How far is it from the USA Zip code 90210 to 73487 (by drawing a line, not by driving)?
Unfortunately, there are many classes built into the .NET framework, but a zip code
distance calculator isn’t included. So, you’d be forced to roll your own if you want
to programatically answer that question, which is exactly what I did here.
Using the U.S. year 2000 Gazetteer files, specifically the ZIP Code Tabulation Areas
file found
here, I built a wrapper class to do the calculations quickly and cleanly.
The API is simple enough for computing the distance:
Console.WriteLine("From 90210 to 73487 in miles: {0:0.##}",
codes[90210].Distance(codes[73487], Measurement.Miles));
Console.WriteLine("From 90210 to 73487 in kilometers: {0:0.##}",
codes[90210].Distance(codes[73487], Measurement.Kilometers));
Console.WriteLine("From 13126 to 49728 in miles: {0:0.##}",
codes[13126] - codes[49728]);
Using either the method Distance or the minus operator, the distance is returned as
a double. The default measurement is always in Miles (given that’s
the standard for the U.S.), but you can return the distance in Kilometers as well by
using the Distance function and explicitly requesting Kilometers.
It’s easier though to just use the minus operator:
codes[13126] - codes[49728]
Additionally, I added support to return a list of zip codes which were within a
specified distance of a zip code:
var distanced = codes.FindLessThanDistance(codes[13126], 25);
The function, FindLessThanDistance, returns an IEnumerable list of
ZipCode objects sorted by the distance (each ZipCode object is actually wrapped by
another class that contains the distance). For maximum performance, the function is
capable of caching the results so that subsequent queries are calculated much more
quickly.
codes.IsCaching = true;
To use the classes, you need to download the ZIP Code Tabulation Areas file found
here
(you might want to head to the page with instructions
here
first), and add some code to your class like this:
using(StreamReader reader = File.OpenText("zcta5.txt"))
{
ZipCodes codes = ZipCodeReader.ReadZipCodes(reader);
codes.IsCaching = true;
Console.WriteLine("From 90210 to 73487 in miles: {0:0.##}",
codes[90210].Distance(codes[73487], Measurement.Miles));
Console.WriteLine("From 90210 to 73487 in kilometers: {0:0.##}",
codes[90210].Distance(codes[73487], Measurement.Kilometers));
Console.WriteLine("From 13126 to 49728 in miles: {0:0.##}",
codes[13126] - codes[49728]);
Console.WriteLine("Find all zips < 25 miles from 13126:");
var distanced = codes.FindLessThanDistance(codes[13126], 25);
if(distanced.Count() > 0)
{
foreach(ZipCodeDistance code in codes.FindLessThanDistance(codes[13126], 25))
{
Console.WriteLine("* {0} ({1:0.##} miles)", code.ZipCode.Code, code.Distance);
}
}
Console.WriteLine("Press any key to exit");
Console.ReadKey();
}
I’ve included the file (zcta5.txt) from the zip file as content within my
project’s solution like this:
The code for classes described above is below:
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.IO;
namespace WiredPrairie.Demonstrations
{
public enum Measurement
{
Miles,
Kilometers
}
public class ZipCode
{
private double _cosLatitude = 0.0;
private double _latitutde;
private IEnumerable<ZipCodeDistance> _cachedZipDistance;
/// <summary>
/// Two-digit state code
/// </summary>
public string State { get; set; }
/// <summary>
/// 5 digit Postal Code
/// </summary>
public int Code { get; set; }
/// <summary>
/// Latitude, in Radians
/// </summary>
public double Latitude
{
get { return _latitutde; }
set
{
_latitutde = value;
_cosLatitude = Math.Cos(value);
}
}
/// <summary>
/// Precomputed value of the Cosine of Latitutde
/// </summary>
private double CosineOfLatitutde
{
get { return _cosLatitude; }
}
/// <summary>
/// Longitude, in Radians
/// </summary>
public double Longitude { get; set; }
public double Distance(ZipCode compare)
{
return Distance(compare, Measurement.Miles);
}
/// <summary>
/// Computes the distance between two zip codes using the Haversine formula
/// (http://en.wikipedia.org/wiki/Haversine_formula).
/// </summary>
/// <param name="compare"></param>
/// <param name="m"></param>
/// <returns></returns>
public double Distance(ZipCode compare, Measurement m)
{
double dLon = compare.Longitude - this.Longitude;
double dLat = compare.Latitude - this.Latitude;
double a = Math.Pow(Math.Sin(dLat / 2.0), 2) +
this.CosineOfLatitutde *
compare.CosineOfLatitutde *
Math.Pow(Math.Sin(dLon / 2.0), 2.0);
double c = 2 * Math.Asin(Math.Min(1.0, Math.Sqrt(a)));
double d = (m == Measurement.Miles ? 3956 : 6367) * c;
return d;
}
public static double operator -(ZipCode z1, ZipCode z2)
{
if(z1 == null || z2 == null) { throw new ArgumentNullException(); }
return z1.Distance(z2);
}
public static double ToRadians(double d) {
return (d / 180) * Math.PI;
}
internal IEnumerable<ZipCodeDistance> DistanceCache
{
get
{
return _cachedZipDistance;
}
set
{
_cachedZipDistance = value;
}
}
}
public class ZipCodeDistance
{
public ZipCode ZipCode { get; set; }
public double Distance { get; set; }
}
public class ZipCodes : Dictionary<int, ZipCode>
{
private const double MaxDistance = 100.0;
/// <summary>
/// Gets and sets whether the ZipCodes class caches all search results.
