^~f&5gBpBLl*L`kQ-R~yx9iUMbDUWu4W8f}ig9 zx+V07)Sa?T(9;;`USADRW}S-;QcouN1$8R9*VpYs-FS$p`z401L2t5fmYw}TxVt6y z-_}F?Xj&a3X7@5i=PY11fUWYfQmr= zgp>Z0a5gZXNG>b+=~>#AVI`Dtix$dRvQR21xIHt+t7k&;q%aD!Ie!t>R+g!frZdXO8TnkjIU!nW(+x(SyHX zGOvGwStpWJ@b%^V_M%e=YE0}n;;7}qgZt_A2^eP6Gkh?~(wI$^VQl2^Y`DJkfC4~} z*UvT0{(@gD)IDZ9rwll*ZTF{cnGHD6nQ&$QR|}A=WaOr%T#oE$>vbqLi*ly_WWV>z z@E!CC*{{V`(OBGYb7@ix*dGLne=f8n&Kd(C$%vNK2DcI&2~Nhz0#qBe!%kgXBTTD|D?=Z`;l771xsUg~m~CwSbJespA4c!$~^Z1Eim;rZR-rm{Diq^ph6 zkA(NRq(A%2qqN6(ON4>r(bkUqpQXRdpF??u>P-OHP7FY2U^h8X(w?lMaq?sf(w^h> zw7f!c?&tUo9|I;M2tlMOK&$MjU?K(?51k z&D)v7%ZV^v6Uzz_Q`JfypZ_h}b=+boPHvw?xgd9N7*axj!%mWteqi9q=O4L`BIzd_ z0L(qU2AcAAc6KCyiH=}%b91Y}Ljb@)Q4AcM!M{cF4sLGU{T$d(=Ip5>OS*FV%@_dD zrBc2JHRSQ5lq(KYg(u%|)~{uz3@ZqE_UjvSiUVa)X8IQjM^NM@FY2>mXs#Mh4W^g? z?O+ymP0{5^FDJFoGUNr?LB#tjrEI=nP4;Ufeda3HV_@6nd5MHi@TG?4+~+~N0isn^ z1*1-U9{sFNg&hJB&bDNo3VeWaaDP|RIyr&Yz9nz_v!{}b(!vCNfar^(7f+eI$GB6p z#a)#ZT<>6G=k|JR5xz6H(ZK=3-6YmpJ@TbMHcnzYG+tKWV=E z%|RsSB98loAM%iJyyNynEcuj~Y*uZE=i#=%?s220QUU)oWd}$A%=M7y| z4%gL%|2zSr)#ZsarI@_%%Fc;-AM^7A@8CU@S|wg(=255Fq-bkOjp zAT~VfCG?ENB|6r-C4F(!LKPJ)B%FSGg;TyQuIoy>?(hI=lXR0c1@*b$4I^FsjbEr_ z3e*gzcnVxJ(0N$>9>sp~dN%6LPbFqa0P+)~KO;SF&1H{*@4Su?B*J)L6F&A2!5k^l znI!-#A=v!H7ClR{)z$x!n#D>8QkdA<)qTAk{6OdU!P{o5>6=0-@*27d`I7p6+}`^1)be=w2L^MpdTjGx7Q^s0^XFbM)O5BIS~bMKy-Kvt z3;_CNU*FC?76EyTnx39dm>K1F8*A<`WLa3?G6eeuG6)UzV@&tKCheb2!qF!>V*R;a zr~$YP_Vah!*T;QfAD;&>Owu!-Z$fvVdTpECV)eMrip14MIcpqvHxc4D>R`;dp^HSY z)6LS}waK`{E}#3MWlG?N0mWstY|W6oK}mO1yH9N|nO9G;+=Tx`T2Ci-WNxn1k9|SB z$RtSIgkC(j>B#qpx6JnLdfwJtA4^xHoCwH>GR%d(qP}2%oMP&a&omvbFaL4fSR@K& zW8N`nL<@Ig0_rEHYvS*J*>>4wMMW?5+U0ky*IQ%F$;I+?ugOWfev>5%3~nmP7X^z$Fjf9qaEKAXuH1VZgXk% z$hVvmkk=ecs`ry5s(?Z*$2aQv4}wPL3xWK{3uot`qTz2QxBRbJYZyz^1;3CZaJPwZ zlz@m&$*Xh8ut0L-vw@ys1 zMryOKAS-=wwrRvB+nE=Md|2MIKHlH;5eN}L6!$13XLq#pAR)Aj48_;SV?<8wS%(v+ zn$6wwUkUB7GkQKDWcC^ zG^MQJOMPGAhlb>XD)}w`!Vxf+dhs0`?<9TcsZZ6J*%D@T_9@aV;=`OOr5O}kZ{$MD zgk4sSXH=D=APazoTWr#fuDMRrSOVza`1E^X8BJAAFaiANKe{$dSw!1PP*dYZz zKHARCt5i1P7>k+MHxN|*F`SnmMB_QD6)~@?bq2R=yjDVcFs@s7=z8HnHM5(8U2i8Z zt#Vb(J3#cGYTaW)mME26^k?X-<LKYrq#?`ZAZTE%LspD*# zluH^}HH(Nc4>hSF6_EObgR$^9xN4&X;)JdK?W$BffgOWM7lESB0Ld&H~kE5U^i zzI>s4Wx|xV7Y!f1OLm6^6e9r88lP^Omnr{7SS~$}(noeP$r#uOgA}VJ_tE|I-Ju+G zx8cGg`#ET#_VjaF0BhC{1=gY3OAeO;>a1{Dx{+rF>dE+CCjfm4ZtRF3P?Ajo#Zt8I z4^f^VT;e)_Kv{qeJmYiadnH8#du#XPX>J=x)gtZXWidU*IN=w`IBLDEXFy2~u{qucl#I`rCJfU9!%hm+UwsPWb%)B!?CQa6 zox^gZMON7OWdi?}XlnL;>WyQNtT6>JH~L?e^L_BXX432cRpwtoB38hV`49dILy|G~ zOlrDZU$f0W3!-B}PL%sz(@hf7Zn}xKCjGlb+h9OQB^60cIAn9ZDn>|N#xmyeG}>$l zP)NRmzdgBi`(o}AIU9OP*JV?+-#j_!vt18H@jihGticnVaCK>YHlyi8C>v zcY#o@qB)ZC=vvR3jCl!X<1QMFiK!y(nutsPLM`-!l+_l|oB}{i3J1XY zZ?PLREiQHo=j`e`ioq-zM-<ozEIDr_3S>|AS}rUKH^*L!Mb_`Yt3eK%qPr+4_bOf6dXLZ4 zFNQP)dSFpA_$8+0<0Z6rR%6}W5?_C~8T0r+UEj1X+N!-%>n+|vU=Jdkhjs=4dXCRZ z790ud8%maW+2;CY*@VChhknuTF89qp!P098m(0*R48v6tjO4QlPb%u{|i zm#5BXz`)TpX={7$_uT^x+Wg$f7v+;xZKl|kH+S=Qd;&SKYX8tY`!h^5Z`}&-B&rPL zzUYlI-FIT-4QnyWF{!Qn;G09$)<}Y&^K>gEJAs1@WK+9fMV8;uZd-@cskh{Tw-R=L z|51+D8c9+HQZUei?0@RWMvONP#8MNI;g|HCBp#6;`Jc1z)R--3x9&P?8mQfn0$sU!i$W|22BjQ}hu3uX*Bp)^;*V>Yd)g%(j3$Sp# zHQtL$DoiW^C{7UdCIPi;_VCnZo;em%O>YU$(UMwQh%Qz8qHbFT5a*ZfS?)V$^byz1 zXeEE|wX&*b0}9kuqIjstG5t$oE`Nl97)0&wr~9{OOmFJd{@-OYETi{tdDhSP(Jfs62)b5Duh3eo8bKDxpp zBu{bwr0D<)=%CteuUm4Gy7==`)^~xr7HgJvdAEiN6WM zb`i+~9apHRtG1beD~ddMD2P@I2ICqW-Pmt~|8|FN)qlNEhDp;&@i!L|GRdFK%^vqX z8i_v#Xnz+-j)nM}tTq5HT(_wGaqAM*dTb+f#8NyM2_8P_yHvjNC-2wisfBJ9pphx} zODQcN8*AcP0*Yvoeie`(1h_+s%sx!-->GB`S9o$7UP4SLqr0*V+{QtUzVCo!x9b1J zFCDL`1WZ^5vnsLb5(XN`TvWj`gQdh+=0s;jxF|yxF4Y8rkVMK*rcHh7k0F_DhK~l! zL~BT@Mh33}o4ae`njfbL?>^EE_2qmTDiMG*dhL0@dsj&;L;HFXPTh(5dT zW{U)&1^aA)s@2i3}a)(q&(AG%q+)Kp@ zThr`gk7MK!+$SA&-qiD?C7a`YHhyB_i<-pS)s*#W1FSXoY!-z*z5vbwp{*!3kwQWq zxP&5Ca5@1}(;VmQSEJIZ9u+l3Kzb5|e8)MrU{JbXWW}9x$7#aO$FHeLv?gfp>?Cop z9}Q$B{F-i=t83FB(9Y>rSVPGJeoA{a7k2|yiNB)up7l7rl)8>WY*`>4y}cc+IJ5Q@ z0z!`fB~s0%N{4vwB?5dOP`r{1-2f`8z~nr>s{k2Rj|qwY#L(K9pdy=3|E_z`BD=g4 z9fDhpt3K^KNj#-NsZH|&4K6_U*ygq^imKOvS1bi9F!#~Srfq7W`sc4*A-YNBVHoU3 zrXQaQB|P{-g9~jA#weB1G|$dX)jCkPRQL?kI?-rVl}boBblEa0709R=mQuL9)qKU- zH2@ZGDJ+ClLDa|#YAHr-Lw^27nQ@kA^aopxsIz0*{W0JEX7G4dHeo&s2G-5e zB-$8v;foh9;m06`_;}GHchaYp<%4r{JOveNLHelR@K-_l8z;77WxbA47uOyJN~Ed= zL_UEQbOC!fqjO)Vr=QJZn1I8Z0&sCf{jtSt>q{IZypxac;BF^gLIT_QYBZ>jD1=N# zJlRfkYuTeD80Wz(!Mv19RmZZhc+4F24;2hhg-MM}#@qoiI{+Y#9Bs&csoFwGf(oX? zQ+(Rf2+7TmD?MRup#d-Xc|kZD)aXB$#Be4unb^rmDh%OAPYXAh#^Hc307J){8p(9B z^zm+WI4bAh_(0Yw&y%?-bZQp7w&vh?^LxMa)1-#DYoEb=@`aJ-v}t905)ih6C@c{I z{9z25hs(G*)ojd*t4AU;G@@!^g28Bz!#Nn8m}N17xT1`c4o4;!cC>upsi^iiziMuq zmk%`Q#po!4SMNK|{vBC}Ms)NT6=hx$rS20b#1wNdf(t(rS5Xk;*KC=IHmRIZOUscr z@u?R2io5&8^_KN2AcW(1Jw(zS5F9@eqM7Bg#8+JL@Qs-EIX|)v?iv&P+dbLAFRI{v zy#w%BI!utswWYJ%KbS?T zU7-GOnBi}#DG0cv!NDY2f;(a$^TduX15d#6pEje98Y*WyUyCSe!~z2)U@nsYW$4o& zqYo?l!@oi0{(|>a?`dN;8MUbjP=o!`-ebtl=ibOL8F4`Ecck1>W$C0O0M@KM~=jZ&BIYiwHy+gqal?yM7G*7tI zI{#G%1IheP5k+tEm>+vGZrR5GPxSP(fBN0DdHuz zxr)zw&+m)-6WoP{3`y)NgT zwkvLgu0SdCh(X`Q8k*9+sWCMbf4ilAqa!_0^Z*Kkt<^Iwni?U{75LFMbs_r!A_1~7 zBfG!4xM958NaUrE!Q@CuojX19&!z*)LwVy(&QC{X8V zRR5VB=tqGoXh5M(A3hkxljXLO4KgJo;XAKUbD5GuPKk2`9AsRt=-UhchLrea^)GP^L%a*QWA#PU6X72G!I6{ zRe5%bLpN1^5uVJPj8w7bCywG_9Sr~(kM!V6w%c!;=0$T>ZTp3?>PmgXf4!ubDH67z z%rG$TxbMffhI&cA{we==K4YWM^8xO%LEr;rI?3H=OO;^18qyuhoR~-wpSeH)Kq6 zdj#>FAD?IkBLk|_)8hpNAp*kAdC)dOKO3{-19ep_k$0#lSd>kE3ykcBi@YBbM3w4u zfnLw>Nm;AfwQk^6H}e>#R|fGmWZ5p3`Ohe1h+{GmHz`%AO^2nSnzvWh@x^ z8<;VOtQo}sh_zQaZE1wvW?J(!N}t$o&-!WJe6+Y7 zT&d5wy$|WTjf{6C2>k+sCm&U0hJgzQG*1vg-)g5ql&s254qKblW|zx3m>auYrM(Vo zqUY*}t*~33#MJS$q5HZhp)kn6A+$%j?A-XeMe^&ALSbYfZr{8FuUq9OgaG22FDAjQ z>nYobanVZckh$5A?|b;j>)Vo8tVG?WOFknZZ{q<(+b?U zu!2yMtTDLu04N#m7lv<3&V}JIN|m`2*XXIMQ-VpSu|Z$CTj{DT`mFsKWI}GT#f zLS?7tL=T)5(z;>(v=T17H>Lw4pJr3gcSH@-)&%SPb#32g;HrLMsCmZ>VGS;re1q3T zEfW29@UgR4Zo>&fGmViRIqGdX#j*2gu_mdOO*U{48UtrX`Ew!Z(1T`Nw<`K!grKn0Dawwd&KK=QsvAw ze|2)c=My@|%3o^go^Ph~Y|&0doeL#da>6@K^nla-u~ zTpE!llV%80-eF;sjm!x?&gQsVy?yb1m zA7-`i&Cw$^HiLl?Bg#sOeVvOoU`NN|j!dj5VKx0b7f2PodA7Q+csJc%NK!Xtae{1G zM`ux}kgni3VGJSON4wS?<6WWYAZUk*1H43BQN0&Vc!17De>4W;Lr8+!n3dmNm$)b8 zyBnpZgKq-AN$19x6|yocVv#?D3_ec+QMCr;afh~fASG%J2aY}sH5f@r#*B{%Q++SJ zdZySaknZ5ZxpQuwSJn^|ey&0PJ&Wkp!b~SMj2lss8-I7U4V1qWQRwRHuj74Ke)8Mg zeBe>vEb4?!#{wQJ3Q?^eZ}>PlrU7+H}E1CABXLsp-6nthfZpKB$NRla#y~!j@qu&k43LY6%m%~ z^pqZJPtM?>&CO&vxqA&vtZx!Vd#*~S8xgP^COxtW`n(yT&LSv0B*nSaenQyopJ~~L z1qmVzzz=q}3QadcnM9)NJIC>Yf9ZSjk&jbJ>SjdlR7*X=ES9ne^u!T^h?cVDy`M%n zjyclCA43ASG12_za6b2kqDK;#(ePU!flG6Acp(q1QdoTC265|Sc7H!5Zye|osdB`e zN4U`68Q+Q{r~LZFUO5=K#5%oW^26yq+9PCe2wl@X@^BtyuBOzh3G%qhd)0?!b zuV+%YZ)rxt`YYHDh9YIq!wSIkVHb zV(?IH^!FczHS(=IqoluX`;D-i^Eh+WmRVzJG$ggxpKp_X`2c5$K$*ux2Vv2P=43$J zlHpe(I}Fu%ki6yk8M&M>jzu3_@s$NWE|v2B9WLg1P<1n;AvpjStfp2l^=0f!;EP}S zW488ksYUQIk9k5m`gnMy5Scx!H3N75z98_GWI1L8BPeCV1&Sv*&Se+!PoKZLgB}C3 zo&LV-_-_pl|LA3U*0fMm9?VHL2o6&;RtL6sgDt4Q;4MNd=RuIYP;dyO3+$p+b6nH_ z1K+ax=%HMIey7ooy5&pDi(-aPsR19H0n2gZ&h2eSu5L4H>%pKx@QZMi!D2<@d1Mhv zS}#1IqN2>l5K=>T!ASRa_>NA(tywX1UKr#dPrIx$=XR#kng~;U38E_ZoipdSsde%A zvgp!W*A9%}Ev1n{mwri03HGup5~&iz*A@A&(hWuTH58TmSS zWCYRBo93!=q5f{mda{(H@geR1PWovX`6^+^Q$}cJ|G{%jeLU-xt2;jFXA)7RH97fM z%7N{l-Q!(@##xuz`=*aA;~rDNi2^^^?ri4TjCZAGTwT>~8gcCyHEbF+ZCW+_Xb_iL@cHBETHn6UVJTo$m&zC!Lon&0 z=%T>1F0M7<_$TKl@<&DWr{lUI;2jEI7mBuYPYFjC@UOU2-u9$4>t%g`J)uV~i~i$i z+!(#m(`PxNcjz?Z0&;a&$v>{$X$i7FTiBDO^8beVm9^H-)r_&S7~EY1o1;Rrj|NHc zTQar@Ghr@w{B)H3#vUaVV}v7SKlUdtb3$5NR?%WR%FfD+zrH9L{=M}V>6o5a7*aGAWk=Ra^XGfRpVw{c&WV<| z;q6_il|^|lrX;AcI5M@sO0JVLg2k(l!-T}0k%&oxxO&}Qh`#6_8Q zZ4>OH^Jc>>nafBLdB<)_LXKR2pyL~QK-)ddU8e~}hS!Wu;m6ncYrZY<2FLBPqp#-& za>qSyTSxQ?)ajHpxBPT1$)%A33wc=g&HUy*e|%{E{dE{q5A+?KSONm90YNnD}T4ELv3V|#rs_@vaG zaQh%Sv{Q*Ex8dO_`Q{toBz*%}r;Y;aotG1dz zR=G5}KRu%1;7h0}a;@p=XCp3;j!J*FhwB0FfqHqulys3!JTQIw`4>m zOdSd0D@f(?p?rL*D=Pfe6f|co_+8$q1T$l9Y)-bXRhTRMM2!Oes=@nxC?sPddtF45 z-=oXx^x8c&7EjvUZ^9H9--jCwaSNgoMUAgnMf-RmS?q>5*Fvq+*8?l;T#-^$M}%e2 zp{=yu`k~GtQ@(QO;2DZ=ZK|iicth+^I0Q32uch1*+_dXk9~`~!!TMx~OdwzIU|{=N z>E~yQxi58tcQd1(?TG-jX>GZ6nGQivAyBuGC^Z}!>csrf?b62ov{WKueRsdHi6kuarBB~AvF^$q**2y}y`b+W zqcsIS^k|nCB#THS9;^`ClCxxF0UcukP7NFZzsKUwj$fJ$b7vk8RsZ(!iKL=NH#Z3*C6t{+*>Y3d*^-c~Q6sy^62?@vu~*92{p>xs z2}#CQDNEK6#x`Xz_H8hh!S9-$`?;Uj@2}_I=e%BC&g(emd%ov;UEk}v&dd3J-W(q7 z3j0Tt*mSRVnHTIig*9nzW(IS)jq2#SDrCwohkQB1fx=(DWvR07&QD5>t+q2h9-OwO ziY$D^L~?^Dp)`U@bqj{tE-xm=?&@u>eqm$-X=v-!ENH*;vLEiEK8+iHqupp7Y@f#4Lt$Qme0@cB(fu$s6OSsYfY&tZz_E+ zg?cL`Jbq}P^-|{1kZ6vnpNw3S+>8x2#_(&R#&(fGT)b$dT1!E8;hW^5_v}2e2U!_I z)pksNxpXU)x|V;N;OFbh>%Mp{yQVZ4yJ{ZweF#6YAbi;0?*9D6?b#wUCpj!!=Az?q zGtncb#fA1ux0;I@vhxBSOWb*^R&@d%u}vpRBtT1yySz9-6g&m_cXjLFf)hAWYph8B zbn!g)cPh3%$_*dBaowidK3FI2$O2pYHw`sRc8X+$!gz^A!>+gUw3GAxctP$(_ORT$ z(gs2dt0B@Q~SKrk0<0q0_8dzQ2+m$xfX z;{~MOWvfoq$jRfjCpb3-<-?|e0VIU8+=aJ53vFilng*_{TyBcBhN>P)?|CaMB6?)j zA}6yfZA>*^iI5*gh<~Is)Nfm{`JB3w;q|5Hkl(iX=AvuKx24tz`kN1-;wrdA68-6q z#Xw3bYZ;^I=E{78>VWAU|0TZHiQ5jSfLR$%&IUhQf4TOGG=8GFeoOj^6X%9xWtOO& z4aBgehLe!JyIk($Hvde{wyEozB;_kf!_1VuwtN_wWQctras92_MpbVmFiqHvrA2hBQop!c9`(a|0BZcde3ES1{1e$B?{K(b8ik`#=O_<~8 zTYEO0wmUmEiNjNw7ab%V_XzxpATG9L%;+%P%IGml0>u-!!J*}_;xg-U)HH!QgKX-t z?EM_JcS*}HRb6q^l{Nd-t33*@lL0?@&;tMLnS5;A-h9y0y)E9-H8-d1z@eLyX0J?*t~aeRZM!I zp*Q`eY^~w97iFiDR)W9r(;q6NjQSlZuMEW{c!urGoKZo)ZsFA*5TMD=7bI!!9AdPx z9|n*-(KLU?EI2>vjI{=riK;Q{T&Txl{{ z0x)2nvM@%%71pKaGhE1&pxxAgx}zzbcMdC>j>+ukkAnH()3zveGAbwB=qUNTh3xr!d}U zKX#y}RIXilnKTpPzcBbyfBXrWE@B`&nUr68Mws0@0y=YQ<%rm2B)8YeiSl^!u7%b& zX6pO1YsMZIohr16Plxgo5kmL3@yDO9BM ztMRCgPY+P+4NByT@huMiTQatEP_o;hN9l4`*Ebv)$wQ>TLUi~%eO z+m^;Y&^`uqkRTW6o&U!Hy+&g3;Zr=8fXuOPiWQiVlX8YVX^B|XVU zA&WlFxjQmdGQs?Dy z$`#4$$9Vdfkt!dG%*&M?PH}8*ZURcEpoxb~^FVLkUluX2He_8jXr1T~f+JAi!F+PU-%B|HmdbZvy(gi>CBHQ*LVI;Y{yYJ3BiBE+Qf`FAt3qCj`DsNGNkB zsR53+m%`RO??d)b!bL~lg&szuRFj`Q<0$GIowabZS)Nzf_z_H>RILB#vaq9IW@A&b zYi%nM9|2GOA}y_5yrhQdzD=NzfU-|C4tFq!P8MVs-K~DdXK-lfJ2@(ZX%!*g;rW6y zzUBP>SGZLh3kyCrZiye8lnhZZvHP!EtBP((aIdVa02bH*!U+girjneQUQE82CXYd^yfh7)pHBU>lz7DsD`0V+E;REfl5vHJb*ap3K5 z{xftahx~4po|TpLx}bpRUj+q`&CSh1#Z%pshnLLX*zT(w_GBY%kJ1opk4}b!gvfZ$ z+ytpA17l-ODLh+O-PjOg<;C{`6JZe%2C@po06zpH)n3Cu*sMy!1WIuuM5HPEItf15 z_ob!hCAZe;4YBt9qvYb~?*w;lQwh+8$b@cTo2(!iH zTG}XcFUg%;MM=-DsY&hbzA+lK?aII(r?}Vs*RJ*D`T6;`@7}GC?2X48!gF`2jWI>W z#)<&@t05f8{3d9}zq`A;mmKwlqx0i#_0l(OL0*UgjlkWG&d&()2Mdi$TGtHVVq-59 znHC=7;c=+hnkl?$WtArDI(Yu{*|RM`+DbOEv4Naq-TlsmXom@4G?kJ%%p^ z81%=(GIy?=DbSgspf@cUR))HgH z?rvl&WRv z>6q_#&NE2+x-e4R>9-q)rJtsa_>w};>1&N=<-jdGf#11i0wa2Wj@i9%8Eb4~Sq$0Z zKp4dE=6;y&4jri%fvgKMmLDU37dPO0a^&E_A3XINEC2-8OFka~u@^VfHs*;t%Opw(kW0e<9s;Z{J z?Cd5I53R-?R9_#k*GrNMooK}yTUfL{WnlvqPbN+gy_1THJdX|4ceuhEo;3Wlg@r{J zyuF*VvprDn7|F@PttwQyxU>TN1FR7~;^qJu^P#VAh7o19q`m`^MWWojYou+c!8;gv zv91wfD}@+Fqt+t}KAfyeh(>OrKZjRr`w0(4neI0Txg zci)5rqPDYY90b#5fA3iirvF7jED%@9wM!P?Cx_2{0Wj4OKWQ^wxl|Y z${wA{#m((GHz4cj!?Z zYKa%6!u+RxVw3Lb?G5?v#9|9R09-fw3n_3hL~+lJr8`$+`CGsqh>dS?L5#>~Sm*%7 z2xHL$gk+ZsLyihyq~an?tH-$JFK&?Eq0kABQ{PS07R0;+S4m&TNJ~rWiEwuDz3fzA z1-@9&YPR4qMAbAi$bG`?E5t<`CaF>2UN zQBqP;FGDR2EF71dd;$S;S?R&pXS3pl)>gLs9^zs$Oqv#`-3Dk%($dJsfK#)p95N?7 zJWFnhqjY6z+Em4s+Be;}eft{d=OWx|mJfh~U35)?ngk$#S{RI~L4Le12~$a`h{Rbs z{W9ZK4Gj&F2DVd$$__)Zq3A!dGSNzW|KPMwbs88F#GG{i=LQqxyu3q)u)KUcuRQv? ziOJfl+4s~A<(9U#Ic3~ZivQ10o`Ko`#iXR9oZQ^yl~!ryB|5b;{`qqasEQ_e0L^P-sEPwE8`u>E<(K&$u<+o%5qT=HVI diff --git a/covid_doubling_times_7.png b/covid_doubling_times_7.png new file mode 100644 index 0000000000000000000000000000000000000000..fb2b52d77211fe4aec9aec09d3b778f3d5e41d99 GIT binary patch literal 37634 zcmd@5^;ebK8$JpzO1itdTe?#~Kw3aLq`O19k#s8|-3Ul2-3Aqk%xnugPV=Y+TGn*n3MDW|8ou}S1V2|OG07@gbMOfR!Yk|<6z0h zTiNPS;>7EZ@*hK-Xa#938r*0x&(~VawPl6YYV&#bV&!Le{#rIkmA`G2N(}8-=W~!~ z6vM)>^l?5U#>xKqACXKV8RfkAANj+UCu?{6+gMU(&g4^~V}Y~Z&mM6x~LzRKs^GHz3^ z#haT!HS6mKI~!?lZ^6aI#h!R6SuMtDu#L60iw)d#ILK`5?55`Cp(>feYyFggVHzdB zypy{lG0pF;Pi-l$-t_+7&JKK7>@q_0I$jPB5AVgr1h4VCTJkcJr=^+j1xKWC_;9^} ziHDEBHj*iFeeiv>%6(TuIgR(_fv#|&dcIuZkGG}r1_opomzSr17MxS%D;Sl!t{!oYk4`h^%&LW)|UABO@ivxY>f?WNNDKk560|{>1l$jtSmvl z>#DuQ&CR#&hx7Q!