RPUBS.COM, SQL, R SCRIPTS
AND RMARKDOWN FILES UPLOADED ON GITHUB REPO


MIA SIRACUSA             RPUBS GITHUB

JAVERN WILSON          RPUBS GITHUB

YOHANNES DEBOCH    RPUBS GITHUB

KLEBER PEREZ           RPUBS GITHUB

Introduction

This project is used to identify the most valued data science skills. As a team, we have done a deep study in identifying some important skills. On the basis of our study we have categorized data science skills into 3 main groups:

  • Soft Skills
    • Communication
    • Collaboration
    • Critical Thinking
    • Problem Solving
    • Learning
    • Data Intuition
  • Hard Skills
    • Data Aqusistion and Analysis
    • Data Vizualization
    • Statistics and Probability
  • Tools
    • MySQL, R

As observed, the above skills are not exhaustive. For the purpose of identifying the most valued skills we decided to demonstrate our skills using a real world dataset. To this end, we have chosen US Chronic Disease Indicators (CDI).

Background

Centers for Disease Control and Prevention (CDC) - Division of Population Health provides cross-cutting set of 124 indicators that were developed by consensus and that allows states and territories and large metropolitan areas to uniformly define, collect, and report chronic disease data that are important to public health practice and available for states, territories and large metropolitan areas. In addition to providing access to state-specific indicator data, the CDI web site serves as a gateway to additional information and data resources. Chronic diseases represents 7 of the top 10 causes of death in the United States. They are defined broadly as conditions that last 1 year or more and require ongoing medical attention or limit activities of daily living or both. As we group, we would like to better understand the reasons behind the causes for Chronic Diseases. Going forward, this Project is designed to focus on the most valued skills used in Data Science in order to perform an Exploratory Analysis of the US Chrnoic Disease Indicators Dataset.

Objective

To use our chosen dataset to discover what are the most valued skills used in Data Science while working in a virtual team.
To also practice collaboration knowledge sharing and data analysis and problem solving.

Approach

For this project after having detailed discussion, we have decided to use US chronic disease indicators data proposed by Kleber (one of the team members). Using this dataset, we followed the following approach:

  • Means of Communication:
    • We created a Whatsapp group where we can share documents and make a group calls to discuss how we should do the project.
    • For the purpose of sharing code and rough drafts we have utilized Github and Rpubs .
  • Separate / delegate the work among the team members.
  • Each individual do their part of the work.
  • Combine everyone’s work to make a final work.

Motivation

Our motivation behind working as a team is due to the necessity of being able to effectively collaborate in a virtual environment . Working in a virtual team is essential as it will enhance two of the basic data science soft skills (communiction and collaboration). Nowadays people prefer a more flexible work schedule and working from home due to the inherent desire of maintaing work and life balance. This project has enabled us to practice how to mantain work and life balance working in a virtual team.

Data information

The Dataset has 124 indicators that are divided in 18 groups.  

Data source

The data was downloaded from the Center For Diseases Control and Prevention website in csv format.

How to load Dataset

We loaded the data into an R dataframe using MySQL RDBMS

# 2. variables Settings
db_user <- 'data607user'#newuser
db_password <- 'pass'
db_name <- 'uscdi'
db_host <- '35.226.130.145' # for remote access
db_port <- 3306
# 3. Read data from db
mydb <-  dbConnect(MySQL(), user = db_user, password = db_password,
                 dbname = db_name, host = db_host, port = db_port)
s <- paste0("SELECT DISTINCT YearStart, YearEnd, Topic, LocationAbbr FROM USChronicDiseaseIndicators WHERE LocationAbbr <> 'US';")
rs <- dbSendQuery(mydb, s)
df <-  fetch(rs, n = -1)
on.exit(dbDisconnect(mydb))
## Warning: Closing open result sets

This is a snapshot of the loaded dataset showing the indicator groups and the states connected with them.

