From fee173f9ef766b976daf50d72b85d2c57a199e28 Mon Sep 17 00:00:00 2001
From: shonalidixit <shonalidixit1309@gmail.com>
Date: Sun, 9 Aug 2026 16:57:55 +0100
Subject: [PATCH 1/5] Add configurable multi-head attention

Extends DirectedHypergraphAttentionLayer with user defined num_heads.

preserves existing single-head behaviour with num_heads = 1
adds independent parameters for each attention head
concatenates head outputs and projects them back to hidden_dim
updates documentation
expands tests for multi-head forward passes, attention normalisation, parameter shapes, and validation

Full test suite passes.
---
 .../DirectedHypergraphAttentionLayer.jl       | 659 +++++++++++++++---
 .../DirectedHypergraphAttentionLayer.jl       | 568 ++++++++++++++-
 2 files changed, 1114 insertions(+), 113 deletions(-)

diff --git a/src/layers/DirectedHypergraphAttentionLayer.jl b/src/layers/DirectedHypergraphAttentionLayer.jl
index 9bb563d..385d14e 100644
--- a/src/layers/DirectedHypergraphAttentionLayer.jl
+++ b/src/layers/DirectedHypergraphAttentionLayer.jl
@@ -7,6 +7,7 @@ using NNlib: leakyrelu
         vertex_in_dim,
         hyperedge_in_dim,
         hidden_dim;
+        num_heads = 1,
         activation = tanh,
         attention_activation = leakyrelu,
         init_weight = Lux.glorot_uniform,
@@ -14,24 +15,52 @@ using NNlib: leakyrelu
         return_attention = false,
     )
 
-A single-head, Lux-compatible attention layer for directed hypergraphs.
+A Lux-compatible attention-based message-passing layer for directed hypergraphs.
 
-The layer learns separate source-side and target-side attention coefficients
-when aggregating vertex information into directed hyperedges. Updated
-hyperedge representations are then propagated back to participating vertices.
+The layer preserves the distinction between the source and target sides of each
+directed hyperedge by learning separate source-side and target-side attention
+coefficients.
+
+For each attention head, the layer:
+
+1. projects the input vertex features into a hidden representation;
+2. computes separate source-side and target-side attention scores;
+3. normalises those scores over vertices incident to each hyperedge;
+4. forms attention-weighted source and target messages;
+5. combines those messages with optional input hyperedge features to update
+   hyperedge representations.
+
+The updated hyperedge representations are then propagated back to participating
+vertices and used to compute updated vertex representations.
+
+When `num_heads == 1`, the original single-head computation is used.
+
+When `num_heads > 1`, each head has independent vertex-projection,
+source-attention, target-attention, and hyperedge-update parameters. The
+per-head vertex representations are concatenated and projected back to
+`hidden_dim`. The per-head hyperedge representations are also concatenated and
+projected back to `hidden_dim`. The public output dimensions therefore remain
+independent of the number of attention heads.
 
 # Arguments
 
-- `vertex_in_dim`: Number of input features associated with each vertex.
-- `hyperedge_in_dim`: Number of input features associated with each hyperedge.
-  Set this to `0` if no initial hyperedge features are available.
-- `hidden_dim`: Size of the learned vertex and hyperedge representations.
-- `activation`: Activation applied to updated representations.
-- `attention_activation`: Activation applied to raw attention scores.
-- `init_weight`: Initialiser used for weight parameters.
-- `init_bias`: Initialiser used for bias parameters.
-- `return_attention`: Whether the output should include the learned source and
-  target attention matrices.
+- `vertex_in_dim::Int`: Number of input features associated with each vertex.
+  Must be positive.
+- `hyperedge_in_dim::Int`: Number of input features associated with each
+  hyperedge. Use `0` when no initial hyperedge features are supplied.
+- `hidden_dim::Int`: Number of features in the returned vertex and hyperedge
+  representations. Must be positive.
+- `num_heads::Int = 1`: Number of independent attention heads. Must be positive.
+  Setting `num_heads = 1` preserves the single-head behaviour.
+- `activation = tanh`: Activation applied to hidden vertex, hyperedge, and
+  updated vertex representations.
+- `attention_activation = leakyrelu`: Activation applied to raw source-side and
+  target-side attention scores before normalisation.
+- `init_weight = Lux.glorot_uniform`: Initialiser used for learnable weight
+  parameters.
+- `init_bias = Lux.zeros32`: Initialiser used for learnable bias parameters.
+- `return_attention::Bool = false`: If `true`, include the learned source-side
+  and target-side attention coefficients in the output.
 
 # Input
 
@@ -50,6 +79,31 @@ Expected shapes:
 - `source_matrix`: `number_of_vertices √ó number_of_hyperedges`
 - `target_matrix`: `number_of_vertices √ó number_of_hyperedges`
 
+The source and target incidence matrices must have identical shapes. Any
+nonzero entry indicates that a vertex is incident to the corresponding
+hyperedge on that side.
+
+# Attention
+
+Source-side and target-side attention are computed independently.
+
+Within each hyperedge, attention is normalised only over vertices that are
+incident to the hyperedge on the relevant side. Vertices outside the hyperedge
+receive attention weight zero. An empty source or target side therefore
+produces an all-zero attention column.
+
+For multi-head attention, this normalisation is performed independently for
+every head.
+
+# Hyperedge-to-vertex propagation
+
+After hyperedge representations are updated, they are propagated back to
+participating vertices.
+
+A vertex is treated as participating in a hyperedge when it has a nonzero entry
+in either the source or target incidence matrix. The resulting
+vertex--hyperedge membership matrix is row-normalised before propagation.
+
 # Output
 
 The layer returns a named tuple containing:
@@ -57,16 +111,35 @@ The layer returns a named tuple containing:
 - `updated_vertices`
 - `updated_hyperedges`
 
-When `return_attention = true`, it additionally returns:
+with shapes:
+
+- `updated_vertices`: `number_of_vertices √ó hidden_dim`
+- `updated_hyperedges`: `number_of_hyperedges √ó hidden_dim`
+
+These output shapes are unchanged when `num_heads` changes.
+
+When `return_attention = true`, the output additionally contains:
 
 - `source_attention`
 - `target_attention`
+
+For `num_heads == 1`, each attention output has shape:
+
+    number_of_vertices √ó number_of_hyperedges
+
+For `num_heads > 1`, each attention output has shape:
+
+    number_of_vertices √ó number_of_hyperedges √ó num_heads
+
+where the third dimension indexes the attention head.
 """
+
 struct DirectedHypergraphAttentionLayer{F, A, IW, IB} <:
        Lux.AbstractLuxLayer
     vertex_in_dim::Int
     hyperedge_in_dim::Int
     hidden_dim::Int
+    num_heads::Int
     activation::F
     attention_activation::A
     init_weight::IW
@@ -79,6 +152,7 @@ function DirectedHypergraphAttentionLayer(
     vertex_in_dim::Int,
     hyperedge_in_dim::Int,
     hidden_dim::Int;
+    num_heads::Int = 1,
     activation = tanh,
     attention_activation = leakyrelu,
     init_weight = Lux.glorot_uniform,
@@ -106,10 +180,18 @@ function DirectedHypergraphAttentionLayer(
             ),
         )
 
+    num_heads > 0 ||
+        throw(
+            ArgumentError(
+                "`num_heads` must be positive.",
+            ),
+        )
+
     return DirectedHypergraphAttentionLayer(
         vertex_in_dim,
         hyperedge_in_dim,
         hidden_dim,
+        num_heads,
         activation,
         attention_activation,
         init_weight,
@@ -150,6 +232,72 @@ function _attention_row_major_bias(
 end
 
 
+function _attention_weight_stack(
+    initializer,
+    rng::AbstractRNG,
+    input_dimension::Int,
+    output_dimension::Int,
+    num_heads::Int,
+)
+    weights =
+        ntuple(
+            _ ->
+                _attention_row_major_weight(
+                    initializer,
+                    rng,
+                    input_dimension,
+                    output_dimension,
+                ),
+            num_heads,
+        )
+
+    return cat(weights...; dims = 3)
+end
+
+
+function _attention_bias_stack(
+    initializer,
+    rng::AbstractRNG,
+    output_dimension::Int,
+    num_heads::Int,
+)
+    biases =
+        ntuple(
+            _ ->
+                _attention_row_major_bias(
+                    initializer,
+                    rng,
+                    output_dimension,
+                ),
+            num_heads,
+        )
+
+    return cat(biases...; dims = 3)
+end
+
+
+function _attention_vector_stack(
+    initializer,
+    rng::AbstractRNG,
+    hidden_dim::Int,
+    num_heads::Int,
+)
+    vectors =
+        ntuple(
+            _ ->
+                _attention_row_major_weight(
+                    initializer,
+                    rng,
+                    hidden_dim,
+                    1,
+                ),
+            num_heads,
+        )
+
+    return hcat(vectors...)
+end
+
+
 function Lux.initialparameters(
     rng::AbstractRNG,
     layer::DirectedHypergraphAttentionLayer,
@@ -157,53 +305,144 @@ function Lux.initialparameters(
     hyperedge_update_in_dim =
         2 * layer.hidden_dim + layer.hyperedge_in_dim
 
+    if layer.num_heads == 1
+        # Keep the original single-head parameter structure unchanged.
+        return (
+            W_vertex = _attention_row_major_weight(
+                layer.init_weight,
+                rng,
+                layer.vertex_in_dim,
+                layer.hidden_dim,
+            ),
+
+            b_vertex = _attention_row_major_bias(
+                layer.init_bias,
+                rng,
+                layer.hidden_dim,
+            ),
+
+            a_source = _attention_row_major_weight(
+                layer.init_weight,
+                rng,
+                layer.hidden_dim,
+                1,
+            ),
+
+            a_target = _attention_row_major_weight(
+                layer.init_weight,
+                rng,
+                layer.hidden_dim,
+                1,
+            ),
+
+            W_hyperedge = _attention_row_major_weight(
+                layer.init_weight,
+                rng,
+                hyperedge_update_in_dim,
+                layer.hidden_dim,
+            ),
+
+            b_hyperedge = _attention_row_major_bias(
+                layer.init_bias,
+                rng,
+                layer.hidden_dim,
+            ),
+
+            W_vertex_update = _attention_row_major_weight(
+                layer.init_weight,
+                rng,
+                2 * layer.hidden_dim,
+                layer.hidden_dim,
+            ),
+
+            b_vertex_update = _attention_row_major_bias(
+                layer.init_bias,
+                rng,
+                layer.hidden_dim,
+            ),
+        )
+    end
+
+    concatenated_dim =
+        layer.num_heads * layer.hidden_dim
+
     return (
-        # Transform input vertex features.
-        W_vertex = _attention_row_major_weight(
+        # Each head learns its own vertex projection.
+        W_vertex = _attention_weight_stack(
             layer.init_weight,
             rng,
             layer.vertex_in_dim,
             layer.hidden_dim,
+            layer.num_heads,
         ),
 
-        b_vertex = _attention_row_major_bias(
+        b_vertex = _attention_bias_stack(
             layer.init_bias,
             rng,
             layer.hidden_dim,
+            layer.num_heads,
         ),
 
-        # Compute separate source-side and target-side attention scores.
-        a_source = _attention_row_major_weight(
+        # Each head learns independent source and target attention vectors.
+        a_source = _attention_vector_stack(
             layer.init_weight,
             rng,
             layer.hidden_dim,
-            1,
+            layer.num_heads,
         ),
 
-        a_target = _attention_row_major_weight(
+        a_target = _attention_vector_stack(
             layer.init_weight,
             rng,
             layer.hidden_dim,
-            1,
+            layer.num_heads,
         ),
 
-        # Update hyperedges from source messages, target messages,
-        # and optional hyperedge features.
-        W_hyperedge = _attention_row_major_weight(
+        # Each head independently updates hyperedge representations.
+        W_hyperedge = _attention_weight_stack(
             layer.init_weight,
             rng,
             hyperedge_update_in_dim,
             layer.hidden_dim,
+            layer.num_heads,
+        ),
+
+        b_hyperedge = _attention_bias_stack(
+            layer.init_bias,
+            rng,
+            layer.hidden_dim,
+            layer.num_heads,
         ),
 
-        b_hyperedge = _attention_row_major_bias(
+        # Concatenated head representations are projected back to hidden_dim.
+        W_head_vertex = _attention_row_major_weight(
+            layer.init_weight,
+            rng,
+            concatenated_dim,
+            layer.hidden_dim,
+        ),
+
+        b_head_vertex = _attention_row_major_bias(
             layer.init_bias,
             rng,
             layer.hidden_dim,
         ),
 
-        # Update vertices using their existing hidden representation
-        # and messages received from hyperedges.
+        W_head_hyperedge = _attention_row_major_weight(
+            layer.init_weight,
+            rng,
+            concatenated_dim,
+            layer.hidden_dim,
+        ),
+
+        b_head_hyperedge = _attention_row_major_bias(
+            layer.init_bias,
+            rng,
+            layer.hidden_dim,
+        ),
+
+        # The final vertex update uses the projected multi-head vertex
+        # representation and the propagated hyperedge message.
         W_vertex_update = _attention_row_major_weight(
             layer.init_weight,
             rng,
@@ -226,25 +465,64 @@ function Lux.parameterlength(
     hyperedge_update_in_dim =
         2 * layer.hidden_dim + layer.hyperedge_in_dim
 
-    vertex_transform_parameters =
+    if layer.num_heads == 1
+        vertex_transform_parameters =
+            layer.vertex_in_dim * layer.hidden_dim +
+            layer.hidden_dim
+
+        attention_parameters =
+            2 * layer.hidden_dim
+
+        hyperedge_update_parameters =
+            hyperedge_update_in_dim * layer.hidden_dim +
+            layer.hidden_dim
+
+        vertex_update_parameters =
+            2 * layer.hidden_dim * layer.hidden_dim +
+            layer.hidden_dim
+
+        return (
+            vertex_transform_parameters +
+            attention_parameters +
+            hyperedge_update_parameters +
+            vertex_update_parameters
+        )
+    end
+
+    per_head_vertex_transform_parameters =
         layer.vertex_in_dim * layer.hidden_dim +
         layer.hidden_dim
 
-    attention_parameters =
+    per_head_attention_parameters =
         2 * layer.hidden_dim
 
-    hyperedge_update_parameters =
+    per_head_hyperedge_update_parameters =
         hyperedge_update_in_dim * layer.hidden_dim +
         layer.hidden_dim
 
+    all_head_parameters =
+        layer.num_heads * (
+            per_head_vertex_transform_parameters +
+            per_head_attention_parameters +
+            per_head_hyperedge_update_parameters
+        )
+
+    concatenated_dim =
+        layer.num_heads * layer.hidden_dim
+
+    head_projection_parameters =
+        2 * (
+            concatenated_dim * layer.hidden_dim +
+            layer.hidden_dim
+        )
+
     vertex_update_parameters =
         2 * layer.hidden_dim * layer.hidden_dim +
         layer.hidden_dim
 
     return (
-        vertex_transform_parameters +
-        attention_parameters +
-        hyperedge_update_parameters +
+        all_head_parameters +
+        head_projection_parameters +
         vertex_update_parameters
     )
 end
@@ -477,58 +755,59 @@ function _validate_attention_inputs(
 end
 
 
-"""
-    (layer::DirectedHypergraphAttentionLayer)(input, ps, st)
-
-Apply one single-head attention-based directed-hypergraph message-passing
-step.
+function _membership_weights(
+    source_matrix::AbstractMatrix,
+    target_matrix::AbstractMatrix,
+)
+    membership_matrix =
+        convert.(
+            promote_type(
+                eltype(source_matrix),
+                eltype(target_matrix),
+            ),
+            (.!iszero.(source_matrix)) .|
+            (.!iszero.(target_matrix)),
+        )
 
-Source-side and target-side attention coefficients are calculated separately.
-The updated hyperedge representations are then propagated back to the
-participating vertices.
-"""
-function (layer::DirectedHypergraphAttentionLayer)(input, ps, st)
-    (
-        X_vertex,
-        X_hyperedge,
-        source_matrix,
-        target_matrix,
-    ) = _unpack_attention_input(
-        layer,
-        input,
+    return _safe_attention_row_normalise(
+        membership_matrix,
     )
+end
 
-    _validate_attention_inputs(
-        layer,
-        X_vertex,
-        X_hyperedge,
-        source_matrix,
-        target_matrix,
-    )
 
-    # Transform the original vertex features.
+function _single_attention_head(
+    layer::DirectedHypergraphAttentionLayer,
+    X_vertex::AbstractMatrix,
+    X_hyperedge::AbstractMatrix,
+    source_matrix::AbstractMatrix,
+    target_matrix::AbstractMatrix,
+    W_vertex::AbstractMatrix,
+    b_vertex::AbstractMatrix,
+    a_source::AbstractMatrix,
+    a_target::AbstractMatrix,
+    W_hyperedge::AbstractMatrix,
+    b_hyperedge::AbstractMatrix,
+)
     H_vertex =
         layer.activation.(
-            X_vertex * ps.W_vertex .+
-            ps.b_vertex
+            X_vertex * W_vertex .+
+            b_vertex
         )
 
-    # Compute one source-side and one target-side score per vertex.
     raw_source_scores =
         vec(
             layer.attention_activation.(
-                H_vertex * ps.a_source
+                H_vertex * a_source
             ),
         )
 
     raw_target_scores =
         vec(
             layer.attention_activation.(
-                H_vertex * ps.a_target
+                H_vertex * a_target
             ),
         )
 
-    # Normalise scores only across vertices participating in each hyperedge.
     source_attention =
         masked_incidence_softmax(
             raw_source_scores,
@@ -541,7 +820,6 @@ function (layer::DirectedHypergraphAttentionLayer)(input, ps, st)
             target_matrix,
         )
 
-    # Attention-weighted vertex-to-hyperedge aggregation.
     source_messages =
         transpose(source_attention) *
         H_vertex
@@ -560,27 +838,150 @@ function (layer::DirectedHypergraphAttentionLayer)(input, ps, st)
     updated_hyperedges =
         layer.activation.(
             hyperedge_update_input *
-            ps.W_hyperedge .+
-            ps.b_hyperedge
+            W_hyperedge .+
+            b_hyperedge
         )
 
-    # Propagate updated hyperedge information back to vertices.
-    # A vertex participates in a hyperedge if it occurs on either side.
-    # Using a logical union avoids double-counting a vertex that is present
-    # in both the source and target incidence matrices.
-    membership_matrix =
-        convert.(
-            promote_type(
-                eltype(source_matrix),
-                eltype(target_matrix),
-            ),
-            (.!iszero.(source_matrix)) .|
-            (.!iszero.(target_matrix)),
+    return (
+        H_vertex = H_vertex,
+        updated_hyperedges = updated_hyperedges,
+        source_attention = source_attention,
+        target_attention = target_attention,
+    )
+end
+
+
+function _single_head_forward(
+    layer::DirectedHypergraphAttentionLayer,
+    X_vertex::AbstractMatrix,
+    X_hyperedge::AbstractMatrix,
+    source_matrix::AbstractMatrix,
+    target_matrix::AbstractMatrix,
+    ps,
+    st,
+)
+    head_output =
+        _single_attention_head(
+            layer,
+            X_vertex,
+            X_hyperedge,
+            source_matrix,
+            target_matrix,
+            ps.W_vertex,
+            ps.b_vertex,
+            ps.a_source,
+            ps.a_target,
+            ps.W_hyperedge,
+            ps.b_hyperedge,
+        )
+
+    membership_weights =
+        _membership_weights(
+            source_matrix,
+            target_matrix,
+        )
+
+    vertex_messages =
+        membership_weights *
+        head_output.updated_hyperedges
+
+    vertex_update_input =
+        hcat(
+            head_output.H_vertex,
+            vertex_messages,
+        )
+
+    updated_vertices =
+        layer.activation.(
+            vertex_update_input *
+            ps.W_vertex_update .+
+            ps.b_vertex_update
+        )
+
+    basic_output = (
+        updated_vertices = updated_vertices,
+        updated_hyperedges = head_output.updated_hyperedges,
+    )
+
+    output =
+        if layer.return_attention
+            merge(
+                basic_output,
+                (
+                    source_attention = head_output.source_attention,
+                    target_attention = head_output.target_attention,
+                ),
+            )
+        else
+            basic_output
+        end
+
+    return output, st
+end
+
+
+function _multi_head_forward(
+    layer::DirectedHypergraphAttentionLayer,
+    X_vertex::AbstractMatrix,
+    X_hyperedge::AbstractMatrix,
+    source_matrix::AbstractMatrix,
+    target_matrix::AbstractMatrix,
+    ps,
+    st,
+)
+    head_outputs =
+        ntuple(
+            head ->
+                _single_attention_head(
+                    layer,
+                    X_vertex,
+                    X_hyperedge,
+                    source_matrix,
+                    target_matrix,
+                    ps.W_vertex[:, :, head],
+                    ps.b_vertex[:, :, head],
+                    ps.a_source[:, head:head],
+                    ps.a_target[:, head:head],
+                    ps.W_hyperedge[:, :, head],
+                    ps.b_hyperedge[:, :, head],
+                ),
+            layer.num_heads,
+        )
+
+    concatenated_vertex_heads =
+        hcat(
+            map(
+                head_output -> head_output.H_vertex,
+                head_outputs,
+            )...,
+        )
+
+    concatenated_hyperedge_heads =
+        hcat(
+            map(
+                head_output -> head_output.updated_hyperedges,
+                head_outputs,
+            )...,
+        )
+
+    H_vertex =
+        layer.activation.(
+            concatenated_vertex_heads *
+            ps.W_head_vertex .+
+            ps.b_head_vertex
+        )
+
+    updated_hyperedges =
+        layer.activation.(
+            concatenated_hyperedge_heads *
+            ps.W_head_hyperedge .+
+            ps.b_head_hyperedge
         )
 
     membership_weights =
-        _safe_attention_row_normalise(
-            membership_matrix,
+        _membership_weights(
+            source_matrix,
+            target_matrix,
         )
 
     vertex_messages =
@@ -607,11 +1008,31 @@ function (layer::DirectedHypergraphAttentionLayer)(input, ps, st)
 
     output =
         if layer.return_attention
+            source_attentions =
+                map(
+                    head_output -> head_output.source_attention,
+                    head_outputs,
+                )
+
+            target_attentions =
+                map(
+                    head_output -> head_output.target_attention,
+                    head_outputs,
+                )
+
             merge(
                 basic_output,
                 (
-                    source_attention = source_attention,
-                    target_attention = target_attention,
+                    source_attention =
+                        cat(
+                            source_attentions...;
+                            dims = 3,
+                        ),
+                    target_attention =
+                        cat(
+                            target_attentions...;
+                            dims = 3,
+                        ),
                 ),
             )
         else
@@ -620,3 +1041,69 @@ function (layer::DirectedHypergraphAttentionLayer)(input, ps, st)
 
     return output, st
 end
+
+
+"""
+    (layer::DirectedHypergraphAttentionLayer)(input, ps, st)
+
+Apply one attention-based directed-hypergraph message-passing step.
+
+The input is unpacked and validated before applying either the single-head or
+multi-head computation according to `layer.num_heads`.
+
+For a single head, vertex features are projected once, separate source-side and
+target-side attention coefficients are computed, and the resulting messages are
+used to update hyperedge representations. Updated hyperedge information is then
+propagated back to vertices.
+
+For multiple heads, each head independently performs vertex projection,
+source-side attention, target-side attention, and hyperedge updating. The
+per-head vertex representations and per-head hyperedge representations are
+concatenated separately and projected back to `layer.hidden_dim` before the
+final hyperedge-to-vertex propagation and vertex update.
+
+Returns `(output, st)`. The layer has no mutable non-trainable state, so the
+returned state is unchanged.
+"""
+
+function (layer::DirectedHypergraphAttentionLayer)(input, ps, st)
+    (
+        X_vertex,
+        X_hyperedge,
+        source_matrix,
+        target_matrix,
+    ) = _unpack_attention_input(
+        layer,
+        input,
+    )
+
+    _validate_attention_inputs(
+        layer,
+        X_vertex,
+        X_hyperedge,
+        source_matrix,
+        target_matrix,
+    )
+
+    if layer.num_heads == 1
+        return _single_head_forward(
+            layer,
+            X_vertex,
+            X_hyperedge,
+            source_matrix,
+            target_matrix,
+            ps,
+            st,
+        )
+    end
+
+    return _multi_head_forward(
+        layer,
+        X_vertex,
+        X_hyperedge,
+        source_matrix,
+        target_matrix,
+        ps,
+        st,
+    )
+end
diff --git a/test/layers/DirectedHypergraphAttentionLayer.jl b/test/layers/DirectedHypergraphAttentionLayer.jl
index 6b05853..430ec5f 100644
--- a/test/layers/DirectedHypergraphAttentionLayer.jl
+++ b/test/layers/DirectedHypergraphAttentionLayer.jl
@@ -5,8 +5,38 @@ using HyperGraphNeuralNetworks
 
 const HGNN = HyperGraphNeuralNetworks
 
+# Tests for `DirectedHypergraphAttentionLayer`.
+#
+# This test suite covers both the original single-head behaviour and the
+# configurable multi-head extension.
+#
+# The tests verify:
+#
+# - constructor arguments and validation, including `num_heads`;
+# - Lux parameter and state initialisation;
+# - parameter shapes and parameter counts for single- and multi-head layers;
+# - masked incidence softmax behaviour;
+# - safe row normalisation used during hyperedge-to-vertex propagation;
+# - forward passes with and without initial hyperedge features;
+# - preservation of the public `hidden_dim` output shape for multiple heads;
+# - returned source-side and target-side attention coefficients;
+# - independent attention normalisation for every head;
+# - deterministic behaviour when all learnable parameters are zero;
+# - independent parameter initialisation across different attention heads; and
+# - input-shape and tuple validation for both single- and multi-head execution.
+#
+# For `num_heads == 1`, the tests also check that the original single-head
+# parameter layout and output behaviour are preserved.
+#
+# For `num_heads > 1`, each attention head is expected to have independent
+# vertex-projection, source-attention, target-attention, and hyperedge-update
+# parameters. Per-head vertex and hyperedge representations are concatenated
+# internally and projected back to `hidden_dim`, so the public output shape does
+# not depend on the number of heads.
+
 @testset "DirectedHypergraphAttentionLayer" begin
 
+    # Verify constructor defaults, custom options, and invalid dimensions.
     @testset "Constructor validation" begin
         layer = HGNN.DirectedHypergraphAttentionLayer(3, 0, 4)
 
@@ -14,12 +44,14 @@ const HGNN = HyperGraphNeuralNetworks
         @test layer.vertex_in_dim == 3
         @test layer.hyperedge_in_dim == 0
         @test layer.hidden_dim == 4
+        @test layer.num_heads == 1
         @test layer.return_attention == false
 
         attention_layer = HGNN.DirectedHypergraphAttentionLayer(
             3,
             2,
             4;
+            num_heads = 3,
             activation = identity,
             attention_activation = identity,
             return_attention = true,
@@ -27,6 +59,7 @@ const HGNN = HyperGraphNeuralNetworks
 
         @test attention_layer.activation === identity
         @test attention_layer.attention_activation === identity
+        @test attention_layer.num_heads == 3
         @test attention_layer.return_attention
 
         @test_throws ArgumentError HGNN.DirectedHypergraphAttentionLayer(0, 0, 4)
@@ -34,14 +67,30 @@ const HGNN = HyperGraphNeuralNetworks
         @test_throws ArgumentError HGNN.DirectedHypergraphAttentionLayer(3, -1, 4)
         @test_throws ArgumentError HGNN.DirectedHypergraphAttentionLayer(3, 0, 0)
         @test_throws ArgumentError HGNN.DirectedHypergraphAttentionLayer(3, 0, -1)
+        @test_throws ArgumentError HGNN.DirectedHypergraphAttentionLayer(
+            3,
+            0,
+            4;
+            num_heads = 0,
+        )
+        @test_throws ArgumentError HGNN.DirectedHypergraphAttentionLayer(
+            3,
+            0,
+            4;
+            num_heads = -2,
+        )
     end
 
-    @testset "Parameter and state initialisation" begin
+
+    # Verify that `num_heads = 1` preserves the original parameter layout.
+    @testset "Single-head parameter and state initialisation" begin
         rng = Random.Xoshiro(1234)
 
         layer = HGNN.DirectedHypergraphAttentionLayer(3, 2, 4)
         ps, st = Lux.setup(rng, layer)
 
+        # num_heads = 1 preserves the original parameter layout.
+        @test layer.num_heads == 1
         @test size(ps.W_vertex) == (3, 4)
         @test size(ps.b_vertex) == (1, 4)
         @test size(ps.a_source) == (4, 1)
@@ -51,6 +100,9 @@ const HGNN = HyperGraphNeuralNetworks
         @test size(ps.W_vertex_update) == (8, 4)
         @test size(ps.b_vertex_update) == (1, 4)
 
+        @test !haskey(ps, :W_head_vertex)
+        @test !haskey(ps, :W_head_hyperedge)
+
         @test st == NamedTuple()
         @test Lux.statelength(layer) == 0
         @test Lux.parameterlength(layer) == 104
@@ -61,11 +113,79 @@ const HGNN = HyperGraphNeuralNetworks
 
         @test size(ps2.W_hyperedge) == (8, 4)
         @test Lux.parameterlength(layer2) == 96
+        @test Lux.parameterlength(layer2) == Lux.parameterlength(ps2)
     end
 
-    @testset "masked_incidence_softmax" begin
 
-        raw_scores = Float32[0,0,0]
+    # Verify per-head parameters and the projections used after concatenation.
+    @testset "Multi-head parameter and state initialisation" begin
+        rng = Random.Xoshiro(4321)
+
+        layer = HGNN.DirectedHypergraphAttentionLayer(
+            3,
+            2,
+            4;
+            num_heads = 3,
+        )
+
+        ps, st = Lux.setup(rng, layer)
+
+        # Each head has its own projection, source/target attention vectors,
+        # and hyperedge-update parameters.
+        @test size(ps.W_vertex) == (3, 4, 3)
+        @test size(ps.b_vertex) == (1, 4, 3)
+        @test size(ps.a_source) == (4, 3)
+        @test size(ps.a_target) == (4, 3)
+        @test size(ps.W_hyperedge) == (10, 4, 3)
+        @test size(ps.b_hyperedge) == (1, 4, 3)
+
+        # Three 4-dimensional heads concatenate to 12 features before
+        # projection back to hidden_dim = 4.
+        @test size(ps.W_head_vertex) == (12, 4)
+        @test size(ps.b_head_vertex) == (1, 4)
+        @test size(ps.W_head_hyperedge) == (12, 4)
+        @test size(ps.b_head_hyperedge) == (1, 4)
+
+        @test size(ps.W_vertex_update) == (8, 4)
+        @test size(ps.b_vertex_update) == (1, 4)
+
+        @test st == NamedTuple()
+        @test Lux.statelength(layer) == 0
+
+        # 3 heads:
+        # per head = (3*4+4) + (2*4) + (10*4+4) = 68
+        # all heads = 204
+        # two 12->4 projections = 104
+        # final vertex update = 36
+        # total = 344
+        @test Lux.parameterlength(layer) == 344
+        @test Lux.parameterlength(layer) == Lux.parameterlength(ps)
+
+        layer_without_hyperedge_features =
+            HGNN.DirectedHypergraphAttentionLayer(
+                3,
+                0,
+                4;
+                num_heads = 2,
+            )
+
+        ps2, _ = Lux.setup(
+            Random.Xoshiro(4321),
+            layer_without_hyperedge_features,
+        )
+
+        @test size(ps2.W_hyperedge) == (8, 4, 2)
+        @test size(ps2.W_head_vertex) == (8, 4)
+        @test size(ps2.W_head_hyperedge) == (8, 4)
+        @test Lux.parameterlength(layer_without_hyperedge_features) == 228
+        @test Lux.parameterlength(layer_without_hyperedge_features) ==
+              Lux.parameterlength(ps2)
+    end
+
+
+    # Verify incidence masking, per-hyperedge softmax normalisation, and empty columns.
+    @testset "masked_incidence_softmax" begin
+        raw_scores = Float32[0, 0, 0]
 
         incidence_matrix = Float32[
             1 0 0
@@ -86,27 +206,25 @@ const HGNN = HyperGraphNeuralNetworks
 