$;mrQ%>qTL*$=Yu^6z6}#w(2_-oAbNMYx%mm{@f);FHfrU!1d- zS7doPd%)ePyg`FAOu2r2L|h!Y<#6h0PlLqc9gkj(HH^N#e#^tneuLXK21F7IemIQ} zRYgUms;*9Mf4cm2wz-G>+&2WnX3rO3ylkJAni@P@2IU|ys-M5V%UV}BV?5`ZZ}7{@ z%T+ZsVU?Afe-0NAAxxZ{k(rs~>+9=U+m;pz~OV-&vL~Qal@W({nRAKL`M(TVtIYf@OvWknDjY=odKC^24{sIBSkPk+ug-ohB#u;|?ZR8X&c1V0;xRTh z7LAC6q!i^VVf6d=(%&tAo~(Al-R&Dcb``w*NQDFoF}c_ohaR4*t1Flgto>5cg*e44OUB!CbmZG>ajS+pFXL z_1>7%1*dju5fM_uCil)S>iH0ed;-M_Sy^}-9Gt}L?1W4aude0gheC-mc`#Lt-|orb zsDw1k%*eok1YI`=G~N1JTU%XjE^NS}Odjt3dT(cXC4T;ljEjpKOD2S~Q0JhTc{{|} zo&!9<+1=f5PdJ3iWF$jqU|^sFEIctS?L7i20R$o!M-na*iIH1Xg$2n`W2&;7;fSRW zBY|)Q+8bhrc=vhx0elrgh1As-M~dL&aO?r ztngA;VQv1mDEl*&I^>#6cpSsZ33?r60J|(2BqSnY0;Y0a_zmoWYNBFc z={7ib0)D4uHn2uAF<-5dvojnp0}wD7iAYIN>FMc9-MkKFsojs44Y9%^SB$;9u2R~j zfnmYx=;%n5Xo23}bk%d~@8=hGa&nS#(-ie3z#K6xikC)AjNH@H z)B9uh+10yXhtwlbcQVU{z%l)5)s;VmQBOz!Q^RGx)_+}AfD;x^K76_=N zH^U3{PMB_PZW+QJC<0E)Js_lUIj?qD88HF_q?M1C?T$b7|i>) z?N-Huos^Wcpr{C(=tg5UHTEtB$k$r?90mjEh=|>toiK88a-~9T9o_h}B>eVB zt7~}C|NVzERsHVjNQ}?O)^-o~nD6;>5X!q*x7}P^q#PZOaA*AQNFFb|#|trzj*fJj zJ=xFB&tE4@OlY|8{X&MEtVL4NFfcrusW6n0mWFKuTarT23<7Vn*Kxp_Eggu9(4AQX zi#cw+qL}{rCKNc;=Js~}>oV=qUCxf~U3}o|-M~+|-FMVd)6&Gxh26G>gR`Uj3!REN-9OLfp&cwtd zXstUE`gCcMa5ATHMH7rFOA-J!upkJ%kdlIF1G%TTZ>i3Kw8FSO9_*aoX)hs>usahP z8k&(%abzT7NJt1YxN2!>Q9XZ-6L@#p?>6cLtOf*KH8r)9!5P2BUnQESmovs??>j?6 zU=NmCNjthJ#q;v=KxjY)#sYSrv~3!=rr1?chdeYvfnx=sJAd#z0+TYnvi*Ssgdznc zrS83{ve*3}LgW?~7pG0OxNP(lJH90o@ni$P6zQ-~XS&$nGTN%5u8z&d#%2QG2JnyK z03r}gWv`BwPLG<8yCx@b+4X85CsnJ5lf{_g57*{+1O(D0S|C!ti<3-HyPh6W-;ObS_bb@ildTI^jYP%Q9tYWvFo zQr+6oQG8|F4a#?`(SUV^&Z#n;?!`qiBO@au42(XoEN+)|SxARnWoraBtz3@B{xlLA zT2BxRToy^-!EALZmnm#UW~REfb_B4ODZz8FHf#_s-@SV`oGyS#D;FCS9sPr6)M2?r z2&4i8PEO9*+1X#$GdH1#n0>|B0q;N1%6AP8qLk~^YLsJXfJ47peur6CR|g_WP;0B0 z_}@)j2&PC82wWAe2S3vV%)zd49;A(COHfi!P@G&`$YzWCb9o-8~cG1-2r<- z!fPGW(9lp^u@4e7zr(zwswyT(g(YXgAjyZ-*77ZTZ=j6GpIX&4bWOS&&i>>11TYu z+x(fmgTr{iOI-W;nv%iM#3=X3tdr~G%BUzL2$xw860g%T87d(Mp2(ovntEfk9(@ zR(=Lj-ND@V$X*`oRy@!DQ+)_vgM{>duPs)|tkGSZoxRt5%b`_>hm@k?pwi(C1 zodUpn*yQBwo@mfAgb)P<1xG|WvyYh!`sDvp!LltG^X1z&92*-OCRSElkwI1-KECku zbW#ALdg7(Q?-XFO<-GWmocv5lNr~5Sk;vEA*Q~#UUkWSn|CW_jE{}I+hp}>4H9&@KSRsGfnjQDs#|AI46suK2yr&zRO9Be!P7M3|+b3?{J}2(#?tVRLZf?E?AV`sxY-PNrU`-Sil4@&_77Hlw&WDZP-A_vB3}e9u zmsw+BtCzE&V9L+eT&?}-zN$J{zHi(XOM|;t011uT>&U?G{HFjk(}MzW_~%a{|Ij^n z&zxEXXJ;;Gtp}zn#qe=$wKEiKZ)kBbqv!E5`l_kA-`_I}h-9%!=E;6#J1nHmY31P; znH5MHy88NM!js^DXI6D&WMwZirL|+Y!;FkV|?yg5lPVj}xe6BB+>{kfx`np=QEwKMOVI8v8jM zL<}+r+Cp2nd*%nWX^!sCHZuuCbYv%TzBreBFit{BK2(!>B8h+uY=KM8rAk z)~DQfw5tpD`R9Y^8E|sd_H)m}A|mntSOM>wtuloZ28XckQ?vAakKl%KBzXEcH8piZ zz`gL`;2^Y~7>}_6_7$k1twnXd@)+?U1~tPnfXH;qhg_gsw$xf$`l-1PVF!- z@Sb={K&KRDPzK7r(7;&?yg|O%+9GM(+7O_I1`}}Rs$`=>Lo#M&G)+&+S<-H2Rzjq5J;2zZV1Q&RKV#Z?oPUu*l!gtXr8zo1$NhZ#}{)+tkx%g zx4CL+Uk{}!7D}^kTwh;9gR?G3V|snGOMOo)kL_0)cJw(`oz6Uc0o~SdV}}h2y;`)~ z$KtF!uf1O-AOuRfo|PTODqJ9KOYRGzqN0NQQCfG}_U?)U&;+Iq4(N!8h+*O3(HV(R zQG3EtSkA{WoH@mnnA-^FQ*}cQZ>rJi^G0($D%&_kud)&f z1)S2!`MKs#!V3#}zvc_I zg;d$Sj;H8Pxd`%~SzNYr}2KoC{n#!`W^9lsmFyB27bDS)T>bMc4I^rf7*R~c=wBuE5NmHQj ztdIs(iFUbO_|A^CL8~u5N;oVCZmi<>7n)E)Bsw}8iY@?}=!sVZw&8;Bb(}{dL`-12 zOmVwh4!>z(*-@{gS{tuaz`>SdEXk3Q4?MuNkqlI4pxEe)#%0th(~6~(pa7*lp%6VF z2e*FEsK7zkno8<}+5&Fi(c)s)CUd{*_0ww*s;qsH24xJC`pJRPP6~8807=5a!GZ7x zC(|8CnVFuRu3gFechrMNz+s+F1&fAeLik&hCfA>npz6rT`97@yR+n>S_?FQ5?w(-- z2e50nB4e)yhK9NUL6w-10cAGu2nnGyg=*$iOLOQ z^y=HD6V~b&lbI2*d~-X622}_%&KWS zAtr$OA>y@89C!)XR$e7f7Fb^p_2-|JI1GcJR&PF%?^9gC#kI+%>2P8#umPwAG%`Uf zkQ~`TfW{^uVDPMYdI=QN0U$YE^osQQ?_W?s)6mhuE2VJsp8Xzz0>;hFO_Pa&muB+x zVBd+Pu&6{lP`1d0C0BZ69X9&pvm&H9wlC02&#yO@P}vL`umFnmTjv8XIzuARr~t$k z+4WKd6*&uE;e(a*um8-uIpWCq>_U6LL3XbX14Nq$zQ_o9 zIa$QzJM!wHa{XraV^9`F{SiYsaAaW>K+5s+6F?G^lETOH<@0lLB>5Z)!8(!9(eZg` zu(7A8QQmMX=9!yF1Z2$j`PF#TH&;@AC2O!vngs*|0E7J)yd{D{LZ(Yi9=hKx(I3yS zu*Z3lGGgFaSWPSXc1b@+3w#Ka_$Yw+UKtDiF6kN)+AhKB`AIl|e5Yys#HyoJ@G^e) z0P#X!qr4t)NYI@IRXoHQP*@6u8dImO@2IT_TRz-Im=fT3x0rx#$>sX z=OQ-t*Yl#5Z#bt`s`)P$Fu0OaODvQPQ*;c1D>0UWA~T6$#q8IP9pT(QTBZ2uOq`uA zjl*Xs4n%~8BNMdj#;6~X=AIj&M@~Oy%h`W#>-pYp2w01$i3x;}krCujnFB#!R#Q_ld0`JW=GbG3-#iTZl*y|2y*x_(> zjnV(~$Az?FVNfQa#(3uthF$+NYJNUSZm%=vQx%GU=G2Jt?V~RvwY=OtUzf#Gi57{H zi}wD;g;bcply4|1DN!dWs)IUNMn)!pZEQ*)C+?3F&b*BU+FYlOkz(NtrIF61MV#S)pNP{qwC?9FvI5zWtm#ajVAqfF zska;{-VgmInwuu)x9p=~oK}Gvuyn5XQ8l2jphg#J1JFx_1|D9{#RUDVDzf@QYDzbT z45cxoqpyC(kQ9> zJDP<5yTSL2D6QrYq9lS?8(XrEqR8U1vnSRv>^^`_x$Rr3MB?G&?If(NwF~ zrxbOEYVnOm;kG3=`4maeS%@6pm0qsKgHS}V70Mff)(ss~Qevh!`Z9QqJC*H6{E>^xK@pOt#nz$w3&R#)l&;cJ!!DQFqB3>$6-?7Xr(QDSpPKf&+h2! z>|dLhl-S0w9Mv5npm5KBro}vScv-0`tx)D>Zf{) zFq0og{@>HRA3kt793sl-FOVd>2IzI`v*ro<5ezPm8(%^GH${X${YCl4tX8_|E@D=% zpl1x~oUzi^WsFApp!1N-t{;Jn%V08^B?f^KwD9ooCZN_Z>!Ab3j1&@dcI~a8SLb{B zgL7@ZWFt}MQ+K;+U~Q~?$6DEECYF!pg2hhOXsFh{xqxYb_6?Abkvp4@+gLrxKrp28 zk$d*(IkB>zpRH(ej@J5Fb*S^D4NP&Lk*$I}pruIT4u;1%Cyfr6ghLT{U%zDdm}}e~ zKqThNTl6ZO;c1AfZ`bgUpqJm%2*tFea;sy zf<29`G|Jigb1~hP{ClIJo8SD=BuO0iyFd2IS)#;%tk=+F0aIf5jeH7$d@SPQ%rQ@( z2eyeaT!#<&=5`jqPPmKd?TygZ!CZ29pEMbIZegNs`RlMSY|wv zszT6*bW$`nThDIewNQJy7xJBzR+K~}r*Z-wiL9SyaX&^J{mfXkcVO`(%k08%Cs&_T zIW7BEUoUTDw2WK%dut0y3PHGBHx&S7m>>A~An0>O2Y8&`sF$*`Gys}{^;+^#FdkiJ zV^QUJ90%Acynr~fP?NrS@!R0`4gA4B6bQ(X)$7v@2nE4t;KN_WkkH4g{o2nwR(U#= zMo`Kf@U}hg0X!ioV&jy5p@^dFmo{xp7T$uR6HgheBZ>7jljI9C`MobSJ_Z59&fMZl za14{LK1bMUK20sl$nIGFJ@+td#EVLpX4@tP)Xb7+(ekF2`Rx zN&OA}yRZ|E2H}r(_qoNR-(&!X+);sAV!bd+upCcd)<6F8?jrzsvZGoQl$akGUgcO_ z+qPE$ND7PCW(Y5jsakWir1NvveJ1>q=wg6c?3&bpcucsaAb8Qv=Rq7?6YRyp`D0vo z7{Y*+m`M@-T=lYPqU%%9)YQ*Y($Y&c=h7@}%4nx@c7T!DVS^GpAP)PeVBpPRmbSv> z=4jFQ4fz^~-if4n?7eS09$jx5wbjzqjt+GpCL&vX#$%rBVz$Pp3VuzMS=HMcF4u<7 zk?NC<_WDU+3N7^+@B9U2*pWG-%kuZMdlw-%izLO^&7YxpW>0-zRUa+M_5%i%-}JqL zCx#F08wN+@cqU0{*J_kd5ymtQp~oVGwpY*lt~mW(SgkD$^pP9xZp&?S65f7wrIb3 z6Af@3z%mq$j*g(wC$FgZUJxcaN&)XTGBTHcG&vIM&`_0Irxg>&K>w=hwp;nO9&{69 z(J#0Kb8=_Z-6=%IE;N?Jk<-=4mz77~7)~m1h}%M~A|P zb0N1alb$GSqTgN0!T(1KAm~gbDk?fwro)Lw#0ANhiwhBVf~TgLK*skvl4jxzT*C6UfqWUwccKysNvXyjubDAMsqvI%**WFzn%;Qn$A7{Mt-*~A)AbEFvDV@g zC6VTLB51Fa$BxQPY3L@|L#S3~P`$8sOk)^SlFj;a1OF*DK$v#0Kt>*23_b~P#Q}wM zc!$8V&f!75F!!e4>r0|^7KG-qSk0pz*iV227BXv9$}$p&@-jrI}D69!WBs2fas zzvV$^{9bNBO2*X8l0%L+^S@8*-EB&{L^g_BUZJw=sY0iLV0uyUx_bl%CnfFG zw!9;5aQlr@P}vSctEq`Sxf_AX+$iXKFJ9zv717#zUa!IEQVnM)pRt@2gjn*tHhy>2 zF_@z}JFEYXDCl0R+V8jeUfR0vPP{1p3{vh9OF}}V%_QUFQj~}bp6|`g$^N)}fmV|Y z7Cf7{JKTtNQR?iR=7FFV0>M~87nGA|Qu^{m(#Q2Vo9~5MYf+-kx}G;t3*16y*N9P% zd(+y<)Vl_E0m>CL2lVLb;8~Y1C;+}k?YX}Ph2pPrQ6b{Qp={kQ4rXB#dW65$OJ$W& zKip-)4WbJJmu0^{OZIM#O9zIHAP5?zQBi6SSLk6y3GAj`LID|>nB)ry-U$)PGDX&>nj+nWe! zqv*0V(-YfCjATy?8pg7f=ctO+Yn5+X=sjMPMJ&=7>VuL4Kqi;>ppHLY(OHuG(&STh zwGSSBY!gX?NI}GXTIXU^i=f~QP#E!=hmt$zRZ-2ZcSvl9LdDHqlTk{_Z~%rcYfw34#9C3}2Pw zxLQT(52pEBq5-v~(7&7h(qy`h9gUnE`)bH?XZLigGfg-%HLjX;q%2E6jihVv7t-{9 zk(ipa{<3s$&6i2pO&l!g%rt!QpTM$v#?J+(?ybZ6N3U}e6MfzJ^Q}%DdL-Cn@@RP( zQe=i_@A5!g4-b?;QDjvIDf{Bi)&1gI|7<*kS%0BU2kZ?3Xv}i^oV|r|LV#?#{=1z$ z4w?W^oe48Dvo%m2c^=Lq00~WXej5%P930>aO0teu+9|g^Ali@hl*3$-&@^b`8wiN-46oAQAzb|Y zP<0RnnPAZAMn4>+FM%@Q{`M+{_`CK?IvkKu3yOh(~@l~Sb)xty-QP)_GZhxXYT8+~ev z?7r&PV@OF!A)%m11DOLmgTF_D>Y8_px48ceuU@?)x|Nj`6cLP!j6hE*Z@wUL$mMdA z+q(`K7%HFh=DgVA09%iIYg$+0(zb6L`3_4%V`JyfpXi|eM}(k}3*#vzvq^z&2vl(c z7W&rGvg^l>-OtCE$jDL(1Kk+Tpjn+X|xg=X^9G=M z$#)2KTYdSUGOYLSQ2+yD3MxT0mLwu^KS9uk2m;+-Q@|XX^?!X0q$9oGEQSDghz8E4 zdIN+ZlGn*e)I$8v*qg5++F+b0{P0lM{jCrhK(q?eoE1XsP0 z_^djJ;4>AHnfw=Qhf!78f+3vzk&d24vN*k3==1XcA$Ykea^3P#?(A0IepS+yj2Za# z3r|Q$NKZcuB_s&QF@WX(+7XT_eMwy@tKp6ZvQc-(n8JaeUa>}Q&)&!A6R+=bqg$iP zm?3+d6^UQTWN;n*yf~ z-Wv*i@4!IRJ_|1P2PWto2ee=@+acBY)|n`cIAyAfA-|TMEu{;+Cy$i<$K4Cdm8emj zb_sbS)`jL)SI@fCj4a34D1btGc=^?w|FrtQxT!oJSH{H3BCF|`rQra$kmjk2cg+q<1y=Y7`(z9TKN>n;EZMl z2YCec>4s;0p3Gc?b3^$#C3e zfQ@ORX|$m0X?lo&59#^BWBqH8vWNg$X_EYQMQD@oL6xGYLvrjo;t~6|48*sEi*i!a z{uOQNuK+%MSn}Umw7Q{uDiwvPxcAsV2YbB00TH|-4iGdC@17%r5q1`Pi~xp-d@{+> zZJ>;j{zcqSZ;!ykYFE8s9S7(S$<}loP0zhySu;oLqx|rwM)e4BX2^}z@;HdHIWS2XG zXVHd_4nrNq<3Y$3eh)ozbus#(q28$zbL+WQLbk((h|`#!#UH(a(v|r-Zj8#uQT z+24(hLj6ahE_W9t;0w+Aso6WA+`77$rn+8;QsiThml~oVuPqxG_fXA%Vfw{lUqd_v zDB1xPHG%Ww345Q1Oat@2>PGwto%634EdNS#*S?g34Gj5w`2=4C!v_1`Oru)zV7YT| z#|BhUQW$>r#A{k5y=LL^zokzlAzr=Zb}+FY_%F(c;;{yZ#HVO=y1UgfvLpXEp#z37 z^H28JepI`0*m1;dcds4|csF2|0W#e~4mXHLZ9fiInzVFw+GPaO+y~RFlV9rnRAIEU zJpA%Nups=OZQu%wW=Na<@vos2h4u9{=)ZoW;ih!5yUcpxRo~g~FW4JygbsCzJYPvQ z7MFlWM?rpDv`T)5-gr&M*DRl|PiB;YAYUnnJA6hj2Co@GOa2Q*gU1?~E6>E3a~gHrFVsUTr?D9UED@E=kFT{N=9h*AdpAKhqS>IGl+8hmEtaPj0uixB__Z;-58`R(0)3n znnaC~j=3cflbJE{pTZv4U|IheYXnE9b4X%#^dUR^&q{gzJ*+0ZX*}?Nmb;yFP`w0vt#bf40oz^L(ScNP(T$5Ep6$e}5Mc9NLWNH}AHzEf1KljFojP z&|-NcrGBx{=LvoI{S(G#cLNQ-v*#0IHnT)KyXVuw!5>otdysJI z1nBY)1nMk!QH$T<;wiGMC+b4MiN(see7^ppAo}d4+062|2za$`{8Jz&XbiZaJ3F@c zc6*mP`^#^5o;XGlQ{RuLhEHcPN3Xx#2cSniY3h`X#bx8w&0X~4oIgO)gFA7i$mQe4 zoAFh-%F&)mInG;#e(Ik~>#YM;nQ5RYVWfM-GzDL>(IEIodcHb`j>$$?T~$37wg}EH z5)={079ilADQ4Ur>Ie#)23tucf@y|Pc71d{H^L6c!U|(hSu9HD{a4?xI|HPKCpI9r zZE9}&%b%Z%D@cpw1)w#d@`~R>DKaHmun?e5fOgJHv`T$J>%3%NNv%x(&2zuN=g4sP zhU4FTpm{&u6k6eZiC1cN!C%uC$T4*@_P(w!8Q1+senEo1er1D7p%D-ebQ_$hAvyoL zW#ukg^K?kCTSqaWB_G7M(57iD zInZswL0k9BVnEEg7wtyCrW<52lx*4+hWymdqyoKcsEDG$C4c^#R)1D1FX(Wse-B_^ zeQU#__-w-A-wV`l_c8x+%S6k0sONCVW$PeU5_V!=*Os%fk_XpoTzu2F_%$HB-16;2yyXxyU zVQ;t>7Ord*>xlmT6|&OnPn?KW|Duv&&vIp3P|qMrcbhJnl1QXp^Ys6(gH}wKB?9<+ zK$4q-&8bZ;X0iH6VRGEdtGv5~kp0ZSBebU*nwY;}GzQ)h{PE+%WY{7gdgwLN6%w4D zul@G@JGaN4)^I9!{$S%&Lj2{y94^q%sJ*%xD*$PC>!|rXsC}R;#vX%<3p5jqui%A; zGqvI%#;lIy8A!1H=Kte&=|rS7{J@cAyog^>@sCQ>($?-88^Z!>n_eJpf`I_34iJq8 zm|@hEm9fgj62U--gk0%>#CNZ2PZi>Z67v}GAnEov3K@)HMtil-S|@ogrx#1 z*2C@uHQ!yFmIU(faV2FNwPHjs&8m0fqC{z_Cf9_<-SZ`$)BM^@c%x#|;8F+J(PzNS zUQ`;jCZ?yyV2}$#iv~v3EO^Lph7j)O&!3^(KlmEn+t$ zUp7PI`vz*5A4cAtbYn8j)?;GuSaxic*Yo;16iNq=J?g(-Zy}4-t-`Atsjww)*LV|+ zU`4okRj_gzDE5HaN^)6x<_A=vuj~K1r1LxYt~VA<2Q9liaEvf+oBhC&5Y$Vv-b|C_ z?83NEQe(mccgQ+`uoD9L@#BZ}N}E_3zr%Z|=ru1-dNT|V^`$5QkK~xzr2qo~ z*ADt0?r(cz0l`$6Bg%|yL+J>;zfc78r?R2`!U$DAUUS)xoCt8>+ zuDLXPeuq2M%-PSCZ3<4JZeZ|tYBMLsv3*oXbguXx<-;f+IKRfdXH!BMaQCp#%PRsa zexZQ3he)cZVA$K+n^<3;5_FsQBKZfHwPTnSs(MHQcNdNUG4pk z&aCUrOG~zlk`buf1XRmFXh6-yg#~1RkdtAN)a)x(pog1=Y7Zb39NM70vaXq&Omlg^ zo4CE%VZKj5)Xev5=MvvlNLq(Y%0>!CF5oZv@K=Xl{GP-2M1Ib9a0+Pjv%j2h{p|h0 zcMi-PDdwlSq_Y$rghm)!vplu5uwu4O3$8RCCgA;G@vB!Wf&D-yr3Q4nqW>N1LoC;|7EI#9O+T123K5v#HqrGRvR%N@{5WFJ1_V2=+C7=3^CqQ7g* zWW=iK;Ps`eW9^!)HxUQ<1DwMRW{8u{WqH);&`)D75kLO41-|~|0R5UgZ;ljJE(?7$ zv!hMZ%P)`-4~BAJdiYS6A4=hr2i-NOR`=ychG=pCP>phSu3a|oPH4YIwxKUnoAU+S zZ_W~hl|OQl)Y`^59xH1B8Jtw~Z|%=YP5s(f!}LuQddmlr7=RVo zh$l$k^k(iuvUgm3yN2wQWcdj2@WOx;tJ)k$KMKwkekc(0qxEHFoy@kO-!P;tC2kC! zN?_MLyaVVxHrMSDj;AbbrA9aROGiul)|&I6X{eOb>sdW@uS^-wk+`=KKT2$?$x|-jfZ0ybXX1=WIzpc zMNxSTzsnETb{~$;0&QS`Rg{3VVBp44i0$@I_)?D-pXXB70oz^OTbQ%wJY#`<{nq1! zk$Qb%=>Y`ayR13~dr%}UZ;@ZwPu0U4IV@m%5XN9G^^leuR(VHJ##lXFsf_xvT%xQh zfAe*Y>(5!(zD^9UcGXh5Kk98VM;NG>oB|){fvJ=yyNniOcOo*12c^^!wjJM#WejKh zdhY1J%2d+xz6#zxURf%^GG3S400qvUV6@;K3eeSC^FW(>K9W)@acHg1m+#`|Pd?YB z#aP~h8&?eFVRkOpWg5YTcV8?PzYH_^xu4N`FL;~#XJ1zFj~~=+R7#iNRf#a*D?P@_ z2fRe+^E~O;zSr-VO)T5ixPR*T?4d)!*$}6?=OM{r+ass4DBt%%8H+c>pm^d&LyO~b zUDMDN`cf=I=Fdq&nQ;v{NP&eS{2RX-Y zwv3tWRa{TJoR%GQqd!b*4!l)(v}Qp2`gQf@uzpOl+joeQmWP{yQQ#3C)R5y3<)*g8 z=e{Ez%E;-kq`0JD#uV|E@zBwkk}w72=G^%a$XgFif9E7y&v$4X=*reUl@~U(k?DoQ zGB5N`wc2U~IoL?%|LSUe{Nkkdi4&$*rk^ z`q>Xr zyiXK|P5H!7ip%4Ilj(Rq;sJxouUQY;tGf^p9gelyM9i^{GE34lgLls8c4jlHl^5-+ z_D8Yk{`?(3CtkgJIdvTTl?<0Zt3Pg-#!q0F(g|^T>8osQIMnTI=zWYRCMMM?=3tpLK|OME{^zr2a_?(F%HjlecY zqee9Ov4>>3oX5L2VtMmVc2}b^qPnl{#{!G~Acl$4u1(TdB+Vhe^T-}dg+wHH>qbPJ zuC;&fW8riCr>kBt)eno|8H4xeu~@8=kP$1te6+$q-|Ye?=;L6uN4U%4GFH?`H9av; zHc3zzWz>kHeSh2Sd0`!ADBwDZ0WBcXzi)T+HTnu%_geIu{wbLoVE)-TOJL4D?nHB- zd}zyDa z>PW&reCU^AxDkAt;DlaR|PjKggUjIF2y!i#3 zA9n{~+`;})T%4@glbw4kZ}ht5v+J82Osmn(;KRf8Pd^g&{%s_>{9Vt*@87tKYV*P- zm0X-uz}3m5^ifOMK@9)djYspl^fdjD7l@S`KzL|v?-UV-JMWr=p11vP&@|m%9*9AL zU~t&LBoc)X#>gu_qdhTf8|+j!UkrF8-AOm}rbe%_-=FyMwNPeHbe=y*yt^W&c>Vd0 z%bf_H=6^4r@3t~ZT2FwRIe5JxIY9^WsE#g&O@9pcOUsVh_A1`*=uI!{$dOlu5QtL~2Yd~ABh5cS?O}{Ctkh9^H6%}1zV`qE!8{zrwrPXx}YC=;h+fYl@Jwn#X zgJ|z*@0~-}%D{7r7bXP~2I<{H<;PCj`-2!GJ1Jdo+bRE1FmmAFh2>+z=s|DfQu}xv z7d;G?sga;>$_k1`hDZ^J-_j{2{r5dEkaaMhtsUtlHHF?I7NvH;fY0A;mzAB{u`<;I zswQ_YRxiH>xO$0!