#uf <- df %>% gather(Year, n, YearStart:YearEnd)
kable(df) %>%
  kable_styling("striped", "hovered") %>%
  scroll_box(height = "500px")
YearStart YearEnd Topic LocationAbbr
?YearStart YearEnd Topic LocationAb
2016 2016 Alcohol AL
2016 2016 Alcohol AK
2016 2016 Alcohol AZ
2016 2016 Alcohol AR
2016 2016 Alcohol CA
2016 2016 Alcohol CO
2016 2016 Alcohol CT
2016 2016 Alcohol DE
2016 2016 Alcohol DC
2016 2016 Alcohol FL
2016 2016 Alcohol GA
2016 2016 Alcohol HI
2016 2016 Alcohol ID
2016 2016 Alcohol IL
2016 2016 Alcohol IN
2016 2016 Alcohol IA
2016 2016 Alcohol KS
2016 2016 Alcohol KY
2016 2016 Alcohol LA
2016 2016 Alcohol ME
2016 2016 Alcohol MD
2016 2016 Alcohol MA
2016 2016 Alcohol MI
2016 2016 Alcohol MN
2016 2016 Alcohol MS
2016 2016 Alcohol MO
2016 2016 Alcohol MT
2016 2016 Alcohol NE
2016 2016 Alcohol NV
2016 2016 Alcohol NH
2016 2016 Alcohol NJ
2016 2016 Alcohol NM
2016 2016 Alcohol NY
2016 2016 Alcohol NC
2016 2016 Alcohol ND
2016 2016 Alcohol OH
2016 2016 Alcohol OK
2016 2016 Alcohol OR
2016 2016 Alcohol PA
2016 2016 Alcohol RI
2016 2016 Alcohol SC
2016 2016 Alcohol SD
2016 2016 Alcohol TN
2016 2016 Alcohol TX
2016 2016 Alcohol UT
2016 2016 Alcohol VT
2016 2016 Alcohol VA
2016 2016 Alcohol WA
2016 2016 Alcohol WV
2016 2016 Alcohol WI
2016 2016 Alcohol WY
2016 2016 Alcohol GU
2016 2016 Alcohol PR
2016 2016 Alcohol VI
2016 2016 Arthritis ME
2016 2016 Arthritis MD
2016 2016 Arthritis MA
2016 2016 Arthritis MI
2016 2016 Arthritis AL
2016 2016 Arthritis AK
2016 2016 Arthritis AZ
2016 2016 Arthritis AR
2016 2016 Arthritis CA
2016 2016 Arthritis CO
2016 2016 Arthritis CT
2016 2016 Arthritis DE
2016 2016 Arthritis DC
2016 2016 Arthritis FL
2016 2016 Arthritis GA
2016 2016 Arthritis HI
2016 2016 Arthritis ID
2016 2016 Arthritis IL
2016 2016 Arthritis IN
2016 2016 Arthritis IA
2016 2016 Arthritis KS
2016 2016 Arthritis KY
2016 2016 Arthritis LA
2016 2016 Arthritis MN
2016 2016 Arthritis MS
2016 2016 Arthritis MO
2016 2016 Arthritis MT
2016 2016 Arthritis NE
2016 2016 Arthritis NV
2016 2016 Arthritis NH
2016 2016 Arthritis NJ
2016 2016 Arthritis NM
2016 2016 Arthritis NY
2016 2016 Arthritis NC
2016 2016 Arthritis ND
2016 2016 Arthritis OH
2016 2016 Arthritis OK
2016 2016 Arthritis OR
2016 2016 Arthritis PA
2016 2016 Arthritis RI
2016 2016 Arthritis SC
2016 2016 Arthritis SD
2016 2016 Arthritis TN
2016 2016 Arthritis TX
2016 2016 Arthritis UT
2016 2016 Arthritis VT
2016 2016 Arthritis VA
2016 2016 Arthritis WA
2016 2016 Arthritis WV
2016 2016 Arthritis WI
2016 2016 Arthritis WY
2016 2016 Arthritis GU
2016 2016 Arthritis PR
2016 2016 Arthritis VI
2016 2016 Asthma IL
2016 2016 Asthma IN
2016 2016 Asthma IA
2016 2016 Asthma KS
2016 2016 Asthma KY
2016 2016 Asthma MN
2016 2016 Asthma LA
2016 2016 Asthma ME
2016 2016 Asthma MD
2016 2016 Asthma VT
2016 2016 Asthma VA
2016 2016 Asthma FL
2016 2016 Asthma GU
2016 2016 Asthma MS
2016 2016 Asthma HI
2016 2016 Asthma ID
2016 2016 Asthma MO
2016 2016 Asthma AL
2016 2016 Asthma AK
2016 2016 Asthma AZ
2016 2016 Asthma AR
2016 2016 Asthma CA
2016 2016 Asthma CO
2016 2016 Asthma CT
2016 2016 Asthma DE
2016 2016 Asthma DC
2016 2016 Asthma GA
2016 2016 Asthma MA
2016 2016 Asthma MI
2016 2016 Asthma MT
2016 2016 Asthma NE
2016 2016 Asthma NV
2016 2016 Asthma NH
2016 2016 Asthma NJ
2016 2016 Asthma NM
2016 2016 Asthma NY
2016 2016 Asthma NC
2016 2016 Asthma ND
2016 2016 Asthma OH
2016 2016 Asthma OK
2016 2016 Asthma OR
2016 2016 Asthma PA
2016 2016 Asthma RI
2016 2016 Asthma SC
2016 2016 Asthma SD
2016 2016 Asthma TN
2016 2016 Asthma TX
2016 2016 Asthma UT
2016 2016 Asthma WA
2016 2016 Asthma WV
2016 2016 Asthma WI
2016 2016 Asthma WY
2016 2016 Asthma PR
2016 2016 Asthma VI
2016 2016 Cancer IL
2016 2016 Cancer ND
2016 2016 Cancer OH
2016 2016 Cancer OK
2016 2016 Cancer IN
2016 2016 Cancer OR
2016 2016 Cancer IA
2016 2016 Cancer KS
2016 2016 Cancer KY
2016 2016 Cancer LA
2016 2016 Cancer PA
2016 2016 Cancer ME
2016 2016 Cancer MD
2016 2016 Cancer MA
2016 2016 Cancer MI
2016 2016 Cancer MN
2016 2016 Cancer MS
2016 2016 Cancer MO
2016 2016 Cancer MT
2016 2016 Cancer NE
2016 2016 Cancer NV
2016 2016 Cancer NH
2016 2016 Cancer NJ
2016 2016 Cancer NC
2016 2016 Cancer NM
2016 2016 Cancer FL
2016 2016 Cancer GA
2016 2016 Cancer HI
2016 2016 Cancer ID
2016 2016 Cancer AL
2016 2016 Cancer AK
2016 2016 Cancer AZ
2016 2016 Cancer AR
2016 2016 Cancer CA
2016 2016 Cancer CO
2016 2016 Cancer CT
2016 2016 Cancer DE
2016 2016 Cancer DC
2016 2016 Cancer NY
2016 2016 Cancer RI
2016 2016 Cancer SC
2016 2016 Cancer SD
2016 2016 Cancer TN
2016 2016 Cancer TX
2016 2016 Cancer UT
2016 2016 Cancer VT
2016 2016 Cancer VA
2016 2016 Cancer WA
2016 2016 Cancer WV
2016 2016 Cancer WI
2016 2016 Cancer WY
2016 2016 Cancer GU
2016 2016 Cancer PR
2016 2016 Cancer VI
2016 2016 Diabetes HI
2016 2016 Diabetes ID
2016 2016 Diabetes IL
2016 2016 Diabetes MN
2016 2016 Diabetes GU
2016 2016 Diabetes IN
2016 2016 Diabetes IA
2016 2016 Diabetes PR
2016 2016 Mental Health UT
2016 2016 Diabetes KS
2016 2016 Mental Health VT
2016 2016 Diabetes DC
2016 2016 Mental Health VA
2016 2016 Chronic Obstructive Pulmonary Disease GA
2016 2016 Diabetes KY
2016 2016 Chronic Obstructive Pulmonary Disease HI
2016 2016 Diabetes LA
2016 2016 Chronic Obstructive Pulmonary Disease AL
2016 2016 Chronic Obstructive Pulmonary Disease AK
2016 2016 Chronic Obstructive Pulmonary Disease AZ
2016 2016 Chronic Obstructive Pulmonary Disease AR
2016 2016 Chronic Obstructive Pulmonary Disease CA
2016 2016 Chronic Obstructive Pulmonary Disease CO
2016 2016 Chronic Obstructive Pulmonary Disease CT
2016 2016 Chronic Obstructive Pulmonary Disease DE
2016 2016 Chronic Obstructive Pulmonary Disease DC
2016 2016 Chronic Obstructive Pulmonary Disease FL
2016 2016 Chronic Obstructive Pulmonary Disease ID
2016 2016 Chronic Obstructive Pulmonary Disease IL
2016 2016 Chronic Obstructive Pulmonary Disease IN
2016 2016 Chronic Obstructive Pulmonary Disease IA
2016 2016 Chronic Obstructive Pulmonary Disease KS
2016 2016 Chronic Obstructive Pulmonary Disease KY
2016 2016 Chronic Obstructive Pulmonary Disease LA
2016 2016 Chronic Obstructive Pulmonary Disease ME
2016 2016 Chronic Obstructive Pulmonary Disease MD
2016 2016 Chronic Obstructive Pulmonary Disease MA
2016 2016 Chronic Obstructive Pulmonary Disease MI
2016 2016 Chronic Obstructive Pulmonary Disease MN
2016 2016 Chronic Obstructive Pulmonary Disease MS
2016 2016 Chronic Obstructive Pulmonary Disease MO
2016 2016 Chronic Obstructive Pulmonary Disease MT
2016 2016 Chronic Obstructive Pulmonary Disease NE
2016 2016 Chronic Obstructive Pulmonary Disease NV
2016 2016 Chronic Obstructive Pulmonary Disease NH
2016 2016 Chronic Obstructive Pulmonary Disease NJ
2016 2016 Chronic Obstructive Pulmonary Disease NM
2016 2016 Chronic Obstructive Pulmonary Disease NY
2016 2016 Chronic Obstructive Pulmonary Disease NC
2016 2016 Chronic Obstructive Pulmonary Disease ND
2016 2016 Chronic Obstructive Pulmonary Disease OH
2016 2016 Chronic Obstructive Pulmonary Disease OK
2016 2016 Chronic Obstructive Pulmonary Disease OR
2016 2016 Chronic Obstructive Pulmonary Disease PA
2016 2016 Chronic Obstructive Pulmonary Disease RI
2016 2016 Chronic Obstructive Pulmonary Disease SC
2016 2016 Chronic Obstructive Pulmonary Disease SD
2016 2016 Chronic Obstructive Pulmonary Disease TN
2016 2016 Chronic Obstructive Pulmonary Disease TX
2016 2016 Chronic Obstructive Pulmonary Disease UT
2016 2016 Chronic Obstructive Pulmonary Disease VT
2016 2016 Chronic Obstructive Pulmonary Disease VA
2016 2016 Chronic Obstructive Pulmonary Disease WA
2016 2016 Chronic Obstructive Pulmonary Disease WV
2016 2016 Chronic Obstructive Pulmonary Disease WI
2016 2016 Chronic Obstructive Pulmonary Disease WY
2016 2016 Chronic Obstructive Pulmonary Disease GU
2016 2016 Chronic Obstructive Pulmonary Disease PR
2016 2016 Chronic Obstructive Pulmonary Disease VI
2016 2016 Diabetes ME
2016 2016 Diabetes MD
2016 2016 Diabetes VA
2016 2016 Oral Health MI
2016 2016 Diabetes FL
2016 2016 Diabetes GA
2016 2016 Diabetes WA
2016 2016 Mental Health PR
2016 2016 Diabetes AK
2016 2016 Mental Health IL
2016 2016 Mental Health IN
2016 2016 Diabetes AL
2016 2016 Mental Health IA
2016 2016 Diabetes MA
2016 2016 Diabetes MI
2016 2016 Mental Health KS
2016 2016 Oral Health LA
2016 2016 Diabetes MS
2016 2016 Oral Health ME
2016 2016 Oral Health MD
2016 2016 Oral Health VA
2016 2016 Diabetes MO
2016 2016 Diabetes MT
2016 2016 Oral Health WA
2016 2016 Diabetes NE
2016 2016 Diabetes NV
2016 2016 Diabetes NH
2016 2016 Oral Health GA
2016 2016 Diabetes NJ
2016 2016 Diabetes NM
2016 2016 Diabetes NY
2016 2016 Diabetes NC
2016 2016 Oral Health HI
2016 2016 Oral Health ID
2016 2016 Oral Health IL
2016 2016 Oral Health IN
2016 2016 Oral Health IA
2016 2016 Oral Health KS
2016 2016 Oral Health KY
2016 2016 Diabetes ND
2016 2016 Diabetes OH
2016 2016 Oral Health MA
2016 2016 Diabetes OK
2016 2016 Diabetes OR
2016 2016 Diabetes PA
2016 2016 Diabetes RI
2016 2016 Oral Health MN
2016 2016 Oral Health MS
2016 2016 Oral Health MO
2016 2016 Oral Health MT
2016 2016 Cardiovascular Disease AZ
2016 2016 Cardiovascular Disease AR
2016 2016 Oral Health NE
2016 2016 Diabetes SC
2016 2016 Oral Health NV
2016 2016 Cardiovascular Disease AL
2016 2016 Oral Health NH
2016 2016 Cardiovascular Disease AK
2016 2016 Cardiovascular Disease CA
2016 2016 Cardiovascular Disease CO
2016 2016 Cardiovascular Disease CT
2016 2016 Cardiovascular Disease DE
2016 2016 Cardiovascular Disease DC
2016 2016 Cardiovascular Disease FL
2016 2016 Cardiovascular Disease GA
2016 2016 Cardiovascular Disease HI
2016 2016 Cardiovascular Disease ID
2016 2016 Cardiovascular Disease IL
2016 2016 Cardiovascular Disease IN
2016 2016 Cardiovascular Disease IA
2016 2016 Cardiovascular Disease KS
2016 2016 Cardiovascular Disease KY
2016 2016 Cardiovascular Disease LA
2016 2016 Cardiovascular Disease ME
2016 2016 Cardiovascular Disease MD
2016 2016 Cardiovascular Disease MA
2016 2016 Cardiovascular Disease MI
2016 2016 Cardiovascular Disease MN
2016 2016 Cardiovascular Disease MS
2016 2016 Cardiovascular Disease MO
2016 2016 Cardiovascular Disease MT
2016 2016 Cardiovascular Disease NE
2016 2016 Cardiovascular Disease NV
2016 2016 Cardiovascular Disease NH
2016 2016 Cardiovascular Disease NJ
2016 2016 Cardiovascular Disease NM
2016 2016 Cardiovascular Disease NY
2016 2016 Cardiovascular Disease NC
2016 2016 Cardiovascular Disease ND
2016 2016 Cardiovascular Disease OH
2016 2016 Cardiovascular Disease OK
2016 2016 Cardiovascular Disease OR
2016 2016 Cardiovascular Disease PA
2016 2016 Cardiovascular Disease RI
2016 2016 Cardiovascular Disease SC
2016 2016 Cardiovascular Disease SD
2016 2016 Cardiovascular Disease TN
2016 2016 Cardiovascular Disease TX
2016 2016 Cardiovascular Disease UT
2016 2016 Cardiovascular Disease VT
2016 2016 Cardiovascular Disease VA
2016 2016 Cardiovascular Disease WA
2016 2016 Cardiovascular Disease WV
2016 2016 Cardiovascular Disease WI
2016 2016 Cardiovascular Disease WY
2016 2016 Cardiovascular Disease GU
2016 2016 Cardiovascular Disease PR
2016 2016 Cardiovascular Disease VI
2016 2016 Oral Health NJ
2016 2016 Diabetes SD
2016 2016 Oral Health NM
2016 2016 Diabetes TN
2016 2016 Diabetes TX
2016 2016 Diabetes UT
2016 2016 Diabetes VT
2016 2016 Oral Health NY
2016 2016 Oral Health NC
2016 2016 Oral Health ND
2016 2016 Oral Health OH
2016 2016 Diabetes WV
2016 2016 Diabetes WI
2016 2016 Diabetes WY
2016 2016 Oral Health OK
2016 2016 Oral Health OR
2016 2016 Diabetes VI
2016 2016 Diabetes AZ
2016 2016 Diabetes AR
2016 2016 Diabetes CA
2016 2016 Diabetes CO
2016 2016 Diabetes CT
2016 2016 Diabetes DE
2016 2016 Oral Health GU
2016 2016 Oral Health PR
2016 2016 Oral Health PA
2016 2016 Oral Health VI
2016 2016 Oral Health RI
2016 2016 Oral Health SC
2016 2016 Oral Health SD
2016 2016 Oral Health TN
2016 2016 Oral Health TX
2016 2016 Oral Health UT
2016 2016 Oral Health VT
2016 2016 Oral Health WV
2016 2016 Oral Health WI
2016 2016 Oral Health WY
2016 2016 Oral Health AL
2016 2016 Oral Health DE
2016 2016 Oral Health AK
2016 2016 Oral Health AZ
2016 2016 Oral Health AR
2016 2016 Oral Health CA
2016 2016 Oral Health CO
2016 2016 Oral Health CT
2016 2016 Immunization ID
2016 2016 Immunization IL
2016 2016 Immunization IN
2016 2016 Immunization IA
2016 2016 Immunization KS
2016 2016 Immunization GA
2016 2016 Immunization HI
2016 2016 Immunization AL
2016 2016 Immunization AK
2016 2016 Immunization AZ
2016 2016 Immunization AR
2016 2016 Immunization CA
2016 2016 Immunization CO
2016 2016 Immunization CT
2016 2016 Immunization DE
2016 2016 Immunization DC
2016 2016 Immunization FL
2016 2016 Immunization KY
2016 2016 Immunization LA
2016 2016 Immunization ME
2016 2016 Immunization MD
2016 2016 Immunization MA
2016 2016 Immunization MI
2016 2016 Immunization MN
2016 2016 Immunization MS
2016 2016 Immunization MO
2016 2016 Immunization MT
2016 2016 Immunization NE
2016 2016 Immunization NV
2016 2016 Immunization NH
2016 2016 Immunization NJ
2016 2016 Immunization NM
2016 2016 Immunization NY
2016 2016 Immunization NC
2016 2016 Immunization ND
2016 2016 Immunization OH
2016 2016 Immunization OK
2016 2016 Immunization OR
2016 2016 Immunization PA
2016 2016 Immunization RI
2016 2016 Immunization SC
2016 2016 Immunization SD
2016 2016 Immunization TN
2016 2016 Immunization TX
2016 2016 Immunization UT
2016 2016 Immunization VT
2016 2016 Immunization VA
2016 2016 Immunization WA
2016 2016 Immunization WV
2016 2016 Immunization WI
2016 2016 Immunization WY
2016 2016 Immunization GU
2016 2016 Immunization PR
2016 2016 Immunization VI
2016 2016 Oral Health DC
2016 2016 Mental Health LA
2016 2016 Mental Health GU
2016 2016 Mental Health ME
2016 2016 Mental Health AL
2016 2016 Mental Health AK
2016 2016 Mental Health AZ
2016 2016 Mental Health AR
2016 2016 Mental Health CA
2016 2016 Mental Health CO
2016 2016 Mental Health CT
2016 2016 Mental Health DE
2016 2016 Mental Health DC
2016 2016 Mental Health FL
2016 2016 Mental Health GA
2016 2016 Mental Health HI
2016 2016 Mental Health ID
2016 2016 Mental Health KY
2016 2016 Mental Health MD
2016 2016 Mental Health MA
2016 2016 Mental Health MI
2016 2016 Mental Health MN
2016 2016 Mental Health MS
2016 2016 Mental Health MO
2016 2016 Mental Health MT
2016 2016 Mental Health NE
2016 2016 Mental Health NV
2016 2016 Mental Health NH
2016 2016 Mental Health NJ
2016 2016 Mental Health NM
2016 2016 Mental Health NY
2016 2016 Mental Health NC
2016 2016 Mental Health ND
2016 2016 Mental Health OH
2016 2016 Mental Health OK
2016 2016 Mental Health OR
2016 2016 Mental Health PA
2016 2016 Mental Health RI
2016 2016 Mental Health SC
2016 2016 Mental Health SD
2016 2016 Mental Health TN
2016 2016 Mental Health TX
2016 2016 Mental Health WA
2016 2016 Mental Health WV
2016 2016 Mental Health WI
2016 2016 Mental Health WY
2016 2016 Mental Health VI
2016 2016 Oral Health FL
2016 2016 Chronic Kidney Disease MI
2016 2016 Chronic Kidney Disease KY
2016 2016 Chronic Kidney Disease LA
2016 2016 Chronic Kidney Disease AL
2016 2016 Chronic Kidney Disease AK
2016 2016 Chronic Kidney Disease AZ
2016 2016 Chronic Kidney Disease AR
2016 2016 Chronic Kidney Disease CA
2016 2016 Chronic Kidney Disease CO
2016 2016 Chronic Kidney Disease CT
2016 2016 Chronic Kidney Disease DE
2016 2016 Chronic Kidney Disease DC
2016 2016 Chronic Kidney Disease FL
2016 2016 Chronic Kidney Disease GA
2016 2016 Chronic Kidney Disease HI
2016 2016 Chronic Kidney Disease ID
2016 2016 Chronic Kidney Disease IL
2016 2016 Chronic Kidney Disease IN
2016 2016 Chronic Kidney Disease IA
2016 2016 Chronic Kidney Disease KS
2016 2016 Chronic Kidney Disease ME
2016 2016 Chronic Kidney Disease MD
2016 2016 Chronic Kidney Disease MA
2016 2016 Chronic Kidney Disease MN
2016 2016 Chronic Kidney Disease MS
2016 2016 Chronic Kidney Disease MO
2016 2016 Chronic Kidney Disease MT
2016 2016 Chronic Kidney Disease NE
2016 2016 Chronic Kidney Disease NV
2016 2016 Chronic Kidney Disease NH
2016 2016 Chronic Kidney Disease NJ
2016 2016 Chronic Kidney Disease NM
2016 2016 Chronic Kidney Disease NY
2016 2016 Chronic Kidney Disease NC
2016 2016 Chronic Kidney Disease ND
2016 2016 Chronic Kidney Disease OH
2016 2016 Chronic Kidney Disease OK
2016 2016 Chronic Kidney Disease OR
2016 2016 Chronic Kidney Disease PA
2016 2016 Chronic Kidney Disease RI
2016 2016 Chronic Kidney Disease SC
2016 2016 Chronic Kidney Disease SD
2016 2016 Chronic Kidney Disease TN
2016 2016 Chronic Kidney Disease TX
2016 2016 Chronic Kidney Disease UT
2016 2016 Chronic Kidney Disease VT
2016 2016 Chronic Kidney Disease VA
2016 2016 Chronic Kidney Disease WA
2016 2016 Chronic Kidney Disease WV
2016 2016 Chronic Kidney Disease WI
2016 2016 Chronic Kidney Disease WY
2016 2016 Chronic Kidney Disease GU
2016 2016 Chronic Kidney Disease PR
2016 2016 Chronic Kidney Disease VI
2016 2016 Nutrition, Physical Activity, and Weight Status MS
2016 2016 Nutrition, Physical Activity, and Weight Status TX
2016 2016 Nutrition, Physical Activity, and Weight Status UT
2016 2016 Nutrition, Physical Activity, and Weight Status VT
2016 2016 Nutrition, Physical Activity, and Weight Status IA
2016 2016 Nutrition, Physical Activity, and Weight Status VA
2016 2016 Nutrition, Physical Activity, and Weight Status AL
2016 2016 Nutrition, Physical Activity, and Weight Status AK
2016 2016 Nutrition, Physical Activity, and Weight Status AZ
2016 2016 Nutrition, Physical Activity, and Weight Status AR
2016 2016 Nutrition, Physical Activity, and Weight Status CA
2016 2016 Nutrition, Physical Activity, and Weight Status CO
2016 2016 Nutrition, Physical Activity, and Weight Status CT
2016 2016 Nutrition, Physical Activity, and Weight Status DE
2016 2016 Nutrition, Physical Activity, and Weight Status DC
2016 2016 Nutrition, Physical Activity, and Weight Status FL
2016 2016 Nutrition, Physical Activity, and Weight Status GA
2016 2016 Nutrition, Physical Activity, and Weight Status HI
2016 2016 Nutrition, Physical Activity, and Weight Status ID
2016 2016 Nutrition, Physical Activity, and Weight Status IL
2016 2016 Nutrition, Physical Activity, and Weight Status IN
2016 2016 Nutrition, Physical Activity, and Weight Status KS
2016 2016 Nutrition, Physical Activity, and Weight Status KY
2016 2016 Nutrition, Physical Activity, and Weight Status LA
2016 2016 Nutrition, Physical Activity, and Weight Status ME
2016 2016 Nutrition, Physical Activity, and Weight Status MD
2016 2016 Nutrition, Physical Activity, and Weight Status MA
2016 2016 Nutrition, Physical Activity, and Weight Status MI
2016 2016 Nutrition, Physical Activity, and Weight Status MN
2016 2016 Nutrition, Physical Activity, and Weight Status MO
2016 2016 Nutrition, Physical Activity, and Weight Status MT
2016 2016 Nutrition, Physical Activity, and Weight Status NE
2016 2016 Nutrition, Physical Activity, and Weight Status NV
2016 2016 Nutrition, Physical Activity, and Weight Status NH
2016 2016 Nutrition, Physical Activity, and Weight Status NJ
2016 2016 Nutrition, Physical Activity, and Weight Status NM
2016 2016 Nutrition, Physical Activity, and Weight Status NY
2016 2016 Nutrition, Physical Activity, and Weight Status NC
2016 2016 Nutrition, Physical Activity, and Weight Status ND
2016 2016 Nutrition, Physical Activity, and Weight Status OH
2016 2016 Nutrition, Physical Activity, and Weight Status OK
2016 2016 Nutrition, Physical Activity, and Weight Status OR
2016 2016 Nutrition, Physical Activity, and Weight Status PA
2016 2016 Nutrition, Physical Activity, and Weight Status RI
2016 2016 Nutrition, Physical Activity, and Weight Status SC
2016 2016 Nutrition, Physical Activity, and Weight Status SD
2016 2016 Nutrition, Physical Activity, and Weight Status TN
2016 2016 Nutrition, Physical Activity, and Weight Status WA
2016 2016 Nutrition, Physical Activity, and Weight Status WV
2016 2016 Nutrition, Physical Activity, and Weight Status WI
2016 2016 Nutrition, Physical Activity, and Weight Status WY
2016 2016 Nutrition, Physical Activity, and Weight Status GU
2016 2016 Nutrition, Physical Activity, and Weight Status PR
2016 2016 Nutrition, Physical Activity, and Weight Status VI
2016 2016 Older Adults AL
2016 2016 Older Adults AK
2016 2016 Older Adults AZ
2016 2016 Older Adults AR
2016 2016 Older Adults CA
2016 2016 Older Adults CO
2016 2016 Older Adults CT
2016 2016 Older Adults DE
2016 2016 Older Adults DC
2016 2016 Older Adults FL
2016 2016 Older Adults GA
2016 2016 Older Adults HI
2016 2016 Older Adults ID
2016 2016 Older Adults IL
2016 2016 Older Adults IN
2016 2016 Older Adults IA
2016 2016 Older Adults KS
2016 2016 Older Adults KY
2016 2016 Older Adults LA
2016 2016 Older Adults ME
2016 2016 Older Adults MD
2016 2016 Older Adults MA
2016 2016 Older Adults MI
2016 2016 Older Adults MN
2016 2016 Older Adults MS
2016 2016 Older Adults MO
2016 2016 Older Adults MT
2016 2016 Older Adults NE
2016 2016 Older Adults NV
2016 2016 Older Adults NH
2016 2016 Older Adults NJ
2016 2016 Older Adults NM
2016 2016 Older Adults NY
2016 2016 Older Adults NC
2016 2016 Older Adults ND
2016 2016 Older Adults OH
2016 2016 Older Adults OK
2016 2016 Older Adults OR
2016 2016 Older Adults PA
2016 2016 Older Adults RI
2016 2016 Older Adults SC
2016 2016 Older Adults SD
2016 2016 Older Adults TN
2016 2016 Older Adults TX
2016 2016 Older Adults UT
2016 2016 Older Adults VT
2016 2016 Older Adults VA
2016 2016 Older Adults WA
2016 2016 Older Adults WV
2016 2016 Older Adults WI
2016 2016 Older Adults WY
2016 2016 Older Adults GU
2016 2016 Older Adults PR
2016 2016 Older Adults VI
2016 2016 Tobacco KY
2016 2016 Tobacco WI
2016 2016 Tobacco WY
2016 2016 Tobacco LA
2016 2016 Tobacco GU
2016 2016 Overarching Conditions AL
2016 2016 Overarching Conditions AK
2016 2016 Overarching Conditions AZ
2016 2016 Overarching Conditions AR
2016 2016 Overarching Conditions CA
2016 2016 Overarching Conditions CO
2016 2016 Overarching Conditions CT
2016 2016 Overarching Conditions DE
2016 2016 Overarching Conditions DC
2016 2016 Overarching Conditions FL
2016 2016 Overarching Conditions GA
2016 2016 Overarching Conditions HI
2016 2016 Overarching Conditions ID
2016 2016 Overarching Conditions IL
2016 2016 Overarching Conditions IN
2016 2016 Overarching Conditions IA
2016 2016 Overarching Conditions KS
2016 2016 Overarching Conditions KY
2016 2016 Overarching Conditions LA
2016 2016 Overarching Conditions ME
2016 2016 Overarching Conditions MD
2016 2016 Overarching Conditions MA
2016 2016 Overarching Conditions MI
2016 2016 Overarching Conditions MN
2016 2016 Overarching Conditions MS
2016 2016 Overarching Conditions MO
2016 2016 Overarching Conditions MT
2016 2016 Overarching Conditions NE
2016 2016 Overarching Conditions NV
2016 2016 Overarching Conditions NH
2016 2016 Overarching Conditions NJ
2016 2016 Overarching Conditions NM
2016 2016 Overarching Conditions NY
2016 2016 Overarching Conditions NC
2016 2016 Overarching Conditions ND
2016 2016 Overarching Conditions OH
2016 2016 Overarching Conditions OK
2016 2016 Overarching Conditions OR
2016 2016 Overarching Conditions PA
2016 2016 Overarching Conditions RI
2016 2016 Overarching Conditions SC
2016 2016 Overarching Conditions SD
2016 2016 Overarching Conditions TN
2016 2016 Overarching Conditions TX
2016 2016 Overarching Conditions UT
2016 2016 Overarching Conditions VT
2016 2016 Overarching Conditions VA
2016 2016 Overarching Conditions WA
2016 2016 Overarching Conditions WV
2016 2016 Overarching Conditions WI
2016 2016 Overarching Conditions WY
2016 2016 Overarching Conditions GU
2016 2016 Overarching Conditions PR
2016 2016 Overarching Conditions VI
2016 2016 Tobacco ME
2016 2016 Tobacco MD
2016 2016 Tobacco MA
2016 2016 Tobacco MI
2016 2016 Tobacco MN
2016 2016 Tobacco MS
2016 2016 Tobacco PR
2016 2016 Tobacco MO
2016 2016 Tobacco VI
2016 2016 Tobacco MT
2016 2016 Tobacco NE
2016 2016 Tobacco NV
2016 2016 Tobacco NH
2016 2016 Tobacco NJ
2016 2016 Tobacco NM
2016 2016 Tobacco NY
2016 2016 Tobacco PA
2016 2016 Reproductive Health DE
2016 2016 Tobacco RI
2016 2016 Reproductive Health AL
2016 2016 Reproductive Health AK
2016 2016 Reproductive Health AZ
2016 2016 Reproductive Health AR
2016 2016 Reproductive Health CA
2016 2016 Reproductive Health CO
2016 2016 Reproductive Health CT
2016 2016 Reproductive Health DC
2016 2016 Reproductive Health FL
2016 2016 Reproductive Health GA
2016 2016 Reproductive Health HI
2016 2016 Reproductive Health ID
2016 2016 Reproductive Health IL
2016 2016 Reproductive Health IN
2016 2016 Reproductive Health IA
2016 2016 Reproductive Health KS
2016 2016 Reproductive Health KY
2016 2016 Reproductive Health LA
2016 2016 Reproductive Health ME
2016 2016 Reproductive Health MD
2016 2016 Reproductive Health MA
2016 2016 Reproductive Health MI
2016 2016 Reproductive Health MN
2016 2016 Reproductive Health MS
2016 2016 Reproductive Health MO
2016 2016 Reproductive Health MT
2016 2016 Reproductive Health NE
2016 2016 Reproductive Health NV
2016 2016 Reproductive Health NH
2016 2016 Reproductive Health NJ
2016 2016 Reproductive Health NM
2016 2016 Reproductive Health NY
2016 2016 Reproductive Health NC
2016 2016 Reproductive Health ND
2016 2016 Reproductive Health OH
2016 2016 Reproductive Health OK
2016 2016 Reproductive Health OR
2016 2016 Reproductive Health PA
2016 2016 Reproductive Health RI
2016 2016 Reproductive Health SC
2016 2016 Reproductive Health SD
2016 2016 Reproductive Health TN
2016 2016 Reproductive Health TX
2016 2016 Reproductive Health UT
2016 2016 Reproductive Health VT
2016 2016 Reproductive Health VA
2016 2016 Reproductive Health WA
2016 2016 Reproductive Health WV
2016 2016 Reproductive Health WI
2016 2016 Reproductive Health WY
2016 2016 Reproductive Health GU
2016 2016 Reproductive Health PR
2016 2016 Reproductive Health VI
2016 2016 Tobacco IA
2016 2016 Tobacco IN
2016 2016 Tobacco SC
2016 2016 Tobacco AL
2016 2016 Tobacco AK
2016 2016 Tobacco AZ
2016 2016 Tobacco AR
2016 2016 Tobacco CA
2016 2016 Tobacco CO
2016 2016 Tobacco CT
2016 2016 Tobacco DE
2016 2016 Tobacco DC
2016 2016 Tobacco FL
2016 2016 Tobacco GA
2016 2016 Tobacco HI
2016 2016 Tobacco ID
2016 2016 Tobacco IL
2016 2016 Tobacco KS
2016 2016 Tobacco NC
2016 2016 Tobacco ND
2016 2016 Tobacco OH
2016 2016 Tobacco OK
2016 2016 Tobacco OR
2016 2016 Tobacco SD
2016 2016 Tobacco TN
2016 2016 Tobacco TX
2016 2016 Tobacco UT
2016 2016 Tobacco VT
2016 2016 Tobacco VA
2016 2016 Tobacco WA
2016 2016 Tobacco WV
2015 2015 Alcohol MD
2015 2015 Alcohol AR
2015 2015 Alcohol ME
2015 2015 Alcohol WI
2015 2015 Alcohol IL
2015 2015 Alcohol IN
2015 2015 Alcohol KS
2015 2015 Alcohol AZ
2015 2015 Alcohol KY
2015 2015 Alcohol LA
2015 2015 Alcohol MA
2015 2015 Alcohol AK
2015 2015 Alcohol AL
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2012 2012 Mental Health PA
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2012 2012 Overarching Conditions WA
2012 2012 Mental Health VT
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2012 2012 Mental Health WV
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2012 2012 Nutrition, Physical Activity, and Weight Status AR
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2012 2012 Overarching Conditions WV
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2012 2012 Nutrition, Physical Activity, and Weight Status FL
2012 2012 Nutrition, Physical Activity, and Weight Status GA
2012 2012 Nutrition, Physical Activity, and Weight Status GU
2012 2012 Nutrition, Physical Activity, and Weight Status HI
2012 2012 Nutrition, Physical Activity, and Weight Status IA
2012 2012 Nutrition, Physical Activity, and Weight Status ID
2012 2012 Nutrition, Physical Activity, and Weight Status IL
2012 2012 Nutrition, Physical Activity, and Weight Status IN
2012 2012 Oral Health GU
2012 2012 Nutrition, Physical Activity, and Weight Status KS
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2012 2012 Nutrition, Physical Activity, and Weight Status NC
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2012 2012 Nutrition, Physical Activity, and Weight Status NV
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2012 2012 Nutrition, Physical Activity, and Weight Status OK
2012 2012 Overarching Conditions WY
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2012 2012 Nutrition, Physical Activity, and Weight Status PA
2012 2012 Nutrition, Physical Activity, and Weight Status PR
2012 2012 Nutrition, Physical Activity, and Weight Status RI
2012 2012 Nutrition, Physical Activity, and Weight Status SC
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2012 2012 Nutrition, Physical Activity, and Weight Status TN
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2012 2012 Nutrition, Physical Activity, and Weight Status UT
2012 2012 Nutrition, Physical Activity, and Weight Status VA
2012 2012 Nutrition, Physical Activity, and Weight Status VI
2012 2012 Nutrition, Physical Activity, and Weight Status VT
2012 2012 Nutrition, Physical Activity, and Weight Status WA
2012 2012 Nutrition, Physical Activity, and Weight Status WI
2012 2012 Nutrition, Physical Activity, and Weight Status WV
2012 2012 Nutrition, Physical Activity, and Weight Status WY
2012 2012 Tobacco AL
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2011 2011 Asthma ME
2011 2011 Asthma NV
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2011 2011 Diabetes WA
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2011 2011 Chronic Kidney Disease MS
2011 2011 Chronic Kidney Disease MT
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2011 2011 Chronic Kidney Disease ID
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2011 2011 Chronic Kidney Disease KY
2011 2011 Chronic Kidney Disease MA
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2011 2011 Chronic Kidney Disease ME
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2011 2011 Chronic Kidney Disease NC
2011 2011 Chronic Kidney Disease ND
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2011 2011 Chronic Kidney Disease GU
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2011 2011 Chronic Kidney Disease VI
2011 2011 Chronic Obstructive Pulmonary Disease AK
2011 2011 Chronic Obstructive Pulmonary Disease AL
2011 2011 Chronic Obstructive Pulmonary Disease AR
2011 2011 Chronic Obstructive Pulmonary Disease AZ
2011 2011 Chronic Obstructive Pulmonary Disease CA
2011 2011 Chronic Obstructive Pulmonary Disease CO
2011 2011 Chronic Obstructive Pulmonary Disease CT
2011 2011 Chronic Obstructive Pulmonary Disease DC
2011 2011 Chronic Obstructive Pulmonary Disease DE
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2011 2011 Chronic Obstructive Pulmonary Disease GA
2011 2011 Chronic Obstructive Pulmonary Disease GU
2011 2011 Chronic Obstructive Pulmonary Disease HI
2011 2011 Chronic Obstructive Pulmonary Disease IA
2011 2011 Chronic Obstructive Pulmonary Disease ID
2011 2011 Cardiovascular Disease CT
2011 2011 Chronic Obstructive Pulmonary Disease IL
2011 2011 Chronic Obstructive Pulmonary Disease IN
2011 2011 Chronic Obstructive Pulmonary Disease KS
2011 2011 Chronic Obstructive Pulmonary Disease KY
2011 2011 Chronic Obstructive Pulmonary Disease LA
2011 2011 Chronic Obstructive Pulmonary Disease MA
2011 2011 Chronic Obstructive Pulmonary Disease MD
2011 2011 Chronic Obstructive Pulmonary Disease ME
2011 2011 Chronic Obstructive Pulmonary Disease MI
2011 2011 Chronic Obstructive Pulmonary Disease MN
2011 2011 Chronic Obstructive Pulmonary Disease MO
2011 2011 Chronic Obstructive Pulmonary Disease MS
2011 2011 Chronic Obstructive Pulmonary Disease MT
2011 2011 Chronic Obstructive Pulmonary Disease NC
2011 2011 Chronic Obstructive Pulmonary Disease ND
2011 2011 Chronic Obstructive Pulmonary Disease NE
2011 2011 Chronic Obstructive Pulmonary Disease NH
2011 2011 Chronic Obstructive Pulmonary Disease NJ
2011 2011 Chronic Obstructive Pulmonary Disease NM
2011 2011 Chronic Obstructive Pulmonary Disease NV
2011 2011 Chronic Obstructive Pulmonary Disease NY
2011 2011 Chronic Obstructive Pulmonary Disease OH
2011 2011 Chronic Obstructive Pulmonary Disease OK
2011 2011 Chronic Obstructive Pulmonary Disease OR
2011 2011 Chronic Obstructive Pulmonary Disease PA
2011 2011 Chronic Obstructive Pulmonary Disease PR
2011 2011 Chronic Obstructive Pulmonary Disease RI
2011 2011 Chronic Obstructive Pulmonary Disease SC
2011 2011 Chronic Obstructive Pulmonary Disease SD
2011 2011 Chronic Obstructive Pulmonary Disease TN
2011 2011 Chronic Obstructive Pulmonary Disease TX
2011 2011 Chronic Obstructive Pulmonary Disease UT
2011 2011 Chronic Obstructive Pulmonary Disease VA
2011 2011 Chronic Obstructive Pulmonary Disease VI
2011 2011 Chronic Obstructive Pulmonary Disease VT
2011 2011 Chronic Obstructive Pulmonary Disease WA
2011 2011 Chronic Obstructive Pulmonary Disease WI
2011 2011 Chronic Obstructive Pulmonary Disease WV
2011 2011 Chronic Obstructive Pulmonary Disease WY
2011 2011 Cardiovascular Disease FL
2011 2011 Cardiovascular Disease HI
2011 2011 Cardiovascular Disease IL
2011 2011 Cardiovascular Disease AL
2011 2011 Cardiovascular Disease KY
2011 2011 Cardiovascular Disease AR
2011 2011 Cardiovascular Disease MD
2011 2011 Cardiovascular Disease MN
2011 2011 Cardiovascular Disease CA
2011 2011 Cardiovascular Disease MT
2011 2011 Cardiovascular Disease AZ
2011 2011 Cardiovascular Disease NE
2011 2011 Cardiovascular Disease NM
2011 2011 Cardiovascular Disease OR
2011 2011 Cardiovascular Disease TN
2011 2011 Cardiovascular Disease WV
2011 2011 Cardiovascular Disease CO
2011 2011 Cardiovascular Disease MI
2011 2011 Cardiovascular Disease AK
2011 2011 Cardiovascular Disease DC
2011 2011 Cardiovascular Disease DE
2011 2011 Cardiovascular Disease GA
2011 2011 Cardiovascular Disease GU
2011 2011 Cardiovascular Disease IA
2011 2011 Cardiovascular Disease ID
2011 2011 Cardiovascular Disease IN
2011 2011 Cardiovascular Disease KS
2011 2011 Cardiovascular Disease LA
2011 2011 Cardiovascular Disease MA
2011 2011 Cardiovascular Disease ME
2011 2011 Cardiovascular Disease MO
2011 2011 Cardiovascular Disease ND
2011 2011 Cardiovascular Disease MS
2011 2011 Cardiovascular Disease NC
2011 2011 Cardiovascular Disease NH
2011 2011 Cardiovascular Disease NJ
2011 2011 Cardiovascular Disease NV
2011 2011 Cardiovascular Disease NY
2011 2011 Cardiovascular Disease PR
2011 2011 Cardiovascular Disease OH
2011 2011 Cardiovascular Disease OK
2011 2011 Cardiovascular Disease PA
2011 2011 Cardiovascular Disease RI
2011 2011 Cardiovascular Disease SC
2011 2011 Cardiovascular Disease SD
2011 2011 Cardiovascular Disease TX
2011 2011 Cardiovascular Disease UT
2011 2011 Cardiovascular Disease VA
2011 2011 Cardiovascular Disease VI
2011 2011 Cardiovascular Disease VT
2011 2011 Cardiovascular Disease WA
2011 2011 Cardiovascular Disease WI
2011 2011 Cardiovascular Disease WY
2011 2011 Diabetes FL
2011 2011 Diabetes IN
2011 2011 Diabetes VI
2011 2011 Diabetes GU
2011 2011 Diabetes PR
2011 2011 Diabetes GA
2011 2011 Diabetes IA
2011 2011 Diabetes NE
2011 2011 Diabetes RI
2011 2011 Diabetes KY
2011 2011 Diabetes MN
2011 2011 Diabetes SC
2011 2011 Diabetes HI
2011 2011 Diabetes MT
2011 2011 Diabetes AK
2011 2011 Diabetes AL
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2011 2011 Diabetes AZ
2011 2011 Diabetes CA
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2011 2011 Diabetes DC
2011 2011 Diabetes DE
2011 2011 Diabetes ID
2011 2011 Diabetes IL
2011 2011 Diabetes KS
2011 2011 Diabetes LA
2011 2011 Diabetes MA
2011 2011 Diabetes MD
2011 2011 Diabetes ME
2011 2011 Diabetes MI
2011 2011 Diabetes MO
2011 2011 Diabetes MS
2011 2011 Diabetes NC
2011 2011 Diabetes ND
2011 2011 Diabetes NH
2011 2011 Diabetes NJ
2011 2011 Diabetes NM
2011 2011 Diabetes NV
2011 2011 Diabetes NY
2011 2011 Diabetes OH
2011 2011 Diabetes OK
2011 2011 Diabetes OR
2011 2011 Diabetes PA
2011 2011 Diabetes SD
2011 2011 Diabetes TN
2011 2011 Diabetes TX
2011 2011 Diabetes UT
2011 2011 Diabetes VA
2011 2011 Diabetes VT
2011 2011 Diabetes WI
2011 2011 Diabetes WV
2011 2011 Diabetes WY
2011 2011 Immunization AK
2011 2011 Immunization AL
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2011 2011 Immunization CA
2011 2011 Immunization CO
2011 2011 Immunization CT
2011 2011 Immunization DC
2011 2011 Immunization DE
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2011 2011 Immunization IA
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2011 2011 Immunization KY
2011 2011 Immunization UT
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2011 2011 Immunization MA
2011 2011 Immunization MD
2011 2011 Immunization ME
2011 2011 Immunization MI
2011 2011 Immunization MN
2011 2011 Immunization MO
2011 2011 Immunization MS
2011 2011 Immunization MT
2011 2011 Immunization NC
2011 2011 Immunization ND
2011 2011 Immunization NE
2011 2011 Immunization NH
2011 2011 Mental Health FL
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2011 2011 Immunization NM
2011 2011 Immunization NV
2011 2011 Immunization NY
2011 2011 Immunization OH
2011 2011 Immunization OK
2011 2011 Immunization OR
2011 2011 Immunization PA
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2011 2011 Immunization RI
2011 2011 Immunization SC
2011 2011 Immunization SD
2011 2011 Immunization TN
2011 2011 Immunization TX
2011 2011 Immunization VI
2011 2011 Immunization VA
2011 2011 Immunization VT
2011 2011 Immunization WA
2011 2011 Immunization WI
2011 2011 Immunization WV
2011 2011 Immunization WY
2011 2011 Mental Health HI
2011 2011 Mental Health AK
2011 2011 Mental Health AL
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2011 2011 Mental Health AZ
2011 2011 Mental Health CA
2011 2011 Mental Health CO
2011 2011 Mental Health CT
2011 2011 Mental Health DC
2011 2011 Mental Health DE
2011 2011 Mental Health GA
2011 2011 Mental Health GU
2011 2011 Mental Health IA
2011 2011 Mental Health ID
2011 2011 Mental Health IL
2011 2011 Mental Health IN
2011 2011 Mental Health KS
2011 2011 Mental Health KY
2011 2011 Mental Health LA
2011 2011 Mental Health MA
2011 2011 Mental Health MD
2011 2011 Mental Health ME
2011 2011 Mental Health MI
2011 2011 Mental Health MN
2011 2011 Mental Health MO
2011 2011 Mental Health MS
2011 2011 Mental Health MT
2011 2011 Mental Health NC
2011 2011 Mental Health ND
2011 2011 Mental Health NE
2011 2011 Mental Health NH
2011 2011 Mental Health NJ
2011 2011 Mental Health NY
2011 2011 Mental Health NM
2011 2011 Mental Health NV
2011 2011 Mental Health OH
2011 2011 Mental Health OK
2011 2011 Mental Health PA
2011 2011 Mental Health SD
2011 2011 Mental Health RI
2011 2011 Mental Health SC
2011 2011 Mental Health TN
2011 2011 Mental Health TX
2011 2011 Mental Health UT
2011 2011 Mental Health VA
2011 2011 Mental Health VI
2011 2011 Mental Health WA
2011 2011 Mental Health WI
2011 2011 Mental Health WV
2011 2011 Mental Health WY
2011 2011 Nutrition, Physical Activity, and Weight Status AL
2011 2011 Nutrition, Physical Activity, and Weight Status AK
2011 2011 Nutrition, Physical Activity, and Weight Status AR
2011 2011 Nutrition, Physical Activity, and Weight Status AZ
2011 2011 Nutrition, Physical Activity, and Weight Status CA
2011 2011 Nutrition, Physical Activity, and Weight Status CO
2011 2011 Nutrition, Physical Activity, and Weight Status CT
2011 2011 Nutrition, Physical Activity, and Weight Status DC
2011 2011 Nutrition, Physical Activity, and Weight Status DE
2011 2011 Nutrition, Physical Activity, and Weight Status FL
2011 2011 Nutrition, Physical Activity, and Weight Status GA
2011 2011 Nutrition, Physical Activity, and Weight Status GU
2011 2011 Nutrition, Physical Activity, and Weight Status HI
2011 2011 Nutrition, Physical Activity, and Weight Status IA
2011 2011 Nutrition, Physical Activity, and Weight Status ID
2011 2011 Nutrition, Physical Activity, and Weight Status IL
2011 2011 Nutrition, Physical Activity, and Weight Status IN
2011 2011 Nutrition, Physical Activity, and Weight Status KS
2011 2011 Nutrition, Physical Activity, and Weight Status KY
2011 2011 Nutrition, Physical Activity, and Weight Status LA
2011 2011 Nutrition, Physical Activity, and Weight Status MA
2011 2011 Nutrition, Physical Activity, and Weight Status MD
2011 2011 Nutrition, Physical Activity, and Weight Status ME
2011 2011 Nutrition, Physical Activity, and Weight Status MI
2011 2011 Nutrition, Physical Activity, and Weight Status MN
2011 2011 Nutrition, Physical Activity, and Weight Status MO
2011 2011 Nutrition, Physical Activity, and Weight Status MS
2011 2011 Nutrition, Physical Activity, and Weight Status MT
2011 2011 Nutrition, Physical Activity, and Weight Status NC
2011 2011 Nutrition, Physical Activity, and Weight Status ND
2011 2011 Nutrition, Physical Activity, and Weight Status NE
2011 2011 Nutrition, Physical Activity, and Weight Status NH
2011 2011 Nutrition, Physical Activity, and Weight Status NJ
2011 2011 Nutrition, Physical Activity, and Weight Status NM
2011 2011 Nutrition, Physical Activity, and Weight Status NV
2011 2011 Nutrition, Physical Activity, and Weight Status NY
2011 2011 Nutrition, Physical Activity, and Weight Status OH
2011 2011 Nutrition, Physical Activity, and Weight Status OK
