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--- | |
title: "Massachusetts Data by Zip Code" | |
output: html_document | |
--- | |
```{r setup, include=FALSE} | |
knitr::opts_chunk$set(echo = TRUE) | |
if(!require("pacman")){ | |
install.packages("pacman") | |
} | |
pacman::p_load(DT, dplyr, ggplot2, scales) | |
markdowndata <- data.frame(stringsAsFactors=FALSE, | |
ZipCode = c("01001", "01002", "01002", "01003", "01005", | |
"01007", "01008", "01009", "01010", "01011", | |
"01011", "01012", "01013", "01020", "01022", | |
"01026", "01027", "01028", "01029", "01030", | |
"01031", "01032", "01033", "01034", "01035", | |
"01036", "01037", "01038", "01039", "01039", | |
"01040", "01050", "01050", "01053", "01054", | |
"01056", "01057", "01060", "01062", "01063", | |
"01066", "01068", "01069", "01070", "01071", | |
"01072", "01073", "01074", "01075", "01077", | |
"01079", "01080", "01081", "01082", "01082", "01082", | |
"01082", "01083", "01084", "01085", "01086", | |
"01088", "01089", "01092", "01093", "01094", | |
"01095", "01096", "01097", "01098", "01103", | |
"01104", "01105", "01106", "01107", "01108", | |
"01109", "01118", "01119", "01128", "01129", | |
"01151", "01199", "01201", "01220", "01222", | |
"01223", "01224", "01225", "01226", "01229", | |
"01230", "01235", "01236", "01237", "01238", | |
"01240", "01242", "01243", "01244", "01245", "01247", | |
"01253", "01254", "01255", "01256", "01257", | |
"01258", "01259", "01260", "01262", "01264", | |
"01266", "01267", "01270", "01301", "01330", | |
"01331", "01337", "01338", "01339", "01340", | |
"01341", "01342", "01343", "01344", "01346", | |
"01347", "01349", "01350", "01351", "01354", | |
"01355", "01360", "01364", "01366", "01367", | |
"01368", "01370", "01373", "01375", "01376", | |
"01378", "01379", "01420", "01430", "01431", "01432", | |
"01434", "01434", "01434", "01434", "01436", | |
"01438", "01440", "01450", "01451", "01452", | |
"01453", "01460", "01462", "01463", "01464", | |
"01467", "01468", "01469", "01473", "01474", | |
"01475", "01501", "01503", "01504", "01505", | |
"01506", "01507", "01510", "01515", "01516", | |
"01518", "01519", "01520", "01521", "01522", | |
"01523", "01524", "01525", "01527", "01529", | |
"01531", "01532", "01534", "01535", "01536", "01537", | |
"01540", "01541", "01542", "01543", "01545", | |
"01550", "01560", "01561", "01562", "01564", | |
"01566", "01568", "01569", "01570", "01571", | |
"01581", "01583", "01585", "01588", "01590", | |
"01602", "01603", "01604", "01605", "01606", | |
"01607", "01608", "01609", "01610", "01611", | |
"01612", "01701", "01702", "01718", "01719", | |
"01720", "01721", "01730", "01731", "01740", | |
"01741", "01742", "01745", "01746", "01747", "01748", | |
"01749", "01752", "01754", "01756", "01757", | |
"01760", "01770", "01772", "01773", "01775", | |
"01776", "01778", "01801", "01803", "01810", | |
"01821", "01824", "01826", "01827", "01830", | |
"01832", "01833", "01834", "01835", "01840", | |
"01841", "01843", "01844", "01845", "01850", | |
"01851", "01852", "01854", "01860", "01862", | |
"01863", "01864", "01867", "01876", "01879", | |
"01880", "01886", "01887", "01890", "01901", "01902", | |
"01904", "01905", "01906", "01907", "01908", | |
"01913", "01915", "01921", "01922", "01923", | |
"01929", "01930", "01937", "01938", "01940", | |
"01940", "01944", "01945", "01949", "01950", | |
"01951", "01952", "01960", "01966", "01969", | |
"01970", "01982", "01983", "01984", "01985", | |
"02019", "02021", "02025", "02026", "02030", | |
"02032", "02035", "02038", "02043", "02045", | |
"02047", "02048", "02050", "02052", "02053", "02054", | |
"02056", "02061", "02062", "02066", "02067", | |
"02071", "02072", "02081", "02090", "02093", | |
"02108", "02109", "02110", "02111", "02113", | |
"02114", "02115", "02116", "02118", "02119", | |
"02120", "02121", "02122", "02124", "02125", | |
"02126", "02127", "02128", "02129", "02130", | |
"02131", "02132", "02134", "02135", "02136", | |
"02138", "02139", "02140", "02141", "02142", | |
"02143", "02144", "02145", "02148", "02149", "02149", | |
"02150", "02151", "02152", "02155", "02163", | |
"02169", "02170", "02171", "02176", "02180", | |
"02184", "02186", "02188", "02189", "02190", | |
"02191", "02199", "02203", "02210", "02215", | |
"02215", "02301", "02302", "02322", "02324", | |
"02330", "02332", "02333", "02338", "02339", | |
"02341", "02343", "02346", "02347", "02351", | |
"02356", "02357", "02359", "02360", "02364", | |
