Source and descriptions of datasets
Ontario Community Health Profiles Partnership (OCHPP)
http://www.ontariohealthprofiles.ca/
Data — LHIN 7 (Toronto Central and City of Toronto) Neighbourhoods, Ontario Sub-Regions and LHINs
We use three datasets:
- Primary Care: Enrolment and Continuity of Care 2011/13
1_pc_Continuity_NonRostered_Rostered_Patients_neighb_2013_LHIN_7.xlsx
- Adult Health and Disease 2016/17
1_AHD_2017_RPDB_Neighb_LHIN_7.xlsx
- Sexual Health: Chlamydia cases, Gonorrhea cases 2013/16
2_sh_neighb_chlam_gonor_2013-2016_LHIN_7.xls
We quote from the description of the data:
The Registered Persons Database (RPDB) as the source of population
http://www.ontariohealthprofiles.ca/o_documents/aboutTheDataON/RPDB_vs_Census_Oct_26_2018.pdf
Two main population sources
There are two main sources that provide the most reliable estimates of Ontario’s population. For purposes of OCHPP reporting, we use the Registered Persons Database (RPDB) as the source (denominator) for all of our health-related indicators. While another major source for identifying the population (denominator) is Statistics Canada’s Census counts (Census), the OCHPP has determined that the RPDB provides a more consistent measure for the calculation of rates for health indicators and conditions. We explain why and provide examples to illustrate.
RPDB
The RPDB (database) provides basic demographic information about anyone who has ever received an Ontario Health Insurance Plan (OHIP) card. OHIP cards include a unique Health Card Number (HCN) to identify a person’s age, sex and address, including postal code. The postal codes used at ICES come mainly from HCNs. Information from the health card is stored in the RPDB. Health cards are usually renewed every 5 years, a process that helps to ensure that information in the system is periodically refreshed, such as address, for example, should a person move and update the card within that time frame. The system may also be updated more frequently if an individual interacts with the healthcare system between renewal periods. This allows for a more current source of location-based data for health reporting.
Census
Another source of data on where people live can come from Statistics Canada (Stats Can). Stats Can collects data on individuals living in Canada through the Census, a survey conducted every 5 years. Stats Can reports who lives in a given area at one point in time – i.e. based on the information an individual provides when completing the Census
RPDB vs. Census
While at the provincial level, the number of people we identify in the RPDB as living in Ontario does not differ much from Census estimates, differences are more pronounced at smaller areas such as neighbourhoods or local areas. This particular issue is most evident in areas of high migration where we have observed large differences in rates using RPDB vs. the Census in part due to population mobility.
For example, in some areas of Ontario, particularly in larger urban centres, newcomers to the area often settle first “downtown” but over time, may move from downtown to outlying areas. The majority of people who move do not change or update their health card until renewal time so they stay in the RPDB with their original health card information including the address and postal code of their “downtown” address.
The same is true of Census population counts: when someone moves, they are still considered living at their original address and comprise the population of that area until the next Census is taken (every 5 years).
Shapefile for City of Toronto’s 140 neighbourhoods
We now import and process a shapefile for Toronto’s 140 neighbourhoods.
https://www.toronto.ca/city-government/data-research-maps/open-data/open-data-catalogue/#a45bd45a-ede8-730e-1abc-93105b2c439f
http://opendata.toronto.ca/gcc/neighbourhoods_planning_areas_wgs84.zip
Neighbourhoods
Owner: Social Development, Finance & Administration
Currency: June 2014
Neighbourhoods (WGS84)
library(data.table) #fread
library(plyr) #join
library(ggplot2) #ggplot, fortify
library(sp) #used by rgdal
library(rgdal) #readOGR
library(rgeos) #gCentroid
library(scales) #scale_fill_distiller, percent_format
library(ggmap) #theme_nothing
library(Hmisc) #rcorr
Input shapefile
nbds.sh <- readOGR("C:/Users/14165/Desktop/ArcGIS/SHAPEFILES/neighbourhoods_planning_areas_wgs84", "NEIGHBORHOODS_WGS84")
OGR data source with driver: ESRI Shapefile
Source: "C:\Users\14165\Desktop\ArcGIS\SHAPEFILES\neighbourhoods_planning_areas_wgs84", layer: "NEIGHBORHOODS_WGS84"
with 140 features
It has 2 fields
Add “id” column
nbds.sh@data$id <- as.integer(nbds.sh@data$AREA_S_CD)
Make centroids of each neighbourhood, for placing labels when plotting
nbds.sh.centroids <- as.data.frame(gCentroid(nbds.sh, byid = TRUE))
Add “id” column
nbds.sh.centroids$id <- nbds.sh@data$id
Shapefile processing
nbds.sh.points = fortify(nbds.sh, region = "id")
nbds.sh.df = join(nbds.sh.points, nbds.sh@data, by = "id")
We are now done with shapefile processing.
We copied selected columns from sheets of the .xls/.xlsx files to new sheets, renamed columns by changing spaces and hyphens to underscores and spelling symbols, and exported these to .csv files.
We shall visualize selected data from these tables on a map. Then we compute correlations.
Primary Care: Enrolment and Continuity of Care 2011/13
1_pc_Continuity_NonRostered_Rostered_Patients_neighb_2013_LHIN_7.xlsx!Continuity_Enrolled_NonEnrolled:
Primary Care: Enrolment and Continuity of Care (Both sexes, Ages 19+) for Toronto Neighbourhoods and Toronto Central LHIN, 2011/12 to 2012/13 (April 1, 2011-March 31, 2013)
Data sources: Population - Ontario Heath Insurance Plan (OHIP) physician claims, Client Agency Provider Enrolment (CAPE) tables, Registered Persons’ Database, Community Health Centre client encounter data.
Population Enrolled: rostered with a Patient Enrolment Model (PEM) or registered with a Community Health Centre (CHC).
Population Non-Enrolled: not rostered with a Patient Enrolment Model (PEM) or registered with a Community Health Centre (CHC).
“id”, “Population_19_plus”, “Enrolled_Population”, “Enrolled_Population_with_No_Visits”, “Enrolled_Population_with_1_or_2_Visits”, “Enrolled_Population_with_3_plus_Visits”, “Non_Enrolled_Population”, “Non_Enrolled_Population_with_No_Visits”, “Non_Enrolled_Population_with_1_or_2_Visits”, “Non_Enrolled_Population_with_3_plus_Visits”, “Total_Population_Enrolled_and_Non_Enrolled”, “Total_Population_with_No_Visits”, “Total_Population_with_1_or_2_Visits”, “Total_Population_with_3_plus_Visits”
1_pc_Continuity_NonRostered_Rostered_Patients_neighb_2013_LHIN_7.csv
patients <- fread("1_pc_Continuity_NonRostered_Rostered_Patients_neighb_2013_LHIN_7.csv")
str(patients)
Classes ‘data.table’ and 'data.frame': 140 obs. of 14 variables:
$ id : int 1 2 3 4 5 6 7 8 9 10 ...
$ Population_19_plus : int 27552 25140 8548 8497 7834 17733 16996 9076 12298 8922 ...
$ Enrolled_Population : int 20095 17636 5982 6593 5748 13110 13037 6728 8856 6695 ...
$ Enrolled_Population_with_No_Visits : int 1030 775 285 356 290 640 655 364 530 405 ...
$ Enrolled_Population_with_1_or_2_Visits : int 2145 1723 697 855 735 1492 1632 864 1346 1047 ...
$ Enrolled_Population_with_3_plus_Visits : int 16920 15138 5000 5382 4723 10978 10750 5500 6980 5243 ...
$ Non_Enrolled_Population : int 7457 7504 2566 1904 2086 4623 3959 2348 3442 2227 ...
$ Non_Enrolled_Population_with_No_Visits : int 1258 1232 411 405 365 900 771 430 652 434 ...
$ Non_Enrolled_Population_with_1_or_2_Visits: int 1509 1483 485 411 411 1005 862 515 772 552 ...
$ Non_Enrolled_Population_with_3_plus_Visits: int 4690 4789 1670 1088 1310 2718 2326 1403 2018 1241 ...
$ Total_Population_Enrolled_and_Non_Enrolled: int 27552 25140 8548 8497 7834 17733 16996 9076 12298 8922 ...
$ Total_Population_with_No_Visits : int 2288 2007 696 761 655 1540 1426 794 1182 839 ...
$ Total_Population_with_1_or_2_Visits : int 3654 3206 1182 1266 1146 2497 2494 1379 2118 1599 ...
$ Total_Population_with_3_plus_Visits : int 21610 19927 6670 6470 6033 13696 13076 6903 8998 6484 ...
- attr(*, ".internal.selfref")=<externalptr>
Create ratio columns for selected variables
patients$Ratio_Non_Enrolled_Population <- patients$Non_Enrolled_Population/patients$Population_19_plus
patients$Ratio_Total_Population_with_No_Visits <- patients$Total_Population_with_No_Visits/patients$Population_19_plus
patients$Ratio_Total_Population_with_3_plus_Visits <- patients$Total_Population_with_3_plus_Visits/patients$Population_19_plus
patients_ratios <- patients[,.(id,Ratio_Non_Enrolled_Population,Ratio_Total_Population_with_No_Visits,Ratio_Total_Population_with_3_plus_Visits)]
Ratio_Non_Enrolled_Population
Ratio_Non_Enrolled_Population <- patients_ratios[, .(id,Ratio_Non_Enrolled_Population)]
Ratio_Non_Enrolled_Population.sh <- merge(nbds.sh.df, Ratio_Non_Enrolled_Population, by = "id")
Make graphics object
p.Ratio_Non_Enrolled_Population <- ggplot() +
geom_polygon(data = Ratio_Non_Enrolled_Population.sh,
aes(x = long, y = lat, group = group, fill = Ratio_Non_Enrolled_Population),
color = "black", size = 0.2) +
coord_map() +
scale_fill_distiller(name="Ratio", labels=percent_format(accuracy=1), palette = "PuRd", trans = "reverse", breaks = pretty_breaks(n = 8))+
theme_nothing(legend = TRUE) +
labs(title="Ratio of total population non-enrolled") +
geom_text(aes(x=x,y=y, group=NULL, label=id), data = nbds.sh.centroids, size = 2)
Plot graphics object
p.Ratio_Non_Enrolled_Population + guides(fill = guide_legend(reverse=TRUE))
![](data:image/png;base64,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)
Ratio_Total_Population_with_No_Visits
Ratio_Total_Population_with_No_Visits <- patients_ratios[, .(id,Ratio_Total_Population_with_No_Visits)]
Ratio_Total_Population_with_No_Visits.sh <- merge(nbds.sh.df, Ratio_Total_Population_with_No_Visits, by = "id")
Make graphics object
p.Ratio_Total_Population_with_No_Visits <- ggplot() +
geom_polygon(data = Ratio_Total_Population_with_No_Visits.sh,
aes(x = long, y = lat, group = group, fill = Ratio_Total_Population_with_No_Visits),
color = "black", size = 0.2) +
coord_map() +
scale_fill_distiller(name="Ratio", labels=percent_format(accuracy=1), palette = "PuRd", trans = "reverse", breaks = pretty_breaks(n = 8)) +
theme_nothing(legend = TRUE) +
labs(title="Ratio of total population with no visits") +
geom_text(aes(x=x,y=y, group=NULL, label=id), data = nbds.sh.centroids, size = 2)
Plot graphics object
p.Ratio_Total_Population_with_No_Visits + guides(fill = guide_legend(reverse=TRUE))
![](data:image/png;base64,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)
Ratio_Total_Population_with_3_plus_Visits
Ratio_Total_Population_with_3_plus_Visits <- patients_ratios[, .(id,Ratio_Total_Population_with_3_plus_Visits)]
Ratio_Total_Population_with_3_plus_Visits.sh <- merge(nbds.sh.df, Ratio_Total_Population_with_3_plus_Visits, by = "id")
Make graphics object
p.Ratio_Total_Population_with_3_plus_Visits <- ggplot() +
geom_polygon(data = Ratio_Total_Population_with_3_plus_Visits.sh,
aes(x = long, y = lat, group = group, fill = Ratio_Total_Population_with_3_plus_Visits),
color = "black", size = 0.2) +
coord_map() +
scale_fill_distiller(name="Ratio", labels=percent_format(accuracy=1), palette = "Greens", trans = "reverse", breaks = pretty_breaks(n = 8))+
theme_nothing(legend = TRUE) +
labs(title="Ratio of total population with 3+ visits") +
geom_text(aes(x=x,y=y, group=NULL, label=id), data = nbds.sh.centroids, size = 2)
Plot graphics object
p.Ratio_Total_Population_with_3_plus_Visits + guides(fill = guide_legend(reverse=TRUE))
![](data:image/png;base64,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)
Adult Health and Disease 2016/17
1_AHD_2017_RPDB_Neighb_LHIN_7.xlsx!Diabetes_Neighb_Toronto:
Demographics - Denominator: Ontario Ministry of Health and Long-Term Care Registered Persons Database (RPDB), population aged 20+ who were alive and living in the Ontario on April 1st, 2016
Numerator: derived from validated, disease registries maintained by the Institute for Clinical Evaluative Sciences (ICES)
1_AHD_2017_RPDB_Neighb_LHIN_7.xlsx!COPD_Neighb_Toronto:
Demographics - Denominator: Ontario Ministry of Health and Long-Term Care Registered Persons Database (RPDB), population aged 35+ who were alive and living in the Ontario on April 1st, 2016
Numerator: derived from validated, disease registries maintained by the Institute for Clinical Evaluative Sciences (ICES)
“id”, “People_with_Diabetes_20_plus”, “Total_Population_2016_RPDB_20_plus”, “Prevalence_per_hundred_Diabetes_20_plus”, “People_with_COPD_35_plus”, “Total_Population_2016_RPDB_35_plus”, “Prevalence_per_hundred_COPD_35_plus”
1_AHD_2017_RPDB_Neighb_LHIN_7.csv
chronic <- fread("1_AHD_2017_RPDB_Neighb_LHIN_7.csv")
chronic$Ratio_People_with_Diabetes_20_plus <- chronic$People_with_Diabetes_20_plus/chronic$Total_Population_2016_RPDB_20_plus
chronic$Ratio_People_with_COPD_35_plus <- chronic$People_with_COPD_35_plus/chronic$Total_Population_2016_RPDB_35_plus
chronic_ratios <- chronic[,.(id,Ratio_People_with_Diabetes_20_plus,Ratio_People_with_COPD_35_plus)]
Ratio_People_with_Diabetes_20_plus <- chronic_ratios[, .(id,Ratio_People_with_Diabetes_20_plus)]
Ratio_People_with_Diabetes_20_plus.sh <- merge(nbds.sh.df, Ratio_People_with_Diabetes_20_plus, by = "id")
Make and plot graphics object
p.Ratio_People_with_Diabetes_20_plus <- ggplot() +
geom_polygon(data = Ratio_People_with_Diabetes_20_plus.sh,
aes(x = long, y = lat, group = group, fill = Ratio_People_with_Diabetes_20_plus),
color = "black", size = 0.2) +
coord_map() +
scale_fill_distiller(name="Ratio", labels=percent_format(accuracy=1), palette = "PuRd", trans = "reverse",
breaks = pretty_breaks(n = 8)) +
theme_nothing(legend = TRUE)+
labs(title="Ratio of people with diabetes, 20+") +
geom_text(aes(x=x,y=y, group=NULL, label=id), data = nbds.sh.centroids, size = 2)
p.Ratio_People_with_Diabetes_20_plus + guides(fill = guide_legend(reverse=TRUE))
![](data:image/png;base64,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)
Ratio_People_with_COPD_35_plus <- chronic_ratios[, .(id,Ratio_People_with_COPD_35_plus)]
Ratio_People_with_COPD_35_plus.sh <- merge(nbds.sh.df, Ratio_People_with_COPD_35_plus, by = "id")
Make and plot graphics object
p.Ratio_People_with_COPD_35_plus <- ggplot() +
geom_polygon(data = Ratio_People_with_COPD_35_plus.sh,
aes(x = long, y = lat, group = group, fill = Ratio_People_with_COPD_35_plus),
color = "black", size = 0.2) +
coord_map() +
scale_fill_distiller(name="Ratio", labels=percent_format(accuracy=1), palette = "PuRd", trans = "reverse",
breaks = pretty_breaks(n = 8))+
theme_nothing(legend = TRUE) +
labs(title="Ratio of people with COPD, 35+") +
geom_text(aes(x=x,y=y, group=NULL, label=id), data = nbds.sh.centroids, size = 2)
p.Ratio_People_with_COPD_35_plus + guides(fill = guide_legend(reverse=TRUE))
![](data:image/png;base64,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)
Sexual Health: Chlamydia cases, Gonorrhea cases 2013/16
2_sh_neighb_chlam_gonor_2013-2016_LHIN_7.xlsx!Chlamydia_Male_Female_Tor_neigh:
Number of Chlamydia Cases for Age 15 years and over by Gender (Male, Female), Toronto Neighbourhoods, 2013 to 2016 Calendar Years Combined
Demographics - Denominator: Based on 2011 Census population estimates. (Statistics Canada, 2011 Census of Population).
Numerator: Number of Chlamydia cases for 4 year (2013 to 2016) observation period. Data source: Data as of July 20, 2017, Toronto Public Health integrated Public Health Information System [iPHIS].
Average annual rate of Chlamydia cases (/100,000) Males (2013 to 2016), All Ages 15+
Average annual rate of Chlamydia cases (/100,000) Females (2013 to 2016), All Ages 15+
“id”, “Chlamydia_cases_male”, “Population_male”, “Chlamydia_cases_female”, “Population_female”
2_sh_neighb_chlam_gonor_2013-2016_LHIN_7.csv
chlamydia <- fread("2_sh_neighb_chlam_gonor_2013-2016_LHIN_7.csv")
chlamydia$Ratio_Chlamydia_cases_male <- chlamydia$Chlamydia_cases_male/chlamydia$Population_male
chlamydia$Ratio_Chlamydia_cases_female <- chlamydia$Chlamydia_cases_female/chlamydia$Population_female
chlamydia_ratios <- chlamydia[,.(id,Ratio_Chlamydia_cases_male,Ratio_Chlamydia_cases_female)]
Ratio_Chlamydia_cases_male <- chlamydia_ratios[, .(id,Ratio_Chlamydia_cases_male)]
Ratio_Chlamydia_cases_male.sh <- merge(nbds.sh.df, Ratio_Chlamydia_cases_male, by = "id")
Make and plot graphics object
p.Ratio_Chlamydia_cases_male <- ggplot() +
geom_polygon(data = Ratio_Chlamydia_cases_male.sh,
aes(x = long, y = lat, group = group, fill = Ratio_Chlamydia_cases_male),
color = "black", size = 0.2) +
coord_map() +
scale_fill_distiller(name="Cases/population", labels=percent_format(accuracy=1), palette = "YlOrBr", trans = "reverse", breaks = pretty_breaks(n = 8)) +
theme_nothing(legend = TRUE) +
labs(title="Number of male chlamydia cases/male population") +
geom_text(aes(x=x,y=y, group=NULL, label=id), data = nbds.sh.centroids, size = 2)
p.Ratio_Chlamydia_cases_male + guides(fill = guide_legend(reverse=TRUE))
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAArwAAAGwCAIAAADE8iHyAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOy9eXwb5b3v/xn/7uUe6IEWmgYcJ8SORwpxDKfQ0wJ2yUZCMnZI3CymlF7MVstZ5YQoBHDp61BDIQrEkw3LrOaUAsqCE2IPIUCAVqa0PbQlRgFpnIXgODEBugG9nHs9vz9GGo9G24w0I8ny9/3yKxmNnnmeZ6SR5qPv9jCSJIEgCIIgCCIZBdmeAEEQBEEQwwMSDQRBEARB6KIAgMhXMgxTyYtRzwqO2PvTQXAwDOMQTO3T0PCVjIxDMPfEwoh8pemvWuI+rRjRECJfqbynWZ+MqQgOU89l2L04RiYs8o5K5YM97M6UIAhdDFkauhvr8v8jLjiq2rqVR2wWZ0IMB4SONpTb6TrRg9jpVX22CILIT9TuiREhGwDUd0mSJEkeLtsTyUtYp0+SfM68uNEKHW2or6HrJAXy6TIgCGIIRTTUt7RUJJQN0fZGlVE6/KQYsv5XOuSGYWdA+LEKxU9QGeUnEId8CJURz4ZGlP0pcR0MqsPVnQsOhqlqA9BWFctBYvAURMFRqYwS6/x0nE7CtrG7TPJ0krnpP8cYTqQIX5UY9+3TXicGXqiEp5+wH5GP+ZZrO41+/RMeqGiG7F8b4Rc/wfsf57JPdmzCz3XM+cY4NZGvZGyN3fJnq5IXY3Qbd3qhloLAV+q4tgmCyDKSJAVbKoD6Lvl/VLQEpTBd9UOPgy0VkU8qxylP1tdXDHVc0dLVUqEeKfQDv6seQEVFxFPqfoORR0U8Kw8TPjZiMkNTjnd4V32M2WjORt8pxJqj5snIKcc5nRiTT3ji9ZpzizliorkZfZvUL5LqWtAOIfcYMYaOyRg4fR0veLwhkl5O8ecWbKkwfnlbdG101cd4/1WN41/2yY5N+LnW+25GPFPREtR2m2h6MXuNf5EQBJFV1KIh/Pkd+gYxJhoA1HcFJUkKhr/9I24ykffuipYu+bnQd6/6SwoVcj9DT0c8m+CuGwx3FvmFFPH9Gef7yMApBENz0gidGN+ziU8n5gzCR8riSvN1PfS4Xvui6ZmbgXPUvlSqS0E+TPsGGp6M4dNPdFIVmrdcz+WU6MDQY41Kyt61ER6yPsGnJt5lr+NYXaIhybupPizWgfGmF/niqlrHeh0IgsgykaIh1o3DgGiIvMVofyiqv8Ki+1GpFo0mSDCMlljPR4yXVDToOoXwrmCwq6ulRfkNF/09m+R0Ykwgjh6KPjH1meiem6FzjHittHaGeG+gkRdK/+nrOKmKivqWlq5g5OGJX/8EB0oRmiH710aMT43q/Uly2Sc81oilIeGpxRcNSaaX+NomCCK3+B+IhHW2t3htjY11fLXhKKaKMlvE46Gwc9ZeDvSoWtZWq/pmq2srGrt7AiK4oL8bQKONadR2HhDBsTGH0aKJXONq6tHWE69xiqcg8pW2xuSh4npOJ5JEofoRk7OVxTLq6pmb3nPkaurR1tYheDgOQkcbKlrkNy3o7wbq7VFvYEqT0RD39BP0wzqb6hur2rrburvbGhsBVNS3NLmcHJv09Y9/oHyaFbXtqulk/drQvDq2sgqgJyBCvtyTXPbxjjX0GTf4bqpJMj2d1zZBENkmurgT62xvSRwSOeIRHLbGbqCivr6lpaurKxiM8sZnDxPnxtXUA20dghwRGCn0MjuZJP1wHinY1aK4zbvbGqtsuiqBJDhQ6GhL5Yxz+tpIkzw+NYIg9KK1NABqa0NLuWqvvRxo8weHyhsE/d1AeYwOktKt7gZip1f57VpWAZR3pZUOGfpxHEboaANM/eUiBnqAevUkxc7Ypgyb4dMx/usv1bnpIGxrqMGQnSHmr9Q4V4LxycQ+fR39sJzTwzk9gCgKne6qRtlEouP1j30gJ3S0obzL+Bth5bUR+eqoPjUikPSyj3es/s91epeW5Z9KgiAyQuwy0mFrQ2Ob9pm2jqEkq6qoZ3XTVhXOxhIFvq6xO2y+ZKtrK9BWVckrKVmiwFfGypCMPe/q2gqgrUrJ6ArNMqXfjEnOoEMYyj6sa+yG/L0cYz56T4etrlVbeETewaRYU0/X3PTAuVoq0NPcHGFnYO3lQHdjXfhFTnIl6J1MstOP248gNww9y7I2e1lFyN6d+PVPcGB6BRrMvzZkuhvrQq1jfGqSXPbxjlWmrO9znezUYr21GfxUEgRhOVK88CttwH5URpw60U4bL6UNZdLE3sdNHoweJWIOOoLlEiV3JQ+E1HcKsZPEYgcKJjqdGJPXtIydqqfsiRviHmdIA+eoHibqNUtwJeifjNHTT/yCxxsi6eUU67mhZMvYL3/mr42YicoRM4h/2Sc/NvK4FN9N5elUUi7jXtsEQeQW8Reskq0NajhPMOz/rahvCfpcZXEPTkaZyxf+HqmoaOkKqmy0nEcKDrmZUVFR3xU0EJPJeXwRhxs7Wh+ss71LPURLV7CrPuR0iZ6PgdPhPMGhjivqI14XC+amp7vq2gpEh7F5hkIBKuq74l4JBicT9/QT98M6ffFf4kSvf7wDxU5vd7Jw23hYdm0AKG8a+tTUaz81SS77hMfq+1wnOTXW2SQ/2+0Pas0NmfhUEgSRCRhJkrI9ByKHERxMVVt9elEmRNqk8zbQW0gQhGnQ0thEfETB0dyGihYX3W4IgiCI2NkTBCH/PAUAVd4EQRAEMbIhSwMRk1CBnYr6LnI+EwRBEDIU00AQBEEQhC7I0kAQBEEQhC5INBAEQRAEoQsSDQRBEARB6IJEA0EQBEEQuiDRQBAEQRCELkg0EARBEAShCxINBEEQBEHogkQDQRAEQRC6INFAEARBEIQuSDQQBEEQBKELEg0EQRAEQeiCRANBEARBELog0UAQBEEQhC5INBAEQRAEoQsSDQRBEARB6IJEA0EQBEEQuiDRQBAEQRCELkg0EARBEAShCxINBEEQBEHogkQDQRAEQRC6INFAEARBEIQuSDQQBEEQBKELEg0EQRAEQeiCRANBEEQuwjBMtqdAEFr+R7YnQBAEQQxBWoHIZUg0EARBZB9FKwwe3SBvFBSvyd50CCI2jCRJ2Z4DQRDEyEWWC4pWUFNQvIa+oomcgiwNBEEQGUXjgIgpFwgiNyHRQBAEkSESGBUIYlhAooEgCMJySC4Q+QHFNBAEQZiPWT4ICmsgcgqyNBAEQZhGdBIEQeQTJBoIgiBMgBwQxEiARANBEESKqH0QJBeIkQDFNBAEQRgjwz4ICmsgcgcSDQRBELrIYrwC6QYiRyD3BEEQRBIoXoEgZEg0EARBxIZSIQhCA7knCIIgQuRygWfyUBC5AFkaCIIY6ZBFgSB0QqKBIIgRCmkFgjAKiQaCIEYWpBUIImUopoEgiBFBHhRiorAGIuuQpYEgiDyHEiYJwixINBAEkW/kchIEQQxrSDQQBJE/kFGBICyFYhoIghj2jJzYRgprILILWRoIghiujBytQBA5AlkaCIIYTuRBEkSakLGByCJkaSAIYhhARgWCyAVINBAEkaOojQrS3/YCYM6Zm73pEARBooEgiNxDlguyUCA0DB7dwDDkWSayA4kGgiByiMRyQfrbXuacueShIIhsQaKBIIhsoinERNYFgshlSDQQBJEFFK1AKiEFyENBZAsSDQRBZA7SCgQxrCHRQBBEJqDYRoLIA0g0EARhFdE5k4RZkIeCyAokGgiCMB+yKxBEXkKigSAI06CQhUxCxgYi85BoIAgiLTLsg6BSDQSRRUg0EASRCmRUIIgRCIkGgiAMkAtagYwNBJEtSDQQBJGcXNAKRDQU1kBkGBINBEHEhbQCQRBqSDQQBBEBFVcgCCIeZNciCAIYhlqBwhoUCorX0Dc5kRkKsj0BgiCyDMMwDMNIn78qPxwWioEgiKxAooEgRiKMCunzV2XFoOgGwiyEu94UAOA0f9eOyrveFI5p9hPEMINEA0GMLNRCQZELFiE4dwsA0M87t1Q6dwu9APqFbVsqZ24RetPtXPrb3oLiNWnP0TpO83dtaX5/AEDvE6/Dsch3/+jdq97sVe0niGEHiQaCyHOYSBILBenzV5lz5poxbD/vXNP83nEA4radWLncxxd1OHYL23Z2sMt9rywMbNotmjFMLjP3/uVNFwFA6S2LnONPC0/0YG5ZqWq/WciJl2b2SBBxoOwJgshbQqtGZcnpUM1vsDu3AGCXLneiX9j2WyxYiA9+XTYbQKEdx4MAm5WZxUJttDApvnJUKRBQPbRfXQ6PvxdTIvcTxHCCLA0EkW/oNCpYTGGkICi0zb4CH/wugGJ7aaLDDNk5zPVQSO+ukP8KiteY6/joPfCmAJSOv2g+3t17LHl7gshZyNJAEHnCUCGm9ISC9PmrzNeuNjGHQnx5d/Ca+Vzpv9fguQ4UoxdcaX8AsKvamOQTMQfp3RXMJZtN7LB0AtwLdgQuOullZ/rGm9gxQWQaqtNAEMMbs7RCRJ8miQbBuQX8cq53t8NxvGzyUe/EH/pmw+H4bdnko/6Jt7et+4nSUvritaHRz5qhf/Q0qzUoFgXp3RXani/ZDNNcFZmAqjUQGYBEA0EMS6zQCkOdm2ppiOhZZVFQC4WINpkSDQXFa6K1grb/SzaTbiAIBXJPEMSwIaJo47CqqaBohXhCIbq9Tt1gdMVLdbBCUsUgt2GK1wwj3UAQlkKigSByHUuNCjExK6zBqFZQGjNnzUhzaDVGhYJ2Pu+uYIrXYFi5KgjCIkg0EETuEsqZ/Oq3oYdnXJH7BgY9DghziWdsSBCvYHiId1cAIJMDQZBoIIjcIsIHEZYLKSCs2InNC7nIbWHrw827UHvHauc1aU80ktSMClZgolbQkPuuCrnKE4U1ENZBooEgcoIhH0QaQiFMH7/iQa+/uClyW9z6cIdtte/VPn7rTvGahWYVVpLlgrlaQfZQGPKPWKcV1OS+bgBAuoGwDhINBJFNTNUKQ1Rv3mRf8bBmO/g+yvBw5YOobVudVDHoCWuwQi4YIsIVYqVWUJPjIQ7yrEKOLZIOhNlQRUiCyDQRK0F89Vv5T8+B0le/Zb52tY6GRWzs7U6/bbXv1etQ/7BZSyxmXjEw58xV/qQvXpP/MjyHjAmUlFFLB4IwEbI0EESGsMioYITJZaUAiuxlulqbXhrSEGoPReaDK/MARTfI9gbyWRCmQKKBIKwlB7RCCK5xakf9w3wZvPi+T0d7fVYNa8m6ByQewyK4QYbsDYSJkPYkCEuwTitkIPFSlgvSZzuZcxcmDWuw7o7OnDVDbzGos2Zk3mUw7IpFgqIciLQhSwNBmIZZ2ZLZQjEtSJ/tVDb0F2c0nRw0MAxfBo9uKCheQ04KIk1INBCEOTAMI/11DwDm6/OGkWJQ+yAUrTC8MLd8pCEKhomHQkbRDZr9JCMI/ZBoIIgU0Xz5yoohA0hf/dYUD4Xig0hrMn/bq9+JYB1ZSWcwfQXtDKBInIJw1qi6xjZBJIVSLgnCGEPZkn/do/7L9rx0wXztauVP+mynHsUgeyiSdGvwt76wfKcAAH388hWVyx/mX1a2dwq9hnoKT2C43byzzuDRDbKAkItIZns6xLCBLA0EoYuhwMZhog8UrHZAyEs/6G7exy9/wOsvaQLELQ9g1WZfaR8/42E+cCS0vXynbYuxapWmL3BlYOjhk0NBEKZAlgaCiEtEFaZcsijorPKktijotCukjP7bdvWWzU1lAMAu3+wsBfCRH+PxvvxkkR3HgtbMUI1w758EAPgrf++Bynv/JHwob2+vvPcA/xvrh88lyD1BGIIsDQShJWNGBXHzT9y2Rz1zPhKW/kcz2NrVdzjTXhDCCrtC0hwKI8aGIhZQyYI+fsYvyx7d7AQqf/Kwvww9fjSlO9/E/JW/92WvOKoJEH/5Dm6a7rvwqOPGP+GaIG5a7Lvwr/yNB4TvT+d0d5cHxgYKhCT0Q6KBIEJk2gEhPu/eAdwJcfN/dMx71DfnI37p8+K261KTDdHZkhlDkQvGIyLfdszw1Ty6mSsFeq9of20hiz5++fMpzCFUPlJfOGT1PYvt9x4AwP54uhN/FX55BNdcxv342xwAfObHudUpzGDYQgtjEoYg0UCMdCKKK2TO+/AR/zBcd7JugOVm4uHnheBR/6QbnMY7MiUJIjWGlsP++JcAmG/92NDhwvJf9pSVYOPDHRjvWgX3cpThdf9F61J4EYzw9UhTx9dtU0rw1BER32bxV/7G35c1LzZr/U+CyD9INBAjlCG7wqfbQ3vOW5yx0cXNz2D1Haz4IABROIpJN9i4C/GwT4QBS0Mm5YLiodC4IWS5YBRuy2oA2LJZ7QXwbAGwMLXppRYIKf7mT8Hvf5u7sLgG2zs//Ia/6UhN82LuwtSmMFxRYhpoYUxCDxQISYwUmEikT7fLf6YPJP11D3PGFQmbfBQE/A8/6PiF2POL5zsPoWbFWJa9sgavdIpJOmfOuEL+k758Axk3MDDnzM1MWKV+mLNmMGfNSE27sBei48YD/L3bmyd81/7U73tYdDx1wHHvn5K9CfmDRjEgqvrIsEPkK1Wf8ko+w++lyFdmYEyRr0x6aqIgiLobG4EsDUSeE21RiIf06Xbm6/My4qEYy624gwPw0oMOXOdkn3dMfTCwCF7c4otvZ5CFiKwVhnaeuzBjN+8cUQlq1HJB+viXzLd+rDOsgbtnOgBc+G3P0wDgBIBi/cGPGvIgFlI9+WFrchD5SlsjWoJS6GMk8pU2G+Pvkjwpv7VGZ9DpRW179t1bIl9p89YGOQ4A6/RJZnr8SDQQeUvou88CW4JpzLnDAwDXed4AQrcuLYrRQiMX5D3MmVMtnJ5BpI9/mcnqkCkbGHKTpKmPVoiSmH1qqk0PF/UgOGyNaAn6hjKQWKcviEpbM+/i0k9L0kXQ311ek33NYCnkniDyDY0DItvTMQHpyzeiFUMuIH2202jwoymk45LIKQqK1yh/g8ceTvCHVAsqpHaUXC9yWNlOhI421DdpxQHr9EmKjIjnuojc7xCUo9VPxNkd8YTQ0VZfw4U9ArwjlpNEdbByZLz2Gs9CTEdD9EmJfKWtsRvdjbbww8geY48uxHgmJiQaiHwgM8EKOYj05RvMuSkGD1qEJiZRvsGr/9LvX/r4l7mmGKR3V+i8PccTComPktvIR+mfldx4RJRvEgM9qCizJWghOGyN5V2STLClorvRLUCx5EvKEz1V8l1T5CuHDgi29FTJd9647Yc0AwCgu7ERXXILNNpCLdR9qo+M1z4psU6KdfqCLRWoaAlKvggRlXD0ZrSHO