2011 2011 Nutrition, Physical Activity, and Weight Status OR
2011 2011 Nutrition, Physical Activity, and Weight Status PA
2011 2011 Nutrition, Physical Activity, and Weight Status PR
2011 2011 Nutrition, Physical Activity, and Weight Status RI
2011 2011 Nutrition, Physical Activity, and Weight Status SC
2011 2011 Nutrition, Physical Activity, and Weight Status SD
2011 2011 Nutrition, Physical Activity, and Weight Status TN
2011 2011 Nutrition, Physical Activity, and Weight Status TX
2011 2011 Nutrition, Physical Activity, and Weight Status UT
2011 2011 Nutrition, Physical Activity, and Weight Status VA
2011 2011 Nutrition, Physical Activity, and Weight Status VI
2011 2011 Nutrition, Physical Activity, and Weight Status VT
2011 2011 Nutrition, Physical Activity, and Weight Status WA
2011 2011 Nutrition, Physical Activity, and Weight Status WI
2011 2011 Nutrition, Physical Activity, and Weight Status WV
2011 2011 Nutrition, Physical Activity, and Weight Status WY
2011 2011 Overarching Conditions GU
2011 2011 Overarching Conditions AK
2011 2011 Overarching Conditions AZ
2011 2011 Overarching Conditions CT
2011 2011 Overarching Conditions FL
2011 2011 Overarching Conditions HI
2011 2011 Overarching Conditions TX
2011 2011 Overarching Conditions AR
2011 2011 Overarching Conditions PR
2011 2011 Overarching Conditions AL
2011 2011 Overarching Conditions CA
2011 2011 Overarching Conditions CO
2011 2011 Overarching Conditions DC
2011 2011 Overarching Conditions DE
2011 2011 Overarching Conditions GA
2011 2011 Overarching Conditions IA
2011 2011 Overarching Conditions ID
2011 2011 Overarching Conditions IL
2011 2011 Overarching Conditions IN
2011 2011 Overarching Conditions KS
2011 2011 Overarching Conditions KY
2011 2011 Overarching Conditions LA
2011 2011 Overarching Conditions MA
2011 2011 Overarching Conditions MD
2011 2011 Overarching Conditions ME
2011 2011 Overarching Conditions MI
2011 2011 Overarching Conditions MN
2011 2011 Overarching Conditions MO
2011 2011 Overarching Conditions MS
2011 2011 Overarching Conditions MT
2011 2011 Overarching Conditions NC
2011 2011 Overarching Conditions ND
2011 2011 Overarching Conditions NE
2011 2011 Overarching Conditions NH
2011 2011 Overarching Conditions NJ
2011 2011 Overarching Conditions NM
2011 2011 Overarching Conditions NV
2011 2011 Overarching Conditions NY
2011 2011 Overarching Conditions OH
2011 2011 Overarching Conditions OK
2011 2011 Overarching Conditions OR
2011 2011 Overarching Conditions PA
2011 2011 Overarching Conditions RI
2011 2011 Overarching Conditions SC
2011 2011 Overarching Conditions SD
2011 2011 Overarching Conditions TN
2011 2011 Overarching Conditions UT
2011 2011 Overarching Conditions VA
2011 2011 Overarching Conditions VI
2011 2011 Overarching Conditions VT
2011 2011 Overarching Conditions WA
2011 2011 Overarching Conditions WI
2011 2011 Overarching Conditions WV
2011 2011 Overarching Conditions WY
2010 2010 Asthma KS
2010 2010 Asthma GA
2010 2010 Asthma MS
2010 2010 Asthma PA
2011 2011 Reproductive Health AK
2011 2011 Reproductive Health AL
2011 2011 Reproductive Health AR
2011 2011 Reproductive Health AZ
2011 2011 Reproductive Health CA
2011 2011 Reproductive Health CO
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2011 2011 Reproductive Health DC
2011 2011 Reproductive Health NE
2011 2011 Reproductive Health DE
2011 2011 Reproductive Health FL
2011 2011 Reproductive Health GA
2011 2011 Reproductive Health GU
2011 2011 Reproductive Health HI
2011 2011 Reproductive Health IL
2011 2011 Reproductive Health IA
2011 2011 Reproductive Health ID
2011 2011 Reproductive Health IN
2011 2011 Reproductive Health KS
2011 2011 Reproductive Health MA
2011 2011 Reproductive Health KY
2011 2011 Reproductive Health LA
2011 2011 Reproductive Health MD
2011 2011 Reproductive Health ME
2011 2011 Reproductive Health MI
2011 2011 Reproductive Health MN
2011 2011 Reproductive Health MO
2011 2011 Reproductive Health MS
2011 2011 Reproductive Health MT
2011 2011 Reproductive Health NC
2011 2011 Reproductive Health ND
2011 2011 Reproductive Health NH
2011 2011 Reproductive Health NJ
2011 2011 Reproductive Health NM
2011 2011 Reproductive Health NV
2011 2011 Reproductive Health NY
2011 2011 Reproductive Health OH
2011 2011 Reproductive Health OK
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2011 2011 Reproductive Health PA
2011 2011 Reproductive Health PR
2011 2011 Reproductive Health RI
2011 2011 Reproductive Health SC
2011 2011 Reproductive Health SD
2011 2011 Reproductive Health TN
2011 2011 Reproductive Health TX
2011 2011 Reproductive Health UT
2011 2011 Reproductive Health VA
2011 2011 Reproductive Health VI
2011 2011 Reproductive Health VT
2011 2011 Reproductive Health WA
2011 2011 Reproductive Health WI
2011 2011 Reproductive Health WV
2011 2011 Reproductive Health WY
2011 2011 Tobacco AK
2011 2011 Tobacco AL
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2013 2013 Oral Health DE
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2013 2013 Overarching Conditions GU
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2013 2013 Reproductive Health MD
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2013 2013 Reproductive Health MI
2013 2013 Reproductive Health MN
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2013 2013 Reproductive Health MT
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2013 2013 Reproductive Health SC
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2013 2013 Reproductive Health TN
2013 2013 Reproductive Health TX
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2013 2013 Reproductive Health VI
2013 2013 Reproductive Health VT
2013 2013 Reproductive Health WA
2013 2013 Reproductive Health WI
2013 2013 Reproductive Health WV
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2011 2012 Oral Health AK
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2011 2012 Oral Health LA
2011 2012 Oral Health MA
2011 2012 Oral Health MD
2011 2012 Oral Health ME
2011 2012 Oral Health MI
2011 2012 Oral Health MN
2011 2012 Oral Health MO
2011 2012 Oral Health MS
2011 2012 Oral Health MT
2011 2012 Oral Health NC
2011 2012 Oral Health ND
2011 2012 Oral Health NE
2011 2012 Oral Health NH
2011 2012 Oral Health NJ
2011 2012 Oral Health NM
2011 2012 Oral Health NV
2011 2012 Oral Health NY
2011 2012 Oral Health OH
2011 2012 Oral Health OK
2011 2012 Oral Health OR
2011 2012 Oral Health PA
2011 2012 Oral Health RI
2011 2012 Oral Health SC
2011 2012 Oral Health SD
2011 2012 Oral Health TN
2011 2012 Oral Health TX
2011 2012 Oral Health UT
2011 2012 Oral Health VA
2011 2012 Oral Health VT
2011 2012 Oral Health WA
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2011 2012 Oral Health WV
2011 2012 Oral Health WY
2010 2010 Alcohol AK
2010 2010 Alcohol AL
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2010 2010 Alcohol CA
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2010 2010 Nutrition, Physical Activity, and Weight Status HI
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2010 2010 Nutrition, Physical Activity, and Weight Status KS
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2010 2010 Nutrition, Physical Activity, and Weight Status MA
2010 2010 Nutrition, Physical Activity, and Weight Status MD
2010 2010 Nutrition, Physical Activity, and Weight Status ME
2010 2010 Nutrition, Physical Activity, and Weight Status MI
2010 2010 Nutrition, Physical Activity, and Weight Status MN
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2010 2010 Nutrition, Physical Activity, and Weight Status MS
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2010 2010 Nutrition, Physical Activity, and Weight Status NC
2010 2010 Nutrition, Physical Activity, and Weight Status ND
2010 2010 Nutrition, Physical Activity, and Weight Status NE
2010 2010 Nutrition, Physical Activity, and Weight Status NH
2010 2010 Nutrition, Physical Activity, and Weight Status NJ
2010 2010 Nutrition, Physical Activity, and Weight Status NM
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2010 2010 Nutrition, Physical Activity, and Weight Status NY
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2010 2010 Nutrition, Physical Activity, and Weight Status PA
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2010 2010 Nutrition, Physical Activity, and Weight Status RI
2010 2010 Nutrition, Physical Activity, and Weight Status SC
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2010 2010 Nutrition, Physical Activity, and Weight Status TN
2010 2010 Nutrition, Physical Activity, and Weight Status TX
2010 2010 Nutrition, Physical Activity, and Weight Status UT
2010 2010 Nutrition, Physical Activity, and Weight Status VA
2010 2010 Nutrition, Physical Activity, and Weight Status VI
2010 2010 Nutrition, Physical Activity, and Weight Status VT
2010 2010 Nutrition, Physical Activity, and Weight Status WA
2010 2010 Nutrition, Physical Activity, and Weight Status WI
2010 2010 Nutrition, Physical Activity, and Weight Status WV
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2009 2011 Reproductive Health GU
2009 2011 Diabetes AK
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2009 2011 Diabetes IN
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2009 2011 Diabetes KY
2009 2011 Diabetes LA
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2009 2011 Diabetes ME
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2009 2011 Diabetes MN
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2009 2011 Diabetes MS
2009 2011 Diabetes MT
2009 2011 Diabetes NC
2009 2011 Diabetes ND
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2009 2011 Diabetes NH
2009 2011 Diabetes NJ
2009 2011 Diabetes NM
2009 2011 Diabetes NV
2009 2011 Diabetes NY
2009 2011 Diabetes OH
2009 2011 Diabetes OK
2009 2011 Diabetes OR
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2009 2011 Diabetes VA
2009 2011 Diabetes VI
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2009 2011 Mental Health AK
2009 2011 Mental Health AL
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2009 2011 Mental Health IA
2009 2011 Mental Health ID
2009 2011 Mental Health IL
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2009 2011 Mental Health KS
2009 2011 Mental Health KY
2009 2011 Mental Health LA
2009 2011 Mental Health MA
2009 2011 Mental Health MD
2009 2011 Mental Health ME
2009 2011 Mental Health MI
2009 2011 Mental Health MN
2009 2011 Mental Health MO
2009 2011 Mental Health MS
2009 2011 Mental Health MT
2009 2011 Mental Health NC
2009 2011 Mental Health ND
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2009 2011 Mental Health NJ
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2009 2011 Mental Health NV
2009 2011 Mental Health NY
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2009 2011 Mental Health OK
2009 2011 Mental Health OR
2009 2011 Mental Health PA
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2009 2011 Mental Health TX
2009 2011 Mental Health UT
2009 2011 Mental Health VA
2009 2011 Mental Health VI
2009 2011 Mental Health VT
2009 2011 Mental Health WA
2009 2011 Mental Health WI
2009 2011 Mental Health WV
2009 2011 Mental Health WY
2009 2011 Oral Health AK
2009 2011 Oral Health AL
2009 2011 Oral Health AR
2009 2011 Oral Health AZ
2009 2011 Oral Health CA
2009 2011 Oral Health CO
2009 2011 Oral Health CT
2009 2011 Oral Health DC
2009 2011 Oral Health DE
2009 2011 Oral Health FL
2009 2011 Oral Health GA
2009 2011 Oral Health GU
2009 2011 Oral Health HI
2009 2011 Oral Health IA
2009 2011 Oral Health ID
2009 2011 Oral Health IL
2009 2011 Oral Health IN
2009 2011 Oral Health KS
2009 2011 Oral Health KY
2009 2011 Oral Health LA
2009 2011 Oral Health MA
2009 2011 Oral Health MD
2009 2011 Oral Health ME
2009 2011 Oral Health MI
2009 2011 Oral Health MN
2009 2011 Oral Health MO
2009 2011 Oral Health MS
2009 2011 Oral Health MT
2009 2011 Oral Health NC
2009 2011 Oral Health ND
2009 2011 Oral Health NE
2009 2011 Oral Health NH
2009 2011 Oral Health NJ
2009 2011 Oral Health NM
2009 2011 Oral Health NV
2009 2011 Oral Health NY
2009 2011 Oral Health OH
2009 2011 Oral Health OK
2009 2011 Oral Health OR
2009 2011 Oral Health PA
2009 2011 Oral Health PR
2009 2011 Oral Health RI
2009 2011 Oral Health SC
2009 2011 Oral Health SD
2009 2011 Oral Health TN
2009 2011 Oral Health TX
2009 2011 Oral Health UT
2009 2011 Oral Health VA
2009 2011 Oral Health VI
2009 2011 Oral Health VT
2009 2011 Oral Health WA
2009 2011 Oral Health WI
2009 2011 Oral Health WV
2009 2011 Oral Health WY
2009 2011 Overarching Conditions AK
2009 2011 Overarching Conditions AL
2009 2011 Overarching Conditions AR
2009 2011 Overarching Conditions AZ
2009 2011 Overarching Conditions CA
2009 2011 Overarching Conditions CO
2009 2011 Overarching Conditions CT
2009 2011 Overarching Conditions DC
2009 2011 Overarching Conditions DE
2009 2011 Overarching Conditions FL
2009 2011 Overarching Conditions GA
2009 2011 Overarching Conditions GU
2009 2011 Overarching Conditions HI
2009 2011 Overarching Conditions IA
2009 2011 Overarching Conditions ID
2009 2011 Overarching Conditions IL
2009 2011 Overarching Conditions IN
2009 2011 Overarching Conditions KS
2009 2011 Overarching Conditions KY
2009 2011 Overarching Conditions LA
2009 2011 Overarching Conditions MA
2009 2011 Overarching Conditions MD
2009 2011 Overarching Conditions ME
2009 2011 Overarching Conditions MI
2009 2011 Overarching Conditions MN
2009 2011 Overarching Conditions MO
2009 2011 Overarching Conditions MS
2009 2011 Overarching Conditions MT
2009 2011 Overarching Conditions NC
2009 2011 Overarching Conditions ND
2009 2011 Overarching Conditions NE
2009 2011 Overarching Conditions NH
2009 2011 Overarching Conditions NJ
2009 2011 Overarching Conditions NM
2009 2011 Overarching Conditions NV
2009 2011 Overarching Conditions NY
2009 2011 Overarching Conditions OH
2009 2011 Overarching Conditions OK
2009 2011 Overarching Conditions OR
2009 2011 Overarching Conditions PA
2009 2011 Overarching Conditions PR
2009 2011 Overarching Conditions RI
2009 2011 Overarching Conditions SC
2009 2011 Overarching Conditions SD
2009 2011 Overarching Conditions TN
2009 2011 Overarching Conditions TX
2009 2011 Overarching Conditions UT
2009 2011 Overarching Conditions VA
2009 2011 Overarching Conditions VI
2009 2011 Overarching Conditions VT
2009 2011 Overarching Conditions WA
2009 2011 Overarching Conditions WI
2009 2011 Overarching Conditions WV
2009 2011 Overarching Conditions WY
2009 2011 Reproductive Health AK
2009 2011 Reproductive Health AL
2009 2011 Reproductive Health AR
2009 2011 Reproductive Health AZ
2009 2011 Reproductive Health CA
2009 2011 Reproductive Health CO
2009 2011 Reproductive Health CT
2009 2011 Reproductive Health DC
2009 2011 Reproductive Health DE
2009 2011 Reproductive Health FL
2009 2011 Reproductive Health GA
2009 2011 Reproductive Health HI
2009 2011 Reproductive Health IA
2009 2011 Reproductive Health ID
2009 2011 Reproductive Health IL
2009 2011 Reproductive Health IN
2009 2011 Reproductive Health KS
2009 2011 Reproductive Health KY
2009 2011 Reproductive Health LA
2009 2011 Reproductive Health MA
2009 2011 Reproductive Health MD
2009 2011 Reproductive Health ME
2009 2011 Reproductive Health MI
2009 2011 Reproductive Health MN
2009 2011 Reproductive Health MO
2009 2011 Reproductive Health MS
2009 2011 Reproductive Health MT
2009 2011 Reproductive Health NC
2009 2011 Reproductive Health ND
2009 2011 Reproductive Health NE
2009 2011 Reproductive Health NH
2009 2011 Reproductive Health NJ
2009 2011 Reproductive Health NM
2009 2011 Reproductive Health NV
2009 2011 Reproductive Health NY
2009 2011 Reproductive Health OH
2009 2011 Reproductive Health OK
2009 2011 Reproductive Health OR
2009 2011 Reproductive Health PA
2009 2011 Reproductive Health PR
2009 2011 Reproductive Health RI
2009 2011 Reproductive Health SC
2009 2011 Reproductive Health SD
2009 2011 Reproductive Health TN
2009 2011 Reproductive Health TX
2009 2011 Reproductive Health UT
2009 2011 Reproductive Health VA
2009 2011 Reproductive Health VI
2009 2011 Reproductive Health VT
2009 2011 Reproductive Health WA
2009 2011 Reproductive Health WI
2009 2011 Reproductive Health WV
2009 2011 Reproductive Health WY
2008 2008 Nutrition, Physical Activity, and Weight Status AK
2008 2008 Nutrition, Physical Activity, and Weight Status AL
2008 2008 Nutrition, Physical Activity, and Weight Status AR
2008 2008 Nutrition, Physical Activity, and Weight Status AZ
2008 2008 Nutrition, Physical Activity, and Weight Status CA
2008 2008 Nutrition, Physical Activity, and Weight Status CO
2008 2008 Nutrition, Physical Activity, and Weight Status CT
2008 2008 Nutrition, Physical Activity, and Weight Status DC
2008 2008 Nutrition, Physical Activity, and Weight Status DE
2008 2008 Nutrition, Physical Activity, and Weight Status FL
2008 2008 Nutrition, Physical Activity, and Weight Status GA
2008 2008 Nutrition, Physical Activity, and Weight Status GU
2008 2008 Nutrition, Physical Activity, and Weight Status HI
2008 2008 Nutrition, Physical Activity, and Weight Status IA
2008 2008 Nutrition, Physical Activity, and Weight Status ID
2008 2008 Nutrition, Physical Activity, and Weight Status IL
2008 2008 Nutrition, Physical Activity, and Weight Status IN
2008 2008 Nutrition, Physical Activity, and Weight Status KS
2008 2008 Nutrition, Physical Activity, and Weight Status KY
2008 2008 Nutrition, Physical Activity, and Weight Status LA
2008 2008 Nutrition, Physical Activity, and Weight Status MA
2008 2008 Nutrition, Physical Activity, and Weight Status MD
2008 2008 Nutrition, Physical Activity, and Weight Status ME
2008 2008 Nutrition, Physical Activity, and Weight Status MI
2008 2008 Nutrition, Physical Activity, and Weight Status MN
2008 2008 Nutrition, Physical Activity, and Weight Status MO
2008 2008 Nutrition, Physical Activity, and Weight Status MS
2008 2008 Nutrition, Physical Activity, and Weight Status MT
2008 2008 Nutrition, Physical Activity, and Weight Status NC
2008 2008 Nutrition, Physical Activity, and Weight Status ND
2008 2008 Nutrition, Physical Activity, and Weight Status NE
2008 2008 Nutrition, Physical Activity, and Weight Status NH
2008 2008 Nutrition, Physical Activity, and Weight Status NJ
2008 2008 Nutrition, Physical Activity, and Weight Status NM
2008 2008 Nutrition, Physical Activity, and Weight Status NV
2008 2008 Nutrition, Physical Activity, and Weight Status NY
2008 2008 Nutrition, Physical Activity, and Weight Status OH
2008 2008 Nutrition, Physical Activity, and Weight Status OK
2008 2008 Nutrition, Physical Activity, and Weight Status OR
2008 2008 Nutrition, Physical Activity, and Weight Status PA
2008 2008 Nutrition, Physical Activity, and Weight Status PR
2008 2008 Nutrition, Physical Activity, and Weight Status RI
2008 2008 Nutrition, Physical Activity, and Weight Status SC
2008 2008 Nutrition, Physical Activity, and Weight Status SD
2008 2008 Nutrition, Physical Activity, and Weight Status TN
2008 2008 Nutrition, Physical Activity, and Weight Status TX
2008 2008 Nutrition, Physical Activity, and Weight Status UT
2008 2008 Nutrition, Physical Activity, and Weight Status VA
2008 2008 Nutrition, Physical Activity, and Weight Status VI
2008 2008 Nutrition, Physical Activity, and Weight Status VT
2008 2008 Nutrition, Physical Activity, and Weight Status WA
2008 2008 Nutrition, Physical Activity, and Weight Status WI
2008 2008 Nutrition, Physical Activity, and Weight Status WV
2008 2008 Nutrition, Physical Activity, and Weight Status WY
2007 2007 Tobacco AK
2007 2007 Tobacco AL
2007 2007 Tobacco AR
2007 2007 Tobacco AZ
2007 2007 Tobacco CA
2007 2007 Tobacco CO
2007 2007 Tobacco CT
2007 2007 Tobacco DC
2007 2007 Tobacco DE
2007 2007 Tobacco FL
2007 2007 Tobacco GA
2007 2007 Tobacco GU
2007 2007 Tobacco HI
2007 2007 Tobacco IA
2007 2007 Tobacco ID
2007 2007 Tobacco IL
2007 2007 Tobacco IN
2007 2007 Tobacco KS
2007 2007 Tobacco KY
2007 2007 Tobacco LA
2007 2007 Tobacco MA
2007 2007 Tobacco MD
2007 2007 Tobacco ME
2007 2007 Tobacco MI
2007 2007 Tobacco MN
2007 2007 Tobacco MO
2007 2007 Tobacco MS
2007 2007 Tobacco MT
2007 2007 Tobacco NC
2007 2007 Tobacco ND
2007 2007 Tobacco NE
2007 2007 Tobacco NH
2007 2007 Tobacco NJ
2007 2007 Tobacco NM
2007 2007 Tobacco NV
2007 2007 Tobacco NY
2007 2007 Tobacco OH
2007 2007 Tobacco OK
2007 2007 Tobacco OR
2007 2007 Tobacco PA
2007 2007 Tobacco PR
2007 2007 Tobacco RI
2007 2007 Tobacco SC
2007 2007 Tobacco SD
2007 2007 Tobacco TN
2007 2007 Tobacco TX
2007 2007 Tobacco UT
2007 2007 Tobacco VA
2007 2007 Tobacco VI
2007 2007 Tobacco VT
2007 2007 Tobacco WA
2007 2007 Tobacco WI
2007 2007 Tobacco WV
2007 2007 Tobacco WY
2001 2001 Overarching Conditions AK
2001 2001 Overarching Conditions AL
2001 2001 Overarching Conditions AR
2001 2001 Overarching Conditions AZ
2001 2001 Overarching Conditions CA
2001 2001 Overarching Conditions CO
2001 2001 Overarching Conditions CT
2001 2001 Overarching Conditions DC
2001 2001 Overarching Conditions DE
2001 2001 Overarching Conditions FL
2001 2001 Overarching Conditions GA
2001 2001 Overarching Conditions HI
2001 2001 Overarching Conditions IA
2001 2001 Overarching Conditions ID
2001 2001 Overarching Conditions IL
2001 2001 Overarching Conditions IN
2001 2001 Overarching Conditions KS
2001 2001 Overarching Conditions KY
2001 2001 Overarching Conditions LA
2001 2001 Overarching Conditions MA
2001 2001 Overarching Conditions MD
2001 2001 Overarching Conditions ME
2001 2001 Overarching Conditions MI
2001 2001 Overarching Conditions MN
2001 2001 Overarching Conditions MO
2001 2001 Overarching Conditions MS
2001 2001 Overarching Conditions MT
2001 2001 Overarching Conditions NC
2001 2001 Overarching Conditions ND
2001 2001 Overarching Conditions NE
2001 2001 Overarching Conditions NH
2001 2001 Overarching Conditions NJ
2001 2001 Overarching Conditions NM
2001 2001 Overarching Conditions NV
2001 2001 Overarching Conditions NY
2001 2001 Overarching Conditions OH
2001 2001 Overarching Conditions OK
2001 2001 Overarching Conditions OR
2001 2001 Overarching Conditions PA
2001 2001 Overarching Conditions RI
2001 2001 Overarching Conditions SC
2001 2001 Overarching Conditions SD
2001 2001 Overarching Conditions TN
2001 2001 Overarching Conditions TX
2001 2001 Overarching Conditions UT
2001 2001 Overarching Conditions VA
2001 2001 Overarching Conditions VT
2001 2001 Overarching Conditions WA
2001 2001 Overarching Conditions WI
2001 2001 Overarching Conditions WV
2001 2001 Overarching Conditions WY
2015 2015 Disability AK
2015 2015 Disability AL
2015 2015 Disability AR
2015 2015 Disability AZ
2015 2015 Disability CA
2015 2015 Disability CO
2015 2015 Disability CT
2015 2015 Disability DC
2015 2015 Disability DE
2015 2015 Disability FL
2015 2015 Disability GA
2015 2015 Disability HI
2015 2015 Disability IA
2015 2015 Disability ID
2015 2015 Disability IL
2015 2015 Disability IN
2015 2015 Disability KS
2015 2015 Disability KY
2015 2015 Disability LA
2015 2015 Disability MA
2015 2015 Disability MD
2015 2015 Disability ME
2015 2015 Disability MI
2015 2015 Disability MN
2015 2015 Disability MO
2015 2015 Disability MS
2015 2015 Disability MT
2015 2015 Disability NC
2015 2015 Disability ND
2015 2015 Disability NE
2015 2015 Disability NH
2015 2015 Disability NJ
2015 2015 Disability NM
2015 2015 Disability NV
2015 2015 Disability NY
2015 2015 Disability OH
2015 2015 Disability OK
2015 2015 Disability OR
2015 2015 Disability PA
2015 2015 Disability PR
2015 2015 Disability RI
2015 2015 Disability TN
2015 2015 Disability SC
2015 2015 Disability SD
2015 2015 Disability TX
2015 2015 Disability UT
2015 2015 Disability VA
2015 2015 Disability VT
2015 2015 Disability WA
2014 2014 Disability PR
2015 2015 Disability WI
2015 2015 Disability WV
2015 2015 Disability WY
2014 2014 Disability AK
2014 2014 Disability AL
2014 2014 Disability AR
2014 2014 Disability AZ
2014 2014 Disability CA
2014 2014 Disability CO
2014 2014 Disability CT
2014 2014 Disability DC
2014 2014 Disability DE
2014 2014 Disability FL
2014 2014 Disability GA
2014 2014 Disability HI
2014 2014 Disability IA
2014 2014 Disability ID
2014 2014 Disability IL
2014 2014 Disability IN
2014 2014 Disability KS
2014 2014 Disability KY
2014 2014 Disability LA
2014 2014 Disability MA
2014 2014 Disability MD
2014 2014 Disability ME
2014 2014 Disability MI
2014 2014 Disability MN
2014 2014 Disability MO
2014 2014 Disability MS
2014 2014 Disability MT
2014 2014 Disability NC
2014 2014 Disability ND
2014 2014 Disability NE
2014 2014 Disability NH
2014 2014 Disability NJ
2014 2014 Disability NM
2014 2014 Disability NV
2014 2014 Disability NY
2014 2014 Disability OH
2014 2014 Disability OK
2014 2014 Disability OR
2014 2014 Disability PA
2014 2014 Disability RI
2014 2014 Disability SC
2014 2014 Disability SD
2014 2014 Disability TN
2014 2014 Disability TX
2014 2014 Disability UT
2014 2014 Disability VA
2014 2014 Disability VT
2014 2014 Disability WA
2014 2014 Disability WI
2012 2012 Disability OR
2014 2014 Disability WV
2014 2014 Disability WY
2013 2013 Disability AK
2013 2013 Disability AL
2013 2013 Disability AR
2013 2013 Disability AZ
2013 2013 Disability CA
2013 2013 Disability CO
2013 2013 Disability CT
2013 2013 Disability DC
2013 2013 Disability DE
2013 2013 Disability FL
2013 2013 Disability GA
2013 2013 Disability HI
2013 2013 Disability IA
2013 2013 Disability ID
2013 2013 Disability IL
2013 2013 Disability IN
2013 2013 Disability KS
2013 2013 Disability KY
2013 2013 Disability LA
2013 2013 Disability MA
2013 2013 Disability MD
2013 2013 Disability ME
2013 2013 Disability MI
2013 2013 Disability MN
2013 2013 Disability MO
2013 2013 Disability MS
2013 2013 Disability MT
2013 2013 Disability NC
2013 2013 Disability ND
2013 2013 Disability NE
2013 2013 Disability NH
2013 2013 Disability NJ
2013 2013 Disability NM
2013 2013 Disability NV
2013 2013 Disability NY
2013 2013 Disability OH
2013 2013 Disability OK
2013 2013 Disability OR
2013 2013 Disability PA
2012 2012 Disability UT
2013 2013 Disability PR
2013 2013 Disability RI
2013 2013 Disability SC
2013 2013 Disability SD
2013 2013 Disability TN
2013 2013 Disability TX
2013 2013 Disability UT
2013 2013 Disability VA
2013 2013 Disability VT
2013 2013 Disability WA
2013 2013 Disability WI
2013 2013 Disability WV
2013 2013 Disability WY
2012 2012 Disability AK
2012 2012 Disability AL
2012 2012 Disability AR
2012 2012 Disability AZ
2012 2012 Disability CA
2012 2012 Disability CO
2012 2012 Disability CT
2012 2012 Disability DC
2012 2012 Disability DE
2012 2012 Disability FL
2012 2012 Disability GA
2012 2012 Disability HI
2012 2012 Disability IA
2012 2012 Disability ID
2012 2012 Disability IL
2012 2012 Disability IN
2012 2012 Disability KS
2012 2012 Disability KY
2012 2012 Disability LA
2012 2012 Disability MA
2012 2012 Disability MD
2012 2012 Disability ME
2012 2012 Disability MI
2012 2012 Disability MN
2012 2012 Disability MO
2012 2012 Disability MS
2012 2012 Disability MT
2012 2012 Disability NC
2012 2012 Disability ND
2012 2012 Disability NE
2012 2012 Disability NH
2012 2012 Disability NJ
2012 2012 Disability NM
2012 2012 Disability NV
2012 2012 Disability NY
2012 2012 Disability OH
2012 2012 Disability OK
2012 2012 Disability PA
2012 2012 Disability PR
2012 2012 Disability RI
2012 2012 Disability SC
2012 2012 Disability SD
2012 2012 Disability TN
2012 2012 Disability TX
2012 2012 Disability VA
2012 2012 Disability VT
2012 2012 Disability WA
2012 2012 Disability WI
2011 2011 Disability OH
2012 2012 Disability WV
2012 2012 Disability WY
2011 2011 Disability AK
2011 2011 Disability AL
2011 2011 Disability AR
2011 2011 Disability AZ
2011 2011 Disability CA
2011 2011 Disability CO
2011 2011 Disability CT
2011 2011 Disability DC
2011 2011 Disability DE
2011 2011 Disability FL
2011 2011 Disability GA
2011 2011 Disability HI
2011 2011 Disability IA
2011 2011 Disability ID
2011 2011 Disability IL
2011 2011 Disability IN
2011 2011 Disability KS
2011 2011 Disability KY
2011 2011 Disability LA
2011 2011 Disability MA
2011 2011 Disability MD
2011 2011 Disability ME
2011 2011 Disability MI
2011 2011 Disability MN
2011 2011 Disability MO
2011 2011 Disability MS
2011 2011 Disability MT
2011 2011 Disability NC
2011 2011 Disability ND
2011 2011 Disability NE
2011 2011 Disability NH
2011 2011 Disability NJ
2011 2011 Disability NM
2011 2011 Disability NV
2011 2011 Disability NY
2011 2011 Disability OK
2011 2011 Disability OR
2011 2011 Disability PA
2011 2011 Disability PR
2011 2011 Disability RI
2011 2011 Disability SC
2011 2011 Disability SD
2011 2011 Disability TN
2011 2011 Disability TX
2011 2011 Disability UT
2011 2011 Disability VA
2011 2011 Disability VT
2011 2011 Disability WA
2011 2011 Disability WI
2011 2011 Disability WV
2011 2011 Disability WY
2010 2010 Disability AK
2010 2010 Disability AL
2010 2010 Disability AR
2010 2010 Disability AZ
2010 2010 Disability CA
2010 2010 Disability CO
2010 2010 Disability CT
2010 2010 Disability DC
2010 2010 Disability DE
2010 2010 Disability FL
2010 2010 Disability GA
2010 2010 Disability HI
2010 2010 Disability IA
2010 2010 Disability ID
2010 2010 Disability IL
2010 2010 Disability IN
2010 2010 Disability KS
2010 2010 Disability KY
2010 2010 Disability LA
2010 2010 Disability MA
2010 2010 Disability MD
2010 2010 Disability ME
2010 2010 Disability MI
2010 2010 Disability MN
2010 2010 Disability MO
2010 2010 Disability MS
2010 2010 Disability MT
2010 2010 Disability NC
2010 2010 Disability ND
2010 2010 Disability NE
2010 2010 Disability NH
2010 2010 Disability NJ
2010 2010 Disability NM
2010 2010 Disability NV
2010 2010 Disability NY
2010 2010 Disability OH
2010 2010 Disability OK
2010 2010 Disability OR
2010 2010 Disability PA
2010 2010 Disability PR
2010 2010 Disability RI
2010 2010 Disability SC
2010 2010 Disability SD
2010 2010 Disability TN
2010 2010 Disability TX
2010 2010 Disability UT
2010 2010 Disability VA
2010 2010 Disability VT
2010 2010 Disability WA
2010 2010 Disability WI
2010 2010 Disability WV
2010 2010 Disability WY
2010 2010 Older Adults AL
2010 2010 Older Adults AK
2010 2010 Older Adults AZ
2010 2010 Older Adults AR
2010 2010 Older Adults CA
2010 2010 Older Adults CO
2010 2010 Older Adults CT
2010 2014 Cancer AZ
2010 2010 Older Adults DE
2010 2010 Older Adults DC
2010 2014 Cancer GA
2010 2014 Cancer CA
2010 2010 Older Adults FL
2010 2010 Older Adults GA
2010 2010 Older Adults HI
2010 2010 Older Adults ID
2010 2010 Older Adults IL
2010 2010 Older Adults IN
2010 2010 Older Adults IA
2010 2010 Older Adults KS
2010 2010 Older Adults KY
2010 2010 Older Adults LA
2010 2010 Older Adults ME
2010 2010 Older Adults MD
2010 2010 Older Adults MA
2010 2010 Older Adults MI
2010 2014 Cancer CO
2010 2010 Older Adults MN
2010 2010 Older Adults MS
2010 2010 Older Adults OH
2010 2010 Older Adults PA
2010 2010 Older Adults MO
2010 2010 Older Adults MT
2010 2010 Older Adults NE
2010 2010 Older Adults NV
2010 2010 Older Adults NH
2010 2010 Older Adults NJ
2010 2010 Older Adults NM
2010 2010 Older Adults NY
2010 2010 Older Adults NC
2010 2010 Older Adults ND
2010 2010 Older Adults OK
2010 2010 Older Adults OR
2010 2010 Older Adults RI
2010 2010 Older Adults SC
2010 2010 Older Adults SD
2010 2010 Older Adults TN
2010 2010 Older Adults TX
2010 2010 Older Adults UT
2010 2010 Older Adults VT
2010 2010 Older Adults VA
2010 2010 Older Adults WA
2010 2010 Older Adults WV
2010 2010 Older Adults WI
2010 2010 Older Adults WY
2010 2010 Older Adults PR
2010 2010 Older Adults VI
2011 2011 Older Adults AL
2011 2011 Older Adults AK
2011 2011 Older Adults AZ
2011 2011 Older Adults AR
2011 2011 Older Adults CA
2011 2011 Older Adults CO
2011 2011 Older Adults CT
2011 2011 Older Adults DE
2011 2011 Older Adults DC
2011 2011 Older Adults FL
2011 2011 Older Adults GA
2011 2011 Older Adults HI
2011 2011 Older Adults ID
2011 2011 Older Adults IL
2011 2011 Older Adults IN
2011 2011 Older Adults IA
2011 2011 Older Adults KS
2011 2011 Older Adults KY
2011 2011 Older Adults LA
2011 2011 Older Adults ME
2011 2011 Older Adults MD
2011 2011 Older Adults MA
2011 2011 Older Adults MI
2011 2011 Older Adults MN
2011 2011 Older Adults MS
2010 2014 Cancer CT
2011 2011 Older Adults MO
2011 2011 Older Adults MT
2011 2011 Older Adults NY
2011 2011 Older Adults NE
2011 2011 Older Adults NV
2011 2011 Older Adults NH
2011 2011 Older Adults NJ
2011 2011 Older Adults NM
2010 2014 Cancer HI
2011 2011 Older Adults NC
2011 2011 Older Adults ND
2010 2014 Cancer IA
2011 2011 Older Adults OH
2011 2011 Older Adults OK
2011 2011 Older Adults OR
2011 2011 Older Adults PA
2011 2011 Older Adults RI
2011 2011 Older Adults SC
2011 2011 Older Adults SD
2011 2011 Older Adults TN
2011 2011 Older Adults TX
2011 2011 Older Adults UT
2011 2011 Older Adults VT
2011 2011 Older Adults VA
2011 2011 Older Adults WA
2011 2011 Older Adults WV
2010 2014 Cancer ID
2011 2011 Older Adults WI
2011 2011 Older Adults WY
2011 2011 Older Adults PR
2011 2011 Older Adults VI
2013 2013 Older Adults AL
2013 2013 Older Adults AK
2013 2013 Older Adults DE
2013 2013 Older Adults VI
2013 2013 Older Adults AZ
2013 2013 Older Adults AR
2013 2013 Older Adults CA
2013 2013 Older Adults CO
2013 2013 Older Adults CT
2010 2014 Cancer IN
2013 2013 Older Adults DC
2013 2013 Older Adults FL
2013 2013 Older Adults GA
2013 2013 Older Adults HI
2013 2013 Older Adults ID
2013 2013 Older Adults IL
2013 2013 Older Adults IN
2013 2013 Older Adults IA
2013 2013 Older Adults KS
2013 2013 Older Adults KY
2013 2013 Older Adults LA
2013 2013 Older Adults ME
2013 2013 Older Adults MD
2013 2013 Older Adults MT
2013 2013 Older Adults MA
2013 2013 Older Adults MI
2013 2013 Older Adults MN
2013 2013 Older Adults MS
2013 2013 Older Adults MO
2013 2013 Older Adults NE
2013 2013 Older Adults NV
2013 2013 Older Adults NH
2013 2013 Older Adults NJ
2013 2013 Older Adults NM
2013 2013 Older Adults NY
2013 2013 Older Adults NC
2013 2013 Older Adults ND
2013 2013 Older Adults OH
2013 2013 Older Adults OK
2013 2013 Older Adults TN
2013 2013 Older Adults OR
2013 2013 Older Adults PA
2013 2013 Older Adults RI
2013 2013 Older Adults SC
2013 2013 Older Adults SD
2013 2013 Older Adults TX
2013 2013 Older Adults UT
2013 2013 Older Adults VT
2013 2013 Older Adults VA
2013 2013 Older Adults WA
2013 2013 Older Adults WV
2013 2013 Older Adults WI
2013 2013 Older Adults WY
2013 2013 Older Adults PR
2010 2014 Cancer MI
2010 2014 Cancer NC
2015 2015 Older Adults AL
2015 2015 Older Adults AK
2015 2015 Older Adults DE
2015 2015 Older Adults AZ
2015 2015 Older Adults AR
2015 2015 Older Adults CA
2015 2015 Older Adults CO
2015 2015 Older Adults CT
2015 2015 Older Adults GA
2015 2015 Older Adults DC
2015 2015 Older Adults FL
2015 2015 Older Adults HI
2015 2015 Older Adults ID
2015 2015 Older Adults IL
2015 2015 Older Adults IN
2015 2015 Older Adults IA
2015 2015 Older Adults KS
2015 2015 Older Adults KY
2015 2015 Older Adults LA
2015 2015 Older Adults ME
2015 2015 Older Adults MD
2015 2015 Older Adults MT
2015 2015 Older Adults MA
2015 2015 Older Adults MI
2015 2015 Older Adults MN
2015 2015 Older Adults MS
2015 2015 Older Adults MO
2015 2015 Older Adults NE
2015 2015 Older Adults NV
2015 2015 Older Adults NH
2015 2015 Older Adults NJ
2015 2015 Older Adults NM
2015 2015 Older Adults NY
2015 2015 Older Adults NC
2015 2015 Older Adults ND
2015 2015 Older Adults OH
2015 2015 Older Adults OK
2015 2015 Older Adults OR
2015 2015 Older Adults PA
2015 2015 Older Adults RI
2015 2015 Older Adults VI
2015 2015 Older Adults SC
2015 2015 Older Adults SD
2015 2015 Older Adults TN
2015 2015 Older Adults TX
2015 2015 Older Adults UT
2015 2015 Older Adults VT
2015 2015 Older Adults VA
2015 2015 Older Adults WA
2015 2015 Older Adults WV
2015 2015 Older Adults WI
2015 2015 Older Adults WY
2015 2015 Older Adults PR
2010 2014 Cancer AL
2010 2014 Cancer AK
2010 2014 Cancer AR
2010 2014 Cancer FL
2010 2014 Cancer DC
2010 2014 Cancer ND
2010 2014 Cancer DE
2010 2014 Cancer NE
2010 2014 Cancer IL
2010 2014 Cancer LA
2010 2014 Cancer KS
2010 2014 Cancer MD
2010 2014 Cancer KY
2010 2014 Cancer WI
2010 2014 Cancer MA
2010 2014 Cancer ME
2010 2014 Cancer MN
2010 2014 Cancer MS
2010 2014 Cancer MT
2010 2014 Cancer MO
2010 2014 Cancer NM
2010 2014 Cancer NV
2010 2014 Cancer NH
2010 2014 Cancer NJ
2010 2014 Cancer NY
2010 2014 Cancer OH
2010 2014 Cancer OK
2010 2014 Cancer OR
2010 2014 Cancer PA
2010 2014 Cancer UT
2010 2014 Cancer RI
2010 2014 Cancer SC
2010 2014 Cancer SD
2010 2014 Cancer VA
2010 2014 Cancer TN
2010 2014 Cancer TX
2010 2014 Cancer VT
2010 2014 Cancer WA
2010 2014 Cancer WV
2010 2014 Cancer WY
2014 2014 Immunization AL
2014 2014 Immunization AK
2014 2014 Immunization AZ
2014 2014 Immunization AR
2014 2014 Immunization CA
2014 2014 Immunization CO
2014 2014 Immunization CT
2014 2014 Immunization DE
2014 2014 Immunization DC
2014 2014 Immunization FL
2014 2014 Immunization GA
2014 2014 Immunization HI
2014 2014 Immunization ID
2014 2014 Immunization IL
2014 2014 Immunization IN
2014 2014 Immunization IA
2014 2014 Immunization KS
2014 2014 Immunization KY
2014 2014 Immunization LA
2014 2014 Immunization ME
2014 2014 Immunization MD
2014 2014 Immunization MA
2014 2014 Immunization MI
2014 2014 Immunization MN
2014 2014 Immunization MS
2014 2014 Immunization MO
2014 2014 Immunization MT
2014 2014 Immunization NE
2014 2014 Immunization NV
2014 2014 Immunization NH
2014 2014 Immunization NJ
2014 2014 Immunization NM
2014 2014 Immunization NY
2014 2014 Immunization NC
2014 2014 Immunization ND
2014 2014 Immunization OH
2014 2014 Immunization OK
2014 2014 Immunization OR
2014 2014 Immunization PA
2014 2014 Immunization RI
2014 2014 Immunization SC
2014 2014 Immunization SD
2014 2014 Immunization TN
2014 2014 Immunization TX
2014 2014 Immunization UT
2014 2014 Immunization VT
2014 2014 Immunization VA
2014 2014 Immunization WA
2014 2014 Immunization WV
2014 2014 Immunization WI
2014 2014 Immunization WY
2014 2014 Immunization GU
2014 2014 Immunization PR
2014 2014 Immunization VI
2016 2016 Disability OR
2010 2010 Asthma GU
2013 2013 Immunization KS
2013 2013 Immunization AL
2013 2013 Immunization AK
2013 2013 Immunization AZ
2013 2013 Immunization AR
2013 2013 Immunization CA
2013 2013 Immunization CO
2013 2013 Immunization CT
2013 2013 Immunization DE
2013 2013 Immunization DC
2013 2013 Immunization FL
2013 2013 Immunization GA
2013 2013 Immunization HI
2013 2013 Immunization ID
2013 2013 Immunization IL
2013 2013 Immunization IN
2013 2013 Immunization IA
2013 2013 Immunization KY
2013 2013 Immunization LA
2013 2013 Immunization ME
2013 2013 Immunization MD
2013 2013 Immunization MA
2013 2013 Immunization MI
2013 2013 Immunization MN
2013 2013 Immunization MS
2013 2013 Immunization MO
2013 2013 Immunization MT
2013 2013 Immunization NE
2013 2013 Immunization NV
2013 2013 Immunization NH
2013 2013 Immunization NJ
2013 2013 Immunization NM
2013 2013 Immunization NY
2013 2013 Immunization NC
2013 2013 Immunization ND
2013 2013 Immunization OH
2013 2013 Immunization OK
2013 2013 Immunization OR
2013 2013 Immunization PA
2013 2013 Immunization RI
2013 2013 Immunization SC
2013 2013 Immunization SD
2013 2013 Immunization TN
2013 2013 Immunization TX
2013 2013 Immunization UT
2013 2013 Immunization VT
2013 2013 Immunization VA
2013 2013 Immunization WA
2013 2013 Immunization WV
2013 2013 Immunization WI
2013 2013 Immunization WY
2013 2013 Immunization GU
2013 2013 Immunization PR
2013 2013 Immunization VI
2016 2016 Disability AR
2016 2016 Disability AK
2016 2016 Disability AL
2016 2016 Disability AZ
2016 2016 Disability CA
2016 2016 Disability CO
2016 2016 Disability CT
2016 2016 Disability DC
2016 2016 Disability DE
2016 2016 Disability FL
2016 2016 Disability GA
2016 2016 Disability HI
2016 2016 Disability IA
2016 2016 Disability ID
2016 2016 Disability IL
2016 2016 Disability IN
2016 2016 Disability KS
2016 2016 Disability KY
2016 2016 Disability LA
2016 2016 Disability MA
2016 2016 Disability MD
2016 2016 Disability ME
2016 2016 Disability MI
2016 2016 Disability MN
2016 2016 Disability MO
2016 2016 Disability MS
2016 2016 Disability MT
2016 2016 Disability NC
2016 2016 Disability ND
2016 2016 Disability NE
2016 2016 Disability NH
2016 2016 Disability NJ
2016 2016 Disability NM
2016 2016 Disability NV
2016 2016 Disability NY
2016 2016 Disability OH
2016 2016 Disability OK
2016 2016 Disability PA
2016 2016 Disability PR
2016 2016 Disability RI
2016 2016 Disability SC
2016 2016 Disability SD
2016 2016 Disability TN
2016 2016 Disability TX
2016 2016 Disability UT
2016 2016 Disability VA
2016 2016 Disability VT
2016 2016 Disability WA
2016 2016 Disability WI
2016 2016 Disability WV
2016 2016 Disability WY
2010 2010 Asthma VI
2010 2010 Cardiovascular Disease GU
2010 2010 Asthma PR
2010 2010 Overarching Conditions GU
2010 2010 Overarching Conditions VI
2010 2010 Chronic Obstructive Pulmonary Disease GU
2010 2010 Chronic Obstructive Pulmonary Disease PR
2010 2010 Chronic Obstructive Pulmonary Disease VI
2010 2010 Cardiovascular Disease PR
2010 2010 Cardiovascular Disease VI
2010 2010 Diabetes GU
2010 2010 Diabetes PR
2010 2010 Diabetes VI


