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R Programming


This repository contains the solutions to assignments given in the Coursera R Programming course. This course is just a part of the Data Science Specialization.

Running the assignments


Before trying to test the code, you first need to install R on your system.

To clone the repository containing the source, type in the following:

$ git clone https://sokolovic@bitbucket.org/sokolovic/r-programming.git

After cloning the repository, you can load the functions into your current R workspace using source(path/to/source.R) and invoke them.

Assignment 01

To run the functions from Assignment 01 I recommend you first set the working directory to the root of the cloned repository.

> setwd("r-programming")	# We first set the working directory to the root of the cloned repository
> source("assignment01/pollutantmean.R")	# Load the function so it can be used
>
> pollutantmean("assignment01/specdata", "sulfate", 1:10)
[1] 4.064
>
> pollutantmean("specdata", "nitrate", 70:72)
[1] 1.706
>
> pollutantmean("specdata", "nitrate", 23)
[1] 1.281
> source("assignment01/complete.R")		# Load the function so it can be used
>
> complete("specdata", 1)
  id nobs
1  1  117
>
> complete("specdata", c(2, 4, 8, 10, 12))
  id nobs
1  2 1041
2  4  474
3  8  192
4 10  148
5 12   96
>
> complete("specdata", 30:25)
  id nobs
1 30  932
2 29  711
3 28  475
4 27  338
5 26  586
6 25  463
>
> complete("specdata", 3)
  id nobs
1  3  243
> source("assignment01/corr.R")			# Load the function so it can be used
> source("assignment01/complete.R")             # Load the complete() function since it's used in the corr()
> 
> cr <- corr("specdata", 150)
> head(cr)
[1] -0.01896 -0.14051 -0.04390 -0.06816 -0.12351 -0.07589
> summary(cr)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
-0.2110 -0.0500  0.0946  0.1250  0.2680  0.7630
>
> cr <- corr("specdata", 5000)
> summary(cr)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
> length(cr)
[1] 0
>
> cr <- corr("specdata")
> summary(cr)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
-1.0000 -0.0528  0.1070  0.1370  0.2780  1.0000
> length(cr)
[1] 323

Assignment 03

To run the functions from Assignment 03 I recommend you first set the working directory to the root of the cloned repository.

> setwd("r-programming")	# We first set the working directory to the root of the cloned repository
> source("assignment03/best.R")		# Load the function so it can be used
>
> best("TX", "heart attack")
[1] "CYPRESS FAIRBANKS MEDICAL CENTER"
>
> best("TX", "heart failure")
[1] "FORT DUNCAN MEDICAL CENTER"
>
> best("MD", "pneumonia")
[1] "GREATER BALTIMORE MEDICAL CENTER"
>
> best("MD", "heart attack")
[1] "JOHNS HOPKINS HOSPITAL, THE"
>
> best("BB", "heart attack")
Error in best("BB", "heart attack") : invalid state
>
> best("NY", "hert attack")
Error in best("NY", "hert attack") : invalid outcome
> source("assignment03/rankhospital.R")		# Load the function so it can be used
> source("assignment03/best.R")			# Load the best() function since it's used in the rankhospital()
>
> rankhospital("TX", "heart failure", 4)
[1] "DETAR HOSPITAL NAVARRO"
>
> rankhospital("MD", "heart attack", "worst")
[1] "HARFORD MEMORIAL HOSPITAL"
>
> rankhospital("MN", "heart attack", 5000)
[1] NA
> source("assignment03/rankall.R")          # Load the function so it can be used
> head(rankall("heart attack", 20), 10)
                              hospital state
1                                 <NA>    AK
2       D W MCMILLAN MEMORIAL HOSPITAL    AL
3    ARKANSAS METHODIST MEDICAL CENTER    AR
4  JOHN C LINCOLN DEER VALLEY HOSPITAL    AZ
5                SHERMAN OAKS HOSPITAL    CA
6             SKY RIDGE MEDICAL CENTER    CO
7              MIDSTATE MEDICAL CENTER    CT
8                                 <NA>    DC
9                                 <NA>    DE
10      SOUTH FLORIDA BAPTIST HOSPITAL    FL
>
> tail(rankall("pneumonia", "worst"), 3)
                                     hospital state
52 MAYO CLINIC HEALTH SYSTEM - NORTHLAND, INC    WI
53                     PLATEAU MEDICAL CENTER    WV
54           NORTH BIG HORN HOSPITAL DISTRICT    WY
>
> tail(rankall("heart failure"), 10)
                                                            hospital state
45                         WELLMONT HAWKINS COUNTY MEMORIAL HOSPITAL    TN
46                                        FORT DUNCAN MEDICAL CENTER    TX
47 VA SALT LAKE CITY HEALTHCARE - GEORGE E. WAHLEN VA MEDICAL CENTER    UT
48                                          SENTARA POTOMAC HOSPITAL    VA
49                            GOV JUAN F LUIS HOSPITAL & MEDICAL CTR    VI
50                                              SPRINGFIELD HOSPITAL    VT
51                                         HARBORVIEW MEDICAL CENTER    WA
52                                    AURORA ST LUKES MEDICAL CENTER    WI
53                                         FAIRMONT GENERAL HOSPITAL    WV
54                                        CHEYENNE VA MEDICAL CENTER    WY

Copyright


Copyright (c) 2015 Kemal Sokolović

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

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