2mrSjQ8iQZiuKIWCgAyoxXEbWsd+wH08861lc49wuHYzXTEQuYJGmNDKPcyUiLI93hT7vTD0cCgVgmGhEI0hqRDQfEapYZpOrpB+YjlPOX2BJ4B0eaShoIb2OraCvQExKgDWadPbia4G7vru8IHsM6m+pDKiNMeEAM9atkSPph1trdUtDXzoqZP1tlUj7YOIUH7pCQ6qSgSjx420iTphGIaiGHHkKt1oH1o5+i6TIx9eI/7BWAtxG0b4Vzvm9DPO/fY+HmW+jBDa1qa5J4QVu3Fxrmcatv2SKs7ID85tmblXK7EhFES3NdTjntQ9EficfXHQlpBzHtzCuIgMSFvxfjViB/oICsGeVv66x7m6/NSHOvoBnn5b2YYFIDqCYjg4n0aWZYFIDiYqrbwropayHdPpoppA4D6oZhJMdADdIf2KwcERHCx20cFQar0A2svR7c/qN0NW1kFvAERXLz2iQwnCU8qHnpGTwZZGojhwZD3YaBd/rNiFDmBIs6T/TwP19rxAIIfyHsK7TiegYUSkqLPQ9HPr7qr+b2PNNvskgbPxgbPyrFAUQqKIXpo0y0BSgRDbtoYmEs2y3/yw5jhCFagtjqobQ/ydnQSUMrGhuGxGKb6xhyB4Ah59AUHwzBVPS3BsBU+3ILzyNb9rvq2qgiffkWL4oWQka39cdoH/aitznQQZNyTsg4SDUTuEhGpkFArSAPtVpdmErftgjNkVOCc3/c6tjqcW5v9lo6pC/1GiOqN9zdNjrEN9PObPqrZeKnOfphzFyp/RmaaCinIBUuXyVYkgvInBe5R/qwbNx6aSElZGUQrhvQTiXM+MIJzxTLqi3xzm+xNEDra1F7+oL87qgePLAXQ1iHIIsSbsG5KRHsIHW0R7hGVghEDPQgHO6j7DPq7hzwdcdonJvlJRRJ3dAOQaCByjmihYJFdwQj9QcDPb3WsP9azfo+I77bvX+bhF9SWWTWeUsTJvNiIQjb2NrB/t98+X893lCwUpL90aP4M5VDIHorkY6WUImGFNSKeRMiWUIiJYtKwtNAIE4l1A6UA62xvQaMtMtvApg5MUG6ZIl+p2PMFR2RmRDigknO1VHQ31oV7ExyhrIY47SOCIAEA4XBCka9r7Jafk/t0h4Mim9vU2iBG+wjlIvJ1jTE0QcyTiml3STi6fiimgcghQiGN2ZcI0RRyS5dxAPZvdWAeiz0OJ8rwG//EVeYulKCWCIMfbZE3CsYuN3UQLULXh2UrC5M2k+0K0l86LJ0M9IUvJOnhks3pRDZobBX6lYEUuIcZv9o6l0QC5BAH6xSDOniioHhNTsY3sE6fZHcwNqYxvKeiJSiFfoVznq56pir0XEVLsKvcVuUPApxH6nKoBFBFuNRDqMpDuLfwfjZme5HvqShzqSdT0dKCKrnZUOhDqM/Q0REhETHbc55gizKF+q6u+qrmiDOOd1IsV1OPqiqmrb5LGppVgtENkPuxLUQ+o/mxko5cYEbXmZI6wZy32KxvXubr86SvfqurZSytoFAwdnlSHwRz5lQ9FRuFVa3Y2MBFbPfz1+y2v9yQ9PtDtjHEffYbNfpv88y3fhwvFtKU/IiUwyEVuZCyCYGx35t50VAwfrWei5b5+rz0Sy/kqmLIJUJpmT69JaWMts8qZGkgskNmjQon+VV7/AAmftfVUBhs3dP8Appa62PG/WWwmDQQlgvRQsEiuI0NUduFzpcb4rXPMNnNqJQVQ+54HHSiUzGYMxYphhEPiQYiowwlTH62izl3gYk9y7GQsY0NR/7LP3Gep+ECAGJrWwdb79t3kl/VaduY8WDnSKMCMigX0iSmmYH5Ro2ybehmH514mb5LIh2yIheEO9/EL6ZwOM3fecCL85scU7hiAOh9YpO7ZGXrdF2dZFgxZGYgIpch0UBYjtoHIX22Kwsz6O3reaHP8cIxuFbUfHCsbDaAC+zoCwIZEw2KVkhBJQx+tIU5c2piD4W8DoXpa0op+RExFYMp9/jsygVkRzGc5u/8lfeDwiag94kDcCz2FR9qWPCmfdeU0qNvuvcCOlwrVgcxxITMDLowukaU2WtKWQqJBsIq1EaF7M4Epd9t33cpCwir2jowvsaM+kVJkes9pKMVskgCrWDyQNb4I3RWebJCLuiMhZz7i5X2O7cDKL1lsROnhSd6MHd6KU7zHrhWFLqTjZKagUGu8pROWMNwKPFEWAuJBsJM9BsVzPVNJEbcdyI4+1K2BMAxYHzgCLiSkwHAbvZA6sJQoS/oDGqF9I0NhrSC9JeOdIwNXTf+WLYx8Lf/hxfjaqtucV59Sri9tRnjapfd4pyQWq8GyGoEw6hSIKB6aJ9RDo9feOIUHItLj+TisimhChCkGEY8JBoIE0jNqJCx1Ep2Nuoa2gJlx7wTF/lmw9HQxpcd809cYZZBUNEKmh9/mdcN6ZOBjErgFH97q/fQOADBZlvnrJ/5Jpziq57gxeP+qp/5rj7F3/6S+NCcND1HiY0NSpYEY78XWQ1+7D3wZmD6FK540nw82hy88uLg9oYP+g/izd7pU0rjHJLJOAaC0ECigUiR7Ecq6Kek2rcPAGSV4Nmnt/RhAjRGhfQ7TIwmrEHcssxt2+qZDWHLhuadqF23xjnb6imYSfVDP7Pf/gS6fsmG3pSTfoxxzRrj3/qSIJ7w26utc/CGDAynnhzac/7NjP1eE3WDoWoNpSVwL9gemNjvtf3Ed8skADiwvQGxFUP6cQypeSjIzEAoUEVIwhhD5RpPPyudfhYWKoZT/JqnKte8LBwBAMHzVGXVU/yriQ4wq5h0whUowHx9npyTqfylP6Ixene4dwKAuGVDh22N78D1CO7QsyReYhKXYYiJ0VqQYc6PtCKc4qs6yrbMwf4TsF9qm/UdBP6Y/ulEo6wQoVYMWYT7xWIOQPGU1l2Lnb9YGVIMAKYvjpk6IRsYMn+9DRfFwJhBtk9iGECWBiI56s/SVxtZAGesGvpWZ85dkIJukFMuE3goRI+AZTf5St51VL2M+Sc62Jt8Xad4z8vi1ddkIU8ys3aFhPTxG+FaV+IGgu+jDBsqH0DtY2vk18SiHAor+bOj6r9qtvyMmwAhgJqHzmdxfg06Og/PMSWsQV3bMYFWyP3aDCa6JNIPh8xZ+H9L647m/PP/NWsmeQyJBiIuilaQhUI8LLI0sI6bnDgleN7BfA7BE2V4qvIh1G69KZOKIV6wQhYRtzyLVWtYUf7Gf9Fve8N3oI+fvkE4sCaVkrB6V8i0CuH2jp5J47D1iQ6McS0b4656IjAfXtT4zAuE1GNXyHpkQ2KyGMQwXMwMRMYg0UBo0akVmFHXw/JohvNt11yGrX8O4ICfbfd1neKrnhK6bkrt7qgf2ceRybqQuukLAv6NGxzvHenBjrLJ5WUsgCL75KQHajErqTLlHAruoVsA4KGfqd9NTxcQDj1JB9lpotMNITdjzr857WEtIethj6QYCDUkGogQOrWC9ihV5qS5AkJ89eXg1ddwJZfUYE+z31a7DMD5dstWlURYKyiY8k2dNIGi97GH3KW3u3qfdYeWpCucv2SaXBlQw+BHW5gzfyR9+QYHYN8GBxY5WThu28BPhhdX+ZQRk3koMlaDIfMoARbpRC3kjtUhK+WbIiZAJSCJKEg0jHRS0ApnrBLlEMiIfkZdb+a0AHYC3FVPBco+8trm+ZaddCx7ii+DF5f5kh9qDEUrDPY9ouwsKFpi9jixOPq6+0WgEaW3Xd8K4OjrDY+MjqkYtGmqyPoAACAASURBVMxe4wGARZ4DgJGf5hatVMl868dZqwCtisRMM8JRlguabSlwj/DTt/Hzyzl8yv+024tvNd12OTf+U/6n3X4A7EWuOjb6k5P+cpeGDAyCcw/4eRz6eecuL8Y1OedxE9TbKU2AHBNELEg0jFBSsyskQDr9bGoRkXEpuUZlrL5Ep+E60QoUkcTUCpnlNP8IXI1j3EMP++c/OC39fuMZGyxSDLKHwtw+k2KKUUGNdOpJ2UOh8VYw9nsrLr2sCRDbu3HbXN940XHd27b18LMVnrrzTBk6GiOKoZ93bvT6xzcB4rZdcC7zTXjHMWsPfnBc2bbtn6f5kOuMhSTFQERDomHEIcuFdLTCVxtZZtT10cYGGMykSJpAYS4a70NirTDY94jVMQ29j+3HkutLj4RfxgP7D9lmWVifwBrFkElMNCrERN1neHuAOf+O7j++A8xl6+Y68anQ/j6qKthj3T1dHzu6BrCsxjPFZOkgeyX0U82vtzu3AmCXLnOiX9j2Fn6wgFs6jwtvp/BRJ8cEEQ+q0zAiUCcif7WRNcu6oEGWEXKUQyarRCeGOW+x/DfY94j6L9vzOh0ADj3ybEPLiYMtr/cCwksnJs0cZemQSRWD0PiioN3uFxrvqGzcxh9O0nlKBRt0wXzrx/KfdOpJ5c+isaIYHfnwPNu0iyAGxfEXtT8/1/P8LTX7u4XYB0IK3KO5/ReMX63skbfVe5T9BosxFEZ+mAttc67EB78XtdsGIMdENCJfqfoSdchvuuBgGIZhKnlR1coR74LIF8jSkOekb1cwhHT6WWbU9TmiGGTTQg7og5iM4m67ngNw4NkGTCvF6b3vj7EXm9a78YIN/Xxji2zlVm+Lj7R0VD/om9XPN74otlwb7zIy0UMRLT4G+7YVFC3NcEUmdTJF13WXARDffDs45XJuPFuDN92PTa65jWXHAxgIHAM3Xm+3g69XKyph8PVqAAXTOtW6IR3jlrh/T3DWPG7CZTV4zr0NNUtD252H5+kvekGKISZBf3d9l+RRp/qIfHNPS1ByBh1MHV/tc7IQ3I3lXZLVyV3ZhkRDfmJ6yIJ+QvaGUdcz5y6QPtvKr9rtxdimlXO5kn5+1W4/APv3XEsus3RauS0XIpl+fSsAjHLuNjmS1CjVLQ/aG7dpttnZ38emFwXxuH/iD6xeu1eWC4N92yweJ+EcwlpBnT0h/HQvAHY83NftDdgHvOwU37RPKteGt3UrBhlZK8R8WDCtU1OKVA4+ULYT98yWwj1ra6DsmHfiD31zPnIo27EUQ4KwBlIMUYiBnooyV+S+oL+7vIYFUFYht+Gbe1raPZmfXIYh0ZBXZFEraAibHJa1vLPLV/KO45q9Ng/89vmeJYWmj8WMrosY+u8CczaXO4rB3GWr1CtQGJvGZzuZb9TE91AUskAwalvcdxwTf2CbXYRNfxAR19KQMmq7QgK5MNi3jTn/ZkuNDaEoyFiZltzP5wLA+Ms9zwOhaFzWN7QdFzmHQv8cNHpC0RCDr1er9US0euD4ZQAwYZ5nvzKry1TbcaYXpRsKiteQYohF0N/d3WZjGgEAIZODrayiJyCCC/q7UQaRr2ssb5Ky/L2bCUg05AO5oxWicZb0C4/8Dj+Yz4q7e174yPHCMbhWemaFpEOasZCKXJD+nu+ORADA4EdbCsYu19nYlJLSwQ9Q01LIorAGz3cevjaBlVtnlSeN9yG7dgWZBHIhrW7t9yJKB6SAugdZPaTZYTwo+DEuYqAHFS1Bn5MFIPKVlbzN52SdTeWMjWlERUvQE3Qz5V0SHAzThqGmeQmJhmFMLmsFZtT1ShqFbc73sOm/xDnfa3/5MhYQVrUKsxpSdvyp7QqWaoVkCRT9vHOXH8DEK11LCzudG70YXzt3mXOWdTPKAtzKcY5rtgV+AC+uS7O0cy54H+JhrmJQ1sxMUzEkcGSYDoUyJIJ1+iTFZMPay7s7ggALziNJHgAQ+cqelnYXX6cJcshLSDQMP3JZK8gohZ7E/XuDs+ZyJZfVYLt7U2XNysvYEgDHAkfAlRjsM1NaQS+Hf++fuMCztBCAuG0tnOt9E/r5WVuFWctyNhAqmYcCXMtS7faEaz0vA2mUdh4qqPD3fczZubiAt1yhwXTdYGJviFQMFi2JQoohVQR3Y3mTxAYdkUEOeQqJhlwnerXWXNAK8Uo1KHJBNjOwLNzXtAYmH/PaF/vmnKh0hLf1KYacEwpqeo/3vHDc8cIxrF3lWbreCQD9foyz4segxiXBnDkVgJ7IBsVDkeHS0REFFf6+z5Q+LQ1rSF83aFSCdVYBpWc5yiFN3aAOtCTiIjiY5rKwy0EM9NTXqOIdlQBIMSLIIW8h0ZCjRK9GnfvEWMKqZK7qd+plPn2/WYdHpELple37L2MBwSlbF/r5Wc+VedbHe6sKxi43FAupFgrSycejG8jSQU20jJDbMOcuzFhNp9BKUSYJheGFkkKZseFM0Q0yZGZIBOcJBirDcZAVLUHfkDVR5Ou8te0+FkBEkMPw+M5OBRINuYWiFaTtV4b2LH7rjFUiclg6qFedSKGMtDoWUpYLOa0VwogvfRSccxk7AcCxwOF3Ohxv1XjWxyvyb+j3nCwXYgqFiD6jGsSQEScfZy641WrFoFRoSKoVZA9FboY1mIWlkQfRY2VMo4xwIqIaNE8MLYejBDnkMyQacoJoraAg75GlQw7qBrMWyDZXLmQg65KdgzpHKA++iX/OWzYe/NYOjHPx2jr/ekhqV9BDzAOlk48njmNIB1kuZMyukIHEy9QwPYJBP4OvV8t6NDV7A/kmCKOQaMgaagdEtFbIfZSwBlPWtxwW1oUIJszzqXLiUwh+NEUoZB515ceR6YaISSYNDNFDp+anCKkNckwQRiDRkFE0UY36tYK0/cqcNTYgvNJEtL3BvHUvT/Ard3hxYVNjje2lTe735Z0X1jTWpLbsr05MX7bKuFA4xbte8gOwXeaqH93pesmLMU3LZulaPttsQnaF/jamsD5luZCvHoqCaZ25oBvkh/qvWFIMhFFINGQCRSsMHl2v7CwoXmuoE1k3mDktk1DXjbZoCHHbDjSu9E34vePqDterKz0ADnc4WopSUgwD/B37DwFgv+36yeRSQLjjNTw4IwN5kjqDFSI4+q7fNsdTfz4Asa0dy+p8xQcdc/fb9s7KmHgcClnob8vUmFkgXgKF2vUQL71CCtyTRQ+FjDqrQk97ckwQqUGiwVpkuaDWCgqDR9czxWuHo2MiJrFXyg6tQJHE2CB9tos5m0vgoWCXrnTihLDtLSxcxALACb7lw5pNSVZIKihaEiOs4WjPIXZW60/k1QsH+DvavYfGNCXuyAxSzG07fKJnzwnHnhNYfYunvs6JU0LbO5g3x5BiSCGsIcIHkddaIR4RWuHUk+r1qxI3zgWSmhzy1THh/PP/zfYU8h8SDZYQ07SQPtHGhtz0ViiYFfEAABhjm3MlWn4noobdv8N/0aIkZf//LjBnxzIfHO4/+GJ/w4sn0FjXOgNzH3TZ73jGpBkmQdYNzAW3GjA2TLisfe/FLCC42oUZdRzOt11zGba+K8IqS4Pig0jQRupvY86enZWAhgxUa1C2NU8BSFDLIYu+CQ3RZaA00iFfFQORGUg0mEB0/SVztYIaWTcoKRUWjaKTeCWeNGjcFilEOYj7O4KzargJ363Bc52Ha+wvHitrHGO0kxATvv30Htkr8Yww4wYOCKTYUSoYtTeIL58MXnMxWwzgREfbftTP4oovrsHezqOznMXGhk5gbMiwXSGXwxpSkCO5ZmZQIwsIJS5nyAKRp4ph/8z/L53DZ73y/8yaSR5DoiF1LDInJEXt0cjZ0EgFRVIoqRYpREeypXBfvSkw+Zj3oh/6Jpzg3xtvTzX+sXf/qcCsyaXFAE4EjiJpRKHpsZCGYK9B3fL2wKQTXttc3zUnHXPD28Wx2zMX3JqgN7U4UDMyHRApEC/uITUzg7DhKNYUc/iC33DYi39tur6YK4Kwo6f5AGpvLHdebsaMVeS9YiAyA4mGVEgQqZBJcjylQoOsHhTdAEMmhwk1nleBcDVJ56srY7ZS/BEJwiNKZ+HGlc8EJp3wslXxbr1WY8BDUTzLtxcAnABzQQsA/AFACxOn3vHgkQfi9VRQss5EcZBFD0UKCGv2Y8MsDgP8mi4vipqWzbLtf8odMjEV1SybZXQllLT5gt/wJ++Rc5qA3h2HcX25r2igYdlRTP/H7nHlvq1f8DuO9l5eXGreeOSSIMyCRINe1D6IrMsFhZR0w39v9p7agTMWXTya+3jg4ZPyzjPmzfjGnFEWTTMCdbaFCVWhVIEL0t/2AmDOmavsiRELWTzDtwdQVbPmHrwhzTkYItpDkdg8oJBAEOiEKazPA6OCwbCGAX7No95DRU2A2NaFZTf5Sg46qve7Om/yADiy37H1gpQVQzqLX89dU2Hf0AOgdFG5E18IOwYwfQKO/mMSeiqfRu1d5SYqBhlSDIQpkGhIRJaEwj/5NtGLs2q/O8F5KQCInT3uMeWeS2O3NpqKKb55CjPGvjHqvzfzA6Jz9DYAp/+y9LX/mRnFoKCJkUyaQKEmWihE9Py3vbFDIDNI0sAFtVBIXw3oYfDIAwUl6zIwUK5RveFu+5qnALD1NzkxILT9F+ZXsQAwwG/tq9lgbC1zjYci1fjHs0ojgmnOsl85Gs8OBHDs0Lhq39Yv+GU9wtZyUy5iOQOTFANhFiQatGTdoiB2iphX7rvgn/zdh4VLJ3An+93dwKIkR+k3NrBTxq4AgK8O4QwOAP5782tfzav9RprTVnGSX73Xi6Km5ZxcR0Fs/Zmb/Q/PzHT7HfI+RAkFDUoDtdXBImLqA+nLNxMdcuYUeSMzcsE6UvZQpBkLacTYMJoFgqqHtlnfwdY/i5jFvtblt1elvOS3TPo1nXrfPhq4vJgrGj0f3c1Hzq29HsBZdpPcJaQYCNMh0TBE5gMbY5ZqYKvLnQDwpR9nVuOf/B64Fp3lTtiPcSfFf2/mP5t0w1gWwKHPDl1w7orUTiAWYuteLL/NN+FPDk6wCRx7WHDvBm5Pq09ZLiTVChlDIxQSS4Ro5PbMmVOUn/4ZMzbkh4ciNcTX9gdnzOJKLq7Bns4js+xdfWXLRqfcm1lJE6Vj4V7WEyj5m7eY9V3/RcP9PXwJvBjtS36oLkgxEOYy0kVD1u0Kcfgnf3df2YpydB7GvAls/+GkBxhxUny+lP983g1jZX/ESwe/mjTjf6Y80eisS7bhNidOCq1/wPy5LE7yW+C6fVxM0SOdfjY6IlJxUiT2QWQSJYFiKP7coEqIidKJbHgoKFmneBCGiwViuARCyrAlcFc/FZjU57XP85UM8IeKUv5Bz9jvVSo3pGxs4NaUA0BRcetWIBxko95OE1oA0wJEvtLmb5I8HAAIDqaqTV4r28lGPZuvjETRoCmrkEtaQeYzx92f1awo5y74pwD49xx2HPuiB/3ipYXxzAiGYhpe8n72XuEZeG1gD85YXfu1YP8ZNvOjGS6wXfPv2PJHobUPy29jDz8Wr50msoE5m1MiEnLHrlBQtARysrsZWiEa6cs3Fd1gRf/WMVwSKLgNNwFAySxPJ6Dk4HTelFpvObjMZjTkmLACka9r7EZ9+EFzT0tQcgYdTB1f7XOyENyN5V1SXisGjBzREGFR6F5YULEzi5NJjNDW1zP+LOw53IEzXfUTPAD+eNiBuIpBQadvYk7t2DmqhyucqVtoYyK+IgRnctyEb9fgwebA1eWBxxyHjvdAEGdyMecn2xtkY4MsFEyUC9Lf9jLnzE1tjWxZK8Aku0Ji1EMoEQ85jrxyVeqH53CJJ53I5SNzpxakBlIMJiPydd7y+oru0MOgv7u8hgVQVhF6urmnpd2TtellijwXDUNhCt0L1ftzWTdw9VFR05dOGEZXIjsBbu6xwKTjXvsdvoZvA8ArjzkQWzFoYM6Zm3UDg6IVkBG5kGFyP6xBuOMAHpzOYYC/42kvxtTO/tHc3l+5RfnJwvlLpsv1uCytJ62TpGtSZIuCaZ2kGMxG5Ou8te3tqGvzyztsZRU9ARFc0N+NMoh8XWN5kzQMKuakS36KhnhaQUPuOSZSRAmERC6sRjGB8wiA2i8787akoicU3HD62SzqhkyaFpLMpGTdcAlrMJUB/o6n5fXDeh99GkvW+IoH+Hm/Cuz5USuAowcaHhmdlTXBhxcUymAFsmTwseCVXayzqZyxMY2oaAl6gm6mvEuCg2EighzykYJsT8BkGIZhGGawe6H8F7NNQcXOgoqdqSqGT/i7tlbetYs/EHos3PVrXbUF4jB4dL0pS0goKRiydBheSKeflf/khxnIk4xGVgzSl29mXTFkfQL6ketCRu8XVr4gAEAfv3JV5Uqe3w8Awja+8urQdujwv+8rKFqqPnDug2uaJgFA6U/WOIsBfHwIhXYAGOAf6Z//4GR1Y9nYYOb55AtkZjAZWTJE6QDOI0mSJPmc4Jt7Wlw2OchB6ipvrOOH39ewXvJBNDAqEmgFU+h94jk4lvnun4rNuwR8wt+1tfn9j60bTj9ZXLxKTqDI1ujpU1C0RFEM2Z7LEAUl66yLi0wnFiEZffzKVc3vfQhA3LYBjRt9mxbhAZ7fxnfYnL5XFyH4Qvyv09GRZRAH+HnCpE3TSwG89sohdmauRZjloGQhM4MViJ3e7u5GG8MwjK2xG21VTGWEKBDcjeVNTjbo7y63s4AtFOSQpwxj94ROH4SCKUEMpbcscwLAx4fwrbmA/f5l9rvSLYScDopWkHZWhvYsNCvBOzuEFqcIGxsy46rIKbmAyEIOpvsprC4NWb1po30lD4BdutEJAH1+XFj2/odl4CsfQO2jOu227zXM+/P8TWtkf4Sw78SkJSZH7JpCmlGQmnu8od5i6gOyMVgB6/RJIW9rjKRKJQBSjAhyyFuGn2gwqhXUmBTE8Am/4NVJG5fJv4oyubCyQrRWCO0f5opBRr0wZvohDokTKAqKluSaYlCQUzFzP74hMvGyKLICYx9/9bNlj260t8zusO3zvdrHX80LrzqVr9x4ORTCHcLBSWPwyK92o9D14OTAoTH2YqvPI3Mo93vp0+3KTua8xYaOBUmEXEAJdtAEOeRtSMOwEg2htSW7FxZU7DSqGGQzQ0Hx2rR1w/sNC/zzNy7jxqfXjUE03geNVgi1WehDLgRCmoelVoc0XRLilqVu2zbP7D5hy6+ad6LpMRdn+hJDqhIOOUvCxMvfOa5+q+bRjdwECCgrKwVQZJ8cp20Y7sEfAcCDa9TOCOeeH8Vrn60cCkO+CY1VQK0V1DsV3RBtciCtkBuwTp+k3TH0S43zSNIwynRLjWEgGqJNC6npBlPMDMJdrx68qBCeXbvxLdf9V1lwmxhCLRRiqoS8RwmVMN1Jka6BoXe7eyewDuKWX3XYXL4Dffzy7bYtiy3Sa6YbGzKTeCmsfLZncjFa+A5c6Gqc0vETnp8ML6400Ro22LdNE0qZMfTkW8a0KCTq89PtAJjzFitVJod6IKFA5Aa5KBq0FRtNCmw0w8wA7v5lnHbPgjT7jEaWCykIBevMDJnM57ROK8ik7ZLo4zfCta7EDQTfP1LGASiy42gQMPHVUQwM0pdvMGdOTdy498lH3CVLWqd9wt/1xiEAtsmumydaqmjVyDkU6tKQ3CYnAGzaqP6weF4FTCqQrEG5eedIrUajWkGDIh1CD0kuELlErogGo0LBqLEhl6s5yctWqfekIBeYhT6L7ujqHM540iF6BQqjRCyTHVcr9PPOnV6Ma1o5nyvtF5wPNaO4duVyZ7LbozqsIf0gBnHLr7DKxYryeholdlNvzmqtEN6TRDHg2G/ce4EVwLFDh2xTW2/+ppkTsp70V7xUtjOpHpjzb1Y7ESLcBylphaGeSS4QOUz2RYMSqZDCsUadFKYYG0ykQKUV0nFAmB7/qBYKg6/M0TxbMPMlpG110GRpSv2h9SmYwtviHSJu24mVy32lf3DM3I0Fv+6o3uC7pp937hb5+XqmYlJeZV8Q8G90O9470oPtNQsR6AVX2hcA7Gl0Gq0VwvunIsn6VZ/wHrhWnO8GcGTg4N6Bhr2nsKK2dVoS6ZD7pSFTQBYQBUVLMxPooCdSwRAkF4jcJ5uiIR25AOPGg5wyNshyYfBAVejh9K6UuzI9/vGMVWK0UFAz+MqcgpkvGVmJOwJZLigqQYPU/1i8jAl26XIn+oVtv8WChdxsdGzaLYjH/RMX6rR4m5QlUcQtd3EA9rkdWMyxb3fc5uYnH/FfdLdRw7s6wlGjFdQkjmboffINOBaUHtkFACWTn945sRQQ7tolTFuQa1UNMoYc6CBbHayQDupQhvSFQqhPkgtmMOuV/5ftKeQ/mRYNmoWj0uwttYjILKKYFhS5oDxkpnflQrSjzoKSsm7Q322E9yGOXNBHoW32Fdj0OwHHMXGhbXYRNv1ORBJLgyUlJme7PABwuefA5XqaRydBJBAKuvkkABzy7Gr44NRB/EaYC8yYWDoewKnAMWQ4wSdNCoqWmrt4lfTBTxG+wZslHYbcHyZphVC35y0GyQVimJAh0ZBOcQUTGexeGPqJn0EnhdoHodEKZmFuNENiM4O6WcHMlxIPPRTSmJZQCCG+vDt4zXyu9N9r8FzzruKmVwpZFNbguc7e+QnCGphz5sqxhMyZUzJZkkGjElKQCMmjGfBN7uYFHIDXdzXg+1zJbypX7wpMPOW1zfBlVjFEx0IaO/zv+2KWo04HZuLPpQ9+Kn3wU2biz83pUNYfFsgFkGIwiQ9uODOdwyc+86VZM8ljLBENmqhGZFsrqJFnYrV0yIBQUJOypyBN1LpBiYU0z6ighS2Fe+aWwOSj3ok/9K3sc8zcElgAL37oS6YYoC8HwRTiRSdYy7QFrQDwfd9OQHeGQl6GNSjIlgZ5I80QByvkghpSDMQwwmTRkGaYQsaQ/Rpq6WCKjIjnfbAUaWcls9CXrSUuNfYGZtT18h5z5UKI0vmeV4DQTfHfVduxURQDdP1qTwsrtILclTLzHK8LmaaxITexyB8R6py8EsQwxEzRIK8XZWKHlhIyOYSlQ8pk2KgQE1k3IHsmB1my6PRrZAA5iMHq3/o6IxnTRCMdMobgehXuq7mI7QHe9YQX321aejVXYvJwaSZeJuncoLEhItRRn4NDWNWJjdXyyyW23u1m7/PMPCm07ml+AU2t9ZqXi+QCMXwxUzRIkpR53ZBmLKT6QEO5FVkxKiRADqKUTQ4Z1g3RWmHwlTlM4W0pGxsSJFDoIaZiMNE9kRmtkFUGeNcT3veLmiK3xbYnsHSdr2SAd71qc1+ds+XKU64RqdEKuo87ya/a7PWPb5IfHel0vwC4ILbu6WDrfftO8qs6bRurlZeLFAMxrMl+nYbhRa5pBQ2KdEAOLEKhVFywxFWREOvu5dkJWbCMeGEN1e51dtd/araDQWAWgNF2nDC3/KXpGLnlhwgFLsQ6UPrgp8x5ixN4KKo33mdfJb+GJ/lNcLnGu4HgB8fKZgO4wI4+5eUixUAMd/JBNMQ3NvyDX/8HL86pveoy55Wp958LDghDKFEO2dUNigUiHauDUSzJrlRphcHjPICCcU7mzKkZ1g0ZXO5ytGqlyqFtbul3m1f+p/8i9LyPpliHpRPWYJZvIjUzQwLFoIMLlJdIbN2DlfVsrywgxttVXglKlCDygwJzu5MkKXcKKPU+/wf8aJpvrR1PviPoO6SgeK38p9kePFAl/1k328EDVToKO/6Tb323srWX/6O83eto7XXs/Sy6tIJscjhjlaiz7oLpZDG+wcR7OXPmFPlv8Dgv/8n75Y1MxhnIJ1VQsq6gZF3GBo3i4vYX/7fHPbv2IjM7Zc6ebW40g9F7f3qKQc3JIODf1OZwH+txd2IiAkcAnKxq318VNjCQYhjmiHwl4wjfTgQHwzAMU8mLsZ7NV/LB0hCP0uumOQHgH4dwtp6fn4qtQhMdmTvWBXFvAPMv8RX+k7+rV7jgTP/YIs/cf4nXWB3lgBzwVmQAdbpEij1EFldQVEI0g8f5DNsbshURqeKg24Uy/N5vuyVe0opRY4N1wY8a4sVC6lQMST0UAIALuIZ6DsArbQ5Uc6V/7Gho48uOgawL+YLI1zV2oz78oLmnJSg5gw6mjq/2OVkI7sbyLinfS7GaLxqyEg4Zn3/w9e9Pumda0kWF1AaSwY+2DO0fu1yu8ZwL0oGde4kTAL7048zqk1/2dPc5uj/HYrvn0kTSQefKFNZlQKQQF5lCLGRSx4T05RsJ6jvJciGBSohG1g3626ePRYohZlgD5/7f2u2Sqz1uAFdbMYcUMGtRbDNsDOA21g89mFnvAYBLPfsuVbwSxLBH5Ou85fUV3aGHQX93eQ0LoKwi9HRzT0u7J2vTyxR5YmmIE9ZwsqH+xPx7pnFjI/bK+kBtV0CkUIjo+aMtCEsHg7rhc/6hd73419rvX+y8XL1tpI8Y/JO/63jZiktYfNZ+/7ksILT2CpeWJlC3iXVD4rWphgup5Viq7QqG5EIWMT2sYfDIA1lxeaRZAlJWDGne79XpElZAYY95hMjXeWvb21HX5pd32MoqegIiuKC/G2UQ+brG8iYp/+251oiGHDE2COvfP8ieg1+9sxtnu9baZGNDQcVORQfIzeLJBTWDH21R2kejXm5KERa9O97FD6/0FX3OLz/IH/+Hsi1cfnEa5qvPHHd9WrPiEq4Q4t4vg985ly0E8HmgH1yhgV7yQygoGPJK6HdA5CbqG3yOl3tKAHP27MHDocmnsOpEaopB46EwL5QhNqQY8glZMvhYDH1fsM6mcsbGNKKiJegJupnyLgkOhmkDKlqCPmfeyoc8sTTEhFs7LcHtWY9WiInirYjQCpFCBEDpoiudAPDFIZztWnRxaXg7neB+ofV4z4Vfw+7eDpzpmo/mzb2BCz/3jh3n06cYMq8VYi1qdYp37fNiTNPSmVyJejvFKdiKcgAAIABJREFUIVKIYzBRKAwe52WXQWYiG5RqExmrim06soFBUQxqFHdDYg1hoo3BUCf6whrC/ZNiyCcUyYCIuHLOI0ke+fnKnpZ2F1+nCXLIS6wSDZk3Nuis8jTYvbBg7PIUFIPG2BCSDlH9RHoxPueXi5PuvLJUu50iXMMlahnkux/QvdBA0gWvTSdmMWmxbR+W3ugrOei49hVce0LZtr040+hHLDWXhOmmhQxHRFo0iomLUMSLhUwqF0LrUk78eXSwgiIj0lQMsrFB2U6tk6SQYsgzxE5vd3e3jWkMPa5ieiJsCYK7sbxJYoOOyCCHPCWfLQ0mIssFWQ2oDQwaZGERNkV8t2H5yfl3XskVAfhYtR0X6xbI1h8OaQqKgSE6/pGtv9GJU0LbH3HtbK5+JhfeTkEx5E55JUU3IBtFnxSHhU5vRXQEw+CHDxdcuNrkaalIIBdk1Pfv6Hu5RkZIH/xUuOdt3Hs5h0/5e97yYlTTrZdz4z8V7tndjNG1t1Y7dazwSYqB0A/r9EmhH2ciX2nzN0ke1a83JQBSjAhyyFssFA05a2xIsfOoKMiY5gpV4OTvr5w7Ds8d3I2zJ6H/YMm/ytuu24vTMTYMFxLmSpxvm3Upth0UcT4bsa3tIZ1i0hlGXfRJ3pMB9aDc/mVvhbr6U4LYxsEPH7Z6YmrU4QupEXmD/5S/50lvYHQTILa/hVurfeNFxw/fBufvmHmzb8qn/D1vi/deHk+DprNMtp5jSTGMOIY8F5FBDnnqm8DItDSk4KFQfBOKdEh8uNzed/vF4R3FGc3MyzZyjqW8rVEP4muvBGfM5EourkGnuw019aHtziMznfrCGtJZjEq+uVoX/JjJJMyYr8CQ1cGgMhj88GHTPRShnpMphsHDDzAT1un/6V997832ezoBsHXVTnwqtH8A7kpuGjoef1s4ctpfemXMN0C+5Q+eaAVQMKZB75kYhxRDXsM6fZJ2x5ANVwlyyGfyTTRYYGw4zd+x34vCzt9s4YrDfopkgiNBqkX6KI4GQ44MaWclM/MlZCoEUh4lOhCSLYH72qcDF53w2qp9s045lG0diiEza1emSeaLN8iE9FBmrQiJSdPAEIfzVCWuAZxnmzYRjwcFnEbplbZp38TjQRFaSwMz8eeyXEhATJcHf89uL8qabr2cG598uUsqyUCMBPJNNJhO72P7seR6X7G/Yf7r9t3T9NgnCsYut6ISlKIV4t2Pk5LhyIbYlMz0vAiE4jcvVm0nIaeCGBKTsm4Qtyxz27Z6Zvfxy+/3oqT22jXOtGoZDBuMGhtkxDffDk65nBvP1uDXzcLopufOY3FeDX7deexydVhDtGIYPNHKjGlQDfcpf8/umC4P3Hqzb/yn/D1v2+K7PEKjkGOCGBlYKxpypGBDNPo9FKW3Xe/EaeGxP+PaWcnLSqZtYIiOhdRohZHJMFIMMqmkYvbucO8E1kHccj9WbfWV9vHTNwiz1+is6jFMMzDTgR0P9w87A/YBb+lVvls/cfywM8DBi6t8kYpBT1cxXR7o9WMagPPsOK1e1TM68ZIUAzFyyISlwbrgxEwxyj7z3/BITy+Sl6M2y8aQVCsMvjKHmfmSFakWJpJCAWkNWXFJyHaCNEMfDKZi9vEb4VpX4gbY5VudAPCRH8XVhkZMzzdhflhDYb01Hgpw91YDwPjLPc8BIUsVq9oOoccrASCey8N2a1nzHZ1+O3oC2lU91bqBFAMxorBcNMjGBqtHUWNuWEPvgdcD06dxxWXzIew9Os1ZbEqvcZHTNZmFPivsCtn3TRhE6n+MKbwtY4pB8SlI//w18y9Xpd+hOhUTCaWPuOVZrFrDihvCO/r46U+XPbY1b0Kwhbt/g/u+z+ET/m6vF+fXzlrgnPYJf/cbhwCwk103T9TvoVAbDxK0160YIlC7PDqPzW9/7nIWn/L3vKUMx5y3WB3cQIohp5j4zJfZnkL+k6GYhhw0Nmg8FNGeBfmp0hK45z8buOiE18b5ipN3a3yJitBRoUEt9kFk3seRsrFByb8wEfn+XTDOqbYiqLWC6SMqAyW0OvQFAf/GDY73jvRghzh7nHv6r2se28oN89zcsLHBxd/t9X5wfhPQ+6QX9Ut84z/hF+0SSkYfYqe23vxNPV2phYIiBRIkQaSmGKBxeYwPOu5BGfz+0vnRISpK2CMpBmJEwWTsis9wcIMemaJZh0I6+YTyFHPBLTBealqTlpmksboKdUr38gId7gmNdSErgRExS0Mmhim8Tal8kI6lQePpl2UB8y9XKZ0jjlZQ2phI8nPZt8GBNTUvLmtGSTkAFLu2LNJpbDArdaLgwtVmeSgAyKKhF98M3L0L9y0Ix2d80LDoY9fygRu34GKcwvLa1mnfBFAQZWlQtEJMBVAQEcwYcZQexRDv8KQosyK5kFMwDPPJ7d9Kp4dvPvQxvadJGenZE9FyQUY6+YSsG4yiRzGESkaGU8ZNuZEndT2ER/mC3/iuF2fXVk52fg/Crvea30DtDZOd30t/ComGNmRsMMXGEIpDjGM8SCAXZGQPhem6IUmIw+w1HgCzt6a2pJlS1TGnEi+Bb5YCgaGHn/CLXpv00JJSfPD0jomlgHD3LmHaAvUpx7QrxISZ+HP1jV9djMFS6NZCjFgyKhpyx0khL4ctE60Y0uo5jnsiwq5g3pea0dyK3l3vovYKX9EXvPM9/iMcGjvZx3/B7zra+z0L61Qayg5VbAypMRRAkFAQpNx/OsjnZVHJSKW33E6j+KBh0XvzH1rCjUfvkx8HZkwsHQ/gVOAYuPGAwbv+4IlWtYfCqEsiKvEyOfL0SDEQI5nMiYYMR0QmDYeUn1Krh2hSKxyp6AY9QkH+4kvH2GDo2NIFVzgB4PND+NqkY59PwnuVz6B27WSLFIMsF3TaGGQDgxHF0Mcvf9aL4qZVi7hSubbBdGRPE+hE7RmxiIILV+eIsUGTQyHc/drBieejbddujHbVo/n2XYGJp1Y9ewzPrluVnphOpz60IUgxECOcke6eGOxeyFxwS0xjg+yhMKQblGhKtb1BE7dlopkhVanxBe/snbT2Crv3pd1j5/j4L3jnewI/OTWTeEwU04JRl0S0YpALHsT8US5nHPhK33ZM34GFB+TaBszjm0VVSr119D7e4p7Q2DodAIR1b+CBqUZfQIsWxpT7lO0NKUgHcxMvFbj7FgDAfUsilmndgYIJ69L/RGTGK8FM/DkpBoIoyORgkiQl/mWfa8hiwmjJJum/bkWsxTAz4GrVwccNziP2tVc4iwB8Y1IRgLPsxSaPIasZPYqBKbxN/oPxugjs8jXO0j5hy6+x8Eq8L+8rQkTCfQTCsu0CAPQJW9yV09xCL4A+fpnbsczt2PJb0dDYR99wvyhvnebXtTS/f9LQ0RlAI0cKLlxt6TqW6ZDmShApKwZD42bMkkEQOU4+WxpMKdgg6wY9yRRqbSHrBuY7j0c0sHKZHJ0IG3sPFp8N73u78TVX7QW717/HF8OL0Rku4KCEOqYdaVhk467Cxrdsq6Y337bBPzlesz5+WbP3vQlNgLjlVx02l+/1Pn7Zdttq+Cf9yLM84YLlMTjNt8LlLHQDAOY+0Ghf97zReRss/ZQWWZcLBRPWJajylL6YTq0HTUhEUsjMQBDIb9GQALWeSOChUFBcFYiSDtFaQf2Q+c7jSb+Y0g9r0A+36gq1fbiVB/Qt/ZA+6pwIU7ISxH07grMXcaWX1+DpTvGu9gOLWPS1Pf5izMbVWx+xL3MDCB46XMYBKLLjaFBEz46jjh2HcWeTZ7Ze6dD7+KtouK70iCwURkWmBhhAXfrJIukQUy70PrHJXbKydfpp/s4DXpzf5JjCFVsxOJjC+iTTM8M3kWYPQ/mTCetEpTMEkUeIfKXN3yR5OAAQHExVG1DREvQ52ahn85U8Fw2yONCzMylKEqZaOhSMXa4RCtqjIp/V2B5GCLJckN4J3UKYy8zxl7Ms3NM3BCYf8V50o499y7EcZThQ7/5V1b9cFRULWaSqEzzBroR9sle1v34FCwjL3MJsl+aTHifr8nQAONT6fMP7/QfxRu/0qenEkCpBkVaYHDQdMmdOLbhw9eCbNe4XgZXofeIAHIt9xYcafvCm/YUp6rNIM6xB0QqDfdvkjYKipdHNCiasS63/oR7SNt2p44002ZsKlDFBKIh8XWM36sMPmntagpIz6GDq+Gqfk4XgbizvkvJaMSDzoiErS1iphyuo2JmOz0LxOxhNrBhRyIGQimlBkQvKQyayJmNi4sZCli7yHABClpLLPVsALALQ5krUm20SOnvBlfYFAAjHwV3BlgI4HOiFvgqMo7hbr+MAHHi+AWkpBoUMrKYdjou8i7/T71pZ6AZKb1nsxGnhiR5cO92Us4jWCgkwxcYA8+KEZGtftNWBFAMxhMjXecvrK7pDD4P+7vIaFkBZRejp5p6Wdk/Wppcp8tzSgEjFEP1Q2ZnUQ6Em5HdIZmaIfeCYhtyIiLSEUI7lO0ns0lmE5a7y3+rmJx/2T2rycN2Vt7oDkw97J9X5VHdOXQtPTL9OeRe5B65Lf2IWxTcoZRsGP3y494ntcCwuPaKs0DjKPqMcHn8vpqSmG9QOCD1awURMjxDSWB2U/aQYCACyZKhtb0ddm1/eYSur6AmI4IL+bpRB5Osay5ukvFktJj75LxpMRPZQyELBqFyQyVf3xFCOZQ7LBW6rCwBKr/C8fkV432Lf60A4qkPRCtLJ0NvEXJDKu5wClhobwomXpwPAIc/2hvf7D+JNAcD0KVzxpPnYv/foFM1KbIk9FIaMCnKzgqKliVe8FNa+hvUzOAzwa5/yoqh2zg3OGQDQ++h6d+na1hmxurVGfOtZ24IYaciSwcdiyEDKOpvKGRvTiIqWoCfoZsq7JDgYJiLIIR/JgmjIiociKUaNDUZR5ELMb7pMxkKagqbIY05pBenLN5gYYQ1xUdsVFLmQFSwNigRGcbcs5gAc2N6AKVzJmw0/2B64qN9rm6VnJTaYZ1eI8k0M8Guf8r5f1AT0PvoUlqz1lQzw854RZtzAHXnN/SLQmPJQqSMrBjIzEIBKMiAiNZvzSJJHfr6yp6XdxddpghzyErI0GENtbDBKfnglzDIqFBgJazCd3BEKCsqrYbqfQlsgcvriVgCY0voCED93RjE2GLUrpMDc9Wvta58BUPqTtU4AGDiEwrkY4B+Bq7HIHdW+IK99fESuIXZ6u7u7bUxYvVYxPRG2BMHdWN4ksUFHZJBDnpId0ZCbxoaYiG33u9m7PLGsoyMEK4wK0jv1ZuVQGCIFrZBhcWOWk0K9AkU6JaWZwnoTtYKcMRF1vx8dmbY6wM/rmsSvxaPPYMkNpUeeMWt0/ZCZgVDDOn1S6HMZI6lSCYAUI4Ic8hayNESg9VAc3e/eA0TmuqdjbBheyHJh8PimoT3jVmZlJgmKSSclHaOCdPLxjIU1mMLQalif7gjtOW9ROh2apRjksAYkt7f1NMz783x+LVcyIACHHnmm4f2+g3itd8YMJVQzM2YGUgyELoY8F5FBDnnqm0AWRUMOGhui6jcM8FvhWh3DOhqHv/H3vesHUFLs+tHY4XvNKKYFtVwYjshyIUe8D1YTiocIa4VhirC26+BFRXjkmd0odK2/oRXAa880IKOKgeIfifiwTp+k3TFUT1cJcshnyNIQF7FNwLI69nC73gOOH/eXXOL50TmpDZcLsZDRpgUNg8c3MeNWmuahsMzyH4qFHG5yQfZNGDWoJJAL6ZoZPny4oGipie6JBPd7bv0NALB+rbY0zowbjGqEWIkYA/za/V4UNi2ZwZXEPVCRC2RmIIh4kGiIx0AQ8G9tdxzq68F+ccas5JaDDz/r2f+ZY/9fcNsUT2WEdMjlTEt1yEJWTQun+XWvenFBU8NUrvg0v+6XXhTWzr7OOT17M8oU6jgGnYpBHbIQLRfUWiFH1siG7KFIz06g4/DYiRh8L7DkBl9JT8O81+x7ZsQsSkEGBoLQQzZFQw56KFSM5urrOACvtTugQzEAuLC4/cmxLCDc9xuh8vvKDyZZMeRasHfOaIUQ8oIOvuJDDTVv4No/oqHRV3yar3lemH5dXlZljRAKX70FgDnjSj2KIT/cENYRMxHD9ZMZpRgQHv0zrp2VQDGQgYEgkpLRpbFzH7laQ8SuGXXRqRPSySeijQfir/8aPC5v/iVwPLLbnFEMBTNfkv8ADB7fJP9lazLSO/XKvbP01uucxaeFx9/FtZO5WxudxQA+PoQL7NmaXBjp5ONmZTQUjHMqf9JXbyl/Og9nzpyqUzHIDeR/01ziUvZQpNNDRG9921L+Qa/PSjE6UhPIiRiyaWG0fea/IdjTG+dIUgwEoYcsuydy29hgDPYq1N3zmwD7F2/Jt33jsj0bFWqjgrR3OgBm7oFcsC5EMcp+9SVofa8XU0txmq/ZN6mlUbkHpJNAkQ7pZE9o1IZ+faCdg3HrgqIb0gxrGM4oiRjofe21wIwZXEn5fKzfe2SGMzKsgRwTecM3H/o421PIfyimQYvO0pAxEi/HTfY9CURWy2G+87guLyyKaufcAIDf+J4XX2uqLeb0LtQcA21lhb3DIC6g98AbgelTueJJ87Fv79HRhxrfnd/SmNqSzWp/v4zg2g/3LA6nhLaXmvegaUsdV3yKd73kxZimZbNijqJoBemT55hv/tDoHEIhjamqhKFppOeMYM5blDsxDekg39flf3Xa7SISMZZg97xnAhf1eW1VvliKgcwMBKETEg1ZRh2uBQC1k31FHzc4j9r5Yj1rCGn0gUxSlSDtnc6MW5mascHEBAo1pSVw1zwfuKjfa5vd1LrPe1EhWp/fjQtcD+hdSXKoREFE0sQp3vWE99CYJkBse6mDrfPtPcW79sN2AsvqfMUHHXP32/YOxayotUIKZ6GYFtKUC9HlFvIGQ+GQahuANBDKY2JG1yU+PGYiRuseIE75S1IMecP/eTitFVv/1+p4zitiiOyLBlM8FML6INbazIqYM3cdCuWLL+Y3nRKuteoPvw6+MqcUXwi7BjC1JHa4VpREUC+uk7ZF4TS/7j+9GFM7+zrndHn7sqaGqan93DdM8dTWDiD0tT5J/1sZRysMUe2+0+5qBxAMnii7BsD5dpxAfZ0Tp4S2dzBvjk3lgEhBK0SHNKaDUdOC2Hq3m73PM1O7nRR1rIPGGqEpO2164qUeQkaFvm0ACoqWKoqBIIjskn3RkDb/4Nf/wSue05TxgfWUhlSeTZh1OcDP6wJQCgBn2S8fDe9AL4pt8SWCFfQ+/p9oWCXnLPCHT4S2171h1/1bPwVMqdaQsB7D+SwQDG2PsRdHPGW75rK2K+4KfvJc4uwY2UORYJLpawUZ5sypchSCEoiQRD0c6XS/ALiitpWJRcY0DH74sKIVFDuTXOUzQbxkmqGU+lHbFTKjUQrGNJCZgSAMkQeiAXPXTrOvfyfbs0iZULgWKhvUhoS2zvcNSYTBE61MesaG0ltXhVPULpgUPIGrAYyy42QgpGZ08jf+vj95cV7TjeXcOAAQ7uvB3eXWpU1KX77BnDlVTx0nmw2dR8EVnwoAeG0/Zsziii8G0HkEzvgFfyyFOeNKZVv6P28x/+tK+R4v/Z+3AAw9jC0d+vlNcLkudGu3I5CPlfspuHB1TJ+UZn/BuJURdojjm6wrH55UKMQ0M9CCVQSRLXJCNKTnofjXyNVucpeYfgolXAtA0FfrdvZPksO1flKejTnKOQurnEBl4/OHLsLB92HIhCP+6k+4cYpv3HHHTT22py7svO+AN3iuWUagNBMo2Gsu8y9v5yed8Ntu8Ux41zG3PTDpBJBpxaAWCgjrg+hthGVEvH7E1j1Y6WB7PZrtmMgmh5iKQedOPR4K4Y4DeHA6hwH+jqe9GFM7+0fOGQPCo680v4imTT9S/FzqxMsULArSQDszus7oUdFQ0gRBpEBOiAbkXu5l0rAGbTmHZMTzU3DhcK3W9TcgYbiWucSKhfQ31Pz/7J15fBNl/sc/E1k8EFHAQimlRw5oKK6iqLRcshQJZ/Gorq4W0SXlMhWBqkTX1aCWusDI1VREi8pPIkgLlJFDpGhAxWulpJik3KVSCwgIuIrN749JppNkMplcbRqe94uXPp3MPJmW0nn3+/0+32fvuIVPaZKBQ71Xlg2Wo4F+5hPva0VqIRUPDdLhLLPqIIbfrABGzRmnmrszUp+DZDRFuQCQ3Me4sY/rWJZxIwDkvyucXaI6PRhcLaQIrC54mIE4XPjBK9hQZwMsbxi1liNVMFaM58YV9mGjQtz3xNsYJAQb6umClWzBac2bKzF5pjm5nh67iq5Btfwh8/p6uuBTVeFd/JCVFF2IdDUDyU0QCIESLdLQWuBcgfMb6ta3YmPHS+aZzXt7dXOuWchD0TNIw7fVykcCN5jrlANTsPKIHem8egKfRHQTChG4hRKcH4gvrRTcI1ti36cgdIGDn7ZwHjm1BojX5Gk1ALYZtdDq2OLHbUYtQjWGoBldOFNVsAqA/J8zdQDwczXi0+zfpGUBiFNhGz/P1cxllQQCIVzEiDRoZvcN+5xcsIEfVAg6FtLs209cpBdbTGiXc2cv3W0XmcUWA9rl3NtLF+/zAs1rT7ktUXsNgGfDA7/YP6+yDUjXJCZm49uKo+m6ZmlyJb2sgd+pyXHiHefBLhNYXWg83LRkQJbkVv3n0a0h0B6Rjt93e2QlArvcVeIg8NowrVFwHG4aj74hmqGIc88S1tNjmbQ3ZqqW1SE5/DfDZiiCKGvwSElQFEWCDQRJMFpqZAkAYNImh1HDP5ax0GbWKQDATmcqLXrXyzFKFElDtGUoWKiuE8VvqXHXvSLBBs4VHAdeAUClPhf2O2y6E14tpL3cgntvNcdfpGfup2vPW+681XzbRXrxMfu0yO7ZrUhC0YSdVuVpU0rfgNpiCv4eHxYERcEDvi5wR7wzFG6rK10vBdH6KTjYkENwnRuaty/kPlnCEgDInGJ7ccDGQ9Ak11uBQDuChz034V3EQIyBIAk7nTkSmxwODesFWsZh1MBOG6oW2hw6m5bKpUeZdQowRfnpmxwxbQyIKmmIQoIzGH5QgXUF5/HU59Bc+1Aoxt2qA4ALFlw76/ZrLWuPMbW/WhKTPH5BlgXb4sknienGdwBeWYZmziC/Fzm+nUT1LQnnbbiguj7uSxSCwFeVA9W2f7hWXfpFqL7B55ncuDm7hjMFTNMHWX+tfnIVnXa8WvFoM1TqBAqJNBAkodCZXd8milE5GflljFGjsVl2pWcrAKgzAICViNLIBfuiheiShugMNviFCzawusAXBc8zvYxBvPVTQHj9InWRnnlI/fSt+Go/EpOUt1+NtSftaIo0ODbeRY3+NID5I7buTjoiCyiamjny8hSOn96iukwIizf4MgaJfabZDEVwZQ1Nk4iup2DhXKH5txfRFD4EAIUzGwvBbnMlT+5dvL53EFP5DTMEmqEQXCtBjIEQKPYK065Jeg0ApTqjymqHxmbZBTXsdG5+ut7RUiVFzUh0SUMrRZaxFmxFpG9dAOA48AoVgfXl3E/Dsy8kXPdSrevwSe3Mn7OfvlUTD+YosqddrcDV2fimoq67SFmD8PwuV2gsTms6mFcd8o27EXQ5pLOF4nGn4FPdtOG9sWhDJEnB6kLkXMFfWUP0QlZXEsKAnc5U5u9CxkKbBgAUOn06paTykbHQZrQVUembHNBSlFuRQywSddLQ6oINrDGI64Lb+S5vCP0HGTvD2RcE9rZiFh+qSm6HtfvLcO2se68tmrnfOhAmJJsDMQZBXYgG+FtScbrQyjlKT11lAdBr0Kzp3Suaxv1FfvZ4VCpE4c6lwUlG8/SNJmEGQmAodGaHDmC0VCZtM+sU0BgdDiMA2OnMqoWls+hcjyKHmCTqpKF1EagxOA68QqU+5/2wv+6lWsEmd97b+vFVQ1AXWDTTbuWX4xhfB4TaP4jsXMUaQ3PqgpRgQ9OOUIG4gniGwnHiHarLBIm1kMIznPxASlmDWIaiZpel10PG6YkAULO6aeyD0IIKDfQzn1QDUPaZ9bhaDtS8taAo9anicG+G2li7TJYwOcyThg9S0EAICk32pJFlNqDJCZii/HS9Q2HTuhc5xChEGoInUGNgEVxGwWYWPLyBcwuJosC+So3+NOhm0vyqBXFdaCxOo/qWhH2vS0Hc1ixIcAWq6+OeZQ1do76Rhu1Q1ZpD2jU1ePZ5I3jjET7VIfi4wqF91cq/FT/e2fVhZdEGqQ3FAspQyBIms94QULAhoDCD9H7SnB9QFCX9ZggEAGC0lEHtSjkwZSUZat4mL1wBpN2tyCFmiUZpaEUZikCNQQRBb+AUQdwVQiSq0hDs2stARYGPlIYNEpEebAgV5aDSyv4KgJlayMzgjUcUeC/gklIOKcbBn/Zu+Clvw3HoHim+C3QxZum6eW9aETqNtcsiMKv7W0gwBta5WVdg1YEEGAiBoTHarJlKKh+AZ8WCnc415ZSaFfAocojR3ASiUxpaBbKMtWE0BhbWDPiFjR6DcMFfNBENouCBLFEXiUoFZuYWvD5cg3qmhDGUQ784V5PiHANgnt2JVwdp0MCs+NSwEfr593N7JWQ+8AIS+uunazQpJ+gZS0xgx+G8N/umI7aR/RVyADVl85OzZzjH1hpovLYLC8kYAKT0WVmmlgPMM6vpA0DeA/KDq0Oa0At26URwF0aomqHxeLGsWx4JMxCCw1nPIPiCmfuAK3KIZaJUGlpRsCEUuMUOfC2IaFCB1YWoEgWPDg3eusDM/gTz/qZBPfPmFsMG6Ol/aFLq6dlvm5CQM+IfuqH+38Lx0ytUlwkZt92lB+wlTJki11xRT8/cAlVdmSLXXFFNdflU/+MJA1Cz4tPylPvNHzXQz+5UvTpIfmgnAIx5yfyPE/QMBqrdmP6SOeUEPYNRztfwf5fwKms4Sk9ZZQGQNmjW9P62RYWGNch5tsBXWYNiJHInFlrTa0wAFsTVAAAgAElEQVS9HjOPPJLJjX1vMBp0j42aT362/g3yZABmky2zj2113v7je1FZc5fUPdClZCiCCDMEagwiqy65YiBOwckCCgIhLESpNEQ5YQkzXPdSLVffcN1LteFyBcGyBi60ECW6wBcFx49Nu2BSPQ3uJ9bTs9827U/QA/Y3t5TJ/2FeX0/P/gTKrzG5wJxST499jxn6D34A33Hc6FHTwBU06NMAwGY9qnbuhlBX5hx3ApDdEwCstrq0oQA6q3DCioaNTQLTRYXaMivUdzvHboVQ3th3WdKcxYz2RYVlygJz5VF60Wr7iAeEz5c/YK4EnKUF/XljAbiu0sF5g/xveDR/tbXXcZMyz/y4GgA+XZ0HqcYQ6E7ZQZQ1BIR3WYOHKHgkI0iwgUAIBSINLYOHczhq5lLyOb68YcvG8xjdbrjb+NLSjb9+hL/Mzmg3vKPPd4k2V4BLF/iiIM6oeQWq2e8BsNlq1cPAPuzxzwIdANRbED9K8F3cKx/ZpRPMTPa32ERVU2aBHcdteuSuke9+WvHq/UC8Ktn5mnXFp9De33jz9zLdg9pvh1VZoF/W3zB5uUWNKou/HcPtTcWM2dVQozDzVeS8VRDGRCdX2eBc5yLdHpIHm8sAvpTc9UAYm4cEl5sILjHhd5ts7/IFUtBAIIRC9EpD1GYoIlHNAJ/ecGnpxtMf1f9ltvu45stfkXH9to6/6Vacl09s5/07YvOkISQuoPAVV/DG8aOe6qblZSjiePtkJqjcygjq6bEVatrtMcx1dmo8tpg7KOs+jX+ZUoWKg9Ck1FsBtQpW15hFpcTGQ9AkN1hRV414GD/M++ESgFnzx1TM2AD0Lf1Yo8AJesYGP5+zwlXMOKWwDGVQ7jZXHqUHFzKVPjMUgcI3BnHC2Cw8GrqCesAlKUgCgkBoBqJXGqKTsBsDlfqco2Yu9yFb5cBXh7tH36jY+IvHWH7H9VNwacuXv6H3tYJRZcm68D/6/VMmXKnPukET9zuz/ZTha+gndNXE+Q/hNhanifSFlC4Kbld5pieaUCqbHvYqVGnHfp9NF2hS3FpA8l3BF4qsWyzTSum0oxbVJGPWT1rXGPgUgHxoevWMD+meddXKh4ondgaA1W+UzEbFjCUW1VQdvtXOgBq7LaqpAk0veGUNduaITdNfoQBQU7WvT84MAIkqXj9lwWJG6SZBXdnfI63jywzYx3xYvEGW+GTjsUXOse+yhsbapbKEKex6y6ZrRcsgQq9/5Gci+AkI0ozhsuLKGTUtfQuxT7T/i4qqYEOkjcF5UD6HHXDqsGXjLxh9/XCvcc2p397Y9eeToz0jDde9VCtRGmq2121M76qLO5837/dxt/2vPK5rcfrv9PvnRz98gxz+vUGWV82PNAQnCk2X9zQILppgZr+Hef/QHKzS6r5X96q1KB/Ltr098r0D7Ku2Y4v9JuNl3af53X5CsL+T8/KkGRJXXVKdHnTWQtpXZz5+KKd3jSntMbPmiPbxQ+reMGGQeanPhQ/s3tl+vYG1De8vr4hvOX7Us6+G6A1u0tB9urgEeBRC8ssauPwF/0go0sBmKHzVLkT5jzhCuAhLtQr5bvELiTS0GILGAIA7yNqDYKFDjf18jaLd8I5XjcLPm0+1m+K7rEEc+dB4Hf7HbD+H2zqi7lxaOoArVThlBSSWxYHnCkGIghQ08/4BACnpJV8vwtcAnmffT0pcISwE061B4VbYaBQtbGRh0xbis/oyBl8H+a+y0QjuSBgCDwG2iOa5wjLXkcngqUN4IT/9L0McpjtDuZzK+SJcdxLDyFr6BloNEsMMzNvrMu9bR+8Iwzuy9sDbg6oJeUdUrPhl6caf593YXtAYAtlQ6kpVenvUnbeirSou4Juk+pY4ftSzfzxeYl74igGAU0zppswHNzGHAZxiXngn84VN9GGBqdiCBuF36aalumkbj8zn/gR8o80Cm6EI/vLfd1NX9uf+CJ8TrJmxFzp++5z9I0t8kvsTxGxcyEH41dql3g2kG2uXsX/4R4J4aw8EwwwEAiFCRHukIUrKISUag/3tdWUp481rTtJvm+1DMkMvlWerI+/79vzZ0dezR4azg47t6IkAwK9T5/RCev1jTdUpa/oNmrhrx+FwOdqiHpq4/1kBlb8LOSnx8Qw7Rb+w3mSN0wP20i/KUkaaPzhFv/AV5JayYRPMg07RL3xlf+l28a+PW7FCaJbQeGwx1WUCXMsoohz2S0r1NFBX9udWV/JfCs+7/PY5N6auGoAw7Xfla+mEiB8EnZvg1k0QYyAQmo1olwZEgTdIL2Ww2aHGuszFyPnPeL/GwG5eJZihcDutZi5X5SCC9DoGPvI4FM37yZrwuym+kzkdee/8RCf8Xh3fVeejoIFzhd8XOD8/qqdB8Ek26qUJqhc2AbDV1KuHAOioQgOGqPHWV8zBBov8Tl+x+qYVEGENJ7C5DBF18LVtVTPAD044qmawX1KnOoRbF6irBvB1wTn5b5/DpQ4IxB4EFaHiH/ejcKgG9XRBkQndcu5+mG3AxRRsR+FQ767YQUB0gUBoKVqBNCAKvEEyeywpr5jXnKTvW8esGR+Wn48s3t2fPI6cfSFBllfNegP7aJfkEHEdi2cDrnR78exrPV73SHNwruCPjrylknGqJOfIuqMB8juVQzriLbsdzkgDv4Kvcbez95Gsv5/Gxo1H5su6Twu0rKHx2GJZ92mBRh1kSTPAFjmGb8dLDmf9Y9UM4dkEXOEU/cIXFgBy1azcjrYX1hsQl/P4SF2S99UCs4nVS7rUQWLjh8Zji2Tdp8MtilBPF5Qaquv0QM2bpZg8y5xcT499nxmaZS0oNVV3ExSfQMMMJB9BILQgrUMaWpAAV0wkqVMAdFL1lHR2QMEG7+IGQW+Aa+8ryfcsgHdEIWiUclQchibplBWw1CD7pY4KdMzGOxWHb88fbgBPFJqNxoOFEI06wCUKLNJLIKlODwZxP76MQZjDdov8TmNuRwD20nekp3sCokkI/KqDe95hdOEsVcH7AOT/nKUDgJ+rET8aULmO8wl042wSYCAQWhwiDeFEMym97Ol1dE+Y0Nvs/3TPDbJFEBQL77QF6xDBpSoQVlfgUAxRWQo20ap6i3yscYhd++Cmkd99CwCrDSHqQnDBhqbLeeoAlz1wrhC0KEiPMQjPlj7fTybicEMV06Bl6jFlrFFCuqdpZt8xBj6O3z53ljgcWwSAVYeKFzMNvHZWTMEOFA7RsG7h1o8hTg5Ym06sp8duSntjFrsSh3ccAGQJkzc9+jBeHw6coGe+aUL3HM0E3d/4Y/f7JwEGAiEKaDXS0CIZioAbMyRlGtcA/hbXsUg3BuHLfRQ6sDEGiRmKYLMPbpf4KmvQvDQSAJIUxg8UVE8DsLTkFUBaaKFx9wOyHjMCLWtwPcwamOVbDRugp//O7lTJPeTgylA43+VgIasO4NtDgLoQhCV4FDEEdnGSqvQDhQJgXthEy+Gd7ml6F3dL4GIqbFkDs3ieYQ1ynp2tu/sYs3iVYQ30b8323lGz8diimuUfKF80Nx59QZZorkHDxoKVpv3CiQZ39uWN/X7cG7O4zULdqQdgsBzXA3bjm5iqN6ecoEe+Q9uPcWPmbxPYvzKiC4SWx05nKvN3AQAmbXIYNQDAaKmRJfy9su10ptKid74aq7QaaYhJGg+/DoBKmuk3QyGId5UDgLopN3BHuCoHb1hd8LCEj02/IOf6EW7jPxaZTqxB2/v6xE0PPHjBf245vnkCAHXr8oBnkUQDXVDKPsxqlm8tl//dXN5AF+xQFaZvdB3nYIMTHu2lGw8WylIKpBgDP7QQnDEELAo87DtO2YZAkQSg3sTE6T9oSvdwZQ3sl12kaMO+eF6ZcrZ5xzF6sYmxHXKOp5qUS3IUrmADt6jSasOCFzNliS8BkAOjC2eoCvx/lZiCTXvTumHZ++WIn1U41MNGZAn/stWX2ma+A0Ch1esA4IQF3WZpJyhcY3ZXEWIMhCiA0SpNOTaHWcGKQSZtM+tAG6oW2hw6m5bKpUeZdQowRfnpmxwxbQxoXdLQzMEG7zADPzYQie0nAoW/s7ZgEUPdlBv43sCPK3gFFf5YZDqxpq7ts+5j+84TGNq9svMfi+j6j9PiRki7Mc4VWFGIKFyGYnTh06qC/wNgtR1PGwagswp1VqRzxz1gQw5cpEEcvig0Hnit6ThbxhhI2WMoxgBAMQS5BZusqnqTfID58VPaBzdZNTBhgDmJ92X3V+Npq4Ya8zJfRc5bszE/T60B0F2FQz627jRXyxc1HhtGj9vGoLPGK9HggabwYQAonKUROs7WMbDFj7amF0/QI9erl+gV7mNiDISogCkrmaR3sP82FDr9pPwyGwDLrvRsBQB1BgDAThuqFpYK9LSNMVqTNDQnfGPgXIENDACQJc2M/C2cZPRrDYjL+We2r8J4Lqhw3Uu1/ACDxzkSKxU0Od2VpnqPsWJQ9+kA8Hs12ooLtHdQQRDHN09Qty4PV4ai8ch8WQ/2GdyZl03vxu1U6X7c3zseLGSXSHCKwI35ouB2yYHXwEs3SLEHKn1+SN6QdLv5A8CVAiv5zoDvAHxLrZa6HoRdXDqp/HPzjmP0kHllvVOz/bT/TElLAdBZ1UvgNa+yBjH4xsDjB+3Ib7OX6DUpHmMCITrQGHnxA6asJEM9C4A6o8pqh8Zm2QU17HRufrpLLGKaViYNzRls8HYFjsbDr1NJM0MJNlCpz3lPy8f+ztqyYZPMQ07S+l12Q4b4t6IvY+C/Gr/0tOgcf1EAdoExgD8W0afTHu4ucg/OeHjE4grMszvx6iANGpgVnxo2QL/gfk0ymBUfGoQ2m+TtVOm/S5U3VKcHGw+8Jkt9hjviyxg8TpClPuN3sSXbK1rEG7g+DX5ukq9oQXWsUisAdFf1BtJgrYFGfszXl0szuW+57gO6F0y4aTfrkEBFYWDrRHzoAgAwM9dXqbtjyTtl6KbGV9y4ZOX7IGEGQnRhpzNHVi20GRUAdPp0SknlI2OhzWgrotI3OaClKLcih1iklUlD8yDLWAshV4gQTgVxL2tQ3JWON3cxh+otioFSyir9UjflhrZP2QMvdTw/hT4/9uHuIzq7HW37lN3jvIgZQwP97CrT/ng9ULPi0/KU+83rGuhnd0J5gh3Leuyucd8pQz7sr9W6/6N7Ha9W5gbxpeMbQ0BLKPlRBxF1kLLHhCChiwIfy+PzaHYPLQ20j8+jex+wpOm5L5dbWUPykOJydhmFufHQ6wBkyTOl521FdEHz+gQAeF3Pm204ew8kMUGIPhgtNbKKJwQao8NhBAA7nVm1sHQWnetR5BCTEGkQJqLGIGXdhP3TeigGKu/qjDd/tMNPpEEiQXjDx6bT++LbYnv9erSdkXO92uUKjm/dFIHqu5y6dblEb5CeoWAZ/eqTqmc/BGC11aUNBdBZhRPlNqThw8w3sGDnfKWrrEFT+HcASFYXl6v5MziP8+CqIGUpBd5lDX5DCyJw6hDi2ks+vosV6umZjAWA6pZZk7pWzCwx4Xb91OFSYvvGHbPhynEYdwhv8yNzxRUAsLogHa4HQ4h7XhMIUYGdzlTmp29ymAV8mSnKT9c7FDate5FDjNL6pCHSGQo2zOCX4DIUrC5IMRKbHdmGTgp0ysaOisMZUvr9SUHcG0bkxHmOc7qPcMUVlu9u8HAFDse3T1B9w78sonH3A7IerzQeme8qSojnFSvsrk6Zb17XQI//UMpUHmsl4OrTEDl8hRyotv0dVRPpf2+1AEhVZsNW5tzlu3P2Y7doejRlKPwXNh783qLSGCfFAbCXGDBVb06pp2duUb4+XFwMHSfeEewnzXWSZvElCo2HXpd1n87fs4orawiLK5AwAyG6cBmD4FpKrgDS7lbkELO0PmloBiIRZpCuCyyaf8Zp7y+zjoIJQ8wBGsP2yv9h8JVD3cZ/llT+ZgNww5W7ptzASoB4yIGfgPDlCr5g5u7DnN4anGVW/WDYCv1LAzSJZ+m5lSak6h/trUl0P7nQigKVBueY1fsNn0D/fD/Vrj1Fh9gXO/DP5BcrAMlN1XnfiN0MqwuOBs8FFFTnvwt6gyz1mVAiDSx+qhyOHLSk9jM+wm5ClqwBcOQ77ds3aHrwbq+nwX8O4mBdVXmdtvwonp6UbQWyAMSpUOdjEQRvcldTCreDVw0IOJzAdo089LoseaZIGiIgiDEQog17hWkXsGskVeI6wrVqgJ3ONeWUmhUAFPwihxjNTYBIgweyjLXSn+tSgg0i1ZQCU/HLGpIyjB8Con2i4pee9iqB/LOk8sKGk7KncKXb+Mwl2w1XFd10BXsSe5WgOrT1kYCQAnXrcsc3OfTcSpP9Bj1gX/VDWdIA89tn6bn7kHIAj44xJ56l5+5TzukNQNZ/dePukXThV6aa6/RAzer95T36mUvO0YVWVUG/YgBHrXmr2gNg10dUvHq/fGh69VMf0r3qqpUPFQ+15D31Id0LJqQDwokAX7rAQT+31ISb9NoBqu1ri2wAMOnvY0r+T6i6Mig8CirBLbn8bGvV5gbt5gZoNcaB1wO/0G83ZP/rFv6ZkqoWUm4prbhJATAzSzH1dtO0UksaqqohUkXpbJ790wqq68QgPiM+su7T+ZIRxjQEMQZCVKHQmR2+fhArdOam7r9ckUMs01qlQZaxNjr3r/KoVwhYQSR3efK1+2XW4PaKyvOe418u7bdfmmVvxK3XFCV5qsPvCxShuAJ3IZuhGDVnjGru5wBsB0+rBwK4ToXTZQfBjW2usgYAowv+pircA8B66GxaBoD2Kuy3AnKco1edGVegKi54AICs/2oNgOS04nVch6lBxesAVqpe9dlPWsQYAEA7xZx0kn7uc9Ur9xYDOPx5nvHG4D79wEhSlr6XrACYf29lBmZpPttjSe3H/6HkqJpBdZng1xvsW3+yZd2kSAFw1HpQU1oxXIF6eibDneAdUXD8tKLpVaEMhUQ8YhKNh16n4nLDFWYgEAhRS6uUBrasoaXvwpNAExBhwSvYcEUKcNB7fP2Vb9zTJgXYXnl+e1K7obwL2CoHcVdwpRv447PMqh8MW6B/eYB7uuE63v6WN6hcL2U/mmp44XOLAlV2/u/B7XlNFK5T8efZvb86uVfoy0aozn/35Q2bHlWNHFKgO1iowgkrIMdJ2nhi3CsDSkQ1IyzYK0/bBicregBosB4BtjeoH7s+iHkUWcidVmpNO2pSjTWnfK+dCTW+sqgm5XMtsXmK4AEbbPAoYmhZSGKCQIh+WqU0sIQ92BBQboKFDQ9w4zDejBR8BRu8OXj4z4NJbVI6AGi0n8FQt1IB1E25gQ0SCKnDWXpupcl2g959bF/1Q1mPAeZ3nOkGwfydMgUVR6FJPGsFVEgsfbu3AmfpuT8I3qEqGRuPQpN4ju0WwOw8m/ZQeymfmjgikQbNtDux0pr33Nq9P0IPYMeOauUQnaufdOhlDSIoBiP3ua1WZYMptb+5xy+0rbOqh/+rBEgZbq4AnDmsm0renQAAmC3iCt4EWscQIYgxEAitgtYqDWEPNgRhDHya3xgk6gJLShKe/OS8vVPjhhuu3tBB4AQ2XCGoDly6AT5SD77K7hQDkywvfE4rTltSButwVDsXahywpAxm4wceCy/lGd2rX95Dy89WJ9+uwzm6xi3w4Lc7ZFA7Xt4CrCx+ZQj93A4AzJYTadpOgVweAj1uMb8HuApWdO9lhTgfV6kQwCUSahqYFWsMG5Ez/T7dXQ30cx+Y0DUn6z7dXUHfpu+bIcZAILQSWqs0oIX2veRTs2JNkQ2THroTiGMOwcdufmGGcwXH+a1Uu6aHDb/hIz9hMXRwOwDocOWGe64EMEl08ropN8QvPU31Xc7zBn66QTj14HZ7ty53fPOEZs4AAEhMNL7NndTbOAdAb4/zZf1XO70hMb64JJ47rivpJ3qn/mGrIEXSE8B3kx59VJYyb9ILs3U4Sf/YRRWmda3hQrysgV+vkHHb4JwZuQCYklLDeuTMyNUN9XGVyxUclgIAlNrnutOaFWvKU+4zf9RAr9jJHPwB2mnmpAb6njXMXfcJdnYKuqyBGAMhXFA5X7T0LcQ+rVgaWhz5xPuKARzamWeMC4sx+KqF5AcVHOe3erzK6YLjm4kAqFtXeHeMFu8zzZ/HOYmbNwjgnnpw3Zu0bg3cRpeO6meptFf9nh8Q/H4MfqogUzXG+ShZubL4sU4AdGub7FM0Q3GSnmMyoY9+0gBN0klmjsmALjmT7vHVSKPxwGsBNXqi0p3RFEfVDG7sdgLPFRw/rbCXlBYpco1D6+mSrYz9eJki17yxni7Zah+axYV/PIIKrC74xWpHGtZkLkLOgvs0SYM0ANBQjbjREj+TQCDGQCC0Fog0hEgDbawf9+qgSEwt7grgBRvYJ73z4DeeYWfqVp9Ra75eeEwi7g2KgUmW5z+nlae5dIMIHtthO6qf9XdFYLj2rIKs+zQ/ohAyNW+bMGmyOekkPedzKPaWZ002DzlJz/m8Zu4AwV2fZKnPsMbg7PXkY8sJnis8BYBKX9D0kvsKCI8chM0GNUoz5yNncS6WlHJjhVdQQRCHpYBKnumjrOGL6pTXzR810PesYT66T4MG+p5taQumiW9uFWiwgSyXIISRRvM9oVwuy/woXHcSw7RuaQhXhiL4goZPndVz4YJfWQkfruANpwXexiCIL1fgw3qDc8yzh6bUwztC+QlXhoIbI0yW4FHWwImC8w6/ywNA3VLsdd1P9IxlJtypn6bRpIIpXm4oR87TT+iGuS5s+D9fXZ4EsdqBoQA6qVCPoX1Q8jlzsL5a4cecfBmDhyt4v0R1meCvUqHSolhh3lhPjy4tS6uEYsWuryfuurMyH3D8dyr11yUS4wpCJKelwrW55f68e6rGLZimEc3gsF2epL8BSUwQCK2O1i0NLQ6z5ac0bWf/50mA225boihwJ1PtsriMBiWf4y0Bjm8mUreuYOsVuCOSJnflO/xmKzzgJyD8vEX1s1Taq1L2oZD1Xw2eK7CW4Bd78TJM+7c59Sd6BgNVbZniCTPzE13M2Idp/HZsE2wNqZnUx/D0R9U9sfdH5Gyvh2KwauiNKKmugUCkgQ0z8I3BO+PgrQv8g/yQgw8U6lQAcflfV+Jr4N2Jjv9OZV7egeeHgPUGdWFw3qDR3lT+1Bq2fZb+uW17e3WFcU054ma9MsjPTtqBQIyBQGhdtHppCD3YEMK6iQbrj115uyEE/taBBxUEoeRz/HaF4pcsBATrHOLe4FHKEN4EBKsLju/yqFuKJboCh80KDAfQVYXaMivUWJ75H+QseSKEHq9pK9cMkOMkPaey2o5xczvJ0Wkctm88PEBkfxB+jIETAubdbYbNoD/DqEPbipzbT3TMfqyvRtryy6ZKhXcn5gMZ94025/6iff40/fIOE1LMotdKImlQ8UeAc4lHL+nbWkrMUJDEBIHQGmn10tCidNZ9dF8QlwUXVPCFxzIK4XMCdwXvy729oSl/8f1kt+Npr4buDawrOOf/Lg8SoguO7/I8lktopt1pmLqcba6cnvaJRfF/ZuYnWrOcYZ4QeQrKUgoazdmyzDKhF6uL5iANe6sVOcVDq/Pu+8g6CiYM9bU/CBtmoNLne+Qm7O9uK0seZn7vF/rdb/HIMCOAI99q3+4oxRhYXeB/zambl5mfTwKSjKWAaOtxb0TLGnwSUBrC51uTMAOB0NqIBWlo8bWXEgmvK3gTUOeGIN+i73L+EgkPVwgOjwyFtyuExi2ljEaBn+gZGy1QqVMBdFWluZ3BL2uQpRQAaDRn+5wvaUDxXABsI8UBxWsA3w9pdu8JNkPhkZiwHYAa2zKNyHllmAIAfqHfPpX9r77ek1BdJ3psFeH9ZXd8P5n66xLHf6d6Xx5KhsIbvis4fikXPIe6fpzfeUiYgUBopcSCNIRCiD2dJL1Fkytso9oNi4QxCC6jCCP89RfOBlDB6MJp+l8bTEjTP95P04Mdx+UMG6EbCPBcgQtRhGk15ndFM6DGFxbVZOPw77RTl9NpMOE2weg9G2DgPmw0Z4dlx0sO9/KFvZbkp8zv/UL/Yxvz3jDNZ19bUm/zkA+uoIHqOjEsfhY0UlxBOqT+kUBovVzu0hB2+GUKLI7z2/jjCHkDImYMzsldDy3q5mVSTvbOUNhXbsDjj5p7nKb/tQfyauf4oY+ZgSMk5zLO0IZPTZDrc/uwG17YV5UVJWUbM31fkaoxzgfA5iI0RgbwERjwMIZwwfZpYM2DSn2G5w3x6iQA16uUAMDwtp/gXIELfoTLGJh3Nxs+Rk7e3ayo2d99ryj5H8aBYhkKVhdCFwUOYgyEVomdzlTm7wLA2xeb0VIjS4CMhTazTuE6yaJ37Zodo8ha+gbCg8PhkGWsDfSqIC7xOVXSTPaP4/w2jz/heosWxPHNRM4V2AeYX3VgvYF/xFbD/v8GFU7i0Ud1PQCcsqCTUvJt2Fd9itxss76HtXSvHcDRvUWbpX8SwlCd/051/jvEUxKhwRqDzM0YoHlMZXluG/3vbQYoNPhl5Id1+SMXUOkLqPQFjQcL2T/eUzHvV2Y+Wkl/DuAMbViXafiBOSr1Nuzvbi5Lvtv8/u049LUdwJGviz4WO1+WPFOWPNPxS3mgxuD4pVw8+0CMgdDaYLRKU47N4XA4HLaFVSMzaTtgpw1VC20Ox6b0/FzaDgBMUX76ptg2BpBIQ4jwUw8SL4lEsIFqlxXRMANc3sAag+P7ydTNy7gPJaJ5PM3wzMcWJaps7EaXp+mHzOrXHvW1kIGtdeCXNdgOAAMBdFDhtA1nKkoxa1LHIo+rvGohBWFFgUVcF8KSoZClPuN5qEdf43tsUGEv9SFEGkU0HiykUgoc30+2v19ZljTYvPIM/f4PzOEa5I43J56hDT8o9TcpJJQ1bMq5WY3NmcXIefVuBU7TKzAr78Yi77MjEF