"02366", "02367", "02368", "02370", "02375", "02379", | |
"02382", "02420", "02421", "02445", "02446", | |
"02451", "02452", "02453", "02457", "02458", | |
"02459", "02460", "02461", "02462", "02464", | |
"02465", "02466", "02467", "02467", "02467", | |
"02468", "02472", "02474", "02476", "02478", | |
"02481", "02482", "02492", "02493", "02494", | |
"02532", "02532", "02532", "02532", "02534", | |
"02535", "02536", "02537", "02538", "02539", | |
"02540", "02542", "02543", "02543", "02553", "02554", | |
"02556", "02557", "02558", "02559", "02561", | |
"02562", "02563", "02564", "02568", "02571", | |
"02575", "02576", "02584", "02601", "02630", | |
"02631", "02632", "02633", "02635", "02637", | |
"02638", "02639", "02641", "02642", "02643", | |
"02644", "02645", "02646", "02647", "02648", | |
"02649", "02650", "02651", "02652", "02653", | |
"02655", "02657", "02659", "02660", "02663", | |
"02664", "02666", "02667", "02668", "02669", "02670", | |
"02671", "02672", "02673", "02675", "02702", | |
"02703", "02713", "02715", "02717", "02718", | |
"02719", "02720", "02721", "02723", "02724", | |
"02725", "02726", "02738", "02739", "02740", | |
"02743", "02744", "02745", "02746", "02747", | |
"02748", "02760", "02762", "02763", "02764", | |
"02766", "02767", "02769", "02770", "02771", | |
"02777", "02779", "02780", "02790", "02791"), | |
City = c("Agawam", "Amherst", "Amherst", "Amherst", | |
"Barre", "Belchertown", "Blandford", | |
"Bondsville", "Brimfield", "Chester", "Chester", | |
"Chesterfield", "Chicopee", "Chicopee", | |
"Chicopee", "Cummington", "Easthampton", | |
"East Longmeadow", "East Otis", "Feeding Hills", | |
"Gilbertville", "Goshen", "Granby", "Granville", "Hadley", | |
"Hampden", "Hardwick", "Hatfield", | |
"Haydenville", "Haydenville", "Holyoke", "Huntington", | |
"Huntington", "Leeds", "Leverett", "Ludlow", | |
"Monson", "Northampton", "Florence", | |
"Northampton", "North Hatfield", "Oakham", "Palmer", | |
"Plainfield", "Russell", "Shutesbury", | |
"Southampton", "South Barre", "South Hadley", | |
"Southwick", "Thorndike", "Three Rivers", "Wales", | |
"Ware", "Ware", "Ware", "Ware", "Warren", | |
"West Chesterfield", "Westfield", "Westfield", | |
"West Hatfield", "West Springfield", "West Warren", | |
"Whately", "Wheelwright", "Wilbraham", | |
"Williamsburg", "Woronoco", "Worthington", | |
"Springfield", "Springfield", "Springfield", "Longmeadow", | |
"Springfield", "Springfield", "Springfield", | |
"Springfield", "Springfield", "Springfield", | |
"Springfield", "Indian Orchard", "Springfield", | |
"Pittsfield", "Adams", "Ashley Falls", | |
"Becket", "Berkshire", "Cheshire", "Dalton", | |
"Glendale", "Great Barrington", "Hinsdale", | |
"Housatonic", "Lanesboro", "Lee", "Lenox", "Lenox Dale", | |
"Middlefield", "Mill River", "Monterey", | |
"North Adams", "Otis", "Richmond", "Sandisfield", | |
"Savoy", "Sheffield", "South Egremont", | |
"Southfield", "South Lee", "Stockbridge", | |
"Tyringham", "West Stockbridge", "Williamstown", | |
"Windsor", "Greenfield", "Ashfield", "Athol", | |
"Bernardston", "Buckland", "Charlemont", "Colrain", | |
"Conway", "Deerfield", "Drury", "Erving", | |
"Heath", "Lake Pleasant", "Millers Falls", | |
"Monroe Bridge", "Montague", "Gill", "New Salem", | |
"Northfield", "Orange", "Petersham", "Rowe", | |
"Royalston", "Shelburne Falls", "South Deerfield", | |
"Sunderland", "Turners Falls", "Warwick", | |
"Wendell", "Fitchburg", "Ashburnham", "Ashby", | |
"Ayer", "Devens", "Devens", "Devens", "Devens", | |
"Baldwinville", "East Templeton", "Gardner", | |
"Groton", "Harvard", "Hubbardston", | |
"Leominster", "Littleton", "Lunenburg", "Pepperell", | |
"Shirley", "Still River", "Templeton", "Townsend", | |
"Westminster", "West Townsend", "Winchendon", | |
"Auburn", "Berlin", "Blackstone", "Boylston", | |
"Brookfield", "Charlton", "Clinton", | |
"East Brookfield", "Douglas", "Fiskdale", "Grafton", | |
"Holden", "Holland", "Jefferson", "Lancaster", | |
"Leicester", "Linwood", "Millbury", | |
"Millville", "New Braintree", "Northborough", | |
"Northbridge", "North Brookfield", "North Grafton", | |
"North Oxford", "Oxford", "Princeton", "Rochdale", | |
"Rutland", "Shrewsbury", "Southbridge", | |
"South Grafton", "South Lancaster", "Spencer", | |
"Sterling", "Sturbridge", "Upton", "Uxbridge", | |
"Webster", "Dudley", "Westborough", | |
"West Boylston", "West Brookfield", "Whitinsville", | |
"Sutton", "Worcester", "Worcester", "Worcester", | |
"Worcester", "Worcester", "Worcester", "Worcester", | |