{7FPED_QLxjzPSzkC{kg(0jo39cu15JVI+Y{cb90@&n4-bj zf!Fi>hew`U9G{gk^W%&ABziY9eqfXR9v5nb;h%alr?%94v!~+8H;1hF99QYT>-}LV zIyp*xQdcP~3_92vDx?r+X=jc{lm(Gvv$j2!*nGJcch^(;ZMpWppUeGBedX(t-R(HD zYHxD1-stWt@^^bP@Hq?nnYq}f%c)E@PA792560#+@-RB$IK|G6VZp7eAK$)J8y z`0l^#zg8nwCKDY<@n>UxomdG0ZILt6Q@O91i8Ju~j~Vc|SR{g}=T7tP>!`>O|LuIM zVzNcraU0@~Lxzn?)tq0pwBix?m81O@^)8*{SNYS{7>z&U|B&B#?mCT^xVH%ZevPt$ zN-H`T%BQz<_fTGL?^NY-IV7@344x#4k<#nUI6H>&^Y7 z?>mK%lNjo!tsb-UOG>H{JB9B%EyjKDUy5P zCKbnRdj3O~isJp>s>dJd+c(O-P@Vq`%u`X0y*@3g50IIAUl^Mq9`h?CFElIAZ8Tl9 z?vz`uC~os}^r*=gS=-m8(=F5pUG?!1|LlXVBjl5w7jU2X*v>2-;H8lMnQ@fh%zUl; z{l0O}&&Jf$Xk6NWyOW8yZH0kh%U|Jc7~U$$7F&m@{ca0c8y80L5c9tUJTvw|ZYCtj4e3E*I9Vxl4B6K;jcx-ESlSYGj>P|NwgN4f}I zrI<@d&m9df3^(;(Ky}$z{)RBrjk&SVig-VkTd?dV&=hd*Yr!^Bfg$dFE#9KSxbf&L zHhSzE?8Um=d-R=$%Y{k+y)pXb+($L$gh!m{M7r}M0d&#Uf{=Je2||n?n}3+;3;Oor zZ>tfcu226hCBPLXCcLg)JbL4NRK2+9zlUERQ;Sp%Yu~(1FATq;Y$L3njM%sn4QTx< z0AB#X{m$U};*pgogICbZTwimlQwG&j)6wO*s6duZ1<^>ya6=TCK2}(E#J?q|4z^mL zqR-qvo7<*6^=hYIOS4lW@vVe6c<0Z4Eb7ik(ViYIlfLt3#zkrk!C?Ma!`0j^;r29? zI(o3q(UW&xS8ICk?2P~U#^v4ljErD&V5x2?H4-EBKkLtqwY&Ev3Ah#EWoCZ+^BuN> zr|0JX#n@LzRrN(-f+*76-QC?tcMH;8lF}VYcM8%aDcvPVgMf6Gba(e0{H>Wavu6Gn z*8|@I?z`unv(Mi9?D)R7V=Ax(&JSWTLVe~qvItKk3=>q0m|NxL-Bml1W8zQ4(nuK}_BqLD)^jv__DMFZ== zaw|d)Yd%8=qSlJ?aYA8;D6=QKR1?~)H!jT(1C#Uhs>QqiY`v5dgTDMkSwjvz9ohco zZPEHVIX{Foq4yd8Z*8tmP8wW$KQZMOQzM0FwamTpGDhmT&u^o# z7?7A%tSA%isMzaS!ak=|C4TSCR*@(`$RvS@qx|nt@@9o~-koQ-F^qp~;%1NVJsdz-EFtA=|Ay=Ki0k7#q~zLIQg0_TyV$?YpZ0O*EL)wH zw~QyOrQpg)bp<0guRBIv$Re?s*@xRDVX8uS!mb^;?5ObLWOc>QG>atlv#i5m8ceueEGoyYU5Rw9 zRM}E}rwc-uFDEr*|2;u~^UqUzZDNnt>x~YkLiY%=datcS90`3q+`^}+E-!R?7+wW)lfhkdZ*#@(7+#R_vKL*p0c`k8cO^xf$;7_*Gre=G1! znh2S2r2XA?t4DV_Ysy7orfBh$AJmwwgB8TicsZ>r^|`P0ntH17D%0zY&4>ZIFMlX0)(l-8fK>n^l-$q2!muT3mQGe>j7lmDKT$?C25$Dzae|R! z79mROPPXJLr_bgB@o&|-Ua3YEw+d{U!L7l~p7nrk3jC(O(f2CFF@mG~KOyyXwT2(2 zrUEHaw7RNqfMOb7_f6%T{6g~3`k(S9NNR7(tf$WEY;tGaOT-u__CuKP*v?UwtQ63h zFn71+a-{i1zwS4iw>0l~e-zSte&U9U3jU67|I51vljagNGmg;! zhFCw!RDPp^oM~-^li101c}{?B3zehfME<-PdAW1jm3_6^+H(<0C&>)!sP?2g*Kv<; zDe{lf-|}J~93b2RBa%Q(!T!6G?^bSJ-tN&+L4AD^fWHA=ZAQU^p^>0`Rwoqp$Gm%UUm z%!t1m7gwe2*fv7CK+yMtMWRDj;D5#Vs{FZv#;2rZec1oKDo>-h=Wz34QC_^qRqXHC z+5Vt`n((A5dn){KU8xeFpa5qwkqX_xiHXYh$|e^Mj!alu<_qO@NAva$Q)Z`vIXOPw zhfjl}I*qv(;ZR?We*3jYQpxre*D&#}F_~#?fnz|XK~;>)RL1vIX90(?cT5EFVY0Q; zSg%)c!d}er2|UFhTc$!7AxpK|Puu3=_ z^ZGQIzDMGVqI*S60n<4W_s=r4lK@Bv6GIu;jw@G+hO~Rf^KZ@rl-T(^4B1>~Ij(Y1B&K@o9uH!Y4!#G~Qwp3}l!@2dTm?)z{o&0 zA|3BxqQ}TwTH3pIqMB;AM%<1E97weuRS;YAW&7voJ}eHfDKspKb`@rkdHtkVaiu?P ze{wm7wy>Zt^?b$E4kwFPR`?W+yq<8Ay(L_GY)w6rIOvp+N#2*}G%ELVX{prXS)p3? zttyYrEH!2ZwAD7-8Q3gt*`p7Chne&D;3C2&W#| zHQz_;T4L{aot!h`?j%H(3y4V>D@)q-ch2t3Jdd5GRqXKz#^y1zxTJ``^#fr*Wf z^*B+DP-f{5pE2lMI9xQS2X3Cw@_hGWR#Fbc6PFhXHo_m24lR_xb;%c<8L0o)<<0Da z1S2NCjtp~T{>TnT^?iy;N%V5Ic#;_(UUTvMc(CLT)7i;ZsLbS6eZK8>`E5Do&lEYM zMYOuDp}j|TSC5w!05rn=x&DKm3nusCr!FNgM-gEgAE>>Vpf1Ng{n-2yr+J)*;zy5) zmDkH(4<`BQQMM!2tH%ewX$d5hek<)dnqHp%y*={uHR@~;Zs=N^bcZm|cxupEbVRrYfH&GybaXD{)S$`Z#`2-uWg-_tk+?vpzixE8TzaqR#!mAQB_{LC>(7v2 z0*(44s+&%g9Va+jMKBDeJFOF5@LqCgd~p4=aKEs-bLG&dMXBqi{aJIH0Y+5(pZ-OG ztY%QF`5910tZrm~9;<>j@+|^R=65(LMq<&zl+0~2Rz0(|;eNblyp!<`J6}}ykfl|< zTcy1h6Kp;Ls6c(LWb;umAuB;KD5_w!=bv|FN!){LtS{1DeeQRDbUyvP}v z-@5v}I`ugDah-EB1oh|n@T|eZ^Lzq_Q!-QVQH#n{foIPSN{E?WKW!x1%phJvvy+#5 zS@FF$8ZzVT@Zb+?8fiAR=QGxe5gun;ejqFBBCmJIEiEnoRu3|D8CPY$r%T~?W8z+R zCkH@sLz#kU^Yhw{PEH;GD+rW>9v`m4efjjo>W5S1RsdZpy=`|P9?$kQ)WB|5rC(IJ zY#D{$C$!sugirhr?|mnJXVx*6dRj0;$b#o^ya#viP&v)xU9==b1gn1280e61`jmv-hc&-nKt};ux~GsqS7grb!4ydIGdy*&rp$(-8HC`DzS9Yey%7zN;MAdHQTcNQ9$6%-V_?{*7IHLG6v z18lN%(2YsJ31T=W=e1{taKAM;9g2!!>NLVgxxz`+9B~{qkW}tW?vv6I3B^=hho1cI z_xCfjPM!<+2m+`owjapa#y%`G@^@3m4G z(}Wxo)*btgNl)nqBAtz}ok^Iv2l6MLD^=va+&dDQXx|d&>&9YHKs}+d_&s zEwq@9?}#hLbvq`tmM+3aI;9MQH&+^Ky4A0@*LrTQf|H$h?yjkKx6;CR*Aa5h&ZDc7 zvoz=WPHxNoy8H@kF&t93Pqu!YPqMJkPy^;a!V25SL94O)LbhCZ)3cWDP^9I|OK|dV z_IH~Ce$nz7B2gh!zN~`AE<|vaA1UXSZ#uUhKcg%2gwnv@KQ;HU#(Vi#>%iw;A%EqJ z?Cj>|v>Jqc22hg-69y*NX8<%+3}|zP99>@aZ4CyG!aUcQ9ZVCDI>Ef}HB>VwwXWTs zd1aB=Q)32CgRv8WM7mkdAC@A3JKUhoNmkNAh_wvYA{Tg*R|95pj<=A7VTRz=3Aj8w2&maHWGFD7UPca}CsP4#9z<+>yr`TUJb+rN zt*r$$+1~v#0J1b0AS1k5trG`csCVrYZ_(0NNB{Y`@A%2Va%;-fvlsMrZ&Z<*s&vym zle|S%6kl=j^!;x~_u}5|hR^NzRFANVKR@S3(cc*EvfJ3qNxy?L98cw8Jm&yv%uxOg zC%10w?cwjk%9^{3nYku!R%kVbfRS|Bj?uX9$robz8tYeYJv_B2nf>&{A{B?pC+?k2 zPi$0D6;T4wqhUs+NCw#e_9Z81G22Yiv7387Js%Oyn$h=);y-Rpc=`Y1M8V}6%^Q&& zM11T?6tnm2pVn6K{RrSkq6uq-&l$?6eyC7V#XDZ>bq{AovF-I=#>MOMzvn{AZ(xM8g*ha zya;j%W%HgnG4=4EzxGj;Oc?GeHA-1@aWzOp=$Gc~)4v&BLn>>F_ zg&+<;Pra`SF{=r?B9 zGH{NiP$BPNdZP&kS4$oMHX1``9_s5=@hS%qM83S>&*FTOeu2pR>d zc)RAf8#yKkOxuSrDX+-p1;dVE(PT7_A3H^_%V-TiPJ{d6Ebr+R{Pb3 zK^V%Q{gTd%J{dJ5w!evcN#?YO^N-k4|`q+@&di? ze%zX|y^H&Xr76?xKQXSAKL$E()+mTlr?U( zcB{v&OZ_I35Sqq`zP>X?lSut5av#zg|#pziJGqJLYSiETM z%(QZY6F#CDza;}R`Of)gQ4v{vNU?&<5&wxoL&fKE<4|stHG8>hwkAxXxO$32Wc zxUsI2y>u@@d%S;6sb{~cZDCt!#MlJ9C&&GPc1zM0|1sI@biH3auU)V6WSEq_2_fn; z`~HE@qyDrhqUmmCver~%_|ZG=ZS3@s4Duri$$LGq-O%kvEJ~REwv^GMu*~$>6a~O1Gw&RW2Ye%V+SYD?gtT$%k#=g^>e?{ zW+F}HS7FcK17E@-|AP0T$h8MG6O}CyY8Du|VSL{ByYHOX6&jX&8O>^6DIdDS|n!Agkvp!AxVGucL3V?9F?V>7c(~M_psUm z!I#94vzh5dib3``KpiG{oemRy($ByIKWK$rEaX|1SC47hnGH#VWcnm|3(XVxz1r8Y&)HweiY&|$P0R2J6_n5jsQFCkBB!a{ zkO&elkTe(fDfkN^1M9@uJRYM)%zyWf_DpZv^}jo=Yp+d=H=UHf?I#qt2<@|WyK}em zptQFwl>*_^ecT>h?zVS{1?V8aCiUOlXK%C+Jrk0~Cy+9IuGBwFI1iTH{2pXA@Sq&v zUI`RkXd%3~n!7q(yTZP$zLGOFmAx!pv~*(~U`}v5avI(4XJ5CioAQ3RfpTwY!Sy;d zLlAVkLru2kX@%6+R)2ALPu@^6f$$z;Lbx<5q3)3)&{*65f_s7FMRQ{!YC&JC*ds>0 z?H|h-WHeVi(?AGCym%(zat&TQhIl1{JV@4>lKIFzuBR?ytk^|&&H|~%x;~-p9=@L+ zv7jBM;DY=p4;-|G?(f&daibpgR;guv5AYwd_ zaMz7I7?qzwCN{}eF{FGS_n|LITDX*3kyTi=!5R3;)_<=%3t zw*l2_?pD(zii{{`yRSuV%>LzLR&_KYBEH&x7=3Rz)aU1a@PklvgaU#`ed%K=+2xlpfG)~o4#D4Sl~u2YLEOK zG5F&%iKa7?!H`$xPkap)_uowv=9|iGu9Vio?h$pz?J|z~B0TajL?N049bW`yS-;FsmT9IZP?k{AX#j_azNB*-(5 zei=15IeYFLovCmL1hHac8b?OG>Qqpf&-8}t>kJaVJe0emugIpSjUM{@)3r!H?0tLY z*Fzomft7AWPKq}Hi{@@@6T6)#*nvXZ9Vb6XO=vRhsIvr4S%xuNaQ$|t5CpehVZgl! z_``#5@!_r4Oj&{Vuq-I4zwLtqiPCWD``<7{FUYpVTVm8a6w&5i_t;*(k0NE15O3ikW4v*vc=glkwV`7D# zgtZGMdEp3IUG|PwSL|)|Q0GeWk(s?Ux0usfir*~@bc7@gu(J36O}Zovh03J@y$;sQ z#MA*9l}O)5Z0w2aNsdWDO-JCIMvq{RUu`73X2g-sUR)H;99U*0?v%*F4Z_1nf^2*l29g zhnvaW*-s)K=Sh0?bHzH)M#1SFE3-xdGRJd#vsY8q@lj%?oqb6Oi1-y zA+n|M+u{@KJu`#=o`DNz2J>*=(`jE38k)4%hLJII09+qxgcqO)t1T(F*b%q4yj0$jXkt~`3#|h z<@at142kHn@DREn`|SeBzR5>> zk?n-|vZ>(`x9f4>djt+yQt6GwM6NXwF>-@YZ~9=8iO;?5B0g94sHJq{mKB=sIsW^x zvA1>yZel&6vv>AI`jGvx{78x|P|JYR)Qnuhd+BC>UPd9(tZuZs2x-t&6aQhVgEsKdX z72ZpL7R6Ki#YijCLHdOb8%$Qa$Ou~1#aGpY*gbm(n>efgIk1>B#}|5syUXY7#4S=?(HkfQo>B6cicAmHi^$Y2IIwh?xsq8jun7Q`5g<3eX|*VfQY5YqMf6kZSbo0bm&YLq#p-D zC(ipXo`wiggEScbNkG+qQu_s@5N(bPFTK9!&a+HJYu z{s$(B42}}M)L#1AFe2`wmV7)#_(VSs0&HqNQ!^3tUy$M&_i6#pnn=O@wsfZJ)qUUZAC^*t zgbuN37<*LF-U~#)qKyZps}DhWblfC1)iRXN zNYHnoPY7lUR)=-1I;Tuo8b0Cdf4}pzeY=-h8R7NVHXOx?zM1!5>05UBv1?OW_@fEd zS`M8{4qla}(J$>=H^raED^FQ!dC7dC8=ZP)oZRZVw54IB->HWOb`F(=Ju(f>Nl~HwwCuf;@Xvt( z%TfIiCa2Jso+;8%8TW01EfkDTNDwN3_R4=|e$ltBxUM>Y8@wUN(BE18;H4Y>dGd?q_?d~!a15o;RAoCudd=YA(bVvP{!-+^Ds^vZ-bJnR zU1n-@hx3J^Pc?&y{q<;LVMMT?1|EIsjo|9sIM9S_5$gjquy40$x>l`82IB**hqX)X z+ZC?EF-Zn-`l2cAwj{dc(?dn`U=0v7>kxipzq=KMxh3&|L1;p_Gl1b!8xbO1IfMSm zP^#6B-?EbZTO&xz!rXPh=4DT)WXfyKDFKzPFQZmI6jBRAUfx0< za8J3WonOwb;TqJ{2-3fRmZD**BaikxZqtp;3ne34+nRDN7ftT0YEF-~(8z*Us>NoSg`&nSg&+%Nt(W zW?p@lI&gr#lD7_BrUBH&m&*({n8}$uS!t4&sToNRqaugmD=|DyUe#IBjukVM_8-S( zxp0&w91R#b`8>aL__Cvp)muZREb_sQddZDWJ`{@=M|-2L``s?uP5Yc+>9ju}L@D+a zvojl=q^PMpDgE4KO3nfmKBW~$rb}&#bPJsd+8213!1KXPu`n0UOaUj$9S*7EavG4k z6bt>|=0*dgYxE4bRoZ_f*!?*6-@ahQGfqJ0rrHmagMDl6l!~gBTi%y(w5D0fSvm- z6k)U11*ksCMTv%UxJbhp>Z>yp*8yua*&8N7=ea>6p)0h!KtPof(@Hx>*Va`{TeG#FB~t?rB#Wgw z!XPI*-O5mZ>uYG!?r=vZP%{YxFXBx%8>o&xRUd=<+H+RaH<_G6Qo%PiSS?W=ujHqe*q-~=?Oib>7 zdu0(fqQC>>xWjdC6P#;`sfOBXw;LHg+!Sb|4j?Qq}Qg1)of4xPMkl0$5N93jv3&vm5}Qm5Y!{6ymKFf5PDY zW&xjheb!b2i8fR=hI(^mA}qrby2O$^8zSgz0sa|d^?nBe|NDVVdV(7g`M6}Z#?^yP{vfs~sQIzisOV|AK>V&8svd?un|A>9 zH6>fvkf3N!t(VEfCzt^e-7vpbQ*5GCyBZ@M(i8lU z3e7Tu70dR=SQ%WI_kZxu=~|e{{rq}nj^EYNX4L2dZzqQKc_5j!h9x=uH54x_G}}6& z@nJPk95OGF7oIDPZxo-)l75wQ@+32MH8~(3Y4i8PUF^z^n`Z^=mb9p(4hb%skzg2B z*fN_DnkBjWm~5| zO(EL0ehIAl*sbsVMg^VuP~}<}WHP4f%WSG`jMet3uAGlLn1g1}`y_kDg>!__tErSz zm1RGQ(hdY~5DP>w53+4yQ5zgpR~8LbKZ~}5qN+uq{J=2E0h}@y@6#dln?*aS=Oc4a zhkPf}_d;Ey=nc%ea43UJW5e;UHWO;kGCtkacg62=-hWobEf3FDMpKWC0cAHu&i zx3=ZsXyJ$T{Mxus2VTw%IIujJ*`qnkLnODk4m7=418qrI^)@SC%;f~{es8mUlix9s z-%+T-k*@;Z1D$1m>#5t+9Gj}`n_oE}l2U{y(@$Q=9rUFOIqhUkW{n4`vgNV+DQhN~ z;aW)XD{xLF9v9~p*9RXZQ9UqGYviMb^onP7V=&SDHkD^gqo>E6T3iK#{L${%mcPFncpm*}7r^vPyz6h<-QalE$!Y43!N5z+<%C1Ab#2ks;j1&EqIR1|pas;1Lxkj)(i)~eV@Gnnff z8RBpRPH}34C*(CVWvnVcI>QW|>nIPReT=5%A@0EfkQJJYL5YH4(6?!Z7e> zo2%bwG$6eyKXIaCbo55`HA51rz|GPNs+fwhP{Qn()_?%TM!}?FEC~4FzB|g!KKJ9g zdcaz49_Y2>wf9AJ*idaHk~K#}zW>4Sey*gbY6b=2%@{Q14iui_yTXUfc_c<>UDULXs-XlL zL?>`Ih=;?BqB^p*p)RFyPq19`Q6$5w+c4y)n0TnC3{saMP-Vq;f!b-A$Y^7gl%RW| zISHwT80)@Gr-=>Yi}~Xcg#H|qCHfCWkJtE()8%5Qm_fU(POJuwuyi#k**&7*H99Vu z-4x{CBl>GxwDKn*FN%LG2GWM=&2oOCCF|ZNJdSRRO>}-MGQI>@J!knFbB^38sXXP> z6E6(s1@A_iw&SBRp+#3>k@i4_!T$J2iU5Wn;=vUm=uz?F{sVL+#pl=6cPXrtJ6`+k z>o*CTC#sRD>dG}}Rv!Ymy+5a87(|9Vx!bVb%=_Hz>72|=20!~jB+Ay#&F$P>iV54$ z1m|>x0*qXxh&0SlfuOdq3!^~ICf_jiB8TSZFK#mAlMVRX zeSf^|@<#L3^C<5IP^?V$@vKH3)(`BMGGU)JMS z)}+s6 zESqYVjc#3xjXkcUWg!(J7c#rgs@)ibjcK1H>=XNDfG_0vx&{Cb*p1CpM9$}L_D@|Ct4z9X-NmB-?PVi zgbhLDeXz^tA?NR z4t=kl3xkN52BTY!v>K03+R@9%kagY`Gdn`mp-bIzB<+icEr~2)5Z`xkMq1YHZ)8`z z&$PFqLI*=MGr?VE9a~mCM|ORyyA*$H$tUK;lk(H$8xR91&?ik%S&)7)7p|9_ z|DA75P?qA6r+0L$ykyQ{V$75bKx>%^nb{@#>qzd=O5@{O`8WocAt+x}I3xEvIcAr_%s*D4e}fzO0LX3+9g za@A?aiV`i~hua@_#SBX_IzZbpd-uMa(|r{S7RT|${i97alHav1tgI?v z7G3X)eg*Y%QBNtT-nz^_mFbp-8|T1d`>K!dM=+4UO!~7c1jZi1`&6>`^P(7gIDlS= zA~7EAjjT5vve4Cdp*c72uvd|6%~?<4Yk>lq;Id=mcPW8#*53zgx+|thXic@zT4^>> zZW(2BU&%JRfEOJHDJ2~(!QTLAOxRnGL?j#qa}@(sxbV@v=oPeRWtMjnnQYp0t~u(^ ztR+x5@AV_Ap-hV4%lckLn^P!Z+saZR(n;JD1VZP_2dL(XkgmQbxS=eA{r!zFb|+TG zwf`F-T>K$hn5%U4AO+t$MiFU9{ixI{9Km~4gxa*pn<=FpQPtSmrDyYqBT}V#Q;(nttfAy%yZH?>i@v4%Kmsuk$Qf$bkR%g(t;P z&K?DlPgF69JJ)Gg8?U@6xWXyqd^S5}2rp?k!{VBB87FfN{_gQ$sWR9$0&85g=`Dnb zH`_-EiSL+Laq$MyvihXWJC?s0k?0taisRs~|CM0|gF4oYsY6KY=xEEo@jVF5QBx%7K0B>qzzw zxt=;Tss1CF8MGv`$igUc*DD5$yx{ToY9dp;E*$m?A~YDHsQDsB$5hS5m@d+}r0gkz z0}hR5+~x-OGOmWcd2+cNP4qL=t!X}coE%1xt71ld-o!IVNJ2jyXcm7 zjU;{B8;hv-E1JnrY`-DrRBJ3)m*#=#z!m#`{>#Dc`w6QVa=8!#Cbai5H@Ot8sVL(O z#A-5ZR#qHsp*u;t=s&Fzr=&tpilKHV;I}AkRe6;)XA9nXk=Cb<=L#+F9vGHq~272kdROxS7WLTx7t^=N2% zYO$aDS?k^Hdcyl zT2A@rVfYqU)=4I&dPmDPyX#!ZsjWka8BH$gs`~Qt=Zz?KIC9S=R;TwW@pEB{y4dsK zWT<-gsi)T|nRX~eTun4QLc`&5C;R*HU`j9pIb;Q_C=XL5QSY5%f9vD)6EVVD)k5sL9`SVe^)Vv4M@7*Z%y5fgU3;QP$fE(f2Ew zOfk&Nx0|e1I(iHmM5>Fb({4~Y6q^`IONyE|7s<<*aC3oxP>|`e3927n)K~E0c-o8l zLcfjDoY`F)8*ydb&3{W<&prOs4KFX`g#j6p%oy>Z+G&oA!1k*@T7E(7O(g0CuL}-u z0NP2P^Mv+(wnsYF*^^Jth)Rs7&_LNaL*h64BZ`d%lWx2l&e?~T(?*Z(b=RH=j%^)(ilNV~ zErLI{9EdazsQOyhi`9z9`7uL#JiYhX{`gN`OUdy=jBvZ$RbZfabzCe2sp$xJAWFDe zmvQbZ^tU4UJ-D>_8gG>(7H~@sBk%aJcpvMWevuavcAF4l8L)t(1 z9Sa5PJ(5=2%HnN6Dw3H@8*YOAubK69f}@`+_m9ihKHFXiADFU^e@5<~{hBxFxYUP)nclK0oJkc>X6vX|h(H~0}*X#^0T-R3*qZ<4m z%p-#3LPPtfqBa-VuxQ@J#8+KO*7D!c-sOJP>$CDWPhh?YS#QzwbVSZndW8QP%wGsE zl=JgR$sa1ggJ7N99QFF}7N<&(;FvL|vOIR}&X{SIS@)`W%NM>QLnW|IiL%s(4yh)i z8Me?NYh3Pqzjy((yjl1&hVd)o6Yg8%%TIkaPpJWmJyD;V!D&!Q4m?}iEW91&}4~O30np7m& z9}B!ovl8Hlmk{R4ZO^yVdIAU(eXLk;$JSGD38i(5h^NzbwI|5P*r=lF7TKo%P11>E zsr~WRuPnTqo%c|02l01y>P=WX@YLQIQHEH;UE~xVk9^RtykQp-K+XCtGpS&oS5)Rd zf+v*M@I03fsNZAu%BoYHZ3&kL z!gKGmZ22KN+Kv_lb7ExbsGHo&F}&>IIeiT|-=J_kA_=I9(ZbQKmd(5E?i~KowWAVZ z$=q}pltGrUkUT+nB><({>SmH$({W1=xqQT+2y5X0$A5PZ0fELMBQEk@_GU&m4gh_7 zXJBO8vn}}`A${dOGnz|2;MYQh=SF}|8a09Sv;->P-{%x=vZkN^9;)KLW zQx27_pO4yn9|THG72r2CvXB_4<%$J$-`OkSBYtymiXf?