title: “M. Simms, Spring 2023, Final Final Project”
Quarto
Quarto enables you to weave together content and executable code into a finished document. To learn more about Quarto see https://quarto.org.
library(tidyverse)## Warning: package 'tidyverse' was built under R version 4.2.3## Warning: package 'ggplot2' was built under R version 4.2.3## Warning: package 'tibble' was built under R version 4.2.3## Warning: package 'tidyr' was built under R version 4.2.3## Warning: package 'readr' was built under R version 4.2.3## Warning: package 'purrr' was built under R version 4.2.3## Warning: package 'dplyr' was built under R version 4.2.3## Warning: package 'stringr' was built under R version 4.2.3## Warning: package 'forcats' was built under R version 4.2.3## Warning: package 'lubridate' was built under R version 4.2.3## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.2 ✔ readr 2.1.4
## ✔ forcats 1.0.0 ✔ stringr 1.5.0
## ✔ ggplot2 3.4.2 ✔ tibble 3.2.1
## ✔ lubridate 1.9.2 ✔ tidyr 1.3.0
## ✔ purrr 1.0.1
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorsFor the Spring 2023 Data 101 Final Project, I selected a dataset with 5 variables, 1250 rows, and concerning the Alzheimer’s disease population– a key interest of mine. In glimpsing the file it is clear that the dataset encompasses Alzheimer’s disease hospitalizations in the state of Maryland, listed by jurisdiction (the respective counties and Baltimore City), and categorized by race/ethnicity, for the years 2008 to 2017.
Alzheim_MD <- read.csv("Hospitalization_Rate_Related_To_Alzheimer_s_Or_Other_Dementias_2008-2017.csv")
Alzheim_MD |>
glimpse()## Rows: 1,250
## Columns: 5
## $ Jurisdiction <chr> "State", "Allegany", "Anne Arundel", "Baltimore City",…
## $ Value <dbl> 515.5, 704.7, 474.8, 820.2, 559.0, 436.9, 500.9, 452.3…
## $ Race..ethnicity <chr> "All races (aggregated)", "All races (aggregated)", "A…
## $ Year <int> 2017, 2017, 2017, 2017, 2017, 2017, 2017, 2017, 2017, …
## $ Measure <chr> "Alzheimers Hospitalization", "Alzheimers Hospitalizat…Initially I filtered and viewed two different tibbles of the dataset, for the jurisdiction Montgomery County, and then for the year 2014…
Alzheim_MD |>
filter(Jurisdiction == "Montgomery") |>
View()Alzheim_MD |>
filter(Year == 2014)## Jurisdiction Value Race..ethnicity Year
## 1 State 194.1 All races (aggregated) 2014
## 2 Allegany 352.6 All races (aggregated) 2014
## 3 Anne Arundel 189.1 All races (aggregated) 2014
## 4 Baltimore City 309.2 All races (aggregated) 2014
## 5 Baltimore County 202.8 All races (aggregated) 2014
## 6 Calvert 162.4 All races (aggregated) 2014
## 7 Caroline NA All races (aggregated) 2014
## 8 Carroll 257.1 All races (aggregated) 2014
## 9 Cecil 136.5 All races (aggregated) 2014
## 10 Charles 178.9 All races (aggregated) 2014
## 11 Dorchester 153.0 All races (aggregated) 2014
## 12 Frederick 166.3 All races (aggregated) 2014
## 13 Garrett 157.4 All races (aggregated) 2014
## 14 Harford 177.7 All races (aggregated) 2014
## 15 Howard 183.2 All races (aggregated) 2014
## 16 Kent 236.2 All races (aggregated) 2014
## 17 Montgomery 142.7 All races (aggregated) 2014
## 18 Prince George's 204.8 All races (aggregated) 2014
## 19 Queen Anne's 132.5 All races (aggregated) 2014
## 20 Saint Mary's 241.7 All races (aggregated) 2014
## 21 Somerset 228.7 All races (aggregated) 2014
## 22 Talbot 99.7 All races (aggregated) 2014
## 23 Washington 159.6 All races (aggregated) 2014
## 24 Wicomico 146.9 All races (aggregated) 2014
## 25 Worcester 146.1 All races (aggregated) 2014
## 26 State 215.3 Black 2014
## 27 Allegany NA Black 2014
## 28 Anne Arundel 261.3 Black 2014
## 29 Baltimore City 179.2 Black 2014
## 30 Baltimore County 229.8 Black 2014
## 31 Calvert NA Black 2014
## 32 Caroline NA Black 2014
## 33 Carroll NA Black 2014
## 34 Cecil NA Black 2014
## 35 Charles 212.8 Black 2014
## 36 Dorchester NA Black 2014
## 37 Frederick NA Black 2014
## 38 Garrett NA Black 2014
## 39 Harford NA Black 2014
## 40 Howard 262.3 Black 2014
## 41 Kent NA Black 2014
## 42 Montgomery 187.5 Black 2014
## 43 Prince George's 243.7 Black 2014
## 44 Queen Anne's NA Black 2014
## 45 Saint Mary's NA Black 2014
## 46 Somerset NA Black 2014
## 47 Talbot NA Black 2014
## 48 Washington NA Black 2014
## 49 Wicomico NA Black 2014
## 50 Worcester NA Black 2014
## 51 State 97.1 Hispanic 2014
## 52 Allegany NA Hispanic 2014
## 53 Anne Arundel NA Hispanic 2014
## 54 Baltimore City NA Hispanic 2014
## 55 Baltimore County NA Hispanic 2014
## 56 Calvert NA Hispanic 2014
## 57 Caroline NA Hispanic 2014
## 58 Carroll NA Hispanic 2014
## 59 Cecil NA Hispanic 2014
## 60 Charles NA Hispanic 2014
## 61 Dorchester NA Hispanic 2014
## 62 Frederick NA Hispanic 2014
## 63 Garrett NA Hispanic 2014
## 64 Harford NA Hispanic 2014
## 65 Howard NA Hispanic 2014
## 66 Kent NA Hispanic 2014
## 67 Montgomery 99.9 Hispanic 2014
## 68 Prince George's NA Hispanic 2014
## 69 Queen Anne's NA Hispanic 2014
## 70 Saint Mary's NA Hispanic 2014
## 71 Somerset NA Hispanic 2014
## 72 Talbot NA Hispanic 2014
## 73 Washington NA Hispanic 2014
## 74 Wicomico NA Hispanic 2014
## 75 Worcester NA Hispanic 2014
## 76 State 147.8 White 2014
## 77 Allegany 344.5 White 2014
## 78 Anne Arundel 158.1 White 2014
## 79 Baltimore City 173.3 White 2014
## 80 Baltimore County 112.8 White 2014
## 81 Calvert 150.8 White 2014
## 82 Caroline NA White 2014
## 83 Carroll 251.3 White 2014
## 84 Cecil 133.5 White 2014
## 85 Charles 169.0 White 2014
## 86 Dorchester 136.3 White 2014
## 87 Frederick 157.9 White 2014
## 88 Garrett 156.2 White 2014
## 89 Harford 170.9 White 2014
## 90 Howard 162.0 White 2014
## 91 Kent 226.3 White 2014
## 92 Montgomery 108.6 White 2014
## 93 Prince George's 165.0 White 2014
## 94 Queen Anne's 120.7 White 2014
## 95 Saint Mary's 225.5 White 2014
## 96 Somerset NA White 2014
## 97 Talbot 98.2 White 2014
## 98 Washington 151.2 White 2014
## 99 Wicomico 138.9 White 2014
## 100 Worcester 126.8 White 2014
## 101 State 68.3 Asian/ Pacific Islander 2014
## 102 Allegany NA Asian/ Pacific Islander 2014
## 103 Anne Arundel NA Asian/ Pacific Islander 2014
## 104 Baltimore City NA Asian/ Pacific Islander 2014
## 105 Baltimore County NA Asian/ Pacific Islander 2014
## 106 Calvert NA Asian/ Pacific Islander 2014
## 107 Caroline NA Asian/ Pacific Islander 2014
## 108 Carroll NA Asian/ Pacific Islander 2014
## 109 Cecil NA Asian/ Pacific Islander 2014
## 110 Charles NA Asian/ Pacific Islander 2014
## 111 Dorchester NA Asian/ Pacific Islander 2014
## 112 Frederick NA Asian/ Pacific Islander 2014
## 113 Garrett NA Asian/ Pacific Islander 2014
## 114 Harford NA Asian/ Pacific Islander 2014
## 115 Howard NA Asian/ Pacific Islander 2014
## 116 Kent NA Asian/ Pacific Islander 2014
## 117 Montgomery 76.7 Asian/ Pacific Islander 2014
## 118 Prince George's NA Asian/ Pacific Islander 2014
## 119 Queen Anne's NA Asian/ Pacific Islander 2014
## 120 Saint Mary's NA Asian/ Pacific Islander 2014
## 121 Somerset NA Asian/ Pacific Islander 2014
## 122 Talbot NA Asian/ Pacific Islander 2014
## 123 Washington NA Asian/ Pacific Islander 2014
## 124 Wicomico NA Asian/ Pacific Islander 2014
## 125 Worcester NA Asian/ Pacific Islander 2014
## Measure
## 1 Alzheimers Hospitalization
## 2 Alzheimers Hospitalization
## 3 Alzheimers Hospitalization
## 4 Alzheimers Hospitalization
## 5 Alzheimers Hospitalization
## 6 Alzheimers Hospitalization
## 7 Alzheimers Hospitalization
## 8 Alzheimers Hospitalization
## 9 Alzheimers Hospitalization
## 10 Alzheimers Hospitalization
## 11 Alzheimers Hospitalization
## 12 Alzheimers Hospitalization
## 13 Alzheimers Hospitalization
## 14 Alzheimers Hospitalization
## 15 Alzheimers Hospitalization
## 16 Alzheimers Hospitalization
## 17 Alzheimers Hospitalization
## 18 Alzheimers Hospitalization
## 19 Alzheimers Hospitalization
## 20 Alzheimers Hospitalization
## 21 Alzheimers Hospitalization
## 22 Alzheimers Hospitalization
## 23 Alzheimers Hospitalization
## 24 Alzheimers Hospitalization
## 25 Alzheimers Hospitalization
## 26 Alzheimers Hospitalization
## 27 Alzheimers Hospitalization
## 28 Alzheimers Hospitalization
## 29 Alzheimers Hospitalization
## 30 Alzheimers Hospitalization
## 31 Alzheimers Hospitalization
## 32 Alzheimers Hospitalization
## 33 Alzheimers Hospitalization
## 34 Alzheimers Hospitalization
## 35 Alzheimers Hospitalization
## 36 Alzheimers Hospitalization
## 37 Alzheimers Hospitalization
## 38 Alzheimers Hospitalization
## 39 Alzheimers Hospitalization
## 40 Alzheimers Hospitalization
## 41 Alzheimers Hospitalization
## 42 Alzheimers Hospitalization
## 43 Alzheimers Hospitalization
## 44 Alzheimers Hospitalization
## 45 Alzheimers Hospitalization
## 46 Alzheimers Hospitalization
## 47 Alzheimers Hospitalization
## 48 Alzheimers Hospitalization
## 49 Alzheimers Hospitalization
## 50 Alzheimers Hospitalization
## 51 Alzheimers Hospitalization
## 52 Alzheimers Hospitalization
## 53 Alzheimers Hospitalization
## 54 Alzheimers Hospitalization
## 55 Alzheimers Hospitalization
## 56 Alzheimers Hospitalization
## 57 Alzheimers Hospitalization
## 58 Alzheimers Hospitalization
## 59 Alzheimers Hospitalization
## 60 Alzheimers Hospitalization
## 61 Alzheimers Hospitalization
## 62 Alzheimers Hospitalization
## 63 Alzheimers Hospitalization
## 64 Alzheimers Hospitalization
## 65 Alzheimers Hospitalization
## 66 Alzheimers Hospitalization
## 67 Alzheimers Hospitalization
## 68 Alzheimers Hospitalization
## 69 Alzheimers Hospitalization
## 70 Alzheimers Hospitalization
## 71 Alzheimers Hospitalization
## 72 Alzheimers Hospitalization
## 73 Alzheimers Hospitalization
## 74 Alzheimers Hospitalization
## 75 Alzheimers Hospitalization
## 76 Alzheimers Hospitalization
## 77 Alzheimers Hospitalization
## 78 Alzheimers Hospitalization
## 79 Alzheimers Hospitalization
## 80 Alzheimers Hospitalization
## 81 Alzheimers Hospitalization
## 82 Alzheimers Hospitalization
## 83 Alzheimers Hospitalization
## 84 Alzheimers Hospitalization
## 85 Alzheimers Hospitalization
## 86 Alzheimers Hospitalization
## 87 Alzheimers Hospitalization
## 88 Alzheimers Hospitalization
## 89 Alzheimers Hospitalization
## 90 Alzheimers Hospitalization
## 91 Alzheimers Hospitalization
## 92 Alzheimers Hospitalization
## 93 Alzheimers Hospitalization
## 94 Alzheimers Hospitalization
## 95 Alzheimers Hospitalization
## 96 Alzheimers Hospitalization
## 97 Alzheimers Hospitalization
## 98 Alzheimers Hospitalization
## 99 Alzheimers Hospitalization
## 100 Alzheimers Hospitalization
## 101 Alzheimers Hospitalization
## 102 Alzheimers Hospitalization
## 103 Alzheimers Hospitalization
## 104 Alzheimers Hospitalization
## 105 Alzheimers Hospitalization
## 106 Alzheimers Hospitalization
## 107 Alzheimers Hospitalization
## 108 Alzheimers Hospitalization
## 109 Alzheimers Hospitalization
## 110 Alzheimers Hospitalization
## 111 Alzheimers Hospitalization
## 112 Alzheimers Hospitalization
## 113 Alzheimers Hospitalization
## 114 Alzheimers Hospitalization
## 115 Alzheimers Hospitalization
## 116 Alzheimers Hospitalization
## 117 Alzheimers Hospitalization
## 118 Alzheimers Hospitalization
## 119 Alzheimers Hospitalization
## 120 Alzheimers Hospitalization
## 121 Alzheimers Hospitalization
## 122 Alzheimers Hospitalization
## 123 Alzheimers Hospitalization
## 124 Alzheimers Hospitalization
## 125 Alzheimers HospitalizationUltimately I decided to focus on Baltimore City, unique among the jurisditions for being a city (rather than a county), as I aimed to compare this level of organization with the state-wide data.
Alzheim_MD |>
filter(Jurisdiction == "Baltimore City")## Jurisdiction Value Race..ethnicity Year Measure
## 1 Baltimore City 820.2 All races (aggregated) 2017 Alzheimers Hospitalization
## 2 Baltimore City 848.0 Black 2017 Alzheimers Hospitalization
## 3 Baltimore City NA Hispanic 2017 Alzheimers Hospitalization
## 4 Baltimore City 757.2 White 2017 Alzheimers Hospitalization
## 5 Baltimore City NA Asian/ Pacific Islander 2017 Alzheimers Hospitalization
## 6 Baltimore City 833.5 All races (aggregated) 2016 Alzheimers Hospitalization
## 7 Baltimore City 824.8 Black 2016 Alzheimers Hospitalization
## 8 Baltimore City NA Hispanic 2016 Alzheimers Hospitalization
## 9 Baltimore City 837.4 White 2016 Alzheimers Hospitalization
## 10 Baltimore City NA Asian/ Pacific Islander 2016 Alzheimers Hospitalization
## 11 Baltimore City 393.6 All races (aggregated) 2015 Alzheimers Hospitalization
## 12 Baltimore City 380.5 Black 2015 Alzheimers Hospitalization
## 13 Baltimore City NA Hispanic 2015 Alzheimers Hospitalization
## 14 Baltimore City 353.5 White 2015 Alzheimers Hospitalization
## 15 Baltimore City NA Asian/ Pacific Islander 2015 Alzheimers Hospitalization
## 16 Baltimore City 309.2 All races (aggregated) 2014 Alzheimers Hospitalization
## 17 Baltimore City 179.2 Black 2014 Alzheimers Hospitalization
## 18 Baltimore City NA Hispanic 2014 Alzheimers Hospitalization
## 19 Baltimore City 173.3 White 2014 Alzheimers Hospitalization
## 20 Baltimore City NA Asian/ Pacific Islander 2014 Alzheimers Hospitalization
## 21 Baltimore City 350.0 All races (aggregated) 2013 Alzheimers Hospitalization
## 22 Baltimore City 291.9 Black 2013 Alzheimers Hospitalization
## 23 Baltimore City NA Hispanic 2013 Alzheimers Hospitalization
## 24 Baltimore City 254.8 White 2013 Alzheimers Hospitalization
## 25 Baltimore City NA Asian/ Pacific Islander 2013 Alzheimers Hospitalization
## 26 Baltimore City 376.6 All races (aggregated) 2012 Alzheimers Hospitalization
## 27 Baltimore City 400.1 Black 2012 Alzheimers Hospitalization
## 28 Baltimore City NA Hispanic 2012 Alzheimers Hospitalization
## 29 Baltimore City 334.7 White 2012 Alzheimers Hospitalization
## 30 Baltimore City NA Asian/ Pacific Islander 2012 Alzheimers Hospitalization
## 31 Baltimore City 404.7 All races (aggregated) 2011 Alzheimers Hospitalization
## 32 Baltimore City 447.9 Black 2011 Alzheimers Hospitalization
## 33 Baltimore City NA Hispanic 2011 Alzheimers Hospitalization
## 34 Baltimore City 340.9 White 2011 Alzheimers Hospitalization
## 35 Baltimore City NA Asian/ Pacific Islander 2011 Alzheimers Hospitalization
## 36 Baltimore City 428.7 All races (aggregated) 2010 Alzheimers Hospitalization
## 37 Baltimore City 470.6 Black 2010 Alzheimers Hospitalization
## 38 Baltimore City NA Hispanic 2010 Alzheimers Hospitalization
## 39 Baltimore City 372.1 White 2010 Alzheimers Hospitalization
## 40 Baltimore City NA Asian/ Pacific Islander 2010 Alzheimers Hospitalization
## 41 Baltimore City 490.9 All races (aggregated) 2009 Alzheimers Hospitalization
## 42 Baltimore City 524.2 Black 2009 Alzheimers Hospitalization
## 43 Baltimore City NA Hispanic 2009 Alzheimers Hospitalization
## 44 Baltimore City 443.6 White 2009 Alzheimers Hospitalization
## 45 Baltimore City NA Asian/ Pacific Islander 2009 Alzheimers Hospitalization
## 46 Baltimore City 473.0 All races (aggregated) 2008 Alzheimers Hospitalization
## 47 Baltimore City 550.6 Black 2008 Alzheimers Hospitalization
## 48 Baltimore City NA Hispanic 2008 Alzheimers Hospitalization
## 49 Baltimore City 373.8 White 2008 Alzheimers Hospitalization
## 50 Baltimore City NA Asian/ Pacific Islander 2008 Alzheimers HospitalizationTo get a clearer picture, I first omitted the NA values.
