Intro to Web Scraping

SDS 236

Ben Baumer

3/6/23

rvest

  • (sounds like “harvest”)

Towns in Massachusetts

  • What are the oldest, most populous towns in Western Mass?

How to get these data into R?

  • without re-typing

  • without copy-and-pasting

  • in a reproducible workflow

    • no Excel!!
  • we want a data.frame (i.e., tbl_df)

Using rvest

  • read_html(): reads the source of an HTML page
library(rvest)
url <- "https://en.wikipedia.org/wiki/List_of_municipalities_in_Massachusetts"
wiki_page <- read_html(url)
class(wiki_page)
[1] "xml_document" "xml_node"    

What is it?

wiki_page
{html_document}
<html class="client-nojs vector-feature-language-in-header-enabled vector-feature-language-in-main-page-header-disabled vector-feature-language-alert-in-sidebar-enabled vector-feature-sticky-header-disabled vector-feature-page-tools-pinned-disabled vector-feature-toc-pinned-enabled vector-feature-main-menu-pinned-disabled vector-feature-limited-width-enabled vector-feature-limited-width-content-enabled vector-feature-zebra-design-disabled" lang="en" dir="ltr">
[1] <head>\n<meta http-equiv="Content-Type" content="text/html; charset=UTF-8 ...
[2] <body class="skin-vector skin-vector-search-vue mediawiki ltr sitedir-ltr ...

Extracting tables

list_of_tables <- wiki_page |>
  html_table()

list_of_tables |>
  map(dim)
[[1]]
[1] 6 2

[[2]]
[1] 351   8

[[3]]
[1] 22  3

[[4]]
[1] 240   4

[[5]]
[1] 7 2

[[6]]
[1] 3 2

We want this one!

ma_cities <- list_of_tables |>
  pluck(2)

ma_cities
# A tibble: 351 × 8
   Municipality `Type[1]`  `County[2]` `Form of government[1]`    
   <chr>        <chr>      <chr>       <chr>                      
 1 Abington     Town       Plymouth    Open town meeting          
 2 Acton        Town       Middlesex   Open town meeting          
 3 Acushnet     Town       Bristol     Open town meeting          
 4 Adams        Town       Berkshire   Representative town meeting
 5 Agawam       City[a]    Hampden     Mayor-Council              
 6 Alford       Town       Berkshire   Open town meeting          
 7 Amesbury     City       Essex       Mayor-Council              
 8 Amherst      City[a][5] Hampshire   Manager-Council            
 9 Andover      Town       Essex       Open town meeting          
10 Aquinnah     Town       Dukes       Open town meeting          
# ℹ 341 more rows
# ℹ 4 more variables: `Population(2020)[2]` <chr>, `Total area` <chr>,
#   `Land area` <chr>, `Yearestablished[3]` <chr>

If you know CSS…

wiki_page |>
  html_elements(".wikitable") |>
  html_table() |>
  map(dim)
[[1]]
[1] 351   8

[[2]]
[1] 22  3

[[3]]
[1] 240   4
  • If you need help with CSS, try this tutorial:

https://flukeout.github.io/

Your turn

  • Import the MA towns data from the Wikipedia page

Data cleaning

Fix variable names

names(ma_cities)
[1] "Municipality"          "Type[1]"               "County[2]"            
[4] "Form of government[1]" "Population(2020)[2]"   "Total area"           
[7] "Land area"             "Yearestablished[3]"   
ma_cities <- ma_cities |>
  janitor::clean_names()

names(ma_cities)
[1] "municipality"         "type_1"               "county_2"            
[4] "form_of_government_1" "population_2020_2"    "total_area"          
[7] "land_area"            "yearestablished_3"   

Uh-oh

ma_cities |>
  ggplot(aes(x = yearestablished_3, y = population_2020_2)) +
  geom_point(aes(total_area))

Convert text to numbers

ma_cities <- ma_cities |>
  mutate(
    population = parse_number(population_2020_2),
    year_est = parse_number(yearestablished_3)
  )

Aside: set units!

ma_cities <- ma_cities |>
  mutate(
    area = parse_number(total_area),
    # set the units for area!!!!
    area = units::set_units(area, "mi^2"),
    area_sq_km = units::set_units(area, "km^2")
  )

A basic plot

ma_cities |>
  ggplot(aes(x = year_est, y = population)) +
  geom_point(aes(size = as.numeric(area)))

Your turn

  • Use your creativity to improve the basic plot

An informative plot

better_plot <- ma_cities |>
  ggplot(
    aes(
      x = year_est, y = population,
      fill = municipality == "Northampton"
    )
  ) +
  geom_point(
    aes(size = as.numeric(area)), 
    alpha = 0.5, shape = 21
) +
  ggrepel::geom_label_repel(
    data = ma_cities |>
      filter(
        population > 100000 | 
          municipality == "Northampton" |
          as.numeric(area) > 100
      ),
    aes(label = municipality)
  ) +
  geom_vline(xintercept = 1776, linetype = 3) + 
  scale_x_continuous("Year Established") +
  scale_y_log10(
    "Population (2020)",
    labels = scales::comma
  ) + 
  scale_size_continuous("Area") +
  scale_fill_brewer(palette = "Pastel2", guide = "none") + 
  labs(
    title = paste(nrow(ma_cities), "Municipalities in Massachusetts"),
    subtitle = "By population and year established",
    caption = "Source: Wikipedia"
  )

A more informative plot

better_plot

But, wait…

Which of these towns are in Western Mass?

