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465 lines
20 KiB
C#
465 lines
20 KiB
C#
namespace UglyToad.PdfPig.DocumentLayoutAnalysis.ReadingOrderDetector
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{
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using System.Collections.Generic;
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using System.Linq;
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/// <summary>
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/// Algorithm that retrieve the blocks' reading order using both (spatial) Allen’s interval relations and rendering order (TextSequence).
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/// <para>See section 5.1 of 'Unsupervised document structure analysis of digital scientific articles' by S. Klampfl, M. Granitzer, K. Jack, R. Kern and 'Document Understanding for a Broad Class of Documents' by L. Todoran, M. Worring, M. Aiello and C. Monz.</para>
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/// </summary>
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public class UnsupervisedReadingOrderDetector : IReadingOrderDetector
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{
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/// <summary>
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/// Create an instance of unsupervised reading order detector, <see cref="UnsupervisedReadingOrderDetector"/>.
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/// <para>This detector uses the (spatial) Allen’s interval relations and rendering order (TextSequence).</para>
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/// </summary>
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public static UnsupervisedReadingOrderDetector Instance { get; } = new UnsupervisedReadingOrderDetector();
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private double T;
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/// <summary>
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/// Algorithm that retrieve the blocks' reading order using both (spatial) Allen’s interval relations and rendering order.
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/// </summary>
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/// <param name="T">The tolerance parameter T. If two coordinates are closer than T they are considered equal.
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/// This flexibility is necessary because due to the inherent noise in the PDF extraction text blocks in the
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/// same column might not be exactly aligned.</param>
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public UnsupervisedReadingOrderDetector(double T = 5)
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{
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this.T = T;
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}
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/// <summary>
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/// Gets the blocks in reading order and sets the <see cref="TextBlock.ReadingOrder"/>.
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/// </summary>
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/// <param name="textBlocks">The <see cref="TextBlock"/>s to order.</param>
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public IEnumerable<TextBlock> Get(IReadOnlyList<TextBlock> textBlocks)
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{
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int readingOrder = 0;
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var graph = BuildGraph(textBlocks, T);
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while (graph.Any())
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{
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var maxCount = graph.Max(kvp => kvp.Value.Count);
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var current = graph.Where(kvp => kvp.Value.Count == maxCount).FirstOrDefault();
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graph.Remove(current.Key);
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int index = current.Key;
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foreach (var g in graph)
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{
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g.Value.Remove(index);
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}
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var block = textBlocks[index];
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block.SetReadingOrder(readingOrder++);
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yield return block;
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}
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}
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private Dictionary<int, List<int>> BuildGraph(IReadOnlyList<TextBlock> textBlocks, double T)
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{
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// We incorporate both relations into a single partial ordering of blocks by specifying a
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// directed graph with an edge between every pair of blocks for which at least one of the
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// two relations hold.
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var graph = new Dictionary<int, List<int>>();
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for (int i = 0; i < textBlocks.Count; i++)
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{
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graph.Add(i, new List<int>());
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}
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for (int i = 0; i < textBlocks.Count; i++)
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{
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var a = textBlocks[i];
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for (int j = 0; j < textBlocks.Count; j++)
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{
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if (i == j) continue;
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var b = textBlocks[j];
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if (GetBeforeInReadingRendering(a, b, T))
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{
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graph[i].Add(j);
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}
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}
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}
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return graph;
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}
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private bool GetBeforeInReadingRendering(TextBlock a, TextBlock b, double T)
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{
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return GetBeforeInReadingVertical(a, b, T) || GetBeforeInRendering(a, b);
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}
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private bool GetBeforeInRendering(TextBlock a, TextBlock b)
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{
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var avgTextSequenceA = a.TextLines.SelectMany(tl => tl.Words).SelectMany(w => w.Letters).Select(l => l.TextSequence).Average();
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var avgTextSequenceB = b.TextLines.SelectMany(tl => tl.Words).SelectMany(w => w.Letters).Select(l => l.TextSequence).Average();
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return avgTextSequenceA < avgTextSequenceB;
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}
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private bool GetBeforeInReading(TextBlock a, TextBlock b, double T)
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{
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IntervalRelations xRelation = GetIntervalRelationX(a, b, T);
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IntervalRelations yRelation = GetIntervalRelationY(a, b, T);
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if (xRelation == IntervalRelations.Precedes ||
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yRelation == IntervalRelations.Precedes ||
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xRelation == IntervalRelations.Meets ||
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yRelation == IntervalRelations.Meets ||
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xRelation == IntervalRelations.Overlaps ||
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yRelation == IntervalRelations.Overlaps)
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{
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return true;
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}
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return false;
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}
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/// <summary>
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/// Column-wise: text-blocks are read in columns, from top-to-bottom and from left-to-right.