/// </summary>
public bool IsCaching { get; set; }
/// <summary>
/// Find all Zip Codes less than a specified distance
/// </summary>
/// <param name="startingZipCode">Provide the starting zip code as an object</param>
/// <param name="distance">Maximum distance from starting zip code</param>
/// <returns>List of ZipCodeDistance objects, sorted by distance.</returns>
public IEnumerable<ZipCodeDistance> FindLessThanDistance(ZipCode startingZipCode, double distance)
{
if(distance > MaxDistance)
{
throw new ArgumentOutOfRangeException("distance",
string.Format("Must be less than {0}.", MaxDistance));
}
IEnumerable<ZipCodeDistance> codes1 = null;
if(startingZipCode.DistanceCache == null)
{
// grab all less than the MaxDistance in first pass
codes1 = from c in this.Values
let d = c - startingZipCode
where (d <= MaxDistance)
orderby d
select new ZipCodeDistance() { ZipCode = c, Distance = d };
// this might just be temporary storage depending on caching settings
startingZipCode.DistanceCache = codes1;
}
else
{
// grab the cached copy
codes1 = startingZipCode.DistanceCache;
}
List<ZipCodeDistance> filtered = new List<ZipCodeDistance>();
foreach(ZipCodeDistance zcd in codes1)
{
// since the list is pre-sorted, we can now drop out
// quickly and efficiently as soon as something doesn't
// match
if(zcd.Distance > distance)
{
break;
}
filtered.Add(zcd);
}
// if no caching, don't leave the cached result in place
if(!IsCaching) { startingZipCode.DistanceCache = null; }
return filtered;
}
}
public static class ZipCodeReader
{
public static ZipCodes ReadZipCodes(Stream stream)
{
if(stream == null) { throw new ArgumentNullException("stream"); }
using (StreamReader reader = new StreamReader(stream))
{
return ReadZipCodes(reader);
}
}
public static ZipCodes ReadZipCodes(StreamReader reader)
{
/*
* From documentation found here: http://www.census.gov/geo/www/gazetteer/places2k.html
The ZCTA file contains data for all 5 digit ZCTAs in the 50 states,
District of Columbia and Puerto Rico as of Census 2000. The file is plain ASCII text, one line per record.
Columns 1-2: United States Postal Service State Abbreviation
Columns 3-66: Name (e.g. 35004 5-Digit ZCTA - there are no post office names)
Columns 67-75: Total Population (2000)
Columns 76-84: Total Housing Units (2000)
Columns 85-98: Land Area (square meters) - Created for statistical purposes only.
Columns 99-112: Water Area (square meters) - Created for statistical purposes only.
Columns 113-124: Land Area (square miles) - Created for statistical purposes only.
Columns 125-136: Water Area (square miles) - Created for statistical purposes only.
Columns 137-146: Latitude (decimal degrees) First character is blank or "-" denoting North or South latitude respectively
Columns 147-157: Longitude (decimal degrees) First character is blank or "-" denoting East or West longitude respectively
*/
if(reader == null) { throw new ArgumentNullException("reader"); }
ZipCodes codes = new ZipCodes();
string line = reader.ReadLine();
while(!string.IsNullOrEmpty(line))
{
int code = 0;
double lat = 0;
double lon = 0;
// skip lines that aren't valid
if(Int32.TryParse(line.Substring(2, 5), out code) &&
double.TryParse(line.Substring(136, 10), out lat) &&
double.TryParse(line.Substring(146, 10), out lon)
)
{
// there are a few duplicates due to state boundaries,
// ignore them
if(!codes.ContainsKey(code))
{
codes.Add(code, new ZipCode()
{
State = line.Substring(0, 2),
Code = code,
Latitude = ZipCode.ToRadians(lat),
Longitude = ZipCode.ToRadians(lon),
});
}
}
line = reader.ReadLine();
}
return codes;
}
}
}
The distance formulate is calculated using the
Haversine
formula. This code should work in ASP.NET, WPF, WindowsForms, and Silverlight with
no issues.
Enjoy.
One obvious improvement would be to remove the unnecessary information from the Zip
code file (as it’s 5MB in size unexpanded).
Here’s what Amazon had to say about it:
