Analysis shows no significant correlation between conceptual depth and hop distance to letter nodes (r=0.281, p=0.113). Includes Python scripts, visualizations, and LaTeX paper. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
335 lines
13 KiB
Python
335 lines
13 KiB
Python
#!/usr/bin/env python3
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"""Export the Slipnet structure to a JSON file.
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This script is self-contained to avoid Python version compatibility issues
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with the main copycat package.
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"""
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import json
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class Slipnode:
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"""Minimal Slipnode for export purposes."""
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def __init__(self, slipnet, name, depth, length=0.0):
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self.slipnet = slipnet
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self.name = name
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self.conceptualDepth = depth
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self.intrinsicLinkLength = length
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self.shrunkLinkLength = length * 0.4
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self.codelets = []
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self.categoryLinks = []
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self.instanceLinks = []
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self.propertyLinks = []
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self.lateralSlipLinks = []
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self.lateralNonSlipLinks = []
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self.incomingLinks = []
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self.outgoingLinks = []
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class Sliplink:
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"""Minimal Sliplink for export purposes."""
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def __init__(self, source, destination, label=None, length=0.0):
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self.source = source
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self.destination = destination
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self.label = label
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self.fixedLength = length
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source.outgoingLinks.append(self)
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destination.incomingLinks.append(self)
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class SlipnetExporter:
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"""Recreates the Slipnet structure for export."""
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def __init__(self):
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self.slipnodes = []
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self.sliplinks = []
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self._addInitialNodes()
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self._addInitialLinks()
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def _addNode(self, name, depth, length=0):
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slipnode = Slipnode(self, name, depth, length)
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self.slipnodes.append(slipnode)
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return slipnode
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def _addLink(self, source, destination, label=None, length=0.0):
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link = Sliplink(source, destination, label=label, length=length)
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self.sliplinks.append(link)
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return link
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def _addSlipLink(self, source, destination, label=None, length=0.0):
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link = self._addLink(source, destination, label, length)
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source.lateralSlipLinks.append(link)
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def _addNonSlipLink(self, source, destination, label=None, length=0.0):
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link = self._addLink(source, destination, label, length)
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source.lateralNonSlipLinks.append(link)
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def _addBidirectionalLink(self, source, destination, length):
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self._addNonSlipLink(source, destination, length=length)
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self._addNonSlipLink(destination, source, length=length)
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def _addCategoryLink(self, source, destination, length):
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link = self._addLink(source, destination, None, length)
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source.categoryLinks.append(link)
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def _addInstanceLink(self, source, destination, length=100.0):
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categoryLength = source.conceptualDepth - destination.conceptualDepth
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self._addCategoryLink(destination, source, categoryLength)
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link = self._addLink(source, destination, None, length)
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source.instanceLinks.append(link)
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def _addPropertyLink(self, source, destination, length):
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link = self._addLink(source, destination, None, length)
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source.propertyLinks.append(link)
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def _addOppositeLink(self, source, destination):
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self._addSlipLink(source, destination, label=self.opposite)
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self._addSlipLink(destination, source, label=self.opposite)
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def _link_items_to_their_neighbors(self, items):
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previous = items[0]
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for item in items[1:]:
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self._addNonSlipLink(previous, item, label=self.successor)
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self._addNonSlipLink(item, previous, label=self.predecessor)
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previous = item
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def _addInitialNodes(self):
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self.letters = []
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for c in 'abcdefghijklmnopqrstuvwxyz':
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slipnode = self._addNode(c, 10.0)
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self.letters.append(slipnode)
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self.numbers = []
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for c in '12345':
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slipnode = self._addNode(c, 30.0)
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self.numbers.append(slipnode)
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# string positions
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self.leftmost = self._addNode('leftmost', 40.0)
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self.rightmost = self._addNode('rightmost', 40.0)
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self.middle = self._addNode('middle', 40.0)
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self.single = self._addNode('single', 40.0)
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self.whole = self._addNode('whole', 40.0)
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# alphabetic positions
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self.first = self._addNode('first', 60.0)