Alzheim_MD |>
filter(Jurisdiction == "Baltimore City") |>
na.omit()## Jurisdiction Value Race..ethnicity Year Measure
## 1 Baltimore City 820.2 All races (aggregated) 2017 Alzheimers Hospitalization
## 2 Baltimore City 848.0 Black 2017 Alzheimers Hospitalization
## 4 Baltimore City 757.2 White 2017 Alzheimers Hospitalization
## 6 Baltimore City 833.5 All races (aggregated) 2016 Alzheimers Hospitalization
## 7 Baltimore City 824.8 Black 2016 Alzheimers Hospitalization
## 9 Baltimore City 837.4 White 2016 Alzheimers Hospitalization
## 11 Baltimore City 393.6 All races (aggregated) 2015 Alzheimers Hospitalization
## 12 Baltimore City 380.5 Black 2015 Alzheimers Hospitalization
## 14 Baltimore City 353.5 White 2015 Alzheimers Hospitalization
## 16 Baltimore City 309.2 All races (aggregated) 2014 Alzheimers Hospitalization
## 17 Baltimore City 179.2 Black 2014 Alzheimers Hospitalization
## 19 Baltimore City 173.3 White 2014 Alzheimers Hospitalization
## 21 Baltimore City 350.0 All races (aggregated) 2013 Alzheimers Hospitalization
## 22 Baltimore City 291.9 Black 2013 Alzheimers Hospitalization
## 24 Baltimore City 254.8 White 2013 Alzheimers Hospitalization
## 26 Baltimore City 376.6 All races (aggregated) 2012 Alzheimers Hospitalization
## 27 Baltimore City 400.1 Black 2012 Alzheimers Hospitalization
## 29 Baltimore City 334.7 White 2012 Alzheimers Hospitalization
## 31 Baltimore City 404.7 All races (aggregated) 2011 Alzheimers Hospitalization
## 32 Baltimore City 447.9 Black 2011 Alzheimers Hospitalization
## 34 Baltimore City 340.9 White 2011 Alzheimers Hospitalization
## 36 Baltimore City 428.7 All races (aggregated) 2010 Alzheimers Hospitalization
## 37 Baltimore City 470.6 Black 2010 Alzheimers Hospitalization
## 39 Baltimore City 372.1 White 2010 Alzheimers Hospitalization
## 41 Baltimore City 490.9 All races (aggregated) 2009 Alzheimers Hospitalization
## 42 Baltimore City 524.2 Black 2009 Alzheimers Hospitalization
## 44 Baltimore City 443.6 White 2009 Alzheimers Hospitalization
## 46 Baltimore City 473.0 All races (aggregated) 2008 Alzheimers Hospitalization
## 47 Baltimore City 550.6 Black 2008 Alzheimers Hospitalization
## 49 Baltimore City 373.8 White 2008 Alzheimers HospitalizationI then opted to include them in the data, while setting them at zero, in the code below:
Alzheim_MD |>
filter(Jurisdiction == "Baltimore City", na.rm = TRUE)## Jurisdiction Value Race..ethnicity Year Measure
## 1 Baltimore City 820.2 All races (aggregated) 2017 Alzheimers Hospitalization
## 2 Baltimore City 848.0 Black 2017 Alzheimers Hospitalization
## 3 Baltimore City NA Hispanic 2017 Alzheimers Hospitalization
## 4 Baltimore City 757.2 White 2017 Alzheimers Hospitalization
## 5 Baltimore City NA Asian/ Pacific Islander 2017 Alzheimers Hospitalization
## 6 Baltimore City 833.5 All races (aggregated) 2016 Alzheimers Hospitalization
## 7 Baltimore City 824.8 Black 2016 Alzheimers Hospitalization
## 8 Baltimore City NA Hispanic 2016 Alzheimers Hospitalization
## 9 Baltimore City 837.4 White 2016 Alzheimers Hospitalization
## 10 Baltimore City NA Asian/ Pacific Islander 2016 Alzheimers Hospitalization
## 11 Baltimore City 393.6 All races (aggregated) 2015 Alzheimers Hospitalization
## 12 Baltimore City 380.5 Black 2015 Alzheimers Hospitalization
## 13 Baltimore City NA Hispanic 2015 Alzheimers Hospitalization
## 14 Baltimore City 353.5 White 2015 Alzheimers Hospitalization
## 15 Baltimore City NA Asian/ Pacific Islander 2015 Alzheimers Hospitalization
## 16 Baltimore City 309.2 All races (aggregated) 2014 Alzheimers Hospitalization
## 17 Baltimore City 179.2 Black 2014 Alzheimers Hospitalization
## 18 Baltimore City NA Hispanic 2014 Alzheimers Hospitalization
## 19 Baltimore City 173.3 White 2014 Alzheimers Hospitalization
## 20 Baltimore City NA Asian/ Pacific Islander 2014 Alzheimers Hospitalization
## 21 Baltimore City 350.0 All races (aggregated) 2013 Alzheimers Hospitalization
## 22 Baltimore City 291.9 Black 2013 Alzheimers Hospitalization
## 23 Baltimore City NA Hispanic 2013 Alzheimers Hospitalization
## 24 Baltimore City 254.8 White 2013 Alzheimers Hospitalization
## 25 Baltimore City NA Asian/ Pacific Islander 2013 Alzheimers Hospitalization
## 26 Baltimore City 376.6 All races (aggregated) 2012 Alzheimers Hospitalization
## 27 Baltimore City 400.1 Black 2012 Alzheimers Hospitalization
## 28 Baltimore City NA Hispanic 2012 Alzheimers Hospitalization
## 29 Baltimore City 334.7 White 2012 Alzheimers Hospitalization
## 30 Baltimore City NA Asian/ Pacific Islander 2012 Alzheimers Hospitalization
## 31 Baltimore City 404.7 All races (aggregated) 2011 Alzheimers Hospitalization
## 32 Baltimore City 447.9 Black 2011 Alzheimers Hospitalization
## 33 Baltimore City NA Hispanic 2011 Alzheimers Hospitalization
## 34 Baltimore City 340.9 White 2011 Alzheimers Hospitalization
## 35 Baltimore City NA Asian/ Pacific Islander 2011 Alzheimers Hospitalization
## 36 Baltimore City 428.7 All races (aggregated) 2010 Alzheimers Hospitalization
## 37 Baltimore City 470.6 Black 2010 Alzheimers Hospitalization
## 38 Baltimore City NA Hispanic 2010 Alzheimers Hospitalization
## 39 Baltimore City 372.1 White 2010 Alzheimers Hospitalization
## 40 Baltimore City NA Asian/ Pacific Islander 2010 Alzheimers Hospitalization
## 41 Baltimore City 490.9 All races (aggregated) 2009 Alzheimers Hospitalization
## 42 Baltimore City 524.2 Black 2009 Alzheimers Hospitalization
## 43 Baltimore City NA Hispanic 2009 Alzheimers Hospitalization
## 44 Baltimore City 443.6 White 2009 Alzheimers Hospitalization
## 45 Baltimore City NA Asian/ Pacific Islander 2009 Alzheimers Hospitalization
## 46 Baltimore City 473.0 All races (aggregated) 2008 Alzheimers Hospitalization
## 47 Baltimore City 550.6 Black 2008 Alzheimers Hospitalization
## 48 Baltimore City NA Hispanic 2008 Alzheimers Hospitalization
## 49 Baltimore City 373.8 White 2008 Alzheimers Hospitalization
## 50 Baltimore City NA Asian/ Pacific Islander 2008 Alzheimers HospitalizationThere was no need, of course, to summarize the data, as (after grouping by Race..ethnicity and Year) there exists one value for each…
Below is a geom_point for the Baltimore city data.
Alzheim_MD |>
filter(Jurisdiction == "Baltimore City", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value))## Warning: Removed 20 rows containing missing values (`geom_point()`).
…which is further elucidated by adding color for Race..ethnicity…
Alzheim_MD |>
filter(Jurisdiction == "Baltimore City", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 20 rows containing missing values (`geom_point()`).
geom_sooth for the same Baltimore City data…
Alzheim_MD |>
filter(Jurisdiction == "Baltimore City", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_smooth(aes(x = Year, y = Value, color = Race..ethnicity))## `geom_smooth()` using method = 'loess' and formula = 'y ~ x'## Warning: Removed 20 rows containing non-finite values (`stat_smooth()`).
…which I then compared to the entire (state-wide) dataset…
Alzheim_MD |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 604 rows containing missing values (`geom_point()`).
State-wide there can be seen a downward trend from 2008 to 2013, and
then a sharp upward spike from 2015 to 2017– which is apparent also in
the Baltimore City data.K
Alzheim_MD |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_smooth(aes(x = Year, y = Value, color = Race..ethnicity))## `geom_smooth()` using method = 'loess' and formula = 'y ~ x'## Warning: Removed 604 rows containing non-finite values (`stat_smooth()`).
Alzheim_MD |>
filter(Jurisdiction == "Baltimore City", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 20 rows containing missing values (`geom_point()`).
Alzheim_MD## Jurisdiction Value Race..ethnicity Year
## 1 State 515.5 All races (aggregated) 2017
## 2 Allegany 704.7 All races (aggregated) 2017
## 3 Anne Arundel 474.8 All races (aggregated) 2017
## 4 Baltimore City 820.2 All races (aggregated) 2017
## 5 Baltimore County 559.0 All races (aggregated) 2017
## 6 Calvert 436.9 All races (aggregated) 2017
## 7 Caroline 500.9 All races (aggregated) 2017
## 8 Carroll 452.3 All races (aggregated) 2017
## 9 Cecil 535.3 All races (aggregated) 2017
## 10 Charles 457.2 All races (aggregated) 2017
## 11 Dorchester 464.2 All races (aggregated) 2017
## 12 Frederick 494.9 All races (aggregated) 2017
## 13 Garrett 370.1 All races (aggregated) 2017
## 14 Harford 465.4 All races (aggregated) 2017
## 15 Howard 501.2 All races (aggregated) 2017
## 16 Kent 445.9 All races (aggregated) 2017
## 17 Montgomery 387.3 All races (aggregated) 2017
## 18 Prince George's 549.3 All races (aggregated) 2017
## 19 Queen Anne's 340.9 All races (aggregated) 2017
## 20 Saint Mary's 553.3 All races (aggregated) 2017
## 21 Somerset 365.1 All races (aggregated) 2017
## 22 Talbot 317.8 All races (aggregated) 2017
## 23 Washington 544.0 All races (aggregated) 2017
## 24 Wicomico 543.9 All races (aggregated) 2017
## 25 Worcester 407.7 All races (aggregated) 2017
## 26 State 709.5 Black 2017
## 27 Allegany NA Black 2017
## 28 Anne Arundel 728.6 Black 2017
## 29 Baltimore City 848.0 Black 2017
## 30 Baltimore County 876.5 Black 2017
## 31 Calvert 585.4 Black 2017
## 32 Caroline NA Black 2017
## 33 Carroll NA Black 2017
## 34 Cecil NA Black 2017
## 35 Charles 612.8 Black 2017
## 36 Dorchester 625.9 Black 2017
## 37 Frederick 711.5 Black 2017
## 38 Garrett NA Black 2017
## 39 Harford 612.6 Black 2017
## 40 Howard 810.4 Black 2017
## 41 Kent NA Black 2017
## 42 Montgomery 607.6 Black 2017
## 43 Prince George's 608.1 Black 2017
## 44 Queen Anne's NA Black 2017
## 45 Saint Mary's 837.1 Black 2017
## 46 Somerset NA Black 2017
## 47 Talbot NA Black 2017
## 48 Washington 1259.6 Black 2017
## 49 Wicomico 671.5 Black 2017
## 50 Worcester 709.1 Black 2017
## 51 State 298.9 Hispanic 2017
## 52 Allegany NA Hispanic 2017
## 53 Anne Arundel NA Hispanic 2017
## 54 Baltimore City NA Hispanic 2017
## 55 Baltimore County NA Hispanic 2017
## 56 Calvert NA Hispanic 2017
## 57 Caroline NA Hispanic 2017
## 58 Carroll NA Hispanic 2017
## 59 Cecil NA Hispanic 2017
## 60 Charles NA Hispanic 2017
## 61 Dorchester NA Hispanic 2017
## 62 Frederick NA Hispanic 2017
## 63 Garrett NA Hispanic 2017
## 64 Harford NA Hispanic 2017
## 65 Howard NA Hispanic 2017
## 66 Kent NA Hispanic 2017
## 67 Montgomery 294.7 Hispanic 2017
## 68 Prince George's 272.8 Hispanic 2017
## 69 Queen Anne's NA Hispanic 2017
## 70 Saint Mary's NA Hispanic 2017
## 71 Somerset NA Hispanic 2017
## 72 Talbot NA Hispanic 2017
## 73 Washington NA Hispanic 2017
## 74 Wicomico NA Hispanic 2017
## 75 Worcester NA Hispanic 2017
## 76 State 449.0 White 2017
## 77 Allegany 700.1 White 2017
## 78 Anne Arundel 435.9 White 2017
## 79 Baltimore City 757.2 White 2017
## 80 Baltimore County 495.6 White 2017
## 81 Calvert 421.4 White 2017
## 82 Caroline 406.1 White 2017
## 83 Carroll 444.0 White 2017
## 84 Cecil 526.3 White 2017
## 85 Charles 395.1 White 2017
## 86 Dorchester 422.1 White 2017
## 87 Frederick 475.0 White 2017
## 88 Garrett 373.3 White 2017
## 89 Harford 451.3 White 2017
## 90 Howard 457.3 White 2017
## 91 Kent 433.8 White 2017
## 92 Montgomery 332.4 White 2017
## 93 Prince George's 398.3 White 2017
## 94 Queen Anne's 323.3 White 2017
## 95 Saint Mary's 510.3 White 2017
## 96 Somerset 339.9 White 2017
## 97 Talbot 302.4 White 2017
## 98 Washington 520.2 White 2017
## 99 Wicomico 511.6 White 2017
## 100 Worcester 373.2 White 2017
## 101 State 197.1 Asian/ Pacific Islander 2017
## 102 Allegany NA Asian/ Pacific Islander 2017
## 103 Anne Arundel NA Asian/ Pacific Islander 2017
## 104 Baltimore City NA Asian/ Pacific Islander 2017
## 105 Baltimore County NA Asian/ Pacific Islander 2017
## 106 Calvert NA Asian/ Pacific Islander 2017
## 107 Caroline NA Asian/ Pacific Islander 2017
## 108 Carroll NA Asian/ Pacific Islander 2017
## 109 Cecil NA Asian/ Pacific Islander 2017
## 110 Charles NA Asian/ Pacific Islander 2017
## 111 Dorchester NA Asian/ Pacific Islander 2017
## 112 Frederick NA Asian/ Pacific Islander 2017
## 113 Garrett NA Asian/ Pacific Islander 2017
## 114 Harford NA Asian/ Pacific Islander 2017
## 115 Howard 253.6 Asian/ Pacific Islander 2017
## 116 Kent NA Asian/ Pacific Islander 2017
## 117 Montgomery 217.3 Asian/ Pacific Islander 2017
## 118 Prince George's NA Asian/ Pacific Islander 2017
## 119 Queen Anne's NA Asian/ Pacific Islander 2017
## 120 Saint Mary's NA Asian/ Pacific Islander 2017
## 121 Somerset NA Asian/ Pacific Islander 2017
## 122 Talbot NA Asian/ Pacific Islander 2017
## 123 Washington NA Asian/ Pacific Islander 2017
## 124 Wicomico NA Asian/ Pacific Islander 2017
## 125 Worcester NA Asian/ Pacific Islander 2017
## 126 State 527.8 All races (aggregated) 2016
## 127 Allegany 731.5 All races (aggregated) 2016
## 128 Anne Arundel 533.7 All races (aggregated) 2016
## 129 Baltimore City 833.5 All races (aggregated) 2016
## 130 Baltimore County 598.3 All races (aggregated) 2016
## 131 Calvert 456.8 All races (aggregated) 2016
## 132 Caroline 549.0 All races (aggregated) 2016
## 133 Carroll 486.7 All races (aggregated) 2016
## 134 Cecil 512.8 All races (aggregated) 2016
## 135 Charles 422.8 All races (aggregated) 2016
## 136 Dorchester 452.8 All races (aggregated) 2016
## 137 Frederick 463.4 All races (aggregated) 2016
## 138 Garrett 343.0 All races (aggregated) 2016
## 139 Harford 520.1 All races (aggregated) 2016
## 140 Howard 489.7 All races (aggregated) 2016
## 141 Kent 441.7 All races (aggregated) 2016
## 142 Montgomery 379.3 All races (aggregated) 2016
## 143 Prince George's 576.2 All races (aggregated) 2016
## 144 Queen Anne's 368.6 All races (aggregated) 2016
## 145 Saint Mary's 606.1 All races (aggregated) 2016
## 146 Somerset 316.6 All races (aggregated) 2016
## 147 Talbot 305.1 All races (aggregated) 2016
## 148 Washington 477.5 All races (aggregated) 2016
## 149 Wicomico 438.8 All races (aggregated) 2016
## 150 Worcester 362.4 All races (aggregated) 2016
## 151 State 735.6 Black 2016
## 152 Allegany NA Black 2016
## 153 Anne Arundel 742.6 Black 2016
## 154 Baltimore City 824.8 Black 2016
## 155 Baltimore County 971.5 Black 2016
## 156 Calvert 671.0 Black 2016
## 157 Caroline NA Black 2016
## 158 Carroll NA Black 2016
## 159 Cecil NA Black 2016
## 160 Charles 582.6 Black 2016
## 161 Dorchester 767.8 Black 2016
## 162 Frederick 715.2 Black 2016
## 163 Garrett NA Black 2016
## 164 Harford 792.7 Black 2016
## 165 Howard 813.5 Black 2016
## 166 Kent NA Black 2016
## 167 Montgomery 615.5 Black 2016
## 168 Prince George's 652.5 Black 2016
## 169 Queen Anne's NA Black 2016
## 170 Saint Mary's 997.2 Black 2016
## 171 Somerset NA Black 2016
## 172 Talbot NA Black 2016
## 173 Washington NA Black 2016
## 174 Wicomico 478.7 Black 2016
## 175 Worcester 799.7 Black 2016
## 176 State 315.2 Hispanic 2016
## 177 Allegany NA