Creating Holding Data for AuthoritySpoke

This tutorial will show how to create and load objects representing legal Holdings in AuthoritySpoke.

To get ready, we need to repeat some setup steps we already saw in the An Introduction to AuthoritySpoke guide. First, import the package.

import authorityspoke
from authorityspoke.io.downloads import download_case
from authorityspoke.io.loaders import load_decision

Again, you have the choice of using either the real API clients or mockups that supply only the testing data for these examples.

USE_REAL_CASE_API = True
USE_REAL_LEGISLICE_API = True

Next, we can download the judicial decisions we’re going to compare.

import os
from dotenv import load_dotenv
load_dotenv()

if USE_REAL_CASE_API:
    CAP_API_KEY = os.getenv('CAP_API_KEY')

    oracle_download = download_case(
    cite="750 F.3d 1339",
    full_case=True,
    api_key=CAP_API_KEY)

    lotus_download = download_case(
    cite="49 F.3d 807",
    full_case=True,
    api_key=CAP_API_KEY)

else:
    oracle_download = load_decision("oracle_h.json")
    lotus_download = load_decision("lotus_h.json")

Then we convert the JSON responses from the API into AuthoritySpoke Opinion objects.

from authorityspoke.io.readers import read_decision

oracle = read_decision(oracle_download).majority
lotus = read_decision(lotus_download).majority

And we need a Client for accessing legislative provisions.

from legislice.download import Client
from legislice.mock_clients import MOCK_USC_CLIENT

if USE_REAL_LEGISLICE_API:

    LEGISLICE_API_TOKEN = os.getenv("LEGISLICE_API_TOKEN")
    legis_client = Client(api_token=LEGISLICE_API_TOKEN)

else:
    legis_client = MOCK_USC_CLIENT

Loading Holdings from Existing JSON

Now we’re ready to look at the process of describing legal Holdings and loading that information into AuthoritySpoke. In version 0.4, although there’s not yet a web interface for loading this data, there is an interface for loading JSON files, and there’s an OpenAPI schema specification for the input data (see below).

Although there are interfaces for loading Authorityspoke objects in the authorityspoke.io.loaders and authorityspoke.io.schemas modules, the most useful way to load data is to create a JSON document that contains a list of objects, where each object represents one Holding representing a list of Holdings. Then you can load the Holdings into AuthoritySpoke objects using the loaders.load_and_read_holdings function.

from authorityspoke.io.loaders import load_and_read_holdings

oracle_holdings = load_and_read_holdings("holding_oracle.json", client=legis_client)
lotus_holdings = load_and_read_holdings("holding_lotus.json", client=legis_client)

If you want to open one of the input JSON files in your own text editor for comparison, you can find them in the folder example_data/holdings/.

holding_oracle.json contains a list of holdings. These are places where the text of the Oracle opinion endorses legal rules (or sometimes, rejects legal rules). Each of these rules is described procedurally, in terms of inputs and outputs.

Each holding in the JSON input may also include an anchors field indicating where the holding can be found in the opinion. For instance, the first holding of Oracle America v. Google is derived from the following sentence from the majority opinion:

By statute, a work must be “original” to qualify for copyright protection. 17 U.S.C. § 102(a).

The anchors field doesn’t do much yet in AuthoritySpoke version 0.4, but in future versions it’ll help link each Holding to the relevant parts of the Opinion.

The Parts of a Holding in JSON

Now let’s look at the part of holding_oracle.json representing that first holding.

from authorityspoke.io.loaders import load_holdings

holdings_to_read = load_holdings("holding_oracle.json")
holdings_to_read[0]
{'inputs': {'type': 'fact',
  'content': '{the Java API} was an original work',
  'truth': False,
  'anchors': 'a work must be “original”'},
 'outputs': {'type': 'fact',
  'content': 'the Java API was copyrightable',
  'truth': False,
  'anchors': 'must be “original” to qualify for |copyright protection.|'},
 'mandatory': True,
 'enactments': {'node': '/us/usc/t17/s102/a',
  'exact': 'Copyright protection subsists, in accordance with this title, in original works of authorship fixed in any tangible medium of expression, now known or later developed, from which they can be perceived, reproduced, or otherwise communicated, either directly or with the aid of a machine or device.',
  'name': 'copyright protection provision',
  'anchors': 'qualify for copyright protection. |17 U.S.C. § 102(a)|.'},
 'anchors': 'By statute, a work |must be “original” to qualify| for'}