Picking out HTML attributes

links <- rows |>
  html_element("th") |>
  html_element("a") |>
  html_attr("href")

urls <- paste0("https://en.wikipedia.org", links)
urls
  [1] "https://en.wikipedia.org/wiki/Abington,_Massachusetts"             
  [2] "https://en.wikipedia.org/wiki/Acton,_Massachusetts"                
  [3] "https://en.wikipedia.org/wiki/Acushnet,_Massachusetts"             
  [4] "https://en.wikipedia.org/wiki/Adams,_Massachusetts"                
  [5] "https://en.wikipedia.org/wiki/Agawam,_Massachusetts"               
  [6] "https://en.wikipedia.org/wiki/Alford,_Massachusetts"               
  [7] "https://en.wikipedia.org/wiki/Amesbury,_Massachusetts"             
  [8] "https://en.wikipedia.org/wiki/Amherst,_Massachusetts"              
  [9] "https://en.wikipedia.org/wiki/Andover,_Massachusetts"              
 [10] "https://en.wikipedia.org/wiki/Aquinnah,_Massachusetts"             
 [11] "https://en.wikipedia.org/wiki/Arlington,_Massachusetts"            
 [12] "https://en.wikipedia.org/wiki/Ashburnham,_Massachusetts"           
 [13] "https://en.wikipedia.org/wiki/Ashby,_Massachusetts"                
 [14] "https://en.wikipedia.org/wiki/Ashfield,_Massachusetts"             
 [15] "https://en.wikipedia.org/wiki/Ashland,_Massachusetts"              
 [16] "https://en.wikipedia.org/wiki/Athol,_Massachusetts"                
 [17] "https://en.wikipedia.org/wiki/Attleboro,_Massachusetts"            
 [18] "https://en.wikipedia.org/wiki/Auburn,_Massachusetts"               
 [19] "https://en.wikipedia.org/wiki/Avon,_Massachusetts"                 
 [20] "https://en.wikipedia.org/wiki/Ayer,_Massachusetts"                 
 [21] "https://en.wikipedia.org/wiki/Barnstable,_Massachusetts"           
 [22] "https://en.wikipedia.org/wiki/Barre,_Massachusetts"                
 [23] "https://en.wikipedia.org/wiki/Becket,_Massachusetts"               
 [24] "https://en.wikipedia.org/wiki/Bedford,_Massachusetts"              
 [25] "https://en.wikipedia.org/wiki/Belchertown,_Massachusetts"          
 [26] "https://en.wikipedia.org/wiki/Bellingham,_Massachusetts"           
 [27] "https://en.wikipedia.org/wiki/Belmont,_Massachusetts"              
 [28] "https://en.wikipedia.org/wiki/Berkley,_Massachusetts"              
 [29] "https://en.wikipedia.org/wiki/Berlin,_Massachusetts"               
 [30] "https://en.wikipedia.org/wiki/Bernardston,_Massachusetts"          
 [31] "https://en.wikipedia.org/wiki/Beverly,_Massachusetts"              
 [32] "https://en.wikipedia.org/wiki/Billerica,_Massachusetts"            
 [33] "https://en.wikipedia.org/wiki/Blackstone,_Massachusetts"           
 [34] "https://en.wikipedia.org/wiki/Blandford,_Massachusetts"            
 [35] "https://en.wikipedia.org/wiki/Bolton,_Massachusetts"               
 [36] "https://en.wikipedia.org/wiki/Boston"                              
 [37] "https://en.wikipedia.org/wiki/Bourne,_Massachusetts"               
 [38] "https://en.wikipedia.org/wiki/Boxborough,_Massachusetts"           
 [39] "https://en.wikipedia.org/wiki/Boxford,_Massachusetts"              
 [40] "https://en.wikipedia.org/wiki/Boylston,_Massachusetts"             
 [41] "https://en.wikipedia.org/wiki/Braintree,_Massachusetts"            
 [42] "https://en.wikipedia.org/wiki/Brewster,_Massachusetts"             
 [43] "https://en.wikipedia.org/wiki/Bridgewater,_Massachusetts"          
 [44] "https://en.wikipedia.org/wiki/Brimfield,_Massachusetts"            
 [45] "https://en.wikipedia.org/wiki/Brockton,_Massachusetts"             
 [46] "https://en.wikipedia.org/wiki/Brookfield,_Massachusetts"           
 [47] "https://en.wikipedia.org/wiki/Brookline,_Massachusetts"            
 [48] "https://en.wikipedia.org/wiki/Buckland,_Massachusetts"             
 [49] "https://en.wikipedia.org/wiki/Burlington,_Massachusetts"           
 [50] "https://en.wikipedia.org/wiki/Cambridge,_Massachusetts"            
 [51] "https://en.wikipedia.org/wiki/Canton,_Massachusetts"               
 [52] "https://en.wikipedia.org/wiki/Carlisle,_Massachusetts"             
 [53] "https://en.wikipedia.org/wiki/Carver,_Massachusetts"               
 [54] "https://en.wikipedia.org/wiki/Charlemont,_Massachusetts"           
 [55] "https://en.wikipedia.org/wiki/Charlton,_Massachusetts"             
 [56] "https://en.wikipedia.org/wiki/Chatham,_Massachusetts"              
 [57] "https://en.wikipedia.org/wiki/Chelmsford,_Massachusetts"           