Hispanic 2016
## 178 Anne Arundel NA Hispanic 2016
## 179 Baltimore City NA Hispanic 2016
## 180 Baltimore County NA Hispanic 2016
## 181 Calvert NA Hispanic 2016
## 182 Caroline NA Hispanic 2016
## 183 Carroll NA Hispanic 2016
## 184 Cecil NA Hispanic 2016
## 185 Charles NA Hispanic 2016
## 186 Dorchester NA Hispanic 2016
## 187 Frederick NA Hispanic 2016
## 188 Garrett NA Hispanic 2016
## 189 Harford NA Hispanic 2016
## 190 Howard NA Hispanic 2016
## 191 Kent NA Hispanic 2016
## 192 Montgomery 306.0 Hispanic 2016
## 193 Prince George's 275.1 Hispanic 2016
## 194 Queen Anne's NA Hispanic 2016
## 195 Saint Mary's NA Hispanic 2016
## 196 Somerset NA Hispanic 2016
## 197 Talbot NA Hispanic 2016
## 198 Washington NA Hispanic 2016
## 199 Wicomico NA Hispanic 2016
## 200 Worcester NA Hispanic 2016
## 201 State 459.8 White 2016
## 202 Allegany 726.9 White 2016
## 203 Anne Arundel 501.5 White 2016
## 204 Baltimore City 837.4 White 2016
## 205 Baltimore County 526.6 White 2016
## 206 Calvert 425.6 White 2016
## 207 Caroline 477.9 White 2016
## 208 Carroll 472.9 White 2016
## 209 Cecil 492.7 White 2016
## 210 Charles 345.6 White 2016
## 211 Dorchester 353.6 White 2016
## 212 Frederick 441.7 White 2016
## 213 Garrett 345.5 White 2016
## 214 Harford 501.0 White 2016
## 215 Howard 429.7 White 2016
## 216 Kent 423.7 White 2016
## 217 Montgomery 321.7 White 2016
## 218 Prince George's 415.5 White 2016
## 219 Queen Anne's 344.2 White 2016
## 220 Saint Mary's 550.2 White 2016
## 221 Somerset 287.9 White 2016
## 222 Talbot 291.2 White 2016
## 223 Washington 466.4 White 2016
## 224 Wicomico 423.8 White 2016
## 225 Worcester 314.0 White 2016
## 226 State 229.2 Asian/ Pacific Islander 2016
## 227 Allegany NA Asian/ Pacific Islander 2016
## 228 Anne Arundel NA Asian/ Pacific Islander 2016
## 229 Baltimore City NA Asian/ Pacific Islander 2016
## 230 Baltimore County 223.5 Asian/ Pacific Islander 2016
## 231 Calvert NA Asian/ Pacific Islander 2016
## 232 Caroline NA Asian/ Pacific Islander 2016
## 233 Carroll NA Asian/ Pacific Islander 2016
## 234 Cecil NA Asian/ Pacific Islander 2016
## 235 Charles NA Asian/ Pacific Islander 2016
## 236 Dorchester NA Asian/ Pacific Islander 2016
## 237 Frederick NA Asian/ Pacific Islander 2016
## 238 Garrett NA Asian/ Pacific Islander 2016
## 239 Harford NA Asian/ Pacific Islander 2016
## 240 Howard 299.4 Asian/ Pacific Islander 2016
## 241 Kent NA Asian/ Pacific Islander 2016
## 242 Montgomery 236.3 Asian/ Pacific Islander 2016
## 243 Prince George's NA Asian/ Pacific Islander 2016
## 244 Queen Anne's NA Asian/ Pacific Islander 2016
## 245 Saint Mary's NA Asian/ Pacific Islander 2016
## 246 Somerset NA Asian/ Pacific Islander 2016
## 247 Talbot NA Asian/ Pacific Islander 2016
## 248 Washington NA Asian/ Pacific Islander 2016
## 249 Wicomico NA Asian/ Pacific Islander 2016
## 250 Worcester NA Asian/ Pacific Islander 2016
## 251 State 249.2 All races (aggregated) 2015
## 252 Allegany 388.3 All races (aggregated) 2015
## 253 Anne Arundel 252.4 All races (aggregated) 2015
## 254 Baltimore City 393.6 All races (aggregated) 2015
## 255 Baltimore County 270.0 All races (aggregated) 2015
## 256 Calvert 223.9 All races (aggregated) 2015
## 257 Caroline 231.5 All races (aggregated) 2015
## 258 Carroll 306.6 All races (aggregated) 2015
## 259 Cecil 245.9 All races (aggregated) 2015
## 260 Charles 167.8 All races (aggregated) 2015
## 261 Dorchester 196.7 All races (aggregated) 2015
## 262 Frederick 243.7 All races (aggregated) 2015
## 263 Garrett 196.9 All races (aggregated) 2015
## 264 Harford 227.3 All races (aggregated) 2015
## 265 Howard 262.5 All races (aggregated) 2015
## 266 Kent 249.3 All races (aggregated) 2015
## 267 Montgomery 185.0 All races (aggregated) 2015
## 268 Prince George's 240.3 All races (aggregated) 2015
## 269 Queen Anne's 143.3 All races (aggregated) 2015
## 270 Saint Mary's 288.4 All races (aggregated) 2015
## 271 Somerset 194.4 All races (aggregated) 2015
## 272 Talbot 136.7 All races (aggregated) 2015
## 273 Washington 236.4 All races (aggregated) 2015
## 274 Wicomico 194.5 All races (aggregated) 2015
## 275 Worcester 129.2 All races (aggregated) 2015
## 276 State 329.0 Black 2015
## 277 Allegany NA Black 2015
## 278 Anne Arundel 375.5 Black 2015
## 279 Baltimore City 380.5 Black 2015
## 280 Baltimore County 410.2 Black 2015
## 281 Calvert NA Black 2015
## 282 Caroline NA Black 2015
## 283 Carroll NA Black 2015
## 284 Cecil NA Black 2015
## 285 Charles 204.8 Black 2015
## 286 Dorchester NA Black 2015
## 287 Frederick NA Black 2015
## 288 Garrett NA Black 2015
## 289 Harford 393.6 Black 2015
## 290 Howard 422.7 Black 2015
## 291 Kent NA Black 2015
## 292 Montgomery 279.5 Black 2015
## 293 Prince George's 273.5 Black 2015
## 294 Queen Anne's NA Black 2015
## 295 Saint Mary's 493.9 Black 2015
## 296 Somerset NA Black 2015
## 297 Talbot NA Black 2015
## 298 Washington NA Black 2015
## 299 Wicomico 261.9 Black 2015
## 300 Worcester NA Black 2015
## 301 State NA Hispanic 2015
## 302 Allegany NA Hispanic 2015
## 303 Anne Arundel NA Hispanic 2015
## 304 Baltimore City NA Hispanic 2015
## 305 Baltimore County NA Hispanic 2015
## 306 Calvert NA Hispanic 2015
## 307 Caroline NA Hispanic 2015
## 308 Carroll NA Hispanic 2015
## 309 Cecil NA Hispanic 2015
## 310 Charles NA Hispanic 2015
## 311 Dorchester NA Hispanic 2015
## 312 Frederick NA Hispanic 2015
## 313 Garrett NA Hispanic 2015
## 314 Harford NA Hispanic 2015
## 315 Howard NA Hispanic 2015
## 316 Kent NA Hispanic 2015
## 317 Montgomery NA Hispanic 2015
## 318 Prince George's NA Hispanic 2015
## 319 Queen Anne's NA Hispanic 2015
## 320 Saint Mary's NA Hispanic 2015
## 321 Somerset NA Hispanic 2015
## 322 Talbot NA Hispanic 2015
## 323 Washington NA Hispanic 2015
## 324 Wicomico NA Hispanic 2015
## 325 Worcester NA Hispanic 2015
## 326 State 218.7 White 2015
## 327 Allegany 386.6 White 2015
## 328 Anne Arundel 236.6 White 2015
## 329 Baltimore City 353.5 White 2015
## 330 Baltimore County 232.7 White 2015
## 331 Calvert 203.1 White 2015
## 332 Caroline 202.3 White 2015
## 333 Carroll 302.8 White 2015
## 334 Cecil 232.5 White 2015
## 335 Charles 158.7 White 2015
## 336 Dorchester 169.3 White 2015
## 337 Frederick 232.5 White 2015
## 338 Garrett 198.6 White 2015
## 339 Harford 214.3 White 2015
## 340 Howard 237.6 White 2015
## 341 Kent 206.7 White 2015
## 342 Montgomery 160.1 White 2015
## 343 Prince George's 178.9 White 2015
## 344 Queen Anne's 142.2 White 2015
## 345 Saint Mary's 256.8 White 2015
## 346 Somerset NA White 2015
## 347 Talbot 134.8 White 2015
## 348 Washington 231.9 White 2015
## 349 Wicomico 175.5 White 2015
## 350 Worcester 120.5 White 2015
## 351 State 85.3 Asian/ Pacific Islander 2015
## 352 Allegany NA Asian/ Pacific Islander 2015
## 353 Anne Arundel NA Asian/ Pacific Islander 2015
## 354 Baltimore City NA Asian/ Pacific Islander 2015
## 355 Baltimore County NA Asian/ Pacific Islander 2015
## 356 Calvert NA Asian/ Pacific Islander 2015
## 357 Caroline NA Asian/ Pacific Islander 2015
## 358 Carroll NA Asian/ Pacific Islander 2015
## 359 Cecil NA Asian/ Pacific Islander 2015
## 360 Charles NA Asian/ Pacific Islander 2015
## 361 Dorchester NA Asian/ Pacific Islander 2015
## 362 Frederick NA Asian/ Pacific Islander 2015
## 363 Garrett NA Asian/ Pacific Islander 2015
## 364 Harford NA Asian/ Pacific Islander 2015
## 365 Howard 149.6 Asian/ Pacific Islander 2015
## 366 Kent NA Asian/ Pacific Islander 2015
## 367 Montgomery 84.6 Asian/ Pacific Islander 2015
## 368 Prince George's NA Asian/ Pacific Islander 2015
## 369 Queen Anne's NA Asian/ Pacific Islander 2015
## 370 Saint Mary's NA Asian/ Pacific Islander 2015
## 371 Somerset NA Asian/ Pacific Islander 2015
## 372 Talbot NA Asian/ Pacific Islander 2015
## 373 Washington NA Asian/ Pacific Islander 2015
## 374 Wicomico NA Asian/ Pacific Islander 2015
## 375 Worcester NA Asian/ Pacific Islander 2015
## 376 State 194.1 All races (aggregated) 2014
## 377 Allegany 352.6 All races (aggregated) 2014
## 378 Anne Arundel 189.1 All races (aggregated) 2014
## 379 Baltimore City 309.2 All races (aggregated) 2014
## 380 Baltimore County 202.8 All races (aggregated) 2014
## 381 Calvert 162.4 All races (aggregated) 2014
## 382 Caroline NA All races (aggregated) 2014
## 383 Carroll 257.1 All races (aggregated) 2014
## 384 Cecil 136.5 All races (aggregated) 2014
## 385 Charles 178.9 All races (aggregated) 2014
## 386 Dorchester 153.0 All races (aggregated) 2014
## 387 Frederick 166.3 All races (aggregated) 2014
## 388 Garrett 157.4 All races (aggregated) 2014
## 389 Harford 177.7 All races (aggregated) 2014
## 390 Howard 183.2 All races (aggregated) 2014
## 391 Kent 236.2 All races (aggregated) 2014
## 392 Montgomery 142.7 All races (aggregated) 2014
## 393 Prince George's 204.8 All races (aggregated) 2014
## 394 Queen Anne's 132.5 All races (aggregated) 2014
## 395 Saint Mary's 241.7 All races (aggregated) 2014
## 396 Somerset 228.7 All races (aggregated) 2014
## 397 Talbot 99.7 All races (aggregated) 2014
## 398 Washington 159.6 All races (aggregated) 2014
## 399 Wicomico 146.9 All races (aggregated) 2014
## 400 Worcester 146.1 All races (aggregated) 2014
## 401 State 215.3 Black 2014
## 402 Allegany NA Black 2014
## 403 Anne Arundel 261.3 Black 2014
## 404 Baltimore City 179.2 Black 2014
## 405 Baltimore County 229.8 Black 2014
## 406 Calvert NA Black 2014
## 407 Caroline NA Black 2014
## 408 Carroll NA Black 2014
## 409 Cecil NA Black 2014
## 410 Charles 212.8 Black 2014
## 411 Dorchester NA Black 2014
## 412 Frederick NA Black 2014
## 413 Garrett NA Black 2014
## 414 Harford NA Black 2014
## 415 Howard 262.3 Black 2014
## 416 Kent NA Black 2014
## 417 Montgomery 187.5 Black 2014
## 418 Prince George's 243.7 Black 2014
## 419 Queen Anne's NA Black 2014
## 420 Saint Mary's NA Black 2014
## 421 Somerset NA Black 2014
## 422 Talbot NA Black 2014
## 423 Washington NA Black 2014
## 424 Wicomico NA Black 2014
## 425 Worcester NA Black 2014
## 426 State 97.1 Hispanic 2014
## 427 Allegany NA Hispanic 2014
## 428 Anne Arundel NA Hispanic 2014
## 429 Baltimore City NA Hispanic 2014
## 430 Baltimore County NA Hispanic 2014
## 431 Calvert NA Hispanic 2014
## 432 Caroline NA Hispanic 2014
## 433 Carroll NA Hispanic 2014
## 434 Cecil NA Hispanic 2014
## 435 Charles NA Hispanic 2014
## 436 Dorchester NA Hispanic 2014
## 437 Frederick NA Hispanic 2014
## 438 Garrett NA Hispanic 2014
## 439 Harford NA Hispanic 2014
## 440 Howard NA Hispanic 2014
## 441 Kent NA Hispanic 2014
## 442 Montgomery 99.9 Hispanic 2014
## 443 Prince George's NA Hispanic 2014
## 444 Queen Anne's NA Hispanic 2014
## 445 Saint Mary's NA Hispanic 2014
## 446 Somerset NA Hispanic 2014
## 447 Talbot NA Hispanic 2014
## 448 Washington NA Hispanic 2014
## 449 Wicomico NA Hispanic 2014
## 450 Worcester NA Hispanic 2014
## 451 State 147.8 White 2014
## 452 Allegany 344.5 White 2014
## 453 Anne Arundel 158.1 White 2014
## 454 Baltimore City 173.3 White 2014
## 455 Baltimore County 112.8 White 2014
## 456 Calvert 150.8 White 2014
## 457 Caroline NA White 2014
## 458 Carroll 251.3 White 2014
## 459 Cecil 133.5 White 2014
## 460 Charles 169.0 White 2014
## 461 Dorchester 136.3 White 2014
## 462 Frederick 157.9 White 2014
## 463 Garrett 156.2 White 2014
## 464 Harford 170.9 White 2014
## 465 Howard 162.0 White 2014
## 466 Kent 226.3 White 2014
## 467 Montgomery 108.6 White 2014
## 468 Prince George's 165.0 White 2014
## 469 Queen Anne's 120.7 White 2014
## 470 Saint Mary's 225.5 White 2014
## 471 Somerset NA White 2014
## 472 Talbot 98.2 White 2014
## 473 Washington 151.2 White 2014
## 474 Wicomico 138.9 White 2014
## 475 Worcester 126.8 White 2014
## 476 State 68.3 Asian/ Pacific Islander 2014
## 477 Allegany NA Asian/ Pacific Islander 2014
## 478 Anne Arundel NA Asian/ Pacific Islander 2014
## 479 Baltimore City NA Asian/ Pacific Islander 2014
## 480 Baltimore County NA Asian/ Pacific Islander 2014
## 481 Calvert NA Asian/ Pacific Islander 2014
## 482 Caroline NA Asian/ Pacific Islander 2014
## 483 Carroll NA Asian/ Pacific Islander 2014
## 484 Cecil NA Asian/ Pacific Islander 2014
## 485 Charles NA Asian/ Pacific Islander 2014
## 486 Dorchester NA Asian/ Pacific Islander 2014
## 487 Frederick NA Asian/ Pacific Islander 2014
## 488 Garrett NA Asian/ Pacific Islander 2014
## 489 Harford NA Asian/ Pacific Islander 2014
## 490 Howard NA Asian/ Pacific Islander 2014
## 491 Kent NA Asian/ Pacific Islander 2014
## 492 Montgomery 76.7 Asian/ Pacific Islander 2014
## 493 Prince George's NA Asian/ Pacific Islander 2014
## 494 Queen Anne's NA Asian/ Pacific Islander 2014
## 495 Saint Mary's NA Asian/ Pacific Islander 2014
## 496 Somerset NA Asian/ Pacific Islander 2014
## 497 Talbot NA Asian/ Pacific Islander 2014
## 498 Washington NA Asian/ Pacific Islander 2014
## 499 Wicomico NA Asian/ Pacific Islander 2014
## 500 Worcester NA Asian/ Pacific Islander 2014
## 501 State 221.6 All races (aggregated) 2013
## 502 Allegany 360.1 All races (aggregated) 2013
## 503 Anne Arundel 197.0 All races (aggregated) 2013
## 504 Baltimore City 350.0 All races (aggregated) 2013
## 505 Baltimore County 218.0 All races (aggregated) 2013
## 506 Calvert 171.7 All races (aggregated) 2013
## 507 Caroline 178.4 All races (aggregated) 2013
## 508 Carroll 271.9 All races (aggregated) 2013
## 509 Cecil 199.3 All races (aggregated) 2013
## 510 Charles 276.6 All races (aggregated) 2013
## 511 Dorchester 167.7 All races (aggregated) 2013
## 512 Frederick 193.1 All races (aggregated) 2013
## 513 Garrett 200.2 All races (aggregated) 2013
## 514 Harford 195.3 All races (aggregated) 2013
## 515 Howard 232.0 All races (aggregated) 2013
## 516 Kent 285.3 All races (aggregated) 2013
## 517 Montgomery 153.1 All races (aggregated) 2013
## 518 Prince George's 254.0 All races (aggregated) 2013
## 519 Queen Anne's 126.6 All races (aggregated) 2013
## 520 Saint Mary's 317.7 All races (aggregated) 2013
## 521 Somerset 204.2 All races (aggregated) 2013
## 522 Talbot 123.5 All races (aggregated) 2013
## 523 Washington 181.6 All races (aggregated) 2013
## 524 Wicomico 216.8 All races (aggregated) 2013
## 525 Worcester 253.5 All races (aggregated) 2013
## 526 State 280.7 Black 2013
## 527 Allegany NA Black 2013
## 528 Anne Arundel 260.8 Black 2013
## 529 Baltimore City 291.9 Black 2013
## 530 Baltimore County 325.4 Black 2013
## 531 Calvert NA Black 2013
## 532 Caroline NA Black 2013
## 533 Carroll NA Black 2013
## 534 Cecil NA Black 2013
## 535 Charles 329.8 Black 2013
## 536 Dorchester NA Black 2013
## 537 Frederick NA Black 2013
## 538 Garrett NA Black 2013
## 539 Harford NA Black 2013
## 540 Howard 316.0 Black 2013
## 541 Kent NA Black 2013
## 542 Montgomery 185.0 Black 2013
## 543 Prince George's 296.1 Black 2013
## 544 Queen Anne's NA Black 2013
## 545 Saint Mary's 502.9 Black 2013
## 546 Somerset NA Black 2013
## 547 