To compare the input data to the created Python objects, you can link the Holdings to the Opinions using the .posit method. As we look at the parts of the JSON file, the code cells will show how fields from the JSON affect the structure of the Holding object.

oracle.posit(oracle_holdings)
lotus.posit(lotus_holdings)

print(oracle.holdings[0])
the Holding to ACCEPT
  the Rule that the court MUST SOMETIMES impose the
    RESULT:
      the Fact it is false that <the Java API> was copyrightable
    GIVEN:
      the Fact it is false that <the Java API> was an original work
    GIVEN the ENACTMENT:
      "Copyright protection subsists, in accordance with this title, in original works of authorship fixed in any tangible medium of expression, now known or later developed, from which they can be perceived, reproduced, or otherwise communicated, either directly or with the aid of a machine or device.…" (/us/usc/t17/s102/a 2013-07-18)

This Holding means that according to the cited enactment, if it’s false that “the Java API was an original work”, then it’s mandatory for the court to find it to be false that “the Java API was copyrightable”.

The JSON file represented these Factors inside an “inputs” field (labeled as the “GIVEN” Factors when you print the Holding object) and an “outputs” field (labeled as “RESULT” Factors). Inputs are the preconditions for applying the Holding, and outputs are the results. Not shown here, Rules can also have “despite” Factors, which are Factors that don’t need to be present to trigger the rule, but that don’t prevent the rule from applying if they’re present. There can be more than one Factor in the “inputs”, “outputs” or “despite” categories, and if so they would be listed together in square brackets in the JSON.

print(oracle.holdings[0].inputs[0])
the Fact it is false that <the Java API> was an original work

The curly brackets around {the Java API} indicate that the parser should consider that phrase to be a reference to an Entity object, which becomes one of the input’s context_factors. If such an object hasn’t been referenced before in the file, it will be created.

print(oracle.holdings[0].inputs[0].context_factors)
(Entity(name='the Java API', generic=True, plural=False, anchors=[]),)

The JSON representation of a Rule can also have “mandatory” and “universal” fields. If omitted, the values of these fields are implied as False. “universal” means that the Rule applies whenever its inputs are present. “mandatory” means that when Rule applies, the court has no discretion and must accept the outputs.

print(oracle.holdings[0].mandatory)
True

The JSON can also contain fields representing Enactments. It identifies a passage of legislative text with a United States Legislative Markup identifier that shows the “path” to the text. In this case, “us” refers to the jurisdiction (the US federal government), “usc” refers to the Code (the United States Code), “t17” specifies Title 17 of the United States Code, “s102” specifies Section 102 of Title 17, and “a” specifies subsection (a) of Section 102. If the relevant passage is less than the entire section or subsection, an “exact” field can identify the full text of the passage or “prefix” and “suffix” fields can be used to the phrase by what comes immediately before or after it. You don’t need to include “prefix” and “suffix” if you’re sure the phrase you’re trying to select only occurs once in the statute subdivision you’ve cited. Alternatively, a passage can be saved as a text field with pipe characters that split it into three parts for “prefix”, “exact”, and “suffix” fields.

For instance, to get just the phrase “original works of authorship”, we could have used the field:

"text": "in accordance with this title, in|original works of authorship|fixed"
print(oracle.holdings[0].enactments[0])
"Copyright protection subsists, in accordance with this title, in original works of authorship fixed in any tangible medium of expression, now known or later developed, from which they can be perceived, reproduced, or otherwise communicated, either directly or with the aid of a machine or device.…" (/us/usc/t17/s102/a 2013-07-18)

The text selector in the example had just an exact field, with no prefix or suffix.

oracle.holdings[0].enactments[0].selected_text()
'Copyright protection subsists, in accordance with this title, in original works of authorship fixed in any tangible medium of expression, now known or later developed, from which they can be perceived, reproduced, or otherwise communicated, either directly or with the aid of a machine or device.…'