 [58] "https://en.wikipedia.org/wiki/Chelsea,_Massachusetts"              
 [59] "https://en.wikipedia.org/wiki/Cheshire,_Massachusetts"             
 [60] "https://en.wikipedia.org/wiki/Chester,_Massachusetts"              
 [61] "https://en.wikipedia.org/wiki/Chesterfield,_Massachusetts"         
 [62] "https://en.wikipedia.org/wiki/Chicopee,_Massachusetts"             
 [63] "https://en.wikipedia.org/wiki/Chilmark,_Massachusetts"             
 [64] "https://en.wikipedia.org/wiki/Clarksburg,_Massachusetts"           
 [65] "https://en.wikipedia.org/wiki/Clinton,_Massachusetts"              
 [66] "https://en.wikipedia.org/wiki/Cohasset,_Massachusetts"             
 [67] "https://en.wikipedia.org/wiki/Colrain,_Massachusetts"              
 [68] "https://en.wikipedia.org/wiki/Concord,_Massachusetts"              
 [69] "https://en.wikipedia.org/wiki/Conway,_Massachusetts"               
 [70] "https://en.wikipedia.org/wiki/Cummington,_Massachusetts"           
 [71] "https://en.wikipedia.org/wiki/Dalton,_Massachusetts"               
 [72] "https://en.wikipedia.org/wiki/Danvers,_Massachusetts"              
 [73] "https://en.wikipedia.org/wiki/Dartmouth,_Massachusetts"            
 [74] "https://en.wikipedia.org/wiki/Dedham,_Massachusetts"               
 [75] "https://en.wikipedia.org/wiki/Deerfield,_Massachusetts"            
 [76] "https://en.wikipedia.org/wiki/Dennis,_Massachusetts"               
 [77] "https://en.wikipedia.org/wiki/Dighton,_Massachusetts"              
 [78] "https://en.wikipedia.org/wiki/Douglas,_Massachusetts"              
 [79] "https://en.wikipedia.org/wiki/Dover,_Massachusetts"                
 [80] "https://en.wikipedia.org/wiki/Dracut,_Massachusetts"               
 [81] "https://en.wikipedia.org/wiki/Dudley,_Massachusetts"               
 [82] "https://en.wikipedia.org/wiki/Dunstable,_Massachusetts"            
 [83] "https://en.wikipedia.org/wiki/Duxbury,_Massachusetts"              
 [84] "https://en.wikipedia.org/wiki/East_Bridgewater,_Massachusetts"     
 [85] "https://en.wikipedia.org/wiki/East_Brookfield,_Massachusetts"      
 [86] "https://en.wikipedia.org/wiki/East_Longmeadow,_Massachusetts"      
 [87] "https://en.wikipedia.org/wiki/Eastham,_Massachusetts"              
 [88] "https://en.wikipedia.org/wiki/Easthampton,_Massachusetts"          
 [89] "https://en.wikipedia.org/wiki/Easton,_Massachusetts"               
 [90] "https://en.wikipedia.org/wiki/Edgartown,_Massachusetts"            
 [91] "https://en.wikipedia.org/wiki/Egremont,_Massachusetts"             
 [92] "https://en.wikipedia.org/wiki/Erving,_Massachusetts"               
 [93] "https://en.wikipedia.org/wiki/Essex,_Massachusetts"                
 [94] "https://en.wikipedia.org/wiki/Everett,_Massachusetts"              
 [95] "https://en.wikipedia.org/wiki/Fairhaven,_Massachusetts"            
 [96] "https://en.wikipedia.org/wiki/Fall_River,_Massachusetts"           
 [97] "https://en.wikipedia.org/wiki/Falmouth,_Massachusetts"             
 [98] "https://en.wikipedia.org/wiki/Fitchburg,_Massachusetts"            
 [99] "https://en.wikipedia.org/wiki/Florida,_Massachusetts"              
[100] "https://en.wikipedia.org/wiki/Foxborough,_Massachusetts"           
[101] "https://en.wikipedia.org/wiki/Framingham,_Massachusetts"           
[102] "https://en.wikipedia.org/wiki/Franklin,_Massachusetts"             
[103] "https://en.wikipedia.org/wiki/Freetown,_Massachusetts"             
[104] "https://en.wikipedia.org/wiki/Gardner,_Massachusetts"              
[105] "https://en.wikipedia.org/wiki/Georgetown,_Massachusetts"           
[106] "https://en.wikipedia.org/wiki/Gill,_Massachusetts"                 
[107] "https://en.wikipedia.org/wiki/Gloucester,_Massachusetts"           
[108] "https://en.wikipedia.org/wiki/Goshen,_Massachusetts"               
[109] "https://en.wikipedia.org/wiki/Gosnold,_Massachusetts"              
[110] "https://en.wikipedia.org/wiki/Grafton,_Massachusetts"              
[111] "https://en.wikipedia.org/wiki/Granby,_Massachusetts"               
[112] "https://en.wikipedia.org/wiki/Granville,_Massachusetts"            
[113] "https://en.wikipedia.org/wiki/Great_Barrington,_Massachusetts"     
[114] "https://en.wikipedia.org/wiki/Greenfield,_Massachusetts"           
[115] "https://en.wikipedia.org/wiki/Groton,_Massachusetts"               
[116] "https://en.wikipedia.org/wiki/Groveland,_Massachusetts"            