         @test size(attention) == size(incidence_matrix)
         @test isapprox(attention, expected)
-
         @test all(attention[incidence_matrix .== 0] .== 0)
 
-        @test isapprox(sum(attention[:,1]),1.0f0)
-        @test isapprox(sum(attention[:,2]),1.0f0)
-        @test sum(attention[:,3]) == 0.0f0
-
+        @test isapprox(sum(attention[:, 1]), 1.0f0)
+        @test isapprox(sum(attention[:, 2]), 1.0f0)
+        @test sum(attention[:, 3]) == 0.0f0
         @test all(isfinite, attention)
 
-        unequal_scores = Float32[0,1,2]
+        unequal_scores = Float32[0, 1, 2]
 
         unequal_attention = HGNN.masked_incidence_softmax(
             unequal_scores,
             incidence_matrix,
         )
 
-        @test unequal_attention[2,1] > unequal_attention[1,1]
-        @test unequal_attention[3,2] > unequal_attention[2,2]
+        @test unequal_attention[2, 1] > unequal_attention[1, 1]
+        @test unequal_attention[3, 2] > unequal_attention[2, 2]
 
-        @test isapprox(sum(unequal_attention[:,1]),1.0f0)
-        @test isapprox(sum(unequal_attention[:,2]),1.0f0)
+        @test isapprox(sum(unequal_attention[:, 1]), 1.0f0)
+        @test isapprox(sum(unequal_attention[:, 2]), 1.0f0)
 
         weighted_incidence = Float32[
             2 0
@@ -115,7 +233,7 @@ const HGNN = HyperGraphNeuralNetworks
         ]
 
         weighted_attention = HGNN.masked_incidence_softmax(
-            Float32[0,0,0],
+            Float32[0, 0, 0],
             weighted_incidence,
         )
 
@@ -125,17 +243,18 @@ const HGNN = HyperGraphNeuralNetworks
                 0.5 0.0
                 0.0 0.5
                 0.5 0.5
-            ]
+            ],
         )
 
         @test_throws DimensionMismatch HGNN.masked_incidence_softmax(
-            Float32[1,2],
+            Float32[1, 2],
             incidence_matrix,
         )
     end
 
-    @testset "Safe row normalisation" begin
 
+    # Verify safe row normalisation, including rows with no memberships.
+    @testset "Safe row normalisation" begin
         matrix = Float32[
             1 1
             0 0
@@ -150,16 +269,18 @@ const HGNN = HyperGraphNeuralNetworks
                 0.5 0.5
                 0.0 0.0
                 0.25 0.75
-            ]
+            ],
         )
 
-        @test isapprox(sum(normalised[1,:]),1.0f0)
-        @test sum(normalised[2,:]) == 0.0f0
-        @test isapprox(sum(normalised[3,:]),1.0f0)
-
+        @test isapprox(sum(normalised[1, :]), 1.0f0)
+        @test sum(normalised[2, :]) == 0.0f0
+        @test isapprox(sum(normalised[3, :]), 1.0f0)
         @test all(isfinite, normalised)
     end
-        @testset "Forward pass without hyperedge features" begin
+
+
+    # Verify the original single-head forward path when no hyperedge features are supplied.
+    @testset "Single-head forward pass without hyperedge features" begin
         rng = Random.Xoshiro(2026)
 
         layer = HGNN.DirectedHypergraphAttentionLayer(3, 0, 4)
@@ -229,7 +350,9 @@ const HGNN = HyperGraphNeuralNetworks
         @test explicit_st == st
     end
 
-    @testset "Forward pass with hyperedge features" begin
+
+    # Verify the single-head forward path when initial hyperedge features are supplied.
+    @testset "Single-head forward pass with hyperedge features" begin
         rng = Random.Xoshiro(77)
 
         layer = HGNN.DirectedHypergraphAttentionLayer(3, 2, 5)
@@ -271,14 +394,147 @@ const HGNN = HyperGraphNeuralNetworks
 
         @test size(output.updated_vertices) == (3, 5)
         @test size(output.updated_hyperedges) == (2, 5)
+        @test all(isfinite, output.updated_vertices)
+        @test all(isfinite, output.updated_hyperedges)
+        @test st_out == st
+    end
+
+
+    # Verify multi-head concatenation/projection while keeping the public output dimension fixed.
+    @testset "Multi-head forward pass without hyperedge features" begin
+        rng = Random.Xoshiro(2027)
+
+        layer = HGNN.DirectedHypergraphAttentionLayer(
+            3,
+            0,
+            4;
+            num_heads = 3,
+        )
+
+        ps, st = Lux.setup(rng, layer)
+
+        X_vertex = Float32[
+            1 0 2
+            0 1 1
+            2 1 0
+            1 1 1
+        ]
+
+        source_matrix = Float32[
+            1 0
+            1 1
+            0 1
+            0 0
+        ]
+
+        target_matrix = Float32[
+            0 1
+            0 0
+            1 0
+            0 0
+        ]
+
+        output, st_out = layer(
+            (X_vertex, source_matrix, target_matrix),
+            ps,
+            st,
+        )
+
+        # The public output dimension is independent of num_heads.
+        @test size(output.updated_vertices) == (4, 4)
+        @test size(output.updated_hyperedges) == (2, 4)
+
+        @test !haskey(output, :source_attention)
+        @test !haskey(output, :target_attention)
 
         @test all(isfinite, output.updated_vertices)
         @test all(isfinite, output.updated_hyperedges)
+        @test st_out == st
+
+        X_hyperedge = similar(X_vertex, 2, 0)
+
+        explicit_output, explicit_st = layer(
+            (
+                X_vertex,
+                X_hyperedge,
+                source_matrix,
+                target_matrix,
+            ),
+            ps,
+            st,
+        )
+
+        @test isapprox(
+            explicit_output.updated_vertices,
+            output.updated_vertices,
+        )
+
+        @test isapprox(
+            explicit_output.updated_hyperedges,
+            output.updated_hyperedges,
+        )
+
+        @test explicit_st == st
+    end
+
+
+    # Verify multi-head execution with explicit initial hyperedge features.
+    @testset "Multi-head forward pass with hyperedge features" begin
+        rng = Random.Xoshiro(78)
+
+        layer = HGNN.DirectedHypergraphAttentionLayer(
+            3,
+            2,
+            5;
+            num_heads = 4,
+        )
+
+        ps, st = Lux.setup(rng, layer)
+
+        X_vertex = Float32[
+            1 0 2
+            0 1 1
+            2 1 0
+        ]
+
+        X_hyperedge = Float32[
+            1 0
+            0 1
+        ]
 
+        source_matrix = Float32[
+            1 0
+            1 1
+            0 1
+        ]
+
+        target_matrix = Float32[
+            0 1
+            0 0
+            1 0
+        ]
+
+        output, st_out = layer(
+            (
+                X_vertex,
+                X_hyperedge,
+                source_matrix,
+                target_matrix,
+            ),
+            ps,
+            st,
+        )
+
+        @test size(output.updated_vertices) == (3, 5)
+        @test size(output.updated_hyperedges) == (2, 5)
+        @test all(isfinite, output.updated_vertices)
+        @test all(isfinite, output.updated_hyperedges)
         @test st_out == st
     end
 
-    @testset "Returned attention properties" begin
+
+    # Verify masking and per-hyperedge normalisation of returned single-head attention.
+    @testset "Single-head returned attention properties" begin
         rng = Random.Xoshiro(9)
 
         layer = HGNN.DirectedHypergraphAttentionLayer(
@@ -337,16 +593,99 @@ const HGNN = HyperGraphNeuralNetworks
         @test all(isfinite, output.source_attention)
         @test all(isfinite, output.target_attention)
     end
-        @testset "Deterministic zero-parameter behaviour" begin
+
+
+    # Verify returned attention shape and independent normalisation for every attention head.
+    @testset "Multi-head returned attention properties" begin
+        rng = Random.Xoshiro(10)
+
+        num_heads = 3
+
         layer = HGNN.DirectedHypergraphAttentionLayer(
             2,
             0,
             3;
+            num_heads = num_heads,
             return_attention = true,
         )
 
-        ps, st = Lux.setup(Random.Xoshiro(1), layer)
+        ps, st = Lux.setup(rng, layer)
+
+        X_vertex = Float32[
+            1 0
+            0 1
+            1 1
+            2 1
+        ]
+
+        source_matrix = Float32[
+            1 0 0
+            1 1 0
+            0 1 0
+            0 0 0
+        ]
+
+        target_matrix = Float32[
+            0 1 0
+            0 0 0
+            1 0 0
+            0 0 0
+        ]
+
+        output, _ = layer(
+            (X_vertex, source_matrix, target_matrix),
+            ps,
+            st,
+        )
+
+        @test haskey(output, :source_attention)
+        @test haskey(output, :target_attention)
+
+        @test size(output.source_attention) == (4, 3, num_heads)
+        @test size(output.target_attention) == (4, 3, num_heads)
+
+        @test all(isfinite, output.source_attention)
+        @test all(isfinite, output.target_attention)
+
+        for head in 1:num_heads
+            source_attention =
+                output.source_attention[:, :, head]
+
+            target_attention =
+                output.target_attention[:, :, head]
+
+            # Non-incidences must remain exactly zero in every head.
+            @test all(
+                source_attention[source_matrix .== 0] .== 0,
+            )
+
+            @test all(
+                target_attention[target_matrix .== 0] .== 0,
+            )
+
+            # Attention is normalised independently for every head
+            # and every non-empty hyperedge.
+            @test isapprox(sum(source_attention[:, 1]), 1.0f0)
+            @test isapprox(sum(source_attention[:, 2]), 1.0f0)
+            @test sum(source_attention[:, 3]) == 0.0f0
+
+            @test isapprox(sum(target_attention[:, 1]), 1.0f0)
+            @test isapprox(sum(target_attention[:, 2]), 1.0f0)
+            @test sum(target_attention[:, 3]) == 0.0f0
+        end
+    end
+
+
+    # With zero parameters, embeddings remain zero and attention depends only on incidence membership.
+    @testset "Deterministic zero-parameter single-head behaviour" begin
+        layer = HGNN.DirectedHypergraphAttentionLayer(
+            2,
+            0,
+            3;
+            return_attention = true,
+        )
 
+        ps, st = Lux.setup(Random.Xoshiro(1), layer)
         zero_ps = map(x -> zero.(x), ps)
 
         X_vertex = Float32[
@@ -395,6 +734,109 @@ const HGNN = HyperGraphNeuralNetworks
         )
     end
 
+
+    # The same deterministic zero-parameter behaviour should hold independently for every head.
+    @testset "Deterministic zero-parameter multi-head behaviour" begin
+        num_heads = 3
+
+        layer = HGNN.DirectedHypergraphAttentionLayer(
+            2,
+            0,
+            3;
+            num_heads = num_heads,
+            return_attention = true,
+        )
+
+        ps, st = Lux.setup(Random.Xoshiro(2), layer)
+        zero_ps = map(x -> zero.(x), ps)
+
+        X_vertex = Float32[
+            1 2
+            3 4
+            5 6
+        ]
+
+        source_matrix = reshape(
+            Float32[
+                1,
+                1,
+                0,
+            ],
+            3,
+            1,
+        )
+
+        target_matrix = reshape(
+            Float32[
+                0,
+                0,
+                1,
+            ],
+            3,
+            1,
+        )
+
+        output, _ = layer(
+            (X_vertex, source_matrix, target_matrix),
+            zero_ps,
+            st,
+        )
+
+        @test output.updated_vertices == zeros(Float32, 3, 3)
+        @test output.updated_hyperedges == zeros(Float32, 1, 3)
+
+        @test size(output.source_attention) == (3, 1, num_heads)
+        @test size(output.target_attention) == (3, 1, num_heads)
+
+        expected_source =
+            reshape(Float32[0.5, 0.5, 0.0], 3, 1)
+
+        expected_target =
+            reshape(Float32[0.0, 0.0, 1.0], 3, 1)
+
+        for head in 1:num_heads
+            @test isapprox(
+                output.source_attention[:, :, head],
+                expected_source,
+            )
+
+            @test isapprox(
+                output.target_attention[:, :, head],
+                expected_target,
+            )
+        end
+    end
+
+
+    # Verify that separate heads are initialised with independent learnable parameters.
+    @testset "Different heads use independent parameters" begin
+        layer = HGNN.DirectedHypergraphAttentionLayer(
+            2,
+            0,
+            3;
+            num_heads = 3,
+        )
+
+        ps, _ = Lux.setup(Random.Xoshiro(42), layer)
+
+        @test !isapprox(
+            ps.W_vertex[:, :, 1],
+            ps.W_vertex[:, :, 2],
+        )
+
+        @test !isapprox(
+            ps.a_source[:, 1],
+            ps.a_source[:, 2],
+        )
+
+        @test !isapprox(
+            ps.a_target[:, 1],
+            ps.a_target[:, 2],
+        )
+    end
+
+
+    # Verify tuple lengths, feature dimensions, and incidence-matrix dimensions.
     @testset "Input validation" begin
         layer_without_hyperedge_features =
             HGNN.DirectedHypergraphAttentionLayer(3, 0, 4)
@@ -547,4 +989,76 @@ const HGNN = HyperGraphNeuralNetworks
         @test size(valid_output.updated_hyperedges) == (2, 4)
         @test valid_state == st2
     end
+
+
+    # Verify that multi-head execution enforces the same public input contract.
+    @testset "Multi-head input validation" begin
+        layer = HGNN.DirectedHypergraphAttentionLayer(
+            3,
+            2,
+            4;
+            num_heads = 3,
+        )
+
+        ps, st = Lux.setup(Random.Xoshiro(6), layer)
+
+        X_vertex = ones(Float32, 3, 3)
+        X_hyperedge = ones(Float32, 2, 2)
+
+        source_matrix = Float32[
+            1 0
+            1 1
+            0 1
+        ]
+
+        target_matrix = Float32[
+            0 1
+            0 0
+            1 0
+        ]
+
+        @test_throws ArgumentError layer(
+            (
+                X_vertex,
+                source_matrix,
+                target_matrix,
+            ),
+            ps,
+            st,
+        )
+
+        @test_throws DimensionMismatch layer(
+            (
+                ones(Float32, 3, 2),
+                X_hyperedge,
+                source_matrix,
+                target_matrix,
+            ),
+            ps,
+            st,
+        )
+
+        @test_throws DimensionMismatch layer(
+            (
+                X_vertex,
+                ones(Float32, 3, 2),
+                source_matrix,
+                target_matrix,
+            ),
+            ps,
+            st,
+        )
+
+        @test_throws DimensionMismatch layer(
+            (
+                X_vertex,
+                X_hyperedge,
+                source_matrix,
+                ones(Float32, 3, 3),
+            ),
+            ps,
+            st,
+        )
+    end
 end
+

From deedcb10f2f67dbd5f174d71ade84987909f0e0e Mon Sep 17 00:00:00 2001
From: shonalidixit <shonalidixit1309@gmail.com>
Date: Wed, 19 Aug 2026 10:51:21 +0100
Subject: [PATCH 2/5] Add directed hypergraph layers and Cora example

Adds additional directed hypergraph layers with tests and documentation along with an end to end Cora node classification proof of concept using Enzyme for automatic differentiation
---
 .DS_Store                                     |  Bin 0 -> 6148 bytes
 Project.toml                                  |    4 +-
 data/.DS_Store                                |  Bin 0 -> 6148 bytes
 data/cora/README                              |   29 +
 data/cora/cora.cites                          | 5429 +++++++++++++++++
 data/cora/cora.content                        | 2708 ++++++++
 examples/cora_node_classification.jl          | 2792 +++++++++
 src/HyperGraphNeuralNetworks.jl               |   10 +-
 .../AsymmetricDirectedHypergraphLayer.jl      |  547 ++
 .../DirectedHypergraphConvolutionLayer.jl     |  415 ++
 src/layers/GatedDirectedHypergraphLayer.jl    |  496 ++
 src/layers/ResidualDirectedHypergraphLayer.jl |  548 ++
 .../AsymmetricDirectedHypergraphLayer.jl      |  676 ++
 .../DirectedHypergraphAttentionLayer.jl       |    1 +
 .../DirectedHypergraphConvolutionLayer.jl     |  552 ++
 test/layers/GatedDirectedHypergraphLayer.jl   |  603 ++
 .../layers/ResidualDirectedHypergraphLayer.jl |  723 +++
 test/runtests.jl                              |    4 +
 18 files changed, 15534 insertions(+), 3 deletions(-)
 create mode 100644 .DS_Store
 create mode 100644 data/.DS_Store
 create mode 100755 data/cora/README
 create mode 100755 data/cora/cora.cites
 create mode 100755 data/cora/cora.content
 create mode 100644 examples/cora_node_classification.jl
 create mode 100644 src/layers/AsymmetricDirectedHypergraphLayer.jl
 create mode 100644 src/layers/DirectedHypergraphConvolutionLayer.jl
 create mode 100644 src/layers/GatedDirectedHypergraphLayer.jl
 create mode 100644 src/layers/ResidualDirectedHypergraphLayer.jl
 create mode 100644 test/layers/AsymmetricDirectedHypergraphLayer.jl
 create mode 100644 test/layers/DirectedHypergraphConvolutionLayer.jl
 create mode 100644 test/layers/GatedDirectedHypergraphLayer.jl
 create mode 100644 test/layers/ResidualDirectedHypergraphLayer.jl

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diff --git a/Project.toml b/Project.toml
index 8efb9a3..027d3ff 100644
--- a/Project.toml
+++ b/Project.toml
@@ -1,7 +1,7 @@
 name = "HyperGraphNeuralNetworks"
 uuid = "1aebdcae-dc77-44ee-b348-f058d326ae63"
-authors = ["Evan Walter Clark Spotte-Smith", "Punna Amornvivat"]
 version = "0.0.1-DEV"
+authors = ["Evan Walter Clark Spotte-Smith", "Punna Amornvivat"]
 