We also loaded the data using read.csv for the purpose of indicating missing values of empty strings with an identifier

disease <- read.csv("US_CDI.csv", na.strings = "") #US_CDI.csv

Overview of the data

glimpse(disease)
## Observations: 519,718
## Variables: 34
## $ ï..YearStart              <int> 2016, 2016, 2016, 2016, 2016, 2016, ...
## $ YearEnd                   <int> 2016, 2016, 2016, 2016, 2016, 2016, ...
## $ LocationAbbr              <fct> US, AL, AK, AZ, AR, CA, CO, CT, DE, ...
## $ LocationDesc              <fct> United States, Alabama, Alaska, Ariz...
## $ DataSource                <fct> BRFSS, BRFSS, BRFSS, BRFSS, BRFSS, B...
## $ Topic                     <fct> Alcohol, Alcohol, Alcohol, Alcohol, ...
## $ Question                  <fct> Binge drinking prevalence among adul...
## $ Response                  <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
## $ DataValueUnit             <fct> %, %, %, %, %, %, %, %, %, %, %, %, ...
## $ DataValueType             <fct> Crude Prevalence, Crude Prevalence, ...
## $ DataValue                 <fct> 16.9, 13, 18.2, 15.6, 15, 16.3, 19, ...
## $ DataValueAlt              <fct> 16.9, 13, 18.2, 15.6, 15, 16.3, 19, ...
## $ DataValueFootnoteSymbol   <fct> *, NA, NA, NA, NA, NA, NA, NA, NA, N...
## $ DatavalueFootnote         <fct> 50 States + DC: US Median, NA, NA, N...
## $ LowConfidenceLimit        <fct> 16, 11.9, 16, 14.3, 13, 15.4, 18.1, ...
## $ HighConfidenceLimit       <fct> 18, 14.1, 20.6, 16.9, 17.2, 17.2, 20...
## $ StratificationCategory1   <fct> Overall, Overall, Overall, Overall, ...
## $ Stratification1           <fct> Overall, Overall, Overall, Overall, ...
## $ StratificationCategory2   <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
## $ Stratification2           <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
## $ StratificationCategory3   <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
## $ Stratification3           <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
## $ GeoLocation               <fct> NA, (32.84057112200048, -86.63186076...
## $ ResponseID                <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
## $ LocationID                <int> 59, 1, 2, 4, 5, 6, 8, 9, 10, 11, 12,...
## $ TopicID                   <fct> ALC, ALC, ALC, ALC, ALC, ALC, ALC, A...
## $ QuestionID                <fct> ALC2_2, ALC2_2, ALC2_2, ALC2_2, ALC2...
## $ DataValueTypeID           <fct> CRDPREV, CRDPREV, CRDPREV, CRDPREV, ...
## $ StratificationCategoryID1 <fct> OVERALL, OVERALL, OVERALL, OVERALL, ...
## $ StratificationID1         <fct> OVR, OVR, OVR, OVR, OVR, OVR, OVR, O...
## $ StratificationCategoryID2 <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
## $ StratificationID2         <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
## $ StratificationCategoryID3 <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
## $ StratificationID3         <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, ...
kable(head(disease, 10)) %>% kable_styling(font_size = 10) %>% scroll_box(height = "500px")
ï..YearStart YearEnd LocationAbbr LocationDesc DataSource Topic Question Response DataValueUnit DataValueType DataValue DataValueAlt DataValueFootnoteSymbol DatavalueFootnote LowConfidenceLimit HighConfidenceLimit StratificationCategory1 Stratification1 StratificationCategory2 Stratification2 StratificationCategory3 Stratification3 GeoLocation ResponseID LocationID TopicID QuestionID DataValueTypeID StratificationCategoryID1 StratificationID1 StratificationCategoryID2 StratificationID2 StratificationCategoryID3 StratificationID3
2016 2016 US United States BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years NA % Crude Prevalence 16.9 16.9
50 States + DC: US Median 16 18 Overall Overall NA NA NA NA NA NA 59 ALC ALC2_2 CRDPREV OVERALL OVR NA NA NA NA
2016 2016 AL Alabama BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years NA % Crude Prevalence 13 13 NA NA 11.9 14.1 Overall Overall NA NA NA NA (32.84057112200048, -86.63186076199969) NA 1 ALC ALC2_2 CRDPREV OVERALL OVR NA NA NA NA
2016 2016 AK Alaska BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years NA % Crude Prevalence 18.2 18.2 NA NA 16 20.6 Overall Overall NA NA NA NA (64.84507995700051, -147.72205903599973) NA 2 ALC ALC2_2 CRDPREV OVERALL OVR NA NA NA NA
2016 2016 AZ Arizona BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years NA % Crude Prevalence 15.6 15.6 NA NA 14.3 16.9 Overall Overall NA NA NA NA (34.865970280000454, -111.76381127699972) NA 4 ALC ALC2_2 CRDPREV OVERALL OVR NA NA NA NA
2016 2016 AR Arkansas BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years NA % Crude Prevalence 15 15 NA NA 13 17.2 Overall Overall NA NA NA NA (34.74865012400045, -92.27449074299966) NA 5 ALC ALC2_2 CRDPREV OVERALL OVR NA NA NA NA
2016 2016 CA California BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years NA % Crude Prevalence 16.3 16.3 NA NA 15.4 17.2 Overall Overall NA NA NA NA (37.63864012300047, -120.99999953799971) NA 6 ALC ALC2_2 CRDPREV OVERALL OVR NA NA NA NA
2016 2016 CO Colorado BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years NA % Crude Prevalence 19 19 NA NA 18.1 20 Overall Overall NA NA NA NA (38.843840757000464, -106.13361092099967) NA 8 ALC ALC2_2 CRDPREV OVERALL OVR NA NA NA NA
2016 2016 CT Connecticut BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years NA % Crude Prevalence 16.7 16.7 NA NA 15.6 17.9 Overall Overall NA NA NA NA (41.56266102000046, -72.64984095199964) NA 9 ALC ALC2_2 CRDPREV OVERALL OVR NA NA NA NA
2016 2016 DE Delaware BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years NA % Crude Prevalence 17 17 NA NA 15.2 19 Overall Overall NA NA NA NA (39.008830667000495, -75.57774116799965) NA 10 ALC ALC2_2 CRDPREV OVERALL OVR NA NA NA NA
2016 2016 DC District of Columbia BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years NA % Crude Prevalence 25.6 25.6 NA NA 23.6 27.7 Overall Overall NA NA NA NA (38.907192, -77.036871) NA 11 ALC ALC2_2 CRDPREV OVERALL OVR NA NA NA NA


