F# Data: JSON Type Provider

This article demonstrates how to use the JSON type provider to access JSON files in a statically typed way. We first look how the structure is inferred and then demonstrate the provider by parsing data from WorldBank and Twitter.

The JSON type provider provides a statically typed access to JSON documents. It takes a sample document as an input (or a document containing a JSON array of samples). The generated type can then be used to read files with the same structure. If the loaded file does not match the structure of the sample, an runtime error may occur (but only when accessing e.g. non-existing element).

Introducing the provider

The type provider is located in the FSharp.Data.dll assembly. Assuming the assembly is located in the ../../../bin directory, we can load it in F# Interactive as follows:

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#r "../../../bin/FSharp.Data.dll"
open FSharp.Data

Inferring types from the sample

The JsonProvider<...> takes one static parameter of type string. The parameter can be either a sample string or a sample file (relatively to the current folder or online accessible via http or https). It is not likely that this could lead to ambiguities.

The following sample passes small JSON string to the provider:

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type Simple = JsonProvider<""" { "name":"John", "age":94 } """>
let simple = Simple.Parse(""" { "name":"Tomas", "age":4 } """)
simple.Age
simple.Name

You can see that the generated type has two properties - Age of type int and Name of type string. The provider successfully infers the types from the sample and exposes the fields as properties (with PascalCase name to follow standard naming conventions).

Inferring numeric types

In the previous case, the sample document simply contained an integer and so the provider inferred the type int. Sometimes, the types in the sample document (or a list of samples) may not exactly match. For example, a list may mix integers and floats:

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type Numbers = JsonProvider<""" [1, 2, 3, 3.14] """>
let nums = Numbers.Parse(""" [1.2, 45.1, 98.2, 5] """)
let total = nums |> Seq.sum

When the sample is a collection, the type provider generates a type that can be used to store all values in the sample. In this case, the resulting type is decimal, because one of the values is not an integer. In general, the provider supports (and prefers them in this order): int, int64, decimal and float.

Other primitive types cannot be combined into a single type. For example, if the list contains numbers and strings. In this case, the provider generates two methods that can be used to get values that match one of the types:

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type Mixed = JsonProvider<""" [1, 2, "hello", "world"] """>
let mixed = Mixed.Parse(""" [4, 5, "hello", "world" ] """)

mixed.Numbers |> Seq.sum
mixed.Strings |> String.concat ", "

As you can see, the Mixed type has property Numbers and Strings that return only int and string values from the collection. This means that we get a nice type-safe access to the values, but not in the original order (if order matters, then you can use the mixed.JsonValue property to get the underlying JsonValue and process it dynamically as described in the documentation for JsonValue.

Inferring record types

Now, let's look at a sample JSON document that contains a list of records. The following example uses two records - one with name and age and the second with just name. If a property is missing, then the provider infers it as optional.

If we want to just use the same text used for the schema at runtime, we can use the GetSamples method:

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type People = JsonProvider<""" [{ "name":"John", "age":94 }, { "name":"Tomas" }] """>

for item in People.GetSamples() do 
  printf "%s " item.Name 
  item.Age |> Option.iter (printf "(%d)")
  printfn ""

The inferred type for items is a collection of (anonymous) JSON entities - each entity has properties Name and Age. As Age is not available for all records in the sample data set, it is inferred as option<int>. The above sample uses Option.iter to print the value only when it is available.

In the previous case, the values of individual properties had common type - string for the Name property and numeric type for Age. However, what if the property of a record can have multiple different types? In that case, the type provider behaves as follows:

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type Values = JsonProvider<""" [{"value":94 }, {"value":"Tomas" }] """>

for item in Values.GetSamples() do 
  match item.Value.Number, item.Value.String with
  | Some num, _ -> printfn "Numeric: %d" num
  | _, Some str -> printfn "Text: %s" str
  | _ -> printfn "Some other value!"

Here, the Value property is either a number or a string, The type provider generates a type that has an optional property for each possible option, so we can use simple pattern matching on option<int> and option<string> values to distinguish between the two options. This is similar to the handling of heterogeneous arrays.

Note that we have a GetSamples method because the sample is a json list. If it was a json object, we would have a GetSample method instead.

Loading WorldBank data

Let's now use the type provider to process some real data. We use a data set returned by the WorldBank, which has (roughly) the following structure:

[ { "page": 1, "pages": 1, "total": 53 },
  [ { "indicator": {"value": "Central government debt, total (% of GDP)"},
      "country": {"id":"CZ","value":"Czech Republic"},
      "value":null,"decimal":"1","date":"2000"},
    { "indicator": {"value": "Central government debt, total (% of GDP)"},
      "country": {"id":"CZ","value":"Czech Republic"},
      "value":"16.6567773464055","decimal":"1","date":"2010"} ] ]

The response to a request contains an array with two items. The first item is a record with general information about the response (page, total pages, etc.) and the second item is another array which contains the actual data points. For every data point, we get some information and the actual value. Note that the value is passed as a string (for some unknown reason). It is wrapped in quotes, so the provider infers its type as string (and we need to convert it manually).