[117] "https://en.wikipedia.org/wiki/Hadley,_Massachusetts"               
[118] "https://en.wikipedia.org/wiki/Halifax,_Massachusetts"              
[119] "https://en.wikipedia.org/wiki/Hamilton,_Massachusetts"             
[120] "https://en.wikipedia.org/wiki/Hampden,_Massachusetts"              
[121] "https://en.wikipedia.org/wiki/Hancock,_Massachusetts"              
[122] "https://en.wikipedia.org/wiki/Hanover,_Massachusetts"              
[123] "https://en.wikipedia.org/wiki/Hanson,_Massachusetts"               
[124] "https://en.wikipedia.org/wiki/Hardwick,_Massachusetts"             
[125] "https://en.wikipedia.org/wiki/Harvard,_Massachusetts"              
[126] "https://en.wikipedia.org/wiki/Harwich,_Massachusetts"              
[127] "https://en.wikipedia.org/wiki/Hatfield,_Massachusetts"             
[128] "https://en.wikipedia.org/wiki/Haverhill,_Massachusetts"            
[129] "https://en.wikipedia.org/wiki/Hawley,_Massachusetts"               
[130] "https://en.wikipedia.org/wiki/Heath,_Massachusetts"                
[131] "https://en.wikipedia.org/wiki/Hingham,_Massachusetts"              
[132] "https://en.wikipedia.org/wiki/Hinsdale,_Massachusetts"             
[133] "https://en.wikipedia.org/wiki/Holbrook,_Massachusetts"             
[134] "https://en.wikipedia.org/wiki/Holden,_Massachusetts"               
[135] "https://en.wikipedia.org/wiki/Holland,_Massachusetts"              
[136] "https://en.wikipedia.org/wiki/Holliston,_Massachusetts"            
[137] "https://en.wikipedia.org/wiki/Holyoke,_Massachusetts"              
[138] "https://en.wikipedia.org/wiki/Hopedale,_Massachusetts"             
[139] "https://en.wikipedia.org/wiki/Hopkinton,_Massachusetts"            
[140] "https://en.wikipedia.org/wiki/Hubbardston,_Massachusetts"          
[141] "https://en.wikipedia.org/wiki/Hudson,_Massachusetts"               
[142] "https://en.wikipedia.org/wiki/Hull,_Massachusetts"                 
[143] "https://en.wikipedia.org/wiki/Huntington,_Massachusetts"           
[144] "https://en.wikipedia.org/wiki/Ipswich,_Massachusetts"              
[145] "https://en.wikipedia.org/wiki/Kingston,_Massachusetts"             
[146] "https://en.wikipedia.org/wiki/Lakeville,_Massachusetts"            
[147] "https://en.wikipedia.org/wiki/Lancaster,_Massachusetts"            
[148] "https://en.wikipedia.org/wiki/Lanesborough,_Massachusetts"         
[149] "https://en.wikipedia.org/wiki/Lawrence,_Massachusetts"             
[150] "https://en.wikipedia.org/wiki/Lee,_Massachusetts"                  
[151] "https://en.wikipedia.org/wiki/Leicester,_Massachusetts"            
[152] "https://en.wikipedia.org/wiki/Lenox,_Massachusetts"                
[153] "https://en.wikipedia.org/wiki/Leominster,_Massachusetts"           
[154] "https://en.wikipedia.org/wiki/Leverett,_Massachusetts"             
[155] "https://en.wikipedia.org/wiki/Lexington,_Massachusetts"            
[156] "https://en.wikipedia.org/wiki/Leyden,_Massachusetts"               
[157] "https://en.wikipedia.org/wiki/Lincoln,_Massachusetts"              
[158] "https://en.wikipedia.org/wiki/Littleton,_Massachusetts"            
[159] "https://en.wikipedia.org/wiki/Longmeadow,_Massachusetts"           
[160] "https://en.wikipedia.org/wiki/Lowell,_Massachusetts"               
[161] "https://en.wikipedia.org/wiki/Ludlow,_Massachusetts"               
[162] "https://en.wikipedia.org/wiki/Lunenburg,_Massachusetts"            
[163] "https://en.wikipedia.org/wiki/Lynn,_Massachusetts"                 
[164] "https://en.wikipedia.org/wiki/Lynnfield,_Massachusetts"            
[165] "https://en.wikipedia.org/wiki/Malden,_Massachusetts"               
[166] "https://en.wikipedia.org/wiki/Manchester-by-the-Sea,_Massachusetts"
[167] "https://en.wikipedia.org/wiki/Mansfield,_Massachusetts"            
[168] "https://en.wikipedia.org/wiki/Marblehead,_Massachusetts"           
[169] "https://en.wikipedia.org/wiki/Marion,_Massachusetts"               
[170] "https://en.wikipedia.org/wiki/Marlborough,_Massachusetts"          
[171] "https://en.wikipedia.org/wiki/Marshfield,_Massachusetts"           
[172] "https://en.wikipedia.org/wiki/Mashpee,_Massachusetts"              
[173] "https://en.wikipedia.org/wiki/Mattapoisett,_Massachusetts"         
[174] "https://en.wikipedia.org/wiki/Maynard,_Massachusetts"              