"Worcester", "Worcester", "Cherry Valley", | |
"Paxton", "Framingham", "Framingham", | |
"Village of Nagog Woods", "Boxborough", "Acton", | |
"Ashland", "Bedford", "Hanscom Afb", "Bolton", | |
"Carlisle", "Concord", "Fayville", "Holliston", | |
"Hopedale", "Hopkinton", "Hudson", "Marlborough", | |
"Maynard", "Mendon", "Milford", "Natick", | |
"Sherborn", "Southborough", "Lincoln", "Stow", | |
"Sudbury", "Wayland", "Woburn", "Burlington", | |
"Andover", "Billerica", "Chelmsford", "Dracut", | |
"Dunstable", "Haverhill", "Haverhill", | |
"Georgetown", "Groveland", "Haverhill", "Lawrence", | |
"Lawrence", "Lawrence", "Methuen", | |
"North Andover", "Lowell", "Lowell", "Lowell", "Lowell", | |
"Merrimac", "North Billerica", | |
"North Chelmsford", "North Reading", "Reading", "Tewksbury", | |
"Tyngsboro", "Wakefield", "Westford", | |
"Wilmington", "Winchester", "Lynn", "Lynn", "Lynn", | |
"Lynn", "Saugus", "Swampscott", "Nahant", | |
"Amesbury", "Beverly", "Boxford", "Byfield", | |
"Danvers", "Essex", "Gloucester", "Hathorne", | |
"Ipswich", "Lynnfield", "Lynnfield", "Manchester", | |
"Marblehead", "Middleton", "Newburyport", | |
"Newbury", "Salisbury", "Peabody", "Rockport", | |
"Rowley", "Salem", "South Hamilton", "Topsfield", | |
"Wenham", "West Newbury", "Bellingham", "Canton", | |
"Cohasset", "Dedham", "Dover", | |
"East Walpole", "Foxboro", "Franklin", "Hingham", "Hull", | |
"Humarock", "Mansfield", "Marshfield", | |
"Medfield", "Medway", "Millis", "Norfolk", "Norwell", | |
"Norwood", "Scituate", "Sharon", | |
"South Walpole", "Stoughton", "Walpole", "Westwood", | |
"Wrentham", "Boston", "Boston", "Boston", "Boston", | |
"Boston", "Boston", "Boston", "Boston", | |
"Boston", "Roxbury", "Roxbury Crossing", | |
"Dorchester", "Dorchester", "Dorchester Center", | |
"Dorchester", "Mattapan", "Boston", "Boston", | |
"Charlestown", "Jamaica Plain", "Roslindale", | |
"West Roxbury", "Allston", "Brighton", "Hyde Park", | |
"Cambridge", "Cambridge", "Cambridge", | |
"Cambridge", "Cambridge", "Somerville", "Somerville", | |
"Somerville", "Malden", "Everett", "Everett", | |
"Chelsea", "Revere", "Winthrop", "Medford", | |
"Boston", "Quincy", "Quincy", "Quincy", "Melrose", | |
"Stoneham", "Braintree", "Milton", | |
"Weymouth", "East Weymouth", "South Weymouth", | |
"North Weymouth", "Boston", "Boston", "Boston", | |
"Boston", "Boston", "Brockton", "Brockton", "Avon", | |
"Bridgewater", "Carver", "Duxbury", | |
"East Bridgewater", "Halifax", "Hanover", "Hanson", | |
"Holbrook", "Middleboro", "Lakeville", "Abington", | |
"North Easton", "North Easton", "Pembroke", | |
"Plymouth", "Kingston", "South Carver", | |
"Plympton", "Randolph", "Rockland", "South Easton", | |
"West Bridgewater", "Whitman", "Lexington", | |
"Lexington", "Brookline", "Brookline", "Waltham", | |
"Waltham", "Waltham", "Babson Park", "Newton", | |
"Newton Center", "Newtonville", | |
"Newton Highlands", "Newton Lower Falls", | |
"Newton Upper Falls", "West Newton", "Auburndale", | |
"Chestnut Hill", "Chestnut Hill", "Chestnut Hill", | |
"Waban", "Watertown", "Arlington", "Arlington", | |
"Belmont", "Wellesley Hills", "Wellesley", | |
"Needham", "Weston", "Needham Heights", | |
"Buzzards Bay", "Buzzards Bay", "Buzzards Bay", | |
"Buzzards Bay", "Cataumet", "Chilmark", "East Falmouth", | |
"East Sandwich", "East Wareham", "Edgartown", | |
"Falmouth", "Buzzards Bay", "Woods Hole", | |
"Woods Hole", "Monument Beach", "Nantucket", | |
"North Falmouth", "Oak Bluffs", "Onset", "Pocasset", | |
"Sagamore", "Sagamore Beach", "Sandwich", | |
"Siasconset", "Vineyard Haven", "Wareham", | |
"West Tisbury", "West Wareham", "Nantucket", | |
"Hyannis", "Barnstable", "Brewster", "Centerville", | |
"Chatham", "Cotuit", "Cummaquid", "Dennis", | |
"Dennis Port", "East Dennis", "Eastham", | |
"East Orleans", "Forestdale", "Harwich", | |
"Harwich Port", "Hyannis Port", "Marstons Mills", | |
"Mashpee", "North Chatham", "North Eastham", | |
"North Truro", "Orleans", "Osterville", "Provincetown", | |
"South Chatham", "South Dennis", | |
"South Wellfleet", "South Yarmouth", "Truro", "Wellfleet", | |
"West Barnstable", "West Chatham", | |
"West Dennis", "West Harwich", "West Hyannisport", | |
"West Yarmouth", "Yarmouth Port", "Assonet", | |
"Attleboro", "Cuttyhunk", "Dighton", "East Freetown", | |
"East Taunton", "Fairhaven", "Fall River", | |
"Fall River", "Fall River", "Fall River", | |
"Somerset", "Somerset", "Marion", "Mattapoisett", | |
"New Bedford", "Acushnet", "New Bedford", | |