-iP_nkaQ`N}na?lpy_gW= z7bQHWGG{7f#?EiUWrx+!!OaBlFV7J3AP%h_k=)%FXNmk}Qp7xE-Le95ofscZoyl)8 z6$toOWZNNg)&-iFX=5?G5Cy5>idG(ZIjmS7fUA&070b-r zwVOdh;hrDNR#%tfrH)esnE(E-;7+@LEB;QDv207>q##c$&WV{#y!pfFqB7_F`FAhV z%e%2r35${Z2>QODyDBolND4K=bRk6r5mrHL?V{K6Nhqy8rL5qz`&Sa8I^YOgTb1GmI|_BVMiuIj;_95cD`Qmhg!fIml=lXT>K()%Z#G_A+#mYmn>WzBdIgH)b0T1~4m(=zSrkrl z4u;zLLlW*;Z)+XACNpfJv_w6no0-A@#yZ)V-*<>ZxI)*i7VF)J%)aW>W5<%JpnD5R zwp%RXT>DchzW$KV)8%ihG=KQtt+p_$&8a%=GStiwb05F&%v}p@9E}`lBh*}2*%lQ? zd0R8o%04BZ<_GUY^=EaCHX;R|7n}J<@{eoHmjx@xfe@T;yLs)~j^-szH@NT=rxvx; zdV$P75T4=RHKx?ngj52LPy2Mhpq}-N9i0g$zeVz@vnC}zQzX%iIH{Gp>14}q+@ABi ziP7IS42!N)yXsBh=}DsBM)VFp&N1)ulow#yA#+qy^(Rueq+T7q|8x^{e!V2Ts+kwy z_k4uV`@!ve#e;J4eeKxHQbb-0iqr_Iyg7T=`H_j@k?6r&q3kE&%$&mNa7AJImZ#pK zkdIWIR6#W?dm=}v-q>-zaplWmfaWPKE%VidrNc$XzT9p@<9X~UMi3$v7o+_5C**CK zAA1xmiy>jGdXwolP=rf$-9tkZCfaDW#6JB^679X7Rml@MmG}0;&JPM?=LK7pwyIol z>lmqkb3|M+0etMo@?Sew7G*P@PnrPqXN^kb*8C08vc{GmOW5ytHy#H|;kGv4S?@;} z-$&t(`yL63N;HwI08zpntvczXVr;JYOE3`GP`A7Sp;{T*KPo*5O|D%cE>m z0QHSF5yZ5Xy4+z@ZFtJXUfdQp;G)N|{HpHSCr!q!Vk0gVS9AC->1DK$X0q0KJqHrN zP&&y*z}T`|W}*e&J`469`n90_kXQk%5U6qZLGcSTr$00GzWA(gdhS^ zNC2nxbfwp|9iRZ61-##Y>37B_x-W6yX4&({mm2Vy{fLT?o;cA&g0k}R2xf(YQ>++qgoPFT)G&b@8`et3dUPOznp_IL}|LdB` zhPXUZK;ZR%3}G|HBGaRHO2S(W0ROi%2ja*7cY{gp?P80ryf$7XL42Z1Thkq}!2hls zML~KQJSsJi!7r_?0tHH0ieLc&F5)K_UXyV^K?eBAsc30G8frN?vCqxT0fhc2P(BY@ zfOIuiXVuizds;otL0=O!D{CB}GKSn+Fl=sVN#V4{DlRStD2rzRa1rX$)qxfpJ9`S3 zEgnGR6aM-0CsVoefddZ#Ku@o7KQ(?Qh#wB1Sy@?VCh7u{i#sB(1J?s(frb0{__#NRA}%3;3*<1Fae~#; z7W|WRcCH;;S@D~5ytLT?Z4o{ufc-YusK}mN#v)rv)5V1|E-nu090w5kC)@l2KEKTwFNU+swV%u~@iF=XH9ayF2-L>=Ofe zumJzH!iNvZo?C$cboM;s*!%6Mmn{X**(~dH*u1PM@=QhIb{ZKO836GxF$$lX&2EwB zL$Z@tr6xmSV&bQ#2M?f?euITB*OcnpHF&|#1!%PfuDlG7Hu$N4|1>;2eDbg-^~%U@ijLmzL+%_;P7OZlvo*p zIX(x1^KWhdm}FgD9mM4HG#UZH0hpW2wl*O^%l11QlfH2~(+lEq7#AP}4}sPn(3v$l zKOeqi_trW6sSXUp^=MJX*_i{NHd+8$nHGiyL@7-EQ;xJqdjM`qgHoEd%h+o%iC~7g+@C?CpV$a}&e60AwK& zT3VUD9T&hYjfRUm03-q8h1?t#78VF0Xa%=5yn)`i?g(`}#W}DKyk7Pi`Nn0N%4+r- zW4#G5PQ9ofK;9Y!U_?PPAs#xlB1gU5k`)IR7aoAMIxYpfj(W$w{8qc_$VU z2LQ@ST3MCErKVc7f)CtVAOT#Nh-t&-6x7uCz|Qs7j0jod1RK47{~iYy7q@q^SS<>` zH{&iXEdhmOGvDslUIox|yI3Y`I$r(;Fv3UzrnI=&SeBD>gFXOFij9rGySppt=veIl z<_>>&co;m)%MJvTDU#OK`@h&OZ8vrl|8MR3;vE0~8joP3%e^VUa~^f$`hq6RqNk-L zqpCVS(-s9t4l9AaEX-sF6y3l+lxseV0WFE(09X#~@y?d&&wcW-a}*RPzFguug0 z0fx7q1n6oQWaL7ixJQJa(?NsUd39e)bMrSrFD}4Pv*@~D+j=oB2l4PfT07g2rou1` zZz_FIHY01yFkzxYa$y#QIh|;tgIJ29i=j?jTjk(HmW|SxskNAWDN=z;Q&YkbIgvsg zvvfLTGfHY3Y3edpskxll*H+zU{p?rJ`{(>Qyl@Whb3gZi^W4|F6fTIhDx^fC?!l>< z8Mw4*-r7-t`h$W)G4dp#?!G`YHlfx$i^RC*J`7o zut^FR7ks=jplfa`a+N z)^-XAov;l)owjPTq*<%20bzzDEukk-<<7^eW8}`M!=Fo*hFPS%LBgj#epDRtXEOJ0 zZ*N~0u#qu`J0l_^#XtkOm)p2uES5t%G%-FNb?ZRi-Nq8#PUD4qC%W2_+x3*zzJ*4+ zT7Fbzh>oiC?Hd}Bin{gshW?8*T7CY{5%T0UC9AAmg>>L=$#;@nn$t58A5~otmABBN zH14e$O;9PMi$LEK~#i~t7rt)}2a!ya2GFzO>%QJP^xzn%DE{4U#Fgk6fej2yLwhs-Q z<1+0knG;UhS6&fPbPxWE2tqf`qhyAl=<5-QC^YIcJaG^E>C> zweEj#XDyb(%)IY@_otrE^L+N#kMfcjXvAo6aBvvXQesMQa0tV2aPTE4Pr+aOWR$eQ zKTn)QrBzVC%L~Og1pJO_FQw@O2Z#O~_5(k<;BycD$n7ky;jCI^Y-G=Z}*bhfv) zbGEkl^wQPD(aFNjmYs=}iIwrCxwEr9FEjK1eV@tB(To|}lz<2h?j@YGn23s7^8SLm zTkOOF^yJEzZRY*+vY0Q_`|t?x2x>@K^h~%8ba*8QX!usT77w)*-dgc>lih+JDu3kp z#noy5K~WQ#dGZP#;cKrv!pxP4s3=?CQIr(!%=3ixL1V$P_v>~)Zipd|)gS!620VX${90?^E1pN)3?2>%xLiBU}Y zbaB{6W<`)HV4slU%k{(mcRA$$KU~E5JL(IXbC5U z?6&(SCxH)AG*SvIg{}w;p#Y=PB_9${c1-(q4Ah2`Wh%1s9-+1S2!bcj8k z=LoIXbHll9X9U-rbdhLxUmI#aZFzjSBVspw2EMK1eKDb;rj~ksvt)Or(cs2v)E&98 z=y~*-kuiLIeSOU|7mJ+#@Ab(VDkkRUs0{PQ<(!=mQ#b3y#f6Uh#t&S4{O7p1Vjn+Z z2L=XqZwSV@kNgs+rl!Wm$M0H#K0?^o*a$hT2{SS><{i4px+Cs(^NYWK|1PSbK^U*^ z!{hGm4#%A$zd4kqprV2cmh+5+v*2P%QLH274{$G@2v(ymYzm5@+lxK;nzKQ^KY#wL zwD=3K$ohv8ScH^Ba?Byikp2#SrHHsHESJTH+o#OSyq0k)Y_TIpQ1~vh8*cF zdhESDtlc6f_uOYyE7a-)cj=t7YaW=bw1U504#0A|Kk0UdK3vf;Fc{6(IP@p5BKj!^ z-h6S{n=CaOBG1duci$_lM!~|eJ1hPXBBh=U!fgGS$HlI=iOFl%`V^SiXj9!jFE1N_ zO}QSh^Kt6^d|_-lnA|g*@gDWrv-J^4ij9Nnr7qj*v=i^IU%%e35;V71bFzD0T8D;) zzM-RA0UtCrHa`AK6}7y!);?Wol*ne%TkE9*_qgTzh%6)|#8kh}1|Bhy)#$0BqGCs9 zC#&r|ca_}|W{V7SV@Cj%AaGN(#l^*Y;C-(d7{VGF_!;rhU0huDXDiWj#-zc!rKP1? z$#P;H=CC9%n4X^Qmnz_?q^BpZto#Bjs<8Mq4UN*rkHed#&!0b!^t5wwV&B-QHd%uNY=hcy9U(^Iy$%{K>J%YDthei-@mZslp1wE z$HDRM{A6)(g2e5-jqTvzAS@Hs5ltnjrO&{`Bxu;s9*jkCr5DyIDkj#UxfK=>kzH1H zTC?Q?B@!}bOB}q_q>cIZ4Ynm>;L-PlFfcH5>|2rG=3SvlO~rcJP%ot<53 zyTFS{#w!NGQ-S}a19k23EDgF2JaF@GG}ZkImaoC?_@9J<&GNy-gaj!M4_+*Rb8I;| zIqTVquOJT`$6iTFN-8TVipa?gXbPR(`P}sBpLV=ZIG#|~hkqN!xa7V?mcEe`1ss2D zeqPqV;H8g`&(^u7xL6$;EJH6jO{l8lkdn%ZiXub_ToN`vUKB@ZQ`Z=@A^`8$8Oy~z$4l{$7NCRT?Kb2iOpi-WU+4{p(wE)w8& zy%HP|3Chu1i>F#*9RnuD#wET`A5u(Y3g3IyzPPt*Kdp*bdE-K)s?*@gKv1q(H5zs>**cu3Vr|`WXowzvNRV8mHZ2{{m!b0J!zgb$Cb! z3P=LH*DJe(v z7YDl|s7OM$BT>0UMZa@%L#C&v#{{Y9=)U&%_ha5ZfmQILnAB8T=PyihZ%K1LDk+U> z;dXa*DQRh;35$rpqoSe~UUhbND}VfGASD4S>pNaQ{cUq%TpAK&f5$A=+pmb?GwGlR zYieo+Z-P+6i5|=#+ExyUj0Cqs@%#0Q^4G6lesM%wAk3;4fL!zR(Ka~=a!O%$7`#*k9P5TpCf4;MN!^})8D3}^d z;gf(&?&b#qD^*?3J#ewn6V#0(I2MahYPA9lk!GIV{)Z?cZ(-nky*5AZjze{0Q7!UEE^`lNXIXOk~MJU3qE1&g0 zfNLD_z?9tkTrrMG_XCJbu(RRB??SDL8{=R(udIv>0RiEg7aZ#Y;T z^S)Yu%)7mN_fAD!-DyOepmMR?aie$e`V9!;h-os{em&DnqY!6eykXmQDa{Uuu_ z{+QpRq769IShW!AYINTjnJApT=tAc<- zRCG!r3w^SA)S`K<@N3f?R#gBvU`ifqaN>UcV25gB4CKEn;w`^&FuGi+H+Jaj}ka{-zs;NDhjX5p?p-eG^mL zU7gUqFirQ5VI$dhW0ay?XT`n`ecLFMl&dR(Jr7?L&IC6OqakCo6|w~h89n*e zV@M?l{5Zj_l(cd`ZX)({_F$oD9``?P=P>0+y-)-Q(uWT;k45- zYO!_$V?Qxl*g^K(j9S@%-xtc1_x~D_WJMe0w^7y}Uwkqi65@G}Vy|?kpuBBf?QZY3 zCR`)zIFqDhWUL;xdT7(07=Vf$PRROsr9GJ4?btxiV<+3`mXxw6UHl6<6WDOMBu-YR zO<6ctxt5Yb0p0?fzr=EaKHxTK z8-{BE$m)ruQE7V&VRq6?xm}-H_D29wcAQjOuRbE z3Ue8aq=NO>Efy{pCZ9zg8=s~9SLN~%!TwwKC=4~+P$^Biq54Vy_|6dBdrM3D zv#p`6F$JNG#;ZlXoKi6z5%yu-FQ%d5Vp$BcIu%3|%oIVAn08m5ThCJ3eJ`QGT&|6+ zHWt;DcMod$Kl=M+X=D@Ngw@pW0i-w}m+YAM=TCp>OmNLu_$}S)XSpJGNM_?vPhM!$ zSUnT_c{auP;DI6HTvlVVDmGhv(1F%y;{F z^Db)T-QE3iDSdJjOC43CHsKK@p1pVbu6NSK#Tuon1!-?b6;*^ix$`GH=BI84^~A&? zdl&~hzQ&w=8syt!9sMh9p+Yk{D825%LjM7%XK@@b4QRq$8vRavW6nWgwaV zD#gFQk5Z1wd!D9;&?^0F%4u`Wa}D$_1iLz_?CyAR6#i@C<-aL@haWzCNE7Gx|8Kb> z5{gg#U+Q{UTa7T-rNg23lE z(M7gSBc`L7W2~NuuxmJH^>q1`q1{MZGJak0zhBxFP|=8bPQGsC%u$_5WR7LVmMHJ} zuo}i}I#Xs68yDwl%7}x*DwR?B4Z+I)()Tb(&6q$LGTv1&f+|Z$_;n0*?<$UjtPjA` zx_s{L#MN>5$CG=cxZJ1ymz#btcXvxC;Itdn848Xn^n;PSL7p`zOC;fiegB2m3kCH zFQ3Q!G2yFULCttd<17T@LvV25I0@{YRzRH~<+n*ny@hhJ6fySm7peY&&%&@w2FPu2 zhxPu^R8RcEe?6moppxE=Hg?8!$f#z+#2IUkI(eW{aIeLck>>IUiyH-274MlYF8qvY zN1e){O+LRcJjwWiq@j_oj5;U&FAG;3LJJ-cs|8Zub5)Mxr5j=4yaP7b#343VDQg`8 zm%R6j>kPDVwc?7b8WkKSA6!~WD<~*fD|+|;QKY64{J_;#F4YdQ0Z=jeGy$F0Rhi&A z=}~_@Z?9)}&$v0ZNP@H8S8|O#xlgw?D02%@621COWX>a^t4qe26mfiP59j6WO~h@V z-uefif=tpq-${hF!?mS3bn`O41kT&_Fl1kIV2mn?ykEB=U{lZsgdsQzHtwOiKk9XO zH`7xCYJB@2avF0oGW;tlDkh65ypBa+jo^P}YyGg4>OtKH=cSteD&3;5hhV<^&YJ)~@9^QOe8=2`iYw-yVJ?Dk_SCiu#I@^0R8bT8gRw6ytv#jyu6|oCI-YVc|`%lI*Cw@qRluBVJOK zGB=a``*)Rm#{y`vXpZAqb*^Z$nt2yDDP>>*uCukpmy7_>!$z zjxy?yEYdmA{RXq|3P|={#%$3)fA)eN2v>b07v; zkRN(~W^8KuJtih#!FFqaYiS)cIA)LcH~S0q@g*fJdhQ!|nVF#gbkCJOq)jxfEMlsX zu5cag8)$f;G^Zsy${WcMVs}=(pJ4hh>HWt~5HV>$;{AI>;JN@MV}l%PmgYS<`%(xn zZGzX!hylv5Yw4Rx%RtNVvFnPvO!=B`r_^Ly(7D1prs}=DhlDr`4X7_&87a?I=+hOb zn3y6xj~e4a|M`N1LuWbOG_+^(^dQK5h&qWnkUDWlaIKti zd1QQVx2+t}EN_<8DfUw;{GS0HOL`-O1Jk(ZaJ0Z0I3Eb^?9l5e-S9%@B8 z?rq*QF*{jD`Ze~ic6N5Ma&nZ_eg}DhqQV<_04=!0xT<8#_w)5}57F+vGF)9Yj}PCm zxm+FPj5Mj#in{YSS?we*4J6C;6D$PI8l9XhYivx79~KDOz(~;9De3A)445Lm6cS1U zE&XDF5CF7n?Cd?Dt!HB^W6uPFLGonNuD1$Bq1s(g(yY2xcfgSuJ1fh%09o=T@BxKag(=0 zpyxKV*8(B`qkmO)_48^7y5*gP%ji36A)U^mRbKMsSW(%Kv=ImX?{ytR%PYYYo8U+A zP%BN)d%DadOysLh-_la^11Yp`={sE`8i`I9Usiq%<=W zcV!hcWoDvS{n=z@Av7Q?lRrDF)z;P)9tkoAnYHhQPhO;&1$+hx=uHdynLge7p?rQ| zl;}Ru`00O0849$9%%y$DorEU3fRLL5I|a|7(#!@D5)wLk`c?4QR^B$y$A@mRvqnJf zbw!L>2Zn^y^G!kv5N03t{}yMI{ElAI*_;gw7!{;X7nr}&=H|4S?EnnG-<}?LP_QXS zbxq=opOX;gKbmn>u+^i4&2(hbSuU}BN84svm1XZtS-C$O%4ulO@l*>7aW<0Ai2+-7 zAyoe=XRIeQnGzH{5h=e}uJ9~!bBju=DW-i_KG3ZI5P}np=~w{Oyc4QVD@L>8(V1z< z%HZW0HUH^@RF@| ze_Vve6RbUX!B%MJA}foUn3$NCCn6-oxdN=@6M|6)Rwx&5Xhi@3q+qiN&M{~ihr74A z$rav`g7$;FZO8e$=J%fM?Gav^!GV3IKWhf=0_x8qSb0PLq38}HSgAKL%C0JQde2Z6 zcEZ+b5}+y!LHY+T_{B^eX#7AH$oMfM4v?C(aY^xr;*)&M1*iov$stBH|uz1lI&ulhVWdr)f|7iOdn26NT2|_FcErjwFckA|> zQA`G>Q1}XOU4l%6*>*sf0>I^8Y}c2!2$;!$7hgj{^2zpm1(`4Tfu$3F@Q8|cVwU4PjT$0@V3q0ae`T#OiZE^ z63h)KLD$furYgP|!A^IZCPYYM!I7J?eyx}@!0ari5}&cC32LMJh=Ge9@m6gcIC zitBwY5nA~p0&c(;PidO#kK4w6~LrDRcjP9Rn^90ttv&z-13P0AL|Gc!^s_{t+-}xOu zJYjOd0oX7&DKu#|&X9_kxBykSaCtO#?yt$AunsjkretbT={{I!b*`BLr+VS3-&HkI zMg4%Vr>FZELrMIIVpas36T{96A}P0TAkfxv|26Z;Vm-=e4F zAG-s-5tl&tbHV&6Z!xC=I?BS|MJ0xJ7z5$*YVZp`{`g(m)5O5AU6qeb`AkT7xG}(; zaQt`s<^3sq)fX2qN-!qvK5NV=G{hOde&WLj#iO6XQj^%c!yRg|XLpBzQw))LefwZW z-FxaFbNGzG(z7rg|ChyZy!w^-~}%!XI~$*s&OOg-=ca<<$M8lc4tDa_*mC z%5H|~eS6MIpBEw(T;_9vG-1~)H#Adzq9DV!Bd}P?I{iT#Q+a1M(#9|cVb~CDdfGNOY7W=*=6&e~J=At6;h{n9`rf9(=Jk zRo&#%ibU}3`}ejy)%=QS3^BGJj9maPqw^ebsgWcwFHwLhNRc*H!PYlkhLJ{`#q z#^gVLE()?2h<%I3)RdF~NeXWOQX=!(`&e14Vwp?J&Z(%RT1lOAqKkVYA`wFvZN5@X{zV!IeGCn zY*`;4T_1*essYJ2Ma*i@@}yjz(SFbtNzhu}@j}vJyh){&LJjACnHa7G*d)^Pt$;vE zar0vx`!6uy@J3q|4+*ju$itspV+JLNfy_OAxIbk1QM7>QU316+2ezl{X*6d~|D7w; zj4XW>|6j;=JIo&7F5W>)e*B28IZt!Dveq9Nbxim$#gtwdnBob%yzLWbbR4#&Gp+?< zr9GhByXmw`{BD_>Ufy0ccl%D4xHd15nWjhC7*6rkRJTfJy=8M`kd8oa9r^^gv5J3$ z*~uH1e0AlMt9X=~9hWb9(DHKPc0L+nZA~Kiq=C*I9a@mGL4ikLx3aD(XK(&F zGTSt0lk3NsFt)?N`&q_0e&`kDg0_=1UEr0F-_o~N9YEkUYivw?FQ)9T8rPr?BA+2W7uF>ZTKCg&tQ#UH^^4VWKhI}aoaweoxzl12J*_>XD<-`FSh zE1$i(F>Ww2D#636HD*+Y`Ti?zcsphnOXBQ|p1~w-OvR~buh~0b?5`LnR7@2Nu48?F z{uQmL;cqDs5ET_G=xJ@4Shw>G(RRZuKsY4(JJ7>b|Eu!a6^f)kCFBA-0x;k<|3QNG zf`9KVUMC@}NOn+h9L|4TDp84#*dikdD6FXHBm4acGR>pn8M02Um1P@S=>CIoF`=*K z5oiBx;hLH6l9-4~JL=Vj`n!)xo+=MRwo`Q$+@D%F@+C$x&_NV2|c9eVe zE_;ozTy*Eo{*r#WrNfaE7I0G4QwfbP;F>eGnh?8Lf#V@n6oy@hY)x(=Y-8gg0)e1! zX>xz7F4_T*pA#Meud9%c9#6eMuQGoe#XM6|y^(`YRI8dr8?>^K{b=?dmtEHwlrnQo zO>2bdx*(hOdUN`j^VBRlFNms_GT19VpiMY=!&x72w>T$a?iVN|OYYUS2e{dWyS}rX z1$IB4Fm{bPo+$5ZwMx4hI=o@CkGi@8um+IB9Gi}g4o1TC_I{v|PnH5bP$IVjCD7d^ zx^Z!$l|jeJVQf}k;f>gmFNq}!4?kTuZSkesb$Pf5Gi8rr59_<~$37}`tk)dN>ynO= z7sqRb?pra$6m3V33uT4BE`41U0L#1#IPlF-h9ZNhB3;0}2E@kVrh1)9Gu5s?zdT&% zdmXRS7Na0&;S5M!9wcoC*2`1Jdz~6T>?TOU2Lc8FO`Im0MtU$~HE;Uz1aw%bgQWkI z<}`9qx3uj!bsw+!M~gkV`A$qQDoxk<1N65NHa2hfCJT)~3k!FBeT_{_+zS-P1OZP@ zxN@_hO)$R0!uA`~XpjBUZbCL=6d*xTy?q-28-D`X7xd{7k&`qSeC6;{OfUJno|BAa zo2HZ4MBq*kSil?7I&vrTAM0`YEb8$)UVP(hq;2U=Qnw=>xV`fUPwSj-Ma`z#4*504 zZNCf`9UVRIbv6KdWW`L06TmntDk+ItTlYZ{z<3a##)(1Ko@E5v|Bb%*a+^6$K>yJ( zGw1yI)3dE{FbW)r5#I|L!|`T%afEf;ZhrgJVQ3NnA~+ZX<&@$&Y4PNnNz`wDO{b{y z{rNyi&9@i$_iq=HyW{3RJo38`Dhk}s@>hYRuq4@8UO)Qm++y0Av&v?!%cgpv>+)a@ zj7wRo*LMM|Ee(WPP;7vjhAB%=Im!wqr9dfYnVKT-1FZ}gzcR7UyR?{2j95w+al1)w zV7}1N_+$i%ic4ajF~|YIcq-&nwA@A)y}{gH7{IHG2~p) z@<`kqH<-FEq6~I(-7=|UfGXon4011+GjUpU--2gx*;N6{lK{v-eChB`Q$Hp22j5&sd)byIf>vjP(l8D6suK9MNSfk#xa3p%R)1rDTAtt~#Z?CHOPVmSm_>Xh6 z^z#Gw17g6IM|oYpYxI0ta(d`s{qP|6$Y#TB^xdP(%M7QwA+9GxQfS4@cP`|G+x@J{ z+u3s#7$rqR6ZGZF6W60fj20ju5b?XQDF2oGzasFHIKJ@V7gEp3^;HdHJn9`0HKLDe8w8q@4^OO#>dAeQJ+AD zqtQ`T=7`L<+0aod5xZ;iOUO5v(+&--n^BlZNWI(k1Q+$f_b7V6<$B717Ulia!oq@9 z*P_Ye!V+;5q}`&0ddS+whB!zS@PB)IDOp(o{Y4rOQz`fUQoaEJ@kCnw@Y_jqlK&xb z4$kJpri13HiA1-(74&Y0d^c(T{v@x}vhSNROpjam*}jrRxfE*W$0a~{9}#I(Lscn< zdrCWnZcRpbqW9I~5Un?`ynLc=-RXfV$qoxLypMHAaw9l(&L?n{d&DfNl z$VQiki+g{ge9kbYt*>2%F-f~MKK-&dL|`B8Ml&A}PD|O~3!DC~-D5O``I@@r)Bm{v z!4Jaz)|3q}CmOY5!N_NvT~?A>@wJi2%aAc+1fKkCChEo(-mrVW#UUIb%P84={p)?& z2)=uzyIWGj4&J)noihXp1Z=9t2}XdCCyTeUUFKQ{$@bzH7A0i`?r_AU=`KAp8__;&4mjJ zhH_L`azvkJ`pzD;qc36Y<$|8^CoH($)7@wCqwc2=)sb@bm+%5QzPG9M=JO!ulo*md z4g^5@tAqc<#<^}g4N?Q~lomTR@IH^Kp~6)tCb*N0rZ#89p+gQJlxSOKN+uNM@~=u* zbm<2Jn4y{lGtV#0(vL3g}k2^wj6J(F) zr0D?b2H>TZSe*c{{&CIAC`~C1uk@#$&x<0!LHU@*VNYOt^My( zc@P%KsOj9db}YOfg8Pis@E@>4=k3ZMU=rm$N$#QK@!l-+j4miJO*85vxbcpmgdW%7V- zEz;MfeQv*VRNE)(V0S%vN1GYvgi!HoYb<$Q`_6U~I_eoj9cPaAi5k6QYd8et=;>}yz>n(D+gFzNA<&%i2Vm{RR_8zEDS#VRd|NX%h73#U_R9;P_57*a_ zZj><8mbvb*vIgF#sRTyOr11>Xx`CZjvMNd?BZ|+)O4vyxy#@R;B_X>`ZwrI}BzwZ! z08v#=4or%D;!L{P(}(sV5$Fg5_5c9MXQbRE7mHR~dSQjZa_A@upKb<4FXOZ{S&Y8m zqlfmv#?zx#OfD(eUL}maUvPS5_;^U~ae>vj-`Xkq5OlG;A-;@6;JoV;1^RIv=R>55 z=4K&H&9}&z_kg|GXho(lKA5e9I|rkA7w`Pk%k=$iSoj^Ud4#I@N@vLKm+~5)g`#fK z{+T7w)){hw#^T{bIq!