Talbot NA Black 2013
## 548 Washington NA Black 2013
## 549 Wicomico 285.1 Black 2013
## 550 Worcester NA Black 2013
## 551 State 114.0 Hispanic 2013
## 552 Allegany NA Hispanic 2013
## 553 Anne Arundel NA Hispanic 2013
## 554 Baltimore City NA Hispanic 2013
## 555 Baltimore County NA Hispanic 2013
## 556 Calvert NA Hispanic 2013
## 557 Caroline NA Hispanic 2013
## 558 Carroll NA Hispanic 2013
## 559 Cecil NA Hispanic 2013
## 560 Charles NA Hispanic 2013
## 561 Dorchester NA Hispanic 2013
## 562 Frederick NA Hispanic 2013
## 563 Garrett NA Hispanic 2013
## 564 Harford NA Hispanic 2013
## 565 Howard NA Hispanic 2013
## 566 Kent NA Hispanic 2013
## 567 Montgomery 73.6 Hispanic 2013
## 568 Prince George's NA Hispanic 2013
## 569 Queen Anne's NA Hispanic 2013
## 570 Saint Mary's NA Hispanic 2013
## 571 Somerset NA Hispanic 2013
## 572 Talbot NA Hispanic 2013
## 573 Washington NA Hispanic 2013
## 574 Wicomico NA Hispanic 2013
## 575 Worcester NA Hispanic 2013
## 576 State 171.1 White 2013
## 577 Allegany 352.5 White 2013
## 578 Anne Arundel 176.4 White 2013
## 579 Baltimore City 254.8 White 2013
## 580 Baltimore County 153.0 White 2013
## 581 Calvert 119.2 White 2013
## 582 Caroline NA White 2013
## 583 Carroll 264.9 White 2013
## 584 Cecil 161.5 White 2013
## 585 Charles 259.5 White 2013
## 586 Dorchester 135.9 White 2013
## 587 Frederick 185.8 White 2013
## 588 Garrett 163.3 White 2013
## 589 Harford 110.6 White 2013
## 590 Howard 209.5 White 2013
## 591 Kent 291.0 White 2013
## 592 Montgomery 113.7 White 2013
## 593 Prince George's 181.5 White 2013
## 594 Queen Anne's 118.7 White 2013
## 595 Saint Mary's 273.5 White 2013
## 596 Somerset NA White 2013
## 597 Talbot 119.1 White 2013
## 598 Washington 175.4 White 2013
## 599 Wicomico 193.9 White 2013
## 600 Worcester 233.4 White 2013
## 601 State 66.3 Asian/ Pacific Islander 2013
## 602 Allegany NA Asian/ Pacific Islander 2013
## 603 Anne Arundel NA Asian/ Pacific Islander 2013
## 604 Baltimore City NA Asian/ Pacific Islander 2013
## 605 Baltimore County NA Asian/ Pacific Islander 2013
## 606 Calvert NA Asian/ Pacific Islander 2013
## 607 Caroline NA Asian/ Pacific Islander 2013
## 608 Carroll NA Asian/ Pacific Islander 2013
## 609 Cecil NA Asian/ Pacific Islander 2013
## 610 Charles NA Asian/ Pacific Islander 2013
## 611 Dorchester NA Asian/ Pacific Islander 2013
## 612 Frederick NA Asian/ Pacific Islander 2013
## 613 Garrett NA Asian/ Pacific Islander 2013
## 614 Harford NA Asian/ Pacific Islander 2013
## 615 Howard NA Asian/ Pacific Islander 2013
## 616 Kent NA Asian/ Pacific Islander 2013
## 617 Montgomery 69.8 Asian/ Pacific Islander 2013
## 618 Prince George's NA Asian/ Pacific Islander 2013
## 619 Queen Anne's NA Asian/ Pacific Islander 2013
## 620 Saint Mary's NA Asian/ Pacific Islander 2013
## 621 Somerset NA Asian/ Pacific Islander 2013
## 622 Talbot NA Asian/ Pacific Islander 2013
## 623 Washington NA Asian/ Pacific Islander 2013
## 624 Wicomico NA Asian/ Pacific Islander 2013
## 625 Worcester NA Asian/ Pacific Islander 2013
## 626 State 247.6 All races (aggregated) 2012
## 627 Allegany 379.0 All races (aggregated) 2012
## 628 Anne Arundel 233.3 All races (aggregated) 2012
## 629 Baltimore City 376.6 All races (aggregated) 2012
## 630 Baltimore County 226.7 All races (aggregated) 2012
## 631 Calvert 244.8 All races (aggregated) 2012
## 632 Caroline 238.2 All races (aggregated) 2012
## 633 Carroll 299.2 All races (aggregated) 2012
## 634 Cecil 204.2 All races (aggregated) 2012
## 635 Charles 277.2 All races (aggregated) 2012
## 636 Dorchester 155.9 All races (aggregated) 2012
## 637 Frederick 242.9 All races (aggregated) 2012
## 638 Garrett 188.4 All races (aggregated) 2012
## 639 Harford 185.8 All races (aggregated) 2012
## 640 Howard 265.6 All races (aggregated) 2012
## 641 Kent 312.0 All races (aggregated) 2012
## 642 Montgomery 182.8 All races (aggregated) 2012
## 643 Prince George's 311.2 All races (aggregated) 2012
## 644 Queen Anne's 206.9 All races (aggregated) 2012
## 645 Saint Mary's 291.7 All races (aggregated) 2012
## 646 Somerset 295.3 All races (aggregated) 2012
## 647 Talbot 154.0 All races (aggregated) 2012
## 648 Washington 192.1 All races (aggregated) 2012
## 649 Wicomico 286.2 All races (aggregated) 2012
## 650 Worcester 187.4 All races (aggregated) 2012
## 651 State 351.9 Black 2012
## 652 Allegany NA Black 2012
## 653 Anne Arundel 317.1 Black 2012
## 654 Baltimore City 400.1 Black 2012
## 655 Baltimore County 500.6 Black 2012
## 656 Calvert NA Black 2012
## 657 Caroline NA Black 2012
## 658 Carroll NA Black 2012
## 659 Cecil NA Black 2012
## 660 Charles 327.5 Black 2012
## 661 Dorchester NA Black 2012
## 662 Frederick NA Black 2012
## 663 Garrett NA Black 2012
## 664 Harford NA Black 2012
## 665 Howard 317.6 Black 2012
## 666 Kent NA Black 2012
## 667 Montgomery 168.6 Black 2012
## 668 Prince George's 370.9 Black 2012
## 669 Queen Anne's NA Black 2012
## 670 Saint Mary's NA Black 2012
## 671 Somerset NA Black 2012
## 672 Talbot NA Black 2012
## 673 Washington NA Black 2012
## 674 Wicomico 346.7 Black 2012
## 675 Worcester NA Black 2012
## 676 State 180.4 Hispanic 2012
## 677 Allegany NA Hispanic 2012
## 678 Anne Arundel NA Hispanic 2012
## 679 Baltimore City NA Hispanic 2012
## 680 Baltimore County NA Hispanic 2012
## 681 Calvert NA Hispanic 2012
## 682 Caroline NA Hispanic 2012
## 683 Carroll NA Hispanic 2012
## 684 Cecil NA Hispanic 2012
## 685 Charles NA Hispanic 2012
## 686 Dorchester NA Hispanic 2012
## 687 Frederick NA Hispanic 2012
## 688 Garrett NA Hispanic 2012
## 689 Harford NA Hispanic 2012
## 690 Howard NA Hispanic 2012
## 691 Kent NA Hispanic 2012
## 692 Montgomery 85.1 Hispanic 2012
## 693 Prince George's NA Hispanic 2012
## 694 Queen Anne's NA Hispanic 2012
## 695 Saint Mary's NA Hispanic 2012
## 696 Somerset NA Hispanic 2012
## 697 Talbot NA Hispanic 2012
## 698 Washington NA Hispanic 2012
## 699 Wicomico NA Hispanic 2012
## 700 Worcester NA Hispanic 2012
## 701 State 188.0 White 2012
## 702 Allegany 370.6 White 2012
## 703 Anne Arundel 217.7 White 2012
## 704 Baltimore City 334.7 White 2012
## 705 Baltimore County 185.5 White 2012
## 706 Calvert NA White 2012
## 707 Caroline 164.9 White 2012
## 708 Carroll 295.8 White 2012
## 709 Cecil 152.8 White 2012
## 710 Charles 250.5 White 2012
## 711 Dorchester NA White 2012
## 712 Frederick 230.8 White 2012
## 713 Garrett 190.3 White 2012
## 714 Harford 33.4 White 2012
## 715 Howard 257.9 White 2012
## 716 Kent 223.2 White 2012
## 717 Montgomery 115.9 White 2012
## 718 Prince George's 210.7 White 2012
## 719 Queen Anne's 160.8 White 2012
## 720 Saint Mary's 231.8 White 2012
## 721 Somerset NA White 2012
## 722 Talbot 102.8 White 2012
## 723 Washington 183.5 White 2012
## 724 Wicomico 260.2 White 2012
## 725 Worcester 168.1 White 2012
## 726 State 69.8 Asian/ Pacific Islander 2012
## 727 Allegany NA Asian/ Pacific Islander 2012
## 728 Anne Arundel NA Asian/ Pacific Islander 2012
## 729 Baltimore City NA Asian/ Pacific Islander 2012
## 730 Baltimore County NA Asian/ Pacific Islander 2012
## 731 Calvert NA Asian/ Pacific Islander 2012
## 732 Caroline NA Asian/ Pacific Islander 2012
## 733 Carroll NA Asian/ Pacific Islander 2012
## 734 Cecil NA Asian/ Pacific Islander 2012
## 735 Charles NA Asian/ Pacific Islander 2012
## 736 Dorchester NA Asian/ Pacific Islander 2012
## 737 Frederick NA Asian/ Pacific Islander 2012
## 738 Garrett NA Asian/ Pacific Islander 2012
## 739 Harford NA Asian/ Pacific Islander 2012
## 740 Howard NA Asian/ Pacific Islander 2012
## 741 Kent NA Asian/ Pacific Islander 2012
## 742 Montgomery 63.8 Asian/ Pacific Islander 2012
## 743 Prince George's NA Asian/ Pacific Islander 2012
## 744 Queen Anne's NA Asian/ Pacific Islander 2012
## 745 Saint Mary's NA Asian/ Pacific Islander 2012
## 746 Somerset NA Asian/ Pacific Islander 2012
## 747 Talbot NA Asian/ Pacific Islander 2012
## 748 Washington NA Asian/ Pacific Islander 2012
## 749 Wicomico NA Asian/ Pacific Islander 2012
## 750 Worcester NA Asian/ Pacific Islander 2012
## 751 State 267.8 All races (aggregated) 2011
## 752 Allegany 499.0 All races (aggregated) 2011
## 753 Anne Arundel 245.4 All races (aggregated) 2011
## 754 Baltimore City 404.7 All races (aggregated) 2011
## 755 Baltimore County 248.6 All races (aggregated) 2011
## 756 Calvert 272.3 All races (aggregated) 2011
## 757 Caroline 237.7 All races (aggregated) 2011
## 758 Carroll 322.2 All races (aggregated) 2011
## 759 Cecil 264.5 All races (aggregated) 2011
## 760 Charles 325.0 All races (aggregated) 2011
## 761 Dorchester 202.0 All races (aggregated) 2011
## 762 Frederick 264.1 All races (aggregated) 2011
## 763 Garrett 240.9 All races (aggregated) 2011
## 764 Harford 267.2 All races (aggregated) 2011
## 765 Howard 260.0 All races (aggregated) 2011
## 766 Kent 318.4 All races (aggregated) 2011
## 767 Montgomery 181.6 All races (aggregated) 2011
## 768 Prince George's 316.8 All races (aggregated) 2011
## 769 Queen Anne's 201.5 All races (aggregated) 2011
## 770 Saint Mary's 405.9 All races (aggregated) 2011
## 771 Somerset 318.6 All races (aggregated) 2011
## 772 Talbot 189.0 All races (aggregated) 2011
## 773 Washington 205.9 All races (aggregated) 2011
## 774 Wicomico 284.5 All races (aggregated) 2011
## 775 Worcester 187.0 All races (aggregated) 2011
## 776 State 369.6 Black 2011
## 777 Allegany NA Black 2011
## 778 Anne Arundel 335.0 Black 2011
## 779 Baltimore City 447.9 Black 2011
## 780 Baltimore County 453.8 Black 2011
## 781 Calvert NA Black 2011
## 782 Caroline NA Black 2011
## 783 Carroll NA Black 2011
## 784 Cecil NA Black 2011
## 785 Charles 339.2 Black 2011
## 786 Dorchester NA Black 2011
## 787 Frederick NA Black 2011
## 788 Garrett NA Black 2011
## 789 Harford NA Black 2011
## 790 Howard 360.8 Black 2011
## 791 Kent NA Black 2011
## 792 Montgomery 174.4 Black 2011
## 793 Prince George's 365.3 Black 2011
## 794 Queen Anne's NA Black 2011
## 795 Saint Mary's 531.1 Black 2011
## 796 Somerset NA Black 2011
## 797 Talbot NA Black 2011
## 798 Washington NA Black 2011
## 799 Wicomico 283.1 Black 2011
## 800 Worcester NA Black 2011
## 801 State 115.4 Hispanic 2011
## 802 Allegany NA Hispanic 2011
## 803 Anne Arundel NA Hispanic 2011
## 804 Baltimore City NA Hispanic 2011
## 805 Baltimore County NA Hispanic 2011
## 806 Calvert NA Hispanic 2011
## 807 Caroline NA Hispanic 2011
## 808 Carroll NA Hispanic 2011
## 809 Cecil NA Hispanic 2011
## 810 Charles NA Hispanic 2011
## 811 Dorchester NA Hispanic 2011
## 812 Frederick NA Hispanic 2011
## 813 Garrett NA Hispanic 2011
## 814 Harford NA Hispanic 2011
## 815 Howard NA Hispanic 2011
## 816 Kent NA Hispanic 2011
## 817 Montgomery 135.2 Hispanic 2011
## 818 Prince George's NA Hispanic 2011
## 819 Queen Anne's NA Hispanic 2011
## 820 Saint Mary's NA Hispanic 2011
## 821 Somerset NA Hispanic 2011
## 822 Talbot NA Hispanic 2011
## 823 Washington NA Hispanic 2011
## 824 Wicomico NA Hispanic 2011
## 825 Worcester NA Hispanic 2011
## 826 State 223.2 White 2011
## 827 Allegany 500.5 White 2011
## 828 Anne Arundel 235.2 White 2011
## 829 Baltimore City 340.9 White 2011
## 830 Baltimore County 218.9 White 2011
## 831 Calvert 137.5 White 2011
## 832 Caroline 220.1 White 2011
## 833 Carroll 321.3 White 2011
## 834 Cecil 243.2 White 2011
## 835 Charles 301.1 White 2011
## 836 Dorchester 172.3 White 2011
## 837 Frederick 248.7 White 2011
## 838 Garrett 243.1 White 2011
## 839 Harford 197.9 White 2011
## 840 Howard 260.8 White 2011
## 841 Kent 277.9 White 2011
## 842 Montgomery 125.1 White 2011
## 843 Prince George's 226.0 White 2011
## 844 Queen Anne's 208.1 White 2011
## 845 Saint Mary's 341.9 White 2011
## 846 Somerset NA White 2011
## 847 Talbot 185.0 White 2011
## 848 Washington 199.8 White 2011
## 849 Wicomico 285.0 White 2011
## 850 Worcester 154.9 White 2011
## 851 State 80.4 Asian/ Pacific Islander 2011
## 852 Allegany NA Asian/ Pacific Islander 2011
## 853 Anne Arundel NA Asian/ Pacific Islander 2011
## 854 Baltimore City NA Asian/ Pacific Islander 2011
## 855 Baltimore County NA Asian/ Pacific Islander 2011
## 856 Calvert NA Asian/ Pacific Islander 2011
## 857 Caroline NA Asian/ Pacific Islander 2011
## 858 Carroll NA Asian/ Pacific Islander 2011
## 859 Cecil NA Asian/ Pacific Islander 2011
## 860 Charles NA Asian/ Pacific Islander 2011
## 861 Dorchester NA Asian/ Pacific Islander 2011
## 862 Frederick NA Asian/ Pacific Islander 2011
## 863 Garrett NA Asian/ Pacific Islander 2011
## 864 Harford NA Asian/ Pacific Islander 2011
## 865 Howard NA Asian/ Pacific Islander 2011
## 866 Kent NA Asian/ Pacific Islander 2011
## 867 Montgomery 77.9 Asian/ Pacific Islander 2011
## 868 Prince George's NA Asian/ Pacific Islander 2011
## 869 Queen Anne's NA Asian/ Pacific Islander 2011
## 870 Saint Mary's NA Asian/ Pacific Islander 2011
## 871 Somerset NA Asian/ Pacific Islander 2011
## 872 Talbot NA Asian/ Pacific Islander 2011
## 873 Washington NA Asian/ Pacific Islander 2011
## 874 Wicomico NA Asian/ Pacific Islander 2011
## 875 Worcester NA Asian/ Pacific Islander 2011
## 876 State 291.1 All races (aggregated) 2010
## 877 Allegany 526.4 All races (aggregated) 2010
## 878 Anne Arundel 299.1 All races (aggregated) 2010
## 879 Baltimore City 428.7 All races (aggregated) 2010
## 880 Baltimore County 272.1 All races (aggregated) 2010
## 881 Calvert 222.5 All races (aggregated) 2010
## 882 Caroline 269.1 All races (aggregated) 2010
## 883 Carroll 405.6 All races (aggregated) 2010
## 884 Cecil 314.1 All races (aggregated) 2010
## 885 Charles 283.6 All races (aggregated) 2010
## 886 Dorchester 338.3 All races (aggregated) 2010
## 887 Frederick 301.2 All races (aggregated) 2010
## 888 Garrett 264.2 All races (aggregated) 2010
## 889 Harford 260.0 All races (aggregated) 2010
## 890 Howard 256.0 All races (aggregated) 2010
## 891 Kent 321.8 All races (aggregated) 2010
## 892 Montgomery 188.7 All races (aggregated) 2010
## 893 Prince George's 347.4 All races (aggregated) 2010
## 894 Queen Anne's 200.5 All races (aggregated) 2010
## 895 Saint Mary's 420.3 All races (aggregated) 2010
## 896 Somerset 380.4 All races (aggregated) 2010
## 897 Talbot 217.8 All races (aggregated) 2010
## 898 Washington 237.0 All races (aggregated) 2010
## 899 Wicomico 294.3 All races (aggregated) 2010
## 900 Worcester 227.4 All races (aggregated) 2010
## 901 State 437.3 Black 2010
## 902 Allegany NA Black 2010
## 903 Anne Arundel 501.5 Black 2010
## 904 Baltimore City 470.6 Black 2010
## 905 Baltimore County 543.7 Black 2010
## 906 Calvert NA Black 2010
## 907 Caroline NA Black 2010
## 908 Carroll NA Black 2010
## 909 Cecil NA Black 2010
## 910 Charles 339.5 Black 2010
## 911 Dorchester NA Black 2010
## 912 Frederick NA Black 2010
## 913 Garrett NA Black 2010
## 914 Harford 462.3 Black 2010
## 915 Howard 417.4 Black 2010
## 916 Kent NA Black 2010
## 917 Montgomery 318.1 Black 