"New Bedford", "New Bedford", "North Dartmouth", | |
"South Dartmouth", "North Attleboro", | |
"Plainville", "Attleboro Falls", "North Dighton", | |
"Norton", "Raynham", "Rehoboth", "Rochester", | |
"Seekonk", "Swansea", "Berkley", "Taunton", | |
"Westport", "Westport Point"), | |
County = c("Hampden", "Hampshire", "Franklin", | |
"Hampshire", "Worcester", "Hampshire", | |
"Hampden", "Hampden", "Hampden", "Hampshire", | |
"Hampden", "Hampshire", "Hampden", "Hampden", | |
"Hampden", "Hampshire", "Hampshire", "Hampden", | |
"Berkshire", "Hampden", "Worcester", "Hampshire", | |
"Hampshire", "Hampden", "Hampshire", | |
"Hampden", "Worcester", "Hampshire", "Hampshire", | |
"Franklin", "Hampden", "Hampden", "Hampshire", | |
"Hampshire", "Franklin", "Hampden", "Hampden", | |
"Hampshire", "Hampshire", "Hampshire", | |
"Hampshire", "Worcester", "Hampden", "Hampshire", | |
"Hampden", "Franklin", "Hampshire", "Worcester", | |
"Hampshire", "Hampden", "Hampden", "Hampden", | |
"Hampden", "Worcester", "Hampshire", | |
"Worcester", "Hampshire", "Worcester", "Hampshire", | |
"Hampden", "Hampden", "Hampshire", "Hampden", | |
"Worcester", "Franklin", "Worcester", "Hampden", | |
"Hampshire", "Hampden", "Hampshire", "Hampden", | |
"Hampden", "Hampden", "Hampden", "Hampden", | |
"Hampden", "Hampden", "Hampden", "Hampden", | |
"Hampden", "Hampden", "Hampden", "Hampden", | |
"Berkshire", "Berkshire", "Berkshire", "Berkshire", | |
"Berkshire", "Berkshire", "Berkshire", | |
"Berkshire", "Berkshire", "Berkshire", "Berkshire", | |
"Berkshire", "Berkshire", "Berkshire", | |
"Berkshire", "Hampshire", "Berkshire", "Berkshire", | |
"Berkshire", "Berkshire", "Berkshire", | |
"Berkshire", "Berkshire", "Berkshire", "Berkshire", | |
"Berkshire", "Berkshire", "Berkshire", | |
"Berkshire", "Berkshire", "Berkshire", "Berkshire", | |
"Franklin", "Franklin", "Worcester", "Franklin", | |
"Franklin", "Franklin", "Franklin", "Franklin", | |
"Franklin", "Berkshire", "Franklin", | |
"Franklin", "Franklin", "Franklin", "Franklin", | |
"Franklin", "Franklin", "Franklin", "Franklin", | |
"Franklin", "Worcester", "Franklin", "Worcester", | |
"Franklin", "Franklin", "Franklin", | |
"Franklin", "Franklin", "Franklin", "Worcester", | |
"Worcester", "Middlesex", "Middlesex", "Middlesex", | |
"Worcester", "Middlesex", "Worcester", | |
"Worcester", "Worcester", "Worcester", "Middlesex", | |
"Worcester", "Worcester", "Worcester", | |
"Middlesex", "Worcester", "Middlesex", "Middlesex", | |
"Worcester", "Worcester", "Middlesex", | |
"Worcester", "Middlesex", "Worcester", "Worcester", | |
"Worcester", "Worcester", "Worcester", | |
"Worcester", "Worcester", "Worcester", "Worcester", | |
"Worcester", "Worcester", "Worcester", "Worcester", | |
"Hampden", "Worcester", "Worcester", | |
"Worcester", "Worcester", "Worcester", "Worcester", | |
"Worcester", "Worcester", "Worcester", | |
"Worcester", "Worcester", "Worcester", "Worcester", | |
"Worcester", "Worcester", "Worcester", | |
"Worcester", "Worcester", "Worcester", "Worcester", | |
"Worcester", "Worcester", "Worcester", | |
"Worcester", "Worcester", "Worcester", "Worcester", | |
"Worcester", "Worcester", "Worcester", "Worcester", | |
"Worcester", "Worcester", "Worcester", | |
"Worcester", "Worcester", "Worcester", "Worcester", | |
"Worcester", "Worcester", "Worcester", | |
"Worcester", "Worcester", "Middlesex", "Middlesex", | |
"Middlesex", "Middlesex", "Middlesex", | |
"Middlesex", "Middlesex", "Middlesex", "Worcester", | |
"Middlesex", "Middlesex", "Worcester", | |
"Middlesex", "Worcester", "Middlesex", "Middlesex", | |
"Middlesex", "Middlesex", "Worcester", | |
"Worcester", "Middlesex", "Middlesex", "Worcester", | |
"Middlesex", "Middlesex", "Middlesex", | |
"Middlesex", "Middlesex", "Middlesex", "Essex", | |
"Middlesex", "Middlesex", "Middlesex", "Middlesex", | |
"Essex", "Essex", "Essex", "Essex", "Essex", | |
"Essex", "Essex", "Essex", "Essex", "Essex", | |
"Middlesex", "Middlesex", "Middlesex", "Middlesex", | |
"Essex", "Middlesex", "Middlesex", | |
"Middlesex", "Middlesex", "Middlesex", "Middlesex", | |
"Middlesex", "Middlesex", "Middlesex", | |
"Middlesex", "Essex", "Essex", "Essex", "Essex", "Essex", | |
"Essex", "Essex", "Essex", "Essex", "Essex", | |
"Essex", "Essex", "Essex", "Essex", "Essex", | |
"Essex", "Essex", "Middlesex", "Essex", | |
"Essex", "Essex", "Essex", "Essex", "Essex", "Essex", | |
"Essex", "Essex", "Essex", "Essex", "Essex", | |
"Essex", "Essex", "Norfolk", "Norfolk", | |