3gIKUMhFYJU1YySe9gf1QpdPpJ+WU2AJZd6UDjf5IAACAASURBVNkKAOoMAE6JKDW23F02E7EjDc1ZDhmEK0QOv0snmLkWzFFrRMeBwnqD/3PckhSK0lX9FDhN/+tLoEb7kC37tUclLi9k0eTKDfqdrHbkrPovcgcpjuwM9M45XZASWvC9hiIw2IpIePVdkN5UCoDtINSozCxBztzBKK3BILj8SXjDMC++tyQXmN8/TT+8mR4BTLxbcbgpUMNlKCJtDCTMQGh9aIyOph+UTFlJhnoWAHVGldUOjc2yC2rY6dz8dJdYxDSxIw2BwuYmHGfWUx3GQvI2lawuRIMrsPirfzxLz/3MZL9eLzYOEtYbXMGGM7Rhuwlyfe5NbLUBY/gB+pvcr7AX/QtqVFvkY1T/2lCljMNbH5eh06x/95P8D61HaWkfBc7Qhk8t6IjSnVrbqSrstWf2EZ9BelwhQnDGEJAleGGxJE02rzxDP1qJuXLTnEqLClVWSPxLHGnCwokAblApfy7DjVixWWv7uQpf2wfe5vHVi4QxOGcmxkBo3djpzJFVC21GBQCdPp1SUvnIWGgz2oqo9E0OaCnKrcghFrlMpYEzBvC8we0Er3pGlujRBUjLSoyaM0o11yw+FnsL3roJkWSE/f3tvGh5UoVhu8nakX2YNQUbevQz/hsAu33lo+IRDq4ewr2h05EiA9SosaTeZXyoAwCYd2rhaQxshoJ/pEVEgYXVBVNmGwA55kvBTcJmKDbd11WdBKCDSgUgqXTlTQqcoQ3fw1Vi4tiTK5ah+OsSy7ObaSVMyDA/kgoAn23Wws0Y2CKG4G7S7e1+KaeuH8dv8UQSE4TWD6OlRlbxhEBjdDiMAGCnM6sWls6ic6sW2hw6m5bKpUfFrDZcjtLANwYWQW/gnwCA6jA2XMYQ0TUU7vja2Jo/9glrDCKuwAUbbAfBi5YnjdKPVxkquRMC6vXE6kLjzjEAZIM2uLVqSOxj1APo03QkcxA/hcjfeyJcohDKwktZ6jOsLoQFTa68bE4lrYIJKWYc1rL+lDI0/+Zljj1uj2Tm/R2GLcj55xDdgDP0y99ZAKSmADC+fzf4i0cG3u2RgI1QjIEYA6HVY6czlfnpmxxmgV93mKL8dL1DYdO6FznEKDElDVLKGryNoelyoYOXLX6NgcXpDRsyDU3R8g58I5HiDfx1FqwuBHarLlfwJwq/0oXfmdBN/7Bc0/1XutBeDSAlflZOlzBupsAhaAzO5lFeSQrm7bWGjciZfq9uyEnmudUGdMnR3uvZlzrxJuNKwPnU72HUg7rZDKzyMAb7+zvKkoaYS8/Q7//X3gOW1FuMD3cAUDJP7G4pdWHkshIsJDdBaK24jEFwZQRXAGl3K3KIWWJKGvwSojFQ7YY1Y3riOD290ITB+vx7NJF4polC3boiwN4AbtFyD3x5A+cKvkShcecYX/tNBBFUqDF9h4cHmrv/ShfWqB5GdYqiOOdaKRf6QmBNBA9vY+CSFLKUAr431Ly9tjzlXvPak/TbnzMHfygfPsU85CT93Oc1rwhvtw3eklcPY3DsyaX6lS6cjcw3kfPyEMWRHVVbTmu3nMQ/hwlN45pNLVxpwSxbaliHnFlTdFl1dP46ExL1T47RpIrMxLsTV4aC1D8SWjv2CtMuYNdIqsR1hGvVADuda8opNSsAKPhFDjGam0DsSYNIsEHEGCTNLJTCiBz2JYXIp83y4/T0j5SL7gnlO1AzJ9Pv2AP+Aku/sE4w6b5MNlou2DqJ8wb+wZCCCrxrZZllUrzBehDIAHCtCnbrMez95FzeJ+fw2C3Fd/pRB48MBd8VXu8j8C9o5l6x2gVTZhuP4garDWlYm7kIOfPv1QDlxs+Zgyc8tlznFl6CV8Hg6y0sbKQhdwfzckppaZICYF7ekS3aT9o7zGBftrRMMcW8pY5etoGxH8WTU8yp32qHb1BuGSP9u5GKyyW6QGjtKHRmh69e8Qqduak2jCtyiGViTRoE4Zo4RU8Cwm9Zg20/MAJANxWOSF5TFx74xY8ScV9JAQAa/WDBc4IQBfhwhUDRPNzN8PL31anYewD6h+NXGrvIAabwe+bOm6WsO+W7wvJ+bZ7Yc+mZ+CvWHHc+EdM7U73aoqHh0o4r27zep424N3jxVXVKoXntSfretfRoQDlENfRGGIW32/ZrDADUPQB0UClg/ewXDExS9ABw0nokkDsCbD9CjaWZRcgpnqJJhQZ1zLIvMH68lG9FKdtPEAiE1kgMSgM/2BBidMFz5jPrmy1DockfbJi00KJGlUXqmrrQ4XQhiL7F3t4giGzQhkAf/NQtxaG4Ao8uK41yOX6lC+3WXb8io4u8O4Bz1mPQdBe+gN+kYXk/t38srDe83qcNfnesaUCvtsDvjh1ngDhJt+KeoUhKSwHQSdUT5TaMe4XdbvsT7+22pRgDAMvzO2gFTEgxD/wl8/kdVsVJU+pt5h7QCQUbfFczbLYoys1b6ujhS5ktUzSIV959J9742g6fkQYPVyAxBgIh9ohBaWCJwuiCB/6CDXeWfnKPAsfp6abmu6VvJvqoZuC3YTjDvP+9YTP0cwezLRmaLvfnDVJaQnkQJl1gOVFUeCINx6tTbinOOJH58vfW1HOmFJVZyBhYXWjcNqLpyLCPPbyBZWcD0rtR7GBI3BU7AACv92mTY77ka+kEm6HgvEGjval8xlq6J0xIN2t/zrt3rXU0TPib4Hbbfo2BLWtwlE7VAUCSOfDNsl30UssBxKvUsG7dgKwxmtS+2VhdcWCMzr2sge8KRBQIhNgmZqUBUawL0viiaDrUqLT0KvD1E5/d3DLSDaTh3oYBKaedzYxdDYwDJYhggziNO8dIKmvoLi8uAMCG/K81GwH3pyk/rsDXBTHOOerbUoOAhgYHOlOd/+d8ZDY0OACU1DgA3J5A3XwVvq9xQE7d7LrOzRuSBhSv5W6mJ2/siV9jCBRfJZAANE8OKMtbSqthwp1mea12+FKr+rCp5wNmnjGQ0AKBcLkRm9LAZiha+i5CQ36PcRGAe0RO8dtAOlzw2zCUHTylDriBcRNBBBsiCl8ULryaDOCaZw9JNAY2QzG2ZxsADUB9g2PNxT+/uIAvALBrJX5zlNTi5quwqebSrvNX3Od+uXdFpPAdpjizCWE3Bue0vlZapo4xbgGc+tKXNwZcusD+QyOuQCBcPsSmNLBQHcaGPdggsayBmf4RFt2jQS2zxGT4CPqSpwSXTYbS5SmMMQa/lY+aXDnXhiFd1VGV6PPMYJ3gAl30rQkJ+odSNAkX6CK7Ce31D6VoEgKfSRqcK7Ci4HYrrybLhn3s7Q2N20YIZiji2gLA8ro/2Q+HqdtMusH50qZa3C6nAPSVt+lWE9iTNUKuwG5eFeIknDGARBcI0YQs86OWvoXYJ2aloeWCDbX09HkmS7IesC8xlSmfMn9SG/qyyaCRshTCcWaD2yUdxnjVJfDaMKTAehSaxDNWQCU4W+CrJGo+/BYPDTAnXKCLDiL5HB66yZzwc96Ug6qlKdJbVPjNUHgHFcLCctdCCc8KhtOOY1dTIwEAXYGfpM0WFlcQ6SftPOG/U6m/LgmumxN1/TgiCoToxGF9IZTLKdVL4bqTGCZmpaEFGbWIVk1fAMC2/5B6BIAEFQ5HetmkuBx4aEHgHC5yNS02DjqjnVNJq075askQBNZDbAeFa1Q4h/tv0uEC82Ed7lJIN4bGnWNkg4Q/R5GggiDXPHtI8ts6MxSCBY/fn/qze4L/f19sWUOkcxAc1F+XcP/1eQ4bSPilHGTxJIFAcCeWpcGZcG3uDEUCr4lyssrfcy/0fSia1knue9rnOR3GQJo6CIUZgMSbjHoA7K6VHYwr/WxozSUpJMYbNA8lGOb+UJ2CvQfZ9aXXqDLisepEDQKINHgQSlxBahWkKMfPX9HtKrETuIIG1hjCX+ToFWxgXUE8wMBZAjcgcQUCgcARy9IQCWMICGUvVNRAI6/1FckPHecOEb51gcWx72mq93+oDmP8eoPjzAZhbwiQAIsbuqxcmiLHBbrIbv3yIO5I0STcOA4/bqxN0QVY1sC5gmO9s7sUNbaSf0KN+eSCenbYduygq6w7T36Eds8Maj+8k/MEXzUN8F3W4I1TCMyAK21xs5zyOOG8oQeAdvoj4dUFqp9zb8lAjaHJEvbkspMQXSAQCB7ErDS0uDEAUIzItExaQKsPWXrNDlckn4+HMVC9/wPfAiHdG8KI5NWVJ4qKkIba6uS+xd1P5E35wZpy1pTc0yzBGPhZCVlmGecKvpBndloM4OS5aTvbyPeftA7qur3TH4vXnZOPbx/KFh8e6yDWDbqCHYzf+afgaawxhBfnk57nCvw0hKAuuLVYcLkLMQYCgeCL2JSGSBuD3zUUmkVPAYD8duMnt0fqHs5v5ZZcOnXh/FaqXRbV+z/i3uB/Zt/BhqZ9knyHIprOOfE2AKrLY/69ISGleBaAFABASvFSQEI/Ik4X/IqCF38s3vn72PHta9adQS8Af1HhbI2rgUOgLO/XJsd8ibMEb/g+EQlX4MNWODZ96COuwA8qCM9DjIFAIAgRg9IQDTGGgAi6rKHJEthBuyyHowoARaX7TVgECl8FqC6P+XoVLlfgfyjJG6TBjytIdAXH+sHU2Eq3soYfz+6Pu24agEHtXvvw5P4usJwAf8NKkQwFgCf2XJKSoeDwKwpUv9JwZSjE10RIqWqk+pUSYyAQCL6IQWm4DOF0gcXhqAqjN3hEDriD/KoFD1EIOyEEFQTYYvmj16C/AACuejOvvRx/LF53VuBNfXdrWHnI+Vi9pSt14icHgGXHkd0N8V6TrBt0RTv9kfOGHjW7Ti/8mT3WZszAa2yf/fwRrrwnreN5Q492+gD3kvIBV4vAxyMBwaUeWn33MwKhObHTmcr8XQB4+2IzWmpkCZCx0GbWKVwnWfSuXbNjlFiThmYLMzTn5lWCsLkJvit4nuA7TwHXegoAGRNG5Oim6lLraN18EwbqdWM1qYAPV+COUF0eo25eJtEVggs2uAUVygcDoMZVCp14kVmy34B2OfeodPEXmfVHDZ9D/5RK4/0Ad/KH9cRfVM6yx98WrPutF87vj+s0zf2kC68mi6y9fDSZwm+OlT+hDxzfXUOxCy8nd/OZoQAgz7hhEYBT56Z/1ka+/2fbwPhPOl5aYjy1RdVR5Kqg8ZWAYL2BbePoyxtIk0cCwR1GqzTl2BxmBSsGmbTNrANtqFpoc+hsWiqXHmXWKcAU5advcsS0MSD2pMEvjG496LEar3EkoNoNYwd+3SLQDIVHaEFgQqE8BVvQ4Fx+ue9p+7urlK/V7Xrn4xwkMj0/g67InFpH69Yr6bHOsgbfThC50EJTUKHca3Pt8sHU2EqPYIN9/f6y/reY+16kl9QyiefLuqvM8y7SS2qVUxO4xhjuGYq/TMtzrZTo1H7xeADtPd6I0wWRJMW2n3BLMoUzjuOnHCtP/Sl4jhd/Lvns0phx18lx9VQ4gN/3o00YFne64+yy4DvfwXkDhDIjguEKAuGyhikrmaR3sD9QFDr9pPwyGwDLrvRsBQB1BgDAThuqFpYaW+4um4mYkgZ/YYY6WrfAZEnSe47DdwMuS2BxnHgHANVlQljfIoD9JjZNKqB6F7LewLz47aZ9T7OGZH93lfYzGAf3mlTTq+TDTy09+6l+/AwjAMSrcJTtQyXqDfXMzDcNSMiZOkGXwh/7vBO/wQYRVxBH0S8OH9Uyx85bEhNVR+vV/QBcrcL5QLtp8eMKjrWZ7IC615y3YB8AoN24nGR8uc9QiQWvjHjiuY8HJbUZBuBKPNaL6oI2O/dc+hboK/4e1rP7b7xuKthf4v9cYjzT6/54OcL5O73E2gi+GTgTFrylEyTMQCC4oTHy4gdMWUmGehYAdUaV1Q6NzbILatjp3Px0l1jENLEjDVISE6PoeSrdEu9xcPAzFKwusJbgedqJd8KVyPCbkuBxhNY+Z6pSAgB+oV/cZLLd6DSkI98WfQzkwV55EvJ+wKf4cY9SN9CgXWJRo8oCvyJlL3mzbOQc89B6euZWRvUVN7a/niXyT8bbG7wTEEFg33MeiYnKflfjo1NWtFP5zEoIICgKHhQ/1Ru1h/JM7VRf7ivq3ttMX6A/OgSg23UAcOIs6oEuV0F3I17e+Se7hqLu+J9l59mrr7ijOybGo53+yLoZSaj+X6+BbQAHcHG68bcx98cP7+h8PIexFlIizh20XUkKfnSBpCcIBB/Y6cyRVQttRgUAnT6dUlL5yFhoM9qKqPRNDmgpyq3IIRaJEWmQVsoQz+vVyB8H+6YdxkJUF8IFF12QpgtORhnfU2n/PXIXAIx68SHVi2zu4xd6BWbl3VgE2GqQ/eL1xkeepnr/Rz26pHTrWAXqaJ3/HV8UWbdjyVbGXmtRjdRloYwbS7irEEXBO0NhO4rsqVcrcHU2vitDO9RBE39RpJuWFFHgn0AN+3jBqMRxTyVbF9SnYV/m+8iZnYKl+z/Ye2lYvzZdrsPbhxwnrvrz62uuAJxJivhuV0wGcBHLjiH+9J+13a9A3Z8bPjxzI668syMAbCk/Y+l65Yr5h9nz1w26wqOdQ0Tx8APnZ+pw8D8kEAheMFpqZBVPCDRGh8MIAHY6s2ph6Sw616PIISaJBWlo/jWWrC6EVxQEyxoCCS140ENJpQPYtO9pAJwh2d/dg4lZisNbAWgmdtI+vNU6AgB08j1aHdT4zNJzht9nv31rLVQjlVldseS/DJrGdviMNPBXafpwhYvM0v0GtMsZr9LFX6SXHjWhnX58gu96Rieae9ppZ1utA2BCkvkeaBdY6aTzlsRe3p8Fpwt+XcGD6qQUHcDgaHX3EWb6Aq07WLFtxKhhHwPAVdQzvQC0GQY8cdjtqg3H/rxDeUU8rhgDrADQp90LGVcADtdaid/5rR3WDbqimYMN3pZAjIFA8ImdzlTmp29ymAWK4Jii/HS9Q2HTuhc5xCitXhqazRhYUWCJaFzBg6CMARRrDPff5H74FxtgWbFVa/u5Ct/a3+9rfB8A8l/7AaljjTSAsfyzfZU12KzIfj1OgbhsrDeUJ+grnOOKg1n8sga+KDQeL5Z1y2vc/QAAqv9qb2+wb9hfduct5r4X6aW1TOJ5jFeZ409pC2qVhQl+fD0+wTgPcDWDMs5rWozAbyDduDlLdvfWQHWBJe2OawAA16clALhGlSzhmlN/Hmt3BZeJWdrviimbaldsAnjNIr1pgSQFl55wDzkQCIQmXMYguJaSK4C0uxU5xCytWxqCMAYNPVVw7PMtXK4QiiiwZQ1NH/qob/AINogvkWC078L4iAZHaO3bFgDqobN0A/nPV8e+p5kXPZZjXK95JEsD4LOtWvQNOnimmZqgHfWOdRxMGGte/FPTOAXwcgXvyxt3P+DtDYrb4rCulqk9b0lM1I1J0OAis6EBAxL93qTH1hJub7TZT9GofWNN0TF2eHX2uI4otxrQLmecXNcU3vhtYc+u+bkf67aN0OR0LZ+3j06GCXFmodmW92szfqezNeS3J9G9OwDUnUJdR/S9Gs/Ho7b7FWOuFriQy01ceDU50t4g3iKaGAOB4I29wrQL2DWSKnEd4Vo1wE7nmnJKzQoACn6RQ4zmJtDapSFyhMUVvHGceIfqMiHkukhnkaMegL3Son7MqBPuOah5MUtwjIFZ/IVBjn1PB7YnRUqWsQJw/nLfx1jBikIl9S7gQxT8Yv/6PBITlbddjXWn7EhQ4GrlbZ1dYze4sgZWF/yaAUfj5izKPdigGC03Aqg7ri2/WvmNteiOm8y3/EYXH7fndXO96VW6V+T59/4EAAnJxTT3WfvZvKr2PBKuBoD4q1H2/Z+17WBud8Vr7sbAdwWJn0JY8DAD7kOSniAQBFHozA5fWVuFztz0OwRX5BDLtGJpiERioskVft0MgLr27vDOH8CdiIYZ2CJHALAdqDId0Jps0L9i1IR/XwPxhg1cUCFQUfAONtiOInuKs56xaAOyxyRo4jtm47uKugTe7/1N/Z2osZXSdUGU3+jyi9l53RR1F1F+nKm9aOmeEPruYmNuduUgrsbkm68A4LHYdPzOPwVdIaLBBvHllCTMQCAQ/NJapSGMxuBWrPDr5rDM6Y1HxMK55iLIeEOPpqUfyqGl5oEKgNH+m9H8i59xE+8IGSKsLgTkCvyyBnh5g2Z8O22Bq57xtovaAqs16bwpMWlXXmU+f5JPRwGQ3VURnDF4BxvwXS1rCfZvLqJ7gvLWiyg/ZUe34IKL/AyFL9gAg0h0oRmSFAQCgRAcrVUawoJzEYSoKFBdJoQ9Q8HN7K0ObFkDJNc/2isO2UYNVCgA2Kx2aFzPOq4jpM/b8PIJKRmKoEMLgrh5Q3yCsRBwBf9L9ldiP4C9rCV4I7t7a1giDcyX59XjrgJgO4bsvKsUuCobRyvquvHDG+zCS1/7UAS0eZVfY2CJhDeQPo8EAiF0WqU0hCXMQHUY6zeu4Ph1c+QyFPx+kZ6tJCWvmFCMQm7uv63pNpNaa/b67VhsZwr3DtPiu2aH1xX4CBZFOl/yoQvsS7K7KrwOX2DofQZcm3Nfmi4BABj6CHQ9RNuE/2Y94uwHpRl3tfa5GmsGTEg0B9IhSgotVb7gAUlAEAiEEGl90tDqdr6WiFsEgkr36w0a478AQPEIW4YTehqeD7edFSIgCgJvx9uJihUIR/lg6q4KEW/wpmbdvvL+/cy3X6DpIzW6zhvpfaZD1/rrbnmV7hW5cxjfzfgK4P6VpO4VXCchBj9DEQlXsP/f7qJD7LBD9iOJ+KzKsBX6l/pruofrHQgEAsEnrUwaYs8YPFZjgotASPAGcXzlJsTCDy5XiJAoeJQ1OA/ufkDWfzXnB5RACEES8tu7YM0RpvZ8dY8kHTBa109FVwvcg3dZgxd8V2Cf9yI7XgoiMQ0hCPtevnITir/3NwI4ZtG+20H5WVVRUn/zinP0qxbls+rYXeRFIEiCUr3U0rcQ+7QyaWh+2AxFRLs5+Zo8CG/gi4LjwnaBE64ZKigTXG6iGeIK3vC9wT26cIH5z/cGXJfzYDqbcahZs6soMaP4DoFJar46jx5JqtuvwZqGGvSQA9YAb4NzBekPe4+yhif2XArocm+uefaQhFKGc/S7Z7KfVdte/a96IID2KpwJdIMuAiH2cJw0hXI51SknXHcSw7QmaQhvmMFxZj117d2RWy4RIly8ARJKHDgPEBQFt2kvbAdAXTMUPFFAC7kCH9Yb4C4NNWu+Lx+QYb7jAv2fQzVPJ8trDxXtAB4BXGUN/FpI6xGM010jxzXjsGdjbQ9WMvziHVTwhcg22SwhGoN4gMGNXVWW5HQdwOAGFclKEAiEZqTVSEOEEhMSvSHsaygk4mwGxTmBlz1I1wUPWsoSeBmKc0zhVwZcl/NQP10imNV7+vdJ3b33gIxXyiDv3w0fHGKO/lqdlKrDBfoDzHrkuiIfM2vua5f3VLV1EExIMfszBumuwJ0jnqF4Ys+l5tAFAABTeVr9SHsAymRUHIOm+zlugy5uiQRZsUkgECJBK5AGtlFdJIzBcWY9v0mDz9MiuYbC/7t7FUj6zUG0CmpWf1U+6G/m/ufoQiuTfKa8Rz9zyTl6dYenFn7Hroxo/HRUze5fkZSq6n8NPqhn1vyKB9Plx9y0yW3hZUKP4gUAr5JRo0vzOJkdnJnTrcPc42EsTgzaGALVBQDAOavNGWBQDOxheWE3rTxtSR6o47WIpiiKdHogEAiRoBVIA7enToRghYCLNzBPrsMb4zWopZ9cY0IPff54TWrk3lwq7MpMsIUOLSwK9czsdwxIyJn88Oht7xc5m0zFj5s8VJMifqEb8oxErLIyR85UJ/dSHTqThj2ZbyPn+X6ND6gAyPqvlt1VUTE6adzTbMahwnA4qc/hqryDZ/fiUM0dyXKfCy/d4EQBwJk53QL+XEVmZne5BBBCwWNQz/X2uhX9ncPuCcYVzqAKv9sj8QYCgRAhWoE0RBQ2gEF1GMuqw8KJalNVsh6wL1mDfJ059Svt0HXK7eOboRxSEM4Vwi4Ksm55wWUoat58p3zEbPPQenr2dsx7uBjAwe15y+ICMgYANbvOILmXKqM9VtVZcaC6xwPmknP0pD1MST8NwK6wkPVfPekgrENgQj/z03EA8GVVHpLlfuZ2CyoE+gn6mdnlCiFWOyKsGQRfjZs4byCdnQgEQlhoHdIgGGwQTFi49YQWzWg420GeWQ+eOox6Y4HqSRqAYqpOh1pmyW7ce19LFaVTXSZEKKjguLCdrYUMAvmw27BsO1NTV63M0gFAPb2sbty8AGZjyxoqslPHFbSXo/04WAw1nXMeAtBe5a4DzlUVi0c19U64I92X6QQaVLjm2UMBPfgvvJosG/ZxWJIafiskAsJj40r+vxT+PxzS2YlAIISOrKVvQCoOd8CGBzqM5VuC0wN4J/iajeow1vH7l47fv/Q4x90PEpSa/vjxK3tYP5HoQdYtL4irarbVQZmuGvZX2KpqAGzfWq3MEu26KIzmoQ7lk/bQq/cYoDY/n1j98h66cI8B3T2matz9gOyuCl9piMZPR8nu3sr+AXBmTjf2j993Dy4C0bL9HAXxtdU1F8YgrkAghA07nUlpGddHjJaiKIrKpO2CL8corSPS4A3/96qmrSl5Px+dad0OY8XjDY7fv6TaCqz6t29ZZxs+XpN6ezaeqjgwXpfaHA0bPO/txDvUNUOjLdhgtWHcvDg54sZh3saDQ1Uf16ZNjgvmDhJVxSWAs24xnjf2hEtVwEdv6bDnIJqBsOwuIWgMka4BIhAuUxgtNbIEmOT80E4bqhbaHDqblsqlR5l1CjBF+embHEH8CtWqaK3SwCG+1a/gT082zOB5svvCS4UCRUNpa/ohU8+/m6OgEDKicCEHKVUOmsnxeWPft46BCSPNKfX0/gRVgNUM8NEaUtKtuhZWBPyWMYr39z8xBgIh7DBaamRJxsJNC00jLc5DNsuu9GwFAHUGAKdElBpb+Z0FjwAAEQxJREFU7Babi1YvDYHibQxssIFt2NDUtiF1vHE7EO49HaINThcCCDykDC1eD7i+Mrr1D0fm1pywAQYAjVudq15lWZvDog5n5nQLtKwhvIQYbBCvbeQWUxCHIBBCR2N0OIyAnW5qOalUZ1RZ7dDYLLughp3OzU/XOy6DtqwxLg1ssMFvjwfOG5rnrqQT6QxFJKYNHU4UwHMFjyOcOgDoMPd4a8xQIARv4Ldk4Acb+Irg8RKBQAgnCp0+nVJS+chYaDPaiqj0TQ5oKaoEyFhoM+tiVh9iXBo8EExMsHDHqbZ3+OoR2VILLy8TxF3BA/4Jsqwo7QUeUbyzb842aHtyvYMQxB4IhLDjDD8AdjqzamHpLDrXo8ghJrkspIEthxQxBkJ4EVmXwS+b4FsCJIhCTBJQsIFvA05F8KiCdBkDsQQCoblgivLT9Q6FTete5BCjxL40NC2jkGwMUbWRVUQzFB4E3fEJ7qLg6/Evy9rs4RMtKwotXtYQEOI2wDoEMQYCoZnhCiDtbkUOMUvsS0Og8OsiBU9oqc2rIg1bCykYJBA3iabFF0IGIMvazB33yCm4PrzALNxrwLU5Ob113S7QCw9WA+jRZdY9nf12fuSmlWVtdpU1/LF105l5aDP+zg5TOl5auunMOrQZ37PDFHn01gNKCTb4tQEuW+GrxIFAIIQfO51ryik1K+BR5BCjuQlcJtIQ6Mp1X80b0NKbV0UawXiG+KoK1hjEKwzYIx5KwX1Y89He8ow7zLdfoBcerslBdY+U4nuuCer2AeDAV2c29uy0VX5p6abzWzv/hjs7be14aWnpma3yDlkQ/h6IhmCDuDeQ+AGBEBUodGaH15GmHXO5IodY5rKQhuDwkIPWpQvMtLVYfK8GYBbPN3yEnGdm6IaH+S1EdEHw8SbobY1b75bf2RWmw8yxX6t7pOiOHdxb+Wte5a94uE/x7cGoQ6riKnxxfuvJSz92bjfl9muzAKDxR7QZ4eN8dsfLaPAGX0g3Bo9zSANpAoEQdlpNG+lQCCJIyzaZ5v6ALXRwjaObWnradIPlMAD74vllqhnm7Q/AujboZtiOC9s9chaybnmybnmNW+9uWv2YtZk1Bq6Ht8A8Xjivzd2PHjeq7uyCIz/XdO+yku5dTN8xbtdBic1YubdmOWC/hM5XyhVXo+F/B+AA/lhaeq7nmHapPsIMiJqGkmywweNgcDEGiqK4lRThuj0CgUAAiTSwMFM+wNIHNThGT3nRBEXO2Gd07r+ZeriCxLIGZuYWvD6cbSpqLzEUKfTGIHeJCoxRixepps0HYNsPNeZnvoacN2eEJcXmK7oQ3O+yXPehkmWflSxjj/Ual9NZ3g3Ar9bj0Ig+zdm39njk1zRg9Mg2qaBG49zHp/7y44aLo8d0yuroxxoDrYisMZ9cUM8O2/bC7/udh9uOHdR+eCeJcwjgkaQI2hjYATEGAoEQdi4LaRCtaThGT3nRtE+hB+yLXsSM5WbFMXrwa8yIZ3x1EBepeOBRT88sMVUn6tmPDm4pKgeeDu72A11AkaAAbM7xRotqu3l7LT10PrN9Rig90b2rHcWTEdJx2BZqcy3qHOTnl5RU7N978Fdryq+mHnKzD2Pg3lcwQpB1Zxtd6RlbGtah/ewvzq27sQ2+OLMRbXQjxYINgSLP7LQYwMlz03a2mTa+PVzjUIxBcN/LoI3B4yDJUBAIhLBwWUiDOKOWLldNeQ2AYvpyHQActSA59L0NRr2uV81ko8319BLMejqxKOQ5A6e3Wg4gQRXaAiBfTabD8yhS6IxmANDpjBRF7bYcM9N3C3bvFtcFJx2vpXMBYAoAXJnlOtxh7nG4Khi8L2dfDZA/Fu/8fSxrDG7jIOH2yxbvDy0Cv4iBH2+g+pUSbyAQCGGBSEN33u/lAI7Rg99Sv7U85GB+HDetvYTB1FzFwSCfBKGgeWpI2T/n02qYkGn2f7pPWGNoPErLEnXhCjAIwj7tBFdbwHNpZZCTcw9Ubh7WGAIuhPzx7P6466Z5j0OA9YbgvrDiZY/EGAiXA1SnnJa+hdiHSAOf3drBldlvLddIUAbJ3RrqbYBlSam2+mgVttiHDg9ORwJt8aRZPAMA5PeGvu0Wdc3QxqM0O2a9AZF8CHGFDvwGD+GdnHsLNvAQ3F7SWyx/9Br0F+9xM+NRwcAGFVrkTgiEloWYcfNApKEJZspbVb0VmP9aGZJnLX1Q5OkurayBJU4zKVcDYHupFkEaQwvCN4bmRDzkECisGfCPsE9WzhgCX2/5h/XEX1SdvMehcuHVZOmpBP5mE1xSg9Q/EgiEyHG5ZDopigrvakmq7R3N3xeS6jKhObem5LIS3BE2zIDmlXqPX5090hNcOYJI2sJbGvgzR1uHBokZCo8vCxc+8ZAG0hiKQCCEkcsi0hB2Y7gc8I4xRDox4QuPvsgeRYvcw5IrdRScxPvX96ACDBFBcN2ELwTjEGLtpUkhJIFACB+XRXMnh8MhOZsQAFSXCWGfM0qIHmPwwLtDFNfIyBesTEStMbB49LwSp6l3k/slwustSaSBQCCEj8si0gCvVg1SAg8enuHsC8k7GJPbVgkSJcbgC7aekR2LxxtYos0YPBD/OgtuTAVefUOgExIIBIJ0LsegpfPHq29voNrewZY6Cv4O17KuELmyBn4nBu8wQ9R+n3B/NSJLIaI5zBDEGku370bet6igMVD9SqP2745AILQ6LpdIAx9nTNsVM+DbA3fQO50Rw3EF74LHVoRHTYPEXZrYMoIWV4eAqhk4nA0n9uQG3QaKQCAQguNylAa4/37mlnGI+t/JAm3YIAIXWhDXBW7FRDQT0F8c5xktu7ll0H2c+EjpykCqIAkEQri4TKWBo2mh2mXzU1WiK/i8XCih3hphf1+P5k2xJeK3MUMM/GURCIQo4XKXBhaRn6qx1F8vxDQEX61iQ7Na0BuCCzN4fNlJHycCgdDMEGnwT2uvZggxtOCchKK4/3LNpGOAFvGGQI2Bb66xZLEEAqHVQaSh9eG3rMFjR8oQKxz5iuDcsypWjIEluL0ngiaUUobgih9jIyxEIBCiAfLTxA8URUVhpEFw4WVYIgoi8HtIx95zqHnWYQa9wNKz0YjvxAR/E4qmcWz9ZREIhJaCRBrEiOZQMBdsiJAr8MMJ3Mzcsyf2HkLB7lwVAKHEGPibeosbg0dzkdj7myIQCC0IkQY/RGGYgaM5+ytEc3+ncBFRbwjaGPgxBsFMCj9h4diTS1yBQCBEjlgLMoeXqMpN8Le6aDZR4H94OXyrRGjfyxBbMvhKTHjvK+GtF5fD3xqBQGg2SKQhevHYEKvZOjbKEnWttDtk6IS3KJJr+BgWY/DWBe+Zm7mok0AgXG6QSIMYLRJp4Fyh+Z/c4ssiLp9vlbAkKVhjCEvPR48iBr/bSXClD2TjCQKBEF6INIjRnNLQgq7Awt/KUvC31cvnWyXEJEVYAgz8m/GIMfidVnBHKwKBQAid/2/v/l6bOuM4jn9P/4NSUTsstTSNLPPKS2U42SjUCkph9VYYaoVp1sJAaS5TLAiObILRMXCwXZjhcGOa/URktBe78EoyTVOcTEiRhv0Hyy7OydlpcvKcJ+dX0ub9ukvI+UFSOJ9+n+/zPAxPtBVDmTe6NoXi5ceyfDT5xd1ra+Ybe0/OHZ3a73GUc3JE0zpOffXsCV7kD/Hrsren6srVAcCJ0KASUZnBzgr1f7613hmcCe/0m7nLXxWeDWdExj84nReRvx7P5Xd7JoYtd9hIDNZ99uVDyMcykf52rdTHcAOA7iI0xKGppdHOCs53jMGZsIoNJ5Y/Sl6+23i1mctvnFw+qj6kXTfDDlv8MTrhDkm4YiNsAF1HaHAXsDrdlBLELShEZte4SNl+9ei3Pyfe1XnyOzf8NEvi/ZwY9EcoYogL4ja7EgDiR2hwZz4zjD1nOh2haB166K7iT9U353apP2OHA+euVBCvEYqY4oJj6YXorgIAOggNbdm5wXrplR4CxoVwRyimv159sHxaZLP8bDi53/95+vlBpSg2xBMXAKDXEBpUFPMPm5iJoReqC9Zkh/UlYyT979+59P3T+sc6d6Ki3mBq19sYW1zYkduDAdimCA0erHVylGWGsBJDwGKDHRcC3UPLrMt+1rQYc7ce3iQGAD2C0KCikxhMXa8xDIykA8aFVjyrZOuXwBcCoM8RGtrSTAytEyVi1q7AYI9QdOOmAAA7EKGhLZ36fOitDJ2OUERRYAAAwBWhwYMVC9zqDcaeM90dlQgxMVB4BwB4IjSo9Ow8glB6Hp2nAgDAE1O5vP2/uo6j3hBpmUE9QtFRgcEYX1QPdgyMpPkbAADoGOj2DWwD5rLK4uh51EsM1dz8lSPz+dwvIlIt3swfmcwXXwS6k4GRdLhNDJQZAAD6GJ7Q1enC0pWbn8qlqytj1dxkPleRUmJu5edqbv6HiU9OJHzdQEQ9j5QZAACaqDR0wK436AxMJC5cTY+JSLUk+6T8MpUQkeGkvFrzdWnfiaG+vqTYwZLEAADQR2jojLUD5OCM3seruclvUrdOJGU0Oeb/olHUGBiYAAB0itDgk0ZueHJ+8rvkravpMZlISvmFiFTLXsc0Cb2JwT6tMDABAOgQsyf8MwxDMU5RnL+SldGDIiL7Pr70xrXzf6TeellKXrp1Ydj7zI1EEkpcMMYXRcQ5h4KBCQCAD4QG/9Shwf9pB2dELy4UM6uSPTwltWLmXlZ2z549lR5tc87xxaZ3+N0BAJ1ieKK32DWG1sf8VrVc5nb2+WsRqdy5d/+9cyvZt+Xz1YrymLpDSPcLAOgjhIZAtDsitU5lDM7UawURqdcK9VpBnRums+cyB0REEscOyq+rxTu/lxIHFJM5CQoAgIAIDf6F+Bg244KdGDSOGLLzQeXRa0kcmDiWkspz10qDMb5IYgAABEdoCMScfhmw3mAXGPxZq8ipM0OJ0eQpefrgpcsH6utLPbh9BgBg22FFyKB0dtBWUCSGeq1gDM16dkROnd19/v375WkpyDsrLY2QXr0RAADoYvZECPxNo7BmSShrDMbQrASbeMnYBAAgLFQagvJXZgg4JKF7FcoMAIDw0NMQN+csCU/BgwVlBgBAWKg0BGXtfunohVQMVcRTYLCuRZkBABAqehrC59rioNPB0PaEGu2QZkSory85swI/LgAgRFQaQtaaGFzjQnHhoVw/PiUbuYUbBTmcuXh8ytc2mE3lBCs6kBUAABGgpyFazlWbGjZyC5ls6ZWIVPI35GJ25fqh8mcP1StAq9W3CnjPAAC4IjRERdHwOH09m0mJiKxZW2XvTcqrtfan8lxSGgCAGDA8EQllw+PehIgZEaYuHs5euF1KydOSZPxei9ICACAehIbwdTJF4tCXPx5PyEZu4Xvv07Zub72+JI2FIogOAICoERoiYQzN6uWGJ9cWJCWrpeSH6caB7T7qXK/ajAiGYTRNlwAAIDpMuYyE9d9/hxMsrUWjlb9IU12BMgMAIDZUGqKiSAxWOKgVWusKPhIDAADxoNIQPsMwvBNDY6zBHmgQvYJBu6DA7wgAiBqVhlg5ByCcj3n9R37AnbgBAPCNSkMkXHsajKFZvm0AwPbF4k6RMFdmdLYsKKZFAACwLRAa4qAzLQIAgB5HaIgJiQEAsN3RCBkhmhYBADsJlYY4UGYAAOwAhAYAAKCF0BAtagwAgB2DdRoAAIAWKg0AAEALoQEAAGghNAAAAC2EBgAAoIXQAAAAtBAaAACAFkIDAADQQmgAAABaCA0AAEALoQEAAGghNAAAAC2EBgAAoIXQAAAAtBAaAACAFkIDAADQQmgAAABaCA0AAEALoQEAAGj5DyzwNkZjxyrFAAAAAElFTkSuQmCC)
Correlations
OCHPP_ratios <- merge(merge(patients_ratios, chronic_ratios), chlamydia_ratios)
Structure of data table:
str(OCHPP_ratios)
Classes ‘data.table’ and 'data.frame': 140 obs. of 8 variables:
$ id : int 1 2 3 4 5 6 7 8 9 10 ...
$ Ratio_Non_Enrolled_Population : num 0.271 0.298 0.3 0.224 0.266 ...
$ Ratio_Total_Population_with_No_Visits : num 0.083 0.0798 0.0814 0.0896 0.0836 ...
$ Ratio_Total_Population_with_3_plus_Visits: num 0.784 0.793 0.78 0.761 0.77 ...
$ Ratio_People_with_Diabetes_20_plus : num 0.182 0.184 0.177 0.175 0.17 ...
$ Ratio_People_with_COPD_35_plus : num 0.0684 0.0658 0.0926 0.1047 0.097 ...
$ Ratio_Chlamydia_cases_male : num 0.0199 0.0199 0.0125 0.0114 0.0181 ...
$ Ratio_Chlamydia_cases_female : num 0.0232 0.0277 0.023 0.0263 0.0289 ...
- attr(*, ".internal.selfref")=<externalptr>
- attr(*, "sorted")= chr "id"
Drop “id” column
OCHPP_ratios_noid <- OCHPP_ratios[,-c("id")]
str(OCHPP_ratios_noid)
Classes ‘data.table’ and 'data.frame': 140 obs. of 7 variables:
$ Ratio_Non_Enrolled_Population : num 0.271 0.298 0.3 0.224 0.266 ...
$ Ratio_Total_Population_with_No_Visits : num 0.083 0.0798 0.0814 0.0896 0.0836 ...
$ Ratio_Total_Population_with_3_plus_Visits: num 0.784 0.793 0.78 0.761 0.77 ...
$ Ratio_People_with_Diabetes_20_plus : num 0.182 0.184 0.177 0.175 0.17 ...
$ Ratio_People_with_COPD_35_plus : num 0.0684 0.0658 0.0926 0.1047 0.097 ...
$ Ratio_Chlamydia_cases_male : num 0.0199 0.0199 0.0125 0.0114 0.0181 ...
$ Ratio_Chlamydia_cases_female : num 0.0232 0.0277 0.023 0.0263 0.0289 ...
- attr(*, ".internal.selfref")=<externalptr>
Compute correlations
rcorr(as.matrix(OCHPP_ratios_noid), type="pearson")
Ratio_Non_Enrolled_Population
Ratio_Non_Enrolled_Population 1.00
Ratio_Total_Population_with_No_Visits 0.45
Ratio_Total_Population_with_3_plus_Visits -0.32
Ratio_People_with_Diabetes_20_plus -0.12
Ratio_People_with_COPD_35_plus 0.14
Ratio_Chlamydia_cases_male 0.53
Ratio_Chlamydia_cases_female 0.51
Ratio_Total_Population_with_No_Visits
Ratio_Non_Enrolled_Population 0.45
Ratio_Total_Population_with_No_Visits 1.00
Ratio_Total_Population_with_3_plus_Visits -0.94
Ratio_People_with_Diabetes_20_plus -0.77
Ratio_People_with_COPD_35_plus -0.27
Ratio_Chlamydia_cases_male 0.39
Ratio_Chlamydia_cases_female 0.08
Ratio_Total_Population_with_3_plus_Visits
Ratio_Non_Enrolled_Population -0.32
Ratio_Total_Population_with_No_Visits -0.94
Ratio_Total_Population_with_3_plus_Visits 1.00
Ratio_People_with_Diabetes_20_plus 0.91
Ratio_People_with_COPD_35_plus 0.34
Ratio_Chlamydia_cases_male -0.23
Ratio_Chlamydia_cases_female 0.10
Ratio_People_with_Diabetes_20_plus
Ratio_Non_Enrolled_Population -0.12
Ratio_Total_Population_with_No_Visits -0.77
Ratio_Total_Population_with_3_plus_Visits 0.91
Ratio_People_with_Diabetes_20_plus 1.00
Ratio_People_with_COPD_35_plus 0.38
Ratio_Chlamydia_cases_male -0.05
Ratio_Chlamydia_cases_female 0.31
Ratio_People_with_COPD_35_plus Ratio_Chlamydia_cases_male
Ratio_Non_Enrolled_Population 0.14 0.53
Ratio_Total_Population_with_No_Visits -0.27 0.39
Ratio_Total_Population_with_3_plus_Visits 0.34 -0.23
Ratio_People_with_Diabetes_20_plus 0.38 -0.05
Ratio_People_with_COPD_35_plus 1.00 0.13
Ratio_Chlamydia_cases_male 0.13 1.00
Ratio_Chlamydia_cases_female 0.23 0.75
Ratio_Chlamydia_cases_female
Ratio_Non_Enrolled_Population 0.51
Ratio_Total_Population_with_No_Visits 0.08
Ratio_Total_Population_with_3_plus_Visits 0.10
Ratio_People_with_Diabetes_20_plus 0.31
Ratio_People_with_COPD_35_plus 0.23
Ratio_Chlamydia_cases_male 0.75
Ratio_Chlamydia_cases_female 1.00
n= 140
P
Ratio_Non_Enrolled_Population
Ratio_Non_Enrolled_Population
Ratio_Total_Population_with_No_Visits 0.0000
Ratio_Total_Population_with_3_plus_Visits 0.0001
Ratio_People_with_Diabetes_20_plus 0.1670
Ratio_People_with_COPD_35_plus 0.0889
Ratio_Chlamydia_cases_male 0.0000
Ratio_Chlamydia_cases_female 0.0000
Ratio_Total_Population_with_No_Visits
Ratio_Non_Enrolled_Population 0.0000
Ratio_Total_Population_with_No_Visits
Ratio_Total_Population_with_3_plus_Visits 0.0000
Ratio_People_with_Diabetes_20_plus 0.0000
Ratio_People_with_COPD_35_plus 0.0014
Ratio_Chlamydia_cases_male 0.0000
Ratio_Chlamydia_cases_female 0.3191
Ratio_Total_Population_with_3_plus_Visits
Ratio_Non_Enrolled_Population 0.0001
Ratio_Total_Population_with_No_Visits 0.0000
Ratio_Total_Population_with_3_plus_Visits
Ratio_People_with_Diabetes_20_plus 0.0000
Ratio_People_with_COPD_35_plus 0.0000
Ratio_Chlamydia_cases_male 0.0054
Ratio_Chlamydia_cases_female 0.2544
Ratio_People_with_Diabetes_20_plus
Ratio_Non_Enrolled_Population 0.1670
Ratio_Total_Population_with_No_Visits 0.0000
Ratio_Total_Population_with_3_plus_Visits 0.0000
Ratio_People_with_Diabetes_20_plus
Ratio_People_with_COPD_35_plus 0.0000
Ratio_Chlamydia_cases_male 0.5450
Ratio_Chlamydia_cases_female 0.0002
Ratio_People_with_COPD_35_plus Ratio_Chlamydia_cases_male
Ratio_Non_Enrolled_Population 0.0889 0.0000
Ratio_Total_Population_with_No_Visits 0.0014 0.0000
Ratio_Total_Population_with_3_plus_Visits 0.0000 0.0054
Ratio_People_with_Diabetes_20_plus 0.0000 0.5450
Ratio_People_with_COPD_35_plus 0.1224
Ratio_Chlamydia_cases_male 0.1224
Ratio_Chlamydia_cases_female 0.0054 0.0000
Ratio_Chlamydia_cases_female
Ratio_Non_Enrolled_Population 0.0000
Ratio_Total_Population_with_No_Visits 0.3191
Ratio_Total_Population_with_3_plus_Visits 0.2544
Ratio_People_with_Diabetes_20_plus 0.0002
Ratio_People_with_COPD_35_plus 0.0054
Ratio_Chlamydia_cases_male 0.0000
Ratio_Chlamydia_cases_female
Linear regression
lm_chlam <- lm(Ratio_Chlamydia_cases_male ~ Ratio_Chlamydia_cases_female, data = OCHPP_ratios_noid)
summary(lm_chlam)
Call:
lm(formula = Ratio_Chlamydia_cases_male ~ Ratio_Chlamydia_cases_female,
data = OCHPP_ratios_noid)
Residuals:
Min 1Q Median 3Q Max
-0.0095561 -0.0027092 -0.0006196 0.0014847 0.0314658
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) -0.0003589 0.0012921 -0.278 0.782
Ratio_Chlamydia_cases_female 0.8114156 0.0611285 13.274 <2e-16 ***
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residual standard error: 0.005647 on 138 degrees of freedom
Multiple R-squared: 0.5608, Adjusted R-squared: 0.5576
F-statistic: 176.2 on 1 and 138 DF, p-value: < 2.2e-16
plot(lm_chlam)
![](data:image/png;base64,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)
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)
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)
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)
Choropleth of residuals
str(lm_chlam$residuals)
Named num [1:140] 0.00145 -0.00222 -0.00587 -0.00956 -0.005 ...
- attr(*, "names")= chr [1:140] "1" "2" "3" "4" ...
Make dataframe of residuals with “id” column
lm_chlam_df <- data.frame(id = c(1:140), residual = lm_chlam$residuals)
head(lm_chlam_df)
lm_chlam_df.sh <- merge(nbds.sh.df, lm_chlam_df, by = "id")
Make and plot graphics object
p.lm_chlam_df <- ggplot() +
geom_polygon(data = lm_chlam_df.sh,
aes(x = long, y = lat, group = group, fill = residual),
color = "black", size = 0.2) +
coord_map() +
scale_fill_distiller(name="Residuals", palette = "Blues", trans = "reverse", breaks = pretty_breaks(n = 8)) +
theme_nothing(legend = TRUE) +
labs(title="Residuals of male chlamydia cases ~ female chlamydia cases") +
geom_text(aes(x=x,y=y, group=NULL, label=id), data = nbds.sh.centroids, size = 2)
p.lm_chlam_df + guides(fill = guide_legend(reverse=TRUE))
![](data:image/png;base64,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)
---
title: "OCHPP Toronto Public Health Datasets"
output: 
  html_notebook: 
    toc: yes
---