[175] "https://en.wikipedia.org/wiki/Medfield,_Massachusetts"             
[176] "https://en.wikipedia.org/wiki/Medford,_Massachusetts"              
[177] "https://en.wikipedia.org/wiki/Medway,_Massachusetts"               
[178] "https://en.wikipedia.org/wiki/Melrose,_Massachusetts"              
[179] "https://en.wikipedia.org/wiki/Mendon,_Massachusetts"               
[180] "https://en.wikipedia.org/wiki/Merrimac,_Massachusetts"             
[181] "https://en.wikipedia.org/wiki/Methuen,_Massachusetts"              
[182] "https://en.wikipedia.org/wiki/Middleborough,_Massachusetts"        
[183] "https://en.wikipedia.org/wiki/Middlefield,_Massachusetts"          
[184] "https://en.wikipedia.org/wiki/Middleton,_Massachusetts"            
[185] "https://en.wikipedia.org/wiki/Milford,_Massachusetts"              
[186] "https://en.wikipedia.org/wiki/Millbury,_Massachusetts"             
[187] "https://en.wikipedia.org/wiki/Millis,_Massachusetts"               
[188] "https://en.wikipedia.org/wiki/Millville,_Massachusetts"            
[189] "https://en.wikipedia.org/wiki/Milton,_Massachusetts"               
[190] "https://en.wikipedia.org/wiki/Monroe,_Massachusetts"               
[191] "https://en.wikipedia.org/wiki/Monson,_Massachusetts"               
[192] "https://en.wikipedia.org/wiki/Montague,_Massachusetts"             
[193] "https://en.wikipedia.org/wiki/Monterey,_Massachusetts"             
[194] "https://en.wikipedia.org/wiki/Montgomery,_Massachusetts"           
[195] "https://en.wikipedia.org/wiki/Mount_Washington,_Massachusetts"     
[196] "https://en.wikipedia.org/wiki/Nahant,_Massachusetts"               
[197] "https://en.wikipedia.org/wiki/Nantucket"                           
[198] "https://en.wikipedia.org/wiki/Natick,_Massachusetts"               
[199] "https://en.wikipedia.org/wiki/Needham,_Massachusetts"              
[200] "https://en.wikipedia.org/wiki/New_Ashford,_Massachusetts"          
[201] "https://en.wikipedia.org/wiki/New_Bedford,_Massachusetts"          
[202] "https://en.wikipedia.org/wiki/New_Braintree,_Massachusetts"        
[203] "https://en.wikipedia.org/wiki/New_Marlborough,_Massachusetts"      
[204] "https://en.wikipedia.org/wiki/New_Salem,_Massachusetts"            
[205] "https://en.wikipedia.org/wiki/Newbury,_Massachusetts"              
[206] "https://en.wikipedia.org/wiki/Newburyport,_Massachusetts"          
[207] "https://en.wikipedia.org/wiki/Newton,_Massachusetts"               
[208] "https://en.wikipedia.org/wiki/Norfolk,_Massachusetts"              
[209] "https://en.wikipedia.org/wiki/North_Adams,_Massachusetts"          
[210] "https://en.wikipedia.org/wiki/North_Andover,_Massachusetts"        
[211] "https://en.wikipedia.org/wiki/North_Attleborough,_Massachusetts"   
[212] "https://en.wikipedia.org/wiki/North_Brookfield,_Massachusetts"     
[213] "https://en.wikipedia.org/wiki/North_Reading,_Massachusetts"        
[214] "https://en.wikipedia.org/wiki/Northampton,_Massachusetts"          
[215] "https://en.wikipedia.org/wiki/Northborough,_Massachusetts"         
[216] "https://en.wikipedia.org/wiki/Northbridge,_Massachusetts"          
[217] "https://en.wikipedia.org/wiki/Northfield,_Massachusetts"           
[218] "https://en.wikipedia.org/wiki/Norton,_Massachusetts"               
[219] "https://en.wikipedia.org/wiki/Norwell,_Massachusetts"              
[220] "https://en.wikipedia.org/wiki/Norwood,_Massachusetts"              
[221] "https://en.wikipedia.org/wiki/Oak_Bluffs,_Massachusetts"           
[222] "https://en.wikipedia.org/wiki/Oakham,_Massachusetts"               
[223] "https://en.wikipedia.org/wiki/Orange,_Massachusetts"               
[224] "https://en.wikipedia.org/wiki/Orleans,_Massachusetts"              
[225] "https://en.wikipedia.org/wiki/Otis,_Massachusetts"                 
[226] "https://en.wikipedia.org/wiki/Oxford,_Massachusetts"               
[227] "https://en.wikipedia.org/wiki/Palmer,_Massachusetts"               
[228] "https://en.wikipedia.org/wiki/Paxton,_Massachusetts"               
[229] "https://en.wikipedia.org/wiki/Peabody,_Massachusetts"              
[230] "https://en.wikipedia.org/wiki/Pelham,_Massachusetts"               
[231] "https://en.wikipedia.org/wiki/Pembroke,_Massachusetts"             
[232] "https://en.wikipedia.org/wiki/Pepperell,_Massachusetts"            
[233] "https://en.wikipedia.org/wiki/Peru,_Massachusetts"                 