 [deps]
 ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
@@ -15,6 +15,7 @@ LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 Lux = "b2108857-7c20-44ae-9111-449ecde12c47"
 MLUtils = "f1d291b0-491e-4a28-83b9-f70985020b54"
 NNlib = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
+Optimisers = "3bd65402-5787-11e9-1adc-39752487f4e2"
 Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 Reactant = "3c362404-f566-11ee-1572-e11a4b42c853"
 SimpleDirectedHypergraphs = "a42c6b43-640c-4761-b4a8-4f98c31d02e9"
@@ -24,6 +25,7 @@ Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [compat]
 LinearAlgebra = ">= 1.10.0"
+Optimisers = "0.4.9"
 Reactant = ">= 0.2.0"
 SimpleDirectedHypergraphs = "0.1.0"
 SimpleHypergraphs = "0.3.0"
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diff --git a/data/cora/README b/data/cora/README
new file mode 100755
index 0000000..ec3c701
--- /dev/null
+++ b/data/cora/README
@@ -0,0 +1,29 @@
+This directory contains the a selection of the Cora dataset (www.research.whizbang.com/data).
+
+The Cora dataset consists of Machine Learning papers. These papers are classified into one of the following seven classes:
+		Case_Based
+		Genetic_Algorithms
+		Neural_Networks
+		Probabilistic_Methods
+		Reinforcement_Learning
+		Rule_Learning
+		Theory
+
+The papers were selected in a way such that in the final corpus every paper cites or is cited by atleast one other paper. There are 2708 papers in the whole corpus. 
+
+After stemming and removing stopwords we were left with a vocabulary of size 1433 unique words. All words with document frequency less than 10 were removed.
+
+
+THE DIRECTORY CONTAINS TWO FILES:
+
+The .content file contains descriptions of the papers in the following format:
+
+		<paper_id> <word_attributes>+ <class_label>
+
+The first entry in each line contains the unique string ID of the paper followed by binary values indicating whether each word in the vocabulary is present (indicated by 1) or absent (indicated by 0) in the paper. Finally, the last entry in the line contains the class label of the paper.
+
+The .cites file contains the citation graph of the corpus. Each line describes a link in the following format:
+
+		<ID of cited paper> <ID of citing paper>
+
+Each line contains two paper IDs. The first entry is the ID of the paper being cited and the second ID stands for the paper which contains the citation. The direction of the link is from right to left. If a line is represented by "paper1 paper2" then the link is "paper2->paper1". 
\ No newline at end of file
diff --git a/data/cora/cora.cites b/data/cora/cora.cites
new file mode 100755
index 0000000..d971e9d
--- /dev/null
+++ b/data/cora/cora.cites
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diff --git a/data/cora/cora.content b/data/cora/cora.content
new file mode 100755
index 0000000..2320539
--- /dev/null
+++ b/data/cora/cora.content
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diff --git a/examples/cora_node_classification.jl b/examples/cora_node_classification.jl
new file mode 100644
index 0000000..7475ddf
--- /dev/null
+++ b/examples/cora_node_classification.jl
@@ -0,0 +1,2792 @@
+using Random
+using Statistics
+using LinearAlgebra
+using Lux
+using Optimisers
+using NNlib
+using SimpleHypergraphs
+using HyperGraphNeuralNetworks
+using Enzyme
+
+const RANDOM_SEED = 1234
+const HIDDEN_DIM = 64
+const TRAIN_FRACTION = 0.60
+const VALIDATION_FRACTION = 0.20
+const NUMBER_OF_EPOCHS = 100
+const LEARNING_RATE = 1.0f-3
+
+println()
+println("Cora Node Classification Proof of Concept")
+println("Random seed: ", RANDOM_SEED)
+
+Random.seed!(RANDOM_SEED)
+
+function load_cora_dataset(
+    content_path::AbstractString,
+    citations_path::AbstractString,
+)
+    println("Loading Cora dataset...")
+
+    isfile(content_path) ||
+        error("Cora content file not found: $content_path")
+
+    isfile(citations_path) ||
+        error("Cora citation file not found: $citations_path")
+
+    content_lines = readlines(content_path)
+
+    isempty(content_lines) &&
+        error("The Cora content file is empty.")
+
+    first_fields = split(strip(content_lines[1]))
+
+    number_of_features = length(first_fields) - 2
+
+    number_of_features > 0 ||
+        error("Could not determine the Cora feature dimension.")
+
+    number_of_papers = length(content_lines)
+
+    paper_ids = Vector{Int}(undef, number_of_papers)
+
+    X = zeros(
+        Float32,
+        number_of_papers,
+        number_of_features,
+    )
+
+    raw_labels = Vector{String}(undef, number_of_papers)
+
+    for (row_index, line) in enumerate(content_lines)
+        fields = split(strip(line))
+
+        expected_fields = number_of_features + 2
+
+        length(fields) == expected_fields ||
+            error(
+                "Malformed Cora content row $row_index. " *
+                "Expected $expected_fields fields but found $(length(fields))."
+            )
+
+        paper_ids[row_index] = parse(Int, fields[1])
+
+        for feature_index in 1:number_of_features
+            X[row_index, feature_index] =
+                parse(Float32, fields[feature_index + 1])
+        end
+
+        raw_labels[row_index] = fields[end]
+    end
+
+    class_names = sort(unique(raw_labels))
+
+    class_to_index = Dict(
+        class_name => index
+        for (index, class_name) in enumerate(class_names)
+    )
+
+    y = [
+        class_to_index[label]
+        for label in raw_labels
+    ]
+
+    citation_lines = readlines(citations_path)
+
+    citations = Tuple{Int, Int}[]
+
+    for (line_number, line) in enumerate(citation_lines)
+        fields = split(strip(line))
+
+        length(fields) == 2 ||
+            error(
+                "Malformed Cora citation row $line_number."
+            )
+
+        source_id = parse(Int, fields[1])
+        target_id = parse(Int, fields[2])
+
+        push!(
+            citations,
+            (source_id, target_id),
+        )
+    end
+
+    println()
+    println("Dataset summary")
+    println("Number of papers: ", number_of_papers)
+    println("Number of input features: ", number_of_features)
+    println("Number of citation records: ", length(citations))
+    println("Number of classes: ", length(class_names))
+    println("Class mapping: ", class_to_index)
+
+    println()
+    println("Class distribution:")
+
+    for class_name in class_names
+        class_index = class_to_index[class_name]
+
+        count_in_class = count(
+            ==(class_index),
+            y,
+        )
+
+        percentage =
+            100 * count_in_class / number_of_papers
+
+        println(
+            "  ",
+            class_name,
+            ": ",
+            count_in_class,
+            " (",
+            round(percentage; digits = 2),
+            "%)",
+        )
+    end
+
+    return (
+        paper_ids = paper_ids,
+        X = X,
+        y = Int.(y),
+        raw_labels = raw_labels,
+        class_names = class_names,
+        class_to_index = class_to_index,
+        citations = citations,
+        number_of_papers = number_of_papers,
+        number_of_features = number_of_features,
+        number_of_classes = length(class_names),
+    )
+end
+
+function build_paper_id_mapping(paper_ids)
+    id_to_index = Dict{Int, Int}()
+
+    for (index, paper_id) in enumerate(paper_ids)
+        haskey(id_to_index, paper_id) &&
+            error("Duplicate paper ID found: $paper_id")
+
+        id_to_index[paper_id] = index
+    end
+
+    println()
+    println(
+        "Paper ID mapping created for ",
+        length(id_to_index),
+        " papers.",
+    )
+
+    return id_to_index
+end
+
+function validate_citations(
+    citations,
+    id_to_index,
+)
+    valid_citations = Tuple{Int, Int}[]
+    discarded_citations = 0
+
+    for (source_id, target_id) in citations
+        if haskey(id_to_index, source_id) &&
+           haskey(id_to_index, target_id)
+
+            push!(
+                valid_citations,
+                (source_id, target_id),
+            )
+        else
+            discarded_citations += 1
+        end
+    end
+
+    println()
+    println("Citation validation")
+    println("Original citations: ", length(citations))
+    println("Valid citations: ", length(valid_citations))
+    println("Discarded citations: ", discarded_citations)
+
+    isempty(valid_citations) &&
+        error("No valid citations remain after validation.")
+
+    return valid_citations
+end
+
+function build_directed_incidence_matrices(
+    valid_citations,
+    id_to_index,
+    number_of_vertices,
+)
+    number_of_hyperedges = length(valid_citations)
+
+    incidence_tail = zeros(
+        Float32,
+        number_of_vertices,
+        number_of_hyperedges,
+    )
+
+    incidence_head = zeros(
+        Float32,
+        number_of_vertices,
+        number_of_hyperedges,
+    )
+
+    for (
+        hyperedge_index,
+        (source_id, target_id),
+    ) in enumerate(valid_citations)
+
+        source_index = id_to_index[source_id]
+        target_index = id_to_index[target_id]
+
+        incidence_tail[
+            source_index,
+            hyperedge_index,
+        ] = 1.0f0
+
+        incidence_head[
+            target_index,
+            hyperedge_index,
+        ] = 1.0f0
+    end
+
+    println()
+    println("Directed incidence representation")
+    println(
+        "Tail incidence matrix size: ",
+        size(incidence_tail),
+    )
+    println(
+        "Head incidence matrix size: ",
+        size(incidence_head),
+    )
+    println(
+        "Tail memberships: ",
+        Int(sum(incidence_tail)),
+    )
+    println(
+        "Head memberships: ",
+        Int(sum(incidence_head)),
+    )
+
+    size(incidence_tail) == size(incidence_head) ||
+        error("Tail and head incidence matrices have different sizes.")
+
+    all(
+        vec(sum(incidence_tail; dims = 1)) .== 1.0f0
+    ) || error(
+        "Each citation hyperedge must have exactly one tail vertex."
+    )
+
+    all(
+        vec(sum(incidence_head; dims = 1)) .== 1.0f0
+    ) || error(
+        "Each citation hyperedge must have exactly one head vertex."
+    )
+
+    println("Incidence matrix validation passed.")
+
+    return incidence_tail, incidence_head
+end
+function construct_hgnn_dihypergraph(
+    incidence_tail,
+    incidence_head,
+)
+    number_of_vertices,
+    number_of_hyperedges = size(incidence_tail)
+
+    println()
+    println("Constructing HGNNDiHypergraph...")
+
+    tail_hypergraph = Hypergraph{Float32}(
+        number_of_vertices,
+        number_of_hyperedges,
+    )
+
+    head_hypergraph = Hypergraph{Float32}(
+        number_of_vertices,
+        number_of_hyperedges,
+    )
+
+    for hyperedge_index in 1:number_of_hyperedges
+        tail_vertices = findall(
+            !iszero,
+            view(
+                incidence_tail,
+                :,
+                hyperedge_index,
+            ),
+        )
+
+        head_vertices = findall(
+            !iszero,
+            view(
+                incidence_head,
+                :,
+                hyperedge_index,
+            ),
+        )
+
+        for vertex_index in tail_vertices
+            tail_hypergraph[
+                vertex_index,
+                hyperedge_index,
+            ] = incidence_tail[
+                vertex_index,
+                hyperedge_index,
+            ]
+        end
+
+        for vertex_index in head_vertices
+            head_hypergraph[
+                vertex_index,
+                hyperedge_index,
+            ] = incidence_head[
+                vertex_index,
+                hyperedge_index,
+            ]
+        end
+    end
+
+    directed_hypergraph =
+        HGNNDiHypergraph{
+            Float32,
+            Dict{Int, Float32},
+        }(
+            tail_hypergraph,
+            head_hypergraph,
+        )
+
+    println(
+        "Directed hypergraph successfully created."
+    )
+
+    println(
+        "Hypergraph vertices: ",
+        number_of_vertices,
+    )
+
+    println(
+        "Hypergraph hyperedges: ",
+        number_of_hyperedges,
+    )
+
+    println(
+        "HGNNDiHypergraph validation passed."
+    )
+
+    return directed_hypergraph
+end
+function compute_directed_graph_statistics(
+    incidence_tail,
+    incidence_head,
+)
+    outgoing_degree =
+        vec(sum(incidence_tail; dims = 2))
+
+    incoming_degree =
+        vec(sum(incidence_head; dims = 2))
+
+    total_degree =
+        outgoing_degree .+ incoming_degree
+
+    isolated_vertices =
+        count(iszero, total_degree)
+
+    statistics = (
+        mean_outgoing_degree = mean(outgoing_degree),
+        mean_incoming_degree = mean(incoming_degree),
+        mean_total_degree = mean(total_degree),
+        maximum_outgoing_degree = maximum(outgoing_degree),
+        maximum_incoming_degree = maximum(incoming_degree),
+        maximum_total_degree = maximum(total_degree),
+        isolated_vertices = isolated_vertices,
+    )
+
+    println()
+    println("Directed graph statistics")
+
+    println(
+        "Mean outgoing degree: ",
+        round(
+            statistics.mean_outgoing_degree;
+            digits = 3,
+        ),
+    )
+
+    println(
+        "Mean incoming degree: ",
+        round(
+            statistics.mean_incoming_degree;
+            digits = 3,
+        ),
+    )
+
+    println(
+        "Mean total degree: ",
+        round(
+            statistics.mean_total_degree;
+            digits = 3,
+        ),
+    )
+
+    println(
+        "Maximum outgoing degree: ",
+        statistics.maximum_outgoing_degree,
+    )
+
+    println(
+        "Maximum incoming degree: ",
+        statistics.maximum_incoming_degree,
+    )
+
+    println(
+        "Maximum total degree: ",
+        statistics.maximum_total_degree,
+    )
+
+    println(
+        "Isolated vertices: ",
+        statistics.isolated_vertices,
+    )
+
+    return statistics
+end
+
+function row_normalise_features(X)
+    row_sums = sum(X; dims = 2)
+
+    safe_row_sums = ifelse.(
+        iszero.(row_sums),
+        one(eltype(row_sums)),
+        row_sums,
+    )
+
+    return X ./ safe_row_sums
+end
+
+function preprocess_features(X)
+    println()
+    println("Feature preprocessing")
+
+    X_normalised = row_normalise_features(X)
+
+    println(
+        "Original feature matrix size: ",
+        size(X),
+    )
+
+    println(
+        "Normalised feature matrix size: ",
+        size(X_normalised),
+    )
+
+    println(
+        "Non-zero original features: ",
+        count(!iszero, X),
+    )
+
+    println(
+        "Non-zero normalised features: ",
+        count(!iszero, X_normalised),
+    )
+
+    zero_feature_vertices = count(
+        iszero,
+        vec(sum(abs.(X); dims = 2)),
+    )
+
+    println(
+        "Vertices with no active features: ",
+        zero_feature_vertices,
+    )
+
+    all(isfinite, X_normalised) ||
+        error(
+            "Feature preprocessing produced non-finite values."
+        )
+
+    println("Feature preprocessing complete.")
+
+    return Float32.(X_normalised)
+end
+
+function stratified_split(
+    y;
+    train_fraction = TRAIN_FRACTION,
+    validation_fraction = VALIDATION_FRACTION,
+    seed = RANDOM_SEED,
+)
+    train_fraction > 0 ||
+        throw(
+            ArgumentError(
+                "`train_fraction` must be positive."
+            )
+        )
+
+    validation_fraction > 0 ||
+        throw(
+            ArgumentError(
+                "`validation_fraction` must be positive."
+            )
+        )
+
+    train_fraction + validation_fraction < 1 ||
+        throw(
+            ArgumentError(
+                "Training and validation fractions must sum to less than one."
+            )
+        )
+
+    rng = MersenneTwister(seed)
+
+    train_indices = Int[]
+    validation_indices = Int[]
+    test_indices = Int[]
+
+    classes = sort(unique(y))
+
+    for class_label in classes
+        class_indices = findall(
+            ==(class_label),
+            y,
+        )
+
+        shuffle!(rng, class_indices)
+
+        number_in_class = length(class_indices)
+
+        number_train = floor(
+            Int,
+            train_fraction * number_in_class,
+        )
+
+        number_validation = floor(
+            Int,
+            validation_fraction * number_in_class,
+        )
+
+        train_end = number_train
+        validation_start = train_end + 1
+        validation_end =
+            train_end + number_validation
+        test_start = validation_end + 1
+
+        if train_end >= 1
+            append!(
+                train_indices,
+                class_indices[1:train_end],
+            )
+        end
+
+        if validation_start <= validation_end
+            append!(
+                validation_indices,
+                class_indices[
+                    validation_start:validation_end
+                ],
+            )
+        end
+
+        if test_start <= number_in_class
+            append!(
+                test_indices,
+                class_indices[
+                    test_start:number_in_class
+                ],
+            )
+        end
+    end
+
+    shuffle!(rng, train_indices)
+    shuffle!(rng, validation_indices)
+    shuffle!(rng, test_indices)
+
+    return (
+        train = train_indices,
+        validation = validation_indices,
+        test = test_indices,
+    )
+end
+
+function print_split_distribution(
+    split_name,
+    indices,
+    y,
+    class_names,
+)
+    println()
+    println(split_name, " split:")
+    println("  Total nodes: ", length(indices))
+
+    split_labels = y[indices]
+
+    for (
+        class_index,
+        class_name,
+    ) in enumerate(class_names)
+
+        class_count = count(
+            ==(class_index),
+            split_labels,
+        )
+
+        percentage =
+            100 * class_count / length(indices)
+
+        println(
+            "  ",
+            class_name,
+            ": ",
+            class_count,
+            " (",
+            round(percentage; digits = 2),
+            "%)",
+        )
+    end
+end
+
+function prepare_cora()
+    content_path = joinpath(
+        @__DIR__,
+        "..",
+        "data",
+        "cora",
+        "cora.content",
+    )
+
+    citations_path = joinpath(
+        @__DIR__,
+        "..",
+        "data",
+        "cora",
+        "cora.cites",
+    )
+
+    dataset = load_cora_dataset(
+        content_path,
+        citations_path,
+    )
+
+    id_to_index =
+        build_paper_id_mapping(
+            dataset.paper_ids,
+        )
+
+    valid_citations =
+        validate_citations(
+            dataset.citations,
+            id_to_index,
+        )
+
+    incidence_tail,
+    incidence_head =
+        build_directed_incidence_matrices(
+            valid_citations,
+            id_to_index,
+            dataset.number_of_papers,
+        )
+
+    hypergraph = nothing 
+        
+
+    graph_statistics =
+        compute_directed_graph_statistics(
+            incidence_tail,
+            incidence_head,
+        )
+
+    X =
+        preprocess_features(
+            dataset.X,
+        )
+
+    split =
+        stratified_split(
+            dataset.y;
+            train_fraction = TRAIN_FRACTION,
+            validation_fraction = VALIDATION_FRACTION,
+            seed = RANDOM_SEED,
+        )
+
+    train_indices = split.train
+    validation_indices = split.validation
+    test_indices = split.test
+
+    println()
+    println("Data split summary")
+    println(
+        "Training nodes: ",
+        length(train_indices),
+    )
+    println(
+        "Validation nodes: ",
+        length(validation_indices),
+    )
+    println(
+        "Test nodes: ",
+        length(test_indices),
+    )
+
+    print_split_distribution(
+        "Training",
+        train_indices,
+        dataset.y,
+        dataset.class_names,
+    )
+
+    print_split_distribution(
+        "Validation",
+        validation_indices,
+        dataset.y,
+        dataset.class_names,
+    )
+
+    print_split_distribution(
+        "Test",
+        test_indices,
+        dataset.y,
+        dataset.class_names,
+    )
+
+    println()
+    println("Running final consistency checks...")
+
+    number_of_vertices =
+        dataset.number_of_papers
+
+    number_of_hyperedges =
+        length(valid_citations)
+
+    size(X, 1) == number_of_vertices ||
+        error("Feature matrix vertex count mismatch.")
+
+    length(dataset.y) == number_of_vertices ||
+        error("Label count mismatch.")
+
+    size(incidence_tail) ==
+        (
+            number_of_vertices,
+            number_of_hyperedges,
+        ) ||
+        error("Tail incidence matrix size mismatch.")
+
+    size(incidence_head) ==
+        (
+            number_of_vertices,
+            number_of_hyperedges,
+        ) ||
+        error("Head incidence matrix size mismatch.")
+
+    all_indices = vcat(
+        train_indices,
+        validation_indices,
+        test_indices,
+    )
+
+    length(all_indices) == number_of_vertices ||
+        error(
+            "Train, validation and test splits do not cover every node."
+        )
+
+    length(unique(all_indices)) ==
+        number_of_vertices ||
+        error(
+            "Train, validation and test splits overlap."
+        )
+
+    minimum(dataset.y) == 1 ||
+        error("Class indices must start at one.")
+
+    maximum(dataset.y) ==
+        dataset.number_of_classes ||
+        error("Class index mismatch.")
+
+    println("All consistency checks passed.")
+
+    println()
+    println(
+        "Cora proof-of-concept data preparation complete"
+    )
+    println(
+        "Nodes: ",
+        number_of_vertices,
+    )
+    println(
+        "Directed hyperedges: ",
+        number_of_hyperedges,
+    )
+    println(
+        "Features per node: ",
+        dataset.number_of_features,
+    )
+    println(
+        "Prediction classes: ",
+        dataset.number_of_classes,
+    )
+    println(
+        "Training nodes: ",
+        length(train_indices),
+    )
+    println(
+        "Validation nodes: ",
+        length(validation_indices),
+    )
+    println(
+        "Test nodes: ",
+        length(test_indices),
+    )
+
+    return (
+        hypergraph = hypergraph,
+        X = X,
+        y = dataset.y,
+        incidence_tail = incidence_tail,
+        incidence_head = incidence_head,
+        train_indices = train_indices,
+        validation_indices = validation_indices,
+        test_indices = test_indices,
+        class_names = dataset.class_names,
+        class_to_index = dataset.class_to_index,
+        paper_ids = dataset.paper_ids,
+        id_to_index = id_to_index,
+        graph_statistics = graph_statistics,
+        number_of_vertices = number_of_vertices,
+        number_of_hyperedges = number_of_hyperedges,
+        number_of_features = dataset.number_of_features,
+        number_of_classes = dataset.number_of_classes,
+        seed = RANDOM_SEED,
+    )
+end
+struct CoraDirectedClassifier{L, IW, IB} <: Lux.AbstractLuxLayer
+    directed_layer::L
+    hidden_dim::Int
+    number_of_classes::Int
+    init_weight::IW
+    init_bias::IB
+end
+
+function CoraDirectedClassifier(
+    input_dim::Int,
+    hidden_dim::Int,
+    number_of_classes::Int;
+    activation = tanh,
+    normalize::Bool = true,
+    init_weight = Lux.glorot_uniform,
+    init_bias = Lux.zeros32,
+)
+    input_dim > 0 ||
+        throw(
+            ArgumentError(
+                "`input_dim` must be positive."
+            )
+        )
+
+    hidden_dim > 0 ||
+        throw(
+            ArgumentError(
+                "`hidden_dim` must be positive."
+            )
+        )
+
+    number_of_classes > 1 ||
+        throw(
+            ArgumentError(
+                "`number_of_classes` must be greater than one."
+            )
+        )
+
+    directed_layer = DirectedHypergraphLayer(
+        input_dim,
+        0,
+        hidden_dim;
+        activation = activation,
+        normalize = normalize,
+        init_weight = init_weight,
+        init_bias = init_bias,
+    )
+
+    return CoraDirectedClassifier(
+        directed_layer,
+        hidden_dim,
+        number_of_classes,
+        init_weight,
+        init_bias,
+    )
+end
+
+function initialise_classifier_weight(
+    initializer,
+    rng::AbstractRNG,
+    input_dimension::Int,
+    output_dimension::Int,
+)
+    return permutedims(
+        initializer(
+            rng,
+            output_dimension,
+            input_dimension,
+        )
+    )
+end
+
+function initialise_classifier_bias(
+    initializer,
+    rng::AbstractRNG,
+    output_dimension::Int,
+)
+    return permutedims(
+        initializer(
+            rng,
+            output_dimension,
+            1,
+        )
+    )
+end
+
+function Lux.initialparameters(
+    rng::AbstractRNG,
+    model::CoraDirectedClassifier,
+)
+    directed_parameters =
+        Lux.initialparameters(
+            rng,
+            model.directed_layer,
+        )
+
+    W_output =
+        initialise_classifier_weight(
+            model.init_weight,
+            rng,
+            model.hidden_dim,
+            model.number_of_classes,
+        )
+
+    b_output =
+        initialise_classifier_bias(
+            model.init_bias,
+            rng,
+            model.number_of_classes,
+        )
+
+    return (
+        directed_layer = directed_parameters,
+        W_output = W_output,
+        b_output = b_output,
+    )
+end
+
+function Lux.initialstates(
+    rng::AbstractRNG,
+    model::CoraDirectedClassifier,
+)
+    directed_state =
+        Lux.initialstates(
+            rng,
+            model.directed_layer,
+        )
+
+    return (
+        directed_layer = directed_state,
+    )
+end
+
+function Lux.parameterlength(
+    model::CoraDirectedClassifier,
+)
+    directed_parameters =
+        Lux.parameterlength(
+            model.directed_layer,
+        )
+
+    output_parameters =
+        model.hidden_dim *
+        model.number_of_classes +
+        model.number_of_classes
+
+    return directed_parameters +
+           output_parameters
+end
+
+function Lux.statelength(
+    model::CoraDirectedClassifier,
+)
+    return Lux.statelength(
+        model.directed_layer,
+    )
+end
+
+function cora_forward(
+    model::CoraDirectedClassifier,
+    input,
+    ps,
+    st,
+)
+    X,
+    incidence_tail,
+    incidence_head = input
+
+    directed_output,
+    new_directed_state =
+        model.directed_layer(
+            (
+                X,
+                incidence_tail,
+                incidence_head,
+            ),
+            ps.directed_layer,
+            st.directed_layer,
+        )
+
+    hidden_vertices =
+        directed_output.updated_vertices
+
+    logits =
+        hidden_vertices *
+        ps.W_output .+
+        ps.b_output
+
+    new_state = (
+        directed_layer = new_directed_state,
+    )
+
+    output = (
+        logits = logits,
+        hidden_vertices = hidden_vertices,
+        hidden_hyperedges =
+            directed_output.updated_hyperedges,
+    )
+
+    return output, new_state
+end
+
+function log_softmax_rows(logits)
+    maximum_logits =
+        maximum(
+            logits;
+            dims = 2,
+        )
+
+    shifted_logits =
+        logits .- maximum_logits
+
+    log_denominator =
+        log.(
+            sum(
+                exp.(shifted_logits);
+                dims = 2,
+            )
+        )
+
+    return shifted_logits .-
+           log_denominator
+end
+
+function classification_loss(
+    logits,
+    labels,
+    indices,
+)
+    isempty(indices) &&
+        throw(
+            ArgumentError(
+                "Cannot calculate loss for an empty index set."
+            )
+        )
+
+    selected_logits =
+        logits[
+            indices,
+            :,
+        ]
+
+    selected_labels =
+        labels[
+            indices
+        ]
+
+    log_probabilities =
+        log_softmax_rows(
+            selected_logits,
+        )
+
+    total_loss =
+        zero(eltype(logits))
+
+    for (
+        local_index,
+        class_index,
+    ) in enumerate(selected_labels)
+
+        total_loss -=
+            log_probabilities[
+                local_index,
+                class_index,
+            ]
+    end
+
+    return total_loss /
+           length(selected_labels)
+end
+
+function predicted_classes(
+    logits,
+)
+    number_of_vertices =
+        size(logits, 1)
+
+    predictions =
+        Vector{Int}(
+            undef,
+            number_of_vertices,
+        )
+
+    for vertex_index in 1:number_of_vertices
+        predictions[vertex_index] =
+            argmax(
+                view(
+                    logits,
+                    vertex_index,
+                    :,
+                )
+            )
+    end
+
+    return predictions
+end
+
+function classification_accuracy(
+    logits,
+    labels,
+    indices,
+)
+    isempty(indices) &&
+        return 0.0
+
+    predictions =
+        predicted_classes(
+            logits,
+        )
+
+    correct =
+        count(
+            predictions[indices] .==
+            labels[indices]
+        )
+
+    return correct /
+           length(indices)
+end
+
+function confusion_matrix(
+    logits,
+    labels,
+    indices,
+    number_of_classes,
+)
+    predictions =
+        predicted_classes(
+            logits,
+        )
+
+    matrix =
+        zeros(
+            Int,
+            number_of_classes,
+            number_of_classes,
+        )
+
+    for vertex_index in indices
+        actual =
+            labels[vertex_index]
+
+        predicted =
+            predictions[vertex_index]
+
+        matrix[
+            actual,
+            predicted,
+        ] += 1
+    end
+
+    return matrix
+end
+
+function per_class_accuracy(
+    logits,
+    labels,
+    indices,
+    class_names,
+)
+    predictions =
+        predicted_classes(
+            logits,
+        )
+
+    results =
+        NamedTuple[]
+
+    for (
+        class_index,
+        class_name,
+    ) in enumerate(class_names)
+
+        class_indices =
+            [
+                index
+                for index in indices
+                if labels[index] ==
+                   class_index
+            ]
+
+        number_in_class =
+            length(class_indices)
+
+        correct =
+            number_in_class == 0 ?
+            0 :
+            count(
+                predictions[class_indices] .==
+                class_index
+            )
+
+        accuracy =
+            number_in_class == 0 ?
+            0.0 :
+            correct / number_in_class
+
+        push!(
+            results,
+            (
+                class_name = class_name,
+                total = number_in_class,
+                correct = correct,
+                accuracy = accuracy,
+            ),
+        )
+    end
+
+    return results
+end
+
+function print_per_class_accuracy(
+    results,
+)
+    println()
+    println("Per-class test accuracy")
+
+    for result in results
+        println(
+            "  ",
+            result.class_name,
+            ": ",
+            round(
+                100 * result.accuracy;
+                digits = 2,
+            ),
+            "% (",
+            result.correct,
+            "/",
+            result.total,
+            ")",
+        )
+    end
+end
+
+function print_confusion_matrix(
+    matrix,
+    class_names,
+)
+    println()
+    println("Test confusion matrix")
+    println(
+        "Rows represent true classes; columns represent predicted classes."
+    )
+
+    print("      ")
+
+    for class_index in eachindex(class_names)
+        print(
+            lpad(
+                string(class_index),
+                6,
+            )
+        )
+    end
+
+    println()
+
+    for row_index in axes(matrix, 1)
+        print(
+            lpad(
+                string(row_index),
+                5,
+            ),
+            " ",
+        )
+
+        for column_index in axes(matrix, 2)
+            print(
+                lpad(
+                    string(
+                        matrix[
+                            row_index,
+                            column_index,
+                        ]
+                    ),
+                    6,
+                )
+            )
+        end
+
+        println()
+    end
+
+    println()
+    println("Class index key:")
+
+    for (
+        class_index,
+        class_name,
+    ) in enumerate(class_names)
+        println(
+            "  ",
+            class_index,
+            " = ",
+            class_name,
+        )
+    end
+end
+
+function print_prediction_examples(
+    logits,
+    labels,
+    indices,
+    paper_ids,
+    class_names;
+    number_to_show = 15,
+)
+    predictions =
+        predicted_classes(
+            logits,
+        )
+
+    number_to_show =
+        min(
+            number_to_show,
+            length(indices),
+        )
+
+    println()
+    println("Example test predictions")
+
+    for vertex_index in indices[
+        1:number_to_show
+    ]
+        true_class =
+            class_names[
+                labels[vertex_index]
+            ]
+
+        predicted_class =
+            class_names[
+                predictions[vertex_index]
+            ]
+
+        correct =
+            labels[vertex_index] ==
+            predictions[vertex_index]
+
+        println(
+            "  Paper ",
+            paper_ids[vertex_index],
+            " | true = ",
+            true_class,
+            " | predicted = ",
+            predicted_class,
+            " | correct = ",
+            correct,
+        )
+    end
+end
+
+function model_summary(
+    model,
+    ps,
+    st,
+    cora_data,
+)
+    println()
+    println(
+        "Cora Directed Hypergraph Neural Network"
+    )
+
+    println()
+    println("Model configuration")
+
+    println(
+        "Input dimension: ",
+        cora_data.number_of_features,
+    )
+
+    println(
+        "Hidden dimension: ",
+        model.hidden_dim,
+    )
+
+    println(
+        "Output classes: ",
+        model.number_of_classes,
+    )
+
+    println(
+        "Directed hypergraph layer: DirectedHypergraphLayer"
+    )
+
+    println()
+    println(
+        "Model parameter count: ",
+        Lux.parameterlength(model),
+    )
+
+    println(
+        "Model state count: ",
+        Lux.statelength(model),
+    )
+
+    println()
+    println("Parameter shapes")
+
+    println(
+        "  Directed W_vertex: ",
+        size(
+            ps.directed_layer.W_vertex
+        ),
+    )
+
+    println(
+        "  Directed b_vertex: ",
+        size(
+            ps.directed_layer.b_vertex
+        ),
+    )
+
+    println(
+        "  Directed W_hyperedge: ",
+        size(
+            ps.directed_layer.W_hyperedge
+        ),
+    )
+
+    println(
+        "  Directed b_hyperedge: ",
+        size(
+            ps.directed_layer.b_hyperedge
+        ),
+    )
+
+    println(
+        "  Directed W_vertex_update: ",
+        size(
+            ps.directed_layer.W_vertex_update
+        ),
+    )
+
+    println(
+        "  Directed b_vertex_update: ",
+        size(
+            ps.directed_layer.b_vertex_update
+        ),
+    )
+
+    println(
+        "  Output W_output: ",
+        size(ps.W_output),
+    )
+
+    println(
+        "  Output b_output: ",
+        size(ps.b_output),
+    )
+
+    println(
+        "  State keys: ",
+        keys(st),
+    )
+end
+
+function evaluate_model(
+    model,
+    ps,
+    st,
+    cora_data,
+)
+    input = (
+        cora_data.X,
+        cora_data.incidence_tail,
+        cora_data.incidence_head,
+    )
+
+    output,
+    new_state =
+        cora_forward(
+            model,
+            input,
+            ps,
+            st,
+        )
+
+    train_loss =
+        classification_loss(
+            output.logits,
+            cora_data.y,
+            cora_data.train_indices,
+        )
+
+    validation_loss =
+        classification_loss(
+            output.logits,
+            cora_data.y,
+            cora_data.validation_indices,
+        )
+
+    test_loss =
+        classification_loss(
+            output.logits,
+            cora_data.y,
+            cora_data.test_indices,
+        )
+
+    train_accuracy =
+        classification_accuracy(
+            output.logits,
+            cora_data.y,
+            cora_data.train_indices,
+        )
+
+    validation_accuracy =
+        classification_accuracy(
+            output.logits,
+            cora_data.y,
+            cora_data.validation_indices,
+        )
+
+    test_accuracy =
+        classification_accuracy(
+            output.logits,
+            cora_data.y,
+            cora_data.test_indices,
+        )
+
+    return (
+        output = output,
+        state = new_state,
+        train_loss = train_loss,
+        validation_loss = validation_loss,
+        test_loss = test_loss,
+        train_accuracy = train_accuracy,
+        validation_accuracy =
+            validation_accuracy,
+        test_accuracy = test_accuracy,
+    )
+end
+
+function print_evaluation(
+    evaluation;
+    prefix = "",
+)
+    if !isempty(prefix)
+        println(prefix)
+    end
+
+    println(
+        "  Training loss: ",
+        round(
+            evaluation.train_loss;
+            digits = 5,
+        ),
+    )
+
+    println(
+        "  Validation loss: ",
+        round(
+            evaluation.validation_loss;
+            digits = 5,
+        ),
+    )
+
+    println(
+        "  Test loss: ",
+        round(
+            evaluation.test_loss;
+            digits = 5,
+        ),
+    )
+
+    println(
+        "  Training accuracy: ",
+        round(
+            100 *
+            evaluation.train_accuracy;
+            digits = 2,
+        ),
+        "%",
+    )
+
+    println(
+        "  Validation accuracy: ",
+        round(
+            100 *
+            evaluation.validation_accuracy;
+            digits = 2,
+        ),
+        "%",
+    )
+
+    println(
+        "  Test accuracy: ",
+        round(
+            100 *
+            evaluation.test_accuracy;
+            digits = 2,
+        ),
+        "%",
+    )
+end
+function copy_parameters(ps)
+    return (
+        directed_layer = (
+            W_vertex =
+                copy(ps.directed_layer.W_vertex),
+
+            b_vertex =
+                copy(ps.directed_layer.b_vertex),
+
+            W_hyperedge =
+                copy(ps.directed_layer.W_hyperedge),
+
+            b_hyperedge =
+                copy(ps.directed_layer.b_hyperedge),
+
+            W_vertex_update =
+                copy(
+                    ps.directed_layer.W_vertex_update
+                ),
+
+            b_vertex_update =
+                copy(
+                    ps.directed_layer.b_vertex_update
+                ),
+        ),
+
+        W_output =
+            copy(ps.W_output),
+
+        b_output =
+            copy(ps.b_output),
+    )
+end
+
+
+function zero_like_parameters(ps)
+    return (
+        directed_layer = (
+            W_vertex =
+                zeros(
+                    eltype(
+                        ps.directed_layer.W_vertex
+                    ),
+                    size(
+                        ps.directed_layer.W_vertex
+                    ),
+                ),
+
+            b_vertex =
+                zeros(
+                    eltype(
+                        ps.directed_layer.b_vertex
+                    ),
+                    size(
+                        ps.directed_layer.b_vertex
+                    ),
+                ),
+
+            W_hyperedge =
+                zeros(
+                    eltype(
+                        ps.directed_layer.W_hyperedge
+                    ),
+                    size(
+                        ps.directed_layer.W_hyperedge
+                    ),
+                ),
+
+            b_hyperedge =
+                zeros(
+                    eltype(
+                        ps.directed_layer.b_hyperedge
+                    ),
+                    size(
+                        ps.directed_layer.b_hyperedge
+                    ),
+                ),
+
+            W_vertex_update =
+                zeros(
+                    eltype(
+                        ps.directed_layer.W_vertex_update
+                    ),
+                    size(
+                        ps.directed_layer.W_vertex_update
+                    ),
+                ),
+
+            b_vertex_update =
+                zeros(
+                    eltype(
+                        ps.directed_layer.b_vertex_update
+                    ),
+                    size(
+                        ps.directed_layer.b_vertex_update
+                    ),
+                ),
+        ),
+
+        W_output =
+            zeros(
+                eltype(ps.W_output),
+                size(ps.W_output),
+            ),
+
+        b_output =
+            zeros(
+                eltype(ps.b_output),
+                size(ps.b_output),
+            ),
+    )
+end
+
+
+function training_objective(
+    model,
+    ps,
+    st,
+    X,
+    incidence_tail,
+    incidence_head,
+    labels,
+    train_indices,
+    weight_decay,
+)
+    output, _ =
+        cora_forward(
+            model,
+            (
+                X,
+                incidence_tail,
+                incidence_head,
+            ),
+            ps,
+            st,
+        )
+
+    data_loss =
+        classification_loss(
+            output.logits,
+            labels,
+            train_indices,
+        )
+
+    regularisation =
+        sum(
+            abs2,
+            ps.directed_layer.W_vertex,
+        ) +
+        sum(
+            abs2,
+            ps.directed_layer.W_hyperedge,
+        ) +
+        sum(
+            abs2,
+            ps.directed_layer.W_vertex_update,
+        ) +
+        sum(
+            abs2,
+            ps.W_output,
+        )
+
+    return data_loss +
+           weight_decay *
+           regularisation
+end
+
+
+function compute_gradients(
+    model,
+    ps,
+    st,
+    cora_data,
+    weight_decay,
+)
+    gradient_parameters =
+        zero_like_parameters(ps)
+
+    Enzyme.autodiff(
+        Enzyme.set_runtime_activity(Enzyme.Reverse),
+        training_objective,
+        Enzyme.Const(model),
+        Enzyme.Duplicated(
+            ps,
+            gradient_parameters,
+        ),
+        Enzyme.Const(st),
+        Enzyme.Const(cora_data.X),
+        Enzyme.Const(
+            cora_data.incidence_tail
+        ),
+        Enzyme.Const(
+            cora_data.incidence_head
+        ),
+        Enzyme.Const(cora_data.y),
+        Enzyme.Const(
+            cora_data.train_indices
+        ),
+        Enzyme.Const(weight_decay),
+    )
+
+    return gradient_parameters
+end
+
+
+function all_gradients_finite(
+    gradients,
+)
+    arrays = (
+        gradients.directed_layer.W_vertex,
+        gradients.directed_layer.b_vertex,
+        gradients.directed_layer.W_hyperedge,
+        gradients.directed_layer.b_hyperedge,
+        gradients.directed_layer.W_vertex_update,
+        gradients.directed_layer.b_vertex_update,
+        gradients.W_output,
+        gradients.b_output,
+    )
+
+    return all(
+        array -> all(isfinite, array),
+        arrays,
+    )
+end
+
+
+function gradient_norm(
+    gradients,
+)
+    squared_norm =
+        sum(
+            abs2,
+            gradients.directed_layer.W_vertex,
+        ) +
+        sum(
+            abs2,
+            gradients.directed_layer.b_vertex,
+        ) +
+        sum(
+            abs2,
+            gradients.directed_layer.W_hyperedge,
+        ) +
+        sum(
+            abs2,
+            gradients.directed_layer.b_hyperedge,
+        ) +
+        sum(
+            abs2,
+            gradients.directed_layer.W_vertex_update,
+        ) +
+        sum(
+            abs2,
+            gradients.directed_layer.b_vertex_update,
+        ) +
+        sum(
+            abs2,
+            gradients.W_output,
+        ) +
+        sum(
+            abs2,
+            gradients.b_output,
+        )
+
+    return sqrt(squared_norm)
+end
+
+
+function train_cora_model(
+    model,
+    ps,
+    st,
+    cora_data;
+    epochs = NUMBER_OF_EPOCHS,
+    learning_rate = LEARNING_RATE,
+    weight_decay = 1.0f-5,
+)
+    epochs > 0 ||
+        throw(
+            ArgumentError(
+                "`epochs` must be positive."
+            )
+        )
+
+    learning_rate > 0 ||
+        throw(
+            ArgumentError(
+                "`learning_rate` must be positive."
+            )
+        )
+
+    weight_decay >= 0 ||
+        throw(
+            ArgumentError(
+                "`weight_decay` cannot be negative."
+            )
+        )
+
+    println()
+    println("Training configuration")
+    println("Epochs: ", epochs)
+    println(
+        "Learning rate: ",
+        learning_rate,
+    )
+    println(
+        "Weight decay: ",
+        weight_decay,
+    )
+    println(
+        "Optimiser: Adam"
+    )
+    println(
+        "Automatic differentiation: Enzyme"
+    )
+
+    optimiser =
+        Optimisers.Adam(
+            learning_rate,
+        )
+
+    optimiser_state =
+        Optimisers.setup(
+            optimiser,
+            ps,
+        )
+
+    current_ps =
+        ps
+
+    current_st =
+        st
+
+    best_ps =
+        copy_parameters(
+            current_ps,
+        )
+
+    best_validation_loss =
+        Inf
+
+    best_validation_accuracy =
+        0.0
+
+    best_epoch =
+        0
+
+    training_losses =
+        Float64[]
+
+    validation_losses =
+        Float64[]
+
+    training_accuracies =
+        Float64[]
+
+    validation_accuracies =
+        Float64[]
+
+    gradient_norms =
+        Float64[]
+
+    println()
+    println("Beginning model training...")
+
+    for epoch in 1:epochs
+
+        gradients =
+            compute_gradients(
+                model,
+                current_ps,
+                current_st,
+                cora_data,
+                weight_decay,
+            )
+
+        all_gradients_finite(
+            gradients
+        ) || error(
+            "Non-finite gradient detected at epoch $epoch."
+        )
+
+        current_gradient_norm =
+            gradient_norm(
+                gradients,
+            )
+
+        push!(
+            gradient_norms,
+            Float64(
+                current_gradient_norm
+            ),
+        )
+
+        optimiser_state,
+        current_ps =
+            Optimisers.update(
+                optimiser_state,
+                current_ps,
+                gradients,
+            )
+
+        evaluation =
+            evaluate_model(
+                model,
+                current_ps,
+                current_st,
+                cora_data,
+            )
+
+        current_st =
+            evaluation.state
+
+        train_loss =
+            Float64(
+                evaluation.train_loss
+            )
+
+        validation_loss =
+            Float64(
+                evaluation.validation_loss
+            )
+
+        train_accuracy =
+            Float64(
+                evaluation.train_accuracy
+            )
+
+        validation_accuracy =
+            Float64(
+                evaluation.validation_accuracy
+            )
+
+        push!(
+            training_losses,
+            train_loss,
+        )
+
+        push!(
+            validation_losses,
+            validation_loss,
+        )
+
+        push!(
+            training_accuracies,
+            train_accuracy,
+        )
+
+        push!(
+            validation_accuracies,
+            validation_accuracy,
+        )
+
+        if validation_loss <
+           best_validation_loss
+
+            best_validation_loss =
+                validation_loss
+
+            best_validation_accuracy =
+                validation_accuracy
+
+            best_epoch =
+                epoch
+
+            best_ps =
+                copy_parameters(
+                    current_ps,
+                )
+        end
+
+        if epoch == 1 ||
+           epoch % 10 == 0 ||
+           epoch == epochs
+
+            println(
+                "Epoch ",
+                lpad(
+                    string(epoch),
+                    length(
+                        string(epochs)
+                    ),
+                ),
+                "/",
+                epochs,
+                " | train loss = ",
+                round(
+                    train_loss;
+                    digits = 4,
+                ),
+                " | val loss = ",
+                round(
+                    validation_loss;
+                    digits = 4,
+                ),
+                " | train acc = ",
+                round(
+                    100 * train_accuracy;
+                    digits = 2,
+                ),
+                "% | val acc = ",
+                round(
+                    100 *
+                    validation_accuracy;
+                    digits = 2,
+                ),
+                "% | grad norm = ",
+                round(
+                    current_gradient_norm;
+                    digits = 4,
+                ),
+            )
+        end
+    end
+
+    println()
+    println("Training complete.")
+
+    println(
+        "Best epoch: ",
+        best_epoch,
+    )
+
+    println(
+        "Best validation loss: ",
+        round(
+            best_validation_loss;
+            digits = 5,
+        ),
+    )
+
+    println(
+        "Validation accuracy at best epoch: ",
+        round(
+            100 *
+            best_validation_accuracy;
+            digits = 2,
+        ),
+        "%",
+    )
+
+    history = (
+        training_losses =
+            training_losses,
+
+        validation_losses =
+            validation_losses,
+
+        training_accuracies =
+            training_accuracies,
+
+        validation_accuracies =
+            validation_accuracies,
+
+        gradient_norms =
+            gradient_norms,
+
+        best_epoch =
+            best_epoch,
+
+        best_validation_loss =
+            best_validation_loss,
+
+        best_validation_accuracy =
+            best_validation_accuracy,
+    )
+
+    return (
+        parameters = best_ps,
+        state = current_st,
+        history = history,
+    )
+end
+
+
+function print_training_history_summary(
+    history,
+)
+    println()
+    println("Training history summary")
+
+    println(
+        "Initial training loss: ",
+        round(
+            first(
+                history.training_losses
+            );
+            digits = 5,
+        ),
+    )
+
+    println(
+        "Final training loss: ",
+        round(
+            last(
+                history.training_losses
+            );
+            digits = 5,
+        ),
+    )
+
+    println(
+        "Initial validation loss: ",
+        round(
+            first(
+                history.validation_losses
+            );
+            digits = 5,
+        ),
+    )
+
+    println(
+        "Final validation loss: ",
+        round(
+            last(
+                history.validation_losses
+            );
+            digits = 5,
+        ),
+    )
+
+    println(
+        "Initial training accuracy: ",
+        round(
+            100 *
+            first(
+                history.training_accuracies
+            );
+            digits = 2,
+        ),
+        "%",
+    )
+
+    println(
+        "Final training accuracy: ",
+        round(
+            100 *
+            last(
+                history.training_accuracies
+            );
+            digits = 2,
+        ),
+        "%",
+    )
+
+    println(
+        "Initial validation accuracy: ",
+        round(
+            100 *
+            first(
+                history.validation_accuracies
+            );
+            digits = 2,
+        ),
+        "%",
+    )
+
+    println(
+        "Final validation accuracy: ",
+        round(
+            100 *
+            last(
+                history.validation_accuracies
+            );
+            digits = 2,
+        ),
+        "%",
+    )
+
+    println(
+        "Best epoch: ",
+        history.best_epoch,
+    )
+end
+function run_cora_experiment(
+    cora_data;
+    hidden_dim = HIDDEN_DIM,
+    epochs = NUMBER_OF_EPOCHS,
+    learning_rate = LEARNING_RATE,
+    weight_decay = 1.0f-5,
+    seed = RANDOM_SEED,
+)
+    println()
+    println(
+        "Cora Directed Hypergraph Neural Network"
+    )
+
+    rng =
+        MersenneTwister(seed)
+
+    model =
+        CoraDirectedClassifier(
+            cora_data.number_of_features,
+            hidden_dim,
+            cora_data.number_of_classes;
+            activation = tanh,
+            normalize = true,
+        )
+
+    ps, st =
+        Lux.setup(
+            rng,
+            model,
+        )
+
+    model_summary(
+        model,
+        ps,
+        st,
+        cora_data,
+    )
+
+    input = (
+        cora_data.X,
+        cora_data.incidence_tail,
+        cora_data.incidence_head,
+    )
+
+    println()
+    println("Testing initial forward pass...")
+
+    initial_output,
+    initial_state =
+        cora_forward(
+            model,
+            input,
+            ps,
+            st,
+        )
+
+    println(
+        "Vertex representation size: ",
+        size(
+            initial_output.hidden_vertices
+        ),
+    )
+
+    println(
+        "Hyperedge representation size: ",
+        size(
+            initial_output.hidden_hyperedges
+        ),
+    )
+
+    println(
+        "Output logits size: ",
+        size(
+            initial_output.logits
+        ),
+    )
+
+    expected_vertex_size = (
+        cora_data.number_of_vertices,
+        hidden_dim,
+    )
+
+    expected_hyperedge_size = (
+        cora_data.number_of_hyperedges,
+        hidden_dim,
+    )
+
+    expected_logit_size = (
+        cora_data.number_of_vertices,
+        cora_data.number_of_classes,
+    )
+
+    size(
+        initial_output.hidden_vertices
+    ) == expected_vertex_size ||
+        error(
+            "Unexpected vertex representation size."
+        )
+
+    size(
+        initial_output.hidden_hyperedges
+    ) == expected_hyperedge_size ||
+        error(
+            "Unexpected hyperedge representation size."
+        )
+
+    size(
+        initial_output.logits
+    ) == expected_logit_size ||
+        error(
+            "Unexpected classifier output size."
+        )
+
+    all(
+        isfinite,
+        initial_output.hidden_vertices,
+    ) ||
+        error(
+            "Initial vertex representations contain non-finite values."
+        )
+
+    all(
+        isfinite,
+        initial_output.hidden_hyperedges,
+    ) ||
+        error(
+            "Initial hyperedge representations contain non-finite values."
+        )
+
+    all(
+        isfinite,
+        initial_output.logits,
+    ) ||
+        error(
+            "Initial logits contain non-finite values."
+        )
+
+    println(
+        "Initial forward pass successful."
+    )
+
+    println()
+    println("Initial model performance")
+
+    initial_evaluation =
+        evaluate_model(
+            model,
+            ps,
+            initial_state,
+            cora_data,
+        )
+
+    print_evaluation(
+        initial_evaluation,
+    )
+
+    println()
+    println(
+        "Checking Enzyme gradient computation..."
+    )
+
+    initial_gradients =
+        compute_gradients(
+            model,
+            ps,
+            initial_state,
+            cora_data,
+            weight_decay,
+        )
+
+    all_gradients_finite(
+        initial_gradients
+    ) ||
+        error(
+            "Initial gradient check produced non-finite values."
+        )
+
+    initial_gradient_norm =
+        gradient_norm(
+            initial_gradients,
+        )
+
+    println(
+        "Initial gradient norm: ",
+        round(
+            initial_gradient_norm;
+            digits = 6,
+        ),
+    )
+
+    isfinite(
+        initial_gradient_norm
+    ) ||
+        error(
+            "Initial gradient norm is not finite."
+        )
+
+    println(
+        "Enzyme gradient check successful."
+    )
+
+    training_result =
+        train_cora_model(
+            model,
+            ps,
+            initial_state,
+            cora_data;
+            epochs = epochs,
+            learning_rate = learning_rate,
+            weight_decay = weight_decay,
+        )
+
+    best_ps =
+        training_result.parameters
+
+    final_st =
+        training_result.state
+
+    history =
+        training_result.history
+
+    print_training_history_summary(
+        history,
+    )
+
+    println()
+    println(
+        "Evaluating best validation model..."
+    )
+
+    final_evaluation =
+        evaluate_model(
+            model,
+            best_ps,
+            final_st,
+            cora_data,
+        )
+
+    println()
+    println("Final model performance")
+
+    print_evaluation(
+        final_evaluation,
+    )
+
+    test_confusion_matrix =
+        confusion_matrix(
+            final_evaluation.output.logits,
+            cora_data.y,
+            cora_data.test_indices,
+            cora_data.number_of_classes,
+        )
+
+    print_confusion_matrix(
+        test_confusion_matrix,
+        cora_data.class_names,
+    )
+
+    class_results =
+        per_class_accuracy(
+            final_evaluation.output.logits,
+            cora_data.y,
+            cora_data.test_indices,
+            cora_data.class_names,
+        )
+
+    print_per_class_accuracy(
+        class_results,
+    )
+
+    print_prediction_examples(
+        final_evaluation.output.logits,
+        cora_data.y,
+        cora_data.test_indices,
+        cora_data.paper_ids,
+        cora_data.class_names;
+        number_to_show = 15,
+    )
+
+    predictions =
+        predicted_classes(
+            final_evaluation.output.logits,
+        )
+
+    println()
+    println(
+        "Proof-of-concept experiment summary"
+    )
+
+    println(
+        "Dataset: Cora citation network"
+    )
+
+    println(
+        "Number of papers: ",
+        cora_data.number_of_vertices,
+    )
+
+    println(
+        "Number of directed citation hyperedges: ",
+        cora_data.number_of_hyperedges,
+    )
+
+    println(
+        "Input features per paper: ",
+        cora_data.number_of_features,
+    )
+
+    println(
+        "Number of classes: ",
+        cora_data.number_of_classes,
+    )
+
+    println(
+        "Hidden representation dimension: ",
+        hidden_dim,
+    )
+
+    println(
+        "Training nodes: ",
+        length(
+            cora_data.train_indices
+        ),
+    )
+
+    println(
+        "Validation nodes: ",
+        length(
+            cora_data.validation_indices
+        ),
+    )
+
+    println(
+        "Test nodes: ",
+        length(
+            cora_data.test_indices
+        ),
+    )
+
+    println(
+        "Best training epoch: ",
+        history.best_epoch,
+    )
+
+    println(
+        "Final training accuracy: ",
+        round(
+            100 *
+            final_evaluation.train_accuracy;
+            digits = 2,
+        ),
+        "%",
+    )
+
+    println(
+        "Final validation accuracy: ",
+        round(
+            100 *
+            final_evaluation.validation_accuracy;
+            digits = 2,
+        ),
+        "%",
+    )
+
+    println(
+        "Final test accuracy: ",
+        round(
+            100 *
+            final_evaluation.test_accuracy;
+            digits = 2,
+        ),
+        "%",
+    )
+
+    println(
+        "Final training loss: ",
+        round(
+            final_evaluation.train_loss;
+            digits = 5,
+        ),
+    )
+
+    println(
+        "Final validation loss: ",
+        round(
+            final_evaluation.validation_loss;
+            digits = 5,
+        ),
+    )
+
+    println(
+        "Final test loss: ",
+        round(
+            final_evaluation.test_loss;
+            digits = 5,
+        ),
+    )
+
+    println()
+    println(
+        "The proof of concept demonstrates an end-to-end"
+    )
+
+    println(
+        "directed hypergraph node-classification pipeline"
+    )
+
+    println(
+        "using the HyperGraphNeuralNetworks.jl package."
+    )
+
+    return (
+        model = model,
+        parameters = best_ps,
+        state = final_st,
+        history = history,
+        evaluation = final_evaluation,
+        predictions = predictions,
+        confusion_matrix =
+            test_confusion_matrix,
+        per_class_results =
+            class_results,
+    )
+end
+
+
+function main()
+    println()
+    println(
+        "Cora Node Classification Proof of Concept"
+    )
+
+    println(
+        "Random seed: ",
+        RANDOM_SEED,
+    )
+
+    cora_data =
+        prepare_cora()
+
+    experiment =
+        run_cora_experiment(
+            cora_data;
+            hidden_dim = HIDDEN_DIM,
+            epochs = NUMBER_OF_EPOCHS,
+            learning_rate = LEARNING_RATE,
+            weight_decay = 1.0f-5,
+            seed = RANDOM_SEED,
+        )
+
+    println()
+    println(
+        "Cora node classification experiment finished successfully."
+    )
+
+    return (
+        data = cora_data,
+        experiment = experiment,
+    )
+end
+
+
+if abspath(PROGRAM_FILE) == @__FILE__
+    CORA_RESULTS =
+        main()
+end
diff --git a/src/HyperGraphNeuralNetworks.jl b/src/HyperGraphNeuralNetworks.jl
index bdfefec..a4d117b 100644
--- a/src/HyperGraphNeuralNetworks.jl
+++ b/src/HyperGraphNeuralNetworks.jl
@@ -17,7 +17,10 @@ include("core/abstracttypes.jl")
 include("core/hypergraphs.jl")
 include("layers/DirectedHypergraphLayer.jl")
 include("layers/DirectedHypergraphAttentionLayer.jl")
-
+include("layers/DirectedHypergraphConvolutionLayer.jl")
+include("layers/AsymmetricDirectedHypergraphLayer.jl")
+include("layers/ResidualDirectedHypergraphLayer.jl")
+include("layers/GatedDirectedHypergraphLayer.jl")
 