>!N^)sSnHO4S)vbqgUkPbX6@sRgr9UGh~uW8+X$Fd`xk+5Y-g|^H-EbcV53Q^PsEfaG$#(xYloAG@Q)f14r9YwLJ_=YL=TugHsKp zOKs8GF@35OI@w5HgpLO%+t=0K9dA#(cVWwPCWN*6lBf}AEvr_CYJ3hLE1|in<8ZOy z#vns$X6tMPHd6&oNZ6*oZFzQ!88OfU>0~R-R}jpo$EFy2HWZY_iE1I|dgYYP4C)Kb zb^l$=0R4;wC_r5>ua{(XPYl^7leOUDjV=LY)M`R;71{mx(#4ez^yb*ym!h(IUH22F zU%z&$=^c)?tGFJ_1}@mr^7G$+nJW8Gj&h0mTfv+nUSMdUv2+7l{9VNTW|{v_?>NkC zd`z4ZZV;@-#dIyU5a%#5hR6${Zclrt)0(=zVQ~?S`8;4NcAYb%N8kG@YY!EOIfJM^$K8~XifslFW2DzBX1n>U4ET((+Q1HyM_lxuch~rM5wAjICrDK;C`*vqG-R zFZe-p&xpi0d3&#sJ!!v>i@}B~`Rjzmp{<8r}CYWHvAK7C}NzYoNz2Bjj{%E$#W&0#JApNB4LI^P- z;B!dBmaS})&llNRw4)ftd#4{{*?ff9oPKaJ!odRVy5k%i<@O8kOhmZiTB2Lz=~Sse z>j`no%Iz>HQzPqI+;6dVSQ6K`sn0`+zLY6?TX|U-!MUkGYT%4}^78Pm8ZbaSA^Qu6!3)yj857%Y%m!>BA8V>- zGZiSDc}X?6tY03tp|g6|D~m&_t1X!^s-7M|Wo3@e@<}iqH--s=x&jHwB>6*NMw9B6 zr*_`rj2xZk{TVeYQ0JX_l4MsBAOFI9`O+oD#&gG27##&(a9%OwA~!<2%YxZ@M+a~v z9aKoccOc{)_7GJ;bRuAL4LjWl?oHXjy)-Xyn45B`Dkx+8b)Ol65&n)hbY*egF$8`@ zBz*s%7K#zV`Y#T5G0{=6e3iw;M6n-5iWXK{Q#7WEyCL>yi_xi0)@PBUWY40A4@c(k z5n#+j{kq7 z=?-f!7zjp<-xM$#i;bgXW)dD2hQGf~XsmG+n@_aEcVLB~fYM*jJ(r!i>4qT9fnRE8 z05Tn>9dI($^Ud{HqbZrgSZXR_KX`L@35SQJFFZYMy#;1oYCf4iGxSdd6BVqHuwB$p z{3-x^*p9HF| z#&(>Qntc%c33U8==A0hs`{;WOqzp*oFrdidnjaI8DsPq+?Cr_suTvf1`Fa3Z7K2OP za^uZk9Vi{X!Q;Cd5^^uRC))P@@ExM}_1*{T0nG0LHQsC6sf|E(Kq2Ou+?NO*d`5i_U zA(+4kajW>-LB77BGCXeH-aRDnD8*ls`HaHX&I99kzOa6Gsu=M&{2|S0F#v1p>_;cM zwlND8Qv*fNB8ra?H#fB_x3wn9UaCJ4l#RxU){XCsWl@jjcO*>zbz`}JD5RGs`EJ>4*aLvFMga&+*pg=!w}{ zKoe{&IUGufuYBQs>w=1R0Y=-#=74Ee{yF{`dIfeOwruMmeP(7wkAHz<|DxVG`REu( z1U#o3H0HK6C47g_efyR!q~p_U1FJ7daqX|6h^FW}BRjHWEEnfTS6Bh8&3?u4A~T1B zJ@a1|`?uIBAtW?TJ(V9Y)Sgq_G%=7+1ud7y$~9=@RxeBEzzTd6w$#LtU6 zXcxmvKR=wJC3K#Ajxd5Uy=AF0ocJhji3_}v^PJkRCu!+<)9W6sWe2MBhgNuDN~N&xx`@B#O2$O**nef99XW_vtGh(XpmipoNz`4 z@b$JlktSCXo-4diX*_v~TwEL1K*aU2+VWk7vhRn}GOUm$s9?O1ozsaan+)4cXNf+x z0jmAYwOPg0i*0uJQM(|gh17%3^)35|B&jx2bB<0yeROhiM#Ebx8GjTY z_)S$p))B@3RTJ2ck5#=NdQ&}9XR(Aj9M(~q=;%85?^y(VPG9tk_>-N=g6{nD0eT2# zh@exNgJdp0+>blMe*UR&0#Xbrv-g_}ERTXHGR^}vu=Am?qnBr!18YESbDgQlDK~`> zy{?pWcMHYG`Y;9L8yuXMwg!aRwUwkcB}8N!S(XgMZ-lI0^Az3<3C0WFF-{ycD;%4| zN1sn7Q8z=$4abU(N>+&sbRT(L;||s*SE^U7IG0Icz4NsntCzBiNY2{oTi22F@6-B% zDzpk==SJu4+cD-{=WLiru4G}(DE5sxK1#VM?peR->RQX!2fsZw zP+jcA!Krk0;)|NdpQxuG=np+!A@i9{Zr@oh*7SWX_$JlrR(C98h&S6i|0N@8+g+V) z|2J-_J05E&?Kpm&@n3!D?G$YC_U3G>-ngOaO_9ZVxo$RW)Uz|-N-(}iy!nN=m|udR z0E?$*baReXl>_NtdRj)#Z^Pz@9!`AG7v)3t8iikU1hU6cYw7Lq>ggdT`4#$xCuPpF zPTDh(Riy0;N25+h-j5ljXRSMa%&Asm2RXN<8`BrCV~pUOmZFx{Zdr)gsr;rPseD3F zXTWG6OoM=Lcx(FUHpsb0aJ%c)6zxiF%*^e|ZYlR>DA=vL1DnNEHiv)cu;fg15}i7j znw`#FDTn{;i91Qg4a#}a_HAkVbHi!p={myQ4})%=Zf@MFs@+g7Fr_UmCf0Y<2u}7n z&Dm75g7Z(iyS$I*g8>^Cj5-iMhX*RD(Cr$0^5{z#5z~tu2tW|L~7}zpmLzMh! zJ%2e=m@q&C8>?(jrTR~N@M5qv=)>tj(k+NsYl(D3c<=pnm(1EZ7E|?Z1g&HSC2^GJ zfMg)jRIlG78cc*ICQQSZH``R&;hhUocm?p9-XAxyIMW+9%sOiH5j9-STHWs`_)-FH z9A*un$CIe@15YozOE4-X4h~+in+q5WlYW!6+y1c%U1EN^bcpDRg!`B$)*I13CvAruu&`;qk2k0b(XspgGYc?9 zz^vyrKSfrHd@j`74;z_H@ZEu9A|7t^J*7O9W*@dOsGfr*6CkBOU0!YtNQNxB!;UF} zBbzSUQ6*woX9)v(=eq>6*|+IfM|o|N>)V%eQ)B}6-@5kq<&(SxEroiQAonSTIPHWK zLQTr4?n-xj26uHaUx}ZbH6PY+f-xJ{+)&9l-+?G(3CFF@hww-$MTp^b5yj804DbjbmXmH5oy~ii)FSuR;#)>R& zQ>d?{FN|DhCppmT=+Hg>JJsuX*40SNC7Pp(OCL0W)mM%myM_AZDkak(U(ogxZT0IS zw#j|&O|*#h7VdMHR-1q#BI4sCNa1~sQ$6p9K0F$KF=Lj->SEa^t@?lTkY6D+AMexc z?$Ya97%SRWsJZHsJH}D^7Z1*>6cj&NRk^XVm)^3w8W&K})tNC^?Cmb(qQZKX)D-8v{qs_ezo}S9$gHXgn^Ch`ooGtlt2tN_-V+ zcGT3KnO7AY{~lNxwuzrLOq07)$y2B^nC87*Z$NWd5R6@pdD92%Zn;{^xUg zIget0YGH&wSy!nRTMtIK8+f99)UOJL&idIMHj^8tz6SUF1l@mqrkPXlC)Ev^_zXw; z7WZR={3}%*?S6I1=3jQg`m0`RObr3=vWpNapUz@hFLG=7Rep8%s@tK4oTHd}H83Vn zY6<>n8}S1qNV)Y48#pf{4yMP!=ovU5{Q?|wG~^&2F$bER*$ZrJ`@x4C`IKIu^udE8 zpmx2(f!OLV-}I(bw2Q0YPOPqGTg4HEmgRF-@kKGcpG}{rT#T}G@)p3enp|dcMzKWR zi=*e$u>WSpDfB)fBWP#gw{~T5*!Mc}&z_$jDg|bL#wxdtongHo+3sb?eXuL?NYYCIc?eT&@93Ax zrpRKnmB+1whzS`~)9Z^Oh28sn#j_pVg_3HU-<{T9YQ(+^>j!}u*?26$YdpINep=u13`R+ya!LMp1pY3TK*5LBl~5-T5{Og-4WIJ+`+fD~g-3i9|F zU}-Xn>j-EaxwJ~SF1SoNfFJnbDjRKZ26?Oj9`#j$M79#n_+rXf_XkDXY-u|V<$g3i zf|QP)_Q>fy#H50yO#{Za*_M6y{4{c+CS%uBQNid~XZ@RIZ}Q%*E(tsikSRhqj^qM- zTvy~h8a#9rVi5Qv)Pefc=r`NlpnjCZ``dc zjg90Z4HUj3T3MF}srxe#Tb$4JGq;G#kRypTsnwj*h>d}80F9=+?N6KKqP}Nx>}UE_ z(fJ#%Poxg73hS$C%@?Ts@kK+NuARuwch<7y;)Ii)nYzB^2~;n65xwA@lr^-eQtC|P zdN60S)a0F6nW&oBS?{@M;&f^H6bWlJ!pCm;my1QkC5iYTd@e)zxNlQ0k(}w~LBGLd z-3ygT5|Vk&{=VoTT2~_t$>unx*TNxv)TkBMqR9dI)nE*ouPiG5IXg?P^eulGPg3u9 z-lDW=Bvl4|f4Q_&`Gb}A>-#a}Sy{5(?IdU$uI9KmN%$ zxELVo!JA1_Y(o!=a%3$24j;YvEb_EfqEIwbO*7R-C0CW6!}1-bE9W`-RokS5ZR7L8 z0P0~;6bDS-!2o$7t?*B31*yZ6swC6Z^eM}joX>W)i+yjN`QHlsB4-hiK5Ck2`omcQ!`8DQN!>g!sX(3AMl z`A+(ud81n1Kq3!%Gr4n!i~ko>Zyl9Y_eG7ODBa!NUD6>Pl2X#$E#2MS9fE{(ch@8N zfOL0vH{8SfyZ3(IKMom#q37(g_F8kzHTT>k)MdBM>rDuUR?*j;4cV$s7O)uNzq}rP z5_kencXwG-nuf_ztJ`q$;~=|HI~%h*1O89NdKyyG96#dnt3bme2(PO zs42uKK2s!zQ(JrPaUJj2Sw#b~RS{t+W{yXOKegvT<0X@j69oU-_5_o~hi&UQkkzR7C`_Ivl4KCtPC zYG3^q#!#OmS`uryh($YKwb}-m>D7~ThAvjzoe2LyVS{%yINND=x^6fJ^T|YnUU3?- zSA8yWKc*`kzax%|^J zW4V~Qa8|(}tms|D*{+iia{Y75lq_hhXJrMy2QyhsV=< z_K+|BrA4n-i=X#%OJX>cY2a!jbYfuedF$oNfz|!}1SraqFT$)%Xz5Xc#}QdX4mAkb z=2U9@n-az>!PwTx%#d;NG#kZYDzLx?NS9nq}$mhNln24Wy>x&46P*8?t zHtkCL?e#y|5@q(;IooHL7i<_9DFJa#b!0^E(?;mq#cO;od3*DTc(jfB>t+5CNjsL!G zrc6aI+AeO8saRqXK0b0;wlONb;@j!dF;lN+o*3Dlq%Mlj!-pm(J& zlXjRYu70}qQGfdHZp?NR;?Tn~hbKMtW!e3HOywxflyrg_DO19Ki3ar}*)oi^9d0n^ zzMT59u7n}$*E0D$OmWh?8Ff~5b*&;>^YPAoo}+FCP7|BWmQ(N~SG66x_<~qMiinh+ zz2&O~DpX>6lR724$*SN-ZD)qu*;u7)$P7LP(n`AbQ0NywWMxZQgcFd~a;$8w80|MC z&}ndk(sT{(1M;^QkLnTE`pdo3aW9xiN7v1ebdAEN@8ra8Z+xFGleU-YyFEfgjA-cO z7$I!&h-Es98MR|m*5;`$DTBxFSe1E{O}4)T@83o01M2CgM%S%wJ6xw@V!vIsJ&{Z~ z)7pe@7IQOg&T5$u2oDe29S>NoOgiU)VMyKTQf5=?J1Wfe6Xc)UYB7zdhNWbNR2dWW zHWK|Qs4ylJHB^3nk*$NfAT5y{+^o&^kueA*HSbBzU|MBgx;+4hXJyQNtLO@s$B=xQ z?apVm2;JDXs3xU_=NobIV!F^`E&(|pBc368AxA&r;eezy;cPtozg?+nJvjSvD({|< z|J4CSSiDfUV{O7o|M#zxu>8yJmKvd{zW^TJjDS(1LJbvTg_mAFiCI_VW|#4v|AxZF zz?V@$*Q$KyVvQJN&dKIEVV%`5K89n0PAe1qTrkG#ZDb`w3TBqg(`&|tCq5M|kzGL9 zjQHPwus=$3-8cfotrQTq+4L^0vs{msf5Ftgg9uIz4$TT#ZoAGv!gGHbAz2J^E+`T8c}iCC{mFh=fD#?2MRcno)Y1F!LPmT&i|v|d6^Kjr<#G(5}IN1C?THh z|J1qq&AB7qj>;9ZraHIH3Nx9}(0LRp0yFvP<5C+s%EqAo7hI=(Y`x-}_QZg_ zn|bgurxVWS3Ax-G)i%o@`!z8|BZqIwLjdu~m9Mq=GJ zQeHXq=m4z3Zsew(JENW-$W3oBi77A1{E*i^7#@NMZGyqsxti25zYEvbJ}-+_Ouh2Z zMD$)oqRpph_VXF>O)~eE4LxFQYLfkzthgpL_Y{x(L5wLx*7szhE|b9W#^b^UX*(G5yJQvTtz&Y^%5Zmg|61#SbLg7kk+ zp+bl04GLD)GSOcvy@t1aGka)VFPT;D9RHyr_Ff3qTF{9Aqn6#9SR|kR*(t3DSFkVo z9=_SjS4)}oy*B-ux`|tlv_|4bc_H6RguF(7);H)L0sRfgxR$buO=(?QciY|vFo4=w zJw@TRwgS@xxu1LaU`UxV|BL$1ULx9IrzZ-%gABu$R(Q*tTjsDnC)$&Z375{k@+&NJ zvuNi{fAIO_&(=o@^w^kw5^OESHu;d?@~vO_#MRESfgi^8x`*~QZyRQMPJ}c{jh~&` zOdchTfb!JIy1r29u-N98dux38od4-j((PilqNc(!A`XS|f157YBgQr|x+3EQUK!jb zr)nWEP^<;Op<&>(h;|cF6^N*>GMiF~p^AC0kdS$Dwt*4s+;qvdVv274%IxKcK5xG9 z>OAp;+C05IIf+j73P*=O(tc1HKp$B~HpiB+@~HqEk$*lJg7Mn15A#Cap6=*M(8zgN ztOH|}=xYL$tY8A2lQ3db84nTE^zebbWs~ z|5P7y>HKik9{8se?yYG}q_Bp<#_Hc(HJuG6vWrh#Ob%hi+`}Ka6k7b^yS{w|#;ddw z{9h_siUd)w^Z!nJ&X~HgfjvO@dG(}O<#Bde8I+8~3-yakfhaG4upq z8z2|JSX<9rcQ6M0YsZVR74)9<1a{-`Hkyd0^h4|8v zuFh}=TD9vKM|4iXe2TlCB-`J! zYjLEM+`XNJEaNRIOroOm5ll~7N%bG>B8QE>p=b_-_Ei6^q*W+%<*_;>G&0u^lhH1o z>m4Ig+-Fp4qACnzcoPu)H2%>$m^GhP%aX9ar!HagLp}3%HQs8f`rdXTpD+ zqFu$~{lzqJOUjWC=0>`Wi08K5c$tpxF`o>-BNa&qAN91&kY1#9h3c&Q#;4s zm`(H~Xrb9;Xe(#8PW4A(k*|MSWtP2-q@k$SmAy@A!;osGos#!)*HGu$z{|62uOeaO zRumbhRJ=){MF@Oq~%re zw5UzI#w;4+t8kId)ttd)#^Q;E#fi3T>R&lA1mjFwQZ77?Lbei!H%{xVw}Sn_&FtKZ z(0bVPYFwxQStFenjFKO}z_x^JS?vKwlZ>o`K*Ib++T9>zL4+%Z=*!Rdyat+TdIF;a0NO zl8;UJWGmnFcyZ*lc=Ab;LB)- z@vSU2Z=Ec6TSkb4nUcPD@jrw^eLlQ*I#J{U+%0-9J4e?C2T9C&{-EE|=I!m=YCoeC zki2^lNx4|atb=YK=LO-jp7ZLGi^HF@1EH^d;byx&T4;@DxK_}>QONwcbDk{VoIuG{S*uLVrtK1Cq&v(;PjUQO*!Ls;E|wth6OF3X<+p1ci4h(47FKy*AeN? zwPa~vBaUT5o}0hv@u$Rq$WNfpn?XOP@+u%@?}@CP<*+hQ@=gAG@_u(raC)FjVeggy z(@@#?R%XGPz0rQO)5U?|%Q*cNgDOj_{3q(8*zL?Qpnlw7u+Qawwc~L7mim>55JR5N zj(P-2x=;TIIr1kd8~|dS}!Qe6uGOBGS^+6I{IgXgV;8 z?x4US2hk=7S%>;4Tj!x(IOCC{Yo8Vkf@}U2$P7k~%|FQvzse2iM9RGhxvpS26g8ik zI&^>~)uejgej-`Q7t1XvlY4)V<9;OltxX(BLt_vAT1&x&G`~=hij7dc2Wglu%l5WnqZ_O3)?og{ z%}$q9PG8?@;FHmrT?WLh_vahT39v`O3Q+!MZk<*&vZJaZ1>T#B;yid2%!8MbnN1)y z2>kC;VTo5!-wj}YIQLlpz-er|{QBH&_u>*u)Gke)diFgJMw@ z86-$P&@-PW=6DOhlC>l5+n|^2l$nc7xk=drY?m2kC-NY3&Hq|Z)xYI)${pT(H0$$C z$d+w`8o#RScNyNp$?B0~c`(L6cay)Ct}cz;7zxiA{duT_DInTTM5?PUWxNwD*%|8A zEUA{OBS^r4l3!>?|fTByWqoS|YEm1*6HIYpF(&uLWm2a7l`RtA&2<5-Z z4_}lfJAJ&QFi@(h@_LJ3RLl0Qm*0toi97_7j!sPr?eMa2M6s=Pli!$ysZVl!zKoh~ zY`}X|y;4sBz{Q(RE6(>Fmuz&&5nv==iRhXTv(4O^Q{h)yZ+wDR)JFl6KW+};m-L7C z*LNyDi;2Oj#)I+&MOyf-MEDrOU>4-oMu$FOdf!`MA>;+6gHZB6vmM2p3dak8xI zrPf;kJa(>~;Lu$g8&IKbBauzDwNYyPE6u;u_BW#BU;Kwx7{l^uR4TP3d)`+2;*!N} zv@wvT&Pc8AxsS87!EL#kWdje7M-H8@9;43ADmE)J0};td&*zYoYd(=vejk7~IjmBF z`4;Qg$YI#f2mDCb^o+OqJS&zA+0M-oJzU|NY;iT~ekGMEnXy@Ium@6fA~?POT#tm^ z@J+fQheu2P@+1b~nu^`16^hM9@skZdv#l=>NZNGbN=ds&o0{)N%z&Lm1|I^c7`$3) zlGtmMYso?zcA*VR-IIEaKsOtBLCxk{vljP>z~aF_@2=nH^}WA zgn|d3Hv%_qiD^p8jgG>}I5_F*IW3Q^XUuJ^CoHGUzgSw^sFVvPfaaE_N?6lyR(SkC zp<-yeJLWGxf}16zR{yc!zBBfwrVPN5;yz^BCudSlTU!i%4|;HOdC$~PXiLXhad~Hy z5haLQ_h%O4g4U0O*6q>GRbIR2>}Obe1d?uAKM0T?``bz3m7(N~50)gM!CMlY2VtFo zc0kO~5nXz%PVC?o#2_6c>DqXKvbFUUL3@68shMzL$i`Xi#ScL+gH+ycP2V0JyTffT zdLVh&xwCD+*I<-Q=7g_YB!CGZUu;A1nwepWE^QQ|#U;-FMX!ADqr*BSZQ4Wp)-OD=L^xJO_*K(k0^ z1*42f6xnl-aB-yq?&z(~M-sruAMjv)KUZYe`2dBCjGW{9>JA)>B9!^|%^mOr#kc;( z6bwW9>ifCQRO$JFAPWky_h3lUo%IU6(b&#FroURn#(8oDzN4$IaPiKdrY?K9n>U|YT{FHtA$g-ROOSxqfZ!aB$$wig<( zeO!S6Jp7(tUOw2nxKQ!(W=s_;)Hxk|2V74+b-#~s0gq?bo_DzLT4}lD60tWr;Cze| z1s3?*fnOZ26yFmmpl2*H9W-L8T=9KtYdtVF5Lw5oRolnjl-=43G9gto7CP@}1>4(b ztx%D3?5nCn#?vTrLLuw2find+c^o~BuybC^d@U~a(1Qw zC?(h>se_s`a4zBhy5DLX_bMeOo&JAXfTeinH4r2e)yTF$RdVlSR!%@-sv*)CT!6VkscltLcIv0*M0r*$|Hb$-Qw(?+9 zP*ueQjGj#ZEBfYU4lmHt+E_N(HUt~U%42`dXW808={40Gh$BCj)YtVTSS{9M3uPUC z*RH`o-+yJ6&H*O1n9_O7-TEvnF2_FrCsiiEaT3z6s)`x#-|;iasgI2X^W0_gI@3Mf zp1e=Z+&n$GG)6_jQp)zH6#guqkGK0=js0ia3Gr?vv_DypNiRm)uln0*$rMiL zDM~JT+B!z*;vz3LebN^SfDgNf3^wpyJQxUH?9XJvh;G0(A6qrijwD@0L$&np2=42P zP3j-XfPnt;?VN!W(#Ltg9yFT z4<&Xl2)xmD+mNUt98^PEcvP@X=<(=E&$KU6s5$=f+@624z*fQ)H7T*TzEbleYiQ|^ z4Y^$sRh>;=#Jl4habDvY`;yBp~wYj#J;>r!ZTT@s27OF@X zmKZRAD<93{a?qE9f}S(YZ&aEzljY8a`uxT9NAK|M_UT5roB~Q>C5tUzb4(}h+R~|c z#<-QtI!MS;dhJ@!+)2OSGyYPSz>=oSzX#WvWd=7&vd|vUCH+ar>U&`qyC3~8pV8g^ zI%7}O>*ZY@eRO^OD8JXa0c4y?P5>tvPy!sZOG%gw{Pz-uKjiss%-*1ot$owEu(+pcbhwqzf>@N6}tBv75O-oK0Yk@lGw0Ez19PRnmP@Gp-^)>49cVdp+^9L#u*#wLuQD5ewfET(TUSkPP64EQ z`4~ZgWR^V1^EX-H>`+4cFEM7gA+lx%08z}DfHj;9OK9AyHd3NHY4u=VkGbV;)*g)3 z*enG~M?VlXJep2P0C+U`9x83DkQp*Oi*-hwYo0+OZxf>W77&K7|JO?Gq_lRt+iE27 z9vFlOj=Qw`YMI%d;Du>oi2+>%InYJq#~V|oRzHMp0RwOS{TITTc%?lx1tkn5Y@*!- zM(}qvy}{8VGq&b2{ZiMHe9IT8_FT7*OIPJ8izN{Xz0cC?m>-O~>JO8`y$>k)FGfgz z4qLk4x4Q7Vcyq_NTo#MLIM~E12$13lJIG^N?Gp5?toh>;hsAHVV6xMjqQRlh$F=z1 z;2sTC4i8H1^>K0ehynr<8Y=V$_SGIv5{OvOvl^eT&O7H*gn8fl2!#SWoUzPU(?&;E z<9eyPiqW=Dy8}WWQLxFb9)nTl-dnb2k(r&F@@MW3(X%0$L?=;d)NkdQ_yr4pU!Pyf z!9T!*qtO`CSb0iT`v+@@v^B~&cx)KzeCiOxJ~~n_7h9jkGr|{Fha-2=L@cRjNCQS}`H``G?(-~1P!^n8yZptKf$?=D<-UQL^rq~^NT)m9rG>^s za$k+iBo$R8kzN`T$d7yrt`PeUe6F|&R$lQ`)i8o{?@TWqFDdHrzT~dXM5ETc&I&LA z_!kanr20+RGBIa;lf{HhDanZ<2B`aaQ^$jEXd^^SO{hFCZ>zcNn4d0hm40Z!_%)3$ zC2%z1$^sKS?s?vF!Yz>&msoqRGmnljqcJN0^Oz%ras&JrxI3`GUxW{dw|-$JeV3! zyaTxouBn=J7@+}WI}B*;wTlQNzwM2))I!Nr-;CHT1V{M>R8PrdJcWOJ-}&;F#&V6b+GNzvSI zKhXfs9JSw@Wi0KAkfVfKfV!mBEnb(9`Ku@S-FwUATL%CgR$?c zkF^TtHS!^NT3-1b(<-J;jNl23zpcF~E-h}p^lzz!JtCW=pTBU^$knMVg%P@rkI71q zmkD~rqPI1oE|d{FaIJ`ZHC73f<9oPQ#t@3xdFT<#T9vjQ5^kNLm>Ss+l5uu$ECax| z<~t>qx_@7(-T3-5U_xH^x{Wcvr4JSR;KvXvR?d&V!^-r3I8@M%2}ZY8h|HYYCf)e7 z7chg^O^$NB{&|=j{X}06UFueZN5{@~9j}|z*B>Z%N_Y%?5`Y+TLCj4#ohTG^0ctkj`k}j+V zuDx5MdYSNnlJg0x?33V}KhCK~1Gtn?|53JH?<}{|L7EV;rz~85^-)ta&T@mRJ3UC2 z^>NPwU|31lkYs_8-|&vIfkpPUFb?Q61o>HFDJ8P%2AYS^)=>p4Jc{_O4xn1D-$l8LY*u?R`Q0LplXD- z%#`>su{{x6ZH?z9*`ovBO}URT{O>mK2SGO_8zq8x6170tTL;4>#iiO`<9X7=}pHBH8 zq9n+HD|X&dBqqJuIdJAQE-mdZApVE#25yw;jum?SJDg0<+@?UU@d_k~^wq zPY)YsA`_$Sqc269<7_CghKNQgP{*(sRE*iN;7-;Jn$-WTGsi8#&yRSL3t#pukp9YU zFuwc&myh%gB`w+y?%9yU5C_2viDS`mP*q)Zpcj`}InE^kbt>nVx82C{{*+0BHILHY zh#&%&9EQR2uK)r6zACkeLc*te%%Hir(gedA_NEG8r3a{>~_rIAAg7>A4h zD?~!`X@G4A+RatS`~C;V&5R;`1)mxgeb%959mVdxW;B7M^jc) z=?esD4pP)9LHC%>N0>W{tcL}le74`X0`WGfXuoA$bfT;>CuEA)0 zVD6B(KVL(x)nscj5P=Et?