kable(tail(disease, 10)) %>% kable_styling(font_size = 10) %>% scroll_box(height = "500px")
ï..YearStart YearEnd LocationAbbr LocationDesc DataSource Topic Question Response DataValueUnit DataValueType DataValue DataValueAlt DataValueFootnoteSymbol DatavalueFootnote LowConfidenceLimit HighConfidenceLimit StratificationCategory1 Stratification1 StratificationCategory2 Stratification2 StratificationCategory3 Stratification3 GeoLocation ResponseID LocationID TopicID QuestionID DataValueTypeID StratificationCategoryID1 StratificationID1 StratificationCategoryID2 StratificationID2 StratificationCategoryID3 StratificationID3
519709 2012 2012 US United States BRFSS Overarching Conditions Prevalence of sufficient sleep among adults aged >= 18 years NA % Crude Prevalence NA NA ** US estimate/number is based on fewer than 50 states and the District of Columbia NA NA Overall Overall NA NA NA NA NA NA 59 OVC OVC8_0 CRDPREV OVERALL OVR NA NA NA NA
519710 2015 2015 VI Virgin Islands YRBSS Tobacco Current cigarette smoking among youth NA % Crude Prevalence NA NA
No data available NA NA Overall Overall NA NA NA NA (18.335765, -64.896335) NA 78 TOB TOB1_1 CRDPREV OVERALL OVR NA NA NA NA
519711 2015 2015 VT Vermont YRBSS Tobacco Current cigarette smoking among youth NA % Crude Prevalence NA NA
No data available NA NA Overall Overall NA NA NA NA (43.62538123900049, -72.51764079099962) NA 50 TOB TOB1_1 CRDPREV OVERALL OVR NA NA NA NA
519712 2015 2015 CT Connecticut YRBSS Tobacco Current smokeless tobacco use among youth NA % Crude Prevalence NA NA
No data available NA NA Overall Overall NA NA NA NA (41.56266102000046, -72.64984095199964) NA 9 TOB TOB2_1 CRDPREV OVERALL OVR NA NA NA NA
519713 2015 2015 DC District of Columbia YRBSS Tobacco Current smokeless tobacco use among youth NA % Crude Prevalence NA NA
No data available NA NA Overall Overall NA NA NA NA (38.907192, -77.036871) NA 11 TOB TOB2_1 CRDPREV OVERALL OVR NA NA NA NA
519714 2015 2015 FL Florida YRBSS Tobacco Current smokeless tobacco use among youth NA % Crude Prevalence NA NA
No data available NA NA Overall Overall NA NA NA NA (28.932040377000476, -81.92896053899966) NA 12 TOB TOB2_1 CRDPREV OVERALL OVR NA NA NA NA
519715 2015 2015 HI Hawaii YRBSS Tobacco Current smokeless tobacco use among youth NA % Crude Prevalence NA NA
No data available NA NA Overall Overall NA NA NA NA (21.304850435000446, -157.85774940299973) NA 15 TOB TOB2_1 CRDPREV OVERALL OVR NA NA NA NA
519716 2015 2015 VI Virgin Islands YRBSS Tobacco Current smokeless tobacco use among youth NA % Crude Prevalence NA NA
No data available NA NA Overall Overall NA NA NA NA (18.335765, -64.896335) NA 78 TOB TOB2_1 CRDPREV OVERALL OVR NA NA NA NA
519717 2015 2015 VT Vermont YRBSS Tobacco Current smokeless tobacco use among youth NA % Crude Prevalence NA NA
No data available NA NA Overall Overall NA NA NA NA (43.62538123900049, -72.51764079099962) NA 50 TOB TOB2_1 CRDPREV OVERALL OVR NA NA NA NA
519718 2013 2013 NM New Mexico ACS 1-Year Estimates Disability Disability among adults aged >= 65 years NA % Crude Prevalence NA NA ~ Data not shown because of too few respondents or cases NA NA Race/Ethnicity Black, non-Hispanic NA NA NA NA (34.52088095200048, -106.24058098499967) NA 35 DIS DIS1_0 CRDPREV RACE BLK NA NA NA NA

Table of summary Statistics

summary(disease)
##   ï..YearStart     YearEnd      LocationAbbr      LocationDesc   
##  Min.   :2001   Min.   :2001   AZ     :  9923   Arizona :  9923  
##  1st Qu.:2012   1st Qu.:2012   FL     :  9923   Florida :  9923  
##  Median :2013   Median :2013   IA     :  9923   Iowa    :  9923  
##  Mean   :2013   Mean   :2013   KY     :  9923   Kentucky:  9923  
##  3rd Qu.:2015   3rd Qu.:2015   NC     :  9923   Nebraska:  9923  
##  Max.   :2016   Max.   :2016   NE     :  9923   Nevada  :  9923  
##                                (Other):460180   (Other) :460180  
##                   DataSource    
##  BRFSS                 :364425  
##  NVSS                  : 79755  
##  CMS Part A Claims Data: 29952  
##  State Inpatient Data  : 18423  
##  ACS 1-Year Estimates  :  7403  
##  SEDD; SID             :  6924  
##  (Other)               : 12836  
##                                    Topic       
##  Diabetes                             : 79631  
##  Chronic Obstructive Pulmonary Disease: 78729  
##  Cardiovascular Disease               : 75787  
##  Arthritis                            : 41765  
##  Overarching Conditions               : 39362  
##  Asthma                               : 39261  
##  (Other)                              :165183  
##                                                                                                                                  Question     
##  Hospitalization for chronic obstructive pulmonary disease as any diagnosis among Medicare-eligible persons aged >= 65 years         :  7488  
##  Hospitalization for chronic obstructive pulmonary disease as first-listed diagnosis among Medicare-eligible persons aged >= 65 years:  7488  
##  Hospitalization for heart failure among Medicare-eligible persons aged >= 65 years                                                  :  7488  
##  Hospitalization for hip fracture among Medicare-eligible persons aged >= 65 years                                                   :  7488  
##  Asthma mortality rate                                                                                                               :  6135  
##  Chronic liver disease mortality                                                                                                     :  6135  
##  (Other)                                                                                                                             :477496  
##  Response                 DataValueUnit   
##  Mode:logical   %                :349869  
##  NA's:519718    cases per 100,000: 49080  
##                 Number           : 28930  
##                 cases per 1,000  : 19968  
##                 cases per 10,000 : 16898  
##                 (Other)          : 11301  
##                 NA's             : 43672  
##                  DataValueType      DataValue       DataValueAlt   
##  Crude Prevalence       :191522          : 23091   1      :  1005  
##  Age-adjusted Prevalence:156810   1      :  1005   3.6    :   829  
##  Number                 : 46125   3.6    :   829   3.8    :   816  
##  Age-adjusted Rate      : 45018   3.8    :   816   3.7    :   813  
##  Crude Rate             : 45018   3.7    :   813   3.5    :   787  
##  Mean                   : 13160   (Other):348010   (Other):346085  
##  (Other)                : 22065   NA's   :145154   NA's   :169383  
##  DataValueFootnoteSymbol
##  ****   : 98370         
##         : 56098         
##  -      : 39252         
##  ~      : 30532         
##  *      :  2062         
##  (Other):  1004         
##  NA's   :292400         
##                                                                                                                        DatavalueFootnote 
##  Sample size of denominator and/or age group for age-standardization is less than 50 or relative standard error is more than 30%: 98370  
##                                                                                                                                 : 55932  
##  No data available                                                                                                              : 39252  
##  Data not shown because of too few respondents or cases                                                                         : 30532  
##  50 States + DC: US Median                                                                                                      :  2062  
##  (Other)                                                                                                                        :  1004  
##  NA's                                                                                                                           :292566  
##  LowConfidenceLimit HighConfidenceLimit   StratificationCategory1
##  2.1    :   927     2      :  1049      Gender        :121660    
##  3.4    :   915     3.9    :   718      Overall       : 77888    
##  2.5    :   908     4      :   694      Race/Ethnicity:320170    
##  2.3    :   900     4.3    :   690                               
##  3.8    :   892     4.2    :   681                               
##  (Other):306520     (Other):307230                               
##  NA's   :208656     NA's   :208656                               
##             Stratification1   StratificationCategory2 Stratification2
##  Overall            : 77888   Mode:logical            Mode:logical   
##  Black, non-Hispanic: 64034   NA's:519718             NA's:519718    
##  Hispanic           : 64034                                          
##  White, non-Hispanic: 64034                                          
##  Female             : 60830                                          
##  Male               : 60830                                          
##  (Other)            :128068                                          
##  StratificationCategory3 Stratification3
##  Mode:logical            Mode:logical   
##  NA's:519718             NA's:519718    
##                                         
##                                         
##                                         
##                                         
##                                         
##                                     GeoLocation     ResponseID    
##  (28.932040377000476, -81.92896053899966) :  9923   Mode:logical  
##  (33.998821303000454, -81.04537120699968) :  9923   NA's:519718   
##  (34.865970280000454, -111.76381127699972):  9923                 
##  (35.466220975000454, -79.15925046299964) :  9923                 
##  (37.645970271000465, -84.77497104799966) :  9923                 
##  (Other)                                  :466500                 
##  NA's                                     :  3603                 
##    LocationID       TopicID         QuestionID       DataValueTypeID  
##  Min.   : 1.00   DIA    : 79631   COPD5_3:  7488   CRDPREV   :191522  
##  1st Qu.:17.00   COPD   : 78729   COPD5_4:  7488   AGEADJPREV:156810  
##  Median :30.00   CVD    : 75787   CVD2_0 :  7488   NMBR      : 46125  
##  Mean   :30.99   ART    : 41765   OLD1_0 :  7488   AGEADJRATE: 45018  
##  3rd Qu.:45.00   OVC    : 39362   ALC6_0 :  6135   CRDRATE   : 45018  
##  Max.   :78.00   AST    : 39261   AST4_1 :  6135   MEAN      : 13160  
##                  (Other):165183   (Other):477496   (Other)   : 22065  
##  StratificationCategoryID1 StratificationID1 StratificationCategoryID2
##  GENDER :121660            OVR    : 77888    Mode:logical             
##  OVERALL: 77888            BLK    : 64034    NA's:519718              
##  RACE   :320170            HIS    : 64034                             
##                            WHT    : 64034                             
##                            GENF   : 60830                             
##                            GENM   : 60830                             
##                            (Other):128068                             
##  StratificationID2 StratificationCategoryID3 StratificationID3
##  Mode:logical      Mode:logical              Mode:logical     
##  NA's:519718       NA's:519718               NA's:519718      
##                                                               
##                                                               
##                                                               
##                                                               
## 

Visualization of missing value pattern.

From the data set we can visualize the missing value pattern. Read areas of the following graph indicated missing values.

missmap(disease, y.labels = F, y.at = F)


names(-which(colMeans(is.na(disease))>0.1))
##  [1] "Response"                  "DataValue"                
##  [3] "DataValueAlt"              "DataValueFootnoteSymbol"  
##  [5] "DatavalueFootnote"         "LowConfidenceLimit"       
##  [7] "HighConfidenceLimit"       "StratificationCategory2"  
##  [9] "Stratification2"           "StratificationCategory3"  
## [11] "Stratification3"           "ResponseID"               
## [13] "StratificationCategoryID2" "StratificationID2"        
## [15] "StratificationCategoryID3" "StratificationID3"

Count number of missing values in each column

lapply(disease, function(x){sum(is.na(x))})
## $ï..YearStart
## [1] 0
## 
## $YearEnd
## [1] 0
## 
## $LocationAbbr
## [1] 0
## 
## $LocationDesc
## [1] 0
## 
## $DataSource
## [1] 0
## 
## $Topic
## [1] 0
## 
## $Question
## [1] 0
## 
## $Response
## [1] 519718
## 
## $DataValueUnit
## [1] 43672
## 
## $DataValueType
## [1] 0
## 
## $DataValue
## [1] 145154
## 
## $DataValueAlt
## [1] 169383
## 
## $DataValueFootnoteSymbol
## [1] 292400
## 
## $DatavalueFootnote
## [1] 292566
## 
## $LowConfidenceLimit
## [1] 208656
## 
## $HighConfidenceLimit
## [1] 208656
## 
## $StratificationCategory1
## [1] 0
## 
## $Stratification1
## [1] 0
## 
## $StratificationCategory2
## [1] 519718
## 
## $Stratification2
## [1] 519718
## 
## $StratificationCategory3
## [1] 519718
## 
## $Stratification3
## [1] 519718
## 
## $GeoLocation
## [1] 3603
## 
## $ResponseID
## [1] 519718
## 
## $LocationID
## [1] 0
## 
## $TopicID
## [1] 0
## 
## $QuestionID
## [1] 0
## 
## $DataValueTypeID
## [1] 0
## 
## $StratificationCategoryID1
## [1] 0
## 
## $StratificationID1
## [1] 0
## 
## $StratificationCategoryID2
## [1] 519718
## 
## $StratificationID2
## [1] 519718
## 
## $StratificationCategoryID3
## [1] 519718
## 
## $StratificationID3
## [1] 519718

 

Drop columns that have more than   10%   missing

disease_no_miss <- disease[, -which(colMeans(is.na(disease)) > 0.1)]

After dropping the columns with more than   10%   missing values we saw how much the dataset was reduced. There are only   18   variables left.

dim(disease_no_miss)
## [1] 519718     18
kable(head(disease_no_miss, 200)) %>%
  kable_styling(bootstrap_options = "striped", font_size = 10) %>%
  scroll_box(height = "500px")
ï..YearStart YearEnd LocationAbbr LocationDesc DataSource Topic Question DataValueUnit DataValueType StratificationCategory1 Stratification1 GeoLocation LocationID TopicID QuestionID DataValueTypeID StratificationCategoryID1 StratificationID1
2016 2016 US United States BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall NA 59 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 AL Alabama BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (32.84057112200048, -86.63186076199969) 1 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 AK Alaska BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (64.84507995700051, -147.72205903599973) 2 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 AZ Arizona BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (34.865970280000454, -111.76381127699972) 4 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 AR Arkansas BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (34.74865012400045, -92.27449074299966) 5 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 CA California BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (37.63864012300047, -120.99999953799971) 6 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 CO Colorado BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (38.843840757000464, -106.13361092099967) 8 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 CT Connecticut BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (41.56266102000046, -72.64984095199964) 9 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 DE Delaware BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (39.008830667000495, -75.57774116799965) 10 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 DC District of Columbia BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (38.907192, -77.036871) 11 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 FL Florida BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (28.932040377000476, -81.92896053899966) 12 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 GA Georgia BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (32.83968109300048, -83.62758034599966) 13 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 HI Hawaii BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (21.304850435000446, -157.85774940299973) 15 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 ID Idaho BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (43.682630005000476, -114.3637300419997) 16 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 IL Illinois BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (40.48501028300046, -88.99771017799969) 17 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 IN Indiana BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (39.766910452000445, -86.14996019399968) 18 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 IA Iowa BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (42.46940091300047, -93.81649055599968) 19 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 KS Kansas BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (38.34774030000045, -98.20078122699965) 20 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 KY Kentucky BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (37.645970271000465, -84.77497104799966) 21 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 LA Louisiana BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (31.31266064400046, -92.44568007099969) 22 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 ME Maine BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (45.254228894000505, -68.98503133599962) 23 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 MD Maryland BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (39.29058096400047, -76.60926011099963) 24 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 MA Massachusetts BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (42.27687047000046, -72.08269067499964) 25 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 MI Michigan BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (44.6613195430005, -84.71439026999968) 26 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 MN Minnesota BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (46.35564873600049, -94.79420050299967) 27 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 MS Mississippi BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (32.745510099000455, -89.53803082499968) 28 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 MO Missouri BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (38.635790776000476, -92.56630005299968) 29 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 MT Montana BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (47.06652897200047, -109.42442064499971) 30 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 NE Nebraska BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (41.6410409880005, -99.36572062299967) 31 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 NV Nevada BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (39.493240390000494, -117.07184056399967) 32 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 NH New Hampshire BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (43.65595011300047, -71.50036091999965) 33 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 NJ New Jersey BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (40.13057004800049, -74.27369128799967) 34 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 NM New Mexico BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (34.52088095200048, -106.24058098499967) 35 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 NY New York BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (42.82700103200045, -75.54397042699964) 36 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 NC North Carolina BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (35.466220975000454, -79.15925046299964) 37 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 ND North Dakota BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (47.47531977900047, -100.11842104899966) 38 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 OH Ohio BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (40.06021014100048, -82.40426005599966) 39 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 OK Oklahoma BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (35.47203135600046, -97.52107021399968) 40 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 OR Oregon BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (44.56744942400047, -120.15503132599969) 41 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 PA Pennsylvania BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (40.79373015200048, -77.86070029399963) 42 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 RI Rhode Island BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (41.70828019300046, -71.52247031399963) 44 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 SC South Carolina BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (33.998821303000454, -81.04537120699968) 45 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 SD South Dakota BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (44.353130053000484, -100.3735306369997) 46 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 TN Tennessee BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (35.68094058000048, -85.77449091399967) 47 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 TX Texas BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (31.827240407000488, -99.42677020599967) 48 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 UT Utah BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (39.360700171000474, -111.58713063499971) 49 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 VT Vermont BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (43.62538123900049, -72.51764079099962) 50 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 VA Virginia BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (37.54268067400045, -78.45789046299967) 51 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 WA Washington BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (47.52227862900048, -120.47001078999972) 53 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 WV West Virginia BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (38.66551020200046, -80.71264013499967) 54 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 WI Wisconsin BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (44.39319117400049, -89.81637074199966) 55 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 WY Wyoming BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (43.23554134300048, -108.10983035299967) 56 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 GU Guam BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (13.444304, 144.793731) 66 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 PR Puerto Rico BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (18.220833, -66.590149) 72 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 VI Virgin Islands BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Overall Overall (18.335765, -64.896335) 78 ALC ALC2_2 CRDPREV OVERALL OVR
2016 2016 US United States BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall NA 59 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 AL Alabama BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (32.84057112200048, -86.63186076199969) 1 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 AK Alaska BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (64.84507995700051, -147.72205903599973) 2 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 AZ Arizona BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (34.865970280000454, -111.76381127699972) 4 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 AR Arkansas BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (34.74865012400045, -92.27449074299966) 5 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 CA California BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (37.63864012300047, -120.99999953799971) 6 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 CO Colorado BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (38.843840757000464, -106.13361092099967) 8 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 CT Connecticut BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (41.56266102000046, -72.64984095199964) 9 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 DE Delaware BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (39.008830667000495, -75.57774116799965) 10 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 DC District of Columbia BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (38.907192, -77.036871) 11 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 FL Florida BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (28.932040377000476, -81.92896053899966) 12 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 GA Georgia BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (32.83968109300048, -83.62758034599966) 13 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 HI Hawaii BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (21.304850435000446, -157.85774940299973) 15 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 ID Idaho BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (43.682630005000476, -114.3637300419997) 16 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 IL Illinois BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (40.48501028300046, -88.99771017799969) 17 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 IN Indiana BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (39.766910452000445, -86.14996019399968) 18 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 IA Iowa BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (42.46940091300047, -93.81649055599968) 19 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 KS Kansas BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (38.34774030000045, -98.20078122699965) 20 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 KY Kentucky BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (37.645970271000465, -84.77497104799966) 21 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 LA Louisiana BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (31.31266064400046, -92.44568007099969) 22 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 ME Maine BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (45.254228894000505, -68.98503133599962) 23 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 MD Maryland BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (39.29058096400047, -76.60926011099963) 24 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 MA Massachusetts BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (42.27687047000046, -72.08269067499964) 25 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 MI Michigan BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (44.6613195430005, -84.71439026999968) 26 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 MN Minnesota BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (46.35564873600049, -94.79420050299967) 27 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 MS Mississippi BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (32.745510099000455, -89.53803082499968) 28 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 MO Missouri BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (38.635790776000476, -92.56630005299968) 29 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 MT Montana BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (47.06652897200047, -109.42442064499971) 30 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 NE Nebraska BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (41.6410409880005, -99.36572062299967) 31 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 NV Nevada BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (39.493240390000494, -117.07184056399967) 32 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 NH New Hampshire BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (43.65595011300047, -71.50036091999965) 33 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 NJ New Jersey BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (40.13057004800049, -74.27369128799967) 34 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 NM New Mexico BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (34.52088095200048, -106.24058098499967) 35 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 NY New York BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (42.82700103200045, -75.54397042699964) 36 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 NC North Carolina BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (35.466220975000454, -79.15925046299964) 37 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 ND North Dakota BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (47.47531977900047, -100.11842104899966) 38 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 OH Ohio BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (40.06021014100048, -82.40426005599966) 39 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 OK Oklahoma BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (35.47203135600046, -97.52107021399968) 40 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 OR Oregon BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (44.56744942400047, -120.15503132599969) 41 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 PA Pennsylvania BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (40.79373015200048, -77.86070029399963) 42 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 RI Rhode Island BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (41.70828019300046, -71.52247031399963) 44 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 SC South Carolina BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (33.998821303000454, -81.04537120699968) 45 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 SD South Dakota BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (44.353130053000484, -100.3735306369997) 46 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 TN Tennessee BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (35.68094058000048, -85.77449091399967) 47 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 TX Texas BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (31.827240407000488, -99.42677020599967) 48 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 UT Utah BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (39.360700171000474, -111.58713063499971) 49 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 VT Vermont BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (43.62538123900049, -72.51764079099962) 50 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 VA Virginia BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (37.54268067400045, -78.45789046299967) 51 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 WA Washington BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (47.52227862900048, -120.47001078999972) 53 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 WV West Virginia BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (38.66551020200046, -80.71264013499967) 54 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 WI Wisconsin BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (44.39319117400049, -89.81637074199966) 55 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 WY Wyoming BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (43.23554134300048, -108.10983035299967) 56 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 GU Guam BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (13.444304, 144.793731) 66 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 PR Puerto Rico BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (18.220833, -66.590149) 72 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 VI Virgin Islands BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Overall Overall (18.335765, -64.896335) 78 ALC ALC2_2 AGEADJPREV OVERALL OVR
2016 2016 US United States BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male NA 59 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 AL Alabama BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (32.84057112200048, -86.63186076199969) 1 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 AK Alaska BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (64.84507995700051, -147.72205903599973) 2 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 AZ Arizona BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (34.865970280000454, -111.76381127699972) 4 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 AR Arkansas BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (34.74865012400045, -92.27449074299966) 5 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 CA California BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (37.63864012300047, -120.99999953799971) 6 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 CO Colorado BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (38.843840757000464, -106.13361092099967) 8 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 CT Connecticut BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (41.56266102000046, -72.64984095199964) 9 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 DE Delaware BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (39.008830667000495, -75.57774116799965) 10 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 DC District of Columbia BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (38.907192, -77.036871) 11 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 FL Florida BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (28.932040377000476, -81.92896053899966) 12 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 GA Georgia BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (32.83968109300048, -83.62758034599966) 13 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 HI Hawaii BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (21.304850435000446, -157.85774940299973) 15 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 ID Idaho BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (43.682630005000476, -114.3637300419997) 16 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 IL Illinois BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (40.48501028300046, -88.99771017799969) 17 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 IN Indiana BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (39.766910452000445, -86.14996019399968) 18 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 IA Iowa BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (42.46940091300047, -93.81649055599968) 19 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 KS Kansas BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (38.34774030000045, -98.20078122699965) 20 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 KY Kentucky BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (37.645970271000465, -84.77497104799966) 21 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 LA Louisiana BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (31.31266064400046, -92.44568007099969) 22 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 ME Maine BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (45.254228894000505, -68.98503133599962) 23 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 MD Maryland BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (39.29058096400047, -76.60926011099963) 24 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 MA Massachusetts BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (42.27687047000046, -72.08269067499964) 25 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 MI Michigan BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (44.6613195430005, -84.71439026999968) 26 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 MN Minnesota BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (46.35564873600049, -94.79420050299967) 27 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 MS Mississippi BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (32.745510099000455, -89.53803082499968) 28 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 MO Missouri BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (38.635790776000476, -92.56630005299968) 29 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 MT Montana BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (47.06652897200047, -109.42442064499971) 30 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 NE Nebraska BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (41.6410409880005, -99.36572062299967) 31 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 NV Nevada BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (39.493240390000494, -117.07184056399967) 32 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 NH New Hampshire BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (43.65595011300047, -71.50036091999965) 33 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 NJ New Jersey BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (40.13057004800049, -74.27369128799967) 34 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 NM New Mexico BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (34.52088095200048, -106.24058098499967) 35 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 NY New York BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (42.82700103200045, -75.54397042699964) 36 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 NC North Carolina BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (35.466220975000454, -79.15925046299964) 37 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 ND North Dakota BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (47.47531977900047, -100.11842104899966) 38 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 OH Ohio BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (40.06021014100048, -82.40426005599966) 39 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 OK Oklahoma BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (35.47203135600046, -97.52107021399968) 40 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 OR Oregon BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (44.56744942400047, -120.15503132599969) 41 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 PA Pennsylvania BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (40.79373015200048, -77.86070029399963) 42 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 RI Rhode Island BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (41.70828019300046, -71.52247031399963) 44 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 SC South Carolina BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (33.998821303000454, -81.04537120699968) 45 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 SD South Dakota BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (44.353130053000484, -100.3735306369997) 46 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 TN Tennessee BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (35.68094058000048, -85.77449091399967) 47 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 TX Texas BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (31.827240407000488, -99.42677020599967) 48 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 UT Utah BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (39.360700171000474, -111.58713063499971) 49 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 VT Vermont BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (43.62538123900049, -72.51764079099962) 50 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 VA Virginia BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (37.54268067400045, -78.45789046299967) 51 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 WA Washington BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (47.52227862900048, -120.47001078999972) 53 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 WV West Virginia BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (38.66551020200046, -80.71264013499967) 54 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 WI Wisconsin BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (44.39319117400049, -89.81637074199966) 55 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 WY Wyoming BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (43.23554134300048, -108.10983035299967) 56 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 GU Guam BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (13.444304, 144.793731) 66 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 PR Puerto Rico BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (18.220833, -66.590149) 72 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 VI Virgin Islands BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Crude Prevalence Gender Male (18.335765, -64.896335) 78 ALC ALC2_2 CRDPREV GENDER GENM
2016 2016 US United States BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male NA 59 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 AL Alabama BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (32.84057112200048, -86.63186076199969) 1 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 AK Alaska BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (64.84507995700051, -147.72205903599973) 2 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 AZ Arizona BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (34.865970280000454, -111.76381127699972) 4 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 AR Arkansas BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (34.74865012400045, -92.27449074299966) 5 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 CA California BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (37.63864012300047, -120.99999953799971) 6 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 CO Colorado BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (38.843840757000464, -106.13361092099967) 8 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 CT Connecticut BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (41.56266102000046, -72.64984095199964) 9 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 DE Delaware BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (39.008830667000495, -75.57774116799965) 10 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 DC District of Columbia BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (38.907192, -77.036871) 11 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 FL Florida BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (28.932040377000476, -81.92896053899966) 12 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 GA Georgia BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (32.83968109300048, -83.62758034599966) 13 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 HI Hawaii BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (21.304850435000446, -157.85774940299973) 15 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 ID Idaho BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (43.682630005000476, -114.3637300419997) 16 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 IL Illinois BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (40.48501028300046, -88.99771017799969) 17 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 IN Indiana BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (39.766910452000445, -86.14996019399968) 18 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 IA Iowa BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (42.46940091300047, -93.81649055599968) 19 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 KS Kansas BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (38.34774030000045, -98.20078122699965) 20 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 KY Kentucky BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (37.645970271000465, -84.77497104799966) 21 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 LA Louisiana BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (31.31266064400046, -92.44568007099969) 22 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 ME Maine BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (45.254228894000505, -68.98503133599962) 23 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 MD Maryland BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (39.29058096400047, -76.60926011099963) 24 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 MA Massachusetts BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (42.27687047000046, -72.08269067499964) 25 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 MI Michigan BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (44.6613195430005, -84.71439026999968) 26 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 MN Minnesota BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (46.35564873600049, -94.79420050299967) 27 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 MS Mississippi BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (32.745510099000455, -89.53803082499968) 28 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 MO Missouri BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (38.635790776000476, -92.56630005299968) 29 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 MT Montana BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (47.06652897200047, -109.42442064499971) 30 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 NE Nebraska BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (41.6410409880005, -99.36572062299967) 31 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 NV Nevada BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (39.493240390000494, -117.07184056399967) 32 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 NH New Hampshire BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (43.65595011300047, -71.50036091999965) 33 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 NJ New Jersey BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (40.13057004800049, -74.27369128799967) 34 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 NM New Mexico BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (34.52088095200048, -106.24058098499967) 35 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 NY New York BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (42.82700103200045, -75.54397042699964) 36 ALC ALC2_2 AGEADJPREV GENDER GENM
2016 2016 NC North Carolina BRFSS Alcohol Binge drinking prevalence among adults aged >= 18 years % Age-adjusted Prevalence Gender Male (35.466220975000454, -79.15925046299964) 37 ALC ALC2_2 AGEADJPREV GENDER GENM