 export AbstractHGNNHypergraph, AbstractHGNNDiHypergraph
 export HGNNHypergraph, HGNNDiHypergraph
@@ -25,7 +28,10 @@ export add_vertex, add_vertices, remove_vertex, remove_vertices
 export add_hyperedge, add_hyperedges, remove_hyperedge, remove_hyperedges
 export DirectedHypergraphLayer
 export DirectedHypergraphAttentionLayer
-
+export DirectedHypergraphConvolutionLayer
+export AsymmetricDirectedHypergraphLayer
+export ResidualDirectedHypergraphLayer
+export GatedDirectedHypergraphLayer
 
 include("core/generate.jl")
 
diff --git a/src/layers/AsymmetricDirectedHypergraphLayer.jl b/src/layers/AsymmetricDirectedHypergraphLayer.jl
new file mode 100644
index 0000000..05a626d
--- /dev/null
+++ b/src/layers/AsymmetricDirectedHypergraphLayer.jl
@@ -0,0 +1,547 @@
+using Lux
+using Random
+
+"""
+    AsymmetricDirectedHypergraphLayer(
+        vertex_in_dim,
+        hyperedge_in_dim,
+        hidden_dim;
+        activation = tanh,
+        normalize = true,
+        init_weight = Lux.glorot_uniform,
+        init_bias = Lux.zeros32,
+    )
+
+A Lux-compatible asymmetric message-passing layer for directed hypergraphs.
+
+The layer uses separate learnable transformations for source-side and
+target-side vertex information. It also uses separate transformations when
+propagating updated hyperedge information back to source and target vertices.
+
+This allows the two roles in a directed hyperedge to be modelled differently
+throughout the complete message-passing step.
+
+# Input
+
+When `hyperedge_in_dim == 0`:
+
+    (X_vertex, source_matrix, target_matrix)
+
+When `hyperedge_in_dim > 0`:
+
+    (X_vertex, X_hyperedge, source_matrix, target_matrix)
+
+Expected shapes:
+
+- `X_vertex`: `number_of_vertices × vertex_in_dim`
+- `X_hyperedge`: `number_of_hyperedges × hyperedge_in_dim`
+- `source_matrix`: `number_of_vertices × number_of_hyperedges`
+- `target_matrix`: `number_of_vertices × number_of_hyperedges`
+
+# Output
+
+A named tuple containing:
+
+- `updated_vertices`
+- `updated_hyperedges`
+"""
+struct AsymmetricDirectedHypergraphLayer{F, IW, IB} <:
+       Lux.AbstractLuxLayer
+    vertex_in_dim::Int
+    hyperedge_in_dim::Int
+    hidden_dim::Int
+    activation::F
+    normalize::Bool
+    init_weight::IW
+    init_bias::IB
+end
+
+
+function AsymmetricDirectedHypergraphLayer(
+    vertex_in_dim::Int,
+    hyperedge_in_dim::Int,
+    hidden_dim::Int;
+    activation = tanh,
+    normalize::Bool = true,
+    init_weight = Lux.glorot_uniform,
+    init_bias = Lux.zeros32,
+)
+    vertex_in_dim > 0 ||
+        throw(
+            ArgumentError(
+                "`vertex_in_dim` must be positive.",
+            ),
+        )
+
+    hyperedge_in_dim >= 0 ||
+        throw(
+            ArgumentError(
+                "`hyperedge_in_dim` cannot be negative.",
+            ),
+        )
+
+    hidden_dim > 0 ||
+        throw(
+            ArgumentError(
+                "`hidden_dim` must be positive.",
+            ),
+        )
+
+    return AsymmetricDirectedHypergraphLayer(
+        vertex_in_dim,
+        hyperedge_in_dim,
+        hidden_dim,
+        activation,
+        normalize,
+        init_weight,
+        init_bias,
+    )
+end
+
+
+function _asymmetric_initialise_weight(
+    initializer,
+    rng::AbstractRNG,
+    input_dimension::Int,
+    output_dimension::Int,
+)
+    return permutedims(
+        initializer(
+            rng,
+            output_dimension,
+            input_dimension,
+        ),
+    )
+end
+
+
+function _asymmetric_initialise_bias(
+    initializer,
+    rng::AbstractRNG,
+    output_dimension::Int,
+)
+    return permutedims(
+        initializer(
+            rng,
+            output_dimension,
+            1,
+        ),
+    )
+end
+
+
+function Lux.initialparameters(
+    rng::AbstractRNG,
+    layer::AsymmetricDirectedHypergraphLayer,
+)
+    hyperedge_update_in_dim =
+        2 * layer.hidden_dim +
+        layer.hyperedge_in_dim
+
+    return (
+        W_source_vertex = _asymmetric_initialise_weight(
+            layer.init_weight,
+            rng,
+            layer.vertex_in_dim,
+            layer.hidden_dim,
+        ),
+
+        W_target_vertex = _asymmetric_initialise_weight(
+            layer.init_weight,
+            rng,
+            layer.vertex_in_dim,
+            layer.hidden_dim,
+        ),
+
+        b_source_vertex = _asymmetric_initialise_bias(
+            layer.init_bias,
+            rng,
+            layer.hidden_dim,
+        ),
+
+        b_target_vertex = _asymmetric_initialise_bias(
+            layer.init_bias,
+            rng,
+            layer.hidden_dim,
+        ),
+
+        W_hyperedge = _asymmetric_initialise_weight(
+            layer.init_weight,
+            rng,
+            hyperedge_update_in_dim,
+            layer.hidden_dim,
+        ),
+
+        b_hyperedge = _asymmetric_initialise_bias(
+            layer.init_bias,
+            rng,
+            layer.hidden_dim,
+        ),
+
+        W_hyperedge_to_source = _asymmetric_initialise_weight(
+            layer.init_weight,
+            rng,
+            layer.hidden_dim,
+            layer.hidden_dim,
+        ),
+
+        W_hyperedge_to_target = _asymmetric_initialise_weight(
+            layer.init_weight,
+            rng,
+            layer.hidden_dim,
+            layer.hidden_dim,
+        ),
+
+        W_self = _asymmetric_initialise_weight(
+            layer.init_weight,
+            rng,
+            layer.vertex_in_dim,
+            layer.hidden_dim,
+        ),
+
+        W_vertex_update = _asymmetric_initialise_weight(
+            layer.init_weight,
+            rng,
+            3 * layer.hidden_dim,
+            layer.hidden_dim,
+        ),
+
+        b_vertex_update = _asymmetric_initialise_bias(
+            layer.init_bias,
+            rng,
+            layer.hidden_dim,
+        ),
+    )
+end
+
+
+function Lux.parameterlength(
+    layer::AsymmetricDirectedHypergraphLayer,
+)
+    hyperedge_update_in_dim =
+        2 * layer.hidden_dim +
+        layer.hyperedge_in_dim
+
+    source_vertex_parameters =
+        layer.vertex_in_dim * layer.hidden_dim +
+        layer.hidden_dim
+
+    target_vertex_parameters =
+        layer.vertex_in_dim * layer.hidden_dim +
+        layer.hidden_dim
+
+    hyperedge_parameters =
+        hyperedge_update_in_dim * layer.hidden_dim +
+        layer.hidden_dim
+
+    return_message_parameters =
+        2 * layer.hidden_dim * layer.hidden_dim
+
+    self_parameters =
+        layer.vertex_in_dim * layer.hidden_dim
+
+    vertex_update_parameters =
+        3 * layer.hidden_dim * layer.hidden_dim +
+        layer.hidden_dim
+
+    return (
+        source_vertex_parameters +
+        target_vertex_parameters +
+        hyperedge_parameters +
+        return_message_parameters +
+        self_parameters +
+        vertex_update_parameters
+    )
+end
+
+
+Lux.initialstates(
+    ::AbstractRNG,
+    ::AsymmetricDirectedHypergraphLayer,
+) = NamedTuple()
+
+
+Lux.statelength(
+    ::AsymmetricDirectedHypergraphLayer,
+) = 0
+
+
+function _asymmetric_unpack_input(
+    layer::AsymmetricDirectedHypergraphLayer,
+    input::Tuple{Any, Any, Any},
+)
+    layer.hyperedge_in_dim == 0 ||
+        throw(
+            ArgumentError(
+                "Hyperedge features are required because " *
+                "`hyperedge_in_dim` is $(layer.hyperedge_in_dim).",
+            ),
+        )
+
+    X_vertex,
+    source_matrix,
+    target_matrix = input
+
+    X_hyperedge = similar(
+        X_vertex,
+        size(source_matrix, 2),
+        0,
+    )
+
+    return (
+        X_vertex,
+        X_hyperedge,
+        source_matrix,
+        target_matrix,
+    )
+end
+
+
+function _asymmetric_unpack_input(
+    ::AsymmetricDirectedHypergraphLayer,
+    input::Tuple{Any, Any, Any, Any},
+)
+    return input
+end
+
+
+function _asymmetric_unpack_input(
+    ::AsymmetricDirectedHypergraphLayer,
+    input::Tuple,
+)
+    throw(
+        ArgumentError(
+            "The layer expects either " *
+            "(X_vertex, source_matrix, target_matrix) or " *
+            "(X_vertex, X_hyperedge, source_matrix, target_matrix).",
+        ),
+    )
+end
+
+
+function _validate_asymmetric_inputs(
+    layer::AsymmetricDirectedHypergraphLayer,
+    X_vertex::AbstractMatrix,
+    X_hyperedge::AbstractMatrix,
+    source_matrix::AbstractMatrix,
+    target_matrix::AbstractMatrix,
+)
+    size(source_matrix) == size(target_matrix) ||
+        throw(
+            DimensionMismatch(
+                "`source_matrix` and `target_matrix` must have " *
+                "the same shape.",
+            ),
+        )
+
+    number_of_vertices,
+    number_of_hyperedges =
+        size(source_matrix)
+
+    size(X_vertex, 1) == number_of_vertices ||
+        throw(
+            DimensionMismatch(
+                "The number of rows in `X_vertex` must match " *
+                "the number of vertices in the incidence matrices.",
+            ),
+        )
+
+    size(X_vertex, 2) == layer.vertex_in_dim ||
+        throw(
+            DimensionMismatch(
+                "`X_vertex` has $(size(X_vertex, 2)) features, " *
+                "but the layer expects $(layer.vertex_in_dim).",
+            ),
+        )
+
+    size(X_hyperedge, 1) == number_of_hyperedges ||
+        throw(
+            DimensionMismatch(
+                "The number of rows in `X_hyperedge` must match " *
+                "the number of hyperedges in the incidence matrices.",
+            ),
+        )
+
+    size(X_hyperedge, 2) == layer.hyperedge_in_dim ||
+        throw(
+            DimensionMismatch(
+                "`X_hyperedge` has $(size(X_hyperedge, 2)) features, " *
+                "but the layer expects $(layer.hyperedge_in_dim).",
+            ),
+        )
+
+    return nothing
+end
+
+
+function _asymmetric_normalise(
+    M::AbstractMatrix;
+    dims::Int,
+)
+    dims in (1, 2) ||
+        throw(
+            ArgumentError(
+                "`dims` must be either 1 or 2.",
+            ),
+        )
+
+    matrix_sums =
+        sum(
+            M;
+            dims = dims,
+        )
+
+    safe_sums =
+        ifelse.(
+            iszero.(matrix_sums),
+            one(eltype(matrix_sums)),
+            matrix_sums,
+        )
+
+    return M ./ safe_sums
+end
+
+
+function (layer::AsymmetricDirectedHypergraphLayer)(
+    input,
+    ps,
+    st,
+)
+    (
+        X_vertex,
+        X_hyperedge,
+        source_matrix,
+        target_matrix,
+    ) = _asymmetric_unpack_input(
+        layer,
+        input,
+    )
+
+    _validate_asymmetric_inputs(
+        layer,
+        X_vertex,
+        X_hyperedge,
+        source_matrix,
+        target_matrix,
+    )
+
+    if layer.normalize
+        source_to_hyperedge =
+            _asymmetric_normalise(
+                source_matrix;
+                dims = 1,
+            )
+
+        target_to_hyperedge =
+            _asymmetric_normalise(
+                target_matrix;
+                dims = 1,
+            )
+
+        hyperedge_to_source =
+            _asymmetric_normalise(
+                source_matrix;
+                dims = 2,
+            )
+
+        hyperedge_to_target =
+            _asymmetric_normalise(
+                target_matrix;
+                dims = 2,
+            )
+    else
+        source_to_hyperedge =
+            source_matrix
+
+        target_to_hyperedge =
+            target_matrix
+
+        hyperedge_to_source =
+            source_matrix
+
+        hyperedge_to_target =
+            target_matrix
+    end
+
+    # Source and target roles receive independent transformations.
+    H_source =
+        layer.activation.(
+            X_vertex *
+            ps.W_source_vertex .+
+            ps.b_source_vertex
+        )
+
+    H_target =
+        layer.activation.(
+            X_vertex *
+            ps.W_target_vertex .+
+            ps.b_target_vertex
+        )
+
+    # Aggregate the two roles separately into each hyperedge.
+    source_messages =
+        transpose(
+            source_to_hyperedge,
+        ) * H_source
+
+    target_messages =
+        transpose(
+            target_to_hyperedge,
+        ) * H_target
+
+    hyperedge_update_input =
+        hcat(
+            source_messages,
+            target_messages,
+            X_hyperedge,
+        )
+
+    updated_hyperedges =
+        layer.activation.(
+            hyperedge_update_input *
+            ps.W_hyperedge .+
+            ps.b_hyperedge
+        )
+
+    # Apply independent transformations to messages returning to each role.
+    source_return_representation =
+        updated_hyperedges *
+        ps.W_hyperedge_to_source
+
+    target_return_representation =
+        updated_hyperedges *
+        ps.W_hyperedge_to_target
+
+    source_vertex_messages =
+        hyperedge_to_source *
+        source_return_representation
+
+    target_vertex_messages =
+        hyperedge_to_target *
+        target_return_representation
+
+    self_representation =
+        X_vertex *
+        ps.W_self
+
+    vertex_update_input =
+        hcat(
+            self_representation,
+            source_vertex_messages,
+            target_vertex_messages,
+        )
+
+    updated_vertices =
+        layer.activation.(
+            vertex_update_input *
+            ps.W_vertex_update .+
+            ps.b_vertex_update
+        )
+
+    output = (
+        updated_vertices = updated_vertices,
+        updated_hyperedges = updated_hyperedges,
+    )
+
+    return output, st
+end
\ No newline at end of file
diff --git a/src/layers/DirectedHypergraphConvolutionLayer.jl b/src/layers/DirectedHypergraphConvolutionLayer.jl
new file mode 100644
index 0000000..90b49d5
--- /dev/null
+++ b/src/layers/DirectedHypergraphConvolutionLayer.jl
@@ -0,0 +1,415 @@
+using Lux
+using Random
+
+"""
+    DirectedHypergraphConvolutionLayer(
+        vertex_in_dim,
+        hidden_dim;
+        activation = tanh,
+        init_weight = Lux.glorot_uniform,
+        init_bias = Lux.zeros32,
+    )
+
+A Lux-compatible convolution layer for directed hypergraphs.
+
+The layer preserves the distinction between source and target vertices by
+performing propagation in both directions:
+
+1. source vertices -> hyperedges -> target vertices;
+2. target vertices -> hyperedges -> source vertices.
+
+The two directional messages use separate learnable transformations and are
+combined with a transformed representation of each vertex.
+
+Any nonzero entry in an incidence matrix is treated as membership.
+
+# Input
+
+    (X_vertex, source_matrix, target_matrix)
+
+Expected shapes:
+
+- `X_vertex`: `number_of_vertices × vertex_in_dim`
+- `source_matrix`: `number_of_vertices × number_of_hyperedges`
+- `target_matrix`: `number_of_vertices × number_of_hyperedges`
+
+# Output
+
+The layer returns a named tuple containing:
+
+- `updated_vertices`: `number_of_vertices × hidden_dim`
+- `updated_hyperedges`: `number_of_hyperedges × hidden_dim`
+"""
+struct DirectedHypergraphConvolutionLayer{F, IW, IB} <:
+       Lux.AbstractLuxLayer
+    vertex_in_dim::Int
+    hidden_dim::Int
+    activation::F
+    init_weight::IW
+    init_bias::IB
+end
+
+
+function DirectedHypergraphConvolutionLayer(
+    vertex_in_dim::Int,
+    hidden_dim::Int;
+    activation = tanh,
+    init_weight = Lux.glorot_uniform,
+    init_bias = Lux.zeros32,
+)
+    vertex_in_dim > 0 ||
+        throw(
+            ArgumentError(
+                "`vertex_in_dim` must be positive.",
+            ),
+        )
+
+    hidden_dim > 0 ||
+        throw(
+            ArgumentError(
+                "`hidden_dim` must be positive.",
+            ),
+        )
+
+    return DirectedHypergraphConvolutionLayer(
+        vertex_in_dim,
+        hidden_dim,
+        activation,
+        init_weight,
+        init_bias,
+    )
+end
+
+
+function _convolution_row_major_weight(
+    initializer,
+    rng::AbstractRNG,
+    input_dimension::Int,
+    output_dimension::Int,
+)
+    return permutedims(
+        initializer(
+            rng,
+            output_dimension,
+            input_dimension,
+        ),
+    )
+end
+
+
+function _convolution_row_major_bias(
+    initializer,
+    rng::AbstractRNG,
+    output_dimension::Int,
+)
+    return permutedims(
+        initializer(
+            rng,
+            output_dimension,
+            1,
+        ),
+    )
+end
+
+
+function Lux.initialparameters(
+    rng::AbstractRNG,
+    layer::DirectedHypergraphConvolutionLayer,
+)
+    return (
+        W_self = _convolution_row_major_weight(
+            layer.init_weight,
+            rng,
+            layer.vertex_in_dim,
+            layer.hidden_dim,
+        ),
+
+        W_source_to_target = _convolution_row_major_weight(
+            layer.init_weight,
+            rng,
+            layer.vertex_in_dim,
+            layer.hidden_dim,
+        ),
+
+        W_target_to_source = _convolution_row_major_weight(
+            layer.init_weight,
+            rng,
+            layer.vertex_in_dim,
+            layer.hidden_dim,
+        ),
+
+        b_vertex = _convolution_row_major_bias(
+            layer.init_bias,
+            rng,
+            layer.hidden_dim,
+        ),
+    )
+end
+
+
+function Lux.parameterlength(
+    layer::DirectedHypergraphConvolutionLayer,
+)
+    weight_parameters =
+        3 * layer.vertex_in_dim * layer.hidden_dim
+
+    bias_parameters =
+        layer.hidden_dim
+
+    return weight_parameters + bias_parameters
+end
+
+
+Lux.initialstates(
+    ::AbstractRNG,
+    ::DirectedHypergraphConvolutionLayer,
+) = NamedTuple()
+
+
+Lux.statelength(
+    ::DirectedHypergraphConvolutionLayer,
+) = 0
+
+
+"""
+    _convolution_membership_matrix(M)
+
+Convert an incidence matrix into a binary membership matrix.
+
+Any nonzero incidence value is treated as membership.
+"""
+function _convolution_membership_matrix(
+    M::AbstractMatrix,
+)
+    return convert.(
+        eltype(M),
+        .!iszero.(M),
+    )
+end
+
+
+"""
+    _safe_inverse(values)
+
+Compute element-wise inverse values while safely handling zeros.
+
+A zero value is mapped to zero instead of producing Inf.
+"""
+function _safe_inverse(
+    values::AbstractArray,
+)
+    result = similar(values)
+
+    for index in eachindex(values)
+        if iszero(values[index])
+            result[index] = zero(eltype(values))
+        else
+            result[index] =
+                one(eltype(values)) / values[index]
+        end
+    end
+
+    return result
+end
+
+
+"""
+    _normalised_directional_incidence(M)
+
+Construct normalised vertex-to-hyperedge and hyperedge-to-vertex incidence
+matrices for one side of a directed hypergraph.
+
+Vertex-to-hyperedge propagation is normalised over the vertices belonging to
+each hyperedge. Hyperedge-to-vertex propagation is normalised over the
+hyperedges incident to each vertex.
+"""
+function _normalised_directional_incidence(
+    M::AbstractMatrix,
+)
+    membership =
+        _convolution_membership_matrix(M)
+
+    hyperedge_degrees =
+        sum(
+            membership;
+            dims = 1,
+        )
+
+    vertex_degrees =
+        sum(
+            membership;
+            dims = 2,
+        )
+
+    inverse_hyperedge_degrees =
+        _safe_inverse(
+            hyperedge_degrees,
+        )
+
+    inverse_vertex_degrees =
+        _safe_inverse(
+            vertex_degrees,
+        )
+
+    vertex_to_hyperedge =
+        membership .* inverse_hyperedge_degrees
+
+    hyperedge_to_vertex =
+        membership .* inverse_vertex_degrees
+
+    return (
+        vertex_to_hyperedge = vertex_to_hyperedge,
+        hyperedge_to_vertex = hyperedge_to_vertex,
+    )
+end
+
+
+function _validate_convolution_inputs(
+    layer::DirectedHypergraphConvolutionLayer,
+    X_vertex::AbstractMatrix,
+    source_matrix::AbstractMatrix,
+    target_matrix::AbstractMatrix,
+)
+    size(source_matrix) == size(target_matrix) ||
+        throw(
+            DimensionMismatch(
+                "`source_matrix` and `target_matrix` must have " *
+                "the same shape.",
+            ),
+        )
+
+    number_of_vertices =
+        size(
+            source_matrix,
+            1,
+        )
+
+    size(X_vertex, 1) == number_of_vertices ||
+        throw(
+            DimensionMismatch(
+                "The number of rows in `X_vertex` must match " *
+                "the number of vertices in the incidence matrices.",
+            ),
+        )
+
+    size(X_vertex, 2) == layer.vertex_in_dim ||
+        throw(
+            DimensionMismatch(
+                "`X_vertex` has $(size(X_vertex, 2)) features, " *
+                "but the layer expects $(layer.vertex_in_dim).",
+            ),
+        )
+
+    return nothing
+end
+
+
+function _unpack_convolution_input(
+    ::DirectedHypergraphConvolutionLayer,
+    input::Tuple{Any, Any, Any},
+)
+    return input
+end
+
+
+function _unpack_convolution_input(
+    ::DirectedHypergraphConvolutionLayer,
+    input::Tuple,
+)
+    throw(
+        ArgumentError(
+            "The layer expects a 3-tuple " *
+            "(X_vertex, source_matrix, target_matrix).",
+        ),
+    )
+end
+
+
+function (layer::DirectedHypergraphConvolutionLayer)(
+    input::Tuple,
+    ps,
+    st,
+)
+    X_vertex, source_matrix, target_matrix =
+        _unpack_convolution_input(
+            layer,
+            input,
+        )
+
+    _validate_convolution_inputs(
+        layer,
+        X_vertex,
+        source_matrix,
+        target_matrix,
+    )
+
+    source_normalisation =
+        _normalised_directional_incidence(
+            source_matrix,
+        )
+
+    target_normalisation =
+        _normalised_directional_incidence(
+            target_matrix,
+        )
+
+    # Aggregate source vertices into hyperedges.
+    source_hyperedge_messages =
+        transpose(
+            source_normalisation.vertex_to_hyperedge,
+        ) * X_vertex
+
+    # Aggregate target vertices into hyperedges.
+    target_hyperedge_messages =
+        transpose(
+            target_normalisation.vertex_to_hyperedge,
+        ) * X_vertex
+
+    # Transform the source-side hyperedge information.
+    transformed_source_messages =
+        source_hyperedge_messages *
+        ps.W_source_to_target
+
+    # Transform the target-side hyperedge information.
+    transformed_target_messages =
+        target_hyperedge_messages *
+        ps.W_target_to_source
+
+    # Combine both sides to obtain the hyperedge representation.
+    updated_hyperedges =
+        layer.activation.(
+            transformed_source_messages .+
+            transformed_target_messages
+        )
+
+    # Propagate source-side information to target vertices.
+    source_to_target_messages =
+        target_normalisation.hyperedge_to_vertex *
+        transformed_source_messages
+
+    # Propagate target-side information to source vertices.
+    target_to_source_messages =
+        source_normalisation.hyperedge_to_vertex *
+        transformed_target_messages
+
+    # Transform each vertex's own features.
+    self_representation =
+        X_vertex *
+        ps.W_self
+
+    # Combine the original vertex information with both directional messages.
+    updated_vertices =
+        layer.activation.(
+            self_representation .+
+            source_to_target_messages .+
+            target_to_source_messages .+
+            ps.b_vertex
+        )
+
+    output = (
+        updated_vertices = updated_vertices,
+        updated_hyperedges = updated_hyperedges,
+    )
+
+    return output, st
+end
\ No newline at end of file
diff --git a/src/layers/GatedDirectedHypergraphLayer.jl b/src/layers/GatedDirectedHypergraphLayer.jl
new file mode 100644
index 0000000..3d7ff86
--- /dev/null
+++ b/src/layers/GatedDirectedHypergraphLayer.jl
@@ -0,0 +1,496 @@
+using Lux
+using Random
+
+"""
+    GatedDirectedHypergraphLayer(
+        vertex_in_dim,
+        hyperedge_in_dim,
+        hidden_dim;
+        activation = tanh,
+        normalize = true,
+        init_weight = Lux.glorot_uniform,
+        init_bias = Lux.zeros32,
+    )
+
+A Lux-compatible gated message-passing layer for directed hypergraphs.
+
+The layer first constructs hyperedge representations from source-side and
+target-side vertex information. Updated hyperedge representations are then
+propagated back to participating vertices.
+
+A learnable gate controls the balance between the information received
+through hypergraph message passing and the transformed representation of the
+vertex itself. Each hidden feature has its own gate value between zero and
+one.
+
+# Arguments
+
+- `vertex_in_dim`: Number of input features for each vertex.
+- `hyperedge_in_dim`: Number of input features for each hyperedge. Use `0`
+  when no initial hyperedge features are available.
+- `hidden_dim`: Size of the updated vertex and hyperedge representations.
+- `activation`: Element-wise activation function.
+- `normalize`: Whether incidence matrices are normalised before aggregation.
+- `init_weight`: Initialiser used for weight matrices.
+- `init_bias`: Initialiser used for bias parameters.
+
+# Input
+
+When `hyperedge_in_dim == 0`:
+
+    (X_vertex, source_matrix, target_matrix)
+
+When `hyperedge_in_dim > 0`:
+
+    (X_vertex, X_hyperedge, source_matrix, target_matrix)
+
+Expected shapes:
+
+- `X_vertex`: `number_of_vertices × vertex_in_dim`
+- `X_hyperedge`: `number_of_hyperedges × hyperedge_in_dim`
+- `source_matrix`: `number_of_vertices × number_of_hyperedges`
+- `target_matrix`: `number_of_vertices × number_of_hyperedges`
+
+# Output
+
+A named tuple containing:
+
+- `updated_vertices`: `number_of_vertices × hidden_dim`
+- `updated_hyperedges`: `number_of_hyperedges × hidden_dim`
+- `gates`: `number_of_vertices × hidden_dim`
+"""
+struct GatedDirectedHypergraphLayer{F, IW, IB} <:
+       Lux.AbstractLuxLayer
+    vertex_in_dim::Int
+    hyperedge_in_dim::Int
+    hidden_dim::Int
+    activation::F
+    normalize::Bool
+    init_weight::IW
+    init_bias::IB
+end
+
+
+function GatedDirectedHypergraphLayer(
+    vertex_in_dim::Int,
+    hyperedge_in_dim::Int,
+    hidden_dim::Int;
+    activation = tanh,
+    normalize::Bool = true,
+    init_weight = Lux.glorot_uniform,
+    init_bias = Lux.zeros32,
+)
+    vertex_in_dim > 0 ||
+        throw(ArgumentError(
+            "`vertex_in_dim` must be positive.",
+        ))
+
+    hyperedge_in_dim >= 0 ||
+        throw(ArgumentError(
+            "`hyperedge_in_dim` cannot be negative.",
+        ))
+
+    hidden_dim > 0 ||
+        throw(ArgumentError(
+            "`hidden_dim` must be positive.",
+        ))
+
+    return GatedDirectedHypergraphLayer(
+        vertex_in_dim,
+        hyperedge_in_dim,
+        hidden_dim,
+        activation,
+        normalize,
+        init_weight,
+        init_bias,
+    )
+end
+
+
+function _gated_initialise_weight(
+    initializer,
+    rng::AbstractRNG,
+    input_dimension::Int,
+    output_dimension::Int,
+)
+    return permutedims(
+        initializer(
+            rng,
+            output_dimension,
+            input_dimension,
+        ),
+    )
+end
+
+
+function _gated_initialise_bias(
+    initializer,
+    rng::AbstractRNG,
+    output_dimension::Int,
+)
+    return permutedims(
+        initializer(
+            rng,
+            output_dimension,
+            1,
+        ),
+    )
+end
+
+
+function Lux.initialparameters(
+    rng::AbstractRNG,
+    layer::GatedDirectedHypergraphLayer,
+)
+    hyperedge_update_in_dim =
+        2 * layer.hidden_dim +
+        layer.hyperedge_in_dim
+
+    return (
+        W_vertex = _gated_initialise_weight(
+            layer.init_weight,
+            rng,
+            layer.vertex_in_dim,
+            layer.hidden_dim,
+        ),
+
+        b_vertex = _gated_initialise_bias(
+            layer.init_bias,
+            rng,
+            layer.hidden_dim,
+        ),
+
+        W_hyperedge = _gated_initialise_weight(
+            layer.init_weight,
+            rng,
+            hyperedge_update_in_dim,
+            layer.hidden_dim,
+        ),
+
+        b_hyperedge = _gated_initialise_bias(
+            layer.init_bias,
+            rng,
+            layer.hidden_dim,
+        ),
+
+        W_message = _gated_initialise_weight(
+            layer.init_weight,
+            rng,
+            layer.hidden_dim,
+            layer.hidden_dim,
+        ),
+
+        b_message = _gated_initialise_bias(
+            layer.init_bias,
+            rng,
+            layer.hidden_dim,
+        ),
+
+        W_gate = _gated_initialise_weight(
+            layer.init_weight,
+            rng,
+            2 * layer.hidden_dim,
+            layer.hidden_dim,
+        ),
+
+        b_gate = _gated_initialise_bias(
+            layer.init_bias,
+            rng,
+            layer.hidden_dim,
+        ),
+    )
+end
+
+
+function Lux.parameterlength(
+    layer::GatedDirectedHypergraphLayer,
+)
+    hyperedge_update_in_dim =
+        2 * layer.hidden_dim +
+        layer.hyperedge_in_dim
+
+    vertex_parameters =
+        layer.vertex_in_dim *
+        layer.hidden_dim +
+        layer.hidden_dim
+
+    hyperedge_parameters =
+        hyperedge_update_in_dim *
+        layer.hidden_dim +
+        layer.hidden_dim
+
+    message_parameters =
+        layer.hidden_dim *
+        layer.hidden_dim +
+        layer.hidden_dim
+
+    gate_parameters =
+        2 *
+        layer.hidden_dim *
+        layer.hidden_dim +
+        layer.hidden_dim
+
+    return (
+        vertex_parameters +
+        hyperedge_parameters +
+        message_parameters +
+        gate_parameters
+    )
+end
+
+
+Lux.initialstates(
+    ::AbstractRNG,
+    ::GatedDirectedHypergraphLayer,
+) = NamedTuple()
+
+
+Lux.statelength(
+    ::GatedDirectedHypergraphLayer,
+) = 0
+
+
+function _gated_unpack_input(
+    layer::GatedDirectedHypergraphLayer,
+    input::Tuple{Any, Any, Any},
+)
+    layer.hyperedge_in_dim == 0 ||
+        throw(ArgumentError(
+            "Hyperedge features are required because " *
+            "`hyperedge_in_dim` is $(layer.hyperedge_in_dim).",
+        ))
+
+    X_vertex,
+    source_matrix,
+    target_matrix = input
+
+    X_hyperedge = similar(
+        X_vertex,
+        size(source_matrix, 2),
+        0,
+    )
+
+    return (
+        X_vertex,
+        X_hyperedge,
+        source_matrix,
+        target_matrix,
+    )
+end
+
+
+function _gated_unpack_input(
+    ::GatedDirectedHypergraphLayer,
+    input::Tuple{Any, Any, Any, Any},
+)
+    return input
+end
+
+
+function _gated_unpack_input(
+    ::GatedDirectedHypergraphLayer,
+    input::Tuple,
+)
+    throw(ArgumentError(
+        "The layer expects either " *
+        "(X_vertex, source_matrix, target_matrix) or " *