[234] "https://en.wikipedia.org/wiki/Petersham,_Massachusetts"            
[235] "https://en.wikipedia.org/wiki/Phillipston,_Massachusetts"          
[236] "https://en.wikipedia.org/wiki/Pittsfield,_Massachusetts"           
[237] "https://en.wikipedia.org/wiki/Plainfield,_Massachusetts"           
[238] "https://en.wikipedia.org/wiki/Plainville,_Massachusetts"           
[239] "https://en.wikipedia.org/wiki/Plymouth,_Massachusetts"             
[240] "https://en.wikipedia.org/wiki/Plympton,_Massachusetts"             
[241] "https://en.wikipedia.org/wiki/Princeton,_Massachusetts"            
[242] "https://en.wikipedia.org/wiki/Provincetown,_Massachusetts"         
[243] "https://en.wikipedia.org/wiki/Quincy,_Massachusetts"               
[244] "https://en.wikipedia.org/wiki/Randolph,_Massachusetts"             
[245] "https://en.wikipedia.org/wiki/Raynham,_Massachusetts"              
[246] "https://en.wikipedia.org/wiki/Reading,_Massachusetts"              
[247] "https://en.wikipedia.org/wiki/Rehoboth,_Massachusetts"             
[248] "https://en.wikipedia.org/wiki/Revere,_Massachusetts"               
[249] "https://en.wikipedia.org/wiki/Richmond,_Massachusetts"             
[250] "https://en.wikipedia.org/wiki/Rochester,_Massachusetts"            
[251] "https://en.wikipedia.org/wiki/Rockland,_Massachusetts"             
[252] "https://en.wikipedia.org/wiki/Rockport,_Massachusetts"             
[253] "https://en.wikipedia.org/wiki/Rowe,_Massachusetts"                 
[254] "https://en.wikipedia.org/wiki/Rowley,_Massachusetts"               
[255] "https://en.wikipedia.org/wiki/Royalston,_Massachusetts"            
[256] "https://en.wikipedia.org/wiki/Russell,_Massachusetts"              
[257] "https://en.wikipedia.org/wiki/Rutland,_Massachusetts"              
[258] "https://en.wikipedia.org/wiki/Salem,_Massachusetts"                
[259] "https://en.wikipedia.org/wiki/Salisbury,_Massachusetts"            
[260] "https://en.wikipedia.org/wiki/Sandisfield,_Massachusetts"          
[261] "https://en.wikipedia.org/wiki/Sandwich,_Massachusetts"             
[262] "https://en.wikipedia.org/wiki/Saugus,_Massachusetts"               
[263] "https://en.wikipedia.org/wiki/Savoy,_Massachusetts"                
[264] "https://en.wikipedia.org/wiki/Scituate,_Massachusetts"             
[265] "https://en.wikipedia.org/wiki/Seekonk,_Massachusetts"              
[266] "https://en.wikipedia.org/wiki/Sharon,_Massachusetts"               
[267] "https://en.wikipedia.org/wiki/Sheffield,_Massachusetts"            
[268] "https://en.wikipedia.org/wiki/Shelburne,_Massachusetts"            
[269] "https://en.wikipedia.org/wiki/Sherborn,_Massachusetts"             
[270] "https://en.wikipedia.org/wiki/Shirley,_Massachusetts"              
[271] "https://en.wikipedia.org/wiki/Shrewsbury,_Massachusetts"           
[272] "https://en.wikipedia.org/wiki/Shutesbury,_Massachusetts"           
[273] "https://en.wikipedia.org/wiki/Somerset,_Massachusetts"             
[274] "https://en.wikipedia.org/wiki/Somerville,_Massachusetts"           
[275] "https://en.wikipedia.org/wiki/South_Hadley,_Massachusetts"         
[276] "https://en.wikipedia.org/wiki/Southampton,_Massachusetts"          
[277] "https://en.wikipedia.org/wiki/Southborough,_Massachusetts"         
[278] "https://en.wikipedia.org/wiki/Southbridge,_Massachusetts"          
[279] "https://en.wikipedia.org/wiki/Southwick,_Massachusetts"            
[280] "https://en.wikipedia.org/wiki/Spencer,_Massachusetts"              
[281] "https://en.wikipedia.org/wiki/Springfield,_Massachusetts"          
[282] "https://en.wikipedia.org/wiki/Sterling,_Massachusetts"             
[283] "https://en.wikipedia.org/wiki/Stockbridge,_Massachusetts"          
[284] "https://en.wikipedia.org/wiki/Stoneham,_Massachusetts"             
[285] "https://en.wikipedia.org/wiki/Stoughton,_Massachusetts"            
[286] "https://en.wikipedia.org/wiki/Stow,_Massachusetts"                 
[287] "https://en.wikipedia.org/wiki/Sturbridge,_Massachusetts"           
[288] "https://en.wikipedia.org/wiki/Sudbury,_Massachusetts"              
[289] "https://en.wikipedia.org/wiki/Sunderland,_Massachusetts"           
[290] "https://en.wikipedia.org/wiki/Sutton,_Massachusetts"               
[291] "https://en.wikipedia.org/wiki/Swampscott,_Massachusetts"           
[292] "https://en.wikipedia.org/wiki/Swansea,_Massachusetts"              