Also here is another glimpse of the reduced dataset.

glimpse(disease_no_miss)
## Observations: 519,718
## Variables: 18
## $ ï..YearStart              <int> 2016, 2016, 2016, 2016, 2016, 2016, ...
## $ YearEnd                   <int> 2016, 2016, 2016, 2016, 2016, 2016, ...
## $ LocationAbbr              <fct> US, AL, AK, AZ, AR, CA, CO, CT, DE, ...
## $ LocationDesc              <fct> United States, Alabama, Alaska, Ariz...
## $ DataSource                <fct> BRFSS, BRFSS, BRFSS, BRFSS, BRFSS, B...
## $ Topic                     <fct> Alcohol, Alcohol, Alcohol, Alcohol, ...
## $ Question                  <fct> Binge drinking prevalence among adul...
## $ DataValueUnit             <fct> %, %, %, %, %, %, %, %, %, %, %, %, ...
## $ DataValueType             <fct> Crude Prevalence, Crude Prevalence, ...
## $ StratificationCategory1   <fct> Overall, Overall, Overall, Overall, ...
## $ Stratification1           <fct> Overall, Overall, Overall, Overall, ...
## $ GeoLocation               <fct> NA, (32.84057112200048, -86.63186076...
## $ LocationID                <int> 59, 1, 2, 4, 5, 6, 8, 9, 10, 11, 12,...
## $ TopicID                   <fct> ALC, ALC, ALC, ALC, ALC, ALC, ALC, A...
## $ QuestionID                <fct> ALC2_2, ALC2_2, ALC2_2, ALC2_2, ALC2...
## $ DataValueTypeID           <fct> CRDPREV, CRDPREV, CRDPREV, CRDPREV, ...
## $ StratificationCategoryID1 <fct> OVERALL, OVERALL, OVERALL, OVERALL, ...
## $ StratificationID1         <fct> OVR, OVR, OVR, OVR, OVR, OVR, OVR, O...

Exploratory Data Analysis

Top   5   location with chronic disease

disease_no_miss %>%
    count(LocationDesc)%>%
    arrange(desc(n)) %>%
    head(5) %>% kable() %>% kable_styling()
## Warning: package 'bindrcpp' was built under R version 3.5.2
LocationDesc n
Arizona 9923
Florida 9923
Iowa 9923
Kentucky 9923
Nebraska 9923

Bottom   5   location with chronic disease

disease_no_miss %>%
    count(LocationDesc)%>%
    arrange(-desc(n)) %>%
    head(5) %>% kable() %>% kable_styling()
LocationDesc n
United States 3603
Guam 7139
Virgin Islands 7187
Puerto Rico 7305
Alabama 9530

Top   5   Data Source with chronic disease

disease_no_miss %>%
    count(DataSource)%>%
    arrange(desc(n)) %>%
    head(5) %>% kable() %>% kable_styling()
DataSource n
BRFSS 364425
NVSS 79755
CMS Part A Claims Data 29952
State Inpatient Data 18423
ACS 1-Year Estimates 7403

Bottom   5   Data Source with chronic disease

disease_no_miss %>%
    count(DataSource)%>%
    arrange(-desc(n)) %>%
    head(5) %>% kable() %>% kable_styling()
DataSource n
Birth Certificate, NVSS 52
Current Population Survey 55
NVSS, Mortality 104
AEDS 110
ANRF 110

Bar plot of Chronic Diseases

topic <- as.data.frame(table(disease_no_miss$Topic))
ggplot(topic, aes(x=Var1, y =Freq, color = Var1))+
  geom_bar(stat="identity") + ggtitle("Distribution of Chronic Disease Topics") + theme(legend.position = "none") + coord_flip() + xlab("Chronic Diseases")

#barplot(table(disease_no_miss$Topic), main = "Distribution of Chronic Disease Topics")


From the bar plot we can see that most of the chronic diseases are the following top   5  

disease_no_miss %>%
    count(Topic)%>%
    arrange(desc(n)) %>%
    head(5) %>% kable() %>% kable_styling()
Topic n
Diabetes 79631
Chronic Obstructive Pulmonary Disease 78729
Cardiovascular Disease 75787
Arthritis 41765
Overarching Conditions 39362

Visualization of data value type

data_value_type <- as.data.frame(table(disease_no_miss$DataValueType))

ggplot(data_value_type, aes(x=Var1, y =Freq))+
  geom_bar(stat="identity") + ggtitle("Distribution of Data Value Types") + theme(legend.position = "none") + coord_flip() + xlab("Data Value Types")

Top data value types are the following

disease_no_miss %>%
    count(DataValueType)%>%
    arrange(desc(n)) %>%
    head(5) %>% kable() %>% kable_styling()
DataValueType n
Crude Prevalence 191522
Age-adjusted Prevalence 156810
Number 46125
Age-adjusted Rate 45018
Crude Rate 45018

Stratification Category

stratificationCat <- as.data.frame(table(disease_no_miss$StratificationCategory1))

ggplot(stratificationCat, aes(x=Var1, y =Freq, fill = Var1))+
  geom_bar(stat="identity") + ggtitle("Classification of Observants") + theme(legend.position = "none")+ xlab("Categories")


###

  Tobacco  

As mentioned earlier, Tobacco is one of the top Chronic Disease Indicator of preventable deaths in the US. Smoking leads to disease and disability and harms nearly every organ of the body. Among the other indicator groups, using Tobacco is related to cancer, heart disease, stroke, lung diseases, diabetes, and chronic obstructive pulmonary disease (COPD), which includes emphysema and chronic bronchitis. You can view further details here

mydb <-  dbConnect(MySQL(), user = db_user, password = db_password,
                 dbname = db_name, host = db_host, port = db_port)
s <- paste0("SELECT * FROM USChronicDiseaseIndicators WHERE Topic = 'Tobacco' AND LocationAbbr <> 'US';")
rs <- dbSendQuery(mydb, s)
tblTobacco <-  fetch(rs, n = -1)
on.exit(dbDisconnect(mydb))
## Warning: Closing open result sets
Tobacco_df <- tblTobacco
dim(Tobacco_df)
## [1] 58212    34
kable(head(Tobacco_df, 20)) %>% kable_styling(bootstrap_options = "striped", full_width = T,  font_size = 10) %>%  scroll_box(height = "500px")
YearStart YearEnd LocationAbbr LocationDesc DataSource Topic Question Response DataValueUnit DataValueType DataValue DataValueAlt DataValueFootnoteSymbol DatavalueFootnote LowConfidenceLimit HighConfidenceLimit StratificationCategory1 Stratification1 StratificationCategory2 Stratification2 StratificationCategory3 Stratification3 ResponseID GeoLocation LocationID TopicID QuestionID DataValueTypeID StratificationCategoryID1 StratificationID1 StratificationCategoryID2 StratificationID2 StratificationCategoryID3 StratificationID3
2016 2016 KY Kentucky BRFSS Tobacco Current smoking among adults aged >= 18 years % Crude Prevalence 24.5 24.5 23.1 25.8 Overall Overall (37.645970271000465, -84.77497104799966) 21 TOB TOB1_2 CRDPREV OVERALL OVR
2016 2016 WI Wisconsin BRFSS Tobacco Current smoking among adults aged >= 18 years % Crude Prevalence 17.1 17.1 15.6 18.6 Overall Overall (44.39319117400049, -89.81637074199966) 55 TOB TOB1_2 CRDPREV OVERALL OVR
2016 2016 WY Wyoming BRFSS Tobacco Current smoking among adults aged >= 18 years % Crude Prevalence 18.9 18.9 17.1 21 Overall Overall (43.23554134300048, -108.10983035299967) 56 TOB TOB1_2 CRDPREV OVERALL OVR
2016 2016 LA Louisiana BRFSS Tobacco Current smoking among adults aged >= 18 years % Crude Prevalence 22.8 22.8 20.8 24.8 Overall Overall (31.31266064400046, -92.44568007099969) 22 TOB TOB1_2 CRDPREV OVERALL OVR
2016 2016 GU Guam BRFSS Tobacco Current smoking among adults aged >= 18 years % Crude Prevalence 25.1 25.1 21.8 28.8 Overall Overall (13.444304, 144.793731) 66 TOB TOB1_2 CRDPREV OVERALL OVR
2016 2016 ME Maine BRFSS Tobacco Current smoking among adults aged >= 18 years % Crude Prevalence 19.8 19.8 18.5 21.1 Overall Overall (45.254228894000505, -68.98503133599962) 23 TOB TOB1_2 CRDPREV OVERALL OVR
2016 2016 MD Maryland BRFSS Tobacco Current smoking among adults aged >= 18 years % Crude Prevalence 13.7 13.7 12.9 14.5 Overall Overall (39.29058096400047, -76.60926011099963) 24 TOB TOB1_2 CRDPREV OVERALL OVR
2016 2016 MA Massachusetts BRFSS Tobacco Current smoking among adults aged >= 18 years % Crude Prevalence 13.6 13.6 12.6 14.7 Overall Overall (42.27687047000046, -72.08269067499964) 25 TOB TOB1_2 CRDPREV OVERALL OVR
2016 2016 MI Michigan BRFSS Tobacco Current smoking among adults aged >= 18 years % Crude Prevalence 20.4 20.4 19.4 21.4 Overall Overall (44.6613195430005, -84.71439026999968) 26 TOB TOB1_2 CRDPREV OVERALL OVR
2016 2016 MN Minnesota BRFSS Tobacco Current smoking among adults aged >= 18 years % Crude Prevalence 15.2 15.2 14.5 15.9 Overall Overall (46.35564873600049, -94.79420050299967) 27 TOB TOB1_2 CRDPREV OVERALL OVR
2016 2016 MS Mississippi BRFSS Tobacco Current smoking among adults aged >= 18 years % Crude Prevalence 22.7 22.7 21.1 24.5 Overall Overall (32.745510099000455, -89.53803082499968) 28 TOB TOB1_2 CRDPREV OVERALL OVR
2016 2016 PR Puerto Rico BRFSS Tobacco Current smoking among adults aged >= 18 years % Crude Prevalence 10.6 10.6 9.4 11.9 Overall Overall (18.220833, -66.590149) 72 TOB TOB1_2 CRDPREV OVERALL OVR
2016 2016 MO Missouri BRFSS Tobacco Current smoking among adults aged >= 18 years % Crude Prevalence 22.1 22.1 20.6 23.8 Overall Overall (38.635790776000476, -92.56630005299968) 29 TOB TOB1_2 CRDPREV OVERALL OVR
2016 2016 VI Virgin Islands BRFSS Tobacco Current smoking among adults aged >= 18 years % Crude Prevalence 6.6 6.6 4.6 9.5 Overall Overall (18.335765, -64.896335) 78 TOB TOB1_2 CRDPREV OVERALL OVR
2016 2016 MT Montana BRFSS Tobacco Current smoking among adults aged >= 18 years % Crude Prevalence 18.5 18.5 17.1 20.1 Overall Overall (47.06652897200047, -109.42442064499971) 30 TOB TOB1_2 CRDPREV OVERALL OVR
2016 2016 NE Nebraska BRFSS Tobacco Current smoking among adults aged >= 18 years % Crude Prevalence 17 17 16 18.1 Overall Overall (41.6410409880005, -99.36572062299967) 31 TOB TOB1_2 CRDPREV OVERALL OVR
2016 2016 KY Kentucky BRFSS Tobacco Current smoking among adults aged >= 18 years % Crude Prevalence 25 25 23 27.1 Gender Male (37.645970271000465, -84.77497104799966) 21 TOB TOB1_2 CRDPREV GENDER GENM
2016 2016 NV Nevada BRFSS Tobacco Current smoking among adults aged >= 18 years % Crude Prevalence 16.5 16.5 14.9 18.2 Overall Overall (39.493240390000494, -117.07184056399967) 32 TOB TOB1_2 CRDPREV OVERALL OVR
2016 2016 NH New Hampshire BRFSS Tobacco Current smoking among adults aged >= 18 years % Crude Prevalence 18 18 16.5 19.7 Overall Overall (43.65595011300047, -71.50036091999965) 33 TOB TOB1_2 CRDPREV OVERALL OVR
2016 2016 LA Louisiana BRFSS Tobacco Current smoking among adults aged >= 18 years % Crude Prevalence 25.5 25.5 22.6 28.8 Gender Male (31.31266064400046, -92.44568007099969) 22 TOB TOB1_2 CRDPREV GENDER GENM
Tobacco_df <- Tobacco_df[!sapply(Tobacco_df, function(t) all(t == ""))]
Tobacco_df <- Tobacco_df %>% select("YearEnd", "LocationAbbr", "Question", "DataValue", "Stratification1", ResponseID) %>% separate(ResponseID, c("Latitude", "Longitude"), sep = ",")

#remove none digit elements from the observations in both longitude and latitude columns and then convert remaining characters to numeric
Tobacco_df$Latitude <- as.numeric(unlist(str_remove(Tobacco_df$Latitude, "^[(]"))) 
Tobacco_df$Longitude <- as.numeric(unlist(str_remove(Tobacco_df$Longitude, "[)]$")))
#rename a few columns
names(Tobacco_df)[c(1, 2, 5)] <- c("Year", "State", "Stratification")
#If any cell for the row is empty then remove the row
Tobacco_df <- Tobacco_df[!Tobacco_df$DataValue == "", ]

After making changes to the Tobacco dataframe, here is a preview to a more condensed form

dim(Tobacco_df)
## [1] 38316     7
kable(head(Tobacco_df, 100)) %>% kable_styling(font_size = 10) %>%  scroll_box(height = "500px")
Year State Question DataValue Stratification Latitude Longitude
1 2016 KY Current smoking among adults aged >= 18 years 24.5 Overall 37.64597 -84.77497
2 2016 WI Current smoking among adults aged >= 18 years 17.1 Overall 44.39319 -89.81637
3 2016 WY Current smoking among adults aged >= 18 years 18.9 Overall 43.23554 -108.10983
4 2016 LA Current smoking among adults aged >= 18 years 22.8 Overall 31.31266 -92.44568
5 2016 GU Current smoking among adults aged >= 18 years 25.1 Overall 13.44430 144.79373
6 2016 ME Current smoking among adults aged >= 18 years 19.8 Overall 45.25423 -68.98503
7 2016 MD Current smoking among adults aged >= 18 years 13.7 Overall 39.29058 -76.60926
8 2016 MA Current smoking among adults aged >= 18 years 13.6 Overall 42.27687 -72.08269
9 2016 MI Current smoking among adults aged >= 18 years 20.4 Overall 44.66132 -84.71439
10 2016 MN Current smoking among adults aged >= 18 years 15.2 Overall 46.35565 -94.79420
11 2016 MS Current smoking among adults aged >= 18 years 22.7 Overall 32.74551 -89.53803
12 2016 PR Current smoking among adults aged >= 18 years 10.6 Overall 18.22083 -66.59015
13 2016 MO Current smoking among adults aged >= 18 years 22.1 Overall 38.63579 -92.56630
14 2016 VI Current smoking among adults aged >= 18 years 6.6 Overall 18.33576 -64.89633
15 2016 MT Current smoking among adults aged >= 18 years 18.5 Overall 47.06653 -109.42442
16 2016 NE Current smoking among adults aged >= 18 years 17 Overall 41.64104 -99.36572
17 2016 KY Current smoking among adults aged >= 18 years 25 Male 37.64597 -84.77497
18 2016 NV Current smoking among adults aged >= 18 years 16.5 Overall 39.49324 -117.07184
19 2016 NH Current smoking among adults aged >= 18 years 18 Overall 43.65595 -71.50036
20 2016 LA Current smoking among adults aged >= 18 years 25.5 Male 31.31266 -92.44568
21 2016 NJ Current smoking among adults aged >= 18 years 14 Overall 40.13057 -74.27369
22 2016 ME Current smoking among adults aged >= 18 years 21.6 Male 45.25423 -68.98503
23 2016 NM Current smoking among adults aged >= 18 years 16.6 Overall 34.52088 -106.24058
24 2016 NY Current smoking among adults aged >= 18 years 14.2 Overall 42.82700 -75.54397
25 2016 PA Current smoking among adults aged >= 18 years 18 Overall 40.79373 -77.86070
26 2016 RI Current smoking among adults aged >= 18 years 14.4 Overall 41.70828 -71.52247
27 2016 IA Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 22.1 Overall 42.46940 -93.81649
28 2016 IN Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 23.3 Male 39.76691 -86.14996
29 2016 SC Current smoking among adults aged >= 18 years 20 Overall 33.99882 -81.04537
30 2016 AL Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 28.5 Overall 32.84057 -86.63186
31 2016 AK Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 29.3 Overall 64.84508 -147.72206
32 2016 AZ Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 32.2 Overall 34.86597 -111.76381
33 2016 AR Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 26.8 Overall 34.74865 -92.27449
34 2016 CA Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 26 Overall 37.63864 -121.00000
35 2016 CO Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 30 Overall 38.84384 -106.13361
36 2016 CT Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 27.9 Overall 41.56266 -72.64984
37 2016 DE Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 25.6 Overall 39.00883 -75.57774
38 2016 DC Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 28.8 Overall 38.90719 -77.03687
39 2016 FL Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 24 Overall 28.93204 -81.92896
40 2016 GA Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 25 Overall 32.83968 -83.62758
41 2016 HI Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 21.8 Overall 21.30485 -157.85775
42 2016 ID Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 22.8 Overall 43.68263 -114.36373
43 2016 IL Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 28 Overall 40.48501 -88.99771
44 2016 IN Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 26.7 Overall 39.76691 -86.14996
45 2016 KS Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 28.5 Overall 38.34774 -98.20078
46 2016 KY Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 26.7 Overall 37.64597 -84.77497
47 2016 LA Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 27.3 Overall 31.31266 -92.44568
48 2016 ME Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 31.2 Overall 45.25423 -68.98503
49 2016 MD Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 27.9 Overall 39.29058 -76.60926
50 2016 MA Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 31.6 Overall 42.27687 -72.08269
51 2016 MI Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 26.6 Overall 44.66132 -84.71439
52 2016 MN Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 26.3 Overall 46.35565 -94.79420
53 2016 MS Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 21.3 Overall 32.74551 -89.53803
54 2016 MO Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 30.3 Overall 38.63579 -92.56630
55 2016 MT Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 27.1 Overall 47.06653 -109.42442
56 2016 NE Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 28.1 Overall 41.64104 -99.36572
57 2016 NV Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 24.3 Overall 39.49324 -117.07184
58 2016 NH Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 31 Overall 43.65595 -71.50036
59 2016 NJ Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 22.7 Overall 40.13057 -74.27369
60 2016 NM Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 26.2 Overall 34.52088 -106.24058
61 2016 NY Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 26.8 Overall 42.82700 -75.54397
62 2016 NC Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 26 Overall 35.46622 -79.15925
63 2016 ND Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 23.8 Overall 47.47532 -100.11842
64 2016 OH Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 26.1 Overall 40.06021 -82.40426
65 2016 OK Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 27.5 Overall 35.47203 -97.52107
66 2016 OR Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 28.8 Overall 44.56745 -120.15503
67 2016 PA Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 27.9 Overall 40.79373 -77.86070
68 2016 RI Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 34.6 Overall 41.70828 -71.52247
69 2016 SC Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 26.3 Overall 33.99882 -81.04537
70 2016 SD Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 24.3 Overall 44.35313 -100.37353
71 2016 TN Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 25.7 Overall 35.68094 -85.77449
72 2016 TX Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 24.9 Overall 31.82724 -99.42677
73 2016 UT Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 28.3 Overall 39.36070 -111.58713
74 2016 VT Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 33.9 Overall 43.62538 -72.51764
75 2016 VA Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 26.8 Overall 37.54268 -78.45789
76 2016 WA Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 30.7 Overall 47.52228 -120.47001
77 2016 WV Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 31.2 Overall 38.66551 -80.71264
78 2016 WI Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 30.6 Overall 44.39319 -89.81637
79 2016 WY Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 24 Overall 43.23554 -108.10983
80 2016 GU Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 19.7 Overall 13.44430 144.79373
81 2016 PR Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 9.9 Overall 18.22083 -66.59015
83 2016 AL Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 28.4 Overall 32.84057 -86.63186
84 2016 AK Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 30.4 Overall 64.84508 -147.72206
85 2016 AZ Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 32.9 Overall 34.86597 -111.76381
86 2016 AR Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 26.4 Overall 34.74865 -92.27449
87 2016 CA Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 25.7 Overall 37.63864 -121.00000
88 2016 CO Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 30 Overall 38.84384 -106.13361
89 2016 CT Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 27 Overall 41.56266 -72.64984
90 2016 DE Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 24.2 Overall 39.00883 -75.57774
91 2016 DC Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 27.9 Overall 38.90719 -77.03687
92 2016 FL Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 23.6 Overall 28.93204 -81.92896
93 2016 GA Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 24.7 Overall 32.83968 -83.62758
94 2016 HI Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 22.2 Overall 21.30485 -157.85775
95 2016 ID Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 23.4 Overall 43.68263 -114.36373
96 2016 IL Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 27.8 Overall 40.48501 -88.99771
97 2016 IN Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 25.4 Overall 39.76691 -86.14996
98 2016 IA Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 20.7 Overall 42.46940 -93.81649
99 2016 KS Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 28.6 Overall 38.34774 -98.20078
100 2016 KY Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 26.4 Overall 37.64597 -84.77497
101 2016 LA Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke 26.9 Overall 31.31266 -92.44568


Questions observed  

These are the type of questions looked at concerning Tobacco

Questions <- unique(Tobacco_df$Question)
kable(Questions) %>% kable_styling(font_size = 12) %>%  scroll_box(height = "300px")
x
Current smoking among adults aged >= 18 years
Pneumococcal vaccination among noninstitutionalized adults aged 18-64 years who smoke
Pneumococcal vaccination among noninstitutionalized adults aged >= 65 years who smoke
Quit attempts in the past year among current smokers
Current cigarette smoking among women aged 18-44 years
Current smokeless tobacco use among adults aged >= 18 years
Current cigarette smoking among youth
Current smokeless tobacco use among youth
Secondary schools that have a comprehensive tobacco-free school policy in place
Amount of tobacco product excise tax
States that allow stronger local tobacco control and prevention laws
States with strong polices that require retail licenses to sell tobacco products
Proportion of the population protected by a comprehensive smoke-free policy prohibiting smoking in all indoor areas of workplaces and public places, including restaurants and bars
Sale of cigarette packs
Percent tobacco revenue to fund at CDC recommended level
Cigarette smoking before pregnancy


A second Tobacco Dataframe was created because some of the DataValues are categorical (Yes, No) while others are numeric.The first Tobacco Dataframe now has 18681 obs with 7 variables.