"Norfolk", "Norfolk", "Norfolk", "Norfolk", | |
"Norfolk", "Norfolk", "Plymouth", "Plymouth", | |
"Plymouth", "Bristol", "Plymouth", "Norfolk", | |
"Norfolk", "Norfolk", "Norfolk", "Plymouth", | |
"Norfolk", "Plymouth", "Norfolk", "Norfolk", "Norfolk", | |
"Norfolk", "Norfolk", "Norfolk", "Suffolk", | |
"Suffolk", "Suffolk", "Suffolk", "Suffolk", | |
"Suffolk", "Suffolk", "Suffolk", "Suffolk", | |
"Suffolk", "Suffolk", "Suffolk", "Suffolk", | |
"Suffolk", "Suffolk", "Suffolk", "Suffolk", | |
"Suffolk", "Suffolk", "Suffolk", "Suffolk", "Suffolk", | |
"Suffolk", "Suffolk", "Suffolk", "Middlesex", | |
"Middlesex", "Middlesex", "Middlesex", | |
"Middlesex", "Middlesex", "Middlesex", "Middlesex", | |
"Middlesex", "Middlesex", "Suffolk", "Suffolk", | |
"Suffolk", "Suffolk", "Middlesex", "Suffolk", | |
"Norfolk", "Norfolk", "Norfolk", "Middlesex", | |
"Middlesex", "Norfolk", "Norfolk", "Norfolk", | |
"Norfolk", "Norfolk", "Norfolk", "Suffolk", | |
"Suffolk", "Suffolk", "Norfolk", "Suffolk", | |
"Plymouth", "Plymouth", "Norfolk", "Plymouth", | |
"Plymouth", "Plymouth", "Plymouth", "Plymouth", | |
"Plymouth", "Plymouth", "Norfolk", "Plymouth", | |
"Plymouth", "Plymouth", "Bristol", "Bristol", | |
"Plymouth", "Plymouth", "Plymouth", | |
"Plymouth", "Plymouth", "Norfolk", "Plymouth", | |
"Bristol", "Plymouth", "Plymouth", "Middlesex", | |
"Middlesex", "Norfolk", "Norfolk", "Middlesex", | |
"Middlesex", "Middlesex", "Norfolk", "Middlesex", | |
"Middlesex", "Middlesex", "Middlesex", | |
"Middlesex", "Middlesex", "Middlesex", "Middlesex", | |
"Middlesex", "Norfolk", "Suffolk", "Middlesex", | |
"Middlesex", "Middlesex", "Middlesex", | |
"Middlesex", "Norfolk", "Norfolk", "Norfolk", | |
"Middlesex", "Norfolk", "Barnstable", "Plymouth", | |
"Plymouth", "Barnstable", "Barnstable", "Dukes", | |
"Barnstable", "Barnstable", "Plymouth", | |
"Dukes", "Barnstable", "Barnstable", "Barnstable", | |
"Dukes", "Barnstable", "Nantucket", | |
"Barnstable", "Dukes", "Plymouth", "Barnstable", | |
"Barnstable", "Barnstable", "Barnstable", | |
"Nantucket", "Dukes", "Plymouth", "Dukes", "Plymouth", | |
"Nantucket", "Barnstable", "Barnstable", | |
"Barnstable", "Barnstable", "Barnstable", | |
"Barnstable", "Barnstable", "Barnstable", "Barnstable", | |
"Barnstable", "Barnstable", "Barnstable", | |
"Barnstable", "Barnstable", "Barnstable", | |
"Barnstable", "Barnstable", "Barnstable", "Barnstable", | |
"Barnstable", "Barnstable", "Barnstable", | |
"Barnstable", "Barnstable", "Barnstable", | |
"Barnstable", "Barnstable", "Barnstable", | |
"Barnstable", "Barnstable", "Barnstable", "Barnstable", | |
"Barnstable", "Barnstable", "Barnstable", | |
"Barnstable", "Barnstable", "Bristol", "Bristol", | |
"Dukes", "Bristol", "Bristol", "Bristol", | |
"Bristol", "Bristol", "Bristol", "Bristol", | |
"Bristol", "Bristol", "Bristol", "Plymouth", | |
"Plymouth", "Bristol", "Bristol", "Bristol", | |
"Bristol", "Bristol", "Bristol", "Bristol", "Bristol", | |
"Norfolk", "Bristol", "Bristol", "Bristol", | |
"Bristol", "Bristol", "Plymouth", "Bristol", | |
"Bristol", "Bristol", "Bristol", "Bristol", | |
"Bristol"), | |
MedianHouseholdIncome = c(57694L, 52379L, 52379L, 2499L, 70325L, 86165L, | |
62750L, 59440L, 86523L, 75263L, 75263L, | |
70114L, 39868L, 58780L, 43349L, 51442L, 63699L, | |
85221L, 50750L, 71716L, 41875L, 78011L, 89965L, | |
87045L, 58953L, 81304L, 92750L, 67096L, | |
80000L, 80000L, 37954L, 68869L, 68869L, 62222L, | |
87174L, 67715L, 78986L, 57485L, 73438L, NA, NA, | |
85938L, 59211L, 57000L, 67132L, 72000L, 89423L, | |
61603L, 66681L, 76737L, 27105L, 49844L, | |
50465L, 51768L, 51768L, 51768L, 51768L, 65547L, | |
90625L, 62423L, NA, 51406L, 51735L, 75799L, | |
103750L, 21250L, 104128L, 77083L, NA, 76563L, | |
16720L, 30053L, 17569L, 111231L, 26772L, 38499L, | |
35191L, 61112L, 47439L, 65977L, 63895L, 40360L, | |
NA, 47614L, 49777L, 74583L, 77857L, 38446L, | |
61512L, 61063L, 29000L, 65214L, 63000L, 57014L, | |
84615L, 67708L, 68948L, 81172L, 71979L, 55556L, | |
69821L, 40928L, 74554L, 92083L, 68636L, | |
55375L, 59500L, 57917L, 62727L, 112756L, 36042L, | |
80000L, 74107L, 78068L, 80000L, 48477L, 74167L, | |
53733L, 66085L, 57750L, 55313L, 53125L, | |
101023L, 106146L, 85781L, 70109L, 60208L, 52647L, | |
61630L, 31458L, 82548L, 69226L, 70313L, 69028L, | |
43413L, 65529L, 55469L, 72813L, 54036L, | |
74022L, 54886L, 43750L, 57885L, 43500L, 51412L, | |
85064L, 95833L, 79750L, 50547L, 50547L, 50547L, | |
50547L, 60156L, 74142L, 48915L, 123918L, | |