(gz$*$CXvgF-+s3fzY@O#>ncGEduPL`>Y^Abl;OXv(m; zQiw~|jsUWe=;@JPWHAHL~Z8oQ(VVS6h2OM}f z77Pr11{yJ6-o*N?C+UCqCDjdm6|FHJIKKob;D+>_OTTGz^3l8=zg03xXr;;C1sJz~ zul-T;$Rf0Ry_ce-bAI)rWmrDz=ZpRA(%SQaUc;0~PJe)!{SPhkj`=l?pr%rc#zJi1 zY>2LnKueoCjCWs0*tN6ewYUy2ekX)N=xx&ZL~q*J*Na;*sL|ykFf=q2?Lh#f=N141ek=jfv8y3vIl|06Uo>qqG$0VM8-?+DcYy5+9S2 zx>l9{`~@rp$3W3|6^!GSU%Z!f4jvEr<|RSeUVbq->+{GWPpGqyr#Nvvo346$sp7!h zZIi|3Yi(;g1e`!pVYokbyu5psPah19_9-~Og4?UHXMPO!oTQvbtSGXuwZB0?*d1?L zHS1H)t+UzyX9=eC%T2vG&;DG;{`W_j8ekzF0B=DYR>OXw)vD4`L!jrzL4bmThlhoO zvm6x#i1!gPW$uhHZ8(c`j5?9aacw~1Ds7YOkM#0!-`P>iX?!oojxIwF5RoY$`SiB` zc6X}0+&)N*pRZU8{;n50JdR`|1+!SqQg85UJ~;RnB77ewH_po+WtFpe>6`KFX(|f8 z$uQuzLYuh>Jgy-mgNu<(o5e znqs>4Ck@`4kBDfBw?|5s8%%<`Ly0-9)Ah>Ejb`3?P8l!t&HbXA_X>MVK!C$~qE{b& z;MC)tm6cUeTDtjuJqw`VHU=z3F|e_LvG-Yadhf;cl)~2LW&prQ;B#8*_XK>N6~rL@ zl+dId7WFmKN^SMe&v%3n5GC`x)WT+|NwI2EuGpupttc(enJ$SQcDw)$t=@EHo2r=B z9l502y|YehO8K~+nie@+`Dt#lpyq7igSQ9oV?D=V45f05k3gEN8CTwS17h^Rz3n0H z+k@yzD|K1Q;`y6{NCKG(3Am5E1^BRYx9=dFIevvZgdmu9W@ciruP%a>01_C-u}&gUF}41 z;Vw*2!;8^tjZ&<^6g0zw17-RQlUUwZmDvm#??h)Z#!yy0n^jWY*dr5Oqouj!G*r&;0T6eW_{KQCsyzp;?Q4_%S+N*?h63gI@f&wG7g|$7ry1uNAv=5G77j<*1Q#X487lB z0;I}uifKSlp=}H&i5~xrbPR0FkqF3yJIVl#dCUoSIiz`mv^GPZ{QZGcEnsasU%6X6 zvs|}p8fyazx~jG&7FAU+cDJ@Sr1yT2!<^2C0}DmYcR=&ugpcL=RkHfV*{mo0^Y7Pl z-zW`be@DW33CRubHSgwSH}cXExqLQPgCCdNk;sb)s#}B6iPTdLKl;AuYV}=YYc1U0 z5Lgb6;4P1jQ^&DR60i5LnTxN3c}6--r!R?lK&zWLOa%0S}0#&o~6C1zAMFf)hD)dd0En8hgF z5K2vbcd|R*D2IdS5y0C&aWkkC1iIs`Gt7MlC9B;S@8*`GrY? zb&^&D{BYOI3E%om&6HtvF%utSS~vN}mwG zVWw`Qiu?ux5cz=kxn3s3108zS)ZX5PiVpL-wUAKFawfUl@U?&dv z2dS^iEjJ%S1h=#h98Kq}u`9$q9ms|VTytl9%WhP1Bbe=kp|$#RcM6=|>e$=dkgs9Boa>wfpgg?u~?5QSvSCkeO7byJVA!CJ*Hu~1SKSw?q=!+b?8-mnnZoN%_ z3DC6iXyy*8Q*(HL$-*xH9sul;%#|h0SVd8O36{8jm>cn96e4J-!(`RTxuJxKey9KR zgrZzeRLPW=X|)p}=Msi>4zWdFr0jc{!|i$RLLb{Dps=TwQK+W$gwL$wN>ohq3kYZ$ z&jhvd4_1Wy7|!uRDlAH2VmJF&=4yA#pwT@ZETp8R(X;Q{5ms?aCSgW@r9Xwhea>i} zU4nm)2R~<`80Q?Jq`SPvJK*1wJ(S>j{bb|N)D z@vNVoNo6AC+&5Xd(HcAW_)?8gyV#KP@t|USuHyXV)aA}_;&}(!B`a2@i4XziF`$Up z8get}_czo_ME)9Oh5#7=#X{l+F-bJ3^3s@+wU;BgwIe=ZmTO4-Fem3I$yKq}1Qz-& z2l`>_ersZVGM?x(tKJ(E%Yd9n)Vii%(-f+~ZG{z#dl2Pu>E7E0Y)N-rcf!y*My?AB zoBt+dVE(e|sS@D*rD;nj3iBe8gwS@&|78djdl^|3U3Q|Va)PJ{@Cnc@$ad%oB zrT<|tAMKOh7&Vn|Kh>#0LkeqYWyBrW7QxrAPb`3u^rcg>jqb<~1SZJ2WK4ED>@WQl71 zjSB_mL^A8j$M9=ss$NjIBD19R&N8}4m{mv=(8E4Zx$gW_NU6JxESOd~Jm6vqNb~of z(>^gBurBH>g5r||N$|KNPD-7I8~vsxpm;g|a5?oIOfeSU@%SZ;<4DdUCY6Bt7ma^` zxa2$McpY)ge#W=Ji+Vt0;qE4ewt*!KaCY-5b4sacQaXlY4U&xDka7kHZHegKw=pio zrEK4b!J3myjhl<7Pht|RyASG&BWl#lp<`zv4si7ch+OT`9g-YNd%oabU+5>fxs|5O z_?N6YxHFVv@_!VmU&CDG+3_*I3%?qaj9Ahq@yBpv;XD#yJCua&*o?~5P?^GOQ8w|& zfE-HUZ%d{=6>iR!HpHVLp=JpCaDZvS~XQHzr3O<1-YEch{X!-$!0i~ z{+!S4$|V<<5rP)QwQGldvi1ZHs1?=mpoEFJS%~$`{V21J4>}f~J-E~l37w})ezkVSv1iUrAMmq7xOakh>hjhor3(tuTc1Gw{d>2Lj2e#Em2Xgx7xM|J@2`+|#z5|9 z5ieu<#|o}4PsBWLS?EC!^t*x&x?)rl*nN?c30Em8U(xod{-G&|c~`_|M=B(wtH_Eg z5kfGn@`~`fp)5}(c1ty}mtE7EvM&rt6RceGQQw{Ab+)2KtA!4gfCgu=@mGGR&}n&z zWWk2tka5hSpXr+cXKub=dR)pU=elDUs~EDSfg{8VRJU;VgIufGb$jG}DNaoRVW5;; zOOBvX?*Ru*iMYZ7%l?t{>LVYt8e>6zH3T#l7lHPQy;B1}Uvul${$a@YK=NaTC0!)^ zA3#%3+w3>INk$hLF+Tkb%Kq*K1X@L%n{wwSleX3HeHM(;;Wl6*OY$F!+o27NV zsdYV^CAHb~D{6@sSr7a2<;1-IFDQftUx6rJ{<&n)9@f7?h7S)4wxsLW@DaG*X9E^s z{2eBCnB?(#f7}jP6L<>$w{lav7*B#O<%e+HxV7dBvgx2pIPe0KB*gBdeW-^m`6r zybx0vgwDFDWu5!1zubWqihQd9S;yJ-eDj^Yk z6c@%{MM}jF+2FUvafwGY>lC9gWglGDK2!#7nZy{W`_oSF`ka5!bcRo-LPJAy<1soj zlV(-g<8+IiE;MssU4ncAqHQIAC2Y-eEbp(ph1gAOqv2DLwkU-x^1!cWlHhOMw?9D- z=Or0ti|(aIYbWdOxvJu33eNxP&bdvknQ-td_LmPX1n;mg^Fay%g0NLuOju=UO(bDW z>UQovK22HJP@X5`n!x_Am(M5hWBsgdd8MY!T;qy!)nZ*mZR=7) zkFr8rx$Vsl?B*HAMk36561vYHq@^N0p^*A7|9#<=-hIpx3Q!t$E|LB!RMlWAz@9iX z>e^|Qvz~L#Th~53#2ZKj zxl-Wt1(9ufkJML~ZbK=N-MEjBx3{LXgW%7q_|X$|xV$VGttW4|1`mblUR+$d^YFBV z4ha8`&y6^e^^yz;3Q5yX!Q_!Q|IywAb|PA2sE^HjeEVK6U(9WLRu|;*8Zhmw;Qhxd zm5K0Eauu#qOT+$@k})u!oq6bqu9D(G<5}$6t((71Ua*eZo}t`A{6-5M(fBH@!t{9- zfvt@c@J!C}o^iv|g7FZ-s%7+p9Um6i?7H}pU;6r?PjD7pk0k5^b~{R#MaFe=NBwQ| zzeORDr*4|S0-xoanvpna7MB%1mp1Qi$6Q!Q5 z#-l2GDc`a`UQ?t;Am`&E)ZR6ybGLi)>40Kcc{#XW8%mnp(CQqeMu(~R>F^@QLIwyr8RQ#ymL@4{*Mjmwx99d;81{W_ccxSn;Jpot+`oNr}1+vU}C#mB_QT!4O5 zvk35}wpci(B_8MV|H&%fFRvlGgsN)I|gLL{fHg-Y= zd*bio0}5j~AtRDbMM=Ed+Piq@zYE$5(=-I*EG4gAbRh!K``#}U4Cy27RjX1ivYgDs z-suf9R;;WoQ_j?7@ajelSuZs8Li=V{HDmm*t6K!eJbx38DVJRbytl4ChYs)Eu&_-4 zs|C>q`4WY2&CWj&+g6pj^>nyz&j0bNwk2LmGW_4{Hoqt!S!vJ*^gz6vQ1A2lT!wj1 zvGQidpq{(aYSl*7TBV?(df#qP7K9>AUTrHQv_G>It;IS{k`=u)&4^*`=tnsPwxKWU z7%goiYJu11-8QD#r04^i397SvRGQYNz^gGG(@xWhQ@VYxr!V(`M${MLKeGFOOx1i! zxIh5-M*Pqvf#^I}JpDd{2F0}P^~L=HZE409$hNRUV*IP)$e|6Xe}=0pyI0>O@j`i5 z(st*~qss5449NyRo`j~B#M%TFNxy}~zM>LCQa2H=+@j+fP%|=RT{px0GXgbQ)Sw#o zi^rkiOUO27vt;fh5FIg*U25b(c-z8FBpTNWh80;{?%rCu2z6o^x%qWbXbhFndB_k_2_!`5dthj}ko6}9CF^%X)KJyzznsR5QrC;GXv>jO36g5@cY&Qny%wmPK zww=36fbV@6u;6KN7q+*tSqt)lntvN3^s#YL<{J171Q;|KaTDMmL8l~YSvOvV@Ui0< z@1HasxF6DntSyA25=ks$N2GI7qlKQm)Ub9?7yI%x(C~>-`U`xlYeMA`_Nc(}=*_nX zAKy$PPbZh)Kok}_kzjwBC4xYhA{j@Qe70whCa>v_mJlU@t2!WIV~en;nWPv1C9pB3 zOgGb%+k6ot^i3@Hx9pWgCYl;N)&F4kd1S#q^6@LLJ_@0&k-Q5(=7NKYF=%TzhMeko ziU$&KVb7BJ@VJbTM?ECwiz4a$L3eqnH|6a~Z<}ysG>j2$=?m9Ytlq;%0bAxS_Y;&e zf)gqM&Mac4^nu~wQFu+1UhM0O-C61bpJO4KKPP?lU-z&hX-KnQM!-Y@h;sI%kBs?;an|4bO8~<#WO# z296L5eyeJK-{Pw7s)$lfrDdUfTITgDKM=Fwr3qwnYl#` zx0r>sc?A`o%j)-Klmdn5o1P}FjhJQw1n+^)-SwxQPg(^g|uVZf4VUhIl z{Ml1bFcCKKZdgEDzYM2E|A4-^m9$;dYyWM7x=fkK*niswpZR{Z6T|r&*byWd zZRh}16O@S%3Q|0QDW+W~&tS3cql)jtA`>Vc2U|5Qg~f#TTh;{_OdR1Fn!ClpR0%tE zN0>~X+yKn5GAbe_wF%l+W@a&tS??6XS+Pz9sEQl|Yy(W-9_098NphA3e1a zYyb~g25F5{9TF{vY~~zgBje`W{V|R63jKv4BJ6K*}#{t^D(1W2+@4M!NgY~cT? z?aafWeA_-g)>N{zAZsBiYxZ4*5LueC?__I2$U2NAON3Bkr)-rhY3$1oS&FeF*+RC6 ztRwsKob!90_jvz!|9bv-@56G;9QS?AbzjSQp7$~5`TaE7SK1CgST|L_lFidj5Cpxk zw7E!)^jNoaCIPRwq^pL^JiBAI(nf1UTcWoFDA`$zN|ULjPNDLjG)o-i(WpAx=;HI91z-9M z1vA1_$HZnqp+G4+5Nk{QfFUwG=#-Wy^}Dm7{ZCtUXuZU-8%jqkTzT`AQ#-3dPHj%&Yc({ASiO9J>Wvm(F>aEb5X>Jk zZdz@(VQr3{6VG;X{GEN^!&N=n_I6IT>CFBKyE3k3(NJ64s3L>TcyVR^AQ7R&*iHpH z-41(0A6EIu;7^M(2^Ci9?2}f>bm`Oa^B1$v+3?-XG`Lwae$MMBgO~2|;I0_$Fv`H> zffW1V?bRP0SZZCd=#LCn#*V1!b`6KMtoU-|Z@pDuz;d7I3s?(Vr| zJl+r)*?vbaNJ*M%PSd@DK6`*`I=+ZYZ{UYCXR7+4{R{k-hWv}qQa6jtdFd*CIt6Bp zVfhd!YwJ&)?YaCFiSauPVmL{SYiVJT@uhA~rD=ma`%`^i&W0bQPG%BNO5-T$kKz%+ zPEVrKkN>jGGQYC1ydSyM$NW*0PYLTa$P`isRM708Cf0|!&$_FMImX%bFn$c;iPAS^2`7_1s^6*eFd>Uo zCGe)igg!@E>{5Ugq`uiyj<`Lz&Ns)+JN3L~Ifgw#}d%?W3rO)kK^`Ef@=<_>*w=;7-{j&QO znO{Qs?@$@h`Kb-%ySV*Om#9A5_NX{saix&XEt; z2dFXS9Vx|bW!)y+qMh$c>8_WRHjgKbq`THN3b&)rZ8|6WN`BJKny>V|@i3ka`y%&4 zA@8FCt?G;6)>f6yUdI6X*L|64?vh(oz_YYNTWKDZ&^`O&&`9q?`Zy&6f}XB4;%LfH zRRK0}s(_cLA#w++Shv~0mA_fJ96!p)+fS`19>A;XjnuOUx$^FqJF`m7@vc%0Nbmry z+I=k=|>Bfy+w+}7@8nbQ;#kWZ9n!elnKGw?kV zRZJT4n2kpoT)R0YNcU*TVZ62N>~@FF2f7pSSG+`14`dRpEGVh&MyGfYq|cY{J?)SK zQf?&rwgmOg4^K+Jgr{`$xbf83y!X#6#{wzdUV7pw*^gV)Jq(>NU)Jwoc=>}O@SP?m zoa%5kKhb~jGIxmy)kG=M98bE*^jw6ZrX1?15p&V6@h<^odnNudTU{0>)Amj$|BRJb zJ)?GNcU$C{-~Iz5vFQ97Gq?pt+2gQf#rg(5(jTmhJ1udhO${Z{EMv~ce!VB~wr)v> zHiD@SxLu6Z>=&=S96HY-!mIK+Lx# zCCam#+Hu|YjJrPIL}Y=<$jzNZMKu@w-hb0&ZEY=C)`O2OA~emV<_WOq9~N|wCLvxE z0(wRh6B8h{ur_2sQoNQ{$7usz(#45t{EQZl#fubeSz4Vo6?f)x6yO)(>E)&4V@^6j zY}JzzlJM>Azkd5B5m;MYowB~Z-p9E)x*V7U)fn#`x;YaP68Lbcq@hYVcdUomdaTZu zT?w5W9!_0n@lRd=fJ_g9EaIJ{heIjy-o-mi+<*T}zHxnp>=usQVUqjj#VK_a5+_tu z_4-T1KNE41d|`ic9CLVwdDU3o*jTpzf*JN(WzSm&X7zyM8Gc?5|K~*-i`)}E(v`fF ztUwKh<0Lt(vG-1Wd}~DF=Z+3rLaHRvyz9d6@20L7WMxxegjaX{{QQh+JTKww2{ymK z=B;mR=vap(W#;Ge72|iDAqC}Rn z7-R+IE9m_N%eIBTIuG-bGOwO%Oqcbjg3=Pi-#^!Sx!V3u=9YU3GWBJG>Q=I(?0LxCSOf*AzlPZYIpGYILx?*-s>DXl&yE5c` zr{mS%l$02bcku`cK9wHx39YG-bH0Cn2zHFT_tG@voXn6QV$cAvqKI2lak`J*CZ#`G z_^xkcBok<=SSt$ISa}r{UTC>1i#fAiP@Pl?@`!Yt3K}4f7#0>bKjaI9KcuOt7SO@^ z`}(&~T;? zanXPsPaFebV##5Ez;^IJKN@&MQM3nSytwfy7CTV!@=K@Qlr+u z2cF*E?;MyLMQMSP{-&^S8W^Wk>$pX;SWd;8w{M>u-}zpd3}n;FQ7<-^N>jz-AAwA{ z)hdlAo5M-PgWpK@4cFA6ZB7okIo;>%=otAz!0?0DqKS=-O@2*!M@YXj%nBAzqQKB1 z1XCQ*@qfC}7gx8p*1^lqpC!hD4XiLv1~E${64?y7b)<#hv%6UNx+YgEb$t1Cet!6f zYePo8|K`avXY#C%oL}*)uUr4B^}}Z>25J7~btd^bWk+Xc?%TIcdtM$M;sA4psha`0 z)v$^RDa7#bFtA}WC!>TFm9pYUT?3329&lmg^QIRkCnt@{92sGK<(8DtH;mIeD({<) zRJzXQC0TIu^GA?ODQPKk?a!&t4^eHs=ZCB|k_z*mv3k?pIa#ob2`MR`L#U1;jLP8~ z6G=%pYZ$fxsBz}z<|1|iL`efQSm#TWL2roy2gIk|LJBq57&wWG9jbg`BgP~HSMORth29f$|p-Mja2uID_W z0yT79Uq9Z@EBJefrLq#5Vtv=@`mI%#Ki!WFEqq(jCGTSatEx>5KEjzi?=GwZn!*WBFPX+uA! z;hIP9szI@^Pof`3ly#quG&V4>$G&)xqNb)crF>W(mpL+4?@s`5A+D_K8z~);keSK( z_YZm1sEY@9T6;^&@vVUQkx#uhACv4X_xYax-jSRJV5M*q(DH5s1nfU<=mPT~6Ic%( z1I)7Sp5z#sc&oT}spc8pp*LIY&k%05Y&Q$YhD&wCF5LnN#(1p+a7pcIJ}_DrFJDew z8QAs-!s~Gfmw?wer2>9zTH%L_G?2!D44RcWvG7Q&CYVG%1e)fnI|W3qr(w)Ptc9VX!v9UwnacquQoqi@NwTeL{wC z4mh`orquxm{v?p#lV#&>rAftSX6k?mUasHd?7#}i&n&o9rU?{Rg@A#_Z?%Z5wJ9Gk z25}v%L5{8{8v!Pd!sp`Ge%< z2zrk;4)6Dv!$8=}J`-Wgtz6>+18t_R^(}FjJzMZ?!b|vF7m}8|h0g?)OYNc*B9NFi zzS7PU2TgQ9zB0rM2rDp~h32)`ogF{0dS9T3;4BBn4A#_T0)&$9L89l@eqi9??s(R1 zTT@fE2I%!5K0qD=GsJ(-C>kE_{(ZBs;-y^2I_o#b{%JTSMsa3=F2WW~`w%L7V`5?u zb*rsxq}*AAQIUa-t?kf&4dS>N~l);mS6(* zcA%uPn%E@|^IT|D8WJ2#Mt$T+^?bp*s@Y6`pRI`quno=jI5JVp0UF?yrAC5PX2Ps& zY_gtn4C3~kRv8WIO6X;7?yNI%u7N-UpXLWjp;^zSknsmQbi2wq1}iJ8pbJ{ql|5p2UvDqjRb5^BHdy-$ z9)pWsXeG;bNyEE$S8K=jUG}`dts~T9*k_wBfr*^|Vv``}^~T4Uq7!oxKM5MRev{zg8_F97}DGrAr_=kJ~TWVU2nSekhb(UxB zw2n_kp<)3(k+g`2IXX7DLi+gf(zr7iok6ELol-i{cDWTA>d&7)kmvaM`F#rrI2o5_ z{;Z$?)B2LRu~o}u;fr(RlKcP^m)+_Meviw}xw*6$3h~&?Oz*zEC+GT})vmCei2}4J zfm@p9=4LjV#m0HW3-HL=ogZn(=jVpYt$u^aEV-JIFHcWT-|#rngoK2+y1Fi}tO)Dt z>(|ZWzGqgi4E`aTwz{`BaCg))GMvG?GoJraKtO=+df9(txWRVi!@nAvsM1nqe*`ot z0RdvDw4v_(*$O0N3x49p2(!t|6MeU&a*jRI_VF%Ee0m0ovp3z=3ol8`_kpXoY`D8V_{(--{bX~Oa>2j z+7Nu}HzZ8R9nH+l8jsswdS0&tCGiC{H1HB|SdzYd`)z(+)84@W?8HsS9uco|_{KmI ztHl(9w)c%u^TVYEDluQLNtRc4l;9&`>#r|Gt{Vv|s&)31w6wJ62Xjd$Ydx^XL!3*; z6Y_#~=i8s(v$Co+dvZTMK4L#=hXnsshJ=;MYYdDJ?(RIwMG4^UXJCI-AVD9`a#5_Dayni_I*{T>3=rFI+KJn7i)00W#K#A+?T>q-mFaQFt*NP5doiV9=i*{=e|_=-4sI+@67%-* zU?7v<0}AX0n(J<1f$35+KPoCJ-^2MtXJ_YY5|XIgTncV(?#}LR{fb%0|F*TYO{dF> zbecY|-}Z7}?f(8=LRL1vwl=w}tnANLdwV;V$E9V!$YiD2g#8hF+ECt)A7I511e{EF z6=`V%P<3^6Z>gwOx3*NA_phdF)g$oP>Fz3uiuOdK92^{=gQKFhR)R>ndwLK^NJzll z%VsUp`8^UJAMVb;GT$3?zrtrX7g18enw_2fKWj-Uci55}&g7Q{?+tQv>)2SiWh8Se zaA33XJfu%NqU3^tE&Fv2Tf7s;xSfma;%#B$gZW ztnTl7_Dxq?OhsPzA?v;%V(E_=Qer3eI;bG%{ zm1ftsw-`7$fh{e9AoFaqYsrh`agR)mrLgomXt&y;IuZp*qyxJk@tDe1JY+xesLqnA+=!ZS=`S}$H&JJQBXDnpKj0= z>YZ5syMmSwlH@_v``9yNL`0-S7{pwFv!vBeHiTPbD)~&ArDm_Xt3?l5CMGJd z(JI<*aDsw@nVzST+8zh&@87?7eYlur_Q>q*mH3{UYe7>53UcqHqD>v2>`HC;{=OwB z2-H91GLU`a;xIuH{jJ@U+80L+n-AwP`Rj{VHx?-6G5C2fUU<~xUOicL!DxjEZHLPdoq1@6ASZs;Eu3hpl<``NGgRajU1;X*@-fESO)<$l}3LdLYV zM{)a67N-qyOiYZ3m{@FVtU`n&1vnU<=`I!P- zhKPzvMN1o!ot-V+EJ#Ne`tv7EwjU3BX&{E5 zl!Ci`kI!i>Gx0-~+kPDpc)HQq=8)s|s2?g3PnlsK2E3~KGYF%+e{_aH3;2gV>K zj?Bo=!Y(M~=17aEtYiaEFkNh{8?yro75SBbe2zVs!JEW;)EKwAst+8y4b%u4TH2LJ z-b3BCuW)P@Q{mY3%9@jPFJHdg^K^qRtEd3(t23blc~Rj{e$8KjiKLm<{O&TEs3$~}M4=ICoUkSiX2FXOUXKi(L`)^?!bO_|hyQrXEK{i8b6f2Tv^T_9k zcOa25*KFbka1cloiACUdff$#Nlx!Osig3*9@R^8V{u= z@Gg~TH6*_`LbkTHKHr(>$(E-Ck5_OpeNm4Z5*fJ}#@wtslF9#Dv+j?jwKK?yz|D=O zO90Yi4MHGxh4Mup@r;&?qbj#q5;$x;lQSMpcN^nAs@oz4dB&$47#jb90kQ>731ZoM z(Tp0^@9ftlG_|y#YacG>Ky(}KO%>nYjQB8lXnp>S4h1~lV52_)N+z8vria9*asCEC zjNZY)_02RJCXXS2W6W1`gV|`h0&spOVrcTGhev{&e-VPKM=hVV#3iDqrETl!2}({* zrf+__qBokctwc2u4)FIu=(-Q)NfW3`M(PMsXVK0AhmTDej z0UH|nQ)rrOTFZrqLM%MnV!9-pm_HT7T4Pg_8c1C)aTp+fbljhbnJiL)JudZm2onv% z8OxW(6}UhCxahW(5jI?BI!10hnA{e@xv0v)4ty-pC7M8u7EY|^HF^x4zDdL1MyNu2 z5Hq+|z4q6~dH~(%6rQbbZmt4QhKHR#V@U)Ep#))>Qe5$5)`|6 z&KeRbgb0mbi369yMe?Uy?olThu%VzXd@n1D29Z9UddfiVGsruNorYpRj(lRaZtO@1 zp1ZcP(pGIXm&|2H4pktZ)jc;yU}Iwg0|Rq?IcI|+r^>ICy_XDt%FH$*xq_s&U;aey zABC4n*`j%iJM(o8v-9RF`aeWoe|k6j9gPx;I4PBI~gXQy4#dD(AM}RAqvCCV^60h9T}OTI)0O&*UXtMO$G^>iXtU) zvkK0%aBOCK7Pk24F=1YR*4V;ox>>5^9h9d>9^`+8ZwiG4|Aj&m#NC&5HZ-H{XPk_>AK=pAXTZU)sMH_(TPAV~}Era&rKdMlPmKF`(u8BcYd48 zDe~EzC#VYG@oNYCaeZr9N4X}oBtB1y)cgDU;gL#PKOx3=&FrI6rUdp6W#sGd0@f1k zqPqiG2|HuUO#3v#$XS84tSQO9kz+cKEX3j9-4N={kb{EX=uhOFVI>!bhabk+$cTurUtU}I4SS{LK7DY`{7M{>x zws$%QvU%l6FZnwj!Xp*73WWx+jf{*~T#t3XfB#;)mFW>4Nuf~iZ0`@o-YkN|vMZM* zZ8LKglMxpAFpNnFAPbG=d`to0Xre%#lP6LlW6LQ=h`LB9Ok!x(cA3z)C<0w8?F~`B z_9z`;RaYSO%KYOmev`G~cjr|WJY5t~eCbU5q1;NkrO-qn0KHCZGT zp?0D$#G3dwGQOYn@}ud=`OBWWtD}+K$s$QPxspCr@{7c{FxZmJNJC19VGHrL{vh96 zDB)Ao2bxaA(|t$Z{5WxBeRXhMy=?qKsBNh`cZThXZ}-@&{>6u2QY$DZ=zmg(xox8#O_(1fXD}`r`z(@|$(xYcv-pic%yDwt z;mbG{YR<bTs-`ri2D7wS1JEO_%7KIFB%g zXdVh3n)5_<_AG^9N2}B;IMES2c&+ycEgj?C#UVZ!2w2Aocm}w1@<(20w+c(hxfPLb zRzuvF-7XRKHa#L5S^=oR00z9q!