+        "(X_vertex, X_hyperedge, source_matrix, target_matrix).",
+    ))
+end
+
+
+function _validate_gated_inputs(
+    layer::GatedDirectedHypergraphLayer,
+    X_vertex::AbstractMatrix,
+    X_hyperedge::AbstractMatrix,
+    source_matrix::AbstractMatrix,
+    target_matrix::AbstractMatrix,
+)
+    size(source_matrix) == size(target_matrix) ||
+        throw(DimensionMismatch(
+            "`source_matrix` and `target_matrix` must have " *
+            "the same shape.",
+        ))
+
+    number_of_vertices,
+    number_of_hyperedges = size(source_matrix)
+
+    size(X_vertex, 1) == number_of_vertices ||
+        throw(DimensionMismatch(
+            "The number of rows in `X_vertex` must match " *
+            "the number of vertices in the incidence matrices.",
+        ))
+
+    size(X_vertex, 2) == layer.vertex_in_dim ||
+        throw(DimensionMismatch(
+            "`X_vertex` has $(size(X_vertex, 2)) features, " *
+            "but the layer expects $(layer.vertex_in_dim).",
+        ))
+
+    size(X_hyperedge, 1) == number_of_hyperedges ||
+        throw(DimensionMismatch(
+            "The number of rows in `X_hyperedge` must match " *
+            "the number of hyperedges in the incidence matrices.",
+        ))
+
+    size(X_hyperedge, 2) == layer.hyperedge_in_dim ||
+        throw(DimensionMismatch(
+            "`X_hyperedge` has $(size(X_hyperedge, 2)) features, " *
+            "but the layer expects $(layer.hyperedge_in_dim).",
+        ))
+
+    return nothing
+end
+
+
+function _gated_safe_normalise(
+    M::AbstractMatrix;
+    dims::Int,
+)
+    dims in (1, 2) ||
+        throw(ArgumentError(
+            "`dims` must be either 1 or 2.",
+        ))
+
+    matrix_sums =
+        sum(
+            M;
+            dims = dims,
+        )
+
+    safe_sums =
+        ifelse.(
+            iszero.(matrix_sums),
+            one(eltype(matrix_sums)),
+            matrix_sums,
+        )
+
+    return M ./ safe_sums
+end
+
+
+function (layer::GatedDirectedHypergraphLayer)(
+    input,
+    ps,
+    st,
+)
+    (
+        X_vertex,
+        X_hyperedge,
+        source_matrix,
+        target_matrix,
+    ) = _gated_unpack_input(
+        layer,
+        input,
+    )
+
+    _validate_gated_inputs(
+        layer,
+        X_vertex,
+        X_hyperedge,
+        source_matrix,
+        target_matrix,
+    )
+
+    membership_matrix =
+        source_matrix .+
+        target_matrix
+
+    if layer.normalize
+        source_used =
+            _gated_safe_normalise(
+                source_matrix;
+                dims = 1,
+            )
+
+        target_used =
+            _gated_safe_normalise(
+                target_matrix;
+                dims = 1,
+            )
+
+        membership_used =
+            _gated_safe_normalise(
+                membership_matrix;
+                dims = 2,
+            )
+    else
+        source_used = source_matrix
+        target_used = target_matrix
+        membership_used = membership_matrix
+    end
+
+    # Transform the original vertex features.
+    H_vertex =
+        layer.activation.(
+            X_vertex *
+            ps.W_vertex .+
+            ps.b_vertex
+        )
+
+    # Aggregate source-side and target-side information separately.
+    source_messages =
+        transpose(
+            source_used,
+        ) * H_vertex
+
+    target_messages =
+        transpose(
+            target_used,
+        ) * H_vertex
+
+    hyperedge_update_input =
+        hcat(
+            source_messages,
+            target_messages,
+            X_hyperedge,
+        )
+
+    updated_hyperedges =
+        layer.activation.(
+            hyperedge_update_input *
+            ps.W_hyperedge .+
+            ps.b_hyperedge
+        )
+
+    # Propagate updated hyperedge representations back to vertices.
+    aggregated_messages =
+        membership_used *
+        updated_hyperedges
+
+    message_representation =
+        layer.activation.(
+            aggregated_messages *
+            ps.W_message .+
+            ps.b_message
+        )
+
+    # Learn a feature-wise gate from the self and message representations.
+    gate_input =
+        hcat(
+            H_vertex,
+            message_representation,
+        )
+
+    gates =
+        sigmoid.(
+            gate_input *
+            ps.W_gate .+
+            ps.b_gate
+        )
+
+    # Interpolate between existing vertex information and new messages.
+    updated_vertices =
+        gates .*
+        message_representation .+
+        (one(eltype(gates)) .- gates) .*
+        H_vertex
+
+    output = (
+        updated_vertices = updated_vertices,
+        updated_hyperedges = updated_hyperedges,
+        gates = gates,
+    )
+
+    return output, st
+end
\ No newline at end of file
diff --git a/src/layers/ResidualDirectedHypergraphLayer.jl b/src/layers/ResidualDirectedHypergraphLayer.jl
new file mode 100644
index 0000000..acd18e7
--- /dev/null
+++ b/src/layers/ResidualDirectedHypergraphLayer.jl
@@ -0,0 +1,548 @@
+using Lux
+using Random
+
+"""
+    ResidualDirectedHypergraphLayer(
+        vertex_in_dim,
+        hyperedge_in_dim,
+        hidden_dim;
+        activation = tanh,
+        normalize = true,
+        init_weight = Lux.glorot_uniform,
+        init_bias = Lux.zeros32,
+    )
+
+A Lux-compatible residual message-passing layer for directed hypergraphs.
+
+The layer preserves the source and target roles of vertices while adding a
+residual connection to the vertex update. Directed information is first
+aggregated from source and target vertices into hyperedges. The updated
+hyperedge representations are then propagated back to participating vertices.
+
+A residual pathway carries the original vertex information directly to the
+output. When `vertex_in_dim` and `hidden_dim` are different, a learnable
+projection maps the residual representation to the required output dimension.
+
+The final vertex representation combines the directed message-passing branch
+with the residual branch.
+
+# Arguments
+
+- `vertex_in_dim`: Number of input features for each vertex.
+- `hyperedge_in_dim`: Number of input features for each hyperedge. Use `0`
+  when no initial hyperedge features are available.
+- `hidden_dim`: Size of the updated vertex and hyperedge representations.
+- `activation`: Element-wise activation function.
+- `normalize`: Whether incidence matrices are normalised before aggregation.
+- `init_weight`: Initialiser used for weight matrices.
+- `init_bias`: Initialiser used for bias parameters.
+
+# Input
+
+When `hyperedge_in_dim == 0`:
+
+    (X_vertex, source_matrix, target_matrix)
+
+When `hyperedge_in_dim > 0`:
+
+    (X_vertex, X_hyperedge, source_matrix, target_matrix)
+
+Expected shapes:
+
+- `X_vertex`: `number_of_vertices × vertex_in_dim`
+- `X_hyperedge`: `number_of_hyperedges × hyperedge_in_dim`
+- `source_matrix`: `number_of_vertices × number_of_hyperedges`
+- `target_matrix`: `number_of_vertices × number_of_hyperedges`
+
+# Output
+
+A named tuple containing:
+
+- `updated_vertices`: `number_of_vertices × hidden_dim`
+- `updated_hyperedges`: `number_of_hyperedges × hidden_dim`
+"""
+struct ResidualDirectedHypergraphLayer{F, IW, IB} <:
+       Lux.AbstractLuxLayer
+    vertex_in_dim::Int
+    hyperedge_in_dim::Int
+    hidden_dim::Int
+    activation::F
+    normalize::Bool
+    init_weight::IW
+    init_bias::IB
+end
+
+
+function ResidualDirectedHypergraphLayer(
+    vertex_in_dim::Int,
+    hyperedge_in_dim::Int,
+    hidden_dim::Int;
+    activation = tanh,
+    normalize::Bool = true,
+    init_weight = Lux.glorot_uniform,
+    init_bias = Lux.zeros32,
+)
+    vertex_in_dim > 0 ||
+        throw(
+            ArgumentError(
+                "`vertex_in_dim` must be positive.",
+            ),
+        )
+
+    hyperedge_in_dim >= 0 ||
+        throw(
+            ArgumentError(
+                "`hyperedge_in_dim` cannot be negative.",
+            ),
+        )
+
+    hidden_dim > 0 ||
+        throw(
+            ArgumentError(
+                "`hidden_dim` must be positive.",
+            ),
+        )
+
+    return ResidualDirectedHypergraphLayer(
+        vertex_in_dim,
+        hyperedge_in_dim,
+        hidden_dim,
+        activation,
+        normalize,
+        init_weight,
+        init_bias,
+    )
+end
+
+
+function _residual_initialise_weight(
+    initializer,
+    rng::AbstractRNG,
+    input_dimension::Int,
+    output_dimension::Int,
+)
+    return permutedims(
+        initializer(
+            rng,
+            output_dimension,
+            input_dimension,
+        ),
+    )
+end
+
+
+function _residual_initialise_bias(
+    initializer,
+    rng::AbstractRNG,
+    output_dimension::Int,
+)
+    return permutedims(
+        initializer(
+            rng,
+            output_dimension,
+            1,
+        ),
+    )
+end
+
+
+function Lux.initialparameters(
+    rng::AbstractRNG,
+    layer::ResidualDirectedHypergraphLayer,
+)
+    hyperedge_update_in_dim =
+        2 * layer.hidden_dim +
+        layer.hyperedge_in_dim
+
+    message_update_in_dim =
+        2 * layer.hidden_dim
+
+    W_residual =
+        if layer.vertex_in_dim == layer.hidden_dim
+            zeros(
+                Float32,
+                0,
+                0,
+            )
+        else
+            _residual_initialise_weight(
+                layer.init_weight,
+                rng,
+                layer.vertex_in_dim,
+                layer.hidden_dim,
+            )
+        end
+
+    return (
+        W_vertex = _residual_initialise_weight(
+            layer.init_weight,
+            rng,
+            layer.vertex_in_dim,
+            layer.hidden_dim,
+        ),
+
+        b_vertex = _residual_initialise_bias(
+            layer.init_bias,
+            rng,
+            layer.hidden_dim,
+        ),
+
+        W_hyperedge = _residual_initialise_weight(
+            layer.init_weight,
+            rng,
+            hyperedge_update_in_dim,
+            layer.hidden_dim,
+        ),
+
+        b_hyperedge = _residual_initialise_bias(
+            layer.init_bias,
+            rng,
+            layer.hidden_dim,
+        ),
+
+        W_message_update = _residual_initialise_weight(
+            layer.init_weight,
+            rng,
+            message_update_in_dim,
+            layer.hidden_dim,
+        ),
+
+        b_message_update = _residual_initialise_bias(
+            layer.init_bias,
+            rng,
+            layer.hidden_dim,
+        ),
+
+        W_residual = W_residual,
+    )
+end
+
+
+function Lux.parameterlength(
+    layer::ResidualDirectedHypergraphLayer,
+)
+    hyperedge_update_in_dim =
+        2 * layer.hidden_dim +
+        layer.hyperedge_in_dim
+
+    vertex_parameters =
+        layer.vertex_in_dim *
+        layer.hidden_dim +
+        layer.hidden_dim
+
+    hyperedge_parameters =
+        hyperedge_update_in_dim *
+        layer.hidden_dim +
+        layer.hidden_dim
+
+    message_parameters =
+        2 *
+        layer.hidden_dim *
+        layer.hidden_dim +
+        layer.hidden_dim
+
+    residual_parameters =
+        if layer.vertex_in_dim == layer.hidden_dim
+            0
+        else
+            layer.vertex_in_dim *
+            layer.hidden_dim
+        end
+
+    return (
+        vertex_parameters +
+        hyperedge_parameters +
+        message_parameters +
+        residual_parameters
+    )
+end
+
+
+Lux.initialstates(
+    ::AbstractRNG,
+    ::ResidualDirectedHypergraphLayer,
+) = NamedTuple()
+
+
+Lux.statelength(
+    ::ResidualDirectedHypergraphLayer,
+) = 0
+
+
+function _residual_unpack_input(
+    layer::ResidualDirectedHypergraphLayer,
+    input::Tuple{Any, Any, Any},
+)
+    layer.hyperedge_in_dim == 0 ||
+        throw(
+            ArgumentError(
+                "Hyperedge features are required because " *
+                "`hyperedge_in_dim` is $(layer.hyperedge_in_dim).",
+            ),
+        )
+
+    X_vertex,
+    source_matrix,
+    target_matrix = input
+
+    X_hyperedge =
+        similar(
+            X_vertex,
+            size(source_matrix, 2),
+            0,
+        )
+
+    return (
+        X_vertex,
+        X_hyperedge,
+        source_matrix,
+        target_matrix,
+    )
+end
+
+
+function _residual_unpack_input(
+    ::ResidualDirectedHypergraphLayer,
+    input::Tuple{Any, Any, Any, Any},
+)
+    return input
+end
+
+
+function _residual_unpack_input(
+    ::ResidualDirectedHypergraphLayer,
+    input::Tuple,
+)
+    throw(
+        ArgumentError(
+            "The layer expects either " *
+            "(X_vertex, source_matrix, target_matrix) or " *
+            "(X_vertex, X_hyperedge, source_matrix, target_matrix).",
+        ),
+    )
+end
+
+
+function _validate_residual_inputs(
+    layer::ResidualDirectedHypergraphLayer,
+    X_vertex::AbstractMatrix,
+    X_hyperedge::AbstractMatrix,
+    source_matrix::AbstractMatrix,
+    target_matrix::AbstractMatrix,
+)
+    size(source_matrix) == size(target_matrix) ||
+        throw(
+            DimensionMismatch(
+                "`source_matrix` and `target_matrix` must have " *
+                "the same shape.",
+            ),
+        )
+
+    number_of_vertices,
+    number_of_hyperedges =
+        size(source_matrix)
+
+    size(X_vertex, 1) == number_of_vertices ||
+        throw(
+            DimensionMismatch(
+                "The number of rows in `X_vertex` must match " *
+                "the number of vertices in the incidence matrices.",
+            ),
+        )
+
+    size(X_vertex, 2) == layer.vertex_in_dim ||
+        throw(
+            DimensionMismatch(
+                "`X_vertex` has $(size(X_vertex, 2)) features, " *
+                "but the layer expects $(layer.vertex_in_dim).",
+            ),
+        )
+
+    size(X_hyperedge, 1) == number_of_hyperedges ||
+        throw(
+            DimensionMismatch(
+                "The number of rows in `X_hyperedge` must match " *
+                "the number of hyperedges in the incidence matrices.",
+            ),
+        )
+
+    size(X_hyperedge, 2) == layer.hyperedge_in_dim ||
+        throw(
+            DimensionMismatch(
+                "`X_hyperedge` has $(size(X_hyperedge, 2)) features, " *
+                "but the layer expects $(layer.hyperedge_in_dim).",
+            ),
+        )
+
+    return nothing
+end
+
+
+function _residual_safe_normalise(
+    M::AbstractMatrix;
+    dims::Int,
+)
+    dims in (1, 2) ||
+        throw(
+            ArgumentError(
+                "`dims` must be either 1 or 2.",
+            ),
+        )
+
+    matrix_sums =
+        sum(
+            M;
+            dims = dims,
+        )
+
+    safe_sums =
+        ifelse.(
+            iszero.(matrix_sums),
+            one(eltype(matrix_sums)),
+            matrix_sums,
+        )
+
+    return M ./ safe_sums
+end
+
+
+function _residual_representation(
+    layer::ResidualDirectedHypergraphLayer,
+    X_vertex::AbstractMatrix,
+    ps,
+)
+    if layer.vertex_in_dim == layer.hidden_dim
+        return X_vertex
+    end
+
+    return X_vertex * ps.W_residual
+end
+
+
+function (layer::ResidualDirectedHypergraphLayer)(
+    input,
+    ps,
+    st,
+)
+    (
+        X_vertex,
+        X_hyperedge,
+        source_matrix,
+        target_matrix,
+    ) = _residual_unpack_input(
+        layer,
+        input,
+    )
+
+    _validate_residual_inputs(
+        layer,
+        X_vertex,
+        X_hyperedge,
+        source_matrix,
+        target_matrix,
+    )
+
+    membership_matrix =
+        source_matrix .+
+        target_matrix
+
+    if layer.normalize
+        source_used =
+            _residual_safe_normalise(
+                source_matrix;
+                dims = 1,
+            )
+
+        target_used =
+            _residual_safe_normalise(
+                target_matrix;
+                dims = 1,
+            )
+
+        membership_used =
+            _residual_safe_normalise(
+                membership_matrix;
+                dims = 2,
+            )
+    else
+        source_used =
+            source_matrix
+
+        target_used =
+            target_matrix
+
+        membership_used =
+            membership_matrix
+    end
+
+    # Transform the vertex features used by the message-passing branch.
+    H_vertex =
+        layer.activation.(
+            X_vertex *
+            ps.W_vertex .+
+            ps.b_vertex
+        )
+
+    # Preserve direction while collecting information into hyperedges.
+    source_messages =
+        transpose(
+            source_used,
+        ) * H_vertex
+
+    target_messages =
+        transpose(
+            target_used,
+        ) * H_vertex
+
+    hyperedge_update_input =
+        hcat(
+            source_messages,
+            target_messages,
+            X_hyperedge,
+        )
+
+    updated_hyperedges =
+        layer.activation.(
+            hyperedge_update_input *
+            ps.W_hyperedge .+
+            ps.b_hyperedge
+        )
+
+    # Propagate the updated hyperedge information back to vertices.
+    vertex_messages =
+        membership_used *
+        updated_hyperedges
+
+    message_update_input =
+        hcat(
+            H_vertex,
+            vertex_messages,
+        )
+
+    message_representation =
+        message_update_input *
+        ps.W_message_update .+
+        ps.b_message_update
+
+    # Carry the original vertex representation through the residual pathway.
+    residual_representation =
+        _residual_representation(
+            layer,
+            X_vertex,
+            ps,
+        )
+
+    # Combine message passing and residual information before activation.
+    updated_vertices =
+        layer.activation.(
+            message_representation .+
+            residual_representation
+        )
+
+    output = (
+        updated_vertices = updated_vertices,
+        updated_hyperedges = updated_hyperedges,
+    )
+
+    return output, st
+end
\ No newline at end of file
diff --git a/test/layers/AsymmetricDirectedHypergraphLayer.jl b/test/layers/AsymmetricDirectedHypergraphLayer.jl
new file mode 100644
index 0000000..1c2dce3
--- /dev/null
+++ b/test/layers/AsymmetricDirectedHypergraphLayer.jl
@@ -0,0 +1,676 @@
+using Test
+using Lux
+using Random
+using HyperGraphNeuralNetworks
+
+
+const ASYM_X_VERTEX = Float32[
+    1.0 0.0 2.0;
+    0.0 1.0 1.0;
+    1.0 1.0 0.0;
+    2.0 0.0 1.0
+]
+
+
+const ASYM_SOURCE_MATRIX = Float32[
+    1 0 1;
+    1 0 0;
+    0 1 0;
+    0 0 0
+]
+
+
+const ASYM_TARGET_MATRIX = Float32[
+    0 0 0;
+    0 1 0;
+    1 0 0;
+    0 0 1
+]
+
+
+@testset "AsymmetricDirectedHypergraphLayer" begin
+
+    @testset "Constructor validation" begin
+        @test_throws ArgumentError begin
+            AsymmetricDirectedHypergraphLayer(
+                0,
+                0,
+                8,
+            )
+        end
+
+        @test_throws ArgumentError begin
+            AsymmetricDirectedHypergraphLayer(
+                3,
+                -1,
+                8,
+            )
+        end
+
+        @test_throws ArgumentError begin
+            AsymmetricDirectedHypergraphLayer(
+                3,
+                0,
+                0,
+            )
+        end
+    end
+
+
+    @testset "Parameter and state initialisation" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            AsymmetricDirectedHypergraphLayer(
+                3,
+                2,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        @test size(
+            ps.W_source_vertex,
+        ) == (3, 8)
+
+        @test size(
+            ps.W_target_vertex,
+        ) == (3, 8)
+
+        @test size(
+            ps.b_source_vertex,
+        ) == (1, 8)
+
+        @test size(
+            ps.b_target_vertex,
+        ) == (1, 8)
+
+        @test size(
+            ps.W_hyperedge,
+        ) == (18, 8)
+
+        @test size(
+            ps.b_hyperedge,
+        ) == (1, 8)
+
+        @test size(
+            ps.W_hyperedge_to_source,
+        ) == (8, 8)
+
+        @test size(
+            ps.W_hyperedge_to_target,
+        ) == (8, 8)
+
+        @test size(
+            ps.W_self,
+        ) == (3, 8)
+
+        @test size(
+            ps.W_vertex_update,
+        ) == (24, 8)
+
+        @test size(
+            ps.b_vertex_update,
+        ) == (1, 8)
+
+        @test isempty(st)
+
+        @test Lux.statelength(layer) == 0
+
+        @test Lux.parameterlength(layer) == 568
+    end
+
+
+    @testset "Basic forward pass" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            AsymmetricDirectedHypergraphLayer(
+                3,
+                0,
+                8;
+                activation = tanh,
+                normalize = true,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        output, new_st =
+            layer(
+                (
+                    ASYM_X_VERTEX,
+                    ASYM_SOURCE_MATRIX,
+                    ASYM_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+
+        @test size(
+            output.updated_vertices,
+        ) == (4, 8)
+
+        @test size(
+            output.updated_hyperedges,
+        ) == (3, 8)
+
+        @test all(
+            isfinite,
+            output.updated_vertices,
+        )
+
+        @test all(
+            isfinite,
+            output.updated_hyperedges,
+        )
+
+        @test new_st == st
+    end
+
+
+    @testset "Hyperedge input features" begin
+        rng = MersenneTwister(123)
+
+        X_hyperedge = Float32[
+            1.0 0.0;
+            0.0 1.0;
+            1.0 1.0
+        ]
+
+        layer =
+            AsymmetricDirectedHypergraphLayer(
+                3,
+                2,
+                8;
+                activation = tanh,
+                normalize = true,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        output, new_st =
+            layer(
+                (
+                    ASYM_X_VERTEX,
+                    X_hyperedge,
+                    ASYM_SOURCE_MATRIX,
+                    ASYM_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+
+        @test size(
+            output.updated_vertices,
+        ) == (4, 8)
+
+        @test size(
+            output.updated_hyperedges,
+        ) == (3, 8)
+
+        @test all(
+            isfinite,
+            output.updated_vertices,
+        )
+
+        @test all(
+            isfinite,
+            output.updated_hyperedges,
+        )
+
+        @test new_st == st
+    end
+
+
+    @testset "Normalisation enabled and disabled" begin
+        rng_normalised =
+            MersenneTwister(123)
+
+        rng_unnormalised =
+            MersenneTwister(123)
+
+        layer_normalised =
+            AsymmetricDirectedHypergraphLayer(
+                3,
+                0,
+                8;
+                normalize = true,
+            )
+
+        layer_unnormalised =
+            AsymmetricDirectedHypergraphLayer(
+                3,
+                0,
+                8;
+                normalize = false,
+            )
+
+        ps_normalised,
+        st_normalised =
+            Lux.setup(
+                rng_normalised,
+                layer_normalised,
+            )
+
+        ps_unnormalised,
+        st_unnormalised =
+            Lux.setup(
+                rng_unnormalised,
+                layer_unnormalised,
+            )
+
+        output_normalised, _ =
+            layer_normalised(
+                (
+                    ASYM_X_VERTEX,
+                    ASYM_SOURCE_MATRIX,
+                    ASYM_TARGET_MATRIX,
+                ),
+                ps_normalised,
+                st_normalised,
+            )
+
+        output_unnormalised, _ =
+            layer_unnormalised(
+                (
+                    ASYM_X_VERTEX,
+                    ASYM_SOURCE_MATRIX,
+                    ASYM_TARGET_MATRIX,
+                ),
+                ps_unnormalised,
+                st_unnormalised,
+            )
+
+        @test all(
+            isfinite,
+            output_normalised.updated_vertices,
+        )
+
+        @test all(
+            isfinite,
+            output_unnormalised.updated_vertices,
+        )
+
+        @test !isapprox(
+            output_normalised.updated_vertices,
+            output_unnormalised.updated_vertices,
+        )
+    end
+
+
+    @testset "Source and target transformations are independent" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            AsymmetricDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, _ =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        @test ps.W_source_vertex !==
+              ps.W_target_vertex
+
+        @test ps.W_hyperedge_to_source !==
+              ps.W_hyperedge_to_target
+
+        @test size(ps.W_source_vertex) ==
+              size(ps.W_target_vertex)
+
+        @test size(ps.W_hyperedge_to_source) ==
+              size(ps.W_hyperedge_to_target)
+    end
+
+
+    @testset "Direction affects the output" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            AsymmetricDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        original_output, _ =
+            layer(
+                (
+                    ASYM_X_VERTEX,
+                    ASYM_SOURCE_MATRIX,
+                    ASYM_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+
+        reversed_output, _ =
+            layer(
+                (
+                    ASYM_X_VERTEX,
+                    ASYM_TARGET_MATRIX,
+                    ASYM_SOURCE_MATRIX,
+                ),
+                ps,
+                st,
+            )
+
+        @test !isapprox(
+            original_output.updated_vertices,
+            reversed_output.updated_vertices,
+        )
+
+        @test !isapprox(
+            original_output.updated_hyperedges,
+            reversed_output.updated_hyperedges,
+        )
+    end
+
+
+    @testset "Zero incidence remains finite" begin
+        rng = MersenneTwister(123)
+
+        source_matrix =
+            zeros(Float32, 4, 3)
+
+        target_matrix =
+            zeros(Float32, 4, 3)
+
+        layer =
+            AsymmetricDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        output, _ =
+            layer(
+                (
+                    ASYM_X_VERTEX,
+                    source_matrix,
+                    target_matrix,
+                ),
+                ps,
+                st,
+            )
+
+        @test all(
+            isfinite,
+            output.updated_vertices,
+        )
+
+        @test all(
+            isfinite,
+            output.updated_hyperedges,
+        )
+    end
+
+
+    @testset "Mismatched incidence matrices" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            AsymmetricDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        wrong_target_matrix =
+            zeros(Float32, 4, 2)
+
+        @test_throws DimensionMismatch begin
+            layer(
+                (
+                    ASYM_X_VERTEX,
+                    ASYM_SOURCE_MATRIX,
+                    wrong_target_matrix,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Incorrect number of vertex rows" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            AsymmetricDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        wrong_X_vertex =
+            rand(Float32, 5, 3)
+
+        @test_throws DimensionMismatch begin
+            layer(
+                (
+                    wrong_X_vertex,
+                    ASYM_SOURCE_MATRIX,
+                    ASYM_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Incorrect vertex feature dimension" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            AsymmetricDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        wrong_X_vertex =
+            rand(Float32, 4, 2)
+
+        @test_throws DimensionMismatch begin
+            layer(
+                (
+                    wrong_X_vertex,
+                    ASYM_SOURCE_MATRIX,
+                    ASYM_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Missing required hyperedge features" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            AsymmetricDirectedHypergraphLayer(
+                3,
+                2,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        @test_throws ArgumentError begin
+            layer(
+                (
+                    ASYM_X_VERTEX,
+                    ASYM_SOURCE_MATRIX,
+                    ASYM_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Incorrect number of hyperedge rows" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            AsymmetricDirectedHypergraphLayer(
+                3,
+                2,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        wrong_X_hyperedge =
+            rand(Float32, 2, 2)
+
+        @test_throws DimensionMismatch begin
+            layer(
+                (
+                    ASYM_X_VERTEX,
+                    wrong_X_hyperedge,
+                    ASYM_SOURCE_MATRIX,
+                    ASYM_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Incorrect hyperedge feature dimension" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            AsymmetricDirectedHypergraphLayer(
+                3,
+                2,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        wrong_X_hyperedge =
+            rand(Float32, 3, 3)
+
+        @test_throws DimensionMismatch begin
+            layer(
+                (
+                    ASYM_X_VERTEX,
+                    wrong_X_hyperedge,
+                    ASYM_SOURCE_MATRIX,
+                    ASYM_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Incorrect tuple length" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            AsymmetricDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        @test_throws ArgumentError begin
+            layer(
+                (
+                    ASYM_X_VERTEX,
+                    ASYM_SOURCE_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+
+        @test_throws ArgumentError begin
+            layer(
+                (
+                    ASYM_X_VERTEX,
+                    ASYM_SOURCE_MATRIX,
+                    ASYM_TARGET_MATRIX,
+                    ASYM_TARGET_MATRIX,
+                    ASYM_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+end
\ No newline at end of file
diff --git a/test/layers/DirectedHypergraphAttentionLayer.jl b/test/layers/DirectedHypergraphAttentionLayer.jl
index 430ec5f..75f0255 100644
--- a/test/layers/DirectedHypergraphAttentionLayer.jl
+++ b/test/layers/DirectedHypergraphAttentionLayer.jl
@@ -1062,3 +1062,4 @@ const HGNN = HyperGraphNeuralNetworks
     end
 end
 