143625L, 93387L, 57610L, 119177L, 97775L, 90029L, | |
67541L, 98036L, 64872L, 84489L, 100071L, 84851L, | |
64539L, 74576L, 97417L, 80260L, 97074L, | |
64219L, 93921L, 68362L, 80234L, 94531L, 58438L, | |
106250L, 99674L, 78348L, 104508L, 104630L, 64135L, | |
NA, 74713L, 90500L, 84432L, 111875L, 89348L, | |
73133L, 105283L, 74883L, 68865L, 128006L, | |
100000L, 100962L, 101229L, 50202L, 85390L, NA, | |
65386L, 102500L, 95800L, 119115L, 94809L, 52107L, | |
64281L, 107604L, 73463L, 66317L, 66607L, | |
101315L, 64808L, 42259L, 50487L, 37703L, 65135L, | |
43500L, 20578L, 42903L, 31003L, 81830L, 95595L, | |
105940L, 52746L, 160750L, 101077L, 133075L, | |
120309L, 125208L, 93276L, 151618L, 170703L, | |
137547L, 123992L, 118933L, 101761L, 151357L, | |
83765L, 75418L, 95833L, 125816L, 75976L, 106332L, | |
170872L, 143375L, 153500L, 144766L, 170945L, | |
166548L, 84857L, 99254L, 143292L, 99881L, | |
115533L, 86644L, 138700L, 61375L, 64238L, 113417L, | |
95031L, 77697L, 20596L, 38199L, 46629L, | |
73525L, 105661L, 46102L, 52008L, 50911L, 40982L, | |
84417L, 93494L, 77055L, 124750L, 113553L, 94817L, | |
101620L, 93337L, 138006L, 118549L, 152196L, | |
22057L, 42851L, 88395L, 57638L, 82188L, | |
105029L, 81384L, 78638L, 77893L, 155034L, 87986L, | |
79795L, 109327L, 65348L, NA, 80829L, 113509L, | |
113509L, 105500L, 110025L, 107727L, 89887L, | |
90662L, 72900L, 65060L, 72015L, 89338L, 65476L, | |
112250L, 131387L, 96979L, 135882L, 95533L, | |
96583L, 140000L, 89451L, 204018L, 120250L, 98199L, | |
111935L, 125144L, 80584L, 26953L, 111141L, | |
92610L, 153847L, 115432L, 100230L, 139137L, | |
128563L, 87516L, 114766L, 133229L, 115333L, 78343L, | |
105420L, 146042L, 107444L, 126224L, 129716L, | |
108438L, 39329L, 91212L, 89452L, 38759L, | |
103422L, 70575L, 30663L, 32243L, 27964L, 56024L, | |
50227L, 53382L, 50039L, 91597L, 52154L, 103834L, | |
84847L, 72127L, 93343L, 49938L, 61566L, | |
64877L, 87671L, 91250L, 91596L, 77261L, 120729L, | |
90285L, 102033L, 68553L, 62283L, 57143L, 57143L, | |
51875L, 53771L, 69928L, 86459L, 64000L, | |
67028L, 82159L, 78839L, 93434L, 90320L, 88993L, | |
126000L, 81040L, 58674L, 85053L, 73948L, 82238L, | |
NA, 170152L, 43403L, 43403L, 47724L, 63718L, | |
69709L, 88640L, 73904L, 123613L, 86568L, 77993L, | |
111311L, 96389L, 67589L, 79811L, 97990L, | |
91643L, 113783L, NA, 101447L, 83746L, 89796L, NA, | |
87438L, 70163L, 77573L, 94457L, 85368L, | |
79705L, 168065L, 158554L, 111642L, 102342L, 94886L, | |
87055L, 73042L, NA, 103978L, 169963L, 118148L, | |
159517L, 104375L, 102946L, 137438L, 115345L, | |
119964L, 119964L, 119964L, 212394L, 92959L, | |
104583L, 101713L, 118342L, 187819L, 160644L, | |
147375L, 196651L, 126866L, 75502L, 75502L, | |
75502L, 75502L, 88844L, 79792L, 67880L, 95966L, | |
67993L, 75404L, 70758L, 48750L, 92188L, 92188L, | |
NA, 92327L, 83659L, 66091L, 33679L, 71741L, NA, | |
86310L, 84087L, NA, 48869L, 59449L, 92188L, | |
84497L, NA, 46821L, 106299L, 69606L, 80072L, | |
76793L, 62021L, 142692L, 70850L, 44787L, NA, | |
62143L, NA, 92286L, 78077L, 62933L, NA, 82406L, | |
73841L, 77991L, NA, 60250L, 61506L, 75000L, | |
47500L, 57540L, 54924L, 61875L, 56242L, 63306L, | |
57667L, 94250L, 89737L, 63675L, 60000L, NA, | |
70736L, 68638L, 94773L, 70136L, NA, 98112L, | |
81123L, 93034L, 62090L, 47992L, 33383L, 37617L, | |
37932L, 70183L, 75154L, 76576L, 85870L, 37784L, | |
69402L, 33125L, 56277L, 32554L, 75891L, 70828L, | |
85864L, 93889L, 106118L, 82130L, 102869L, | |
93125L, 96098L, 102227L, 86014L, 81469L, 89597L, | |
53201L, 80569L, 74009L), | |
MedianMonthlyHousingCost = c(1141L, 1349L, 1349L, 1215L, 1265L, 1338L, | |
1296L, 1102L, 1262L, 1066L, 1066L, 1115L, | |
912L, 985L, 902L, 984L, 1089L, 1397L, 738L, | |
1182L, 858L, 1106L, 1177L, 1252L, 1067L, 1302L, | |
1000L, 1203L, 1157L, 1157L, 892L, 1096L, 1096L, | |
1341L, 1478L, 1143L, 1139L, 1169L, 1131L, NA, | |
NA, 1301L, 1013L, 1052L, 1084L, 1527L, 1493L, | |
1083L, 1093L, 1327L, 682L, 964L, 1053L, 1111L, | |
1111L, 1111L, 1111L, 1104L, 1556L, 1084L, NA, | |
902L, 942L, 921L, 1458L, 571L, 1531L, 1251L, | |
NA, 1236L, 828L, 931L, 725L, 1793L, 834L, | |
1017L, 985L, 1150L, 1047L, 1189L, 1203L, 963L, NA, | |
931L, 838L, 1093L, 1124L, 721L, 938L, 1127L, | |
963L, 1082L, 1031L, 1195L, 1214L, 1066L, 988L, | |
1068L, 1216L, 1200L, 1244L, 806L, 925L, | |
1306L, 1204L, 985L, 1057L, 1147L, 1419L, 846L, | |
981L, 829L, 1237L, 1186L, 1432L, 968L, 1201L, | |
972L, 1228L, 539L, 928L, 939L, 1368L, 1516L, 445L, | |
1138L, 1191L, 760L, 1052L, 755L, 1073L, | |