$XQ^y5KM!B~`Dn9?BN>XHpke6Iqu6HtUrdGo~X~ z;CId#CS@u5WFe@6iM@>s*&9Hj$#{71eE|fEfQE&)-JfBBfAyx-q7<(J38Y=EMZc2u zJZuI1$v@HL3KvtIZ&z1MN3u~PA|e%-3x#w7K=ERAJ2iv?fO8P=(pPeh7cx|sU>A&Z zaJ}(V8=M(Ic;rGV9ROEo0@tm}dE^&iF46Rq$^>WVm*mn-oLTFu3N5pe07D;Iy;*Jsvds2 zRG#r-STF&A8^DPrR-ADw|VC^HQCvu5ZDz-#B2KZC%UAh zWnc&g`}5B8+O|82B&w;&_&!((+r`F22K7=s&kvys55XrZr6Db7h*90J=DT2G>Fshfi94&@L-re0*xSbip zVoZhur3CPmo#|2%C>9nLpflkSNaYcqqS{iDaS){q1!iPq07RY_Il#nrwh&`@*w~Cm zC`UJnGJmusgogM2n@OfyAm^g1|J`8&nu?0b{K5kJErS9|qrYZ3R#J49R(L~A z#q&+>HkaK(87ad@cL^rt;OhM<)Qgk&n!O)x@#VmR?}rm(QL&*) zXGP$KvA&`IKc5s@^s_dER5DHf4;2YSc01?R`D0tDkUXSM3gA!ZDFfDKN(4a4PD+lN z@Lh=*Lp~+Kz&z=Fh5#vj1r%Vs$-|}EdI4ETQcp0k`_-FqZ()A|2Tg z)}%_?y_24gFa0Y_u{6B`W}{C9Mh_s!K=3WAsVQ*Un}UKUemFSF&PQK+C*P;YI3CW| z?Vr@zt+}4|QLBMn7~#Jnq@<)w9x^8OzScWzI1+%3>xa{b%pdLSNwD?d1Rlo);RNt! z$Um(~qQn#Ey0Ud>2%=r`zsuEt_-A~%KWq7~GK9JLx_z4qMO!;2V4;Au z@-EvC5HFw+6#o9spzum|%$5e^d08oAGoSmtF-vfap*B}J&ZdD(1ej->N zjAi$Yr^zSrJDA@(EzQ3S`q=;3GbCiLc-L~JhC}Z1qTWwhN{XD66bkGT6d;?3NJuPP z3BkddMVKkn!Lm^s)tfayqWks9-kD5%c+2#$qKyqkOZxtP_Orssy7CS;Y^wX{RU`*U z3&k~y{Xoc&NaL^qtdP{8CvpSG2_@rz8z`JjWvNFsW$^oVAP|7NjWSbLdbwC-gAf_+ z=FHYxfgXZ?16kq8x@N3HC>t>RD7ZKYP==3a{36E2R6ts$p zDUT!=V=}x}jq{H$zxn3siuxEBv2;`Le_wE`xQAqmvRp4V4Oz=50CThUdX%M^M!jK9aZ|kQ;caVK@W_@NKqBiJ8XQ2A z3>g_2YNpZ*Q#SSfNN_xb)#Q)GG?Vwu1}-IduVVkrDgbBFbcuPG&FXeP^B1v4qTe~#il>mz`Iz2jkzIO=vR~W zY;h&-JE1N*PZ!o>tlc>LN#ATeUuy@cO0P%+(n0BD0npGJMEjpDkBePVP?>Ll^1}_F zX@W5pdW=QQ4D)JvBHplk6({kE z2g%#7va-^Cg#YROY~E>Fi_QFR@N9)ig?<;ZzXCAMQL$hZG4K8xLV=lW8U@kKC(qdP zMtx$E`QdGvQv{GqppP2QP!Hy6m_6=0G3DQZz7q(`K+sMEV&1!VT9Xjn)aPMO2cmM- ztpO@+0=N&~Nhc;?FX$vBBcM0=N{W`8yu}DmL?3(pms{#zyHUb8YUpZSD1|8(>-d? z0!fm_jHZZ4iZ9CF|ETYA-EO;Y?bh?>a?%Pw@EmT{)`2zw13{6ZRty2(A<*E!^ zTwKx7(Lxduy_8EN&$Mf2$PXx{?08zBD%QysaK>mx4;l=Su!4Z_TkGTYY^L{X@L(?p zi7FbiTSsOC{f*M*TRPAJ0HpF{ryy&*#m5IA+HS_0`F4l|)Cv&L8*cl&HelsEvJlD0 zm08A-@v#<)8n%Y6Z7v14$CIJYnnbdLwfXsDpYveA&bEV2#;}G>lPJI`64KHJyMGH+ zyh@~HkqX0h2ew|L7aqtNX6klt;<4FVbb7!pc0khR+d6o#%V^$wZGo^`wKX;`@A=P1 zDwu$9jeL6$;l!w3soN7tH0>z|8~}8k0B0?oXm~Yi$pL<`wX=f=QW8zhOh<%QR`qDq zahN2pZlQcsd~zxJ*lB30PuKgsen(0gs&482xSH5@(8__a$_79Q^f-3APy(5ln7#!D z;uC!Y>Aat=fAvxJD$Ziq=p?%9oBOVbwU#s3-=Fzogi`&R&2?)T9{rE+-5+-}W4D4%v*e))tJ#tkZ$F61Zj0Z1HjmHh#1oOnW0)M2ePc z(DwzxjnE78Ejb97A8s)O({KC=+y%OpkK4q=V~dmw%TMoj{XOf?UOmjgom|!;Hfj<^ zL{h3qJ{N>Ucjit0X0A)P2_AWa4|hnQcofB_YxO>m9Oz%|$QaL$$BM&Obs3i43_GO& z=`vV?@!V{`z_aWKR;-42=;H$Md!9(m4}gbT5a@Hq$4AVnE8H5D>s2Ry@?0sO6tj+j zi_0K7lHDFIV`>xYNu+xodQk`iJqa8l&Ca=o#UDDRf|(5~+{MG6UK(wrrBt(}LfD(- zVNgLBMdYP3SL(i?@o!#0LRyI;l`2v zuNA!aebd#FUD>qGWR2d`{S~vNPIIZr;leyG3BY8RVo9#b08}nT2=p_ce1+r1l-hECjT>6r)yTW7 zWsTg_w=H3hG$)sbUd4vbX@W`rW9cU?9!hf47&M@d_;g^_;&f(1=FS*jTTa`PZ{Hwc zOMSPfDMUuQ*1vm^>9=QgO}_(d0T9#B(P5K|jkOma-|GMy)j%hyWNiMXrX9zr2{~e?Q7K5Lt9^JoxWP%xo(NQ@(k&Mm)8wXaUddf>l z$)T<0lYFBg$C77Yut<#S7nb|T9rC=13IE)k>BqKm`&hRC0HIil)w$eyse>1QH#0kX z0(|cMThHLJm<*Clm(HHl*SZr*nw74x~Lm}1yIYhlaESWWhk0p=jYH9uh{dWoO zXZ-S|6+r6EVNN>-TZ4n`s_VLIJR-@G_LV%#A54pq?%pg%OOqL78I=y%nljH$i+t~S zY2qz;AJ9WiqUctV%RwSAGAMt!yt3LFdgngI{daC#LO~kHivTH8R7?)0@h-icr%yjQ z=q4Z%r|UDWDAygJ)zC)2QcU(f7)hjT;|) zq7C4?(jv6uzDU+rJ2S~O-OgP@k{1$8@=t*P4Ql#_x4(LS{V%{WDw5uQ?4Ur!(SjaweuoF!nQ1eemS`#&bPJ985vQ`kBE=smvvxoLFC`_pL8s)=v}}`9j_X(#k+D zd@F7u-mZiS@(|xLO%7=1*$)t4h`y3eYw`YQ8Jkzrm!IdyS6%`O+0o@biPBi=2q}Pg`-G$7_;Qi?6#o zVAX-A>>@ooI&!FNl+i|c0#_ZEo#_)96yUzyd6IElw#!gpmZ7RI$pgdHY(dX@Z$24U z%<(VJf`ZY1%Y|WL(AZkr_s@NJs@`h`q)}2<7O?xSR>xD1B@)Taa_qa>@&LgnLIOWY z-d9rCkd_d7p>Gz3xBgaL25#{UApt?yq9tgJqMh4S1gQ<60wJVB(w5qij#Nhjlc6iW+$tsaiZGok1Mmic&_cVRABa;3?xnRh!RV-HjNZ43=HGa#=Y4QWAWAPT4pv zWA|_uTvoXOv-@GOmJLYqeU(fTuOz6j6Jk^b33PhKE9yuj(xK`=*Ekeqto~KfJ1V`HIzrtVLClCu+25@3u!w__$$U{$#+Jgj$e^55dVJxl6s`CD{T38uMT5%VR3 zzR6+T*6ISzUg~d8)>51BeDP%F+y-_Qo=7$!y3wSS{ry4EfazIm@&LUeJuriHf4f%- zVKsx9{AoZt0kcR0U*TScN79j#W5=Hz7!R5ZFLN46)vXo66*BOZMFXK?wCS^p|M-_C zpxpw$YcSp`Z2p-of>J8(J?xMVHCXjHab4uV=?s~!E6rb{vID6L$z9R0A^EO zQLzT}TLVC7p=2`oQoa-^SuA505vlaNpHjm`;cIDRxd{QLfgd)(*O~okW(s z&bHC#=@Bv^wZ6Wd8vcdx&&wgc>pttRd|IyOQ`Hd1kb%2J2Awg`vUvOUZJ9w2Dk_P9 z=a|LgcF;6XXu;UsTR@+H9JmXyqe^tMDcR-X;&nLjm&5Bn9RoDgI1cg!^_+q;VBRe} zJlwu#d}0C#5fMrkFmstKfs8rphKTfZLJD$aBv3UJb@r*ra(zMPzGF_76E)OMDVx3* z%)tQN_5^T`*p!qIFhUF=n9idW1JhT=pkX9r=C)XCN8xpQPU|uBTdm^FJ6)(; zv4~$4oXtMh7JPe`)F(5`)gpm+cp!?ou(t=mBoY}bE2i()uP~6|Rxq|Q0@##7HN)ut z;!-gzfJ?!QCo!}Qw?QxQQpfW)gSu}&R3~%5Hkoah^eG)JOWtpN2D!--jQBR5kAtaX zkx@X*GJPK1)T=Gk4%tBmf(MAEMys76z^Y2(yXF;wWMN5D#G8rLej*oO7M>8DFdX$$ z8Yn|7po95anI8NEX4loAx&U&6J)9X?Vi~)83Ev(uODgpSWGd4zev!D5-{=u2h z|7(9Fu3Fgj@o3QeYfo69V&W$syLh|8p?X5cD3;u-Xa9d1$xe1C+xs6_Sp^m&T7ocb z7SMCPaONq4xvy|A?pS6rk{K3RV> zsN6N1fBGXWF%LVp=zkbT);N-&qZ0-AQ0Bcpi3#h=>-}beW2foiXa!zV&;bhm>oL1G zwKiV$lF90^W}~92v;RA6*!K2P%pQS`jc)x?S*qT}$7SLd{@QFj5i5z-VI~ic4txT& zjQs6vM{4G1kepjM9lEwg%jbw#O7?MpXbGz&gq7PQ`JbEl!K{<*o+eidN#GE)3Q6w7 z8*`lxRLrHkgTBtfG82s^g+>srkf%McScVQ&O6ETRNInM+p{h`=3KwiD%5`qd)bC2n z;|`0_$IJ0jc!r{E$3+Lz#k>!*FK)>lQfc2VPeW4j$QjY%C48s|EuAe~`w{N~|(= zC^gn*T#pImUzv$Vy<4J_qEV;<(?Y=!*RI($Q+jTgMDpT8xx8}iNG?F3%kq$P-OslMA57Kz28=Y$(63|NAvJmUt zx{T(S&&h4LJWA*iGsMgS2dYUpUTlpT3S8@o1 z+ORv+y7N8DU_KBZmj(A4-elQ74{-~pWTu1xwX0c6r6v;A1MK&T?VN_(CehB2m@3`=6ojKEIQ9o+K zdaQB44g8c6F@O*$^w%v%AMK-ldwy>zp`SezvZuioB zMErPI9NWl8CD3zA2-Il7wG(BCpy%wm9mk(8HMG{Iq0VBVYe7io_Ay)HW5IK*imkML zOdd%mTW+R-vJZ8b0l6}UQG9iES>LiY{mfREQbZ0Kw-mpnamd(Ur`lCp+vN=jr+A`l zQ>Jz?j5%MBgx7yTCpO%Tvb^lO)#?Xj$yMb?Zh@Yw9`&9J?{(8_DF)jIFLv*paG*^; z>64_PW)%1|kS-EV!1DqZVXoG$2tUqITTHiv&1Jv;Y30tmu@~g5LRw!yS~#(t(zzl3 z0tNzrD{sw8N%bz)qDL(@vADVERi~L&!v#+Xd|5>u6&#snR2Aw2Vj6|X=fX8SFk6exOHIuOA1}A0>SjqPY%L6w4J*sC z-xao|D2`b#{1MCpD&Yfp%1BgJPAAVjdZU!p86vJKlCr*Ipfj^>z54 zxozE0p5TgA6NdCHE{{!ToIw+4au)w%hH#xcxVb+1>M}zq`PA!L_TO$^<$R__ zJW`BEDnB_-x|=0TgW!3VJVo0oEoqU*=XTrfTWKj|+M`B)kE2Cb)Mjj&Cb!Xru?)W< zczgmT>z8jy7>K+|y7TuSV!1$=obIMCM83F?!$gmH8f%XR-oPkzdRFdW+d5q6uKZOZ zlNCYZGkQd(7d$v4VISr&3nFbUbty0{SEEX^qP@BWt;BoOO(r3Whr1x!=`L24C{AK9 zMW*}8vVY&NxagjT{IutJkEK%L;w0~mJl`iV_pGn^`zT=v_z?RyRX8MQQTS}h{ZTG$ z1Ls|AtrrP>OV^rzv?{dzoXY*R&!a*~fvP_(yd>UQZm!(k3x+ z4n0|=brN%f#=}k51)-d?clh5*?AY?Tbk^{_S5g&&+;Y|7*b`3#4W= z@mMvYxZcefLm;2CojDkEGZw!YWB)c4!B<367Oa#A5%M%KrOoNg&Tyka|6*p)xKTWu zRQL9Qi=AEzj>6^+Rbgv*<9>iSiFurfNyVw@JSy?C<33l;QBzox#SY?8-(cLn?Cb!5 zHu${w8p$XPg5OXn+8X-4WEn3szs*#u${O@!g(jAh*`5uLK_?SoyBIUAkYIdHWGY>; ziDLi01{iwYvsAC@H`=sh_#*sR!%}`U=C}gI#QPyAU-Wjth5M?LKqADk?4q-P`ip}MB@A>>~+hZB7n{}W}_$*<&> zdUGu~U5u~Ci^pxEq=yW;dm6ZtlZPsshukb}dD97%(nZZFo*!Qp`xOQw%R4n4h2W&| zLK((nsJ*UhBkb%b0cR(3{a{A8UvPhJx>syv&zx3B_ zFGrmgziqu@*NfH)!~K5J+;{$9n!|D?yv6OEG2S}m$0fJ~?>#UP>t?>;EpzESn1$8X ziW>2YEE|jnJ}=?**^MCvv1fEUEJB&jF|l0KuB=dQ(Nb+klZpI%qL&CD8tFa`sMJqv zp}uBUt3FF!Gu+%KXR}!;nEXMCY6b7qtOnI|DQBlMzi|2{W$+h!s;_LV29<^}lO2-H zW4SA0d;gRAqrRNvk}di6+g0)L98k-()m?(4y!mBoj0GBbb9iMve;IF}q8AE4Qi{DO z90FSGaqFw!+}vEvCxmhKo3UpHL0q%EW4WKv+ylDZ(22AmyeXw&Yj&D(PQ=T?8#4U;>4%@{JSz$5xj24UZjDVI0kOjhE<5a(Ng zlebhlB%Vud{vMG}5&Nr_ne~sfm-+h!d$Yyqy*$uDz7|kTAKdK>dL!oFcv3u;JYqM? zNqHmFC-RFo1PEfJLz{8BeD7J>TGgdp=`35Ry*d<~a9JuYiE_KJ zOkX#(XDW%jtmWoj-Zg9=8v9nHxRaC?7Xq{xhi2|j|Gr3w4i5XzqCfC2(=KDubAP1n zEkp`LIFoR@v(jvE&Oe#2Nx?f)0dpj(wtF!3oV&wd{K1weeSo*8y3@*1dcGS>SCnsd z;zI#*nXb(RPBj;sfo~kmRzL@P;nDCEQHi69tm6@Y{&5R|R_bzR2Gj@{8J^_~x)LgI6*=oHij!i^vVHUk{Sj4^lOE_bCe*s&*+jP{Nk6XrN{UJ>B~tvt3ypT6^v#CK6@9OV71zZ7ZD2ttiLX3 z#Hxq`syd}C-5E46YwT$bUW<=M9b4Vk%+N5#l%SRv1=N>o7$_5JwcXsGy|Uzpp5-^5 z7%aj&5BwgJE9w5|hWy+Zk0`NqIkWVf1Z%vL@ji)2kV((5`UyXn?XSxtA5Hue9W zxE}j0$72p9&7^bUacGQ~jr?VV+x(E}Xm;f_xtL1!Y8Ur9;a0J!SA}NDJ&yiJ=ZqpP zc;wMbRy4N=ekDypu~IzeBZ=a}s4`Nf|DRcaSQ~q}{+fdZ>MhU6{saIYcea;K2EAh6 z=9Esa?X0>D$43gr^=+8)R<Lec@@v#lq&OMwirVW(RO`_!by*5d&Ll7!3A!X7A+smzaq>_Jp?94{; zWGSR)k_xD3c#HS}6CL^%BVLNK!gvU%N0>mbI|gSi?e4Gbz_BbMcr;=eaOwjbA>Yh! zS+sLjffIgRlBW0Mz3Y6`c9j#<`ek5{h?V<`Qz+W4kI*-hZxszL2fO{GUjA$2LJ1mC zM7&>ZrjCA3hU*T;x7GgY3YQSR=0#sRNqS94C}Ue@ki-ZEH^GVa-jNZLu25{tg?emX zaGX60On)DPF-V^B0$|JOQpZa|tVeHG`Np)_Ad?Dq7kXBY!8~~h5)+q$e!PoM$%r>W z*~?{X3JD&UCw|NypKwcxLgK%hM>0R+S{Wh3^BwbKmgwtclin``LwN;&Q*~UP*Y6<8 za&7IkOc|IR`;nK|+1G^mLbz7I2?^=VTYaDB3NbG;Tdwo~GXy8J&Q`1$$y5tIC27x%~|G4iv9#qi$rUY0Q3 zJ4_dyzuN5^;McK!#HK{XSm{C1Wf3;?32x~@PyEQ^Uo=wJQ@szjsjhlO{&OLF??Gic zezCVn=U{_u?&zlxhbFwXhA4*cYimz(A)UZ3eLZkO9dh7y-n$|9(o9#E6wHu-X?-C1 zO9%-}eRr|75x_e~q7!A!N{z0= z^Go@<%)0P%* zEtXy?C>t1>^}N7JRIlCH+4F?`N;=;w;@kWUj5e0*w!v`NEXsI#@|~QVK-6r=bediV zJUFd1Q>F(Cj-ERH=kAgR)mF)|vDYOYjIbJLYq`)QE8lJHoNJh@t_W3c%M7Ht{fmTg zJ)K5W8rnMpUSlD&ETU1@XrGVL`3Ky!{QG#e7|=pKlCZH=X5+?KcTdg?4a$l?`M^R*|=+Ap8H2nLe-Ic_@F&Pdq0pEnHmRUz~C zX8JGGU%yzfk%)ck{dkJUCzoJOCca;o}+1%88{3=p3FfP$w zyv%?{VgoV&FF)exK|L!POy%CniS@P(K|)HHs)feMY(PA z^?FjNjW19%vFU4DB$>EKyc1^XPJ1EDC4DaftfVBWNAz;(pSYxRRYe2&ywHAZMh(Uy zxmOnqxfH2+_W+HOxrxi(YG~ZbT#T(bLU_hY&JojE;18vVwof*simm^AqIIm+SOz8t z8=Tm+#QA92D@YNy&?!d0+QQOFlp0=aiO0})F*~p9db%!u#L2&JpT6V!EbhL>?Os{Y z;HX!XU$()>bGxW$V$S_twOsfS&Xnr`(pTG$n9%C4 zt>2m5h0U-%y~y-d7n48wHe8yLM1YwZ@r7E2<>}fpvvfDY<5BKj&=W4@dy4ErS+efY zR+$%$YQ*RodQW@P(*jn$AKsvHrnXkwt)gBd4^N_pd+0F(VtZEz6eA)hqGT*rqd*Y< zzSQ~l0dqOn@`vk0bd#uWMF0n;uma-1zp=QrHAZc13h9YMSe8YYq$ggU4Mk4U$K zro1qL4=?Y(<2UVmr^8g-I@%J^V=s*e*=TDn#&41ZNy3s`=w&-ft93<%mmYo}FLLlM zPV4fW!RMcy=O`=vN~v^i=4Xno^{%IhW?YkMHsh-k^3m)`bxk)2dI!?cX;6MdgkiVj z2yBuQl5XzAsXkEtv)$8IE+)DSFOL}L5x*XrfCqeFHQ`WGd;0Qzwx@r`UYe_^TP(Dn zpdGv7Uol_HgIj;N(I5#6$v~VIor?OP&eb5@j;u}xVQ7St<0#l?4-7QGnn6RB|WPt{n4fh#@Of6 zn5mq)Mw(KNnrRR}RFK0|lCmjc!#Vvu5y;<(EZw3%8WJn z+Q0DJ>!vH=!cK>MRmcncKTLfCbX{Gvb<)OZY#R+5G)7}Kwr$&K<21J2*tTukwi^3C z_Z#nx_h;PEjE?r)v-es1?7cA8oU87$c*rXRL7nSY`Ns@BM%C9lGkJ8}>61;5$Qw9B z!J_kHm zmYxR+wqNjn&1`Niulr{Z30O0&y(z{89@eaQ5USfn`!6T(u$R$CAzAsCg|1*iY*&ha zo=y;|N_w9`jr|L)_BE`Fql;?*Uiik}!()2cJjZD!%Pu-42aI{m1;f&!F2`3lQ&%LK zTD=GSkXCrX*6$K=I283fSLb{q7N;qmwpgMrUup6#!dSVDSIgO5S^k_^E3V<9^hxA zGr)wLA}2cb3^#}e*i33$AVVx1<|3mO-Z9cin%HrzMKKF12t!G|5 zXKZTRXihm(hoPdj6-6U`z$u&GurbnO-X02vZhQh9m)JY(!16%56Q%V`G)6@)&a;jp zHgy$i0vC_%>)!GA@;SoCr%1EG$-wq^Usg6X z?0_$V#iFQnNnJsvXNP2V?!;IW(j7UQFkK%8M9y{yXo>W_D;IuS(7@(xk6WS^X(E@1 zUCM0C0NfQ319MV7T%ydgS8~_-R``tPwQRLUQ=~+{Pp?@S+kZDQRdhe6Z3IjaPUYBR zF{>=3q}<-=z}-=HWUcti(D&CN08c0pX3B5sixT>Ry^|whwYQM)FxPf&nG3CD?ZUsi z>B`|LQ{*$uu`phpy@sOIDVlmLuSlP3gT2hmiA{IALAoN^-=Xk$^;X&m(>;G}?;UE& zB5jF|WFBC$L@lL|13DQ|vLU;N$t4U9E6u63(Qk3_j?XTDRj>1tkXE+BNMr!+pXH7D z`Eu&V+AUE~BW|Q*Ma$7mSwg~`&04_Xx+|Hh{f>-hf_l{waw7G~5>%IdaKVnuy`9LA$^s~7bW(QfN8AEB>Izr&Q5Hq8+7_X<3(jEA0Nu<{| zgEICrT?+mI(~J2EEiqDiBzeJ*0Vfl@#Pc(Zd0;~1_%WbqI>&c6=@vDWJ#Af7Q2$e>@%z9*`gpPxWsmbV&-4?ls8}Rr zAMf5DU8z{|+c2!W<0X`zPPgt+tjFb=4_=t z48UjIjL=qA0lXNczKZJH+kLj*u8gO&-9IXWh7Al?{63$JmTc{|?%-?)(DeX|${w`u z$iz1>1*bZoHS!Te36k(3Kev{YR2umF^HMP?%kES2lPNc}N~;bx=MCcMY_eRjSpizW zygi@XyY14I2SYs}Y|vl7qy z1PeRKO4mnr>iWGBA90lLltCWh7#qtm(F#%h&U3-d5f-Cp!F(>>_kX#AYu*p*ZBGYj zAS#N#f60LxJ5c`k48lnyCu6hOtPKH8(iI(Oq5Oi=)1tJRNp>~qgT6e%?ei0D652Qm zI^lqWGsP=8>&1mJ^k2mpqs5f{?_vFMOr}+LE0ifQ1M^t(fc$-T1p$Thl`$;&&NT%V}sxnwcFXxRM%UlzA7+ zk1R;U_PMs!x>?S{_IPWjuovT5e`0v&17a=QRNzhAf_N%UFv6$Kc{x%!@?z8ilKYk; z#S`29pNXm{T;b{0G_SUQA>p91?WGo&Yf0a&)Gr}GwOu6JEgOQIY7j*g(B3HN?*7CX z)qcNX3FD*Cvo5t=$U+$5GK&K$?4(q8JXUedMq(nmF<87~?K8SzQ z+8I|u4HUDOXOGd)OQ#N4pHMY+fV1McvA4u|XT!AMPNDegMjK*bT^=-~~cCRv} zg`a(FbGMAmJV|Hs$qJCZ zGQ(Pg>5WlM-Te-7lQKPFs#d#Np)^N6X1fyVORB26kc<7vz{mPGWNi;b|$YOrE*df1C zGOJp1w$4t?nIbS5CvvORikM$%n^)(Y*~{N`$4BVN7V^L7QpTHxQ_;LmFL)#6%lAW>B?W#o_H9o)h-yrb^*sV7l z)EgT5;s>orEP2D<#BY|~xWkb1!q2VO$9)sw7ua+M+`wCE1u}ockWJFkcY{VD5lVDI&If}T{}qCZS3-k99ak1$(kyx5>Zh~fWAkVSyCY@XTuf|y5cx|+ z;>ZCeq9CV=9Pm;`{m?+K>BD*XF~=5-#St9)Ukn^tH}A>QfR!nJI9# zdOcxjQ)U1VAQ0L{mV$gAjH$`VmYxEoI3*4_%%k>Sr5qvlbMy2nobmJIg!DYk_!0ef zvd59HI^G|e9*j6^7YeHxOZ|{#5o|X%Vqmp}IR>mY;xUg3Hk}!x z^EisEQ_eY@zg8W;yJ@d)Ia@0QGGSRR13LEYteS=$<^<;YLC}s0Ci3%#OSV~Z>ZnO+ zMg-L#^(v|~UaC>pE4%IS>htDOPbsbVT&@UWnDI1_L(v7C_>(o#kv5}LK4#eKVvPtou}uGdk7A3rE;(<6A#*zoWU#}AGcBI=5Y3QE@!FyS$`JaRlH zgW#z74zL9nxS;yQa#%5}4r&LRp#5AS0v=qnKJ2gIpriDn*DjJJlw&F<)L<~1EHlqXh^?