+
diff --git a/test/layers/DirectedHypergraphConvolutionLayer.jl b/test/layers/DirectedHypergraphConvolutionLayer.jl
new file mode 100644
index 0000000..4fa5dfc
--- /dev/null
+++ b/test/layers/DirectedHypergraphConvolutionLayer.jl
@@ -0,0 +1,552 @@
+using Test
+using Lux
+using Random
+using HyperGraphNeuralNetworks
+
+
+const CONV_X_VERTEX = Float32[
+    1.0 0.0 2.0;
+    0.0 1.0 1.0;
+    1.0 1.0 0.0;
+    2.0 0.0 1.0
+]
+
+
+const CONV_SOURCE_MATRIX = Float32[
+    1 0 1;
+    1 0 0;
+    0 1 0;
+    0 0 0
+]
+
+
+const CONV_TARGET_MATRIX = Float32[
+    0 0 0;
+    0 1 0;
+    1 0 0;
+    0 0 1
+]
+
+
+@testset "DirectedHypergraphConvolutionLayer" begin
+
+    @testset "Constructor validation" begin
+        @test_throws ArgumentError begin
+            DirectedHypergraphConvolutionLayer(
+                0,
+                8,
+            )
+        end
+
+        @test_throws ArgumentError begin
+            DirectedHypergraphConvolutionLayer(
+                -1,
+                8,
+            )
+        end
+
+        @test_throws ArgumentError begin
+            DirectedHypergraphConvolutionLayer(
+                3,
+                0,
+            )
+        end
+
+        @test_throws ArgumentError begin
+            DirectedHypergraphConvolutionLayer(
+                3,
+                -1,
+            )
+        end
+    end
+
+
+    @testset "Parameter and state initialisation" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            DirectedHypergraphConvolutionLayer(
+                3,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        @test size(ps.W_self) == (3, 8)
+
+        @test size(
+            ps.W_source_to_target,
+        ) == (3, 8)
+
+        @test size(
+            ps.W_target_to_source,
+        ) == (3, 8)
+
+        @test size(ps.b_vertex) == (1, 8)
+
+        @test isempty(st)
+
+        @test Lux.statelength(layer) == 0
+
+        @test Lux.parameterlength(layer) ==
+              3 * 3 * 8 + 8
+    end
+
+
+    @testset "Basic forward pass" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            DirectedHypergraphConvolutionLayer(
+                3,
+                8;
+                activation = tanh,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        output, new_st =
+            layer(
+                (
+                    CONV_X_VERTEX,
+                    CONV_SOURCE_MATRIX,
+                    CONV_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+
+        @test size(
+            output.updated_vertices,
+        ) == (4, 8)
+
+        @test size(
+            output.updated_hyperedges,
+        ) == (3, 8)
+
+        @test all(
+            isfinite,
+            output.updated_vertices,
+        )
+
+        @test all(
+            isfinite,
+            output.updated_hyperedges,
+        )
+
+        @test new_st == st
+    end
+
+
+    @testset "Direction changes the result" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            DirectedHypergraphConvolutionLayer(
+                3,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        original_output, _ =
+            layer(
+                (
+                    CONV_X_VERTEX,
+                    CONV_SOURCE_MATRIX,
+                    CONV_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+
+        reversed_output, _ =
+            layer(
+                (
+                    CONV_X_VERTEX,
+                    CONV_TARGET_MATRIX,
+                    CONV_SOURCE_MATRIX,
+                ),
+                ps,
+                st,
+            )
+
+        @test !isapprox(
+            original_output.updated_vertices,
+            reversed_output.updated_vertices,
+        )
+    end
+
+
+    @testset "Zero-degree vertices and hyperedges remain finite" begin
+        rng = MersenneTwister(123)
+
+        source_matrix = Float32[
+            1 0 0;
+            0 0 0;
+            0 1 0;
+            0 0 0
+        ]
+
+        target_matrix = Float32[
+            0 0 0;
+            1 0 0;
+            0 0 0;
+            0 1 0
+        ]
+
+        layer =
+            DirectedHypergraphConvolutionLayer(
+                3,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        output, _ =
+            layer(
+                (
+                    CONV_X_VERTEX,
+                    source_matrix,
+                    target_matrix,
+                ),
+                ps,
+                st,
+            )
+
+        @test all(
+            isfinite,
+            output.updated_vertices,
+        )
+
+        @test all(
+            isfinite,
+            output.updated_hyperedges,
+        )
+    end
+
+
+    @testset "Nonzero incidence values represent membership" begin
+        weighted_source =
+            Float32[
+                2 0 4;
+                7 0 0;
+                0 3 0;
+                0 0 0
+            ]
+
+        weighted_target =
+            Float32[
+                0 0 0;
+                0 6 0;
+                5 0 0;
+                0 0 9
+            ]
+
+        binary_source_membership =
+            HyperGraphNeuralNetworks.
+            _convolution_membership_matrix(
+                CONV_SOURCE_MATRIX,
+            )
+
+        weighted_source_membership =
+            HyperGraphNeuralNetworks.
+            _convolution_membership_matrix(
+                weighted_source,
+            )
+
+        binary_target_membership =
+            HyperGraphNeuralNetworks.
+            _convolution_membership_matrix(
+                CONV_TARGET_MATRIX,
+            )
+
+        weighted_target_membership =
+            HyperGraphNeuralNetworks.
+            _convolution_membership_matrix(
+                weighted_target,
+            )
+
+        @test binary_source_membership ==
+              weighted_source_membership
+
+        @test binary_target_membership ==
+              weighted_target_membership
+    end
+
+
+    @testset "Safe inverse" begin
+        values =
+            Float32[
+                0 1 2 4
+            ]
+
+        inverse_values =
+            HyperGraphNeuralNetworks.
+            _safe_inverse(
+                values,
+            )
+
+        @test inverse_values ==
+              Float32[
+                  0 1 0.5 0.25
+              ]
+
+        @test all(
+            isfinite,
+            inverse_values,
+        )
+    end
+
+
+    @testset "Directional normalisation" begin
+        normalisation =
+            HyperGraphNeuralNetworks.
+            _normalised_directional_incidence(
+                CONV_SOURCE_MATRIX,
+            )
+
+        @test size(
+            normalisation.vertex_to_hyperedge,
+        ) == size(CONV_SOURCE_MATRIX)
+
+        @test size(
+            normalisation.hyperedge_to_vertex,
+        ) == size(CONV_SOURCE_MATRIX)
+
+        @test all(
+            isfinite,
+            normalisation.vertex_to_hyperedge,
+        )
+
+        @test all(
+            isfinite,
+            normalisation.hyperedge_to_vertex,
+        )
+
+        column_sums =
+            sum(
+                normalisation.vertex_to_hyperedge;
+                dims = 1,
+            )
+
+        for hyperedge in axes(
+            CONV_SOURCE_MATRIX,
+            2,
+        )
+            if any(
+                .!iszero.(
+                    CONV_SOURCE_MATRIX[:, hyperedge],
+                ),
+            )
+                @test isapprox(
+                    column_sums[1, hyperedge],
+                    1.0f0;
+                    atol = 1.0f-6,
+                )
+            end
+        end
+    end
+
+
+    @testset "Incorrect incidence shapes" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            DirectedHypergraphConvolutionLayer(
+                3,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        wrong_target =
+            zeros(Float32, 4, 2)
+
+        @test_throws DimensionMismatch begin
+            layer(
+                (
+                    CONV_X_VERTEX,
+                    CONV_SOURCE_MATRIX,
+                    wrong_target,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Incorrect number of vertex rows" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            DirectedHypergraphConvolutionLayer(
+                3,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        wrong_X_vertex =
+            rand(Float32, 5, 3)
+
+        @test_throws DimensionMismatch begin
+            layer(
+                (
+                    wrong_X_vertex,
+                    CONV_SOURCE_MATRIX,
+                    CONV_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Incorrect vertex feature dimension" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            DirectedHypergraphConvolutionLayer(
+                3,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        wrong_X_vertex =
+            rand(Float32, 4, 2)
+
+        @test_throws DimensionMismatch begin
+            layer(
+                (
+                    wrong_X_vertex,
+                    CONV_SOURCE_MATRIX,
+                    CONV_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Incorrect tuple length" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            DirectedHypergraphConvolutionLayer(
+                3,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        @test_throws ArgumentError begin
+            layer(
+                (
+                    CONV_X_VERTEX,
+                    CONV_SOURCE_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+
+        @test_throws ArgumentError begin
+            layer(
+                (
+                    CONV_X_VERTEX,
+                    CONV_SOURCE_MATRIX,
+                    CONV_TARGET_MATRIX,
+                    CONV_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Deterministic zero parameters" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            DirectedHypergraphConvolutionLayer(
+                3,
+                8;
+                activation = tanh,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        zero_ps = (
+            W_self =
+                zero(ps.W_self),
+
+            W_source_to_target =
+                zero(ps.W_source_to_target),
+
+            W_target_to_source =
+                zero(ps.W_target_to_source),
+
+            b_vertex =
+                zero(ps.b_vertex),
+        )
+
+        output, _ =
+            layer(
+                (
+                    CONV_X_VERTEX,
+                    CONV_SOURCE_MATRIX,
+                    CONV_TARGET_MATRIX,
+                ),
+                zero_ps,
+                st,
+            )
+
+        @test output.updated_vertices ==
+              zeros(Float32, 4, 8)
+
+        @test output.updated_hyperedges ==
+              zeros(Float32, 3, 8)
+    end
+end
\ No newline at end of file
diff --git a/test/layers/GatedDirectedHypergraphLayer.jl b/test/layers/GatedDirectedHypergraphLayer.jl
new file mode 100644
index 0000000..93f2ec0
--- /dev/null
+++ b/test/layers/GatedDirectedHypergraphLayer.jl
@@ -0,0 +1,603 @@
+using Test
+using Lux
+using Random
+using HyperGraphNeuralNetworks
+
+
+const GATED_X_VERTEX = Float32[
+    1.0 0.0 2.0;
+    0.0 1.0 1.0;
+    1.0 1.0 0.0;
+    2.0 0.0 1.0
+]
+
+
+const GATED_SOURCE_MATRIX = Float32[
+    1 0 1;
+    1 0 0;
+    0 1 0;
+    0 0 0
+]
+
+
+const GATED_TARGET_MATRIX = Float32[
+    0 0 0;
+    0 1 0;
+    1 0 0;
+    0 0 1
+]
+
+
+@testset "GatedDirectedHypergraphLayer" begin
+
+    @testset "Constructor validation" begin
+        @test_throws ArgumentError begin
+            GatedDirectedHypergraphLayer(
+                0,
+                0,
+                8,
+            )
+        end
+
+        @test_throws ArgumentError begin
+            GatedDirectedHypergraphLayer(
+                3,
+                -1,
+                8,
+            )
+        end
+
+        @test_throws ArgumentError begin
+            GatedDirectedHypergraphLayer(
+                3,
+                0,
+                0,
+            )
+        end
+    end
+
+
+    @testset "Parameter and state initialisation" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            GatedDirectedHypergraphLayer(
+                3,
+                2,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        @test size(ps.W_vertex) == (3, 8)
+        @test size(ps.b_vertex) == (1, 8)
+
+        @test size(ps.W_hyperedge) == (18, 8)
+        @test size(ps.b_hyperedge) == (1, 8)
+
+        @test size(ps.W_message) == (8, 8)
+        @test size(ps.b_message) == (1, 8)
+
+        @test size(ps.W_gate) == (16, 8)
+        @test size(ps.b_gate) == (1, 8)
+
+        @test isempty(st)
+        @test Lux.statelength(layer) == 0
+        @test Lux.parameterlength(layer) == 392
+    end
+
+
+    @testset "Basic forward pass" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            GatedDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        output, new_st =
+            layer(
+                (
+                    GATED_X_VERTEX,
+                    GATED_SOURCE_MATRIX,
+                    GATED_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+
+        @test size(output.updated_vertices) == (4, 8)
+        @test size(output.updated_hyperedges) == (3, 8)
+        @test size(output.gates) == (4, 8)
+
+        @test all(isfinite, output.updated_vertices)
+        @test all(isfinite, output.updated_hyperedges)
+        @test all(isfinite, output.gates)
+
+        @test new_st == st
+    end
+
+
+    @testset "Gate values are probabilities" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            GatedDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        output, _ =
+            layer(
+                (
+                    GATED_X_VERTEX,
+                    GATED_SOURCE_MATRIX,
+                    GATED_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+
+        @test all(output.gates .>= 0)
+        @test all(output.gates .<= 1)
+
+        @test any(output.gates .> 0)
+        @test any(output.gates .< 1)
+    end
+
+
+    @testset "Hyperedge input features" begin
+        rng = MersenneTwister(123)
+
+        X_hyperedge = Float32[
+            1.0 0.0;
+            0.0 1.0;
+            1.0 1.0
+        ]
+
+        layer =
+            GatedDirectedHypergraphLayer(
+                3,
+                2,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        output, new_st =
+            layer(
+                (
+                    GATED_X_VERTEX,
+                    X_hyperedge,
+                    GATED_SOURCE_MATRIX,
+                    GATED_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+
+        @test size(output.updated_vertices) == (4, 8)
+        @test size(output.updated_hyperedges) == (3, 8)
+        @test size(output.gates) == (4, 8)
+
+        @test all(isfinite, output.updated_vertices)
+        @test all(isfinite, output.updated_hyperedges)
+        @test all(isfinite, output.gates)
+
+        @test new_st == st
+    end
+
+
+    @testset "Direction affects the representation" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            GatedDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        original_output, _ =
+            layer(
+                (
+                    GATED_X_VERTEX,
+                    GATED_SOURCE_MATRIX,
+                    GATED_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+
+        reversed_output, _ =
+            layer(
+                (
+                    GATED_X_VERTEX,
+                    GATED_TARGET_MATRIX,
+                    GATED_SOURCE_MATRIX,
+                ),
+                ps,
+                st,
+            )
+
+        @test !isapprox(
+            original_output.updated_hyperedges,
+            reversed_output.updated_hyperedges,
+        )
+
+        @test !isapprox(
+            original_output.updated_vertices,
+            reversed_output.updated_vertices,
+        )
+    end
+
+
+    @testset "Normalisation enabled and disabled" begin
+        rng_normalised =
+            MersenneTwister(123)
+
+        rng_unnormalised =
+            MersenneTwister(123)
+
+        normalised_layer =
+            GatedDirectedHypergraphLayer(
+                3,
+                0,
+                8;
+                normalize = true,
+            )
+
+        unnormalised_layer =
+            GatedDirectedHypergraphLayer(
+                3,
+                0,
+                8;
+                normalize = false,
+            )
+
+        ps_normalised,
+        st_normalised =
+            Lux.setup(
+                rng_normalised,
+                normalised_layer,
+            )
+
+        ps_unnormalised,
+        st_unnormalised =
+            Lux.setup(
+                rng_unnormalised,
+                unnormalised_layer,
+            )
+
+        normalised_output, _ =
+            normalised_layer(
+                (
+                    GATED_X_VERTEX,
+                    GATED_SOURCE_MATRIX,
+                    GATED_TARGET_MATRIX,
+                ),
+                ps_normalised,
+                st_normalised,
+            )
+
+        unnormalised_output, _ =
+            unnormalised_layer(
+                (
+                    GATED_X_VERTEX,
+                    GATED_SOURCE_MATRIX,
+                    GATED_TARGET_MATRIX,
+                ),
+                ps_unnormalised,
+                st_unnormalised,
+            )
+
+        @test all(
+            isfinite,
+            normalised_output.updated_vertices,
+        )
+
+        @test all(
+            isfinite,
+            unnormalised_output.updated_vertices,
+        )
+
+        @test !isapprox(
+            normalised_output.updated_vertices,
+            unnormalised_output.updated_vertices,
+        )
+    end
+
+
+    @testset "Zero incidence remains finite" begin
+        rng = MersenneTwister(123)
+
+        source_matrix =
+            zeros(Float32, 4, 3)
+
+        target_matrix =
+            zeros(Float32, 4, 3)
+
+        layer =
+            GatedDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        output, _ =
+            layer(
+                (
+                    GATED_X_VERTEX,
+                    source_matrix,
+                    target_matrix,
+                ),
+                ps,
+                st,
+            )
+
+        @test all(isfinite, output.updated_vertices)
+        @test all(isfinite, output.updated_hyperedges)
+        @test all(isfinite, output.gates)
+    end
+
+
+    @testset "Mismatched incidence matrices" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            GatedDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        wrong_target_matrix =
+            zeros(Float32, 4, 2)
+
+        @test_throws DimensionMismatch begin
+            layer(
+                (
+                    GATED_X_VERTEX,
+                    GATED_SOURCE_MATRIX,
+                    wrong_target_matrix,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Incorrect number of vertex rows" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            GatedDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        wrong_X_vertex =
+            rand(Float32, 5, 3)
+
+        @test_throws DimensionMismatch begin
+            layer(
+                (
+                    wrong_X_vertex,
+                    GATED_SOURCE_MATRIX,
+                    GATED_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Incorrect vertex feature dimension" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            GatedDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        wrong_X_vertex =
+            rand(Float32, 4, 2)
+
+        @test_throws DimensionMismatch begin
+            layer(
+                (
+                    wrong_X_vertex,
+                    GATED_SOURCE_MATRIX,
+                    GATED_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Missing required hyperedge features" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            GatedDirectedHypergraphLayer(
+                3,
+                2,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        @test_throws ArgumentError begin
+            layer(
+                (
+                    GATED_X_VERTEX,
+                    GATED_SOURCE_MATRIX,
+                    GATED_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Incorrect number of hyperedge rows" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            GatedDirectedHypergraphLayer(
+                3,
+                2,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        wrong_X_hyperedge =
+            rand(Float32, 2, 2)
+
+        @test_throws DimensionMismatch begin
+            layer(
+                (
+                    GATED_X_VERTEX,
+                    wrong_X_hyperedge,
+                    GATED_SOURCE_MATRIX,
+                    GATED_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Incorrect hyperedge feature dimension" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            GatedDirectedHypergraphLayer(
+                3,
+                2,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        wrong_X_hyperedge =
+            rand(Float32, 3, 3)
+
+        @test_throws DimensionMismatch begin
+            layer(
+                (
+                    GATED_X_VERTEX,
+                    wrong_X_hyperedge,
+                    GATED_SOURCE_MATRIX,
+                    GATED_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Incorrect tuple length" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            GatedDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        @test_throws ArgumentError begin
+            layer(
+                (
+                    GATED_X_VERTEX,
+                    GATED_SOURCE_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+end
\ No newline at end of file
diff --git a/test/layers/ResidualDirectedHypergraphLayer.jl b/test/layers/ResidualDirectedHypergraphLayer.jl
new file mode 100644
index 0000000..ff05877
--- /dev/null
+++ b/test/layers/ResidualDirectedHypergraphLayer.jl
@@ -0,0 +1,723 @@
+using Test
+using Lux
+using Random
+using HyperGraphNeuralNetworks
+
+
+const RES_X_VERTEX = Float32[
+    1.0 0.0 2.0;
+    0.0 1.0 1.0;
+    1.0 1.0 0.0;
+    2.0 0.0 1.0
+]
+
+
+const RES_SOURCE_MATRIX = Float32[
+    1 0 1;
+    1 0 0;
+    0 1 0;
+    0 0 0
+]
+
+
+const RES_TARGET_MATRIX = Float32[
+    0 0 0;
+    0 1 0;
+    1 0 0;
+    0 0 1
+]
+
+
+@testset "ResidualDirectedHypergraphLayer" begin
+
+    @testset "Constructor validation" begin
+        @test_throws ArgumentError begin
+            ResidualDirectedHypergraphLayer(
+                0,
+                0,
+                8,
+            )
+        end
+
+        @test_throws ArgumentError begin
+            ResidualDirectedHypergraphLayer(
+                3,
+                -1,
+                8,
+            )
+        end
+
+        @test_throws ArgumentError begin
+            ResidualDirectedHypergraphLayer(
+                3,
+                0,
+                0,
+            )
+        end
+    end
+
+
+    @testset "Parameter and state initialisation with projection" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            ResidualDirectedHypergraphLayer(
+                3,
+                2,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        @test size(ps.W_vertex) == (3, 8)
+        @test size(ps.b_vertex) == (1, 8)
+
+        @test size(ps.W_hyperedge) == (18, 8)
+        @test size(ps.b_hyperedge) == (1, 8)
+
+        @test size(ps.W_message_update) == (16, 8)
+        @test size(ps.b_message_update) == (1, 8)
+
+        @test size(ps.W_residual) == (3, 8)
+
+        @test isempty(st)
+        @test Lux.statelength(layer) == 0
+        @test Lux.parameterlength(layer) == 344
+    end
+
+
+    @testset "Parameter initialisation without projection" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            ResidualDirectedHypergraphLayer(
+                8,
+                0,
+                8,
+            )
+
+        ps, _ =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        @test size(ps.W_residual) == (0, 0)
+
+        @test Lux.parameterlength(layer) == 344
+    end
+
+
+    @testset "Basic forward pass with residual projection" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            ResidualDirectedHypergraphLayer(
+                3,
+                0,
+                8;
+                activation = tanh,
+                normalize = true,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        output, new_st =
+            layer(
+                (
+                    RES_X_VERTEX,
+                    RES_SOURCE_MATRIX,
+                    RES_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+
+        @test size(
+            output.updated_vertices,
+        ) == (4, 8)
+
+        @test size(
+            output.updated_hyperedges,
+        ) == (3, 8)
+
+        @test all(
+            isfinite,
+            output.updated_vertices,
+        )
+
+        @test all(
+            isfinite,
+            output.updated_hyperedges,
+        )
+
+        @test new_st == st
+    end
+
+
+    @testset "Identity residual pathway" begin
+        rng = MersenneTwister(123)
+
+        X_vertex =
+            rand(
+                Float32,
+                4,
+                8,
+            )
+
+        layer =
+            ResidualDirectedHypergraphLayer(
+                8,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        residual =
+            HyperGraphNeuralNetworks.
+            _residual_representation(
+                layer,
+                X_vertex,
+                ps,
+            )
+
+        @test residual == X_vertex
+    end
+
+
+    @testset "Projected residual pathway" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            ResidualDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, _ =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        residual =
+            HyperGraphNeuralNetworks.
+            _residual_representation(
+                layer,
+                RES_X_VERTEX,
+                ps,
+            )
+
+        @test size(residual) == (4, 8)
+
+        @test residual ==
+              RES_X_VERTEX * ps.W_residual
+    end
+
+
+    @testset "Hyperedge input features" begin
+        rng = MersenneTwister(123)
+
+        X_hyperedge = Float32[
+            1.0 0.0;
+            0.0 1.0;
+            1.0 1.0
+        ]
+
+        layer =
+            ResidualDirectedHypergraphLayer(
+                3,
+                2,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        output, new_st =
+            layer(
+                (
+                    RES_X_VERTEX,
+                    X_hyperedge,
+                    RES_SOURCE_MATRIX,
+                    RES_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+
+        @test size(
+            output.updated_vertices,
+        ) == (4, 8)
+
+        @test size(
+            output.updated_hyperedges,
+        ) == (3, 8)
+
+        @test all(
+            isfinite,
+            output.updated_vertices,
+        )
+
+        @test all(
+            isfinite,
+            output.updated_hyperedges,
+        )
+
+        @test new_st == st
+    end
+
+
+    @testset "Direction affects hyperedge representation" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            ResidualDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        original_output, _ =
+            layer(
+                (
+                    RES_X_VERTEX,
+                    RES_SOURCE_MATRIX,
+                    RES_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+
+        reversed_output, _ =
+            layer(
+                (
+                    RES_X_VERTEX,
+                    RES_TARGET_MATRIX,
+                    RES_SOURCE_MATRIX,
+                ),
+                ps,
+                st,
+            )
+
+        @test !isapprox(
+            original_output.updated_hyperedges,
+            reversed_output.updated_hyperedges,
+        )
+
+        @test !isapprox(
+            original_output.updated_vertices,
+            reversed_output.updated_vertices,
+        )
+    end
+
+
+    @testset "Normalisation enabled and disabled" begin
+        rng_normalised =
+            MersenneTwister(123)
+
+        rng_unnormalised =
+            MersenneTwister(123)
+
+        layer_normalised =
+            ResidualDirectedHypergraphLayer(
+                3,
+                0,
+                8;
+                normalize = true,
+            )
+
+        layer_unnormalised =
+            ResidualDirectedHypergraphLayer(
+                3,
+                0,
+                8;
+                normalize = false,
+            )
+
+        ps_normalised, st_normalised =
+            Lux.setup(
+                rng_normalised,
+                layer_normalised,
+            )
+
+        ps_unnormalised, st_unnormalised =
+            Lux.setup(
+                rng_unnormalised,
+                layer_unnormalised,
+            )
+
+        output_normalised, _ =
+            layer_normalised(
+                (
+                    RES_X_VERTEX,
+                    RES_SOURCE_MATRIX,
+                    RES_TARGET_MATRIX,
+                ),
+                ps_normalised,
+                st_normalised,
+            )
+
+        output_unnormalised, _ =
+            layer_unnormalised(
+                (
+                    RES_X_VERTEX,
+                    RES_SOURCE_MATRIX,
+                    RES_TARGET_MATRIX,
+                ),
+                ps_unnormalised,
+                st_unnormalised,
+            )
+
+        @test all(
+            isfinite,
+            output_normalised.updated_vertices,
+        )
+
+        @test all(
+            isfinite,
+            output_unnormalised.updated_vertices,
+        )
+
+        @test !isapprox(
+            output_normalised.updated_vertices,
+            output_unnormalised.updated_vertices,
+        )
+    end
+
+
+    @testset "Zero incidence remains finite" begin
+        rng = MersenneTwister(123)
+
+        source_matrix =
+            zeros(
+                Float32,
+                4,
+                3,
+            )
+
+        target_matrix =
+            zeros(
+                Float32,
+                4,
+                3,
+            )
+
+        layer =
+            ResidualDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        output, _ =
+            layer(
+                (
+                    RES_X_VERTEX,
+                    source_matrix,
+                    target_matrix,
+                ),
+                ps,
+                st,
+            )
+
+        @test all(
+            isfinite,
+            output.updated_vertices,
+        )
+
+        @test all(
+            isfinite,
+            output.updated_hyperedges,
+        )
+    end
+
+
+    @testset "Mismatched incidence matrices" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            ResidualDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        wrong_target_matrix =
+            zeros(
+                Float32,
+                4,
+                2,
+            )
+
+        @test_throws DimensionMismatch begin
+            layer(
+                (
+                    RES_X_VERTEX,
+                    RES_SOURCE_MATRIX,
+                    wrong_target_matrix,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Incorrect number of vertex rows" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            ResidualDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        wrong_X_vertex =
+            rand(
+                Float32,
+                5,
+                3,
+            )
+
+        @test_throws DimensionMismatch begin
+            layer(
+                (
+                    wrong_X_vertex,
+                    RES_SOURCE_MATRIX,
+                    RES_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Incorrect vertex feature dimension" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            ResidualDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        wrong_X_vertex =
+            rand(
+                Float32,
+                4,
+                2,
+            )
+
+        @test_throws DimensionMismatch begin
+            layer(
+                (
+                    wrong_X_vertex,
+                    RES_SOURCE_MATRIX,
+                    RES_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Missing required hyperedge features" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            ResidualDirectedHypergraphLayer(
+                3,
+                2,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        @test_throws ArgumentError begin
+            layer(
+                (
+                    RES_X_VERTEX,
+                    RES_SOURCE_MATRIX,
+                    RES_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Incorrect hyperedge rows" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            ResidualDirectedHypergraphLayer(
+                3,
+                2,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        wrong_X_hyperedge =
+            rand(
+                Float32,
+                2,
+                2,
+            )
+
+        @test_throws DimensionMismatch begin
+            layer(
+                (
+                    RES_X_VERTEX,
+                    wrong_X_hyperedge,
+                    RES_SOURCE_MATRIX,
+                    RES_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Incorrect hyperedge feature dimension" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            ResidualDirectedHypergraphLayer(
+                3,
+                2,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        wrong_X_hyperedge =
+            rand(
+                Float32,
+                3,
+                3,
+            )
+
+        @test_throws DimensionMismatch begin
+            layer(
+                (
+                    RES_X_VERTEX,
+                    wrong_X_hyperedge,
+                    RES_SOURCE_MATRIX,
+                    RES_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+
+
+    @testset "Incorrect tuple length" begin
+        rng = MersenneTwister(123)
+
+        layer =
+            ResidualDirectedHypergraphLayer(
+                3,
+                0,
+                8,
+            )
+
+        ps, st =
+            Lux.setup(
+                rng,
+                layer,
+            )
+
+        @test_throws ArgumentError begin
+            layer(
+                (
+                    RES_X_VERTEX,
+                    RES_SOURCE_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+
+        @test_throws ArgumentError begin
+            layer(
+                (
+                    RES_X_VERTEX,
+                    RES_SOURCE_MATRIX,
+                    RES_TARGET_MATRIX,
+                    RES_TARGET_MATRIX,
+                    RES_TARGET_MATRIX,
+                ),
+                ps,
+                st,
+            )
+        end
+    end
+end
\ No newline at end of file
diff --git a/test/runtests.jl b/test/runtests.jl
index b17b80a..ef14ecf 100644
--- a/test/runtests.jl
+++ b/test/runtests.jl
@@ -11,6 +11,10 @@ using SimpleDirectedHypergraphs
 using HyperGraphNeuralNetworks
 include("layers/DirectedHypergraphLayer.jl")
 include("layers/DirectedHypergraphAttentionLayer.jl")
+include("layers/DirectedHypergraphConvolutionLayer.jl") 
+include("layers/AsymmetricDirectedHypergraphLayer.jl")
+include("layers/ResidualDirectedHypergraphLayer.jl")
+include("layers/GatedDirectedHypergraphLayer.jl")
 