[293] "https://en.wikipedia.org/wiki/Taunton,_Massachusetts"              
[294] "https://en.wikipedia.org/wiki/Templeton,_Massachusetts"            
[295] "https://en.wikipedia.org/wiki/Tewksbury,_Massachusetts"            
[296] "https://en.wikipedia.org/wiki/Tisbury,_Massachusetts"              
[297] "https://en.wikipedia.org/wiki/Tolland,_Massachusetts"              
[298] "https://en.wikipedia.org/wiki/Topsfield,_Massachusetts"            
[299] "https://en.wikipedia.org/wiki/Townsend,_Massachusetts"             
[300] "https://en.wikipedia.org/wiki/Truro,_Massachusetts"                
[301] "https://en.wikipedia.org/wiki/Tyngsborough,_Massachusetts"         
[302] "https://en.wikipedia.org/wiki/Tyringham,_Massachusetts"            
[303] "https://en.wikipedia.org/wiki/Upton,_Massachusetts"                
[304] "https://en.wikipedia.org/wiki/Uxbridge,_Massachusetts"             
[305] "https://en.wikipedia.org/wiki/Wakefield,_Massachusetts"            
[306] "https://en.wikipedia.org/wiki/Wales,_Massachusetts"                
[307] "https://en.wikipedia.org/wiki/Walpole,_Massachusetts"              
[308] "https://en.wikipedia.org/wiki/Waltham,_Massachusetts"              
[309] "https://en.wikipedia.org/wiki/Ware,_Massachusetts"                 
[310] "https://en.wikipedia.org/wiki/Wareham,_Massachusetts"              
[311] "https://en.wikipedia.org/wiki/Warren,_Massachusetts"               
[312] "https://en.wikipedia.org/wiki/Warwick,_Massachusetts"              
[313] "https://en.wikipedia.org/wiki/Washington,_Massachusetts"           
[314] "https://en.wikipedia.org/wiki/Watertown,_Massachusetts"            
[315] "https://en.wikipedia.org/wiki/Wayland,_Massachusetts"              
[316] "https://en.wikipedia.org/wiki/Webster,_Massachusetts"              
[317] "https://en.wikipedia.org/wiki/Wellesley,_Massachusetts"            
[318] "https://en.wikipedia.org/wiki/Wellfleet,_Massachusetts"            
[319] "https://en.wikipedia.org/wiki/Wendell,_Massachusetts"              
[320] "https://en.wikipedia.org/wiki/Wenham,_Massachusetts"               
[321] "https://en.wikipedia.org/wiki/West_Boylston,_Massachusetts"        
[322] "https://en.wikipedia.org/wiki/West_Bridgewater,_Massachusetts"     
[323] "https://en.wikipedia.org/wiki/West_Brookfield,_Massachusetts"      
[324] "https://en.wikipedia.org/wiki/West_Newbury,_Massachusetts"         
[325] "https://en.wikipedia.org/wiki/West_Springfield,_Massachusetts"     
[326] "https://en.wikipedia.org/wiki/West_Stockbridge,_Massachusetts"     
[327] "https://en.wikipedia.org/wiki/West_Tisbury,_Massachusetts"         
[328] "https://en.wikipedia.org/wiki/Westborough,_Massachusetts"          
[329] "https://en.wikipedia.org/wiki/Westfield,_Massachusetts"            
[330] "https://en.wikipedia.org/wiki/Westford,_Massachusetts"             
[331] "https://en.wikipedia.org/wiki/Westhampton,_Massachusetts"          
[332] "https://en.wikipedia.org/wiki/Westminster,_Massachusetts"          
[333] "https://en.wikipedia.org/wiki/Weston,_Massachusetts"               
[334] "https://en.wikipedia.org/wiki/Westport,_Massachusetts"             
[335] "https://en.wikipedia.org/wiki/Westwood,_Massachusetts"             
[336] "https://en.wikipedia.org/wiki/Weymouth,_Massachusetts"             
[337] "https://en.wikipedia.org/wiki/Whately,_Massachusetts"              
[338] "https://en.wikipedia.org/wiki/Whitman,_Massachusetts"              
[339] "https://en.wikipedia.org/wiki/Wilbraham,_Massachusetts"            
[340] "https://en.wikipedia.org/wiki/Williamsburg,_Massachusetts"         
[341] "https://en.wikipedia.org/wiki/Williamstown,_Massachusetts"         
[342] "https://en.wikipedia.org/wiki/Wilmington,_Massachusetts"           
[343] "https://en.wikipedia.org/wiki/Winchendon,_Massachusetts"           
[344] "https://en.wikipedia.org/wiki/Winchester,_Massachusetts"           
[345] "https://en.wikipedia.org/wiki/Windsor,_Massachusetts"              
[346] "https://en.wikipedia.org/wiki/Winthrop,_Massachusetts"             
[347] "https://en.wikipedia.org/wiki/Woburn,_Massachusetts"               
[348] "https://en.wikipedia.org/wiki/Worcester,_Massachusetts"            
[349] "https://en.wikipedia.org/wiki/Worthington,_Massachusetts"          
[350] "https://en.wikipedia.org/wiki/Wrentham,_Massachusetts"             
[351] "https://en.wikipedia.org/wiki/Yarmouth,_Massachusetts"             