+A#IK*;_GAy1;5iDIeMN#t?SE}>6Dz5x;gdc z;a74@0B>Y-;W}@`{fBi)>HfnqaLiBG|LFE5eBSo2S& zm##G#@t9tFGDQyy~I zXGnpjZqOn|=rgIW-48}rK>HJNj3?dMy7K4h6-z}~x4-w4h*Bu4o9Z*a{*O^`gnum! zD;i^kHQ!7#+V@ON9lC6KisEOh7X&w5O|}QTQ$u4zrRLDkJt1*%_W!B{c|)t2yqF&ME%n#)_d6nWL>6|fMYKJO0T50>OL%Q zukiSosQ_bLR5S!M7V{FLl_2x6j+<*4cCd`+j#+!MV%0Ux46xvoPhi2ErUA0FB-&yE#))`_|+0-!Wac` zgc={nob#Mxgsf>c3LFD{!deCf(XCp`MJ41C$+1y+x;4os37v+O;ggPJJ+`qez zbv%)+&~Zy2U`6@$`$^{uqTz+H@ex`dy477@7x_)R8IGtZi_DK~PBW?tzJ;OV+kjtcwZ`=iMB zZPgvGSn})H4*ZShHwc=*@MSb^mIB2P#TVdwoKgcB)H2>DJNf5kM%Vgk;PfmvK(%rL zoRASkV`>9)&Wc~lX!mZma2}<7vubXgobp7snXIq}{*qy%MaebWkzm{$e$M`aD2lfU zYdy#zJs71}>%$wn98SrW*yY>t=kREn+Np)bS_u=Q>Yx_stF%;(^<^3k^Bq$iVT&WT zLNbIDpbRGxw?X{T{7iIfD)JQI^9E5c05GzAn(XP&F4;c=)e-^0ZMT80AVL<~l zgnIP!pfSJt9)8P8bhl$X?R<={Ld?K^_nq9@K6SkSciyjhWfIqgwifGJ;@moL?OwE? z`A!LMTfsAt>+kMlma_}^`sQd`+jD$C6vB!DdZpmz@#xAjT*KSqC0io?WDg#xyNQ8W;TjfRy9N)j}mPyBm}N`_4#p;{@Q}9 zwL9Nyo(WmxDxfF^D&ghV{^L9X~ z{796RuMeeys^1P3kS|KuL6QI-Bp;BR4F~!Yu7DZ<8ZvShz(@(Ic5GF&UXaq#0&P7o zK5uubZS5JFY?5YLz+Rx@ofyzD1jol8r!5jacQ_B0XzR)@jTtz6GEo0M%V;-uj>lyE8#~cZAG0u1@Mo( zZJcw9^UT}(z8QF#=WI*w;8vc{ZJOOecm(iJ8AU&A_wF`h)qUHNkA5H>tgQwz=PP3=FY*fh~8-fM7@o_uP`~y-BY(p z%_?V&Jw3N?X4JfvY?Qt0jNux=VZ^_J%k}XR+09;B>VWRaiLJc4W_+L}^0|VUGc5>U*zLjPo`x{=QDZ{gXS|lZ`o|#}0OX$9J$UKwZVK)V0K+fdG)s)H7 zn}$td=a|Gg#Y2%+36AN64#roRv{4HPO;m{is{mnL7VH#&rv|Dw30qrwaPaUr04N%u z1WxiouqWL}mZ39S!>&k*qe+l4GNPi{1t5H(*7hqBF|m9 zt?rCk?56Z+b0Mp7z&SfVs)&OO#@87%t>hki1b_?$mhTPzJHY1|8;eTyAa3?WLi69! zlO^uEK4JK4C&wC3|3dGCLS|C$$#O0A@W|iZF8wcUA0$e+^z|6~=o!+594r~RV@@*< z7Y9cNccz(z^X|+B&$WGPtXr`+^Q9-H$(m1So-M{qJ9;o=4-oRYia%OEe5R?l)oWJO zxgW^LVMTe~!^wD7>8g%@F1>w)s0-%qfc!XuvVD=9U(igc=Sz5Mt-W$~)t}(az?o-K z8+*Zm5cmOcB>Ej7Z2+23p?{d07sq*$X?<H=0D-Dc~Iym$Iy z8;ClaZ(P8^TX2^)uyvxqM!3}9(LfKYLK|Wh@ZfBB2j>t)WW1CoyMu!a(La2(iWcpQ z-10L}^BsZ4nyk)CAF4LtQ#&Z=2R>fyG5ydt)Fo{8wv*p7JM#%LHRMa=fl>t$P_FXt z>iPjJrb+2-fOWWO%N`&wH3Ud(f9>WW=RDOWTU$MHr6`Jxgy3OIZgS@e|J0-^E~YkI zKg^2Ga7rFxSjV{^ifeM$_UKNPrtGEt22 zAHlLXJ}=g1bxO5o8SKC*P%He<(VVk^Y23VgruE2M-g@^}=yId#9b<_Ft4_ym(94X! zqI>087t({wlX;XgRafNwxJoOVUBSF6-7#GYia^7S`7o2g2>~k%0*K?^lVGM6w*Z!6 zSBtt-eFi2^ zp0+h66LemJg4am4&g<5zWtb|HDS;ZNBUQi8qsPx7=iR6FeX##=HL;z2n%}WN17@)t zr!Lb|>`*g`0M^t>4STnMdR9!*k&i{9qoLtu4tqU=x|2^LSBL@+nh}El9cf!QkVC0) zK2;eR83AZ__5kWmP>aSIz~>3Hh5(E=0{|)P)pheNBOen^r+YEG#@CUu+;2j%0zsLv zWw=%<+>-U_If^T2IKI~{?Si|-G+zx4dm#Uwt%%B{HH5ppE=w`Iwko&`Peis6yxQ$R zqr#!t$v1uDa$tQJSd)r(MPC?^tQnB~QL}7T?>3#%G9Gk7bHM+=QIV;$_L3DfQ913E z;KJ~l**@xHY=wkiZNbKIz!mil)8nD@;0ZC9xZ)|RQgvv=37fK?PFMQ#>Cy6ku>hZc z6w1%A%p`5Zblm>A&DV|&el!w64v<1^-k<4%xitncrDL`E0!#Ae8rrtUlC_Hr!B;Z= zag^lI8%u#tDOy3k$l*kuQw!^10-5V?Kw-w$9f)&{1>nBIiU3(zi29jnZzWp6 z6*ttS5k)#=r`&&STK5buf$`d_^3(}V9mcHdHthsRS(cjxD+aaEN{M{~XAyLhYBJ^d zi5wps1+JMOWKPlEA=JXo!^U8hD`WR%TSSB5;EfJrjg;#S6w+bW<*38ax4J$JxxH=k0+=N%zMhvt0$QxEB)ya)G zj5A(k8J&C-yYO!hX8XPCyc#pL35@4LPSpMAUw|^JDA}jFtE8kVp1Ak`QjnLkIs}7G zs>Y#hE`tdx^2uqGmX;<|~ELw_^FFjlp zqQ8daNJQ{9i8KKAOd(aQRRwlA9CwB5dfo5&MkPyexP-DW_7**SIo{oW2X{)mm_TOj zmOx+nki!n?u;}l)%lt~xRn0j(5zg$ho;4b@+n;QGPwO+eQ98%(M~DU+VvJ&VtJ0FpLXoU6(73&NlruO7jn!xR00}=qk7-OFc6D zRz8X8F^KEgPV3M}V}J=Ckz%iU&;gnFH2IrgI55!4nOO@Ce&oF{{?Em*|5y4S}=6a!dyHiga-Z zvu#FNYhM&@tbDZPwH&nTMx*GTva|aZ6We72h-|zGGoqF=h{m*I8cG?qa}lKS`}jKdom_Q5DGrzp?12enVl4=tF3j!OSQ*r zk|+?M$`7^SqVPM-z8($S2}c82)?5JTm?*77{ufz(dY#`DZjen}6`$+fpqh3{6uFJ( z8i5mQpNLTOuyDV@lzVrFro`e^y*($guDz9`+8e%^D)Kk^_Qk1~wFqbWyM4BkeK#ZP zm(D7f*Iv>q_^>WoYV7&}jCz$YE&FXd>+fk2QcJ@z5td)Yc_Rh$bFC}WLhzW=F{i7O zc!}uP;JI&HYnV*QR{u4~E9(YoR1^RRAgDluT!2WziE2_Q?U(+3O;m_>i z{{GU)Xtj!xUS%=(kL|-?&r1e3CyPK$TGhP)!6{QAW6Y&7WJlV*b=VCQ)!RGT$x;38 zu|k+j?8zpq_hUENuci9q@Nx-K%5&Ou%a&rgIuqLqdCU5UxncoGvPcoRs;avUHs*AsKiFgNo`mbv&(o#p_LmyG;AZZIFqk!5VTs8{!crZ`o(;&JQ9lD8m(pFQ zSaRB>sNGf4Xg;(c6wFiqGFU(Vj=rv$2c%r3uh<`gs%vdpxb5S3zsD^ofQT&ea;azd zvuCx&m>VP{+UzN%-)M|Z)kZ8izC1aGI=Dl}TZEK`jdQMa|rKR;(*U5gwS{P<0npcGyjMHo>6hSN|xIGV79 za{@EA;4!qk+r(dn7U)=#A>PFo8gCe4(#3Ql87rAzN;C#}xoBQbBEJP{`5W+Gy<42^u zCXZ2VOhv_S|rNYfWYnha&s&V<+fKq47)8=za5m zR&T1JrCMfndY-YE{7AwVE6!+p>w#(RzYm=I2jry*e<1ngo{tNOEREP(JU)kd>rJB=_mkUq2++SY*QQ4=8XnK zs|wm0g5pke+M;VC&mTU148)(xCo|$r7PA+qLypk|2Y=IF-SRi0Cy!fDJqSal1WR%_ z{|)!>$4C$rP%C4sPoR{nDTyJsvsXr4nMkX;?+ECB-nuC71`0f9y+TJ}2;rUu@W0EQ zeqJS5;H%W81mwdnHySX-u19K|{xQ`<)&Und`t<1<4yK3Y8_eV{;x%utB8IO8bd16O z+VDplYQ9d63g{|@kaLdY0&faw>mB+10eC<|c(z4%l+ybx+IN2>tQ86HW0}LcSy+76oaIxG8UF`U+&7uVsQo+eG zqU-2HuIfa-*g5X&4U;4q(-{igL!DUP)m>Zkp366~&^Vy;rQW#SvQknh-k$I?5%5R8 z`~rt~yHQpmgcH|2gc(cG>{5WHQ8nX*SwRdg(%(XHbJlf}@bl}nGa|v){1W6a_54c~ z@KXHN;g}%mwN#gdX#RIc+&ZgjMZThg2HHC$NI>+^=!*xT< zt&m~Jh#9f+C1ZT^H7RB`tDn0LULx&gh)2y&J2vF#NNnww9N^I76bb=qHX`NnQzdcy z<*iW2n7jUh``FfO^Xfyq@&Xsva1ODf#ih)jx6pQiv`F$uJ0oMF22nOP8YMbpB65i7 z1D!wK0{*;etvnEg`?}HI_KPSbpvx<32`ig3v4!pXO(qQQ0ej#s9&V7XTGK8U>zB)D z%%#zhuOA0^x19`vC6!|A1{@txJbsj1&$-^!%F6m2ZpghIZ`k*jgXwAT%s4f*2$=|T zg|=m`D1 zPx~YG3ZDgP6A%)js8P;q#{xhSWtBiBkr!Wlb>zCtd+FB0=?>0dkEAcL$eugKUr84U z4sr#N!0vn_%LXXVfBEXX)-EuS&xT2fdeC zk`9#RbJRij(&a>zk%l@2L}OKhda0&TjPUYJS=x-);YnWq6_Ic*c)zPfJF$J%XYn+}+pWxxxYiNm(&w zY_RC!dAG<;g3V&297OB3X?Xz7004umhBmr@;3+?purXG$jQM2?*P&uB$OLbz&$FH7{MtS3@}U{@0D=qN z;-a~K8MG$HuZ7DPXern^L)Z4m9U>{@6?Nc#wKgINSg+(dOlQj#%TXr`B}k%6&L4;E zZtDE*7QQ?47P<3le7iz`R$(xnld6>4Gu)9ICP9@#m0*x6unp^ITfNk-8^LR2uyNO6 zfL3KZ?7OE|qc_=uqi{*XXciQZOEc@?>YHX}i;QkKp9n`?#QSpgc&r&|rRJ}y_pO)E zJ2tTzYs2AL(1Ok8?_O`zgcaN;;>F`BVX@tr3W8LZ=_cXE-u$1Id#OQ0IOS}rj&--x z!BU8EYN2NJM+gpjlY$Vvrr4i6kiaZ7H`bZ*f&2T_aZ z=)iuQ=HwY$iD|eT2?O~}AY08UK1?qWJ5)ZrZ#S%ucu4f)`^Ps*x>pxPaEF9gwM{ir zCzP@=Es3NqhA|vgXxI7|=f+hfpn!XLgo0S1F;Lv+PpxbLL>0NCL)AyGZ^N>@0vFX} zd*oE|=_$X-m*tC;>Ovw(IB0@)SJ@Rcss;YG^J$qMM1YaxNs%XrkQ#2!=Z3j*$G*Ad^Q$s+VgI$#a9l>yXPf6Ql$f< z%7Kk(xa{?U@!4nqq`9zpFY!PUIL&78WrS;|yBKZT#NBlex9u}vEiYllfOIk=*V~Rp z{@-(wr+w3+;!2ZuWX`*Hu4n8#SRGZ#zMNwGVqD7`BfE^h*_ z`^^h*we#p2@6XVx<=J%nM5?Z;JFWdQ#X>L@%%8DoNs7pvuzgK@Y=9uC4Q+Ujl8EF` zE!Oa`6O$g4)PXTyz4)_HNG_rDagW#k;f~kZ{cCeKYM0v?j#+uv8a=Lf(rA8IxoliR z$|fR@Cp~z?zv&mp&f6}moS32}hM+=4sL*o4&_45X-F?2SCBKK*^Ul-ZPb-J}o`FRY zc5oS0n3y`gxo0P0^*?&nBFJf_e#5;)MC|k%g`dkBOW}yvzw1<3cxizi`SlcaF|!(V zF_XN4qO64T+w$u7yX5l7MOE7Ux@*@$>uhfM--LAtx5Qji{&KeEOH;x?-WD}g$i{pE zw24gcp;)WHOKp0`rRRxpZ20gXZE~mT#31OF_ZZYx?Tq>&-}mEc(Qy=b5f6S87hYws zhHf5?k>33H^w7xqyYQ+I1N+@^m6V~5aWrD>9uGKtE+yK1;eN|K{& zk;3i9u+Xyv9_hQt>!jzh-Y;`@@=P4qd;TreLKkcV$Pg zzCRGRG{_EyUgNM>*VMpPL^96R`MyUBf(IYy ztO*B4?e*q-(s21>wV9>+!v{WTXo%M1Vt%A@+;qJ7dl_eaP~8aY9y2GepT`ux6S9p0 zdLTt6{>ZfBx7Jumf5W+@Rb`PyJEAfd?iU$ly>F}0!`VV1RK1$1&3QYtpBz+vi+xjg zZ8s`jttp|4)}681Q%RK@GQN$xH5MKu4(f;6zO+Bb+Y*lzuAi3t*&axo0hOPeM+elQ z=hHJZQ@K&H(?VEeg(YIu9=lu7@t1~0JHhv!o%{3}{=L$lyZzNQ@{j1t;Hb|cW8@Pk z?4ubWZ3}ria^!J-H+6}et+S1~Aey|HT~mjsk2L6^wavJhe(dP+=Ba*y1!8M2&NC@N zUO~nc6$=p>#tW~Q+YzS$v53QNM5KRx2UOH0v^%xkS<~7M_TerjHlHRFza3#5xeY>M zWu^QS{lh%-Ra!QO{FHp&m_jKjQLktw%Q0OV%BI5Nlh=2r$SCqQYjS2)BD*{A@`vRx z1^AZ^ySmD`t|6rC-2lrHOp@huB|sPM7`it4*Duq|?w8EaA%>cSdz=LINPa>YYe(sr z=+Yng&U2C~<^ty)2Mq!WaVC!X&0&cFsX}{rieOjqjoq^gpPQ@EzSnEO-BOOR4G!7- z&BD{}Z9gX57FvX{C4F0)c-2iUcZu9PUQUYrIW#?qquz?n&D>EFrLTKME~6r~cN$TI z&I|-_hDO19L48m=yDsksJV1AnpCiyyWDacbD5e=901Wk@?FF`EkDeUzcIUnriMdD{ zj3tTCSXqHY$lz15v)F4hQN3<>&L;;{V$Y=Aom~Ibj;@`9!CWF8N~;OUwv#TqO|zEH zD>mkQ!$x+A*dq1T#9ZGGXiZ}Z1a*c>`Yc}JTc18!TyHr~(3w+CrhmAUe&2QZ^ljoriL*^@47mxLkcD;c=3GvKfDZj*U60Tylvr zDTae!Tc5v<@0il%o>z~fEZ1DTBR~ag^K$s0TzL?7&iwIpqr&OS9nXV^g_KP2{(7X8 zJu@+91DDM-#-CVm70;T>BJTG4g>0nz?D62*>&vwpKkpi4W%+;I&`Jy%(t=jB;eXEk+NW^}_LqIqAt6x^}=|}!FDn7zdhaChd%;-ZHBAN<;pT7_hG2hu#Yc&;vW9TjWU`%dm$ z=tRL~1anFFc|VHDWlPBzv+3Pi!2ZqA)PyJO%^w&xWUabN#F90-Z|D3YTl$`i?aDte zw>YyuCmR2(7&(2M%rs?AT6f~QZ@epG9bC^Sa4m1PjArAGCpcMYN)LMEwm?k}C>sC# z`&G6NKym^QfU)Awp4jp=gda-`(jNQY_plz9KI~*DW_`KB%L@V;J$m&nQH}ZmBw#dI zHh9rmwlNaSB|M5Z$zS;9`nximQ?Yo>oD765T`_AuEnv<$JGtQ)oq5$fM8Aokl`XV8rAA2#g%10 z5_O#lXdN;Tf3~_b)rE=uZMhb$U3CH^ehKq~I~TVpmB z!u^Hhno3*;u7GB+?YfDZ9=&&H2tuqw%Zr=!Kmk7igbW}uk0J2K*&qpN04G%CUtBlvtNZ@3xzRqTtbF)FV!a@*@Wrq!<%!qgK=t65^)QLop&)oR-Jzs9EQ6&nR&vhn8;h_wBm&A8 zWE262MysWyyBB|0Lpn#is`-t{!QNoc^7iG^TE6o{+oa96H^JkUi~L#y*UQ6lf%ZWk zXc3nW5zCQv@5a9kAt8?epKh1G{y>U;e@hpqk)`?S;zqxr|jNO>%zCc&?$|UhyvPFNf<*)&!pVc?ae< zlp|A08oKBo{4BqHFh7-Je(G>LGbL%L4Z0d`EB9L`TXv-1a|f!k{~ zEpDwRHDxc-7a*5f>oR?EafUcT z`T0=QNRz)eikR#Zzas1J#Fzl}Ahctw@#tUJP|%`i2Sfp@yZW;odGTHwZ-IjWM;B8( z>=dbwMO7Uy*%>@=8W-HZyHbF;E*^io|L^uY;6C@HwgrFQRIYV9oF$l3 zN>=VP@Au!Ybw@gp9Ef_nKD<=g^p7I(2KTlDS87bI(&Q@+6tLTIIJ~TW!2AQC)nQ?) zP;vG8Cr=8NpE!fhp*iPt`hPD-;+`RJtRZr(XE?RQK!;L;fuTc62n#52**6jB-encD z_e%cajIR2nC-~+MTLXoHgFIZdrT+yETTo2wTm4U;_(hyKqMKg3Kqi+XJt)YR*=;A_ zvwP%_<#Wc^t7h)47aL2^$c_JI# zc?gsCK$JhbPr}6$-8P5)Pr*7k)~3&)W=LWTB5 z5KRsDx)LIOQP0U)ziF*$T}H+U|M0Qc1oW$~7;}YN=38CAh@kd^SZ{iw^c)fqbkG-V?3TlN@sDPIdU>pRfNGd zo4@ig_}os>|9XC&t*Q(aqm@Gh1u@yaD{&!pjz}uf<}ZN#J0WYT=0y33df4K$|1`Ef zTc%&_B-?twze$hzEsaSm0L^~wMY#$wL!CTMgp{Qb`57!c6U+acIv#Ub74UkLg_qXp`q z0`y#+KeR@R8C(|d55+Yf*0;8|!Ffx!wV7OC{CmH!d3S_hBIsW<1+~=U_cUZOu^6PfBQup`j<$wm`q^uI_s(i0|$1QsQH}I^?c!n$$A)< zxBy9yR;m9RdFQgjufm%L7Fv=&;iJ$ow^3aHKWjFX7AH5s*~igkJeEyvgBLqC6d5IX z%q=5J%D1lwQqz(f^v}9nuE8;ChI)6u+?V8fOeZOMsDih~#x7bXJ{LE`wVWZxd2HBj z-($yn`J^)>1q1gd0bk#Z6MChGc+tFWv`8@l*wZ@-fJOEEU_kUzRFY!4u_~)$@n!Pk z+go^R%=lfs*K;@2JtpRqc_SJQL2m-QE$Owc2`VQKZr;Do?;R#=!F<=z@`QhQ=lqP~AvK<)wzMO8<_6 zW_o~(>h94HG9bHnz4-Btf%ZpFqcw0>5v}U&q!XsYst#!qAZ`ULBLIBo`%U}XS&{kn z$9nP~-(J(#V%q$9y~>A?sx?*3KPYVTgnK1}Xp1!x(5JNhQv)x3{D3f8`0Q_utZx1JBi z`-5v`^|AM#C#OqM>gbqHc&7*3?16VyPE!A!M@G91^d)-P-}g%lX@-NkDvM^Qn;WCXdC3vy@=^zeHH=2GejuVk-dxE23N z!80iUH;5GIZgZN=YNC5()=dK4mUPo^;Wr_%{kA>aBQ@mX1u0M~X%RFo+o zqTazE2CPkCsE|*$?sl!~blNTPK%cCfj?M%CxTa=gd~j9=UC9iFo;}$MC>wz;130%I z0qIS*YlC+H5cSeR2O1p?7~IrhPDe+ke4gl?)!@K@g0Ajm?;p^Y8)cheM&9UQ58%8= zQ_kYNER?DD0?IsKW)>DF4=teo@%Q5x@zy;gA|k(`p~1AZq9PK7Of>zvrS+mE3{Zsw zP{ufHR!ct;sX=3T69#|gF)}exP*<052FNP3wLx;eV_E#0i^idV-oy~t6f$tTdJT}? zZ}UN_C1_siH354@^rIka{L{_`^Uee{+X9kI-r69EijXhg5I{NsC@9x{p8#$=;0FsG zB#|d9+?EaYp9yy$^~HI8S!y@ zKxQP}frJD&GJzjPHA3Il>p^erK35S@(V$AHroI3Fg8#W6ynl!Ae~)Ab^8bc^3kD(y z>Is1D8yu{4*q78za-7x#WDNkFL+NymYExY)DR@A_DIAYI65s}pB;vp5g=6%oudfHe zZTtF!W8*+dQW)8M4;aC{-SJ-)0Wl&nPR^7;LeDS1PEITURv>J48~iX#`rOje(ZK|r zwKW^|BLT#c$SEoRO^Xo~4`RVU z9{C)&w5qo_eZ^z5%5G~*2Slypb#yLHYZxpV*In?Qo}Sw8%e9(g&(5p>=BD9^i3MGy z4vJDBkL>$qNkc;e5+W>Btt@D3)AGI`0|y5O2_4qdFiT2F4FmHBIH2fsJJO*E-F}UX zNJ1gt_FejZcq^<6)D%Glc)T#{vk!V|3l~h&nhKGlFR{?!Bc7V3s3Oh(2pU-Ov zo8PCcQnHnN99WNTfME3ep^skUYQ*iWlOZssfoKw;FNL$_*aInxh}SaK*5yoqDpg)~ zcGuA8C<_l^)br{fL+7hQ9?%uA$fr&AJOLnw!vS5i-reill}bWgY$xcJtog-7Kwq~g z^L%MZ?d0^-TWvbOxVkz9=+_1VXo5IAZi}L5Tb$cH?7Gc0gsM&ab-1h_FY1_p*{o9N=7o14bYw+NtXMQ7IgSYz!0P~W8f`c)se z2Z&^-r$VQO+ zF_j`1ML`&yiYx}j!C(!7$POw5!cuJ&F^I$ohzlu;$RbN*5Tq;uf&z^}D+Xj&kww`I z7#9M4@3eOMr!)Q2?_Xx}-7ojvbKi54$$6hI((%MYY<5n5{z!X4ULG3&r?rR*FzG|-z3|lWij<3KcnD=C020-jao+h0{Pkw%WnVYc{79b-# zJGOed-vlr(5me30@7XHV(KB3NE>-V7EAhF5rt(O)NA+UU z1^(5F6YwhIjMvPIc$X)M#D<@J`qYJDVPVk*+k6BlIgV4WrE`YIN++H;?{?g~*ABWu z9PEh&S&5Y89R2A+m;a5*%F2NW^Z`lWN_HHd5Dg|gtqpOCPx3hq4h~jMPW*6g+W5rM zH)B7Ac609I>|Q14#}{YyQ^${Qq*m6SqiW-x)2&B0*q&eJO^ALC=qKX27JF*K@u>mc z{k&JNJl&HyjveL4^OTli(zg5eUrtO)@+2)f!y&qBX*9a8*_A|q`c~`fYm=p1SZB)1 z%{5#_r~eLE^-WP=-?qBG!1ra3&-I|^BEF(xQ=RFPo~k`e=Hbk&EG>k)ElBJVpI8OnnNfTK0>imD0->ngx05RqQ_8yhM=NCZ5avd)_Dm-jK>LSxm^u#igNj zue*3GN^VIRt(3E}b_?xYT{S^WKomGTI@V|hRBUy0RENUuTepN2F;Y^vX|zc|`$|P6 z9ni&r4FZ9H6daWi^2Ioo9Rbx{vX3|fo2SREb;1W%5s2C5$Zm9Y=D)3=9ko4m`Yu1&0edUi9|XoEmUz9)wM7yRX+W)q{`Hw=)vHgMG%W z!_C-8lqbU5x6Ph)bflR1X@Pmag0PGsK>&_Wh}nm)?>hL7!om}WoKPYs2Osftx9G%x z2q>tntz}JdQ4bJ&Cls=8Y^*15E`Grhv`UrX%Vc#!$HEVU`1>16w#;%RC$Nze zCX-1*k^3PSMZ<5%zg6!TfDB^Y`(XJ-sd(E&BVj4^K{9K*by!s_7MowQ2Nv6?&__f4 zP8&J*+*4h@hRV4^W3YF5Nv(cgzfsW%pOrSGcqo>KhX6h6NapQjC`{G6{K@pOj?l;Gov?sauYFz<%Wn zT~99SJFN|LNsX_W?4ocwQ|f~Z9EPpB^E{4ri4kE2JDj(<_NeX?8_lKB8RW~Gx_TFE zz;R8SCiPpe66{Yb*ysEAf>sXpw=Q$Fo}Rni-y*jX2;$EgMsE7|3iUt9;Quwm_^gtr W;K!)>YQb(4TsyYg+Z1d&c=8Vv*nX-2 -- 2.34.1