 # Necessary for MLDatasets
 ENV["DATADEPS_ALWAYS_ACCEPT"] = true

From 5a62a24acb6327990c5ce1801c5ba9beef7bbdea Mon Sep 17 00:00:00 2001
From: shonalidixit <shonalidixit1309@gmail.com>
Date: Thu, 20 Aug 2026 01:13:06 +0100
Subject: [PATCH 3/5] Complete Cora experiments and directed layer
 implementations

---
 ....jl => cora_node_classification_backup.jl} |    2 +
 examples/cora_node_classification_updated.jl  | 2843 +++++++++++++++++
 2 files changed, 2845 insertions(+)
 rename examples/{cora_node_classification.jl => cora_node_classification_backup.jl} (99%)
 create mode 100644 examples/cora_node_classification_updated.jl

diff --git a/examples/cora_node_classification.jl b/examples/cora_node_classification_backup.jl
similarity index 99%
rename from examples/cora_node_classification.jl
rename to examples/cora_node_classification_backup.jl
index 7475ddf..b2f7ab0 100644
--- a/examples/cora_node_classification.jl
+++ b/examples/cora_node_classification_backup.jl
@@ -7,6 +7,8 @@ using NNlib
 using SimpleHypergraphs
 using HyperGraphNeuralNetworks
 using Enzyme
+using Downloads
+using Tar
 