The “name” field is a nickname that can be used to refer to the passage again later in the same file. For any Factor or Enactment object, you can add a “name” field and assign a unique string value as the name. If you need to refer to the object again in the list of Holdings you’re importing, you can replace the object with the name string. This means a Holding object could have “input”, “despite” and “output” fields containing lists of string indentifiers of Factors defined elsewhere. Enactment objects can be replaced the same way in the “enactments” and “enactments_despite” fields.

holdings_to_read[0]["enactments"]["name"]
'copyright protection provision'

In the second holding in the JSON file, you can see where the enactment is referenced by its name “copy protection provision” instead of being repeated in its entirety.

holdings_to_read[1]
{'inputs': [{'type': 'fact',
   'content': 'the Java API was independently created by the author, as opposed to copied from other works',
   'anchors': 'the work was independently created by the author (as opposed to copied from other works)'},
  {'type': 'fact',
   'content': 'the Java API possessed at least some minimal degree of creativity',
   'anchors': 'it possesses at least some minimal degree of creativity.'}],
 'outputs': {'type': 'fact',
  'content': 'the Java API was an original work',
  'anchors': 'Original, as the term is used in copyright'},
 'mandatory': True,
 'universal': True,
 'enactments': 'copyright protection provision'}

There can also be an “enactments_despite” field, which identifies legislative text that doesn’t need to be present for the Rule to apply, but that also doesn’t negate the validity of the Rule.

JSON API Specification

If you want to view the schema specification, you can find it in the io.api_spec module. When you read it, you might be surprised to see that every Holding object contains a Rule, and every Rule contains a Procedure.

If you prefer, instead of nesting a Rule object and Procedure object inside the Holding object, AuthoritySpoke’s data loading library allows you to place all the properties of the Rule and the Procedure directly into the Holding object, as shown in the examples above.

from authorityspoke.io.api_spec import make_spec

yaml = make_spec().to_yaml()