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/// </summary>
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/// <param name="a"></param>
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/// <param name="b"></param>
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/// <param name="T">The tolerance parameter T.</param>
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/// <returns></returns>
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private bool GetBeforeInReadingVertical(TextBlock a, TextBlock b, double T)
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{
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IntervalRelations xRelation = GetIntervalRelationX(a, b, T);
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IntervalRelations yRelation = GetIntervalRelationY(a, b, T);
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if (xRelation == IntervalRelations.Precedes ||
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xRelation == IntervalRelations.Meets ||
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(xRelation == IntervalRelations.Overlaps && (yRelation == IntervalRelations.Precedes ||
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yRelation == IntervalRelations.Meets ||
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yRelation == IntervalRelations.Overlaps)) ||
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((yRelation == IntervalRelations.Precedes || yRelation == IntervalRelations.Meets || yRelation == IntervalRelations.Overlaps) &&
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(xRelation == IntervalRelations.Precedes ||
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xRelation == IntervalRelations.Meets ||
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xRelation == IntervalRelations.Overlaps ||
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xRelation == IntervalRelations.Starts ||
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xRelation == IntervalRelations.FinishesI ||
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xRelation == IntervalRelations.Equals ||
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xRelation == IntervalRelations.During ||
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xRelation == IntervalRelations.DuringI ||
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xRelation == IntervalRelations.Finishes ||
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xRelation == IntervalRelations.StartsI ||
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xRelation == IntervalRelations.OverlapsI)))
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{
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return true;
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}
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return false;
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}
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/// <summary>
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/// Row-wise: text-blocks are read in rows from left-to-right, top- to-bottom.
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/// </summary>
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/// <param name="a"></param>
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/// <param name="b"></param>
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/// <param name="T">The tolerance parameter T.</param>
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/// <returns></returns>
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private bool GetBeforeInReadingHorizontal(TextBlock a, TextBlock b, double T)
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{
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IntervalRelations xRelation = GetIntervalRelationX(a, b, T);
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IntervalRelations yRelation = GetIntervalRelationY(a, b, T);
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if (yRelation == IntervalRelations.Precedes ||
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yRelation == IntervalRelations.Meets ||
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(yRelation == IntervalRelations.Overlaps && (xRelation == IntervalRelations.Precedes ||
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xRelation == IntervalRelations.Meets ||
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xRelation == IntervalRelations.Overlaps)) ||
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((xRelation == IntervalRelations.Precedes || xRelation == IntervalRelations.Meets || xRelation == IntervalRelations.Overlaps) &&
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(yRelation == IntervalRelations.Precedes ||
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yRelation == IntervalRelations.Meets ||
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yRelation == IntervalRelations.Overlaps ||
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yRelation == IntervalRelations.Starts ||
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yRelation == IntervalRelations.FinishesI ||
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yRelation == IntervalRelations.Equals ||
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yRelation == IntervalRelations.During ||
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yRelation == IntervalRelations.DuringI ||
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yRelation == IntervalRelations.Finishes ||
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yRelation == IntervalRelations.StartsI ||
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yRelation == IntervalRelations.OverlapsI)))
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{
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return true;
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}
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return false;
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}
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/// <summary>
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/// Gets the Thick Boundary Rectangle Relations (TBRR) for the X coordinate.
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/// <para>The Thick Boundary Rectangle Relations (TBRR) is a set of qualitative relations representing the spatial relations of the document objects on the page.
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/// For every pair of document objects a and b, one X and one Y interval relation hold. If one considers the pair in reversed
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/// order, the inverse interval relation holds. Therefore the directed graph g_i representing these relations is complete.</para>
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/// </summary>
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/// <param name="a"></param>
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/// <param name="b"></param>
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/// <param name="T">The tolerance parameter T. If two coordinates are closer than T they are considered equal.</param>
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private IntervalRelations GetIntervalRelationX(TextBlock a, TextBlock b, double T)
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{
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IntervalRelations xRelation = IntervalRelations.Unknown;
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if (a.BoundingBox.Right < b.BoundingBox.Left - T)
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{
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xRelation = IntervalRelations.Precedes;
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}
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else if (a.BoundingBox.Right >= b.BoundingBox.Left - T)
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{
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xRelation = IntervalRelations.PrecedesI;
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}
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else if (b.BoundingBox.Left - T <= a.BoundingBox.Right
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&& a.BoundingBox.Right <= b.BoundingBox.Left + T)
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{
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xRelation = IntervalRelations.Meets;
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}
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else if (b.BoundingBox.Left - T > a.BoundingBox.Right
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&& a.BoundingBox.Right > b.BoundingBox.Left + T)
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{
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xRelation = IntervalRelations.MeetsI;
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}
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else if (a.BoundingBox.Left < b.BoundingBox.Left - T
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&& (b.BoundingBox.Left + T < a.BoundingBox.Right && a.BoundingBox.Right < b.BoundingBox.Right - T))
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{
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xRelation = IntervalRelations.Overlaps;
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}
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else if (a.BoundingBox.Left >= b.BoundingBox.Left - T
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&& (b.BoundingBox.Left + T >= a.BoundingBox.Right && a.BoundingBox.Right >= b.BoundingBox.Right - T))
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{
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xRelation = IntervalRelations.OverlapsI;
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}
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else if ((b.BoundingBox.Left - T <= a.BoundingBox.Left && a.BoundingBox.Left <= b.BoundingBox.Left + T)
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&& a.BoundingBox.Right < b.BoundingBox.Right - T)
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{
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xRelation = IntervalRelations.Starts;
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}
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else if ((b.BoundingBox.Left - T > a.BoundingBox.Left && a.BoundingBox.Left > b.BoundingBox.Left + T)
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&& a.BoundingBox.Right >= b.BoundingBox.Right - T)
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{
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xRelation = IntervalRelations.StartsI;
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}
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else if (a.BoundingBox.Left > b.BoundingBox.Left + T
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&& a.BoundingBox.Right < b.BoundingBox.Right - T)
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{
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xRelation = IntervalRelations.During;
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}
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else if (a.BoundingBox.Left <= b.BoundingBox.Left + T
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&& a.BoundingBox.Right >= b.BoundingBox.Right - T)
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{
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xRelation = IntervalRelations.DuringI;
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}
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else if (a.BoundingBox.Left > b.BoundingBox.Left + T
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&& (b.BoundingBox.Right - T <= a.BoundingBox.Right && a.BoundingBox.Right <= b.BoundingBox.Right + T))
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{
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xRelation = IntervalRelations.Finishes;
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}
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else if (a.BoundingBox.Left <= b.BoundingBox.Left + T
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&& (b.BoundingBox.Right - T > a.BoundingBox.Right && a.BoundingBox.Right > b.BoundingBox.Right + T))
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{
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xRelation = IntervalRelations.FinishesI;
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}
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else if ((b.BoundingBox.Left - T <= a.BoundingBox.Left && a.BoundingBox.Left <= b.BoundingBox.Left + T)
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&& (b.BoundingBox.Right - T <= a.BoundingBox.Right && a.BoundingBox.Right <= b.BoundingBox.Right + T))
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{
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xRelation = IntervalRelations.Equals;
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}
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return xRelation;
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}
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/// <summary>
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/// Gets the Thick Boundary Rectangle Relations (TBRR) for the Y coordinate.
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/// <para>The Thick Boundary Rectangle Relations (TBRR) is a set of qualitative relations representing the spatial relations of the document objects on the page.
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/// For every pair of document objects a and b, one X and one Y interval relation hold. If one considers the pair in reversed
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/// order, the inverse interval relation holds. Therefore the directed graph g_i representing these relations is complete.</para>
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/// </summary>
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/// <param name="a"></param>
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/// <param name="b"></param>
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/// <param name="T">The tolerance parameter T. If two coordinates are closer than T they are considered equal.</param>
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private IntervalRelations GetIntervalRelationY(TextBlock a, TextBlock b, double T)
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{
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IntervalRelations yRelation = IntervalRelations.Unknown;
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if (a.BoundingBox.Bottom < b.BoundingBox.Top - T)
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{
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yRelation = IntervalRelations.PrecedesI;
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}
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else if (a.BoundingBox.Bottom >= b.BoundingBox.Top - T)
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{
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yRelation = IntervalRelations.Precedes;
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}
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else if (b.BoundingBox.Top - T <= a.BoundingBox.Bottom
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&& a.BoundingBox.Bottom <= b.BoundingBox.Top + T)
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{
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yRelation = IntervalRelations.MeetsI;
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}
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else if (b.BoundingBox.Top - T > a.BoundingBox.Bottom
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&& a.BoundingBox.Bottom > b.BoundingBox.Top + T)
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{
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yRelation = IntervalRelations.Meets;
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}
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else if (a.BoundingBox.Top < b.BoundingBox.Top - T
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&& (b.BoundingBox.Top + T < a.BoundingBox.Bottom && a.BoundingBox.Bottom < b.BoundingBox.Bottom - T))
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{
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yRelation = IntervalRelations.OverlapsI;
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}
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else if (a.BoundingBox.Top >= b.BoundingBox.Top - T
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&& (b.BoundingBox.Top + T >= a.BoundingBox.Bottom && a.BoundingBox.Bottom >= b.BoundingBox.Bottom - T))
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{
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yRelation = IntervalRelations.Overlaps;
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}
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else if ((b.BoundingBox.Top - T <= a.BoundingBox.Top && a.BoundingBox.Top <= b.BoundingBox.Top + T)
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&& a.BoundingBox.Bottom < b.BoundingBox.Bottom - T)
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{
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yRelation = IntervalRelations.StartsI;
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}
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else if ((b.BoundingBox.Top - T > a.BoundingBox.Top && a.BoundingBox.Top > b.BoundingBox.Top + T)
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&& a.BoundingBox.Bottom >= b.BoundingBox.Bottom - T)
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{
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yRelation = IntervalRelations.Starts;
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}
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else if (a.BoundingBox.Top > b.BoundingBox.Top + T
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&& a.BoundingBox.Bottom < b.BoundingBox.Bottom - T)
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{
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yRelation = IntervalRelations.DuringI;
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}
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else if (a.BoundingBox.Top <= b.BoundingBox.Top + T
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&& a.BoundingBox.Bottom >= b.BoundingBox.Bottom - T)
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{
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yRelation = IntervalRelations.During;
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}
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else if (a.BoundingBox.Top > b.BoundingBox.Top + T
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&& (b.BoundingBox.Bottom - T <= a.BoundingBox.Bottom && a.BoundingBox.Bottom <= b.BoundingBox.Bottom + T))
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{
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yRelation = IntervalRelations.FinishesI;
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}
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else if (a.BoundingBox.Top <= b.BoundingBox.Top + T
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&& (b.BoundingBox.Bottom - T > a.BoundingBox.Bottom && a.BoundingBox.Bottom > b.BoundingBox.Bottom + T))
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{
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yRelation = IntervalRelations.Finishes;
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}
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else if ((b.BoundingBox.Top - T <= a.BoundingBox.Top && a.BoundingBox.Top <= b.BoundingBox.Top + T)
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&& (b.BoundingBox.Bottom - T <= a.BoundingBox.Bottom && a.BoundingBox.Bottom <= b.BoundingBox.Bottom + T))
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{
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yRelation = IntervalRelations.Equals;
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}
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return yRelation;
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}
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/// <summary>
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/// Allen’s interval thirteen relations.
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/// <para>See https://en.wikipedia.org/wiki/Allen%27s_interval_algebra</para>
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/// </summary>
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private enum IntervalRelations
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{
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/// <summary>
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/// Unknown interval relations.
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/// </summary>
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Unknown,
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/// <summary>
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/// X takes place before Y.
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/// <para>|____X____|......................</para>
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/// <para>......................|____Y____|</para>
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/// </summary>
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Precedes,
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/// <summary>
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/// X meets Y.
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/// <para>|____X____|.................</para>
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/// <para>.................|____Y____|</para>
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/// </summary>
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Meets,
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/// <summary>
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/// X overlaps with Y.
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/// <para>|______X______|.................</para>
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/// <para>.................|______Y______|</para>
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/// </summary>
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Overlaps,
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/// <summary>
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/// X starts Y.
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/// <para>|____X____|.................</para>
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/// <para>|_____Y_____|..............</para>
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/// </summary>
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Starts,
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/// <summary>
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/// X during Y.
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/// <para>........|____X____|.........</para>
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/// <para>.....|______Y______|.....</para>
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/// </summary>
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During,
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/// <summary>
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/// X finishes Y.
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/// <para>.................|____X____|</para>
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/// <para>..............|_____Y_____|</para>
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/// </summary>
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Finishes,
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/// <summary>
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/// Inverse precedes.
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/// </summary>
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PrecedesI,
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/// <summary>
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/// Inverse meets.
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/// </summary>
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MeetsI,
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/// <summary>
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/// Inverse overlaps.
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/// </summary>
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OverlapsI,
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/// <summary>
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/// Inverse Starts.
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/// </summary>
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StartsI,
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/// <summary>
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/// Inverse during.
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/// </summary>
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DuringI,
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/// <summary>
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/// Inverse finishes.
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/// </summary>
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FinishesI,
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/// <summary>
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/// X is equal to Y.
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/// <para>..........|____X____|............</para>
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/// <para>..........|____Y____|............</para>
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/// </summary>
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Equals
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}
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private class NodeComparer : IComparer<KeyValuePair<int, List<int>>>
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{
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public int Compare(KeyValuePair<int, List<int>> x, KeyValuePair<int, List<int>> y)
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{
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return x.Value.Count.CompareTo(y.Value.Count);
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}
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}
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}
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}
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