2010
## 918 Prince George's 444.1 Black 2010
## 919 Queen Anne's NA Black 2010
## 920 Saint Mary's 698.7 Black 2010
## 921 Somerset NA Black 2010
## 922 Talbot NA Black 2010
## 923 Washington NA Black 2010
## 924 Wicomico 370.9 Black 2010
## 925 Worcester NA Black 2010
## 926 State 136.8 Hispanic 2010
## 927 Allegany NA Hispanic 2010
## 928 Anne Arundel NA Hispanic 2010
## 929 Baltimore City NA Hispanic 2010
## 930 Baltimore County NA Hispanic 2010
## 931 Calvert NA Hispanic 2010
## 932 Caroline NA Hispanic 2010
## 933 Carroll NA Hispanic 2010
## 934 Cecil NA Hispanic 2010
## 935 Charles NA Hispanic 2010
## 936 Dorchester NA Hispanic 2010
## 937 Frederick NA Hispanic 2010
## 938 Garrett NA Hispanic 2010
## 939 Harford NA Hispanic 2010
## 940 Howard NA Hispanic 2010
## 941 Kent NA Hispanic 2010
## 942 Montgomery 134.0 Hispanic 2010
## 943 Prince George's NA Hispanic 2010
## 944 Queen Anne's NA Hispanic 2010
## 945 Saint Mary's NA Hispanic 2010
## 946 Somerset NA Hispanic 2010
## 947 Talbot NA Hispanic 2010
## 948 Washington NA Hispanic 2010
## 949 Wicomico NA Hispanic 2010
## 950 Worcester NA Hispanic 2010
## 951 State 252.2 White 2010
## 952 Allegany 527.9 White 2010
## 953 Anne Arundel 281.3 White 2010
## 954 Baltimore City 372.1 White 2010
## 955 Baltimore County 234.1 White 2010
## 956 Calvert 219.0 White 2010
## 957 Caroline 229.1 White 2010
## 958 Carroll 400.2 White 2010
## 959 Cecil 311.3 White 2010
## 960 Charles 264.3 White 2010
## 961 Dorchester 311.9 White 2010
## 962 Frederick 289.9 White 2010
## 963 Garrett 266.0 White 2010
## 964 Harford 245.7 White 2010
## 965 Howard 240.5 White 2010
## 966 Kent 314.2 White 2010
## 967 Montgomery 157.7 White 2010
## 968 Prince George's 234.2 White 2010
## 969 Queen Anne's 194.5 White 2010
## 970 Saint Mary's 383.0 White 2010
## 971 Somerset 272.9 White 2010
## 972 Talbot 209.8 White 2010
## 973 Washington 233.5 White 2010
## 974 Wicomico 276.1 White 2010
## 975 Worcester 128.6 White 2010
## 976 State 125.9 Asian/ Pacific Islander 2010
## 977 Allegany NA Asian/ Pacific Islander 2010
## 978 Anne Arundel NA Asian/ Pacific Islander 2010
## 979 Baltimore City NA Asian/ Pacific Islander 2010
## 980 Baltimore County NA Asian/ Pacific Islander 2010
## 981 Calvert NA Asian/ Pacific Islander 2010
## 982 Caroline NA Asian/ Pacific Islander 2010
## 983 Carroll NA Asian/ Pacific Islander 2010
## 984 Cecil NA Asian/ Pacific Islander 2010
## 985 Charles NA Asian/ Pacific Islander 2010
## 986 Dorchester NA Asian/ Pacific Islander 2010
## 987 Frederick NA Asian/ Pacific Islander 2010
## 988 Garrett NA Asian/ Pacific Islander 2010
## 989 Harford NA Asian/ Pacific Islander 2010
## 990 Howard NA Asian/ Pacific Islander 2010
## 991 Kent NA Asian/ Pacific Islander 2010
## 992 Montgomery 113.4 Asian/ Pacific Islander 2010
## 993 Prince George's NA Asian/ Pacific Islander 2010
## 994 Queen Anne's NA Asian/ Pacific Islander 2010
## 995 Saint Mary's NA Asian/ Pacific Islander 2010
## 996 Somerset NA Asian/ Pacific Islander 2010
## 997 Talbot NA Asian/ Pacific Islander 2010
## 998 Washington NA Asian/ Pacific Islander 2010
## 999 Wicomico NA Asian/ Pacific Islander 2010
## 1000 Worcester NA Asian/ Pacific Islander 2010
## 1001 State 327.9 All races (aggregated) 2009
## 1002 Allegany 651.7 All races (aggregated) 2009
## 1003 Anne Arundel 315.3 All races (aggregated) 2009
## 1004 Baltimore City 490.9 All races (aggregated) 2009
## 1005 Baltimore County 338.5 All races (aggregated) 2009
## 1006 Calvert 265.1 All races (aggregated) 2009
## 1007 Caroline 373.4 All races (aggregated) 2009
## 1008 Carroll 461.3 All races (aggregated) 2009
## 1009 Cecil 317.0 All races (aggregated) 2009
## 1010 Charles 307.1 All races (aggregated) 2009
## 1011 Dorchester 587.0 All races (aggregated) 2009
## 1012 Frederick 346.8 All races (aggregated) 2009
## 1013 Garrett 278.6 All races (aggregated) 2009
## 1014 Harford 299.4 All races (aggregated) 2009
## 1015 Howard 253.1 All races (aggregated) 2009
## 1016 Kent 378.7 All races (aggregated) 2009
## 1017 Montgomery 188.4 All races (aggregated) 2009
## 1018 Prince George's 367.5 All races (aggregated) 2009
## 1019 Queen Anne's 209.1 All races (aggregated) 2009
## 1020 Saint Mary's 442.6 All races (aggregated) 2009
## 1021 Somerset 475.0 All races (aggregated) 2009
## 1022 Talbot 278.1 All races (aggregated) 2009
## 1023 Washington 241.4 All races (aggregated) 2009
## 1024 Wicomico 345.8 All races (aggregated) 2009
## 1025 Worcester 251.3 All races (aggregated) 2009
## 1026 State 492.9 Black 2009
## 1027 Allegany NA Black 2009
## 1028 Anne Arundel 432.8 Black 2009
## 1029 Baltimore City 524.2 Black 2009
## 1030 Baltimore County 720.6 Black 2009
## 1031 Calvert NA Black 2009
## 1032 Caroline NA Black 2009
## 1033 Carroll NA Black 2009
## 1034 Cecil NA Black 2009
## 1035 Charles 464.3 Black 2009
## 1036 Dorchester 789.7 Black 2009
## 1037 Frederick NA Black 2009
## 1038 Garrett NA Black 2009
## 1039 Harford 356.2 Black 2009
## 1040 Howard 361.6 Black 2009
## 1041 Kent NA Black 2009
## 1042 Montgomery 306.4 Black 2009
## 1043 Prince George's 600.2 Black 2009
## 1044 Queen Anne's NA Black 2009
## 1045 Saint Mary's 477.3 Black 2009
## 1046 Somerset NA Black 2009
## 1047 Talbot NA Black 2009
## 1048 Washington NA Black 2009
## 1049 Wicomico 371.8 Black 2009
## 1050 Worcester NA Black 2009
## 1051 State 113.9 Hispanic 2009
## 1052 Allegany NA Hispanic 2009
## 1053 Anne Arundel NA Hispanic 2009
## 1054 Baltimore City NA Hispanic 2009
## 1055 Baltimore County NA Hispanic 2009
## 1056 Calvert NA Hispanic 2009
## 1057 Caroline NA Hispanic 2009
## 1058 Carroll NA Hispanic 2009
## 1059 Cecil NA Hispanic 2009
## 1060 Charles NA Hispanic 2009
## 1061 Dorchester NA Hispanic 2009
## 1062 Frederick NA Hispanic 2009
## 1063 Garrett NA Hispanic 2009
## 1064 Harford NA Hispanic 2009
## 1065 Howard NA Hispanic 2009
## 1066 Kent NA Hispanic 2009
## 1067 Montgomery 95.8 Hispanic 2009
## 1068 Prince George's NA Hispanic 2009
## 1069 Queen Anne's NA Hispanic 2009
## 1070 Saint Mary's NA Hispanic 2009
## 1071 Somerset NA Hispanic 2009
## 1072 Talbot NA Hispanic 2009
## 1073 Washington NA Hispanic 2009
## 1074 Wicomico NA Hispanic 2009
## 1075 Worcester NA Hispanic 2009
## 1076 State 288.6 White 2009
## 1077 Allegany 658.4 White 2009
## 1078 Anne Arundel 300.1 White 2009
## 1079 Baltimore City 443.6 White 2009
## 1080 Baltimore County 291.0 White 2009
## 1081 Calvert 242.6 White 2009
## 1082 Caroline 378.3 White 2009
## 1083 Carroll 463.4 White 2009
## 1084 Cecil 310.7 White 2009
## 1085 Charles 263.8 White 2009
## 1086 Dorchester 515.3 White 2009
## 1087 Frederick 348.8 White 2009
## 1088 Garrett 278.8 White 2009
## 1089 Harford 297.7 White 2009
## 1090 Howard 247.6 White 2009
## 1091 Kent 378.3 White 2009
## 1092 Montgomery 167.3 White 2009
## 1093 Prince George's 218.3 White 2009
## 1094 Queen Anne's 205.7 White 2009
## 1095 Saint Mary's 448.2 White 2009
## 1096 Somerset 294.7 White 2009
## 1097 Talbot 290.6 White 2009
## 1098 Washington 236.4 White 2009
## 1099 Wicomico 335.6 White 2009
## 1100 Worcester 92.5 White 2009
## 1101 State 83.4 Asian/ Pacific Islander 2009
## 1102 Allegany NA Asian/ Pacific Islander 2009
## 1103 Anne Arundel NA Asian/ Pacific Islander 2009
## 1104 Baltimore City NA Asian/ Pacific Islander 2009
## 1105 Baltimore County NA Asian/ Pacific Islander 2009
## 1106 Calvert NA Asian/ Pacific Islander 2009
## 1107 Caroline NA Asian/ Pacific Islander 2009
## 1108 Carroll NA Asian/ Pacific Islander 2009
## 1109 Cecil NA Asian/ Pacific Islander 2009
## 1110 Charles NA Asian/ Pacific Islander 2009
## 1111 Dorchester NA Asian/ Pacific Islander 2009
## 1112 Frederick NA Asian/ Pacific Islander 2009
## 1113 Garrett NA Asian/ Pacific Islander 2009
## 1114 Harford NA Asian/ Pacific Islander 2009
## 1115 Howard NA Asian/ Pacific Islander 2009
## 1116 Kent NA Asian/ Pacific Islander 2009
## 1117 Montgomery 93.2 Asian/ Pacific Islander 2009
## 1118 Prince George's NA Asian/ Pacific Islander 2009
## 1119 Queen Anne's NA Asian/ Pacific Islander 2009
## 1120 Saint Mary's NA Asian/ Pacific Islander 2009
## 1121 Somerset NA Asian/ Pacific Islander 2009
## 1122 Talbot NA Asian/ Pacific Islander 2009
## 1123 Washington NA Asian/ Pacific Islander 2009
## 1124 Wicomico NA Asian/ Pacific Islander 2009
## 1125 Worcester NA Asian/ Pacific Islander 2009
## 1126 State 341.5 All races (aggregated) 2008
## 1127 Allegany 674.9 All races (aggregated) 2008
## 1128 Anne Arundel 334.3 All races (aggregated) 2008
## 1129 Baltimore City 473.0 All races (aggregated) 2008
## 1130 Baltimore County 326.9 All races (aggregated) 2008
## 1131 Calvert 337.9 All races (aggregated) 2008
## 1132 Caroline 366.2 All races (aggregated) 2008
## 1133 Carroll 495.7 All races (aggregated) 2008
## 1134 Cecil 320.2 All races (aggregated) 2008
## 1135 Charles 389.3 All races (aggregated) 2008
## 1136 Dorchester 607.7 All races (aggregated) 2008
## 1137 Frederick 394.0 All races (aggregated) 2008
## 1138 Garrett 319.4 All races (aggregated) 2008
## 1139 Harford 315.6 All races (aggregated) 2008
## 1140 Howard 281.4 All races (aggregated) 2008
## 1141 Kent 450.2 All races (aggregated) 2008
## 1142 Montgomery 222.3 All races (aggregated) 2008
## 1143 Prince George's 364.2 All races (aggregated) 2008
## 1144 Queen Anne's 209.2 All races (aggregated) 2008
## 1145 Saint Mary's 354.9 All races (aggregated) 2008
## 1146 Somerset 412.0 All races (aggregated) 2008
## 1147 Talbot 324.8 All races (aggregated) 2008
## 1148 Washington 313.6 All races (aggregated) 2008
## 1149 Wicomico 337.7 All races (aggregated) 2008
## 1150 Worcester 238.9 All races (aggregated) 2008
## 1151 State 512.7 Black 2008
## 1152 Allegany NA Black 2008
## 1153 Anne Arundel 530.9 Black 2008
## 1154 Baltimore City 550.6 Black 2008
## 1155 Baltimore County 758.6 Black 2008
## 1156 Calvert NA Black 2008
## 1157 Caroline NA Black 2008
## 1158 Carroll NA Black 2008
## 1159 Cecil NA Black 2008
## 1160 Charles 479.8 Black 2008
## 1161 Dorchester 690.8 Black 2008
## 1162 Frederick NA Black 2008
## 1163 Garrett NA Black 2008
## 1164 Harford 447.1 Black 2008
## 1165 Howard 354.3 Black 2008
## 1166 Kent NA Black 2008
## 1167 Montgomery 367.1 Black 2008
## 1168 Prince George's 560.4 Black 2008
## 1169 Queen Anne's NA Black 2008
## 1170 Saint Mary's NA Black 2008
## 1171 Somerset NA Black 2008
## 1172 Talbot NA Black 2008
## 1173 Washington NA Black 2008
## 1174 Wicomico 365.5 Black 2008
## 1175 Worcester NA Black 2008
## 1176 State 106.3 Hispanic 2008
## 1177 Allegany NA Hispanic 2008
## 1178 Anne Arundel NA Hispanic 2008
## 1179 Baltimore City NA Hispanic 2008
## 1180 Baltimore County NA Hispanic 2008
## 1181 Calvert NA Hispanic 2008
## 1182 Caroline NA Hispanic 2008
## 1183 Carroll NA Hispanic 2008
## 1184 Cecil NA Hispanic 2008
## 1185 Charles NA Hispanic 2008
## 1186 Dorchester NA Hispanic 2008
## 1187 Frederick NA Hispanic 2008
## 1188 Garrett NA Hispanic 2008
## 1189 Harford NA Hispanic 2008
## 1190 Howard NA Hispanic 2008
## 1191 Kent NA Hispanic 2008
## 1192 Montgomery 81.1 Hispanic 2008
## 1193 Prince George's NA Hispanic 2008
## 1194 Queen Anne's NA Hispanic 2008
## 1195 Saint Mary's NA Hispanic 2008
## 1196 Somerset NA Hispanic 2008
## 1197 Talbot NA Hispanic 2008
## 1198 Washington NA Hispanic 2008
## 1199 Wicomico NA Hispanic 2008
## 1200 Worcester NA Hispanic 2008
## 1201 State 298.5 White 2008
## 1202 Allegany 687.5 White 2008
## 1203 Anne Arundel 312.0 White 2008
## 1204 Baltimore City 373.8 White 2008
## 1205 Baltimore County 278.0 White 2008
## 1206 Calvert 323.1 White 2008
## 1207 Caroline 337.2 White 2008
## 1208 Carroll 494.6 White 2008
## 1209 Cecil 321.7 White 2008
## 1210 Charles 357.5 White 2008
## 1211 Dorchester 586.0 White 2008
## 1212 Frederick 401.1 White 2008
## 1213 Garrett 319.8 White 2008
## 1214 Harford 305.4 White 2008
## 1215 Howard 282.6 White 2008
## 1216 Kent 430.6 White 2008
## 1217 Montgomery 195.8 White 2008
## 1218 Prince George's 220.3 White 2008
## 1219 Queen Anne's 188.3 White 2008
## 1220 Saint Mary's 363.6 White 2008
## 1221 Somerset NA White 2008
## 1222 Talbot 317.2 White 2008
## 1223 Washington 307.8 White 2008
## 1224 Wicomico 322.6 White 2008
## 1225 Worcester 83.2 White 2008
## 1226 State 90.9 Asian/ Pacific Islander 2008
## 1227 Allegany NA Asian/ Pacific Islander 2008
## 1228 Anne Arundel NA Asian/ Pacific Islander 2008
## 1229 Baltimore City NA Asian/ Pacific Islander 2008
## 1230 Baltimore County NA Asian/ Pacific Islander 2008
## 1231 Calvert NA Asian/ Pacific Islander 2008
## 1232 Caroline NA Asian/ Pacific Islander 2008
## 1233 Carroll NA Asian/ Pacific Islander 2008
## 1234 Cecil NA Asian/ Pacific Islander 2008
## 1235 Charles NA Asian/ Pacific Islander 2008
## 1236 Dorchester NA Asian/ Pacific Islander 2008
## 1237 Frederick NA Asian/ Pacific Islander 2008
## 1238 Garrett NA Asian/ Pacific Islander 2008
## 1239 Harford NA Asian/ Pacific Islander 2008
## 1240 Howard NA Asian/ Pacific Islander 2008
## 1241 Kent NA Asian/ Pacific Islander 2008
## 1242 Montgomery 113.3 Asian/ Pacific Islander 2008
## 1243 Prince George's NA Asian/ Pacific Islander 2008
## 1244 Queen Anne's NA Asian/ Pacific Islander 2008
## 1245 Saint Mary's NA Asian/ Pacific Islander 2008
## 1246 Somerset NA Asian/ Pacific Islander 2008
## 1247 Talbot NA Asian/ Pacific Islander 2008
## 1248 Washington NA Asian/ Pacific Islander 2008
## 1249 Wicomico NA Asian/ Pacific Islander 2008
## 1250 Worcester NA Asian/ Pacific Islander 2008
## Measure
## 1 Alzheimers Hospitalization
## 2 Alzheimers Hospitalization
## 3 Alzheimers Hospitalization
## 4 Alzheimers Hospitalization
## 5 Alzheimers Hospitalization
## 6 Alzheimers Hospitalization
## 7 Alzheimers Hospitalization
## 8 Alzheimers Hospitalization
## 9 Alzheimers Hospitalization
## 10 Alzheimers Hospitalization
## 11 Alzheimers Hospitalization
## 12 Alzheimers Hospitalization
## 13 Alzheimers Hospitalization
## 14 Alzheimers Hospitalization
## 15 Alzheimers Hospitalization
## 16 Alzheimers Hospitalization
## 17 Alzheimers Hospitalization
## 18 Alzheimers Hospitalization
## 19 Alzheimers Hospitalization
## 20 Alzheimers Hospitalization
## 21 Alzheimers Hospitalization
## 22 Alzheimers Hospitalization
## 23 Alzheimers Hospitalization
## 24 Alzheimers Hospitalization
## 25 Alzheimers Hospitalization
## 26 Alzheimers Hospitalization
## 27 Alzheimers Hospitalization
## 28 Alzheimers Hospitalization
## 29 Alzheimers Hospitalization
## 30 Alzheimers Hospitalization
## 31 Alzheimers Hospitalization
## 32 Alzheimers Hospitalization
## 33 Alzheimers Hospitalization
## 34 Alzheimers Hospitalization
## 35 Alzheimers Hospitalization
## 36 Alzheimers Hospitalization
## 37 Alzheimers Hospitalization
## 38 Alzheimers Hospitalization
## 39 Alzheimers Hospitalization
## 40 Alzheimers Hospitalization
## 41 Alzheimers Hospitalization
## 42 Alzheimers