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self.last = self._addNode('last', 60.0)
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# directions
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self.left = self._addNode('left', 40.0)
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self.left.codelets += ['top-down-bond-scout--direction']
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self.left.codelets += ['top-down-group-scout--direction']
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self.right = self._addNode('right', 40.0)
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self.right.codelets += ['top-down-bond-scout--direction']
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self.right.codelets += ['top-down-group-scout--direction']
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# bond types
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self.predecessor = self._addNode('predecessor', 50.0, 60.0)
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self.predecessor.codelets += ['top-down-bond-scout--category']
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self.successor = self._addNode('successor', 50.0, 60.0)
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self.successor.codelets += ['top-down-bond-scout--category']
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self.sameness = self._addNode('sameness', 80.0)
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self.sameness.codelets += ['top-down-bond-scout--category']
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# group types
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self.predecessorGroup = self._addNode('predecessorGroup', 50.0)
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self.predecessorGroup.codelets += ['top-down-group-scout--category']
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self.successorGroup = self._addNode('successorGroup', 50.0)
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self.successorGroup.codelets += ['top-down-group-scout--category']
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self.samenessGroup = self._addNode('samenessGroup', 80.0)
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self.samenessGroup.codelets += ['top-down-group-scout--category']
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# other relations
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self.identity = self._addNode('identity', 90.0)
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self.opposite = self._addNode('opposite', 90.0, 80.0)
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# objects
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self.letter = self._addNode('letter', 20.0)
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self.group = self._addNode('group', 80.0)
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# categories
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self.letterCategory = self._addNode('letterCategory', 30.0)
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self.stringPositionCategory = self._addNode('stringPositionCategory', 70.0)
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self.stringPositionCategory.codelets += ['top-down-description-scout']
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self.alphabeticPositionCategory = self._addNode('alphabeticPositionCategory', 80.0)
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self.alphabeticPositionCategory.codelets += ['top-down-description-scout']
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self.directionCategory = self._addNode('directionCategory', 70.0)
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self.bondCategory = self._addNode('bondCategory', 80.0)
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self.groupCategory = self._addNode('groupCategory', 80.0)
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self.length = self._addNode('length', 60.0)
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self.objectCategory = self._addNode('objectCategory', 90.0)
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self.bondFacet = self._addNode('bondFacet', 90.0)
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self.initiallyClampedSlipnodes = [
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self.letterCategory,
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self.stringPositionCategory,
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]
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def _addInitialLinks(self):
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self._link_items_to_their_neighbors(self.letters)
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self._link_items_to_their_neighbors(self.numbers)
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# letter categories
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for letter in self.letters:
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self._addInstanceLink(self.letterCategory, letter, 97.0)
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self._addCategoryLink(self.samenessGroup, self.letterCategory, 50.0)
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# lengths
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for number in self.numbers:
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self._addInstanceLink(self.length, number)
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groups = [self.predecessorGroup, self.successorGroup, self.samenessGroup]
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for group in groups:
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self._addNonSlipLink(group, self.length, length=95.0)
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opposites = [
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(self.first, self.last),
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(self.leftmost, self.rightmost),
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(self.left, self.right),
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(self.successor, self.predecessor),
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(self.successorGroup, self.predecessorGroup),
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]
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for a, b in opposites:
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self._addOppositeLink(a, b)
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# properties
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self._addPropertyLink(self.letters[0], self.first, 75.0)
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self._addPropertyLink(self.letters[-1], self.last, 75.0)
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links = [
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# object categories
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(self.objectCategory, self.letter),
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(self.objectCategory, self.group),
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# string positions
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(self.stringPositionCategory, self.leftmost),
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(self.stringPositionCategory, self.rightmost),
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(self.stringPositionCategory, self.middle),
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(self.stringPositionCategory, self.single),
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(self.stringPositionCategory, self.whole),
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# alphabetic positions
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(self.alphabeticPositionCategory, self.first),
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(self.alphabeticPositionCategory, self.last),
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# direction categories
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(self.directionCategory, self.left),
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(self.directionCategory, self.right),
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# bond categories
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(self.bondCategory, self.predecessor),
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(self.bondCategory, self.successor),
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(self.bondCategory, self.sameness),
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# group categories