The following sample generates type based on the data/WorldBank.json file and loads it:

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type WorldBank = JsonProvider<"../data/WorldBank.json">
let doc = WorldBank.GetSample()

Note that we can also load the data directly from the web both in the Load method and in the type provider sample parameter, and there's an asynchronous AsyncLoad method available too:

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let docAsync = WorldBank.AsyncLoad("http://api.worldbank.org/country/cz/indicator/GC.DOD.TOTL.GD.ZS?format=json")

The doc is an array of heterogeneous types, so the provider generates a type that can be used to get the record and the array, respectively. Note that the provider infers that there is only one record and one array. We can print the data set as follows:

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// Print general information
let info = doc.Record
printfn "Showing page %d of %d. Total records %d" 
  info.Page info.Pages info.Total

// Print all data points
for record in doc.Array do
  record.Value |> Option.iter (fun value ->
    printfn "%d: %f" record.Date value)

When printing the data points, some of the values might be missing (in the input, the value is null instead of a valid number). This is another example of a heterogeneous type - the type is either Number or some other type (representing null value). This means that record.Value has a Number property (when the value is a number) and we can use it to print the result only when the data point is available.

Parsing Twitter stream

We now look on how to parse tweets returned by the Twitter API. Tweets are quite heterogeneous, so we infer the structure from a list of inputs rather than from just a single input. To do that, we use the file data/TwitterStream.json (containing a list of tweets) and pass an optional parameter SampleIsList=true which tells the provider that the sample is actually a list of samples:

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type Tweet = JsonProvider<"../data/TwitterStream.json", SampleIsList=true>
let text = (omitted)
let tweet = Tweet.Parse(text)

printfn "%s (retweeted %d times)\n:%s"
  tweet.User.Value.Name tweet.RetweetCount.Value tweet.Text.Value

After creating the Tweet type, we parse a single sample tweet and print some details about the tweet. As you can see, the tweet.User property has been inferred as optional (meaning that a tweet might not have an author?) so we unsafely get the value using the Value property. The RetweetCount and Text properties may be also missing, so we also access them unsafely.

Getting and creating GitHub issues

In this example we will now also create JSON in addition to consuming it. Let's start by listing the 5 most recently updated open issues in the FSharp.Data repo.

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type GitHub = JsonProvider<"https://api.github.com/repos/fsharp/FSharp.Data/issues">

let topRecentlyUpdatedIssues = 
    GitHub.GetSamples()
    |> Seq.filter (fun issue -> issue.State = "open")
    |> Seq.sortBy (fun issue -> System.DateTime.Now - issue.UpdatedAt)
    |> Seq.truncate 5

for issue in topRecentlyUpdatedIssues do
    printfn "#%d %s" issue.Number issue.Title

And now let's create a new issue. We look into the documentation at http://developer.github.com/v3/issues/#create-an-issue and we see that we need to post a JSON value similar to this:

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[<Literal>]
let issueSample = """
{
  "title": "Found a bug",
  "body": "I'm having a problem with this.",
  "assignee": "octocat",
  "milestone": 1,
  "labels": [
    "Label1",
    "Label2"
  ]
}
"""

This JSON is different from what we got for each issue in the previous API call, so we'll define a new type based on this sample, create an instance, and send a POST request:

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type GitHubIssue = JsonProvider<issueSample, RootName="issue">

let newIssue = GitHubIssue.Issue("Test issue",
                                 "This is a test issue created in F# Data documentation", 
                                 assignee = "",
                                 labels = [| |], 
                                 milestone = 0)
newIssue.JsonValue.Request "https://api.github.com/repos/fsharp/FSharp.Data/issues"

Related articles

• F# Data: JSON Parser and Reader - provides more information about working with JSON values dynamically.
• API Reference: JsonProvider type provider
• API Reference: JsonValue discriminated union

• F# Data
• Get Library via NuGet
• Source Code on GitHub
• License (Apache 2.0)
• Release Notes
• Contributing to F# Data
• Documentation
• Introduction
• JSON Type Provider
• XML Type Provider
• CSV Type Provider
• WorldBank Provider
• Freebase Provider
• JSON Parser and Reader
• CSV Parser and Reader
• HTTP Utilities
• Tutorials
• Converting between JSON and XML
• Anonymizing JSON
• Reference
• API Reference