1082L, 1153L, 1108L, 910L, 1071L, 752L, 1096L, | |
925L, 1329L, 1272L, 918L, 881L, 924L, 1112L, | |
1524L, 1350L, 1190L, 985L, 985L, 985L, 985L, 968L, | |
NA, 868L, 2020L, 2276L, 1488L, 1042L, 1911L, | |
1643L, 1499L, 1522L, NA, 1077L, 1497L, 1448L, | |
1679L, 1153L, 1271L, 1770L, 1425L, 1605L, 980L, | |
1484L, 1271L, 1215L, 1505L, 1302L, 1757L, | |
1693L, 1270L, 1613L, 1658L, 1163L, 1017L, 1313L, | |
1472L, 1299L, 1963L, 1606L, 1145L, 1710L, | |
1072L, 1247L, 1909L, 1254L, 1702L, 1523L, 951L, | |
1364L, 816L, 1137L, 1616L, 1660L, 1902L, 1480L, | |
999L, 1137L, 1880L, 1324L, 1206L, 1164L, | |
1803L, 1259L, 1084L, 1170L, 1002L, 1228L, 1053L, | |
780L, 1105L, 1021L, 1122L, 1623L, 1717L, 1355L, | |
2242L, 1221L, 2038L, 2000L, 2228L, 2610L, | |
2495L, 2837L, 2459L, 2169L, 1998L, 1281L, 2385L, | |
1415L, 1453L, 1585L, 1984L, 1366L, 1770L, | |
3108L, 2232L, 2122L, 2024L, 2789L, 2533L, 1530L, | |
1865L, 2104L, 1721L, 1817L, 1500L, 2129L, 1324L, | |
1278L, 1953L, 1610L, 1372L, 911L, 1124L, | |
1196L, 1389L, 1840L, 1207L, 1211L, 1165L, 1131L, | |
1584L, 1623L, 1459L, 1856L, 1827L, 1810L, | |
1505L, 1701L, 2128L, 2003L, 2513L, 848L, 1208L, | |
1711L, 1274L, 1560L, 2040L, 1597L, 1562L, 1441L, | |
2690L, 1716L, 1565L, 2119L, 1319L, NA, 1440L, | |
2099L, 2099L, 2113L, 1862L, 1955L, 1641L, | |
1892L, 1429L, 1400L, 1435L, 1867L, 1328L, 2066L, | |
2199L, 1903L, 2075L, 1672L, 1859L, 2694L, | |
1811L, 2858L, 2285L, 1668L, 1858L, 2424L, 1530L, | |
939L, 1677L, 1750L, 2562L, 2124L, 1684L, 2277L, | |
2452L, 1512L, 2019L, 2185L, 2516L, 1564L, | |
2030L, 2329L, 1750L, 2397L, 2688L, 2463L, 1769L, | |
1846L, 2176L, 1608L, 2001L, 1910L, 1064L, | |
1155L, 995L, 1480L, 1493L, 1429L, 1432L, 1777L, | |
1326L, 1794L, 1698L, 1551L, 1636L, 1621L, 1635L, | |
1416L, 2024L, 1905L, 1610L, 1812L, 3044L, | |
1753L, 1891L, 1573L, 1470L, 1418L, 1418L, 1376L, | |
1422L, 1447L, 1667L, 2380L, 1494L, 1384L, | |
1597L, 1603L, 1599L, 1621L, 2251L, 1503L, 1341L, | |
1555L, 1638L, 2861L, NA, 3076L, 1788L, 1788L, | |
1212L, 1400L, 1579L, 1515L, 1566L, 2424L, 1761L, | |
1499L, 1950L, 1662L, 1556L, 1463L, 1587L, | |
1534L, 1861L, NA, 1824L, 1638L, 1784L, NA, 1924L, | |
1605L, 1462L, 1700L, 1522L, 1499L, 2735L, | |
2573L, 2248L, 2163L, 1802L, 1711L, 1563L, NA, | |
2029L, 2644L, 2018L, 2337L, 2361L, 2037L, 2266L, | |
1869L, 2135L, 2135L, 2135L, 2905L, 1802L, | |
1772L, 1704L, 2061L, 3181L, 2434L, 2249L, 3152L, | |
2447L, 1421L, 1421L, 1421L, 1421L, 1444L, | |
1541L, 1298L, 1852L, 1269L, 1587L, 1109L, 1203L, | |
1258L, 1258L, NA, 1917L, 1376L, 1695L, 1114L, | |
1295L, 1862L, 1910L, 1794L, 1716L, 1569L, 1265L, | |
1741L, 1064L, NA, 1191L, 1716L, 1293L, 1432L, | |
1208L, 1639L, 1019L, 952L, 1165L, 1195L, | |
1015L, NA, 1611L, 1480L, 1074L, 3606L, 1440L, | |
1494L, 1375L, NA, 1184L, 1132L, 1459L, 1251L, | |
1164L, 1044L, 966L, 1274L, 991L, 931L, 1522L, | |
1542L, 1139L, 899L, 1664L, 1297L, 1379L, 1769L, | |
1348L, NA, 1766L, 1339L, 1233L, 1177L, 903L, | |
798L, 765L, 738L, 974L, 1250L, 1588L, 1633L, | |
873L, 1144L, 789L, 899L, 807L, 1429L, 1236L, | |
1383L, 1601L, 1612L, 1694L, 1671L, 1711L, 1779L, | |
1657L, 1482L, 1333L, 1404L, 1130L, 1328L, | |
1327L), | |
Population = c(17537L, 30280L, 30280L, 11131L, 5014L, 14906L, | |
1272L, 384L, 3724L, 1507L, 1507L, 531L, | |
23026L, 30148L, 2604L, 958L, 17870L, 16156L, 728L, | |
11211L, 1151L, 551L, 6300L, 2313L, 5301L, | |
5193L, 772L, 2897L, 1129L, 1129L, 40362L, 2334L, | |
2334L, 1658L, 1997L, 21331L, 8801L, 15729L, | |
10587L, 574L, 9L, 1849L, 8919L, 637L, 1206L, | |
1490L, 6090L, 477L, 17755L, 9711L, 480L, 2532L, | |
1827L, 10637L, 10637L, 10637L, 10637L, 3182L, | |
183L, 41652L, 683L, 399L, 28671L, 1133L, 348L, | |
327L, 14659L, 2607L, 54L, 1186L, 2409L, | |
23635L, 11601L, 16048L, 11304L, 28925L, 30125L, | |
14774L, 13236L, 2798L, 6750L, 8884L, 0L, 44775L, | |
8211L, 818L, 2351L, 209L, 3169L, 6839L, 86L, | |
8359L, 2671L, 1197L, 2662L, 5917L, 4493L, 475L, | |
333L, 108L, 803L, 15703L, 742L, 977L, 859L, | |
764L, 2138L, 357L, 506L, 447L, 1110L, 205L, | |
1360L, 7853L, 813L, 17715L, 1468L, 13281L, 2626L, | |
170L, 1472L, 1642L, 1743L, 1759L, 46L, 1518L, | |
464L, 126L, 1231L, 86L, 2209L, 1604L, 917L, | |
3012L, 7819L, 1218L, 605L, 1316L, 4032L, 4160L, | |
3662L, 5096L, 744L, 836L, 40666L, 6210L, | |
3195L, 7703L, 1712L, 1712L, 1712L, 1712L, 3460L, | |
563L, 20496L, 11282L, 4630L, 4581L, 41446L, | |
9754L, 11150L, 12049L, 7572L, 511L, 4124L, 7454L, | |
7566L, 1964L, 10738L, 16412L, 3098L, 9201L, | |
4524L, 3406L, 13379L, 13855L, 2123L, 8745L, | |
3490L, 6657L, 15061L, 2510L, 3497L, 7735L, 6702L, | |
227L, 13521L, 3237L, 1247L, 14918L, 6262L, | |
4760L, 7709L, 2337L, 11386L, 3438L, 2299L, 8463L, | |
36269L, 16858L, 4477L, 243L, 11856L, 8000L, | |
6006L, 7706L, 13864L, 16926L, 11637L, 18836L, | |
7639L, 4661L, 9864L, 9297L, 24166L, 19981L, | |
36772L, 28742L, 19375L, 8698L, 3371L, 20714L, | |
23438L, 2451L, 4845L, 32098L, 39226L, 716L, | |
5546L, 22680L, 17478L, 14031L, 2012L, 5167L, 5160L, | |
19383L, 501L, 14480L, 5955L, 16720L, 19843L, | |
39771L, 10560L, 5995L, 28694L, 35715L, 4302L, | |
9520L, 4791L, 7061L, 18697L, 13850L, 40375L, | |
26103L, 35375L, 32348L, 25961L, 30948L, 3337L, | |
26524L, 23372L, 8569L, 6697L, 13047L, 5248L, | |
48295L, 25942L, 49587L, 30170L, 16890L, 29849L, | |
34756L, 29561L, 6752L, 10676L, 9106L, 15598L, | |
24894L, 30433L, 12305L, 26450L, 24087L, | |
23538L, 22579L, 1878L, 48218L, 17320L, 25590L, | |
28037L, 14758L, 3488L, 17218L, 41431L, 8228L, | |
2812L, 27391L, 3687L, 29858L, 136L, 13810L, | |
13425L, 13425L, 5327L, 20393L, 9656L, 17890L, 4152L, | |
9035L, 52313L, 7184L, 6232L, 42991L, 7991L, | |
6496L, 5179L, 4545L, 16929L, 22829L, 8393L, | |
25362L, 5922L, 4410L, 17448L, 32843L, 23047L, | |
10402L, 65L, 23678L, 26032L, 12610L, 13162L, | |
8144L, 11388L, 10897L, 29121L, 18042L, 18148L, | |
1572L, 28338L, 19358L, 15612L, 11597L, 4211L, | |
4051L, 2270L, 7452L, 7464L, 13247L, 29244L, | |
23215L, 27325L, 28152L, 15719L, 28479L, 24643L, | |
55074L, 35254L, 29141L, 37257L, 46655L, 18901L, | |
39435L, 32819L, 28505L, 18057L, 42644L, 33084L, | |
37668L, 36979L, 19737L, 13664L, 2929L, | |
26773L, 24682L, 26430L, 61375L, 44993L, 44993L, | |
39263L, 53873L, 18391L, 59779L, 2569L, 56541L, | |
19434L, 17849L, 28132L, 21967L, 37082L, 27527L, | |
15301L, 15146L, 17415L, 8028L, 1177L, 27L, | |
2609L, 25023L, 25023L, 61320L, 33841L, 4468L, | |
27434L, 11617L, 15572L, 14301L, 7739L, 14328L, | |
10560L, 10753L, 24166L, 11292L, 16275L, 12885L, | |
1178L, 18230L, 58500L, 13210L, 195L, 2912L, | |
33980L, 17849L, 9938L, 7117L, 14864L, 14579L, | |
18760L, 20774L, 30113L, 18646L, 15470L, 28696L, | |
1680L, 12465L, 19473L, 9911L, 7214L, 1520L, | |
3155L, 12112L, 8568L, 22105L, 22105L, 22105L, | |
5568L, 34715L, 28028L, 16964L, 25940L, 16309L, | |
11015L, 20128L, 12027L, 10301L, 13337L, 13337L, | |
13337L, 13337L, 815L, 1757L, 19191L, 6572L, | |
3571L, 4292L, 8294L, 881L, 909L, 909L, 35L, | |
10590L, 2869L, 4675L, 749L, 4028L, 325L, 3008L, | |
9501L, 312L, 4100L, 10940L, 2417L, 4873L, 10L, | |
15063L, 2277L, 9736L, 9923L, 4055L, 3301L, | |
141L, 3011L, 2949L, 191L, 4908L, 0L, 4393L, 9516L, | |
1806L, 121L, 6589L, 14054L, 906L, 0L, 942L, | |
5905L, 3257L, 2952L, 1030L, 6657L, 96L, 9226L, | |
638L, 3075L, 2807L, 158L, 1158L, 889L, 368L, | |
8397L, 6314L, 4472L, 44326L, 25L, 3703L, 4703L, | |
6295L, 16027L, 31126L, 25985L, 14236L, | |
17391L, 2453L, 15804L, 5065L, 6245L, 43686L, 10443L, | |
11184L, 24294L, 15637L, 23568L, 11316L, | |
27100L, 9000L, 1933L, 3872L, 19515L, 14018L, | |
11990L, 5199L, 14957L, 16204L, 6630L, 50358L, | |
15832L, 279L) | |
) | |
``` | |
# Find highest and lowest median incomes. Ignores ties for code simplicity. | |
```{r} | |
zip_highest_income_row <- filter(markdowndata, MedianHouseholdIncome == max(MedianHouseholdIncome, na.rm = TRUE)) | |
zip_lowest_income_row <- filter(markdowndata, MedianHouseholdIncome == min(MedianHouseholdIncome, na.rm = TRUE)) | |
``` | |
``` | |
Zip code `r zip_highest_income_row$ZipCode[1]` in `r zip_highest_income_row$City[1]` has the highest median income in Massachusetts, `r scales::dollar(zip_highest_income_row$MedianHouseholdIncome[1])`. | |
Zip code `r zip_lowest_income_row$ZipCode[1]` in `r zip_lowest_income_row$City[1]` has the lowest median income in Massachusetts, `r scales::dollar(zip_lowest_income_row$MedianHouseholdIncome[1])`. | |
#### Distribution of median household incomes | |
```{r histo, fig.width = 4, fig.height = 2, warning=FALSE, message=FALSE} | |
ggplot(markdowndata, aes(x = MedianHouseholdIncome)) + | |
geom_histogram(binwidth = 10000, color = "black", fill = "darkgreen") + | |
theme_classic() + | |
xlab("") + ylab("") + | |
scale_x_continuous(labels = dollar) | |
``` | |
#### Income, Housing Costs, and Population | |
```{r table} | |
DT::datatable(markdowndata, filter = 'top') %>% | |
formatCurrency(4:5, digits = 0) %>% | |
formatCurrency(6, currency = "", digits = 0) | |
``` | |
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