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(self.groupCategory, self.predecessorGroup),
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(self.groupCategory, self.successorGroup),
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(self.groupCategory, self.samenessGroup),
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# bond facets
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(self.bondFacet, self.letterCategory),
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(self.bondFacet, self.length),
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]
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for a, b in links:
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self._addInstanceLink(a, b)
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# link bonds to their groups
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self._addNonSlipLink(self.sameness, self.samenessGroup, label=self.groupCategory, length=30.0)
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self._addNonSlipLink(self.successor, self.successorGroup, label=self.groupCategory, length=60.0)
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self._addNonSlipLink(self.predecessor, self.predecessorGroup, label=self.groupCategory, length=60.0)
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# link bond groups to their bonds
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self._addNonSlipLink(self.samenessGroup, self.sameness, label=self.bondCategory, length=90.0)
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self._addNonSlipLink(self.successorGroup, self.successor, label=self.bondCategory, length=90.0)
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self._addNonSlipLink(self.predecessorGroup, self.predecessor, label=self.bondCategory, length=90.0)
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# letter category to length
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self._addSlipLink(self.letterCategory, self.length, length=95.0)
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self._addSlipLink(self.length, self.letterCategory, length=95.0)
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# letter to group
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self._addSlipLink(self.letter, self.group, length=90.0)
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self._addSlipLink(self.group, self.letter, length=90.0)
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# direction-position, direction-neighbor, position-neighbor
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self._addBidirectionalLink(self.left, self.leftmost, 90.0)
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self._addBidirectionalLink(self.right, self.rightmost, 90.0)
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self._addBidirectionalLink(self.right, self.leftmost, 100.0)
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self._addBidirectionalLink(self.left, self.rightmost, 100.0)
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self._addBidirectionalLink(self.leftmost, self.first, 100.0)
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self._addBidirectionalLink(self.rightmost, self.first, 100.0)
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self._addBidirectionalLink(self.leftmost, self.last, 100.0)
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self._addBidirectionalLink(self.rightmost, self.last, 100.0)
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# other
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self._addSlipLink(self.single, self.whole, length=90.0)
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self._addSlipLink(self.whole, self.single, length=90.0)
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def export_slipnet():
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"""Export slipnet nodes and links to a JSON structure."""
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slipnet = SlipnetExporter()
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# Build node data
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nodes = []
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node_to_id = {}
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for node in slipnet.slipnodes:
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node_to_id[node] = node.name
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node_data = {
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"name": node.name,
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"conceptualDepth": node.conceptualDepth,
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"intrinsicLinkLength": node.intrinsicLinkLength,
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"shrunkLinkLength": node.shrunkLinkLength,
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}
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if node.codelets:
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node_data["codelets"] = node.codelets
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nodes.append(node_data)
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# Build link data with type classification
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links = []
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for link in slipnet.sliplinks:
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link_data = {
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"source": node_to_id[link.source],
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"destination": node_to_id[link.destination],
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"fixedLength": link.fixedLength,
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}
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if link.label:
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link_data["label"] = node_to_id[link.label]
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# Determine link type
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if link in link.source.lateralSlipLinks:
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link_data["type"] = "slip"
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elif link in link.source.lateralNonSlipLinks:
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link_data["type"] = "nonSlip"
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elif link in link.source.categoryLinks:
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link_data["type"] = "category"
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elif link in link.source.instanceLinks:
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link_data["type"] = "instance"
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elif link in link.source.propertyLinks:
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link_data["type"] = "property"
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links.append(link_data)
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# Identify initially clamped nodes
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initially_clamped = [node_to_id[n] for n in slipnet.initiallyClampedSlipnodes]
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# Create the full structure
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data = {
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"description": "Copycat Slipnet - A semantic network for analogical reasoning",
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"nodeCount": len(nodes),
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"linkCount": len(links),
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"initiallyClampedNodes": initially_clamped,
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"nodes": nodes,
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"links": links,
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}
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return data
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if __name__ == '__main__':
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data = export_slipnet()
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output_file = 'slipnet.json'
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with open(output_file, 'w') as f:
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json.dump(data, f, indent=2)
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print(f"Exported {data['nodeCount']} nodes and {data['linkCount']} links to {output_file}")
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