# Viewing the schema specification used for AuthoritySpoke's schema objects in the YAML format
print(yaml)
components:
  schemas:
    Allegation:
      properties:
        absent:
          default: false
          type: boolean
        anchors:
          items:
            $ref: '#/components/schemas/Selector'
          type: array
        generic:
          default: false
          type: boolean
        name:
          default: null
          nullable: true
          type: string
        pleading:
          allOf:
          - $ref: '#/components/schemas/Pleading'
          default: null
          nullable: true
        statement:
          allOf:
          - $ref: '#/components/schemas/Fact'
          default: null
          nullable: true
      type: object
    Enactment:
      properties:
        anchors:
          items:
            $ref: '#/components/schemas/Selector'
          type: array
        children:
          items:
            $ref: '#/components/schemas/Enactment'
          type: array
        content:
          type: string
        end_date:
          default: null
          format: date
          nullable: true
          type: string
        heading:
          type: string
        node:
          format: url
          type: string
        selection:
          items:
            $ref: '#/components/schemas/Selector'
          type: array
        start_date:
          format: date
          type: string
      required:
      - content
      - heading
      - node
      - start_date
      type: object
    Entity:
      properties:
        anchors:
          items:
            $ref: '#/components/schemas/Selector'
          type: array
        generic:
          default: true
          type: boolean
        name:
          default: null
          nullable: true
          type: string
        plural:
          type: boolean
      type: object
    Evidence:
      properties:
        absent:
          default: false
          type: boolean
        anchors:
          items:
            $ref: '#/components/schemas/Selector'
          type: array
        exhibit:
          allOf:
          - $ref: '#/components/schemas/Exhibit'
          default: null
          nullable: true
        generic:
          default: false
          type: boolean
        name:
          default: null
          nullable: true
          type: string
        to_effect:
          allOf:
          - $ref: '#/components/schemas/Fact'
          default: null
          nullable: true
      type: object
    Exhibit:
      properties:
        absent:
          default: false
          type: boolean
        anchors:
          items:
            $ref: '#/components/schemas/Selector'
          type: array
        form:
          default: null
          nullable: true
          type: string
        generic:
          default: false
          type: boolean
        name:
          default: null
          nullable: true
          type: string
        statement:
          allOf:
          - $ref: '#/components/schemas/Fact'
          default: null
          nullable: true
        statement_attribution:
          allOf:
          - $ref: '#/components/schemas/Entity'
          default: null
          nullable: true
      type: object
    Fact:
      properties:
        absent:
          default: false
          type: boolean
        anchors:
          items:
            $ref: '#/components/schemas/Selector'
          type: array
        context_factors:
          items:
            $ref: '#/components/schemas/Factor'
          type: array
        generic:
          default: false
          type: boolean
        name:
          default: null
          nullable: true
          type: string
        predicate:
          $ref: '#/components/schemas/Predicate'
        standard_of_proof:
          default: null
          nullable: true
          type: string
      type: object
    Factor:
      discriminator:
        propertyName: type
      oneOf:
      - $ref: '#/components/schemas/Fact'
      - $ref: '#/components/schemas/Exhibit'
      - $ref: '#/components/schemas/Evidence'
      - $ref: '#/components/schemas/Pleading'
      - $ref: '#/components/schemas/Allegation'
    Holding:
      properties:
        anchors:
          items:
            $ref: '#/components/schemas/Selector'
          type: array
        decided:
          default: true
          type: boolean
        exclusive:
          default: false
          type: boolean
        generic:
          default: false
          type: boolean
        rule:
          $ref: '#/components/schemas/Rule'
        rule_valid:
          default: true
          type: boolean
      type: object
    Pleading:
      properties:
        absent:
          default: false
          type: boolean
        anchors:
          items:
            $ref: '#/components/schemas/Selector'
          type: array
        filer:
          allOf:
          - $ref: '#/components/schemas/Entity'
          default: null
          nullable: true
        generic:
          default: false
          type: boolean
        name:
          default: null
          nullable: true
          type: string
      type: object
    Predicate:
      properties:
        comparison:
          default: ''
          enum:
          - ''
          - '>='
          - ==
          - <>
          - <=
          - '='
          - '>'
          - <
          type: string
        content:
          type: string
        quantity:
          default: null
          nullable: true
        reciprocal:
          default: false
          type: boolean
        truth:
          default: true
          type: boolean
      type: object
    Procedure:
      properties:
        despite:
          items:
            $ref: '#/components/schemas/Factor'
          type: array
        inputs:
          items:
            $ref: '#/components/schemas/Factor'
          type: array
        outputs:
          items:
            $ref: '#/components/schemas/Factor'
          type: array
      type: object
    Rule:
      properties:
        enactments:
          items:
            $ref: '#/components/schemas/Enactment'
          type: array
        enactments_despite:
          items:
            $ref: '#/components/schemas/Enactment'
          type: array
        generic:
          default: false
          type: boolean
        mandatory:
          default: false
          type: boolean
        name:
          default: null
          nullable: true
          type: string
        procedure:
          $ref: '#/components/schemas/Procedure'
        universal:
          default: false
          type: boolean
      type: object
    Selector:
      properties:
        end:
          format: int32
          type: integer
        exact:
          default: null
          nullable: true
          type: string
        include_end:
          default: false
          type: boolean
        include_start:
          default: true
          type: boolean
        prefix:
          default: null
          nullable: true
          type: string
        start:
          format: int32
          type: integer
        suffix:
          default: null
          nullable: true
          type: string
      type: object
info:
  description: An interface for annotating judicial holdings
  title: AuthoritySpoke Holding API
  version: 0.1.0
openapi: 3.0.2
paths: {}

Exporting AuthoritySpoke Holdings back to JSON

Finally, if you want to convert an AuthoritySpoke object back to JSON or to a Python dictionary, you can do so with the io.dump module. If you need to make some changes to AuthoritySpoke objects, one way to do so would be to convert them to JSON, edit the JSON, and then load them back into AuthoritySpoke. The JSON format is also easier to store and share over the web.