Merging with existing data

ma_cities <- ma_cities |>
  mutate(url = urls)

Let’s put it on a map!

Town boundaries from MassGIS

shp <- usethis::use_zip(
  url = "https://s3.us-east-1.amazonaws.com/download.massgis.digital.mass.gov/shapefiles/state/townssurvey_shp.zip",
  destdir = tempdir(),
  cleanup = TRUE
)

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shp
/tmp/Rtmp9rVyuv/townssurvey_shp

Read shapefiles

library(sf)
st_layers(shp)
Driver: ESRI Shapefile 
Available layers:
                  layer_name geometry_type features fields
1          TOWNSSURVEY_POLYM       Polygon      351     16
2           TOWNSSURVEY_POLY       Polygon     1239     22
3            TOWNSSURVEY_ARC   Line String     2589      6
4   TOWNSSURVEY_ARC_GENCOAST   Line String     1202      2
5             TOWNSSURVEY_PT         Point     3401      5
6 TOWNSSURVEY_POLYM_GENCOAST       Polygon      351     17
                        crs_name
1 NAD83 / Massachusetts Mainland
2 NAD83 / Massachusetts Mainland
3 NAD83 / Massachusetts Mainland
4 NAD83 / Massachusetts Mainland
5 NAD83 / Massachusetts Mainland
6 NAD83 / Massachusetts Mainland
towns <- st_read(shp, layer = "TOWNSSURVEY_POLYM") |>
  # important to set CRS!!
  st_transform(4326)
Reading layer `TOWNSSURVEY_POLYM' from data source 
  `/tmp/Rtmp9rVyuv/townssurvey_shp' using driver `ESRI Shapefile'
Simple feature collection with 351 features and 16 fields
Geometry type: MULTIPOLYGON
Dimension:     XY
Bounding box:  xmin: 33863.73 ymin: 777606.4 xmax: 330837 ymax: 959743
Projected CRS: NAD83 / Massachusetts Mainland

Merge town info with shapefiles

towns
Simple feature collection with 351 features and 16 fields
Geometry type: MULTIPOLYGON
Dimension:     XY
Bounding box:  xmin: -73.50821 ymin: 41.23875 xmax: -69.92751 ymax: 42.88678
Geodetic CRS:  WGS 84
First 10 features:
          TOWN TOWN_ID POP1980 POP1990 POP2000 POPCH90_00 TYPE FOURCOLOR
1       LOWELL     160   93473  103439  105167       1728    C         4
2      BEVERLY      30   34575   38195   39862       1667    C         1
3   GLOUCESTER     107   28092   28716   30273       1557    C         3
4      CHESTER      59    1182    1280    1308         28    T         4
5   WINCHESTER     344   20021   20267   20810        543    T         2
6    MILLVILLE     188    1911    2236    2724        488    T         1
7  BRIDGEWATER      42   17813   21249   25185       3936   TC         2
8     HOPEDALE     138    3955    5666    5907        241    T         2
9    TOPSFIELD     298    5700    5754    6141        387    T         1
10     BOXFORD      38    5751    6266    7921       1655    T         3
   FIPS_STCO SUM_ACRES SUM_SQUARE POP2010 POPCH00_10 POPCH80_90 SHAPE_AREA
1      25017  9298.780     14.531  106519       1352       9966   37630658
2      25009  9863.262     15.411   39502       -360       3620   39915208
3      25009 17088.570     26.700   28789      -1484        624   69154959
4      25013 23784.924     37.164    1337         29         98   96254154
5      25017  4062.159      6.347   21374        564        246   16439016
6      25027  3178.706      4.967    3190        466        325   12736594
7      25023 18150.291     28.358   26563       1378       3436   73451631
8      25027  3418.996      5.342    5911          4       1711   13852115
9      25009  8195.115     12.805    6085        -56         54   33152919
10     25009 15618.814     24.404    7965         44        515   63216184
   SHAPE_LEN                       geometry
1   28403.66 MULTIPOLYGON (((-71.29957 4...
2   38638.71 MULTIPOLYGON (((-70.92234 4...
3  159379.40 MULTIPOLYGON (((-70.71708 4...
4   37542.27 MULTIPOLYGON (((-72.95327 4...
5   19080.56 MULTIPOLYGON (((-71.10952 4...
6   15683.74 MULTIPOLYGON (((-71.56366 4...
7   39191.80 MULTIPOLYGON (((-70.97959 4...
8   20154.17 MULTIPOLYGON (((-71.56088 4...
9   31884.14 MULTIPOLYGON (((-70.96534 4...
10  44884.88 MULTIPOLYGON (((-71.09008 4...
ma_cities <- ma_cities |>
  mutate(TOWN = str_to_upper(municipality))

towns <- towns |>
  left_join(ma_cities, by = join_by(TOWN)) |>
  mutate(
    # set popup content
    popup_content = paste0(
      "<a href='", url, "'>", municipality, "</a>",
      "<br>",
      "Established: ", year_est,
      "<br>",
      "Population: ", scales::comma(population)
    )
  )

Create map

library(leaflet)
# Create a continuous palette function
pal <- colorNumeric(
  palette = "Purples",
  domain = towns$year_est,
  reverse = TRUE
)

ma_map <- towns |>
  leaflet() |>
  addTiles() |>
  addPolygons(
    weight = ~population/100000, 
    popup = ~popup_content, 
    color = ~pal(year_est)
  ) |>
  addLegend(
    "topright", pal = pal, values = ~year_est,
    title = "Year Est",
    opacity = 0.8
  )

Display map

ma_map