#separate categorical datavalues from numerical ones and place in a new df
Tobacco_df2 <- subset(Tobacco_df, Tobacco_df$DataValue == c("Yes","No"))
dim(Tobacco_df2)
## [1] 476   7
kable(Tobacco_df2) %>% kable_styling(font_size = 10) %>%  scroll_box(height = "300px")
Year State Question DataValue Stratification Latitude Longitude
15815 2015 ND Amount of tobacco product excise tax No Overall 47.47532 -100.11842
15817 2015 NH Amount of tobacco product excise tax No Overall 43.65595 -71.50036
15819 2015 NJ Amount of tobacco product excise tax No Overall 40.13057 -74.27369
15821 2015 AL Amount of tobacco product excise tax No Overall 32.84057 -86.63186
15823 2015 AZ Amount of tobacco product excise tax No Overall 34.86597 -111.76381
15869 2015 OK Amount of tobacco product excise tax No Overall 35.47203 -97.52107
16225 2015 CT Amount of tobacco product excise tax No Overall 41.56266 -72.64984
16639 2015 OR Amount of tobacco product excise tax No Overall 44.56745 -120.15503
17288 2015 DE Amount of tobacco product excise tax No Overall 39.00883 -75.57774
18093 2015 FL Amount of tobacco product excise tax No Overall 28.93204 -81.92896
18263 2015 SC Amount of tobacco product excise tax No Overall 33.99882 -81.04537
18299 2015 SD Amount of tobacco product excise tax No Overall 44.35313 -100.37353
18830 2015 UT Amount of tobacco product excise tax No Overall 39.36070 -111.58713
18970 2015 VA Amount of tobacco product excise tax No Overall 37.54268 -78.45789
19811 2015 WV Amount of tobacco product excise tax No Overall 38.66551 -80.71264
19836 2015 GA Amount of tobacco product excise tax No Overall 32.83968 -83.62758
20497 2015 IA Amount of tobacco product excise tax No Overall 42.46940 -93.81649
20499 2015 IL Amount of tobacco product excise tax No Overall 40.48501 -88.99771
20501 2015 KS Amount of tobacco product excise tax No Overall 38.34774 -98.20078
20503 2015 LA Amount of tobacco product excise tax No Overall 31.31266 -92.44568
20505 2015 MD Amount of tobacco product excise tax No Overall 39.29058 -76.60926
20507 2015 MI Amount of tobacco product excise tax No Overall 44.66132 -84.71439
20508 2015 MN Amount of tobacco product excise tax Yes Overall 46.35565 -94.79420
20509 2015 MO Amount of tobacco product excise tax No Overall 38.63579 -92.56630
20513 2015 ND States that allow stronger local tobacco control and prevention laws No Overall 47.47532 -100.11842
20515 2015 AL States that allow stronger local tobacco control and prevention laws No Overall 32.84057 -86.63186
20517 2015 AR States that allow stronger local tobacco control and prevention laws No Overall 34.74865 -92.27449
20524 2015 FL States that allow stronger local tobacco control and prevention laws Yes Overall 28.93204 -81.92896
20525 2015 GA States that allow stronger local tobacco control and prevention laws No Overall 32.83968 -83.62758
20527 2015 HI States that allow stronger local tobacco control and prevention laws No Overall 21.30485 -157.85775
20528 2015 IA States that allow stronger local tobacco control and prevention laws Yes Overall 42.46940 -93.81649
20529 2015 ID States that allow stronger local tobacco control and prevention laws No Overall 43.68263 -114.36373
20534 2015 LA States that allow stronger local tobacco control and prevention laws Yes Overall 31.31266 -92.44568
20535 2015 MA States that allow stronger local tobacco control and prevention laws No Overall 42.27687 -72.08269
20537 2015 ME States that allow stronger local tobacco control and prevention laws No Overall 45.25423 -68.98503
20538 2015 MI States that allow stronger local tobacco control and prevention laws Yes Overall 44.66132 -84.71439
20539 2015 MN States that allow stronger local tobacco control and prevention laws No Overall 46.35565 -94.79420
20542 2015 MT States that allow stronger local tobacco control and prevention laws Yes Overall 47.06653 -109.42442
20546 2015 NV States that allow stronger local tobacco control and prevention laws Yes Overall 39.49324 -117.07184
20547 2015 NY States that allow stronger local tobacco control and prevention laws No Overall 42.82700 -75.54397
20550 2015 OR States that allow stronger local tobacco control and prevention laws Yes Overall 44.56745 -120.15503
20553 2015 RI States that allow stronger local tobacco control and prevention laws No Overall 41.70828 -71.52247
20554 2015 SC States that allow stronger local tobacco control and prevention laws Yes Overall 33.99882 -81.04537
20556 2015 TN States that allow stronger local tobacco control and prevention laws Yes Overall 35.68094 -85.77449
20557 2015 TX States that allow stronger local tobacco control and prevention laws No Overall 31.82724 -99.42677
20562 2015 WA States that allow stronger local tobacco control and prevention laws Yes Overall 47.52228 -120.47001
20564 2015 WV States that allow stronger local tobacco control and prevention laws Yes Overall 38.66551 -80.71264
20566 2015 AK States with strong polices that require retail licenses to sell tobacco products Yes Overall 64.84508 -147.72206
20568 2015 AR States with strong polices that require retail licenses to sell tobacco products Yes Overall 34.74865 -92.27449
20569 2015 AZ States with strong polices that require retail licenses to sell tobacco products No Overall 34.86597 -111.76381
20570 2015 CA States with strong polices that require retail licenses to sell tobacco products Yes Overall 37.63864 -121.00000
20571 2015 CO States with strong polices that require retail licenses to sell tobacco products No Overall 38.84384 -106.13361
20572 2015 CT States with strong polices that require retail licenses to sell tobacco products Yes Overall 41.56266 -72.64984
20574 2015 DE States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.00883 -75.57774
20576 2015 GA States with strong polices that require retail licenses to sell tobacco products Yes Overall 32.83968 -83.62758
20578 2015 HI States with strong polices that require retail licenses to sell tobacco products Yes Overall 21.30485 -157.85775
20581 2015 IL States with strong polices that require retail licenses to sell tobacco products No Overall 40.48501 -88.99771
20582 2015 IN States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.76691 -86.14996
20586 2015 MA States with strong polices that require retail licenses to sell tobacco products Yes Overall 42.27687 -72.08269
20588 2015 ME States with strong polices that require retail licenses to sell tobacco products Yes Overall 45.25423 -68.98503
20589 2015 MI States with strong polices that require retail licenses to sell tobacco products No Overall 44.66132 -84.71439
20590 2015 MN States with strong polices that require retail licenses to sell tobacco products Yes Overall 46.35565 -94.79420
20591 2015 MO States with strong polices that require retail licenses to sell tobacco products No Overall 38.63579 -92.56630
20592 2015 MS States with strong polices that require retail licenses to sell tobacco products Yes Overall 32.74551 -89.53803
20596 2015 NE States with strong polices that require retail licenses to sell tobacco products Yes Overall 41.64104 -99.36572
20598 2015 NJ States with strong polices that require retail licenses to sell tobacco products Yes Overall 40.13057 -74.27369
20599 2015 NM States with strong polices that require retail licenses to sell tobacco products No Overall 34.52088 -106.24058
20600 2015 NV States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.49324 -117.07184
20602 2015 OH States with strong polices that require retail licenses to sell tobacco products Yes Overall 40.06021 -82.40426
20606 2015 PR States with strong polices that require retail licenses to sell tobacco products Yes Overall 18.22083 -66.59015
20609 2015 SD States with strong polices that require retail licenses to sell tobacco products No Overall 44.35313 -100.37353
20612 2015 UT States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.36070 -111.58713
20613 2015 VA States with strong polices that require retail licenses to sell tobacco products No Overall 37.54268 -78.45789
20614 2015 VI States with strong polices that require retail licenses to sell tobacco products Yes Overall 18.33576 -64.89633
20616 2015 WA States with strong polices that require retail licenses to sell tobacco products Yes Overall 47.52228 -120.47001
20618 2015 WV States with strong polices that require retail licenses to sell tobacco products Yes Overall 38.66551 -80.71264
20619 2015 WY States with strong polices that require retail licenses to sell tobacco products No Overall 43.23554 -108.10983
23222 2014 HI States that allow stronger local tobacco control and prevention laws No Overall 21.30485 -157.85775
23681 2014 IA States that allow stronger local tobacco control and prevention laws Yes Overall 42.46940 -93.81649
24018 2014 ID Amount of tobacco product excise tax No Overall 43.68263 -114.36373
24058 2014 ID States that allow stronger local tobacco control and prevention laws No Overall 43.68263 -114.36373
24486 2014 IL States that allow stronger local tobacco control and prevention laws No Overall 40.48501 -88.99771
24506 2014 IN States that allow stronger local tobacco control and prevention laws Yes Overall 39.76691 -86.14996
24518 2014 AK States that allow stronger local tobacco control and prevention laws No Overall 64.84508 -147.72206
24520 2014 AR States that allow stronger local tobacco control and prevention laws No Overall 34.74865 -92.27449
24527 2014 FL States that allow stronger local tobacco control and prevention laws Yes Overall 28.93204 -81.92896
24528 2014 GA States that allow stronger local tobacco control and prevention laws No Overall 32.83968 -83.62758
24530 2014 KS States that allow stronger local tobacco control and prevention laws No Overall 38.34774 -98.20078
24531 2014 KY States that allow stronger local tobacco control and prevention laws Yes Overall 37.64597 -84.77497
24534 2014 MD States that allow stronger local tobacco control and prevention laws No Overall 39.29058 -76.60926
24538 2014 MO States that allow stronger local tobacco control and prevention laws No Overall 38.63579 -92.56630
24539 2014 MS States that allow stronger local tobacco control and prevention laws Yes Overall 32.74551 -89.53803
24541 2014 NC States that allow stronger local tobacco control and prevention laws Yes Overall 35.46622 -79.15925
24542 2014 ND States that allow stronger local tobacco control and prevention laws No Overall 47.47532 -100.11842
24547 2014 NV States that allow stronger local tobacco control and prevention laws Yes Overall 39.49324 -117.07184
24548 2014 NY States that allow stronger local tobacco control and prevention laws No Overall 42.82700 -75.54397
24551 2014 OR States that allow stronger local tobacco control and prevention laws Yes Overall 44.56745 -120.15503
24554 2014 RI States that allow stronger local tobacco control and prevention laws No Overall 41.70828 -71.52247
24555 2014 SC States that allow stronger local tobacco control and prevention laws Yes Overall 33.99882 -81.04537
24557 2014 TN States that allow stronger local tobacco control and prevention laws Yes Overall 35.68094 -85.77449
24558 2014 TX States that allow stronger local tobacco control and prevention laws No Overall 31.82724 -99.42677
24563 2014 WA States that allow stronger local tobacco control and prevention laws Yes Overall 47.52228 -120.47001
24565 2014 WV States that allow stronger local tobacco control and prevention laws Yes Overall 38.66551 -80.71264
24567 2014 AK States with strong polices that require retail licenses to sell tobacco products Yes Overall 64.84508 -147.72206
24569 2014 AR States with strong polices that require retail licenses to sell tobacco products Yes Overall 34.74865 -92.27449
24570 2014 AZ States with strong polices that require retail licenses to sell tobacco products No Overall 34.86597 -111.76381
24571 2014 CA States with strong polices that require retail licenses to sell tobacco products Yes Overall 37.63864 -121.00000
24572 2014 CO States with strong polices that require retail licenses to sell tobacco products No Overall 38.84384 -106.13361
24573 2014 CT States with strong polices that require retail licenses to sell tobacco products Yes Overall 41.56266 -72.64984
24575 2014 DE States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.00883 -75.57774
24577 2014 GA States with strong polices that require retail licenses to sell tobacco products Yes Overall 32.83968 -83.62758
24579 2014 HI States with strong polices that require retail licenses to sell tobacco products Yes Overall 21.30485 -157.85775
24582 2014 IL States with strong polices that require retail licenses to sell tobacco products No Overall 40.48501 -88.99771
24583 2014 IN States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.76691 -86.14996
24587 2014 MA States with strong polices that require retail licenses to sell tobacco products Yes Overall 42.27687 -72.08269
24589 2014 ME States with strong polices that require retail licenses to sell tobacco products Yes Overall 45.25423 -68.98503
24590 2014 MI States with strong polices that require retail licenses to sell tobacco products No Overall 44.66132 -84.71439
24591 2014 MN States with strong polices that require retail licenses to sell tobacco products Yes Overall 46.35565 -94.79420
24592 2014 MO States with strong polices that require retail licenses to sell tobacco products No Overall 38.63579 -92.56630
24593 2014 MS States with strong polices that require retail licenses to sell tobacco products Yes Overall 32.74551 -89.53803
24597 2014 NE States with strong polices that require retail licenses to sell tobacco products Yes Overall 41.64104 -99.36572
24599 2014 NJ States with strong polices that require retail licenses to sell tobacco products Yes Overall 40.13057 -74.27369
24600 2014 NM States with strong polices that require retail licenses to sell tobacco products No Overall 34.52088 -106.24058
24601 2014 NV States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.49324 -117.07184
24603 2014 OH States with strong polices that require retail licenses to sell tobacco products Yes Overall 40.06021 -82.40426
24607 2014 PR States with strong polices that require retail licenses to sell tobacco products Yes Overall 18.22083 -66.59015
24610 2014 SD States with strong polices that require retail licenses to sell tobacco products No Overall 44.35313 -100.37353
24613 2014 UT States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.36070 -111.58713
24614 2014 VA States with strong polices that require retail licenses to sell tobacco products No Overall 37.54268 -78.45789
24615 2014 VI States with strong polices that require retail licenses to sell tobacco products Yes Overall 18.33576 -64.89633
24617 2014 WA States with strong polices that require retail licenses to sell tobacco products Yes Overall 47.52228 -120.47001
24619 2014 WV States with strong polices that require retail licenses to sell tobacco products Yes Overall 38.66551 -80.71264
24620 2014 WY States with strong polices that require retail licenses to sell tobacco products No Overall 43.23554 -108.10983
24622 2014 AL Amount of tobacco product excise tax No Overall 32.84057 -86.63186
24624 2014 AZ Amount of tobacco product excise tax No Overall 34.86597 -111.76381
24626 2014 CO Amount of tobacco product excise tax No Overall 38.84384 -106.13361
24628 2014 DC Amount of tobacco product excise tax No Overall 38.90719 -77.03687
24630 2014 FL Amount of tobacco product excise tax No Overall 28.93204 -81.92896
24633 2014 IN Amount of tobacco product excise tax No Overall 39.76691 -86.14996
24635 2014 KY Amount of tobacco product excise tax No Overall 37.64597 -84.77497
24637 2014 MA Amount of tobacco product excise tax No Overall 42.27687 -72.08269
24639 2014 ME Amount of tobacco product excise tax No Overall 45.25423 -68.98503
24643 2014 MS Amount of tobacco product excise tax No Overall 32.74551 -89.53803
24645 2014 NC Amount of tobacco product excise tax No Overall 35.46622 -79.15925
24647 2014 NE Amount of tobacco product excise tax No Overall 41.64104 -99.36572
24649 2014 NJ Amount of tobacco product excise tax No Overall 40.13057 -74.27369
24651 2014 NV Amount of tobacco product excise tax No Overall 39.49324 -117.07184
24652 2014 NY Amount of tobacco product excise tax Yes Overall 42.82700 -75.54397
24653 2014 OH Amount of tobacco product excise tax No Overall 40.06021 -82.40426
24655 2014 OR Amount of tobacco product excise tax No Overall 44.56745 -120.15503
24658 2014 RI Amount of tobacco product excise tax No Overall 41.70828 -71.52247
24660 2014 SD Amount of tobacco product excise tax No Overall 44.35313 -100.37353
24662 2014 TX Amount of tobacco product excise tax No Overall 31.82724 -99.42677
24664 2014 VA Amount of tobacco product excise tax No Overall 37.54268 -78.45789
24667 2014 WA Amount of tobacco product excise tax No Overall 47.52228 -120.47001
24669 2014 WV Amount of tobacco product excise tax No Overall 38.66551 -80.71264
24731 2013 IA Amount of tobacco product excise tax No Overall 42.46940 -93.81649
24733 2013 IL Amount of tobacco product excise tax No Overall 40.48501 -88.99771
24735 2013 KS Amount of tobacco product excise tax No Overall 38.34774 -98.20078
24737 2013 LA Amount of tobacco product excise tax No Overall 31.31266 -92.44568
24739 2013 MD Amount of tobacco product excise tax No Overall 39.29058 -76.60926
24741 2013 MI Amount of tobacco product excise tax No Overall 44.66132 -84.71439
24742 2013 MN Amount of tobacco product excise tax Yes Overall 46.35565 -94.79420
24743 2013 MO Amount of tobacco product excise tax No Overall 38.63579 -92.56630
24745 2013 MT Amount of tobacco product excise tax No Overall 47.06653 -109.42442
24747 2013 ND Amount of tobacco product excise tax No Overall 47.47532 -100.11842
24749 2013 NH Amount of tobacco product excise tax No Overall 43.65595 -71.50036
24751 2013 NM Amount of tobacco product excise tax No Overall 34.52088 -106.24058
24755 2013 OK Amount of tobacco product excise tax No Overall 35.47203 -97.52107
24757 2013 PA Amount of tobacco product excise tax No Overall 40.79373 -77.86070
24760 2013 SC Amount of tobacco product excise tax No Overall 33.99882 -81.04537
24762 2013 TN Amount of tobacco product excise tax No Overall 35.68094 -85.77449
24764 2013 UT Amount of tobacco product excise tax No Overall 39.36070 -111.58713
24767 2013 VT Amount of tobacco product excise tax No Overall 43.62538 -72.51764
24769 2013 WI Amount of tobacco product excise tax No Overall 44.39319 -89.81637
24771 2013 WY Amount of tobacco product excise tax No Overall 43.23554 -108.10983
24933 2013 AR States that allow stronger local tobacco control and prevention laws No Overall 34.74865 -92.27449
25912 2013 CA States that allow stronger local tobacco control and prevention laws Yes Overall 37.63864 -121.00000
26281 2013 CT States that allow stronger local tobacco control and prevention laws Yes Overall 41.56266 -72.64984
26840 2013 DE States that allow stronger local tobacco control and prevention laws Yes Overall 39.00883 -75.57774
26899 2013 FL States that allow stronger local tobacco control and prevention laws Yes Overall 28.93204 -81.92896
26956 2013 GA States that allow stronger local tobacco control and prevention laws No Overall 32.83968 -83.62758
27883 2013 GU States that allow stronger local tobacco control and prevention laws No Overall 13.44430 144.79373
28063 2013 IA States that allow stronger local tobacco control and prevention laws Yes Overall 42.46940 -93.81649
28273 2013 NH States that allow stronger local tobacco control and prevention laws Yes Overall 43.65595 -71.50036
28426 2013 ID States that allow stronger local tobacco control and prevention laws No Overall 43.68263 -114.36373
28729 2013 AK States that allow stronger local tobacco control and prevention laws No Overall 64.84508 -147.72206
28734 2013 LA States that allow stronger local tobacco control and prevention laws Yes Overall 31.31266 -92.44568
28735 2013 MA States that allow stronger local tobacco control and prevention laws No Overall 42.27687 -72.08269
28737 2013 ME States that allow stronger local tobacco control and prevention laws No Overall 45.25423 -68.98503
28738 2013 MI States that allow stronger local tobacco control and prevention laws Yes Overall 44.66132 -84.71439
28739 2013 MN States that allow stronger local tobacco control and prevention laws No Overall 46.35565 -94.79420
28744 2013 NV States that allow stronger local tobacco control and prevention laws Yes Overall 39.49324 -117.07184
28745 2013 NY States that allow stronger local tobacco control and prevention laws No Overall 42.82700 -75.54397
28748 2013 OR States that allow stronger local tobacco control and prevention laws Yes Overall 44.56745 -120.15503
28751 2013 RI States that allow stronger local tobacco control and prevention laws No Overall 41.70828 -71.52247
28752 2013 SC States that allow stronger local tobacco control and prevention laws Yes Overall 33.99882 -81.04537
28754 2013 TN States that allow stronger local tobacco control and prevention laws Yes Overall 35.68094 -85.77449
28755 2013 TX States that allow stronger local tobacco control and prevention laws No Overall 31.82724 -99.42677
28760 2013 WA States that allow stronger local tobacco control and prevention laws Yes Overall 47.52228 -120.47001
28762 2013 WV States that allow stronger local tobacco control and prevention laws Yes Overall 38.66551 -80.71264
28764 2013 AK States with strong polices that require retail licenses to sell tobacco products Yes Overall 64.84508 -147.72206
28766 2013 AR States with strong polices that require retail licenses to sell tobacco products Yes Overall 34.74865 -92.27449
28767 2013 AZ States with strong polices that require retail licenses to sell tobacco products No Overall 34.86597 -111.76381
28768 2013 CA States with strong polices that require retail licenses to sell tobacco products Yes Overall 37.63864 -121.00000
28769 2013 CO States with strong polices that require retail licenses to sell tobacco products No Overall 38.84384 -106.13361
28770 2013 CT States with strong polices that require retail licenses to sell tobacco products Yes Overall 41.56266 -72.64984
28772 2013 DE States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.00883 -75.57774
28774 2013 GA States with strong polices that require retail licenses to sell tobacco products Yes Overall 32.83968 -83.62758
28776 2013 HI States with strong polices that require retail licenses to sell tobacco products Yes Overall 21.30485 -157.85775
28779 2013 IL States with strong polices that require retail licenses to sell tobacco products No Overall 40.48501 -88.99771
28780 2013 IN States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.76691 -86.14996
28784 2013 MA States with strong polices that require retail licenses to sell tobacco products Yes Overall 42.27687 -72.08269
28786 2013 ME States with strong polices that require retail licenses to sell tobacco products Yes Overall 45.25423 -68.98503
28787 2013 MI States with strong polices that require retail licenses to sell tobacco products No Overall 44.66132 -84.71439
28788 2013 MN States with strong polices that require retail licenses to sell tobacco products Yes Overall 46.35565 -94.79420
28789 2013 MO States with strong polices that require retail licenses to sell tobacco products No Overall 38.63579 -92.56630
28790 2013 MS States with strong polices that require retail licenses to sell tobacco products Yes Overall 32.74551 -89.53803
28794 2013 NE States with strong polices that require retail licenses to sell tobacco products Yes Overall 41.64104 -99.36572
28796 2013 NJ States with strong polices that require retail licenses to sell tobacco products Yes Overall 40.13057 -74.27369
28797 2013 NM States with strong polices that require retail licenses to sell tobacco products No Overall 34.52088 -106.24058
28798 2013 NV States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.49324 -117.07184
28800 2013 OH States with strong polices that require retail licenses to sell tobacco products Yes Overall 40.06021 -82.40426
28804 2013 PR States with strong polices that require retail licenses to sell tobacco products Yes Overall 18.22083 -66.59015
28807 2013 SD States with strong polices that require retail licenses to sell tobacco products No Overall 44.35313 -100.37353
28810 2013 UT States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.36070 -111.58713
28811 2013 VA States with strong polices that require retail licenses to sell tobacco products No Overall 37.54268 -78.45789
28812 2013 VI States with strong polices that require retail licenses to sell tobacco products Yes Overall 18.33576 -64.89633
28814 2013 WA States with strong polices that require retail licenses to sell tobacco products Yes Overall 47.52228 -120.47001
28816 2013 WV States with strong polices that require retail licenses to sell tobacco products Yes Overall 38.66551 -80.71264
28817 2013 WY States with strong polices that require retail licenses to sell tobacco products No Overall 43.23554 -108.10983
28842 2013 FL Amount of tobacco product excise tax No Overall 28.93204 -81.92896
28861 2013 GA Amount of tobacco product excise tax No Overall 32.83968 -83.62758
28874 2013 AK Amount of tobacco product excise tax No Overall 64.84508 -147.72206
28876 2013 AR Amount of tobacco product excise tax No Overall 34.74865 -92.27449
28878 2013 CA Amount of tobacco product excise tax No Overall 37.63864 -121.00000
28880 2013 CT Amount of tobacco product excise tax No Overall 41.56266 -72.64984
28882 2013 DE Amount of tobacco product excise tax No Overall 39.00883 -75.57774
44921 2015 ND Amount of tobacco product excise tax No Overall 47.47532 -100.11842
44923 2015 NH Amount of tobacco product excise tax No Overall 43.65595 -71.50036
44925 2015 NJ Amount of tobacco product excise tax No Overall 40.13057 -74.27369
44927 2015 AL Amount of tobacco product excise tax No Overall 32.84057 -86.63186
44929 2015 AZ Amount of tobacco product excise tax No Overall 34.86597 -111.76381
44975 2015 OK Amount of tobacco product excise tax No Overall 35.47203 -97.52107
45331 2015 CT Amount of tobacco product excise tax No Overall 41.56266 -72.64984
45745 2015 OR Amount of tobacco product excise tax No Overall 44.56745 -120.15503
46394 2015 DE Amount of tobacco product excise tax No Overall 39.00883 -75.57774
47199 2015 FL Amount of tobacco product excise tax No Overall 28.93204 -81.92896
47369 2015 SC Amount of tobacco product excise tax No Overall 33.99882 -81.04537
47405 2015 SD Amount of tobacco product excise tax No Overall 44.35313 -100.37353
47936 2015 UT Amount of tobacco product excise tax No Overall 39.36070 -111.58713
48076 2015 VA Amount of tobacco product excise tax No Overall 37.54268 -78.45789
48917 2015 WV Amount of tobacco product excise tax No Overall 38.66551 -80.71264
48942 2015 GA Amount of tobacco product excise tax No Overall 32.83968 -83.62758
49603 2015 IA Amount of tobacco product excise tax No Overall 42.46940 -93.81649
49605 2015 IL Amount of tobacco product excise tax No Overall 40.48501 -88.99771
49607 2015 KS Amount of tobacco product excise tax No Overall 38.34774 -98.20078
49609 2015 LA Amount of tobacco product excise tax No Overall 31.31266 -92.44568
49611 2015 MD Amount of tobacco product excise tax No Overall 39.29058 -76.60926
49613 2015 MI Amount of tobacco product excise tax No Overall 44.66132 -84.71439
49614 2015 MN Amount of tobacco product excise tax Yes Overall 46.35565 -94.79420
49615 2015 MO Amount of tobacco product excise tax No Overall 38.63579 -92.56630
49619 2015 ND States that allow stronger local tobacco control and prevention laws No Overall 47.47532 -100.11842
49621 2015 AL States that allow stronger local tobacco control and prevention laws No Overall 32.84057 -86.63186
49623 2015 AR States that allow stronger local tobacco control and prevention laws No Overall 34.74865 -92.27449
49630 2015 FL States that allow stronger local tobacco control and prevention laws Yes Overall 28.93204 -81.92896
49631 2015 GA States that allow stronger local tobacco control and prevention laws No Overall 32.83968 -83.62758
49633 2015 HI States that allow stronger local tobacco control and prevention laws No Overall 21.30485 -157.85775
49634 2015 IA States that allow stronger local tobacco control and prevention laws Yes Overall 42.46940 -93.81649
49635 2015 ID States that allow stronger local tobacco control and prevention laws No Overall 43.68263 -114.36373
49640 2015 LA States that allow stronger local tobacco control and prevention laws Yes Overall 31.31266 -92.44568
49641 2015 MA States that allow stronger local tobacco control and prevention laws No Overall 42.27687 -72.08269
49643 2015 ME States that allow stronger local tobacco control and prevention laws No Overall 45.25423 -68.98503
49644 2015 MI States that allow stronger local tobacco control and prevention laws Yes Overall 44.66132 -84.71439
49645 2015 MN States that allow stronger local tobacco control and prevention laws No Overall 46.35565 -94.79420
49648 2015 MT States that allow stronger local tobacco control and prevention laws Yes Overall 47.06653 -109.42442
49652 2015 NV States that allow stronger local tobacco control and prevention laws Yes Overall 39.49324 -117.07184
49653 2015 NY States that allow stronger local tobacco control and prevention laws No Overall 42.82700 -75.54397
49656 2015 OR States that allow stronger local tobacco control and prevention laws Yes Overall 44.56745 -120.15503
49659 2015 RI States that allow stronger local tobacco control and prevention laws No Overall 41.70828 -71.52247
49660 2015 SC States that allow stronger local tobacco control and prevention laws Yes Overall 33.99882 -81.04537
49662 2015 TN States that allow stronger local tobacco control and prevention laws Yes Overall 35.68094 -85.77449
49663 2015 TX States that allow stronger local tobacco control and prevention laws No Overall 31.82724 -99.42677
49668 2015 WA States that allow stronger local tobacco control and prevention laws Yes Overall 47.52228 -120.47001
49670 2015 WV States that allow stronger local tobacco control and prevention laws Yes Overall 38.66551 -80.71264
49672 2015 AK States with strong polices that require retail licenses to sell tobacco products Yes Overall 64.84508 -147.72206
49674 2015 AR States with strong polices that require retail licenses to sell tobacco products Yes Overall 34.74865 -92.27449
49675 2015 AZ States with strong polices that require retail licenses to sell tobacco products No Overall 34.86597 -111.76381
49676 2015 CA States with strong polices that require retail licenses to sell tobacco products Yes Overall 37.63864 -121.00000
49677 2015 CO States with strong polices that require retail licenses to sell tobacco products No Overall 38.84384 -106.13361
49678 2015 CT States with strong polices that require retail licenses to sell tobacco products Yes Overall 41.56266 -72.64984
49680 2015 DE States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.00883 -75.57774
49682 2015 GA States with strong polices that require retail licenses to sell tobacco products Yes Overall 32.83968 -83.62758
49684 2015 HI States with strong polices that require retail licenses to sell tobacco products Yes Overall 21.30485 -157.85775
49687 2015 IL States with strong polices that require retail licenses to sell tobacco products No Overall 40.48501 -88.99771
49688 2015 IN States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.76691 -86.14996
49692 2015 MA States with strong polices that require retail licenses to sell tobacco products Yes Overall 42.27687 -72.08269
49694 2015 ME States with strong polices that require retail licenses to sell tobacco products Yes Overall 45.25423 -68.98503
49695 2015 MI States with strong polices that require retail licenses to sell tobacco products No Overall 44.66132 -84.71439
49696 2015 MN States with strong polices that require retail licenses to sell tobacco products Yes Overall 46.35565 -94.79420
49697 2015 MO States with strong polices that require retail licenses to sell tobacco products No Overall 38.63579 -92.56630
49698 2015 MS States with strong polices that require retail licenses to sell tobacco products Yes Overall 32.74551 -89.53803
49702 2015 NE States with strong polices that require retail licenses to sell tobacco products Yes Overall 41.64104 -99.36572
49704 2015 NJ States with strong polices that require retail licenses to sell tobacco products Yes Overall 40.13057 -74.27369
49705 2015 NM States with strong polices that require retail licenses to sell tobacco products No Overall 34.52088 -106.24058
49706 2015 NV States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.49324 -117.07184
49708 2015 OH States with strong polices that require retail licenses to sell tobacco products Yes Overall 40.06021 -82.40426
49712 2015 PR States with strong polices that require retail licenses to sell tobacco products Yes Overall 18.22083 -66.59015
49715 2015 SD States with strong polices that require retail licenses to sell tobacco products No Overall 44.35313 -100.37353
49718 2015 UT States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.36070 -111.58713
49719 2015 VA States with strong polices that require retail licenses to sell tobacco products No Overall 37.54268 -78.45789
49720 2015 VI States with strong polices that require retail licenses to sell tobacco products Yes Overall 18.33576 -64.89633
49722 2015 WA States with strong polices that require retail licenses to sell tobacco products Yes Overall 47.52228 -120.47001
49724 2015 WV States with strong polices that require retail licenses to sell tobacco products Yes Overall 38.66551 -80.71264
49725 2015 WY States with strong polices that require retail licenses to sell tobacco products No Overall 43.23554 -108.10983
52328 2014 HI States that allow stronger local tobacco control and prevention laws No Overall 21.30485 -157.85775
52787 2014 IA States that allow stronger local tobacco control and prevention laws Yes Overall 42.46940 -93.81649
53124 2014 ID Amount of tobacco product excise tax No Overall 43.68263 -114.36373
53164 2014 ID States that allow stronger local tobacco control and prevention laws No Overall 43.68263 -114.36373
53592 2014 IL States that allow stronger local tobacco control and prevention laws No Overall 40.48501 -88.99771
53612 2014 IN States that allow stronger local tobacco control and prevention laws Yes Overall 39.76691 -86.14996
53624 2014 AK States that allow stronger local tobacco control and prevention laws No Overall 64.84508 -147.72206
53626 2014 AR States that allow stronger local tobacco control and prevention laws No Overall 34.74865 -92.27449
53633 2014 FL States that allow stronger local tobacco control and prevention laws Yes Overall 28.93204 -81.92896
53634 2014 GA States that allow stronger local tobacco control and prevention laws No Overall 32.83968 -83.62758
53636 2014 KS States that allow stronger local tobacco control and prevention laws No Overall 38.34774 -98.20078
53637 2014 KY States that allow stronger local tobacco control and prevention laws Yes Overall 37.64597 -84.77497
53640 2014 MD States that allow stronger local tobacco control and prevention laws No Overall 39.29058 -76.60926
53644 2014 MO States that allow stronger local tobacco control and prevention laws No Overall 38.63579 -92.56630
53645 2014 MS States that allow stronger local tobacco control and prevention laws Yes Overall 32.74551 -89.53803
53647 2014 NC States that allow stronger local tobacco control and prevention laws Yes Overall 35.46622 -79.15925
53648 2014 ND States that allow stronger local tobacco control and prevention laws No Overall 47.47532 -100.11842
53653 2014 NV States that allow stronger local tobacco control and prevention laws Yes Overall 39.49324 -117.07184
53654 2014 NY States that allow stronger local tobacco control and prevention laws No Overall 42.82700 -75.54397
53657 2014 OR States that allow stronger local tobacco control and prevention laws Yes Overall 44.56745 -120.15503
53660 2014 RI States that allow stronger local tobacco control and prevention laws No Overall 41.70828 -71.52247
53661 2014 SC States that allow stronger local tobacco control and prevention laws Yes Overall 33.99882 -81.04537
53663 2014 TN States that allow stronger local tobacco control and prevention laws Yes Overall 35.68094 -85.77449
53664 2014 TX States that allow stronger local tobacco control and prevention laws No Overall 31.82724 -99.42677
53669 2014 WA States that allow stronger local tobacco control and prevention laws Yes Overall 47.52228 -120.47001
53671 2014 WV States that allow stronger local tobacco control and prevention laws Yes Overall 38.66551 -80.71264
53673 2014 AK States with strong polices that require retail licenses to sell tobacco products Yes Overall 64.84508 -147.72206
53675 2014 AR States with strong polices that require retail licenses to sell tobacco products Yes Overall 34.74865 -92.27449
53676 2014 AZ States with strong polices that require retail licenses to sell tobacco products No Overall 34.86597 -111.76381
53677 2014 CA States with strong polices that require retail licenses to sell tobacco products Yes Overall 37.63864 -121.00000
53678 2014 CO States with strong polices that require retail licenses to sell tobacco products No Overall 38.84384 -106.13361
53679 2014 CT States with strong polices that require retail licenses to sell tobacco products Yes Overall 41.56266 -72.64984
53681 2014 DE States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.00883 -75.57774
53683 2014 GA States with strong polices that require retail licenses to sell tobacco products Yes Overall 32.83968 -83.62758
53685 2014 HI States with strong polices that require retail licenses to sell tobacco products Yes Overall 21.30485 -157.85775
53688 2014 IL States with strong polices that require retail licenses to sell tobacco products No Overall 40.48501 -88.99771
53689 2014 IN States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.76691 -86.14996
53693 2014 MA States with strong polices that require retail licenses to sell tobacco products Yes Overall 42.27687 -72.08269
53695 2014 ME States with strong polices that require retail licenses to sell tobacco products Yes Overall 45.25423 -68.98503
53696 2014 MI States with strong polices that require retail licenses to sell tobacco products No Overall 44.66132 -84.71439
53697 2014 MN States with strong polices that require retail licenses to sell tobacco products Yes Overall 46.35565 -94.79420
53698 2014 MO States with strong polices that require retail licenses to sell tobacco products No Overall 38.63579 -92.56630
53699 2014 MS States with strong polices that require retail licenses to sell tobacco products Yes Overall 32.74551 -89.53803
53703 2014 NE States with strong polices that require retail licenses to sell tobacco products Yes Overall 41.64104 -99.36572
53705 2014 NJ States with strong polices that require retail licenses to sell tobacco products Yes Overall 40.13057 -74.27369
53706 2014 NM States with strong polices that require retail licenses to sell tobacco products No Overall 34.52088 -106.24058
53707 2014 NV States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.49324 -117.07184
53709 2014 OH States with strong polices that require retail licenses to sell tobacco products Yes Overall 40.06021 -82.40426
53713 2014 PR States with strong polices that require retail licenses to sell tobacco products Yes Overall 18.22083 -66.59015
53716 2014 SD States with strong polices that require retail licenses to sell tobacco products No Overall 44.35313 -100.37353
53719 2014 UT States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.36070 -111.58713
53720 2014 VA States with strong polices that require retail licenses to sell tobacco products No Overall 37.54268 -78.45789
53721 2014 VI States with strong polices that require retail licenses to sell tobacco products Yes Overall 18.33576 -64.89633
53723 2014 WA States with strong polices that require retail licenses to sell tobacco products Yes Overall 47.52228 -120.47001
53725 2014 WV States with strong polices that require retail licenses to sell tobacco products Yes Overall 38.66551 -80.71264
53726 2014 WY States with strong polices that require retail licenses to sell tobacco products No Overall 43.23554 -108.10983
53728 2014 AL Amount of tobacco product excise tax No Overall 32.84057 -86.63186
53730 2014 AZ Amount of tobacco product excise tax No Overall 34.86597 -111.76381
53732 2014 CO Amount of tobacco product excise tax No Overall 38.84384 -106.13361
53734 2014 DC Amount of tobacco product excise tax No Overall 38.90719 -77.03687
53736 2014 FL Amount of tobacco product excise tax No Overall 28.93204 -81.92896
53739 2014 IN Amount of tobacco product excise tax No Overall 39.76691 -86.14996
53741 2014 KY Amount of tobacco product excise tax No Overall 37.64597 -84.77497
53743 2014 MA Amount of tobacco product excise tax No Overall 42.27687 -72.08269
53745 2014 ME Amount of tobacco product excise tax No Overall 45.25423 -68.98503
53749 2014 MS Amount of tobacco product excise tax No Overall 32.74551 -89.53803
53751 2014 NC Amount of tobacco product excise tax No Overall 35.46622 -79.15925
53753 2014 NE Amount of tobacco product excise tax No Overall 41.64104 -99.36572
53755 2014 NJ Amount of tobacco product excise tax No Overall 40.13057 -74.27369
53757 2014 NV Amount of tobacco product excise tax No Overall 39.49324 -117.07184
53758 2014 NY Amount of tobacco product excise tax Yes Overall 42.82700 -75.54397
53759 2014 OH Amount of tobacco product excise tax No Overall 40.06021 -82.40426
53761 2014 OR Amount of tobacco product excise tax No Overall 44.56745 -120.15503
53764 2014 RI Amount of tobacco product excise tax No Overall 41.70828 -71.52247
53766 2014 SD Amount of tobacco product excise tax No Overall 44.35313 -100.37353
53768 2014 TX Amount of tobacco product excise tax No Overall 31.82724 -99.42677
53770 2014 VA Amount of tobacco product excise tax No Overall 37.54268 -78.45789
53773 2014 WA Amount of tobacco product excise tax No Overall 47.52228 -120.47001
53775 2014 WV Amount of tobacco product excise tax No Overall 38.66551 -80.71264
53837 2013 IA Amount of tobacco product excise tax No Overall 42.46940 -93.81649
53839 2013 IL Amount of tobacco product excise tax No Overall 40.48501 -88.99771
53841 2013 KS Amount of tobacco product excise tax No Overall 38.34774 -98.20078
53843 2013 LA Amount of tobacco product excise tax No Overall 31.31266 -92.44568
53845 2013 MD Amount of tobacco product excise tax No Overall 39.29058 -76.60926
53847 2013 MI Amount of tobacco product excise tax No Overall 44.66132 -84.71439
53848 2013 MN Amount of tobacco product excise tax Yes Overall 46.35565 -94.79420
53849 2013 MO Amount of tobacco product excise tax No Overall 38.63579 -92.56630
53851 2013 MT Amount of tobacco product excise tax No Overall 47.06653 -109.42442
53853 2013 ND Amount of tobacco product excise tax No Overall 47.47532 -100.11842
53855 2013 NH Amount of tobacco product excise tax No Overall 43.65595 -71.50036
53857 2013 NM Amount of tobacco product excise tax No Overall 34.52088 -106.24058
53861 2013 OK Amount of tobacco product excise tax No Overall 35.47203 -97.52107
53863 2013 PA Amount of tobacco product excise tax No Overall 40.79373 -77.86070
53866 2013 SC Amount of tobacco product excise tax No Overall 33.99882 -81.04537
53868 2013 TN Amount of tobacco product excise tax No Overall 35.68094 -85.77449
53870 2013 UT Amount of tobacco product excise tax No Overall 39.36070 -111.58713
53873 2013 VT Amount of tobacco product excise tax No Overall 43.62538 -72.51764
53875 2013 WI Amount of tobacco product excise tax No Overall 44.39319 -89.81637
53877 2013 WY Amount of tobacco product excise tax No Overall 43.23554 -108.10983
54039 2013 AR States that allow stronger local tobacco control and prevention laws No Overall 34.74865 -92.27449
55018 2013 CA States that allow stronger local tobacco control and prevention laws Yes Overall 37.63864 -121.00000
55387 2013 CT States that allow stronger local tobacco control and prevention laws Yes Overall 41.56266 -72.64984
55946 2013 DE States that allow stronger local tobacco control and prevention laws Yes Overall 39.00883 -75.57774
56005 2013 FL States that allow stronger local tobacco control and prevention laws Yes Overall 28.93204 -81.92896
56062 2013 GA States that allow stronger local tobacco control and prevention laws No Overall 32.83968 -83.62758
56989 2013 GU States that allow stronger local tobacco control and prevention laws No Overall 13.44430 144.79373
57169 2013 IA States that allow stronger local tobacco control and prevention laws Yes Overall 42.46940 -93.81649
57379 2013 NH States that allow stronger local tobacco control and prevention laws Yes Overall 43.65595 -71.50036
57532 2013 ID States that allow stronger local tobacco control and prevention laws No Overall 43.68263 -114.36373
57835 2013 AK States that allow stronger local tobacco control and prevention laws No Overall 64.84508 -147.72206
57840 2013 LA States that allow stronger local tobacco control and prevention laws Yes Overall 31.31266 -92.44568
57841 2013 MA States that allow stronger local tobacco control and prevention laws No Overall 42.27687 -72.08269
57843 2013 ME States that allow stronger local tobacco control and prevention laws No Overall 45.25423 -68.98503
57844 2013 MI States that allow stronger local tobacco control and prevention laws Yes Overall 44.66132 -84.71439
57845 2013 MN States that allow stronger local tobacco control and prevention laws No Overall 46.35565 -94.79420
57850 2013 NV States that allow stronger local tobacco control and prevention laws Yes Overall 39.49324 -117.07184
57851 2013 NY States that allow stronger local tobacco control and prevention laws No Overall 42.82700 -75.54397
57854 2013 OR States that allow stronger local tobacco control and prevention laws Yes Overall 44.56745 -120.15503
57857 2013 RI States that allow stronger local tobacco control and prevention laws No Overall 41.70828 -71.52247
57858 2013 SC States that allow stronger local tobacco control and prevention laws Yes Overall 33.99882 -81.04537
57860 2013 TN States that allow stronger local tobacco control and prevention laws Yes Overall 35.68094 -85.77449
57861 2013 TX States that allow stronger local tobacco control and prevention laws No Overall 31.82724 -99.42677
57866 2013 WA States that allow stronger local tobacco control and prevention laws Yes Overall 47.52228 -120.47001
57868 2013 WV States that allow stronger local tobacco control and prevention laws Yes Overall 38.66551 -80.71264
57870 2013 AK States with strong polices that require retail licenses to sell tobacco products Yes Overall 64.84508 -147.72206
57872 2013 AR States with strong polices that require retail licenses to sell tobacco products Yes Overall 34.74865 -92.27449
57873 2013 AZ States with strong polices that require retail licenses to sell tobacco products No Overall 34.86597 -111.76381
57874 2013 CA States with strong polices that require retail licenses to sell tobacco products Yes Overall 37.63864 -121.00000
57875 2013 CO States with strong polices that require retail licenses to sell tobacco products No Overall 38.84384 -106.13361
57876 2013 CT States with strong polices that require retail licenses to sell tobacco products Yes Overall 41.56266 -72.64984
57878 2013 DE States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.00883 -75.57774
57880 2013 GA States with strong polices that require retail licenses to sell tobacco products Yes Overall 32.83968 -83.62758
57882 2013 HI States with strong polices that require retail licenses to sell tobacco products Yes Overall 21.30485 -157.85775
57885 2013 IL States with strong polices that require retail licenses to sell tobacco products No Overall 40.48501 -88.99771
57886 2013 IN States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.76691 -86.14996
57890 2013 MA States with strong polices that require retail licenses to sell tobacco products Yes Overall 42.27687 -72.08269
57892 2013 ME States with strong polices that require retail licenses to sell tobacco products Yes Overall 45.25423 -68.98503
57893 2013 MI States with strong polices that require retail licenses to sell tobacco products No Overall 44.66132 -84.71439
57894 2013 MN States with strong polices that require retail licenses to sell tobacco products Yes Overall 46.35565 -94.79420
57895 2013 MO States with strong polices that require retail licenses to sell tobacco products No Overall 38.63579 -92.56630
57896 2013 MS States with strong polices that require retail licenses to sell tobacco products Yes Overall 32.74551 -89.53803
57900 2013 NE States with strong polices that require retail licenses to sell tobacco products Yes Overall 41.64104 -99.36572
57902 2013 NJ States with strong polices that require retail licenses to sell tobacco products Yes Overall 40.13057 -74.27369
57903 2013 NM States with strong polices that require retail licenses to sell tobacco products No Overall 34.52088 -106.24058
57904 2013 NV States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.49324 -117.07184
57906 2013 OH States with strong polices that require retail licenses to sell tobacco products Yes Overall 40.06021 -82.40426
57910 2013 PR States with strong polices that require retail licenses to sell tobacco products Yes Overall 18.22083 -66.59015
57913 2013 SD States with strong polices that require retail licenses to sell tobacco products No Overall 44.35313 -100.37353
57916 2013 UT States with strong polices that require retail licenses to sell tobacco products Yes Overall 39.36070 -111.58713
57917 2013 VA States with strong polices that require retail licenses to sell tobacco products No Overall 37.54268 -78.45789
57918 2013 VI States with strong polices that require retail licenses to sell tobacco products Yes Overall 18.33576 -64.89633
57920 2013 WA States with strong polices that require retail licenses to sell tobacco products Yes Overall 47.52228 -120.47001
57922 2013 WV States with strong polices that require retail licenses to sell tobacco products Yes Overall 38.66551 -80.71264
57923 2013 WY States with strong polices that require retail licenses to sell tobacco products No Overall 43.23554 -108.10983
57948 2013 FL Amount of tobacco product excise tax No Overall 28.93204 -81.92896
57967 2013 GA Amount of tobacco product excise tax No Overall 32.83968 -83.62758
57980 2013 AK Amount of tobacco product excise tax No Overall 64.84508 -147.72206
57982 2013 AR Amount of tobacco product excise tax No Overall 34.74865 -92.27449
57984 2013 CA Amount of tobacco product excise tax No Overall 37.63864 -121.00000
57986 2013 CT Amount of tobacco product excise tax No Overall 41.56266 -72.64984
57988 2013 DE Amount of tobacco product excise tax No Overall 39.00883 -75.57774
#remove those placed in Tobacco_df2 from Tobacco_df
new_Tobacco_df <- Tobacco_df[!(Tobacco_df$DataValue %in% Tobacco_df2$DataValue), ]
#convert the datavalue column to numeric
new_Tobacco_df$DataValue <- as.numeric(new_Tobacco_df$DataValue)
new_Tobacco_df$Year <- as.numeric(new_Tobacco_df$Year)
dim(new_Tobacco_df)
## [1] 37362     7