Hospitalization
## 43 Alzheimers Hospitalization
## 44 Alzheimers Hospitalization
## 45 Alzheimers Hospitalization
## 46 Alzheimers Hospitalization
## 47 Alzheimers Hospitalization
## 48 Alzheimers Hospitalization
## 49 Alzheimers Hospitalization
## 50 Alzheimers Hospitalization
## 51 Alzheimers Hospitalization
## 52 Alzheimers Hospitalization
## 53 Alzheimers Hospitalization
## 54 Alzheimers Hospitalization
## 55 Alzheimers Hospitalization
## 56 Alzheimers Hospitalization
## 57 Alzheimers Hospitalization
## 58 Alzheimers Hospitalization
## 59 Alzheimers Hospitalization
## 60 Alzheimers Hospitalization
## 61 Alzheimers Hospitalization
## 62 Alzheimers Hospitalization
## 63 Alzheimers Hospitalization
## 64 Alzheimers Hospitalization
## 65 Alzheimers Hospitalization
## 66 Alzheimers Hospitalization
## 67 Alzheimers Hospitalization
## 68 Alzheimers Hospitalization
## 69 Alzheimers Hospitalization
## 70 Alzheimers Hospitalization
## 71 Alzheimers Hospitalization
## 72 Alzheimers Hospitalization
## 73 Alzheimers Hospitalization
## 74 Alzheimers Hospitalization
## 75 Alzheimers Hospitalization
## 76 Alzheimers Hospitalization
## 77 Alzheimers Hospitalization
## 78 Alzheimers Hospitalization
## 79 Alzheimers Hospitalization
## 80 Alzheimers Hospitalization
## 81 Alzheimers Hospitalization
## 82 Alzheimers Hospitalization
## 83 Alzheimers Hospitalization
## 84 Alzheimers Hospitalization
## 85 Alzheimers Hospitalization
## 86 Alzheimers Hospitalization
## 87 Alzheimers Hospitalization
## 88 Alzheimers Hospitalization
## 89 Alzheimers Hospitalization
## 90 Alzheimers Hospitalization
## 91 Alzheimers Hospitalization
## 92 Alzheimers Hospitalization
## 93 Alzheimers Hospitalization
## 94 Alzheimers Hospitalization
## 95 Alzheimers Hospitalization
## 96 Alzheimers Hospitalization
## 97 Alzheimers Hospitalization
## 98 Alzheimers Hospitalization
## 99 Alzheimers Hospitalization
## 100 Alzheimers Hospitalization
## 101 Alzheimers Hospitalization
## 102 Alzheimers Hospitalization
## 103 Alzheimers Hospitalization
## 104 Alzheimers Hospitalization
## 105 Alzheimers Hospitalization
## 106 Alzheimers Hospitalization
## 107 Alzheimers Hospitalization
## 108 Alzheimers Hospitalization
## 109 Alzheimers Hospitalization
## 110 Alzheimers Hospitalization
## 111 Alzheimers Hospitalization
## 112 Alzheimers Hospitalization
## 113 Alzheimers Hospitalization
## 114 Alzheimers Hospitalization
## 115 Alzheimers Hospitalization
## 116 Alzheimers Hospitalization
## 117 Alzheimers Hospitalization
## 118 Alzheimers Hospitalization
## 119 Alzheimers Hospitalization
## 120 Alzheimers Hospitalization
## 121 Alzheimers Hospitalization
## 122 Alzheimers Hospitalization
## 123 Alzheimers Hospitalization
## 124 Alzheimers Hospitalization
## 125 Alzheimers Hospitalization
## 126 Alzheimers Hospitalization
## 127 Alzheimers Hospitalization
## 128 Alzheimers Hospitalization
## 129 Alzheimers Hospitalization
## 130 Alzheimers Hospitalization
## 131 Alzheimers Hospitalization
## 132 Alzheimers Hospitalization
## 133 Alzheimers Hospitalization
## 134 Alzheimers Hospitalization
## 135 Alzheimers Hospitalization
## 136 Alzheimers Hospitalization
## 137 Alzheimers Hospitalization
## 138 Alzheimers Hospitalization
## 139 Alzheimers Hospitalization
## 140 Alzheimers Hospitalization
## 141 Alzheimers Hospitalization
## 142 Alzheimers Hospitalization
## 143 Alzheimers Hospitalization
## 144 Alzheimers Hospitalization
## 145 Alzheimers Hospitalization
## 146 Alzheimers Hospitalization
## 147 Alzheimers Hospitalization
## 148 Alzheimers Hospitalization
## 149 Alzheimers Hospitalization
## 150 Alzheimers Hospitalization
## 151 Alzheimers Hospitalization
## 152 Alzheimers Hospitalization
## 153 Alzheimers Hospitalization
## 154 Alzheimers Hospitalization
## 155 Alzheimers Hospitalization
## 156 Alzheimers Hospitalization
## 157 Alzheimers Hospitalization
## 158 Alzheimers Hospitalization
## 159 Alzheimers Hospitalization
## 160 Alzheimers Hospitalization
## 161 Alzheimers Hospitalization
## 162 Alzheimers Hospitalization
## 163 Alzheimers Hospitalization
## 164 Alzheimers Hospitalization
## 165 Alzheimers Hospitalization
## 166 Alzheimers Hospitalization
## 167 Alzheimers Hospitalization
## 168 Alzheimers Hospitalization
## 169 Alzheimers Hospitalization
## 170 Alzheimers Hospitalization
## 171 Alzheimers Hospitalization
## 172 Alzheimers Hospitalization
## 173 Alzheimers Hospitalization
## 174 Alzheimers Hospitalization
## 175 Alzheimers Hospitalization
## 176 Alzheimers Hospitalization
## 177 Alzheimers Hospitalization
## 178 Alzheimers Hospitalization
## 179 Alzheimers Hospitalization
## 180 Alzheimers Hospitalization
## 181 Alzheimers Hospitalization
## 182 Alzheimers Hospitalization
## 183 Alzheimers Hospitalization
## 184 Alzheimers Hospitalization
## 185 Alzheimers Hospitalization
## 186 Alzheimers Hospitalization
## 187 Alzheimers Hospitalization
## 188 Alzheimers Hospitalization
## 189 Alzheimers Hospitalization
## 190 Alzheimers Hospitalization
## 191 Alzheimers Hospitalization
## 192 Alzheimers Hospitalization
## 193 Alzheimers Hospitalization
## 194 Alzheimers Hospitalization
## 195 Alzheimers Hospitalization
## 196 Alzheimers Hospitalization
## 197 Alzheimers Hospitalization
## 198 Alzheimers Hospitalization
## 199 Alzheimers Hospitalization
## 200 Alzheimers Hospitalization
## 201 Alzheimers Hospitalization
## 202 Alzheimers Hospitalization
## 203 Alzheimers Hospitalization
## 204 Alzheimers Hospitalization
## 205 Alzheimers Hospitalization
## 206 Alzheimers Hospitalization
## 207 Alzheimers Hospitalization
## 208 Alzheimers Hospitalization
## 209 Alzheimers Hospitalization
## 210 Alzheimers Hospitalization
## 211 Alzheimers Hospitalization
## 212 Alzheimers Hospitalization
## 213 Alzheimers Hospitalization
## 214 Alzheimers Hospitalization
## 215 Alzheimers Hospitalization
## 216 Alzheimers Hospitalization
## 217 Alzheimers Hospitalization
## 218 Alzheimers Hospitalization
## 219 Alzheimers Hospitalization
## 220 Alzheimers Hospitalization
## 221 Alzheimers Hospitalization
## 222 Alzheimers Hospitalization
## 223 Alzheimers Hospitalization
## 224 Alzheimers Hospitalization
## 225 Alzheimers Hospitalization
## 226 Alzheimers Hospitalization
## 227 Alzheimers Hospitalization
## 228 Alzheimers Hospitalization
## 229 Alzheimers Hospitalization
## 230 Alzheimers Hospitalization
## 231 Alzheimers Hospitalization
## 232 Alzheimers Hospitalization
## 233 Alzheimers Hospitalization
## 234 Alzheimers Hospitalization
## 235 Alzheimers Hospitalization
## 236 Alzheimers Hospitalization
## 237 Alzheimers Hospitalization
## 238 Alzheimers Hospitalization
## 239 Alzheimers Hospitalization
## 240 Alzheimers Hospitalization
## 241 Alzheimers Hospitalization
## 242 Alzheimers Hospitalization
## 243 Alzheimers Hospitalization
## 244 Alzheimers Hospitalization
## 245 Alzheimers Hospitalization
## 246 Alzheimers Hospitalization
## 247 Alzheimers Hospitalization
## 248 Alzheimers Hospitalization
## 249 Alzheimers Hospitalization
## 250 Alzheimers Hospitalization
## 251 Alzheimers Hospitalization
## 252 Alzheimers Hospitalization
## 253 Alzheimers Hospitalization
## 254 Alzheimers Hospitalization
## 255 Alzheimers Hospitalization
## 256 Alzheimers Hospitalization
## 257 Alzheimers Hospitalization
## 258 Alzheimers Hospitalization
## 259 Alzheimers Hospitalization
## 260 Alzheimers Hospitalization
## 261 Alzheimers Hospitalization
## 262 Alzheimers Hospitalization
## 263 Alzheimers Hospitalization
## 264 Alzheimers Hospitalization
## 265 Alzheimers Hospitalization
## 266 Alzheimers Hospitalization
## 267 Alzheimers Hospitalization
## 268 Alzheimers Hospitalization
## 269 Alzheimers Hospitalization
## 270 Alzheimers Hospitalization
## 271 Alzheimers Hospitalization
## 272 Alzheimers Hospitalization
## 273 Alzheimers Hospitalization
## 274 Alzheimers Hospitalization
## 275 Alzheimers Hospitalization
## 276 Alzheimers Hospitalization
## 277 Alzheimers Hospitalization
## 278 Alzheimers Hospitalization
## 279 Alzheimers Hospitalization
## 280 Alzheimers Hospitalization
## 281 Alzheimers Hospitalization
## 282 Alzheimers Hospitalization
## 283 Alzheimers Hospitalization
## 284 Alzheimers Hospitalization
## 285 Alzheimers Hospitalization
## 286 Alzheimers Hospitalization
## 287 Alzheimers Hospitalization
## 288 Alzheimers Hospitalization
## 289 Alzheimers Hospitalization
## 290 Alzheimers Hospitalization
## 291 Alzheimers Hospitalization
## 292 Alzheimers Hospitalization
## 293 Alzheimers Hospitalization
## 294 Alzheimers Hospitalization
## 295 Alzheimers Hospitalization
## 296 Alzheimers Hospitalization
## 297 Alzheimers Hospitalization
## 298 Alzheimers Hospitalization
## 299 Alzheimers Hospitalization
## 300 Alzheimers Hospitalization
## 301 Alzheimers Hospitalization
## 302 Alzheimers Hospitalization
## 303 Alzheimers Hospitalization
## 304 Alzheimers Hospitalization
## 305 Alzheimers Hospitalization
## 306 Alzheimers Hospitalization
## 307 Alzheimers Hospitalization
## 308 Alzheimers Hospitalization
## 309 Alzheimers Hospitalization
## 310 Alzheimers Hospitalization
## 311 Alzheimers Hospitalization
## 312 Alzheimers Hospitalization
## 313 Alzheimers Hospitalization
## 314 Alzheimers Hospitalization
## 315 Alzheimers Hospitalization
## 316 Alzheimers Hospitalization
## 317 Alzheimers Hospitalization
## 318 Alzheimers Hospitalization
## 319 Alzheimers Hospitalization
## 320 Alzheimers Hospitalization
## 321 Alzheimers Hospitalization
## 322 Alzheimers Hospitalization
## 323 Alzheimers Hospitalization
## 324 Alzheimers Hospitalization
## 325 Alzheimers Hospitalization
## 326 Alzheimers Hospitalization
## 327 Alzheimers Hospitalization
## 328 Alzheimers Hospitalization
## 329 Alzheimers Hospitalization
## 330 Alzheimers Hospitalization
## 331 Alzheimers Hospitalization
## 332 Alzheimers Hospitalization
## 333 Alzheimers Hospitalization
## 334 Alzheimers Hospitalization
## 335 Alzheimers Hospitalization
## 336 Alzheimers Hospitalization
## 337 Alzheimers Hospitalization
## 338 Alzheimers Hospitalization
## 339 Alzheimers Hospitalization
## 340 Alzheimers Hospitalization
## 341 Alzheimers Hospitalization
## 342 Alzheimers Hospitalization
## 343 Alzheimers Hospitalization
## 344 Alzheimers Hospitalization
## 345 Alzheimers Hospitalization
## 346 Alzheimers Hospitalization
## 347 Alzheimers Hospitalization
## 348 Alzheimers Hospitalization
## 349 Alzheimers Hospitalization
## 350 Alzheimers Hospitalization
## 351 Alzheimers Hospitalization
## 352 Alzheimers Hospitalization
## 353 Alzheimers Hospitalization
## 354 Alzheimers Hospitalization
## 355 Alzheimers Hospitalization
## 356 Alzheimers Hospitalization
## 357 Alzheimers Hospitalization
## 358 Alzheimers Hospitalization
## 359 Alzheimers Hospitalization
## 360 Alzheimers Hospitalization
## 361 Alzheimers Hospitalization
## 362 Alzheimers Hospitalization
## 363 Alzheimers Hospitalization
## 364 Alzheimers Hospitalization
## 365 Alzheimers Hospitalization
## 366 Alzheimers Hospitalization
## 367 Alzheimers Hospitalization
## 368 Alzheimers Hospitalization
## 369 Alzheimers Hospitalization
## 370 Alzheimers Hospitalization
## 371 Alzheimers Hospitalization
## 372 Alzheimers Hospitalization
## 373 Alzheimers Hospitalization
## 374 Alzheimers Hospitalization
## 375 Alzheimers Hospitalization
## 376 Alzheimers Hospitalization
## 377 Alzheimers Hospitalization
## 378 Alzheimers Hospitalization
## 379 Alzheimers Hospitalization
## 380 Alzheimers Hospitalization
## 381 Alzheimers Hospitalization
## 382 Alzheimers Hospitalization
## 383 Alzheimers Hospitalization
## 384 Alzheimers Hospitalization
## 385 Alzheimers Hospitalization
## 386 Alzheimers Hospitalization
## 387 Alzheimers Hospitalization
## 388 Alzheimers Hospitalization
## 389 Alzheimers Hospitalization
## 390 Alzheimers Hospitalization
## 391 Alzheimers Hospitalization
## 392 Alzheimers Hospitalization
## 393 Alzheimers Hospitalization
## 394 Alzheimers Hospitalization
## 395 Alzheimers Hospitalization
## 396 Alzheimers Hospitalization
## 397 Alzheimers Hospitalization
## 398 Alzheimers Hospitalization
## 399 Alzheimers Hospitalization
## 400 Alzheimers Hospitalization
## 401 Alzheimers Hospitalization
## 402 Alzheimers Hospitalization
## 403 Alzheimers Hospitalization
## 404 Alzheimers Hospitalization
## 405 Alzheimers Hospitalization
## 406 Alzheimers Hospitalization
## 407 Alzheimers Hospitalization
## 408 Alzheimers Hospitalization
## 409 Alzheimers Hospitalization
## 410 Alzheimers Hospitalization
## 411 Alzheimers Hospitalization
## 412 Alzheimers Hospitalization
## 413 Alzheimers Hospitalization
## 414 Alzheimers Hospitalization
## 415 Alzheimers Hospitalization
## 416 Alzheimers Hospitalization
## 417 Alzheimers Hospitalization
## 418 Alzheimers Hospitalization
## 419 Alzheimers Hospitalization
## 420 Alzheimers Hospitalization
## 421 Alzheimers Hospitalization
## 422 Alzheimers Hospitalization
## 423 Alzheimers Hospitalization
## 424 Alzheimers Hospitalization
## 425 Alzheimers Hospitalization
## 426 Alzheimers Hospitalization
## 427 Alzheimers Hospitalization
## 428 Alzheimers Hospitalization
## 429 Alzheimers Hospitalization
## 430 Alzheimers Hospitalization
## 431 Alzheimers Hospitalization
## 432 Alzheimers Hospitalization
## 433 Alzheimers Hospitalization
## 434 Alzheimers Hospitalization
## 435 Alzheimers Hospitalization
## 436 Alzheimers Hospitalization
## 437 Alzheimers Hospitalization
## 438 Alzheimers Hospitalization
## 439 Alzheimers Hospitalization
## 440 Alzheimers Hospitalization
## 441 Alzheimers Hospitalization
## 442 Alzheimers Hospitalization
## 443 Alzheimers Hospitalization
## 444 Alzheimers Hospitalization
## 445 Alzheimers Hospitalization
## 446 Alzheimers Hospitalization
## 447 Alzheimers Hospitalization
## 448 Alzheimers Hospitalization
## 449 Alzheimers Hospitalization
## 450 Alzheimers Hospitalization
## 451 Alzheimers Hospitalization
## 452 Alzheimers Hospitalization
## 453 Alzheimers Hospitalization
## 454 Alzheimers Hospitalization
## 455 Alzheimers Hospitalization
## 456 Alzheimers Hospitalization
## 457 Alzheimers Hospitalization
## 458 Alzheimers Hospitalization
## 459 Alzheimers Hospitalization
## 460 Alzheimers Hospitalization
## 461 Alzheimers Hospitalization
## 462 Alzheimers Hospitalization
## 463 Alzheimers Hospitalization
## 464 Alzheimers Hospitalization
## 465 Alzheimers Hospitalization
## 466 Alzheimers Hospitalization
## 467 Alzheimers Hospitalization
## 468 Alzheimers Hospitalization
## 469 Alzheimers Hospitalization
## 470 Alzheimers Hospitalization
## 471 Alzheimers Hospitalization
## 472 Alzheimers Hospitalization
## 473 Alzheimers Hospitalization
## 474 Alzheimers Hospitalization
## 475 Alzheimers Hospitalization
## 476 Alzheimers Hospitalization
## 477 Alzheimers Hospitalization
## 478 Alzheimers Hospitalization
## 479 Alzheimers Hospitalization
## 480 