Week 11-9 All Year Data Analysis

William Hou
11/9/2020

Main Questions

  • Frequency of locations
  • Urban/rural divides

Read data

CORE2010 = read.csv("~/OneDrive/Johns Hopkins/Ali Sobhi Afshar - HCUP/Data/SIDC_MD_2010/rds/MD_SID_2010_CORE.csv");
CORE2011 = read.csv("~/OneDrive/Johns Hopkins/Ali Sobhi Afshar - HCUP/Data/SIDC_MD_2011/rds/MD_SID_2011_CORE.csv");
CORE2012 = read.csv("~/OneDrive/Johns Hopkins/Ali Sobhi Afshar - HCUP/Data/SIDC_MD_2012/rds/MD_SID_2012_CORE.csv");
CORE2013 = read.csv("~/OneDrive/Johns Hopkins/Ali Sobhi Afshar - HCUP/Data/SIDC_MD_2013/rds/MD_SID_2013_CORE.csv");
CORE2014 = read.csv("~/OneDrive/Johns Hopkins/Ali Sobhi Afshar - HCUP/Data/SIDC_MD_2014/rds/MD_SID_2014_CORE.csv");
CORE2015q4 = read.csv("~/OneDrive/Johns Hopkins/Ali Sobhi Afshar - HCUP/Data/SIDC_MD_2015/rds/MD_SID_2015q4_CORE.csv");
CORE2015q1q3 = read.csv("~/OneDrive/Johns Hopkins/Ali Sobhi Afshar - HCUP/Data/SIDC_MD_2015/rds/MD_SID_2015q1q3_CORE.csv");
colnames(CORE2015q1q3) = colnames(CORE2015q4);
CORE2015=rbind(CORE2015q1q3, CORE2015q4);
CORE2016 = read.csv("~/OneDrive/Johns Hopkins/Ali Sobhi Afshar - HCUP/Data/SIDC_MD_2016/rds/MD_SID_2016_CORE.csv");
CORE2017 = read.csv("~/OneDrive/Johns Hopkins/Ali Sobhi Afshar - HCUP/Data/SIDC_MD_2017/rds/MD_SID_2017_CORE.csv");

Functions for Q1

zipFrequency <- function (yearData) {
    yearData$ZIP3 <- as.factor(yearData$ZIP3);
    zipFreq <- as.data.frame(table(yearData$ZIP3));
    zipFreq <-zipFreq[order(-zipFreq$Freq), ];
    colnames(zipFreq) = c("zip", "zipFreq");
    zipFreq
}

Functions for Q2

UrbanOrRural <- function (yearData) {
    UorR <- as.data.frame(table(yearData$PL_NCHS));
    description = c('Central of >=1 million', 'Fringe of >=1 million',
                    '250,000-999,999', '50,000-249,999', 'Micropolitan', 'Rural');
    UorR = UorR[1:6, ]
    UorR = cbind(UorR, description);
    colnames(UorR) = c("urban/rual", "Freq", "description");
    UorR <-UorR[order(-UorR$Freq), ];
    UorR;
}

Q1 for 2010-2017 overall

     zip zipFreq           areaName
9    212 1534478     Main Baltimore
4    207  627743 Annapolis Junction
7    210  618730      Baltimore A-L
13   217  388135          Frederick
8    211  384414      Baltimore M-Z
5    208  376002           Bethesda
3    206  238806            Waldorf
6    209  225010      Silver Spring
14   218  173328          Salisbury
10 other  509140        other areas

Pie plot for Q1

Column Chart for Q1

Q2 for 2010-2017 Overall

  Frequency            description
1    871432 Central of >=1 million
2   3240855  Fringe of >=1 million
3    187554        250,000-999,999
4    289097         50,000-249,999
5    173899           Micropolitan
6     92007                  Rural

Pie plot for Q2

Column Chart for Q2

Stepped Area Chart for Q2