Exploration of Tobacco  

ggplotly(ggplot(new_Tobacco_df, aes(x=State, y=Year, fill=Year)) +
  geom_bar(stat="identity") +  theme(axis.text.x = element_text(angle = 90, hjust = 1)) + theme(axis.text=element_text(size=6)) + ggtitle("Data collected Over the years for States Concerning Tobacco"))


Kansas had a lot to say as most reports came from that state. Among the states there seems to be heavier reports between the years of 2011 and 2014.

new_Tobacco_df %>% filter(Question == c("Current smokeless tobacco use among youth", "Current cigarette smoking among youth")) %>%  ggplot(aes(x = Year, y = DataValue, fill = Question)) + geom_bar(stat = "identity", position = position_dodge())+ ggtitle("Youth (Grade 9-12) Using Tobacco Over the Years") +  scale_fill_discrete(labels = c("Smokeless Tobacco", "Smoke Tobacco"))


It is likely that if the youth is using smokeless Tobacco, then they’ll smoke it too because of how close the numbers are. They are both harmful. Everyday, someone younger than 18 tries their first smoking of Tobacco.

new_Tobacco_df %>% filter(!Stratification == "Overall") %>%  ggplot(aes(x= Stratification, y=Year, fill=Stratification)) +
  geom_bar(stat="identity") +  theme(axis.text.x = element_text(angle = 90, hjust = 1)) + theme(axis.text=element_text(size=6)) + transition_time(round(Year)) + labs(title = "Year: {frame_time}")

Based on this research, most of Tobacco customers are Male and the top race is White.

Amount of Tobacco Product Excise Tax?

Increasing the price of tobacco discourages people from buying them, especially youths. With this structure put into place, improvements in health will get better in the long term. Majority of the states did not excise tax from the Tobacco product.

Tobacco_df2 %>%  filter(Question == "Amount of tobacco product excise tax") %>% ggplot(aes(x = DataValue)) + geom_bar() 


States that allow stronger local tobacco control and prevention laws

Map below shows which States allow stronger laws against Tobacco.

Tobacco_df2 %>%  filter(Question == "States that allow stronger local tobacco control and prevention laws") %>% ggplot(aes(x = DataValue)) + geom_bar() 

ggmap::register_google(key = "AIzaSyAPKYO8wG3mQUqSL6Ym4HeSIjkZmCwwVP8")

YesT<- Tobacco_df2 %>%  filter(Question == "States that allow stronger local tobacco control and prevention laws" & DataValue == "Yes")

leaflet(options = leafletOptions(minZoom = 2, maxZoom = 8)) %>% 
  addProviderTiles(providers$Esri) %>% 
  setView(lng = -100.166666, lat = 48.166666, zoom = 4) %>% 
  addCircleMarkers(lng=YesT$Longitude, lat=YesT$Latitude, radius = 5)


Conclusion

To conclude, team work is very important, especially in Data Science. Real world data sets are often messy and have lots of missing values. Data does not convert correctly the first time, file is incomplete or invalid an the list goes on. However all of these problems are solvable but can be time consuming. In the end, it is all done to get the results needed to present useful information to make better decisions. With the Data Science skills used such as communication and collaboration to carry out an exploratory analysis of this project, we were better able to understand the dataset. Chronic Diseases are a major concern in the USA. We have found that Diabetes, Chronic Obstructive Pulmonary Disease, Cardiovascular Disease, Arthritis are the most occurring chronic diseases. Arizona,Florida,Iowa have most chronic disease while Guam, Virgin Islands have least disease possibly because they are smaller. The dataset is missing several necessary details but with our practiced data science skills we were able to grasp a huge amount of information and gain a better insight of the dataset.


RPUBS.COM, SQL, R SCRIPTS
AND RMARKDOWN FILES UPLOADED ON GITHUB REPO


MIA SIRACUSA             RPUBS GITHUB

JAVERN WILSON          RPUBS GITHUB

YOHANNES DEBOCH    RPUBS GITHUB

KLEBER PEREZ           RPUBS GITHUB



Please email to teamcunyverse for any suggestion.

    DATA 607 Project 3 - MSDS 2019 Program.