Alzheimers Hospitalization
## 481 Alzheimers Hospitalization
## 482 Alzheimers Hospitalization
## 483 Alzheimers Hospitalization
## 484 Alzheimers Hospitalization
## 485 Alzheimers Hospitalization
## 486 Alzheimers Hospitalization
## 487 Alzheimers Hospitalization
## 488 Alzheimers Hospitalization
## 489 Alzheimers Hospitalization
## 490 Alzheimers Hospitalization
## 491 Alzheimers Hospitalization
## 492 Alzheimers Hospitalization
## 493 Alzheimers Hospitalization
## 494 Alzheimers Hospitalization
## 495 Alzheimers Hospitalization
## 496 Alzheimers Hospitalization
## 497 Alzheimers Hospitalization
## 498 Alzheimers Hospitalization
## 499 Alzheimers Hospitalization
## 500 Alzheimers Hospitalization
## 501 Alzheimers Hospitalization
## 502 Alzheimers Hospitalization
## 503 Alzheimers Hospitalization
## 504 Alzheimers Hospitalization
## 505 Alzheimers Hospitalization
## 506 Alzheimers Hospitalization
## 507 Alzheimers Hospitalization
## 508 Alzheimers Hospitalization
## 509 Alzheimers Hospitalization
## 510 Alzheimers Hospitalization
## 511 Alzheimers Hospitalization
## 512 Alzheimers Hospitalization
## 513 Alzheimers Hospitalization
## 514 Alzheimers Hospitalization
## 515 Alzheimers Hospitalization
## 516 Alzheimers Hospitalization
## 517 Alzheimers Hospitalization
## 518 Alzheimers Hospitalization
## 519 Alzheimers Hospitalization
## 520 Alzheimers Hospitalization
## 521 Alzheimers Hospitalization
## 522 Alzheimers Hospitalization
## 523 Alzheimers Hospitalization
## 524 Alzheimers Hospitalization
## 525 Alzheimers Hospitalization
## 526 Alzheimers Hospitalization
## 527 Alzheimers Hospitalization
## 528 Alzheimers Hospitalization
## 529 Alzheimers Hospitalization
## 530 Alzheimers Hospitalization
## 531 Alzheimers Hospitalization
## 532 Alzheimers Hospitalization
## 533 Alzheimers Hospitalization
## 534 Alzheimers Hospitalization
## 535 Alzheimers Hospitalization
## 536 Alzheimers Hospitalization
## 537 Alzheimers Hospitalization
## 538 Alzheimers Hospitalization
## 539 Alzheimers Hospitalization
## 540 Alzheimers Hospitalization
## 541 Alzheimers Hospitalization
## 542 Alzheimers Hospitalization
## 543 Alzheimers Hospitalization
## 544 Alzheimers Hospitalization
## 545 Alzheimers Hospitalization
## 546 Alzheimers Hospitalization
## 547 Alzheimers Hospitalization
## 548 Alzheimers Hospitalization
## 549 Alzheimers Hospitalization
## 550 Alzheimers Hospitalization
## 551 Alzheimers Hospitalization
## 552 Alzheimers Hospitalization
## 553 Alzheimers Hospitalization
## 554 Alzheimers Hospitalization
## 555 Alzheimers Hospitalization
## 556 Alzheimers Hospitalization
## 557 Alzheimers Hospitalization
## 558 Alzheimers Hospitalization
## 559 Alzheimers Hospitalization
## 560 Alzheimers Hospitalization
## 561 Alzheimers Hospitalization
## 562 Alzheimers Hospitalization
## 563 Alzheimers Hospitalization
## 564 Alzheimers Hospitalization
## 565 Alzheimers Hospitalization
## 566 Alzheimers Hospitalization
## 567 Alzheimers Hospitalization
## 568 Alzheimers Hospitalization
## 569 Alzheimers Hospitalization
## 570 Alzheimers Hospitalization
## 571 Alzheimers Hospitalization
## 572 Alzheimers Hospitalization
## 573 Alzheimers Hospitalization
## 574 Alzheimers Hospitalization
## 575 Alzheimers Hospitalization
## 576 Alzheimers Hospitalization
## 577 Alzheimers Hospitalization
## 578 Alzheimers Hospitalization
## 579 Alzheimers Hospitalization
## 580 Alzheimers Hospitalization
## 581 Alzheimers Hospitalization
## 582 Alzheimers Hospitalization
## 583 Alzheimers Hospitalization
## 584 Alzheimers Hospitalization
## 585 Alzheimers Hospitalization
## 586 Alzheimers Hospitalization
## 587 Alzheimers Hospitalization
## 588 Alzheimers Hospitalization
## 589 Alzheimers Hospitalization
## 590 Alzheimers Hospitalization
## 591 Alzheimers Hospitalization
## 592 Alzheimers Hospitalization
## 593 Alzheimers Hospitalization
## 594 Alzheimers Hospitalization
## 595 Alzheimers Hospitalization
## 596 Alzheimers Hospitalization
## 597 Alzheimers Hospitalization
## 598 Alzheimers Hospitalization
## 599 Alzheimers Hospitalization
## 600 Alzheimers Hospitalization
## 601 Alzheimers Hospitalization
## 602 Alzheimers Hospitalization
## 603 Alzheimers Hospitalization
## 604 Alzheimers Hospitalization
## 605 Alzheimers Hospitalization
## 606 Alzheimers Hospitalization
## 607 Alzheimers Hospitalization
## 608 Alzheimers Hospitalization
## 609 Alzheimers Hospitalization
## 610 Alzheimers Hospitalization
## 611 Alzheimers Hospitalization
## 612 Alzheimers Hospitalization
## 613 Alzheimers Hospitalization
## 614 Alzheimers Hospitalization
## 615 Alzheimers Hospitalization
## 616 Alzheimers Hospitalization
## 617 Alzheimers Hospitalization
## 618 Alzheimers Hospitalization
## 619 Alzheimers Hospitalization
## 620 Alzheimers Hospitalization
## 621 Alzheimers Hospitalization
## 622 Alzheimers Hospitalization
## 623 Alzheimers Hospitalization
## 624 Alzheimers Hospitalization
## 625 Alzheimers Hospitalization
## 626 Alzheimers Hospitalization
## 627 Alzheimers Hospitalization
## 628 Alzheimers Hospitalization
## 629 Alzheimers Hospitalization
## 630 Alzheimers Hospitalization
## 631 Alzheimers Hospitalization
## 632 Alzheimers Hospitalization
## 633 Alzheimers Hospitalization
## 634 Alzheimers Hospitalization
## 635 Alzheimers Hospitalization
## 636 Alzheimers Hospitalization
## 637 Alzheimers Hospitalization
## 638 Alzheimers Hospitalization
## 639 Alzheimers Hospitalization
## 640 Alzheimers Hospitalization
## 641 Alzheimers Hospitalization
## 642 Alzheimers Hospitalization
## 643 Alzheimers Hospitalization
## 644 Alzheimers Hospitalization
## 645 Alzheimers Hospitalization
## 646 Alzheimers Hospitalization
## 647 Alzheimers Hospitalization
## 648 Alzheimers Hospitalization
## 649 Alzheimers Hospitalization
## 650 Alzheimers Hospitalization
## 651 Alzheimers Hospitalization
## 652 Alzheimers Hospitalization
## 653 Alzheimers Hospitalization
## 654 Alzheimers Hospitalization
## 655 Alzheimers Hospitalization
## 656 Alzheimers Hospitalization
## 657 Alzheimers Hospitalization
## 658 Alzheimers Hospitalization
## 659 Alzheimers Hospitalization
## 660 Alzheimers Hospitalization
## 661 Alzheimers Hospitalization
## 662 Alzheimers Hospitalization
## 663 Alzheimers Hospitalization
## 664 Alzheimers Hospitalization
## 665 Alzheimers Hospitalization
## 666 Alzheimers Hospitalization
## 667 Alzheimers Hospitalization
## 668 Alzheimers Hospitalization
## 669 Alzheimers Hospitalization
## 670 Alzheimers Hospitalization
## 671 Alzheimers Hospitalization
## 672 Alzheimers Hospitalization
## 673 Alzheimers Hospitalization
## 674 Alzheimers Hospitalization
## 675 Alzheimers Hospitalization
## 676 Alzheimers Hospitalization
## 677 Alzheimers Hospitalization
## 678 Alzheimers Hospitalization
## 679 Alzheimers Hospitalization
## 680 Alzheimers Hospitalization
## 681 Alzheimers Hospitalization
## 682 Alzheimers Hospitalization
## 683 Alzheimers Hospitalization
## 684 Alzheimers Hospitalization
## 685 Alzheimers Hospitalization
## 686 Alzheimers Hospitalization
## 687 Alzheimers Hospitalization
## 688 Alzheimers Hospitalization
## 689 Alzheimers Hospitalization
## 690 Alzheimers Hospitalization
## 691 Alzheimers Hospitalization
## 692 Alzheimers Hospitalization
## 693 Alzheimers Hospitalization
## 694 Alzheimers Hospitalization
## 695 Alzheimers Hospitalization
## 696 Alzheimers Hospitalization
## 697 Alzheimers Hospitalization
## 698 Alzheimers Hospitalization
## 699 Alzheimers Hospitalization
## 700 Alzheimers Hospitalization
## 701 Alzheimers Hospitalization
## 702 Alzheimers Hospitalization
## 703 Alzheimers Hospitalization
## 704 Alzheimers Hospitalization
## 705 Alzheimers Hospitalization
## 706 Alzheimers Hospitalization
## 707 Alzheimers Hospitalization
## 708 Alzheimers Hospitalization
## 709 Alzheimers Hospitalization
## 710 Alzheimers Hospitalization
## 711 Alzheimers Hospitalization
## 712 Alzheimers Hospitalization
## 713 Alzheimers Hospitalization
## 714 Alzheimers Hospitalization
## 715 Alzheimers Hospitalization
## 716 Alzheimers Hospitalization
## 717 Alzheimers Hospitalization
## 718 Alzheimers Hospitalization
## 719 Alzheimers Hospitalization
## 720 Alzheimers Hospitalization
## 721 Alzheimers Hospitalization
## 722 Alzheimers Hospitalization
## 723 Alzheimers Hospitalization
## 724 Alzheimers Hospitalization
## 725 Alzheimers Hospitalization
## 726 Alzheimers Hospitalization
## 727 Alzheimers Hospitalization
## 728 Alzheimers Hospitalization
## 729 Alzheimers Hospitalization
## 730 Alzheimers Hospitalization
## 731 Alzheimers Hospitalization
## 732 Alzheimers Hospitalization
## 733 Alzheimers Hospitalization
## 734 Alzheimers Hospitalization
## 735 Alzheimers Hospitalization
## 736 Alzheimers Hospitalization
## 737 Alzheimers Hospitalization
## 738 Alzheimers Hospitalization
## 739 Alzheimers Hospitalization
## 740 Alzheimers Hospitalization
## 741 Alzheimers Hospitalization
## 742 Alzheimers Hospitalization
## 743 Alzheimers Hospitalization
## 744 Alzheimers Hospitalization
## 745 Alzheimers Hospitalization
## 746 Alzheimers Hospitalization
## 747 Alzheimers Hospitalization
## 748 Alzheimers Hospitalization
## 749 Alzheimers Hospitalization
## 750 Alzheimers Hospitalization
## 751 Alzheimers Hospitalization
## 752 Alzheimers Hospitalization
## 753 Alzheimers Hospitalization
## 754 Alzheimers Hospitalization
## 755 Alzheimers Hospitalization
## 756 Alzheimers Hospitalization
## 757 Alzheimers Hospitalization
## 758 Alzheimers Hospitalization
## 759 Alzheimers Hospitalization
## 760 Alzheimers Hospitalization
## 761 Alzheimers Hospitalization
## 762 Alzheimers Hospitalization
## 763 Alzheimers Hospitalization
## 764 Alzheimers Hospitalization
## 765 Alzheimers Hospitalization
## 766 Alzheimers Hospitalization
## 767 Alzheimers Hospitalization
## 768 Alzheimers Hospitalization
## 769 Alzheimers Hospitalization
## 770 Alzheimers Hospitalization
## 771 Alzheimers Hospitalization
## 772 Alzheimers Hospitalization
## 773 Alzheimers Hospitalization
## 774 Alzheimers Hospitalization
## 775 Alzheimers Hospitalization
## 776 Alzheimers Hospitalization
## 777 Alzheimers Hospitalization
## 778 Alzheimers Hospitalization
## 779 Alzheimers Hospitalization
## 780 Alzheimers Hospitalization
## 781 Alzheimers Hospitalization
## 782 Alzheimers Hospitalization
## 783 Alzheimers Hospitalization
## 784 Alzheimers Hospitalization
## 785 Alzheimers Hospitalization
## 786 Alzheimers Hospitalization
## 787 Alzheimers Hospitalization
## 788 Alzheimers Hospitalization
## 789 Alzheimers Hospitalization
## 790 Alzheimers Hospitalization
## 791 Alzheimers Hospitalization
## 792 Alzheimers Hospitalization
## 793 Alzheimers Hospitalization
## 794 Alzheimers Hospitalization
## 795 Alzheimers Hospitalization
## 796 Alzheimers Hospitalization
## 797 Alzheimers Hospitalization
## 798 Alzheimers Hospitalization
## 799 Alzheimers Hospitalization
## 800 Alzheimers Hospitalization
## 801 Alzheimers Hospitalization
## 802 Alzheimers Hospitalization
## 803 Alzheimers Hospitalization
## 804 Alzheimers Hospitalization
## 805 Alzheimers Hospitalization
## 806 Alzheimers Hospitalization
## 807 Alzheimers Hospitalization
## 808 Alzheimers Hospitalization
## 809 Alzheimers Hospitalization
## 810 Alzheimers Hospitalization
## 811 Alzheimers Hospitalization
## 812 Alzheimers Hospitalization
## 813 Alzheimers Hospitalization
## 814 Alzheimers Hospitalization
## 815 Alzheimers Hospitalization
## 816 Alzheimers Hospitalization
## 817 Alzheimers Hospitalization
## 818 Alzheimers Hospitalization
## 819 Alzheimers Hospitalization
## 820 Alzheimers Hospitalization
## 821 Alzheimers Hospitalization
## 822 Alzheimers Hospitalization
## 823 Alzheimers Hospitalization
## 824 Alzheimers Hospitalization
## 825 Alzheimers Hospitalization
## 826 Alzheimers Hospitalization
## 827 Alzheimers Hospitalization
## 828 Alzheimers Hospitalization
## 829 Alzheimers Hospitalization
## 830 Alzheimers Hospitalization
## 831 Alzheimers Hospitalization
## 832 Alzheimers Hospitalization
## 833 Alzheimers Hospitalization
## 834 Alzheimers Hospitalization
## 835 Alzheimers Hospitalization
## 836 Alzheimers Hospitalization
## 837 Alzheimers Hospitalization
## 838 Alzheimers Hospitalization
## 839 Alzheimers Hospitalization
## 840 Alzheimers Hospitalization
## 841 Alzheimers Hospitalization
## 842 Alzheimers Hospitalization
## 843 Alzheimers Hospitalization
## 844 Alzheimers Hospitalization
## 845 Alzheimers Hospitalization
## 846 Alzheimers Hospitalization
## 847 Alzheimers Hospitalization
## 848 Alzheimers Hospitalization
## 849 Alzheimers Hospitalization
## 850 Alzheimers Hospitalization
## 851 Alzheimers Hospitalization
## 852 Alzheimers Hospitalization
## 853 Alzheimers Hospitalization
## 854 Alzheimers Hospitalization
## 855 Alzheimers Hospitalization
## 856 Alzheimers Hospitalization
## 857 Alzheimers Hospitalization
## 858 Alzheimers Hospitalization
## 859 Alzheimers Hospitalization
## 860 Alzheimers Hospitalization
## 861 Alzheimers Hospitalization
## 862 Alzheimers Hospitalization
## 863 Alzheimers Hospitalization
## 864 Alzheimers Hospitalization
## 865 Alzheimers Hospitalization
## 866 Alzheimers Hospitalization
## 867 Alzheimers Hospitalization
## 868 Alzheimers Hospitalization
## 869 Alzheimers Hospitalization
## 870 Alzheimers Hospitalization
## 871 Alzheimers Hospitalization
## 872 Alzheimers Hospitalization
## 873 Alzheimers Hospitalization
## 874 Alzheimers Hospitalization
## 875 Alzheimers Hospitalization
## 876 Alzheimers Hospitalization
## 877 Alzheimers Hospitalization
## 878 Alzheimers Hospitalization
## 879 Alzheimers Hospitalization
## 880 Alzheimers Hospitalization
## 881 Alzheimers Hospitalization
## 882 Alzheimers Hospitalization
## 883 Alzheimers Hospitalization
## 884 Alzheimers Hospitalization
## 885 Alzheimers Hospitalization
## 886 Alzheimers Hospitalization
## 887 Alzheimers Hospitalization
## 888 Alzheimers Hospitalization
## 889 Alzheimers Hospitalization
## 890 Alzheimers Hospitalization
## 891 Alzheimers Hospitalization
## 892 Alzheimers Hospitalization
## 893 Alzheimers Hospitalization
## 894 Alzheimers Hospitalization
## 895 Alzheimers Hospitalization
## 896 Alzheimers Hospitalization
## 897 Alzheimers Hospitalization
## 898 Alzheimers Hospitalization
## 899 Alzheimers Hospitalization
## 900 Alzheimers Hospitalization
## 901 Alzheimers Hospitalization
## 902 Alzheimers Hospitalization
## 903 Alzheimers Hospitalization
## 904 Alzheimers Hospitalization
## 905 Alzheimers Hospitalization
## 906 Alzheimers Hospitalization
## 907 Alzheimers Hospitalization
## 908 Alzheimers Hospitalization
## 909 Alzheimers Hospitalization
## 910 Alzheimers Hospitalization
## 911 Alzheimers Hospitalization
## 912 Alzheimers Hospitalization
## 913 Alzheimers Hospitalization
## 914 Alzheimers Hospitalization
## 915 Alzheimers Hospitalization
## 916 