# Author

* Jordan Bell
* July 1, 2019
* <https://jordanbell2357.github.io/OCHPP.nb.html>

# Source and descriptions of datasets

**Ontario Community Health Profiles Partnership (OCHPP)**    
<http://www.ontariohealthprofiles.ca/>

**Data — LHIN 7 (Toronto Central and City of Toronto) Neighbourhoods, Ontario Sub-Regions and LHINs**

We use three datasets:

* **Primary Care: Enrolment and Continuity of Care 2011/13**  
1_pc_Continuity_NonRostered_Rostered_Patients_neighb_2013_LHIN_7.xlsx
* **Adult Health and Disease 2016/17**  
1_AHD_2017_RPDB_Neighb_LHIN_7.xlsx
* **Sexual Health: Chlamydia cases, Gonorrhea cases 2013/16**  
2_sh_neighb_chlam_gonor_2013-2016_LHIN_7.xls

We quote from the description of the data:

**The Registered Persons Database (RPDB) as the source of population**  
<http://www.ontariohealthprofiles.ca/o_documents/aboutTheDataON/RPDB_vs_Census_Oct_26_2018.pdf>

> **Two main population sources**
>
>There are two main sources that provide the most reliable estimates of Ontario's population. For
purposes of OCHPP reporting, we use the Registered Persons Database (RPDB) as the source
(denominator) for all of our health-related indicators. While another major source for identifying the
population (denominator) is Statistics Canada’s Census counts (Census), the OCHPP has determined that
the RPDB provides a more consistent measure for the calculation of rates for health indicators and
conditions. We explain why and provide examples to illustrate.
>
> **RPDB**
>
>The RPDB (database) provides basic demographic information about anyone who has ever received an
Ontario Health Insurance Plan (OHIP) card. OHIP cards include a unique Health Card Number (HCN) to
identify a person's age, sex and address, including postal code. The postal codes used at ICES come
mainly from HCNs. Information from the health card is stored in the RPDB. Health cards are usually
renewed every 5 years, a process that helps to ensure that information in the system is periodically
refreshed, such as address, for example, should a person move and update the card within that time
frame. The system may also be updated more frequently if an individual interacts with the healthcare
system between renewal periods. This allows for a more current source of location-based data for
health reporting.
>
> **Census**
>
>Another source of data on where people live can come from Statistics Canada (Stats Can). Stats Can
collects data on individuals living in Canada through the Census, a survey conducted every 5 years. Stats Can
reports who lives in a given area at one point in time – i.e. based on the information an individual provides when
completing the Census
>
> **RPDB vs. Census**
>
>While at the provincial level, the number of people we identify in the RPDB as living in Ontario does not
differ much from Census estimates, differences are more pronounced at smaller areas such as
neighbourhoods or local areas. This particular issue is most evident in areas of high migration where we
have observed large differences in rates using RPDB vs. the Census in part due to population mobility.  
>For example, in some areas of Ontario, particularly in larger urban centres, newcomers to the area often
settle first “downtown” but over time, may move from downtown to outlying areas. The majority of
people who move do not change or update their health card until renewal time so they stay in the RPDB
with their original health card information including the address and postal code of their “downtown”
address.  
>The same is true of Census population counts: when someone moves, they are still considered living at
their original address and comprise the population of that area until the next Census is taken (every 5
years).

# Shapefile for City of Toronto's 140 neighbourhoods

We now import and process a shapefile for Toronto's 140 neighbourhoods.

<https://www.toronto.ca/city-government/data-research-maps/open-data/open-data-catalogue/#a45bd45a-ede8-730e-1abc-93105b2c439f>

<http://opendata.toronto.ca/gcc/neighbourhoods_planning_areas_wgs84.zip>

**Neighbourhoods**

> Owner: Social Development, Finance & Administration
>
> Currency: June 2014

**Neighbourhoods (WGS84)**

```{r}
library(data.table) #fread
library(plyr) #join
library(ggplot2) #ggplot, fortify
library(sp) #used by rgdal
library(rgdal) #readOGR
library(rgeos) #gCentroid
library(scales) #scale_fill_distiller, percent_format
library(ggmap) #theme_nothing
library(Hmisc) #rcorr
```
Input shapefile
```{r}
nbds.sh <- readOGR("C:/Users/14165/Desktop/ArcGIS/SHAPEFILES/neighbourhoods_planning_areas_wgs84", "NEIGHBORHOODS_WGS84")
```
Add "id" column
```{r}
nbds.sh@data$id <- as.integer(nbds.sh@data$AREA_S_CD)
```
Make centroids of each neighbourhood, for placing labels when plotting
```{r}
nbds.sh.centroids  <- as.data.frame(gCentroid(nbds.sh, byid = TRUE))
```
Add "id" column
```{r}
nbds.sh.centroids$id <- nbds.sh@data$id
```
Shapefile processing
```{r}
nbds.sh.points = fortify(nbds.sh, region = "id")

nbds.sh.df = join(nbds.sh.points, nbds.sh@data, by = "id")
```
We are now done with shapefile processing.

We copied selected columns from sheets of the .xls/.xlsx files to new sheets, renamed columns by changing spaces and hyphens to underscores and spelling symbols, and exported these to .csv files.

We shall visualize selected data from these tables on a map. Then we compute correlations.

# Primary Care: Enrolment and Continuity of Care 2011/13

1_pc_Continuity_NonRostered_Rostered_Patients_neighb_2013_LHIN_7.xlsx!Continuity_Enrolled_NonEnrolled:

> Primary Care: Enrolment and Continuity of Care (Both sexes, Ages 19+) for Toronto Neighbourhoods and Toronto Central LHIN, 2011/12 to 2012/13 (April 1, 2011-March 31, 2013)
>
> Data sources: Population - Ontario Heath Insurance Plan (OHIP) physician claims, Client Agency Provider Enrolment (CAPE) tables, Registered Persons' Database, Community Health Centre client encounter data.
>
> Population Enrolled: rostered with a Patient Enrolment Model (PEM) or registered with a Community Health Centre (CHC).	
>
> Population Non-Enrolled: not rostered with a Patient Enrolment Model (PEM) or registered with a Community Health Centre (CHC).			

"id", "Population_19_plus", "Enrolled_Population", "Enrolled_Population_with_No_Visits", "Enrolled_Population_with_1_or_2_Visits", "Enrolled_Population_with_3_plus_Visits", "Non_Enrolled_Population", "Non_Enrolled_Population_with_No_Visits", "Non_Enrolled_Population_with_1_or_2_Visits", "Non_Enrolled_Population_with_3_plus_Visits", "Total_Population_Enrolled_and_Non_Enrolled", "Total_Population_with_No_Visits", "Total_Population_with_1_or_2_Visits", "Total_Population_with_3_plus_Visits"

**1_pc_Continuity_NonRostered_Rostered_Patients_neighb_2013_LHIN_7.csv**

```{r}
patients <- fread("1_pc_Continuity_NonRostered_Rostered_Patients_neighb_2013_LHIN_7.csv")
```

```{r}
str(patients)
```


Create ratio columns for selected variables
```{r}
patients$Ratio_Non_Enrolled_Population <- patients$Non_Enrolled_Population/patients$Population_19_plus

patients$Ratio_Total_Population_with_No_Visits <- patients$Total_Population_with_No_Visits/patients$Population_19_plus

patients$Ratio_Total_Population_with_3_plus_Visits <- patients$Total_Population_with_3_plus_Visits/patients$Population_19_plus

patients_ratios <- patients[,.(id,Ratio_Non_Enrolled_Population,Ratio_Total_Population_with_No_Visits,Ratio_Total_Population_with_3_plus_Visits)]
```

## Ratio_Non_Enrolled_Population
```{r}
Ratio_Non_Enrolled_Population <- patients_ratios[, .(id,Ratio_Non_Enrolled_Population)]

Ratio_Non_Enrolled_Population.sh <- merge(nbds.sh.df, Ratio_Non_Enrolled_Population, by = "id")
```
Make graphics object
```{r}
p.Ratio_Non_Enrolled_Population <- ggplot() +
  geom_polygon(data = Ratio_Non_Enrolled_Population.sh, 
               aes(x = long, y = lat, group = group, fill = Ratio_Non_Enrolled_Population), 
               color = "black", size = 0.2) + 
  coord_map() + 
  scale_fill_distiller(name="Ratio", labels=percent_format(accuracy=1), palette = "PuRd", trans = "reverse", breaks = pretty_breaks(n = 8))+
  theme_nothing(legend = TRUE) + 
  labs(title="Ratio of total population non-enrolled") +
  geom_text(aes(x=x,y=y, group=NULL, label=id), data = nbds.sh.centroids, size = 2)
```
Plot graphics object
```{r}
p.Ratio_Non_Enrolled_Population + guides(fill = guide_legend(reverse=TRUE))
```

## Ratio_Total_Population_with_No_Visits
```{r}
Ratio_Total_Population_with_No_Visits <- patients_ratios[, .(id,Ratio_Total_Population_with_No_Visits)]

Ratio_Total_Population_with_No_Visits.sh <- merge(nbds.sh.df, Ratio_Total_Population_with_No_Visits, by = "id")
```

Make graphics object
```{r}
p.Ratio_Total_Population_with_No_Visits <- ggplot() +
  geom_polygon(data = Ratio_Total_Population_with_No_Visits.sh, 
               aes(x = long, y = lat, group = group, fill = Ratio_Total_Population_with_No_Visits), 
               color = "black", size = 0.2) + 
  coord_map() + 
  scale_fill_distiller(name="Ratio", labels=percent_format(accuracy=1), palette = "PuRd", trans = "reverse", breaks = pretty_breaks(n = 8)) + 
  theme_nothing(legend = TRUE) + 
  labs(title="Ratio of total population with no visits") +
  geom_text(aes(x=x,y=y, group=NULL, label=id), data = nbds.sh.centroids, size = 2)
```
Plot graphics object
```{r}
p.Ratio_Total_Population_with_No_Visits + guides(fill = guide_legend(reverse=TRUE))
```

## Ratio_Total_Population_with_3_plus_Visits
```{r}
Ratio_Total_Population_with_3_plus_Visits <- patients_ratios[, .(id,Ratio_Total_Population_with_3_plus_Visits)]

Ratio_Total_Population_with_3_plus_Visits.sh <- merge(nbds.sh.df, Ratio_Total_Population_with_3_plus_Visits, by = "id")
```
Make graphics object
```{r}
p.Ratio_Total_Population_with_3_plus_Visits <- ggplot() +
  geom_polygon(data = Ratio_Total_Population_with_3_plus_Visits.sh, 
               aes(x = long, y = lat, group = group, fill = Ratio_Total_Population_with_3_plus_Visits), 
               color = "black", size = 0.2) + 
  coord_map() + 
  scale_fill_distiller(name="Ratio", labels=percent_format(accuracy=1), palette = "Greens", trans = "reverse", breaks = pretty_breaks(n = 8))+
  theme_nothing(legend = TRUE) + 
  labs(title="Ratio of total population with 3+ visits") +
  geom_text(aes(x=x,y=y, group=NULL, label=id), data = nbds.sh.centroids, size = 2)
```
Plot graphics object
```{r}
p.Ratio_Total_Population_with_3_plus_Visits + guides(fill = guide_legend(reverse=TRUE))
```

# Adult Health and Disease 2016/17

1_AHD_2017_RPDB_Neighb_LHIN_7.xlsx!Diabetes_Neighb_Toronto:

> Demographics - Denominator: Ontario Ministry of Health and Long-Term Care Registered Persons Database (RPDB), population aged 20+ who were alive and living in the Ontario on April 1st, 2016 
>
> Numerator: derived from validated, disease registries maintained by the Institute for Clinical Evaluative Sciences (ICES)

1_AHD_2017_RPDB_Neighb_LHIN_7.xlsx!COPD_Neighb_Toronto:

> Demographics - Denominator: Ontario Ministry of Health and Long-Term Care Registered Persons Database (RPDB), population aged 35+ who were alive and living in the Ontario on April 1st, 2016 
>
> Numerator: derived from validated, disease registries maintained by the Institute for Clinical Evaluative Sciences (ICES)

"id", "People_with_Diabetes_20_plus", "Total_Population_2016_RPDB_20_plus", "Prevalence_per_hundred_Diabetes_20_plus", "People_with_COPD_35_plus", "Total_Population_2016_RPDB_35_plus", "Prevalence_per_hundred_COPD_35_plus"

**1_AHD_2017_RPDB_Neighb_LHIN_7.csv**

```{r}
chronic <- fread("1_AHD_2017_RPDB_Neighb_LHIN_7.csv")

chronic$Ratio_People_with_Diabetes_20_plus <- chronic$People_with_Diabetes_20_plus/chronic$Total_Population_2016_RPDB_20_plus

chronic$Ratio_People_with_COPD_35_plus <- chronic$People_with_COPD_35_plus/chronic$Total_Population_2016_RPDB_35_plus

chronic_ratios <- chronic[,.(id,Ratio_People_with_Diabetes_20_plus,Ratio_People_with_COPD_35_plus)]
```

```{r}
Ratio_People_with_Diabetes_20_plus <- chronic_ratios[, .(id,Ratio_People_with_Diabetes_20_plus)]

Ratio_People_with_Diabetes_20_plus.sh <- merge(nbds.sh.df, Ratio_People_with_Diabetes_20_plus, by = "id")
```

Make and plot graphics object
```{r}
p.Ratio_People_with_Diabetes_20_plus <- ggplot() +
  geom_polygon(data = Ratio_People_with_Diabetes_20_plus.sh, 
               aes(x = long, y = lat, group = group, fill = Ratio_People_with_Diabetes_20_plus), 
               color = "black", size = 0.2) + 
  coord_map() + 
  scale_fill_distiller(name="Ratio", labels=percent_format(accuracy=1), palette = "PuRd", trans = "reverse",
                       breaks = pretty_breaks(n = 8)) + 
  theme_nothing(legend = TRUE)+
  labs(title="Ratio of people with diabetes, 20+") +
  geom_text(aes(x=x,y=y, group=NULL, label=id), data = nbds.sh.centroids, size = 2)

p.Ratio_People_with_Diabetes_20_plus + guides(fill = guide_legend(reverse=TRUE))
```

```{r}
Ratio_People_with_COPD_35_plus <- chronic_ratios[, .(id,Ratio_People_with_COPD_35_plus)]

Ratio_People_with_COPD_35_plus.sh <- merge(nbds.sh.df, Ratio_People_with_COPD_35_plus, by = "id")
```
Make and plot graphics object
```{r}
p.Ratio_People_with_COPD_35_plus <- ggplot() +
  geom_polygon(data = Ratio_People_with_COPD_35_plus.sh, 
               aes(x = long, y = lat, group = group, fill = Ratio_People_with_COPD_35_plus), 
               color = "black", size = 0.2) + 
  coord_map() + 
  scale_fill_distiller(name="Ratio", labels=percent_format(accuracy=1), palette = "PuRd", trans = "reverse",
                       breaks = pretty_breaks(n = 8))+
  theme_nothing(legend = TRUE) + 
  labs(title="Ratio of people with COPD, 35+") +
  geom_text(aes(x=x,y=y, group=NULL, label=id), data = nbds.sh.centroids, size = 2)

p.Ratio_People_with_COPD_35_plus + guides(fill = guide_legend(reverse=TRUE))
```

# Sexual Health: Chlamydia cases, Gonorrhea cases 2013/16

2_sh_neighb_chlam_gonor_2013-2016_LHIN_7.xlsx!Chlamydia_Male_Female_Tor_neigh:

>  Number of Chlamydia Cases for Age 15 years and over by Gender (Male, Female), Toronto Neighbourhoods, 2013 to 2016 Calendar Years Combined
>
>  Demographics - Denominator: Based on 2011 Census population estimates. (Statistics Canada, 2011 Census of Population).
>
>  Numerator: Number of Chlamydia cases for 4 year (2013 to 2016) observation period.        Data source: Data as of July 20, 2017, Toronto Public Health integrated Public Health Information System [iPHIS]. 
>
> * Average annual rate of Chlamydia cases (/100,000) Males (2013 to 2016), All Ages 15+
>
> * Average annual rate of Chlamydia cases (/100,000) Females (2013 to 2016), All Ages 15+

"id", "Chlamydia_cases_male", "Population_male", "Chlamydia_cases_female", "Population_female"

**2_sh_neighb_chlam_gonor_2013-2016_LHIN_7.csv**

```{r}
chlamydia <- fread("2_sh_neighb_chlam_gonor_2013-2016_LHIN_7.csv")

chlamydia$Ratio_Chlamydia_cases_male <- chlamydia$Chlamydia_cases_male/chlamydia$Population_male

chlamydia$Ratio_Chlamydia_cases_female <- chlamydia$Chlamydia_cases_female/chlamydia$Population_female

chlamydia_ratios <- chlamydia[,.(id,Ratio_Chlamydia_cases_male,Ratio_Chlamydia_cases_female)]
```

```{r}
Ratio_Chlamydia_cases_male <- chlamydia_ratios[, .(id,Ratio_Chlamydia_cases_male)]

Ratio_Chlamydia_cases_male.sh <- merge(nbds.sh.df, Ratio_Chlamydia_cases_male, by = "id")
```
Make and plot graphics object
```{r}
p.Ratio_Chlamydia_cases_male <- ggplot() +
  geom_polygon(data = Ratio_Chlamydia_cases_male.sh, 
               aes(x = long, y = lat, group = group, fill = Ratio_Chlamydia_cases_male), 
               color = "black", size = 0.2) + 
  coord_map() + 
  scale_fill_distiller(name="Cases/population", labels=percent_format(accuracy=1), palette = "YlOrBr", trans = "reverse", breaks = pretty_breaks(n = 8)) + 
  theme_nothing(legend = TRUE) + 
  labs(title="Number of male chlamydia cases/male population") +
  geom_text(aes(x=x,y=y, group=NULL, label=id), data = nbds.sh.centroids, size = 2)

p.Ratio_Chlamydia_cases_male + guides(fill = guide_legend(reverse=TRUE))
```

# Correlations
```{r}
OCHPP_ratios <- merge(merge(patients_ratios, chronic_ratios), chlamydia_ratios)
```
Structure of data table:
```{r}
str(OCHPP_ratios)
```
Drop "id" column
```{r}
OCHPP_ratios_noid <- OCHPP_ratios[,-c("id")]

str(OCHPP_ratios_noid)
```

Compute correlations
```{r}
rcorr(as.matrix(OCHPP_ratios_noid), type="pearson")
```

## Linear regression
```{r}
lm_chlam <- lm(Ratio_Chlamydia_cases_male ~ Ratio_Chlamydia_cases_female, data = OCHPP_ratios_noid)
summary(lm_chlam)
```


```{r}
plot(lm_chlam)
```

## Choropleth of residuals 

```{r}
str(lm_chlam$residuals)
```
Make dataframe of residuals with "id" column
```{r}
lm_chlam_df <- data.frame(id = c(1:140), residual = lm_chlam$residuals)
head(lm_chlam_df)
```


```{r}
lm_chlam_df.sh <- merge(nbds.sh.df, lm_chlam_df, by = "id")
```
Make and plot graphics object
```{r}
p.lm_chlam_df <- ggplot() +
  geom_polygon(data = lm_chlam_df.sh, 
               aes(x = long, y = lat, group = group, fill = residual), 
               color = "black", size = 0.2) + 
  coord_map() + 
  scale_fill_distiller(name="Residuals", palette = "Blues", trans = "reverse", breaks = pretty_breaks(n = 8)) + 
  theme_nothing(legend = TRUE) + 
  labs(title="Residuals of male chlamydia cases ~ female chlamydia cases") +
  geom_text(aes(x=x,y=y, group=NULL, label=id), data = nbds.sh.centroids, size = 2)

p.lm_chlam_df + guides(fill = guide_legend(reverse=TRUE))
```