from authorityspoke.io import dump

dump.to_dict(oracle.holdings[0])
{'generic': False,
 'exclusive': False,
 'rule_valid': True,
 'rule': {'universal': False,
  'procedure': {'despite': [],
   'outputs': [{'absent': False,
     'generic': False,
     'predicate': {'quantity': None,
      'comparison': '',
      'content': '{} was copyrightable',
      'reciprocal': False,
      'truth': False},
     'context_factors': [{'generic': True,
       'name': 'the Java API',
       'anchors': [],
       'plural': False,
       'type': 'Entity'}],
     'name': 'false the Java API was copyrightable',
     'standard_of_proof': None,
     'anchors': [{'prefix': 'must be “original” to qualify for ',
       'suffix': '',
       'exact': 'copyright protection.'},
      {'prefix': '',
       'suffix': '',
       'exact': 'whether the non-literal elements of a program “are protected'}],
     'type': 'Fact'}],
   'inputs': [{'absent': False,
     'generic': False,
     'predicate': {'quantity': None,
      'comparison': '',
      'content': '{} was an original work',
      'reciprocal': False,
      'truth': False},
     'context_factors': [{'generic': True,
       'name': 'the Java API',
       'anchors': [],
       'plural': False,
       'type': 'Entity'}],
     'name': 'false the Java API was an original work',
     'standard_of_proof': None,
     'anchors': [{'prefix': '',
       'suffix': '',
       'exact': 'a work must be “original”'}],
     'type': 'Fact'}]},
  'generic': False,
  'enactments': [{'children': [{'children': [],
      'node': '/us/usc/t17/s102/a/1',
      'start_date': '2013-07-18',
      'content': 'literary works;',
      'selection': [],
      'anchors': [],
      'end_date': None,
      'heading': ''},
     {'children': [],
      'node': '/us/usc/t17/s102/a/2',
      'start_date': '2013-07-18',
      'content': 'musical works, including any accompanying words;',
      'selection': [],
      'anchors': [],
      'end_date': None,
      'heading': ''},
     {'children': [],
      'node': '/us/usc/t17/s102/a/3',
      'start_date': '2013-07-18',
      'content': 'dramatic works, including any accompanying music;',
      'selection': [],
      'anchors': [],
      'end_date': None,
      'heading': ''},
     {'children': [],
      'node': '/us/usc/t17/s102/a/4',
      'start_date': '2013-07-18',
      'content': 'pantomimes and choreographic works;',
      'selection': [],
      'anchors': [],
      'end_date': None,
      'heading': ''},
     {'children': [],
      'node': '/us/usc/t17/s102/a/5',
      'start_date': '2013-07-18',
      'content': 'pictorial, graphic, and sculptural works;',
      'selection': [],
      'anchors': [],
      'end_date': None,
      'heading': ''},
     {'children': [],
      'node': '/us/usc/t17/s102/a/6',
      'start_date': '2013-07-18',
      'content': 'motion pictures and other audiovisual works;',
      'selection': [],
      'anchors': [],
      'end_date': None,
      'heading': ''},
     {'children': [],
      'node': '/us/usc/t17/s102/a/7',
      'start_date': '2013-07-18',
      'content': 'sound recordings; and',
      'selection': [],
      'anchors': [],
      'end_date': None,
      'heading': ''},
     {'children': [],
      'node': '/us/usc/t17/s102/a/8',
      'start_date': '2013-07-18',
      'content': 'architectural works.',
      'selection': [],
      'anchors': [],
      'end_date': None,
      'heading': ''}],
    'node': '/us/usc/t17/s102/a',
    'start_date': '2013-07-18',
    'content': 'Copyright protection subsists, in accordance with this title, in original works of authorship fixed in any tangible medium of expression, now known or later developed, from which they can be perceived, reproduced, or otherwise communicated, either directly or with the aid of a machine or device. Works of authorship include the following categories:',
    'selection': [{'end': 296,
      'include_end': False,
      'include_start': True,
      'start': 0}],
    'anchors': [{'prefix': 'qualify for copyright protection. ',
      'suffix': '.',
      'exact': '17 U.S.C. § 102(a)'}],
    'end_date': None,
    'heading': ''}],
  'mandatory': True,
  'name': None,
  'enactments_despite': []},
 'decided': True,
 'anchors': [{'prefix': 'By statute, a work ',
   'suffix': ' for',
   'exact': 'must be “original” to qualify'}]}