Alzheimers Hospitalization
## 917 Alzheimers Hospitalization
## 918 Alzheimers Hospitalization
## 919 Alzheimers Hospitalization
## 920 Alzheimers Hospitalization
## 921 Alzheimers Hospitalization
## 922 Alzheimers Hospitalization
## 923 Alzheimers Hospitalization
## 924 Alzheimers Hospitalization
## 925 Alzheimers Hospitalization
## 926 Alzheimers Hospitalization
## 927 Alzheimers Hospitalization
## 928 Alzheimers Hospitalization
## 929 Alzheimers Hospitalization
## 930 Alzheimers Hospitalization
## 931 Alzheimers Hospitalization
## 932 Alzheimers Hospitalization
## 933 Alzheimers Hospitalization
## 934 Alzheimers Hospitalization
## 935 Alzheimers Hospitalization
## 936 Alzheimers Hospitalization
## 937 Alzheimers Hospitalization
## 938 Alzheimers Hospitalization
## 939 Alzheimers Hospitalization
## 940 Alzheimers Hospitalization
## 941 Alzheimers Hospitalization
## 942 Alzheimers Hospitalization
## 943 Alzheimers Hospitalization
## 944 Alzheimers Hospitalization
## 945 Alzheimers Hospitalization
## 946 Alzheimers Hospitalization
## 947 Alzheimers Hospitalization
## 948 Alzheimers Hospitalization
## 949 Alzheimers Hospitalization
## 950 Alzheimers Hospitalization
## 951 Alzheimers Hospitalization
## 952 Alzheimers Hospitalization
## 953 Alzheimers Hospitalization
## 954 Alzheimers Hospitalization
## 955 Alzheimers Hospitalization
## 956 Alzheimers Hospitalization
## 957 Alzheimers Hospitalization
## 958 Alzheimers Hospitalization
## 959 Alzheimers Hospitalization
## 960 Alzheimers Hospitalization
## 961 Alzheimers Hospitalization
## 962 Alzheimers Hospitalization
## 963 Alzheimers Hospitalization
## 964 Alzheimers Hospitalization
## 965 Alzheimers Hospitalization
## 966 Alzheimers Hospitalization
## 967 Alzheimers Hospitalization
## 968 Alzheimers Hospitalization
## 969 Alzheimers Hospitalization
## 970 Alzheimers Hospitalization
## 971 Alzheimers Hospitalization
## 972 Alzheimers Hospitalization
## 973 Alzheimers Hospitalization
## 974 Alzheimers Hospitalization
## 975 Alzheimers Hospitalization
## 976 Alzheimers Hospitalization
## 977 Alzheimers Hospitalization
## 978 Alzheimers Hospitalization
## 979 Alzheimers Hospitalization
## 980 Alzheimers Hospitalization
## 981 Alzheimers Hospitalization
## 982 Alzheimers Hospitalization
## 983 Alzheimers Hospitalization
## 984 Alzheimers Hospitalization
## 985 Alzheimers Hospitalization
## 986 Alzheimers Hospitalization
## 987 Alzheimers Hospitalization
## 988 Alzheimers Hospitalization
## 989 Alzheimers Hospitalization
## 990 Alzheimers Hospitalization
## 991 Alzheimers Hospitalization
## 992 Alzheimers Hospitalization
## 993 Alzheimers Hospitalization
## 994 Alzheimers Hospitalization
## 995 Alzheimers Hospitalization
## 996 Alzheimers Hospitalization
## 997 Alzheimers Hospitalization
## 998 Alzheimers Hospitalization
## 999 Alzheimers Hospitalization
## 1000 Alzheimers Hospitalization
## 1001 Alzheimers Hospitalization
## 1002 Alzheimers Hospitalization
## 1003 Alzheimers Hospitalization
## 1004 Alzheimers Hospitalization
## 1005 Alzheimers Hospitalization
## 1006 Alzheimers Hospitalization
## 1007 Alzheimers Hospitalization
## 1008 Alzheimers Hospitalization
## 1009 Alzheimers Hospitalization
## 1010 Alzheimers Hospitalization
## 1011 Alzheimers Hospitalization
## 1012 Alzheimers Hospitalization
## 1013 Alzheimers Hospitalization
## 1014 Alzheimers Hospitalization
## 1015 Alzheimers Hospitalization
## 1016 Alzheimers Hospitalization
## 1017 Alzheimers Hospitalization
## 1018 Alzheimers Hospitalization
## 1019 Alzheimers Hospitalization
## 1020 Alzheimers Hospitalization
## 1021 Alzheimers Hospitalization
## 1022 Alzheimers Hospitalization
## 1023 Alzheimers Hospitalization
## 1024 Alzheimers Hospitalization
## 1025 Alzheimers Hospitalization
## 1026 Alzheimers Hospitalization
## 1027 Alzheimers Hospitalization
## 1028 Alzheimers Hospitalization
## 1029 Alzheimers Hospitalization
## 1030 Alzheimers Hospitalization
## 1031 Alzheimers Hospitalization
## 1032 Alzheimers Hospitalization
## 1033 Alzheimers Hospitalization
## 1034 Alzheimers Hospitalization
## 1035 Alzheimers Hospitalization
## 1036 Alzheimers Hospitalization
## 1037 Alzheimers Hospitalization
## 1038 Alzheimers Hospitalization
## 1039 Alzheimers Hospitalization
## 1040 Alzheimers Hospitalization
## 1041 Alzheimers Hospitalization
## 1042 Alzheimers Hospitalization
## 1043 Alzheimers Hospitalization
## 1044 Alzheimers Hospitalization
## 1045 Alzheimers Hospitalization
## 1046 Alzheimers Hospitalization
## 1047 Alzheimers Hospitalization
## 1048 Alzheimers Hospitalization
## 1049 Alzheimers Hospitalization
## 1050 Alzheimers Hospitalization
## 1051 Alzheimers Hospitalization
## 1052 Alzheimers Hospitalization
## 1053 Alzheimers Hospitalization
## 1054 Alzheimers Hospitalization
## 1055 Alzheimers Hospitalization
## 1056 Alzheimers Hospitalization
## 1057 Alzheimers Hospitalization
## 1058 Alzheimers Hospitalization
## 1059 Alzheimers Hospitalization
## 1060 Alzheimers Hospitalization
## 1061 Alzheimers Hospitalization
## 1062 Alzheimers Hospitalization
## 1063 Alzheimers Hospitalization
## 1064 Alzheimers Hospitalization
## 1065 Alzheimers Hospitalization
## 1066 Alzheimers Hospitalization
## 1067 Alzheimers Hospitalization
## 1068 Alzheimers Hospitalization
## 1069 Alzheimers Hospitalization
## 1070 Alzheimers Hospitalization
## 1071 Alzheimers Hospitalization
## 1072 Alzheimers Hospitalization
## 1073 Alzheimers Hospitalization
## 1074 Alzheimers Hospitalization
## 1075 Alzheimers Hospitalization
## 1076 Alzheimers Hospitalization
## 1077 Alzheimers Hospitalization
## 1078 Alzheimers Hospitalization
## 1079 Alzheimers Hospitalization
## 1080 Alzheimers Hospitalization
## 1081 Alzheimers Hospitalization
## 1082 Alzheimers Hospitalization
## 1083 Alzheimers Hospitalization
## 1084 Alzheimers Hospitalization
## 1085 Alzheimers Hospitalization
## 1086 Alzheimers Hospitalization
## 1087 Alzheimers Hospitalization
## 1088 Alzheimers Hospitalization
## 1089 Alzheimers Hospitalization
## 1090 Alzheimers Hospitalization
## 1091 Alzheimers Hospitalization
## 1092 Alzheimers Hospitalization
## 1093 Alzheimers Hospitalization
## 1094 Alzheimers Hospitalization
## 1095 Alzheimers Hospitalization
## 1096 Alzheimers Hospitalization
## 1097 Alzheimers Hospitalization
## 1098 Alzheimers Hospitalization
## 1099 Alzheimers Hospitalization
## 1100 Alzheimers Hospitalization
## 1101 Alzheimers Hospitalization
## 1102 Alzheimers Hospitalization
## 1103 Alzheimers Hospitalization
## 1104 Alzheimers Hospitalization
## 1105 Alzheimers Hospitalization
## 1106 Alzheimers Hospitalization
## 1107 Alzheimers Hospitalization
## 1108 Alzheimers Hospitalization
## 1109 Alzheimers Hospitalization
## 1110 Alzheimers Hospitalization
## 1111 Alzheimers Hospitalization
## 1112 Alzheimers Hospitalization
## 1113 Alzheimers Hospitalization
## 1114 Alzheimers Hospitalization
## 1115 Alzheimers Hospitalization
## 1116 Alzheimers Hospitalization
## 1117 Alzheimers Hospitalization
## 1118 Alzheimers Hospitalization
## 1119 Alzheimers Hospitalization
## 1120 Alzheimers Hospitalization
## 1121 Alzheimers Hospitalization
## 1122 Alzheimers Hospitalization
## 1123 Alzheimers Hospitalization
## 1124 Alzheimers Hospitalization
## 1125 Alzheimers Hospitalization
## 1126 Alzheimers Hospitalization
## 1127 Alzheimers Hospitalization
## 1128 Alzheimers Hospitalization
## 1129 Alzheimers Hospitalization
## 1130 Alzheimers Hospitalization
## 1131 Alzheimers Hospitalization
## 1132 Alzheimers Hospitalization
## 1133 Alzheimers Hospitalization
## 1134 Alzheimers Hospitalization
## 1135 Alzheimers Hospitalization
## 1136 Alzheimers Hospitalization
## 1137 Alzheimers Hospitalization
## 1138 Alzheimers Hospitalization
## 1139 Alzheimers Hospitalization
## 1140 Alzheimers Hospitalization
## 1141 Alzheimers Hospitalization
## 1142 Alzheimers Hospitalization
## 1143 Alzheimers Hospitalization
## 1144 Alzheimers Hospitalization
## 1145 Alzheimers Hospitalization
## 1146 Alzheimers Hospitalization
## 1147 Alzheimers Hospitalization
## 1148 Alzheimers Hospitalization
## 1149 Alzheimers Hospitalization
## 1150 Alzheimers Hospitalization
## 1151 Alzheimers Hospitalization
## 1152 Alzheimers Hospitalization
## 1153 Alzheimers Hospitalization
## 1154 Alzheimers Hospitalization
## 1155 Alzheimers Hospitalization
## 1156 Alzheimers Hospitalization
## 1157 Alzheimers Hospitalization
## 1158 Alzheimers Hospitalization
## 1159 Alzheimers Hospitalization
## 1160 Alzheimers Hospitalization
## 1161 Alzheimers Hospitalization
## 1162 Alzheimers Hospitalization
## 1163 Alzheimers Hospitalization
## 1164 Alzheimers Hospitalization
## 1165 Alzheimers Hospitalization
## 1166 Alzheimers Hospitalization
## 1167 Alzheimers Hospitalization
## 1168 Alzheimers Hospitalization
## 1169 Alzheimers Hospitalization
## 1170 Alzheimers Hospitalization
## 1171 Alzheimers Hospitalization
## 1172 Alzheimers Hospitalization
## 1173 Alzheimers Hospitalization
## 1174 Alzheimers Hospitalization
## 1175 Alzheimers Hospitalization
## 1176 Alzheimers Hospitalization
## 1177 Alzheimers Hospitalization
## 1178 Alzheimers Hospitalization
## 1179 Alzheimers Hospitalization
## 1180 Alzheimers Hospitalization
## 1181 Alzheimers Hospitalization
## 1182 Alzheimers Hospitalization
## 1183 Alzheimers Hospitalization
## 1184 Alzheimers Hospitalization
## 1185 Alzheimers Hospitalization
## 1186 Alzheimers Hospitalization
## 1187 Alzheimers Hospitalization
## 1188 Alzheimers Hospitalization
## 1189 Alzheimers Hospitalization
## 1190 Alzheimers Hospitalization
## 1191 Alzheimers Hospitalization
## 1192 Alzheimers Hospitalization
## 1193 Alzheimers Hospitalization
## 1194 Alzheimers Hospitalization
## 1195 Alzheimers Hospitalization
## 1196 Alzheimers Hospitalization
## 1197 Alzheimers Hospitalization
## 1198 Alzheimers Hospitalization
## 1199 Alzheimers Hospitalization
## 1200 Alzheimers Hospitalization
## 1201 Alzheimers Hospitalization
## 1202 Alzheimers Hospitalization
## 1203 Alzheimers Hospitalization
## 1204 Alzheimers Hospitalization
## 1205 Alzheimers Hospitalization
## 1206 Alzheimers Hospitalization
## 1207 Alzheimers Hospitalization
## 1208 Alzheimers Hospitalization
## 1209 Alzheimers Hospitalization
## 1210 Alzheimers Hospitalization
## 1211 Alzheimers Hospitalization
## 1212 Alzheimers Hospitalization
## 1213 Alzheimers Hospitalization
## 1214 Alzheimers Hospitalization
## 1215 Alzheimers Hospitalization
## 1216 Alzheimers Hospitalization
## 1217 Alzheimers Hospitalization
## 1218 Alzheimers Hospitalization
## 1219 Alzheimers Hospitalization
## 1220 Alzheimers Hospitalization
## 1221 Alzheimers Hospitalization
## 1222 Alzheimers Hospitalization
## 1223 Alzheimers Hospitalization
## 1224 Alzheimers Hospitalization
## 1225 Alzheimers Hospitalization
## 1226 Alzheimers Hospitalization
## 1227 Alzheimers Hospitalization
## 1228 Alzheimers Hospitalization
## 1229 Alzheimers Hospitalization
## 1230 Alzheimers Hospitalization
## 1231 Alzheimers Hospitalization
## 1232 Alzheimers Hospitalization
## 1233 Alzheimers Hospitalization
## 1234 Alzheimers Hospitalization
## 1235 Alzheimers Hospitalization
## 1236 Alzheimers Hospitalization
## 1237 Alzheimers Hospitalization
## 1238 Alzheimers Hospitalization
## 1239 Alzheimers Hospitalization
## 1240 Alzheimers Hospitalization
## 1241 Alzheimers Hospitalization
## 1242 Alzheimers Hospitalization
## 1243 Alzheimers Hospitalization
## 1244 Alzheimers Hospitalization
## 1245 Alzheimers Hospitalization
## 1246 Alzheimers Hospitalization
## 1247 Alzheimers Hospitalization
## 1248 Alzheimers Hospitalization
## 1249 Alzheimers Hospitalization
## 1250 Alzheimers HospitalizationPer Dr. Evans’s suggestion, I proceeded to plot (with geom_point) the remaining 24 jurisdictions (including “State”) for comparison’s sake.
Alzheim_MD |>
filter(Jurisdiction == "State", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 1 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Allegany", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 30 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Anne Arundel", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 20 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Baltimore County", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 19 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Calvert", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 29 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Caroline", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 33 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Carroll", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 30 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Cecil", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 30 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Charles", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 20 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Dorchester", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 27 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Frederick", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 28 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Garrett", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 30 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Harford", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 24 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Howard", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 17 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Kent", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 30 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Montgomery", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 1 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Prince George's", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 18 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Queen Anne's", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 30 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Saint Mary's", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 23 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Somerset", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 36 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Talbot", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 30 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Washington", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 29 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Wicomico", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 21 rows containing missing values (`geom_point()`).
Alzheim_MD |>
filter(Jurisdiction == "Worcester", na.rm = TRUE) |>
group_by(Year, Race..ethnicity) |>
ggplot() +
geom_point(aes(x = Year, y = Value, color = Race..ethnicity))## Warning: Removed 28 rows containing missing values (`geom_point()`).