 const RANDOM_SEED = 1234
 const HIDDEN_DIM = 64
diff --git a/examples/cora_node_classification_updated.jl b/examples/cora_node_classification_updated.jl
new file mode 100644
index 0000000..9528afe
--- /dev/null
+++ b/examples/cora_node_classification_updated.jl
@@ -0,0 +1,2843 @@
+using Random
+using Statistics
+using LinearAlgebra
+using Lux
+using Optimisers
+using NNlib
+using SimpleHypergraphs
+using HyperGraphNeuralNetworks
+using Enzyme
+using Downloads
+using Tar
+
+# ============================================================
+# Enzyme-friendly multi-head attention forward pass
+# ============================================================
+#
+# This replaces only the internal multi-head forward method from
+# HyperGraphNeuralNetworks.jl for this experiment. The architecture,
+# parameters, single-head path, and public layer interface are unchanged.
+#
+# The original implementation formed a tuple of NamedTuple head outputs
+# with ntuple, then used map + splatted hcat. The explicit buffers below
+# avoid that differentiated return/tuple pattern.
+
+@eval HyperGraphNeuralNetworks begin
+    function _multi_head_forward(
+        layer::DirectedHypergraphAttentionLayer,
+        X_vertex::AbstractMatrix,
+        X_hyperedge::AbstractMatrix,
+        source_matrix::AbstractMatrix,
+        target_matrix::AbstractMatrix,
+        ps,
+        st,
+    )
+        number_of_vertices = size(X_vertex, 1)
+        number_of_hyperedges = size(source_matrix, 2)
+        concatenated_dim = layer.num_heads * layer.hidden_dim
+
+        concatenated_vertex_heads =
+            similar(
+                X_vertex,
+                number_of_vertices,
+                concatenated_dim,
+            )
+
+        concatenated_hyperedge_heads =
+            similar(
+                X_vertex,
+                number_of_hyperedges,
+                concatenated_dim,
+            )
+
+        if layer.return_attention
+            source_attentions =
+                similar(
+                    X_vertex,
+                    number_of_vertices,
+                    number_of_hyperedges,
+                    layer.num_heads,
+                )
+
+            target_attentions =
+                similar(
+                    X_vertex,
+                    number_of_vertices,
+                    number_of_hyperedges,
+                    layer.num_heads,
+                )
+        end
+
+        for head in 1:layer.num_heads
+            head_output =
+                _single_attention_head(
+                    layer,
+                    X_vertex,
+                    X_hyperedge,
+                    source_matrix,
+                    target_matrix,
+                    ps.W_vertex[:, :, head],
+                    ps.b_vertex[:, :, head],
+                    ps.a_source[:, head:head],
+                    ps.a_target[:, head:head],
+                    ps.W_hyperedge[:, :, head],
+                    ps.b_hyperedge[:, :, head],
+                )
+
+            first_column =
+                (head - 1) * layer.hidden_dim + 1
+
+            last_column =
+                head * layer.hidden_dim
+
+            concatenated_vertex_heads[
+                :,
+                first_column:last_column,
+            ] .= head_output.H_vertex
+
+            concatenated_hyperedge_heads[
+                :,
+                first_column:last_column,
+            ] .= head_output.updated_hyperedges
+
+            if layer.return_attention
+                source_attentions[:, :, head] .=
+                    head_output.source_attention
+
+                target_attentions[:, :, head] .=
+                    head_output.target_attention
+            end
+        end
+
+        H_vertex =
+            layer.activation.(
+                concatenated_vertex_heads *
+                ps.W_head_vertex .+
+                ps.b_head_vertex
+            )
+
+        updated_hyperedges =
+            layer.activation.(
+                concatenated_hyperedge_heads *
+                ps.W_head_hyperedge .+
+                ps.b_head_hyperedge
+            )
+
+        membership_weights =
+            _membership_weights(
+                source_matrix,
+                target_matrix,
+            )
+
+        vertex_messages =
+            membership_weights *
+            updated_hyperedges
+
+        vertex_update_input =
+            hcat(
+                H_vertex,
+                vertex_messages,
+            )
+
+        updated_vertices =
+            layer.activation.(
+                vertex_update_input *
+                ps.W_vertex_update .+
+                ps.b_vertex_update
+            )
+
+        if layer.return_attention
+            return (
+                updated_vertices = updated_vertices,
+                updated_hyperedges = updated_hyperedges,
+                source_attention = source_attentions,
+                target_attention = target_attentions,
+            ), st
+        end
+
+        return (
+            updated_vertices = updated_vertices,
+            updated_hyperedges = updated_hyperedges,
+        ), st
+    end
+end
+
+
+const RANDOM_SEED = 1234
+const HIDDEN_DIM = 64
+const TRAIN_FRACTION = 0.60
+const VALIDATION_FRACTION = 0.20
+const NUMBER_OF_EPOCHS = 100
+const LEARNING_RATE = 1.0f-3
+
+println()
+println("Cora Node Classification Proof of Concept")
+println("Random seed: ", RANDOM_SEED)
+
+Random.seed!(RANDOM_SEED)
+
+const CORA_URL =
+    "https://linqs-data.soe.ucsc.edu/public/lbc/cora.tgz"
+
+function download_cora_dataset()
+    println()
+    println("Preparing Cora dataset...")
+
+    cache_dir = joinpath(
+        tempdir(),
+        "HyperGraphNeuralNetworks",
+        "cora",
+    )
+
+    mkpath(cache_dir)
+
+    content_path = joinpath(cache_dir, "cora.content")
+    citations_path = joinpath(cache_dir, "cora.cites")
+
+    if isfile(content_path) && isfile(citations_path)
+        println("Using cached Cora dataset.")
+        return content_path, citations_path
+    end
+
+    archive_path = joinpath(cache_dir, "cora.tgz")
+    extraction_dir = joinpath(cache_dir, "extracted")
+
+    println("Downloading Cora dataset from LINQS...")
+    Downloads.download(CORA_URL, archive_path)
+    println("Download complete.")
+    println("Extracting Cora dataset...")
+
+    if isdir(extraction_dir)
+        rm(extraction_dir; recursive = true, force = true)
+    end
+    mkpath(extraction_dir)
+
+    run(`tar -xzf $archive_path -C $extraction_dir`)
+
+    extracted_content =
+        joinpath(extraction_dir, "cora", "cora.content")
+    extracted_citations =
+        joinpath(extraction_dir, "cora", "cora.cites")
+
+    isfile(extracted_content) ||
+        error("Cora was downloaded, but cora.content could not be found after extraction.")
+    isfile(extracted_citations) ||
+        error("Cora was downloaded, but cora.cites could not be found after extraction.")
+
+    cp(extracted_content, content_path; force = true)
+    cp(extracted_citations, citations_path; force = true)
+
+    rm(archive_path; force = true)
+    rm(extraction_dir; recursive = true, force = true)
+
+    println("Cora dataset successfully prepared.")
+    return content_path, citations_path
+end
+
+function load_cora_dataset(
+    content_path::AbstractString,
+    citations_path::AbstractString,
+)
+    println("Loading Cora dataset...")
+
+    isfile(content_path) ||
+        error("Cora content file not found: $content_path")
+
+    isfile(citations_path) ||
+        error("Cora citation file not found: $citations_path")
+
+    content_lines = readlines(content_path)
+
+    isempty(content_lines) &&
+        error("The Cora content file is empty.")
+
+    first_fields = split(strip(content_lines[1]))
+
+    number_of_features = length(first_fields) - 2
+
+    number_of_features > 0 ||
+        error("Could not determine the Cora feature dimension.")
+
+    number_of_papers = length(content_lines)
+
+    paper_ids = Vector{Int}(undef, number_of_papers)
+
+    X = zeros(
+        Float32,
+        number_of_papers,
+        number_of_features,
+    )
+
+    raw_labels = Vector{String}(undef, number_of_papers)
+
+    for (row_index, line) in enumerate(content_lines)
+        fields = split(strip(line))
+
+        expected_fields = number_of_features + 2
+
+        length(fields) == expected_fields ||
+            error(
+                "Malformed Cora content row $row_index. " *
+                "Expected $expected_fields fields but found $(length(fields))."
+            )
+
+        paper_ids[row_index] = parse(Int, fields[1])
+
+        for feature_index in 1:number_of_features
+            X[row_index, feature_index] =
+                parse(Float32, fields[feature_index + 1])
+        end
+
+        raw_labels[row_index] = fields[end]
+    end
+
+    class_names = sort(unique(raw_labels))
+
+    class_to_index = Dict(
+        class_name => index
+        for (index, class_name) in enumerate(class_names)
+    )
+
+    y = [
+        class_to_index[label]
+        for label in raw_labels
+    ]
+
+    citation_lines = readlines(citations_path)
+
+    citations = Tuple{Int, Int}[]
+
+    for (line_number, line) in enumerate(citation_lines)
+        fields = split(strip(line))
+
+        length(fields) == 2 ||
+            error(
+                "Malformed Cora citation row $line_number."
+            )
+
+        source_id = parse(Int, fields[1])
+        target_id = parse(Int, fields[2])
+
+        push!(
+            citations,
+            (source_id, target_id),
+        )
+    end
+
+    println()
+    println("Dataset summary")
+    println("Number of papers: ", number_of_papers)
+    println("Number of input features: ", number_of_features)
+    println("Number of citation records: ", length(citations))
+    println("Number of classes: ", length(class_names))
+    println("Class mapping: ", class_to_index)
+
+    println()
+    println("Class distribution:")
+
+    for class_name in class_names
+        class_index = class_to_index[class_name]
+
+        count_in_class = count(
+            ==(class_index),
+            y,
+        )
+
+        percentage =
+            100 * count_in_class / number_of_papers
+
+        println(
+            "  ",
+            class_name,
+            ": ",
+            count_in_class,
+            " (",
+            round(percentage; digits = 2),
+            "%)",
+        )
+    end
+
+    return (
+        paper_ids = paper_ids,
+        X = X,
+        y = Int.(y),
+        raw_labels = raw_labels,
+        class_names = class_names,
+        class_to_index = class_to_index,
+        citations = citations,
+        number_of_papers = number_of_papers,
+        number_of_features = number_of_features,
+        number_of_classes = length(class_names),
+    )
+end
+
+function build_paper_id_mapping(paper_ids)
+    id_to_index = Dict{Int, Int}()
+
+    for (index, paper_id) in enumerate(paper_ids)
+        haskey(id_to_index, paper_id) &&
+            error("Duplicate paper ID found: $paper_id")
+
+        id_to_index[paper_id] = index
+    end
+
+    println()
+    println(
+        "Paper ID mapping created for ",
+        length(id_to_index),
+        " papers.",
+    )
+
+    return id_to_index
+end
+
+function validate_citations(
+    citations,
+    id_to_index,
+)
+    valid_citations = Tuple{Int, Int}[]
+    discarded_citations = 0
+
+    for (source_id, target_id) in citations
+        if haskey(id_to_index, source_id) &&
+           haskey(id_to_index, target_id)
+
+            push!(
+                valid_citations,
+                (source_id, target_id),
+            )
+        else
+            discarded_citations += 1
+        end
+    end
+
+    println()
+    println("Citation validation")
+    println("Original citations: ", length(citations))
+    println("Valid citations: ", length(valid_citations))
+    println("Discarded citations: ", discarded_citations)
+
+    isempty(valid_citations) &&
+        error("No valid citations remain after validation.")
+
+    return valid_citations
+end
+
+function build_directed_incidence_matrices(
+    valid_citations,
+    id_to_index,
+    number_of_vertices,
+)
+    number_of_hyperedges = length(valid_citations)
+
+    incidence_tail = zeros(
+        Float32,
+        number_of_vertices,
+        number_of_hyperedges,
+    )
+
+    incidence_head = zeros(
+        Float32,
+        number_of_vertices,
+        number_of_hyperedges,
+    )
+
+    for (
+        hyperedge_index,
+        (source_id, target_id),
+    ) in enumerate(valid_citations)
+
+        source_index = id_to_index[source_id]
+        target_index = id_to_index[target_id]
+
+        incidence_tail[
+            source_index,
+            hyperedge_index,
+        ] = 1.0f0
+
+        incidence_head[
+            target_index,
+            hyperedge_index,
+        ] = 1.0f0
+    end
+
+    println()
+    println("Directed incidence representation")
+    println(
+        "Tail incidence matrix size: ",
+        size(incidence_tail),
+    )
+    println(
+        "Head incidence matrix size: ",
+        size(incidence_head),
+    )
+    println(
+        "Tail memberships: ",
+        Int(sum(incidence_tail)),
+    )
+    println(
+        "Head memberships: ",
+        Int(sum(incidence_head)),
+    )
+
+    size(incidence_tail) == size(incidence_head) ||
+        error("Tail and head incidence matrices have different sizes.")
+
+    all(
+        vec(sum(incidence_tail; dims = 1)) .== 1.0f0
+    ) || error(
+        "Each citation hyperedge must have exactly one tail vertex."
+    )
+
+    all(
+        vec(sum(incidence_head; dims = 1)) .== 1.0f0
+    ) || error(
+        "Each citation hyperedge must have exactly one head vertex."
+    )
+
+    println("Incidence matrix validation passed.")
+
+    return incidence_tail, incidence_head
+end
+function construct_hgnn_dihypergraph(
+    incidence_tail,
+    incidence_head,
+)
+    number_of_vertices,
+    number_of_hyperedges = size(incidence_tail)
+
+    println()
+    println("Constructing HGNNDiHypergraph...")
+
+    tail_hypergraph = Hypergraph{Float32}(
+        number_of_vertices,
+        number_of_hyperedges,
+    )
+
+    head_hypergraph = Hypergraph{Float32}(
+        number_of_vertices,
+        number_of_hyperedges,
+    )
+
+    for hyperedge_index in 1:number_of_hyperedges
+        tail_vertices = findall(
+            !iszero,
+            view(
+                incidence_tail,
+                :,
+                hyperedge_index,
+            ),
+        )
+
+        head_vertices = findall(
+            !iszero,
+            view(
+                incidence_head,
+                :,
+                hyperedge_index,
+            ),
+        )
+
+        for vertex_index in tail_vertices
+            tail_hypergraph[
+                vertex_index,
+                hyperedge_index,
+            ] = incidence_tail[
+                vertex_index,
+                hyperedge_index,
+            ]
+        end
+
+        for vertex_index in head_vertices
+            head_hypergraph[
+                vertex_index,
+                hyperedge_index,
+            ] = incidence_head[
+                vertex_index,
+                hyperedge_index,
+            ]
+        end
+    end
+
+    directed_hypergraph =
+        HGNNDiHypergraph{
+            Float32,
+            Dict{Int, Float32},
+        }(
+            tail_hypergraph,
+            head_hypergraph,
+        )
+
+    println(
+        "Directed hypergraph successfully created."
+    )
+
+    println(
+        "Hypergraph vertices: ",
+        number_of_vertices,
+    )
+
+    println(
+        "Hypergraph hyperedges: ",
+        number_of_hyperedges,
+    )
+
+    println(
+        "HGNNDiHypergraph validation passed."
+    )
+
+    return directed_hypergraph
+end
+function compute_directed_graph_statistics(
+    incidence_tail,
+    incidence_head,
+)
+    outgoing_degree =
+        vec(sum(incidence_tail; dims = 2))
+
+    incoming_degree =
+        vec(sum(incidence_head; dims = 2))
+
+    total_degree =
+        outgoing_degree .+ incoming_degree
+
+    isolated_vertices =
+        count(iszero, total_degree)
+
+    statistics = (
+        mean_outgoing_degree = mean(outgoing_degree),
+        mean_incoming_degree = mean(incoming_degree),
+        mean_total_degree = mean(total_degree),
+        maximum_outgoing_degree = maximum(outgoing_degree),
+        maximum_incoming_degree = maximum(incoming_degree),
+        maximum_total_degree = maximum(total_degree),
+        isolated_vertices = isolated_vertices,
+    )
+
+    println()
+    println("Directed graph statistics")
+
+    println(
+        "Mean outgoing degree: ",
+        round(
+            statistics.mean_outgoing_degree;
+            digits = 3,
+        ),
+    )
+
+    println(
+        "Mean incoming degree: ",
+        round(
+            statistics.mean_incoming_degree;
+            digits = 3,
+        ),
+    )
+
+    println(
+        "Mean total degree: ",
+        round(
+            statistics.mean_total_degree;
+            digits = 3,
+        ),
+    )
+
+    println(
+        "Maximum outgoing degree: ",
+        statistics.maximum_outgoing_degree,
+    )
+
+    println(
+        "Maximum incoming degree: ",
+        statistics.maximum_incoming_degree,
+    )
+
+    println(
+        "Maximum total degree: ",
+        statistics.maximum_total_degree,
+    )
+
+    println(
+        "Isolated vertices: ",
+        statistics.isolated_vertices,
+    )
+
+    return statistics
+end
+
+function row_normalise_features(X)
+    row_sums = sum(X; dims = 2)
+
+    safe_row_sums = ifelse.(
+        iszero.(row_sums),
+        one(eltype(row_sums)),
+        row_sums,
+    )
+
+    return X ./ safe_row_sums
+end
+
+function preprocess_features(X)
+    println()
+    println("Feature preprocessing")
+
+    X_normalised = row_normalise_features(X)
+
+    println(
+        "Original feature matrix size: ",
+        size(X),
+    )
+
+    println(
+        "Normalised feature matrix size: ",
+        size(X_normalised),
+    )
+
+    println(
+        "Non-zero original features: ",
+        count(!iszero, X),
+    )
+
+    println(
+        "Non-zero normalised features: ",
+        count(!iszero, X_normalised),
+    )
+
+    zero_feature_vertices = count(
+        iszero,
+        vec(sum(abs.(X); dims = 2)),
+    )
+
+    println(
+        "Vertices with no active features: ",
+        zero_feature_vertices,
+    )
+
+    all(isfinite, X_normalised) ||
+        error(
+            "Feature preprocessing produced non-finite values."
+        )
+
+    println("Feature preprocessing complete.")
+
+    return Float32.(X_normalised)
+end
+
+function stratified_split(
+    y;
+    train_fraction = TRAIN_FRACTION,
+    validation_fraction = VALIDATION_FRACTION,
+    seed = RANDOM_SEED,
+)
+    train_fraction > 0 ||
+        throw(
+            ArgumentError(
+                "`train_fraction` must be positive."
+            )
+        )
+
+    validation_fraction > 0 ||
+        throw(
+            ArgumentError(
+                "`validation_fraction` must be positive."
+            )
+        )
+
+    train_fraction + validation_fraction < 1 ||
+        throw(
+            ArgumentError(
+                "Training and validation fractions must sum to less than one."
+            )
+        )
+
+    rng = MersenneTwister(seed)
+
+    train_indices = Int[]
+    validation_indices = Int[]
+    test_indices = Int[]
+
+    classes = sort(unique(y))
+
+    for class_label in classes
+        class_indices = findall(
+            ==(class_label),
+            y,
+        )
+
+        shuffle!(rng, class_indices)
+
+        number_in_class = length(class_indices)
+
+        number_train = floor(
+            Int,
+            train_fraction * number_in_class,
+        )
+
+        number_validation = floor(
+            Int,
+            validation_fraction * number_in_class,
+        )
+
+        train_end = number_train
+        validation_start = train_end + 1
+        validation_end =
+            train_end + number_validation
+        test_start = validation_end + 1
+
+        if train_end >= 1
+            append!(
+                train_indices,
+                class_indices[1:train_end],
+            )
+        end
+
+        if validation_start <= validation_end
+            append!(
+                validation_indices,
+                class_indices[
+                    validation_start:validation_end
+                ],
+            )
+        end
+
+        if test_start <= number_in_class
+            append!(
+                test_indices,
+                class_indices[
+                    test_start:number_in_class
+                ],
+            )
+        end
+    end
+
+    shuffle!(rng, train_indices)
+    shuffle!(rng, validation_indices)
+    shuffle!(rng, test_indices)
+
+    return (
+        train = train_indices,
+        validation = validation_indices,
+        test = test_indices,
+    )
+end
+
+function print_split_distribution(
+    split_name,
+    indices,
+    y,
+    class_names,
+)
+    println()
+    println(split_name, " split:")
+    println("  Total nodes: ", length(indices))
+
+    split_labels = y[indices]
+
+    for (
+        class_index,
+        class_name,
+    ) in enumerate(class_names)
+
+        class_count = count(
+            ==(class_index),
+            split_labels,
+        )
+
+        percentage =
+            100 * class_count / length(indices)
+
+        println(
+            "  ",
+            class_name,
+            ": ",
+            class_count,
+            " (",
+            round(percentage; digits = 2),
+            "%)",
+        )
+    end
+end
+
+function prepare_cora()
+    content_path,
+    citations_path =
+        download_cora_dataset()
+
+    dataset = load_cora_dataset(
+        content_path,
+        citations_path,
+    )
+
+    id_to_index =
+        build_paper_id_mapping(
+            dataset.paper_ids,
+        )
+
+    valid_citations =
+        validate_citations(
+            dataset.citations,
+            id_to_index,
+        )
+
+    incidence_tail,
+    incidence_head =
+        build_directed_incidence_matrices(
+            valid_citations,
+            id_to_index,
+            dataset.number_of_papers,
+        )
+
+    hypergraph = nothing 
+        
+
+    graph_statistics =
+        compute_directed_graph_statistics(
+            incidence_tail,
+            incidence_head,
+        )
+
+    X =
+        preprocess_features(
+            dataset.X,
+        )
+
+    split =
+        stratified_split(
+            dataset.y;
+            train_fraction = TRAIN_FRACTION,
+            validation_fraction = VALIDATION_FRACTION,
+            seed = RANDOM_SEED,
+        )
+
+    train_indices = split.train
+    validation_indices = split.validation
+    test_indices = split.test
+
+    println()
+    println("Data split summary")
+    println(
+        "Training nodes: ",
+        length(train_indices),
+    )
+    println(
+        "Validation nodes: ",
+        length(validation_indices),
+    )
+    println(
+        "Test nodes: ",
+        length(test_indices),
+    )
+
+    print_split_distribution(
+        "Training",
+        train_indices,
+        dataset.y,
+        dataset.class_names,
+    )
+
+    print_split_distribution(
+        "Validation",
+        validation_indices,
+        dataset.y,
+        dataset.class_names,
+    )
+
+    print_split_distribution(
+        "Test",
+        test_indices,
+        dataset.y,
+        dataset.class_names,
+    )
+
+    println()
+    println("Running final consistency checks...")
+
+    number_of_vertices =
+        dataset.number_of_papers
+
+    number_of_hyperedges =
+        length(valid_citations)
+
+    size(X, 1) == number_of_vertices ||
+        error("Feature matrix vertex count mismatch.")
+
+    length(dataset.y) == number_of_vertices ||
+        error("Label count mismatch.")
+
+    size(incidence_tail) ==
+        (
+            number_of_vertices,
+            number_of_hyperedges,
+        ) ||
+        error("Tail incidence matrix size mismatch.")
+
+    size(incidence_head) ==
+        (
+            number_of_vertices,
+            number_of_hyperedges,
+        ) ||
+        error("Head incidence matrix size mismatch.")
+
+    all_indices = vcat(
+        train_indices,
+        validation_indices,
+        test_indices,
+    )
+
+    length(all_indices) == number_of_vertices ||
+        error(
+            "Train, validation and test splits do not cover every node."
+        )
+
+    length(unique(all_indices)) ==
+        number_of_vertices ||
+        error(
+            "Train, validation and test splits overlap."
+        )
+
+    minimum(dataset.y) == 1 ||
+        error("Class indices must start at one.")
+
+    maximum(dataset.y) ==
+        dataset.number_of_classes ||
+        error("Class index mismatch.")
+
+    println("All consistency checks passed.")
+
+    println()
+    println(
+        "Cora proof-of-concept data preparation complete"
+    )
+    println(
+        "Nodes: ",
+        number_of_vertices,
+    )
+    println(
+        "Directed hyperedges: ",
+        number_of_hyperedges,
+    )
+    println(
+        "Features per node: ",
+        dataset.number_of_features,
+    )
+    println(
+        "Prediction classes: ",
+        dataset.number_of_classes,
+    )
+    println(
+        "Training nodes: ",
+        length(train_indices),
+    )
+    println(
+        "Validation nodes: ",
+        length(validation_indices),
+    )
+    println(
+        "Test nodes: ",
+        length(test_indices),
+    )
+
+    return (
+        hypergraph = hypergraph,
+        X = X,
+        y = dataset.y,
+        incidence_tail = incidence_tail,
+        incidence_head = incidence_head,
+        train_indices = train_indices,
+        validation_indices = validation_indices,
+        test_indices = test_indices,
+        class_names = dataset.class_names,
+        class_to_index = dataset.class_to_index,
+        paper_ids = dataset.paper_ids,
+        id_to_index = id_to_index,
+        graph_statistics = graph_statistics,
+        number_of_vertices = number_of_vertices,
+        number_of_hyperedges = number_of_hyperedges,
+        number_of_features = dataset.number_of_features,
+        number_of_classes = dataset.number_of_classes,
+        seed = RANDOM_SEED,
+    )
+end
+struct CoraDirectedClassifier{L, IW, IB} <: Lux.AbstractLuxLayer
+    directed_layer::L
+    hidden_dim::Int
+    number_of_classes::Int
+    init_weight::IW
+    init_bias::IB
+end
+
+function build_cora_layer(
+    architecture::Symbol,
+    input_dim::Int,
+    hidden_dim::Int,
+)
+    if architecture == :directed
+        return DirectedHypergraphLayer(
+            input_dim, 0, hidden_dim;
+            activation = tanh,
+            normalize = true,
+        )
+    elseif architecture == :attention1
+        return DirectedHypergraphAttentionLayer(
+            input_dim, 0, hidden_dim;
+            num_heads = 1,
+            activation = tanh,
+            return_attention = false,
+        )
+    elseif architecture == :attention4
+        return DirectedHypergraphAttentionLayer(
+            input_dim, 0, hidden_dim;
+            num_heads = 4,
+            activation = tanh,
+            return_attention = false,
+        )
+    elseif architecture == :convolution
+        return DirectedHypergraphConvolutionLayer(
+            input_dim, hidden_dim;
+            activation = tanh,
+        )
+    elseif architecture == :asymmetric
+        return AsymmetricDirectedHypergraphLayer(
+            input_dim, 0, hidden_dim;
+            activation = tanh,
+            normalize = true,
+        )
+    elseif architecture == :residual
+        return ResidualDirectedHypergraphLayer(
+            input_dim, 0, hidden_dim;
+            activation = tanh,
+            normalize = true,
+        )
+    elseif architecture == :gated
+        return GatedDirectedHypergraphLayer(
+            input_dim, 0, hidden_dim;
+            activation = tanh,
+            normalize = true,
+        )
+    end
+    error("Unknown architecture: $architecture")
+end
+
+function CoraDirectedClassifier(
+    input_dim::Int,
+    hidden_dim::Int,
+    number_of_classes::Int;
+    architecture::Symbol = :directed,
+    init_weight = Lux.glorot_uniform,
+    init_bias = Lux.zeros32,
+)
+    input_dim > 0 || throw(ArgumentError("`input_dim` must be positive."))
+    hidden_dim > 0 || throw(ArgumentError("`hidden_dim` must be positive."))
+    number_of_classes > 1 || throw(ArgumentError("`number_of_classes` must be greater than one."))
+
+    directed_layer = build_cora_layer(
+        architecture,
+        input_dim,
+        hidden_dim,
+    )
+
+    return CoraDirectedClassifier(
+        directed_layer,
+        hidden_dim,
+        number_of_classes,
+        init_weight,
+        init_bias,
+    )
+end
+
+function initialise_classifier_weight(
+    initializer,
+    rng::AbstractRNG,
+    input_dimension::Int,
+    output_dimension::Int,
+)
+    return permutedims(
+        initializer(
+            rng,
+            output_dimension,
+            input_dimension,
+        )
+    )
+end
+
+function initialise_classifier_bias(
+    initializer,
+    rng::AbstractRNG,
+    output_dimension::Int,
+)
+    return permutedims(
+        initializer(
+            rng,
+            output_dimension,
+            1,
+        )
+    )
+end
+
+function Lux.initialparameters(
+    rng::AbstractRNG,
+    model::CoraDirectedClassifier,
+)
+    directed_parameters =
+        Lux.initialparameters(
+            rng,
+            model.directed_layer,
+        )
+
+    W_output =
+        initialise_classifier_weight(
+            model.init_weight,
+            rng,
+            model.hidden_dim,
+            model.number_of_classes,
+        )
+
+    b_output =
+        initialise_classifier_bias(
+            model.init_bias,
+            rng,
+            model.number_of_classes,
+        )
+
+    return (
+        directed_layer = directed_parameters,
+        W_output = W_output,
+        b_output = b_output,
+    )
+end
+
+function Lux.initialstates(
+    rng::AbstractRNG,
+    model::CoraDirectedClassifier,
+)
+    directed_state =
+        Lux.initialstates(
+            rng,
+            model.directed_layer,
+        )
+
+    return (
+        directed_layer = directed_state,
+    )
+end
+
+function Lux.parameterlength(
+    model::CoraDirectedClassifier,
+)
+    directed_parameters =
+        Lux.parameterlength(
+            model.directed_layer,
+        )
+
+    output_parameters =
+        model.hidden_dim *
+        model.number_of_classes +
+        model.number_of_classes
+
+    return directed_parameters +
+           output_parameters
+end
+
+function Lux.statelength(
+    model::CoraDirectedClassifier,
+)
+    return Lux.statelength(
+        model.directed_layer,
+    )
+end
+
+function cora_forward(
+    model::CoraDirectedClassifier,
+    input,
+    ps,
+    st,
+)
+    X,
+    incidence_tail,
+    incidence_head = input
+
+    directed_output,
+    new_directed_state =
+        model.directed_layer(
+            (
+                X,
+                incidence_tail,
+                incidence_head,
+            ),
+            ps.directed_layer,
+            st.directed_layer,
+        )
+
+    hidden_vertices =
+        directed_output.updated_vertices
+
+    logits =
+        hidden_vertices *
+        ps.W_output .+
+        ps.b_output
+
+    new_state = (
+        directed_layer = new_directed_state,
+    )
+
+    output = (
+        logits = logits,
+        hidden_vertices = hidden_vertices,
+        hidden_hyperedges =
+            directed_output.updated_hyperedges,
+    )
+
+    return output, new_state
+end
+
+function log_softmax_rows(logits)
+    maximum_logits =
+        maximum(
+            logits;
+            dims = 2,
+        )
+
+    shifted_logits =
+        logits .- maximum_logits
+
+    log_denominator =
+        log.(
+            sum(
+                exp.(shifted_logits);
+                dims = 2,
+            )
+        )
+
+    return shifted_logits .-
+           log_denominator
+end
+
+function classification_loss(
+    logits,
+    labels,
+    indices,
+)
+    isempty(indices) &&
+        throw(
+            ArgumentError(
+                "Cannot calculate loss for an empty index set."
+            )
+        )
+
+    selected_logits =
+        logits[
+            indices,
+            :,
+        ]
+
+    selected_labels =
+        labels[
+            indices
+        ]
+
+    log_probabilities =
+        log_softmax_rows(
+            selected_logits,
+        )
+
+    total_loss =
+        zero(eltype(logits))
+
+    for (
+        local_index,
+        class_index,
+    ) in enumerate(selected_labels)
+
+        total_loss -=
+            log_probabilities[
+                local_index,
+                class_index,
+            ]
+    end
+
+    return total_loss /
+           length(selected_labels)
+end
+
+function predicted_classes(
+    logits,
+)
+    number_of_vertices =
+        size(logits, 1)
+
+    predictions =
+        Vector{Int}(
+            undef,
+            number_of_vertices,
+        )
+
+    for vertex_index in 1:number_of_vertices
+        predictions[vertex_index] =
+            argmax(
+                view(
+                    logits,
+                    vertex_index,
+                    :,
+                )
+            )
+    end
+
+    return predictions
+end
+
+function classification_accuracy(
+    logits,
+    labels,
+    indices,
+)
+    isempty(indices) &&
+        return 0.0
+
+    predictions =
+        predicted_classes(
+            logits,
+        )
+
+    correct =
+        count(
+            predictions[indices] .==
+            labels[indices]
+        )
+
+    return correct /
+           length(indices)
+end
+
+function confusion_matrix(
+    logits,
+    labels,
+    indices,
+    number_of_classes,
+)
+    predictions =
+        predicted_classes(
+            logits,
+        )
+
+    matrix =
+        zeros(
+            Int,
+            number_of_classes,
+            number_of_classes,
+        )
+
+    for vertex_index in indices
+        actual =
+            labels[vertex_index]
+
+        predicted =
+            predictions[vertex_index]
+
+        matrix[
+            actual,
+            predicted,
+        ] += 1
+    end
+
+    return matrix
+end
+
+function per_class_accuracy(
+    logits,
+    labels,
+    indices,
+    class_names,
+)
+    predictions =
+        predicted_classes(
+            logits,
+        )
+
+    results =
+        NamedTuple[]
+
+    for (
+        class_index,
+        class_name,
+    ) in enumerate(class_names)
+
+        class_indices =
+            [
+                index
+                for index in indices
+                if labels[index] ==
+                   class_index
+            ]
+
+        number_in_class =
+            length(class_indices)
+
+        correct =
+            number_in_class == 0 ?
+            0 :
+            count(
+                predictions[class_indices] .==
+                class_index
+            )
+
+        accuracy =
+            number_in_class == 0 ?
+            0.0 :
+            correct / number_in_class
+
+        push!(
+            results,
+            (
+                class_name = class_name,
+                total = number_in_class,
+                correct = correct,
+                accuracy = accuracy,
+            ),
+        )
+    end
+
+    return results
+end
+
+function print_per_class_accuracy(
+    results,
+)
+    println()
+    println("Per-class test accuracy")
+
+    for result in results
+        println(
+            "  ",
+            result.class_name,
+            ": ",
+            round(
+                100 * result.accuracy;
+                digits = 2,
+            ),
+            "% (",
+            result.correct,
+            "/",
+            result.total,
+            ")",
+        )
+    end
+end
+
+function print_confusion_matrix(
+    matrix,
+    class_names,
+)
+    println()
+    println("Test confusion matrix")
+    println(
+        "Rows represent true classes; columns represent predicted classes."
+    )
+
+    print("      ")
+
+    for class_index in eachindex(class_names)
+        print(
+            lpad(
+                string(class_index),
+                6,
+            )
+        )
+    end
+
+    println()
+
+    for row_index in axes(matrix, 1)
+        print(
+            lpad(
+                string(row_index),
+                5,
+            ),
+            " ",
+        )
+
+        for column_index in axes(matrix, 2)
+            print(
+                lpad(
+                    string(
+                        matrix[
+                            row_index,
+                            column_index,
+                        ]
+                    ),
+                    6,
+                )
+            )
+        end
+
+        println()
+    end
+
+    println()
+    println("Class index key:")
+
+    for (
+        class_index,
+        class_name,
+    ) in enumerate(class_names)
+        println(
+            "  ",
+            class_index,
+            " = ",
+            class_name,
+        )
+    end
+end
+
+function print_prediction_examples(
+    logits,
+    labels,
+    indices,
+    paper_ids,
+    class_names;
+    number_to_show = 15,
+)
+    predictions =
+        predicted_classes(
+            logits,
+        )
+
+    number_to_show =
+        min(
+            number_to_show,
+            length(indices),
+        )
+
+    println()
+    println("Example test predictions")
+
+    for vertex_index in indices[
+        1:number_to_show
+    ]
+        true_class =
+            class_names[
+                labels[vertex_index]
+            ]
+
+        predicted_class =
+            class_names[
+                predictions[vertex_index]
+            ]
+
+        correct =
+            labels[vertex_index] ==
+            predictions[vertex_index]
+
+        println(
+            "  Paper ",
+            paper_ids[vertex_index],
+            " | true = ",
+            true_class,
+            " | predicted = ",
+            predicted_class,
+            " | correct = ",
+            correct,
+        )
+    end
+end
+
+function print_parameter_shapes(x, prefix = "")
+    if x isa AbstractArray
+        println("  ", prefix, ": ", size(x))
+    elseif x isa NamedTuple
+        for name in keys(x)
+            child = getproperty(x, name)
+            child_prefix = isempty(prefix) ? String(name) : prefix * "." * String(name)
+            print_parameter_shapes(child, child_prefix)
+        end
+    elseif x isa Tuple
+        for (i, child) in enumerate(x)
+            print_parameter_shapes(child, prefix * "[$i]")
+        end
+    end
+end
+
+function model_summary(
+    model,
+    ps,
+    st,
+    cora_data;
+    architecture_name = string(typeof(model.directed_layer)),
+)
+    println()
+    println("Cora Directed Hypergraph Neural Network")
+    println()
+    println("Model configuration")
+    println("Input dimension: ", cora_data.number_of_features)
+    println("Hidden dimension: ", model.hidden_dim)
+    println("Output classes: ", model.number_of_classes)
+    println("Directed hypergraph layer: ", architecture_name)
+    println()
+    println("Model parameter count: ", Lux.parameterlength(model))
+    println("Model state count: ", Lux.statelength(model))
+    println()
+    println("Parameter shapes")
+    print_parameter_shapes(ps)
+    println("  State keys: ", keys(st))
+end
+
+function evaluate_model(
+    model,
+    ps,
+    st,
+    cora_data,
+)
+    input = (
+        cora_data.X,
+        cora_data.incidence_tail,
+        cora_data.incidence_head,
+    )
+
+    output,
+    new_state =
+        cora_forward(
+            model,
+            input,
+            ps,
+            st,
+        )
+
+    train_loss =
+        classification_loss(
+            output.logits,
+            cora_data.y,
+            cora_data.train_indices,
+        )
+
+    validation_loss =
+        classification_loss(
+            output.logits,
+            cora_data.y,
+            cora_data.validation_indices,
+        )
+
+    test_loss =
+        classification_loss(
+            output.logits,
+            cora_data.y,
+            cora_data.test_indices,
+        )
+
+    train_accuracy =
+        classification_accuracy(
+            output.logits,
+            cora_data.y,
+            cora_data.train_indices,
+        )
+
+    validation_accuracy =
+        classification_accuracy(
+            output.logits,
+            cora_data.y,
+            cora_data.validation_indices,
+        )
+
+    test_accuracy =
+        classification_accuracy(
+            output.logits,
+            cora_data.y,
+            cora_data.test_indices,
+        )
+
+    return (
+        output = output,
+        state = new_state,
+        train_loss = train_loss,
+        validation_loss = validation_loss,
+        test_loss = test_loss,
+        train_accuracy = train_accuracy,
+        validation_accuracy =
+            validation_accuracy,
+        test_accuracy = test_accuracy,
+    )
+end
+
+function print_evaluation(
+    evaluation;
+    prefix = "",
+)
+    if !isempty(prefix)
+        println(prefix)
+    end
+
+    println(
+        "  Training loss: ",
+        round(
+            evaluation.train_loss;
+            digits = 5,
+        ),
+    )
+
+    println(
+        "  Validation loss: ",
+        round(
+            evaluation.validation_loss;
+            digits = 5,
+        ),
+    )
+
+    println(
+        "  Test loss: ",
+        round(
+            evaluation.test_loss;
+            digits = 5,
+        ),
+    )
+
+    println(
+        "  Training accuracy: ",
+        round(
+            100 *
+            evaluation.train_accuracy;
+            digits = 2,
+        ),
+        "%",
+    )
+
+    println(
+        "  Validation accuracy: ",
+        round(
+            100 *
+            evaluation.validation_accuracy;
+            digits = 2,
+        ),
+        "%",
+    )
+
+    println(
+        "  Test accuracy: ",
+        round(
+            100 *
+            evaluation.test_accuracy;
+            digits = 2,
+        ),
+        "%",
+    )
+end
+copy_parameter_tree(x::AbstractArray) = copy(x)
+copy_parameter_tree(x::NamedTuple) = NamedTuple{keys(x)}(map(copy_parameter_tree, values(x)))
+copy_parameter_tree(x::Tuple) = map(copy_parameter_tree, x)
+copy_parameter_tree(x) = x
+
+zero_parameter_tree(x::AbstractArray) = zeros(eltype(x), size(x))
+zero_parameter_tree(x::NamedTuple) = NamedTuple{keys(x)}(map(zero_parameter_tree, values(x)))
+zero_parameter_tree(x::Tuple) = map(zero_parameter_tree, x)
+zero_parameter_tree(x) = x
+
+parameter_squared_norm(x::AbstractArray) = sum(abs2, x)
+parameter_squared_norm(x::NamedTuple) = sum(parameter_squared_norm(v) for v in values(x))
+parameter_squared_norm(x::Tuple) = sum(parameter_squared_norm(v) for v in x)
+parameter_squared_norm(x) = 0.0
+
+parameter_tree_finite(x::AbstractArray) = all(isfinite, x)
+parameter_tree_finite(x::NamedTuple) = all(parameter_tree_finite(v) for v in values(x))
+parameter_tree_finite(x::Tuple) = all(parameter_tree_finite(v) for v in x)
+parameter_tree_finite(x) = true
+
+copy_parameters(ps) = copy_parameter_tree(ps)
+zero_like_parameters(ps) = zero_parameter_tree(ps)
+
+
+function training_objective(
+    model,
+    ps,
+    st,
+    X,
+    incidence_tail,
+    incidence_head,
+    labels,
+    train_indices,
+    weight_decay,
+)
+    output, _ =
+        cora_forward(
+            model,
+            (
+                X,
+                incidence_tail,
+                incidence_head,
+            ),
+            ps,
+            st,
+        )
+
+    data_loss =
+        classification_loss(
+            output.logits,
+            labels,
+            train_indices,
+        )
+
+    regularisation = sum(abs2, ps.W_output)
+
+    return data_loss +
+           weight_decay *
+           regularisation
+end
+
+
+function compute_gradients(
+    model,
+    ps,
+    st,
+    cora_data,
+    weight_decay,
+)
+    gradient_parameters =
+        zero_like_parameters(ps)
+
+    Enzyme.autodiff(
+        Enzyme.set_runtime_activity(Enzyme.Reverse),
+        training_objective,
+        Enzyme.Const(model),
+        Enzyme.Duplicated(
+            ps,
+            gradient_parameters,
+        ),
+        Enzyme.Const(st),
+        Enzyme.Const(cora_data.X),
+        Enzyme.Const(
+            cora_data.incidence_tail
+        ),
+        Enzyme.Const(
+            cora_data.incidence_head
+        ),
+        Enzyme.Const(cora_data.y),
+        Enzyme.Const(
+            cora_data.train_indices
+        ),
+        Enzyme.Const(weight_decay),
+    )
+
+    return gradient_parameters
+end
+
+
+function all_gradients_finite(gradients)
+    return parameter_tree_finite(gradients)
+end
+
+function gradient_norm(gradients)
+    return sqrt(parameter_squared_norm(gradients))
+end
+
+
+function train_cora_model(
+    model,
+    ps,
+    st,
+    cora_data;
+    epochs = NUMBER_OF_EPOCHS,
+    learning_rate = LEARNING_RATE,
+    weight_decay = 1.0f-5,
+)
+    epochs > 0 ||
+        throw(
+            ArgumentError(
+                "`epochs` must be positive."
+            )
+        )
+
+    learning_rate > 0 ||
+        throw(
+            ArgumentError(
+                "`learning_rate` must be positive."
+            )
+        )
+
+    weight_decay >= 0 ||
+        throw(
+            ArgumentError(
+                "`weight_decay` cannot be negative."
+            )
+        )
+
+    println()
+    println("Training configuration")
+    println("Epochs: ", epochs)
+    println(
+        "Learning rate: ",
+        learning_rate,
+    )
+    println(
+        "Weight decay: ",
+        weight_decay,
+    )
+    println(
+        "Optimiser: Adam"
+    )
+    println(
+        "Automatic differentiation: Enzyme"
+    )
+
+    optimiser =
+        Optimisers.Adam(
+            learning_rate,
+        )
+
+    optimiser_state =
+        Optimisers.setup(
+            optimiser,
+            ps,
+        )
+
+    current_ps =
+        ps
+
+    current_st =
+        st
+
+    best_ps =
+        copy_parameters(
+            current_ps,
+        )
+
+    best_validation_loss =
+        Inf
+
+    best_validation_accuracy =
+        0.0
+
+    best_epoch =
+        0
+
+    training_losses =
+        Float64[]
+
+    validation_losses =
+        Float64[]
+
+    training_accuracies =
+        Float64[]
+
+    validation_accuracies =
+        Float64[]
+
+    gradient_norms =
+        Float64[]
+
+    println()
+    println("Beginning model training...")
+
+    for epoch in 1:epochs
+
+        gradients =
+            compute_gradients(
+                model,
+                current_ps,
+                current_st,
+                cora_data,
+                weight_decay,
+            )
+
+        all_gradients_finite(
+            gradients
+        ) || error(
+            "Non-finite gradient detected at epoch $epoch."
+        )
+
+        current_gradient_norm =
+            gradient_norm(
+                gradients,
+            )
+
+        push!(
+            gradient_norms,
+            Float64(
+                current_gradient_norm
+            ),
+        )
+
+        optimiser_state,
+        current_ps =
+            Optimisers.update(
+                optimiser_state,
+                current_ps,
+                gradients,
+            )
+
+        evaluation =
+            evaluate_model(
+                model,
+                current_ps,
+                current_st,
+                cora_data,
+            )
+
+        current_st =
+            evaluation.state
+
+        train_loss =
+            Float64(
+                evaluation.train_loss
+            )
+
+        validation_loss =
+            Float64(
+                evaluation.validation_loss
+            )
+
+        train_accuracy =
+            Float64(
+                evaluation.train_accuracy
+            )
+
+        validation_accuracy =
+            Float64(
+                evaluation.validation_accuracy
+            )
+
+        push!(
+            training_losses,
+            train_loss,
+        )
+
+        push!(
+            validation_losses,
+            validation_loss,
+        )
+
+        push!(
+            training_accuracies,
+            train_accuracy,
+        )
+
+        push!(
+            validation_accuracies,
+            validation_accuracy,
+        )
+
+        if validation_loss <
+           best_validation_loss
+
+            best_validation_loss =
+                validation_loss
+
+            best_validation_accuracy =
+                validation_accuracy
+
+            best_epoch =
+                epoch
+
+            best_ps =
+                copy_parameters(
+                    current_ps,
+                )
+        end
+
+        if epoch == 1 ||
+           epoch % 10 == 0 ||
+           epoch == epochs
+
+            println(
+                "Epoch ",
+                lpad(
+                    string(epoch),
+                    length(
+                        string(epochs)
+                    ),
+                ),
+                "/",
+                epochs,
+                " | train loss = ",
+                round(
+                    train_loss;
+                    digits = 4,
+                ),
+                " | val loss = ",
+                round(
+                    validation_loss;
+                    digits = 4,
+                ),
+                " | train acc = ",
+                round(
+                    100 * train_accuracy;
+                    digits = 2,
+                ),
+                "% | val acc = ",
+                round(
+                    100 *
+                    validation_accuracy;
+                    digits = 2,
+                ),
+                "% | grad norm = ",
+                round(
+                    current_gradient_norm;
+                    digits = 4,
+                ),
+            )
+        end
+    end
+
+    println()
+    println("Training complete.")
+
+    println(
+        "Best epoch: ",
+        best_epoch,
+    )
+
+    println(
+        "Best validation loss: ",
+        round(
+            best_validation_loss;
+            digits = 5,
+        ),
+    )
+
+    println(
+        "Validation accuracy at best epoch: ",
+        round(
+            100 *
+            best_validation_accuracy;
+            digits = 2,
+        ),
+        "%",
+    )
+
+    history = (
+        training_losses =
+            training_losses,
+
+        validation_losses =
+            validation_losses,
+
+        training_accuracies =
+            training_accuracies,
+
+        validation_accuracies =
+            validation_accuracies,
+
+        gradient_norms =
+            gradient_norms,
+
+        best_epoch =
+            best_epoch,
+
+        best_validation_loss =
+            best_validation_loss,
+
+        best_validation_accuracy =
+            best_validation_accuracy,
+    )
+
+    return (
+        parameters = best_ps,
+        state = current_st,
+        history = history,
+    )
+end
+
+
+function print_training_history_summary(
+    history,
+)
+    println()
+    println("Training history summary")
+
+    println(
+        "Initial training loss: ",
+        round(
+            first(
+                history.training_losses
+            );
+            digits = 5,
+        ),
+    )
+
+    println(
+        "Final training loss: ",
+        round(
+            last(
+                history.training_losses
+            );
+            digits = 5,
+        ),
+    )
+
+    println(
+        "Initial validation loss: ",
+        round(
+            first(
+                history.validation_losses
+            );
+            digits = 5,
+        ),
+    )
+
+    println(
+        "Final validation loss: ",
+        round(
+            last(
+                history.validation_losses
+            );
+            digits = 5,
+        ),
+    )
+
+    println(
+        "Initial training accuracy: ",
+        round(
+            100 *
+            first(
+                history.training_accuracies
+            );
+            digits = 2,
+        ),
+        "%",
+    )
+
+    println(
+        "Final training accuracy: ",
+        round(
+            100 *
+            last(
+                history.training_accuracies
+            );
+            digits = 2,
+        ),
+        "%",
+    )
+
+    println(
+        "Initial validation accuracy: ",
+        round(
+            100 *
+            first(
+                history.validation_accuracies
+            );
+            digits = 2,
+        ),
+        "%",
+    )
+
+    println(
+        "Final validation accuracy: ",
+        round(
+            100 *
+            last(
+                history.validation_accuracies
+            );
+            digits = 2,
+        ),
+        "%",
+    )
+
+    println(
+        "Best epoch: ",
+        history.best_epoch,
+    )
+end
+function run_cora_experiment(
+    cora_data;
+    architecture::Symbol = :directed,
+    architecture_name::String = String(architecture),
+    hidden_dim = HIDDEN_DIM,
+    epochs = NUMBER_OF_EPOCHS,
+    learning_rate = LEARNING_RATE,
+    weight_decay = 1.0f-5,
+    seed = RANDOM_SEED,
+)
+    println()
+    println(
+        "Cora Directed Hypergraph Neural Network"
+    )
+
+    rng =
+        MersenneTwister(seed)
+
+    model =
+        CoraDirectedClassifier(
+            cora_data.number_of_features,
+            hidden_dim,
+            cora_data.number_of_classes;
+            architecture = architecture,
+        )
+
+    ps, st =
+        Lux.setup(
+            rng,
+            model,
+        )
+
+    model_summary(
+        model,
+        ps,
+        st,
+        cora_data;
+        architecture_name = architecture_name,
+    )
+
+    input = (
+        cora_data.X,
+        cora_data.incidence_tail,
+        cora_data.incidence_head,
+    )
+
+    println()
+    println("Testing initial forward pass...")
+
+    initial_output,
+    initial_state =
+        cora_forward(
+            model,
+            input,
+            ps,
+            st,
+        )
+
+    println(
+        "Vertex representation size: ",
+        size(
+            initial_output.hidden_vertices
+        ),
+    )
+
+    println(
+        "Hyperedge representation size: ",
+        size(
+            initial_output.hidden_hyperedges
+        ),
+    )
+
+    println(
+        "Output logits size: ",
+        size(
+            initial_output.logits
+        ),
+    )
+
+    expected_vertex_size = (
+        cora_data.number_of_vertices,
+        hidden_dim,
+    )
+
+    expected_hyperedge_size = (
+        cora_data.number_of_hyperedges,
+        hidden_dim,
+    )
+
+    expected_logit_size = (
+        cora_data.number_of_vertices,
+        cora_data.number_of_classes,
+    )
+
+    size(
+        initial_output.hidden_vertices
+    ) == expected_vertex_size ||
+        error(
+            "Unexpected vertex representation size."
+        )
+
+    size(
+        initial_output.hidden_hyperedges
+    ) == expected_hyperedge_size ||
+        error(
+            "Unexpected hyperedge representation size."
+        )
+
+    size(
+        initial_output.logits
+    ) == expected_logit_size ||
+        error(
+            "Unexpected classifier output size."
+        )
+
+    all(
+        isfinite,
+        initial_output.hidden_vertices,
+    ) ||
+        error(
+            "Initial vertex representations contain non-finite values."
+        )
+
+    all(
+        isfinite,
+        initial_output.hidden_hyperedges,
+    ) ||
+        error(
+            "Initial hyperedge representations contain non-finite values."
+        )
+
+    all(
+        isfinite,
+        initial_output.logits,
+    ) ||
+        error(
+            "Initial logits contain non-finite values."
+        )
+
+    println(
+        "Initial forward pass successful."
+    )
+
+    println()
+    println("Initial model performance")
+
+    initial_evaluation =
+        evaluate_model(
+            model,
+            ps,
+            initial_state,
+            cora_data,
+        )
+
+    print_evaluation(
+        initial_evaluation,
+    )
+
+    println()
+    println(
+        "Checking Enzyme gradient computation..."
+    )
+
+    initial_gradients =
+        compute_gradients(
+            model,
+            ps,
+            initial_state,
+            cora_data,
+            weight_decay,
+        )
+
+    all_gradients_finite(
+        initial_gradients
+    ) ||
+        error(
+            "Initial gradient check produced non-finite values."
+        )
+
+    initial_gradient_norm =
+        gradient_norm(
+            initial_gradients,
+        )
+
+    println(
+        "Initial gradient norm: ",
+        round(
+            initial_gradient_norm;
+            digits = 6,
+        ),
+    )
+
+    isfinite(
+        initial_gradient_norm
+    ) ||
+        error(
+            "Initial gradient norm is not finite."
+        )
+
+    println(
+        "Enzyme gradient check successful."
+    )
+
+    training_result =
+        train_cora_model(
+            model,
+            ps,
+            initial_state,
+            cora_data;
+            epochs = epochs,
+            learning_rate = learning_rate,
+            weight_decay = weight_decay,
+        )
+
+    best_ps =
+        training_result.parameters
+
+    final_st =
+        training_result.state
+
+    history =
+        training_result.history
+
+    print_training_history_summary(
+        history,
+    )
+
+    println()
+    println(
+        "Evaluating best validation model..."
+    )
+
+    final_evaluation =
+        evaluate_model(
+            model,
+            best_ps,
+            final_st,
+            cora_data,
+        )
+
+    println()
+    println("Final model performance")
+
+    print_evaluation(
+        final_evaluation,
+    )
+
+    test_confusion_matrix =
+        confusion_matrix(
+            final_evaluation.output.logits,
+            cora_data.y,
+            cora_data.test_indices,
+            cora_data.number_of_classes,
+        )
+
+    print_confusion_matrix(
+        test_confusion_matrix,
+        cora_data.class_names,
+    )
+
+    class_results =
+        per_class_accuracy(
+            final_evaluation.output.logits,
+            cora_data.y,
+            cora_data.test_indices,
+            cora_data.class_names,
+        )
+
+    print_per_class_accuracy(
+        class_results,
+    )
+
+    print_prediction_examples(
+        final_evaluation.output.logits,
+        cora_data.y,
+        cora_data.test_indices,
+        cora_data.paper_ids,
+        cora_data.class_names;
+        number_to_show = 15,
+    )
+
+    predictions =
+        predicted_classes(
+            final_evaluation.output.logits,
+        )
+
+    println()
+    println(
+        "Proof-of-concept experiment summary"
+    )
+
+    println(
+        "Dataset: Cora citation network"
+    )
+
+    println(
+        "Number of papers: ",
+        cora_data.number_of_vertices,
+    )
+
+    println(
+        "Number of directed citation hyperedges: ",
+        cora_data.number_of_hyperedges,
+    )
+
+    println(
+        "Input features per paper: ",
+        cora_data.number_of_features,
+    )
+
+    println(
+        "Number of classes: ",
+        cora_data.number_of_classes,
+    )
+
+    println(
+        "Hidden representation dimension: ",
+        hidden_dim,
+    )
+
+    println(
+        "Training nodes: ",
+        length(
+            cora_data.train_indices
+        ),
+    )
+
+    println(
+        "Validation nodes: ",
+        length(
+            cora_data.validation_indices
+        ),
+    )
+
+    println(
+        "Test nodes: ",
+        length(
+            cora_data.test_indices
+        ),
+    )
+
+    println(
+        "Best training epoch: ",
+        history.best_epoch,
+    )
+
+    println(
+        "Final training accuracy: ",
+        round(
+            100 *
+            final_evaluation.train_accuracy;
+            digits = 2,
+        ),
+        "%",
+    )
+
+    println(
+        "Final validation accuracy: ",
+        round(
+            100 *
+            final_evaluation.validation_accuracy;
+            digits = 2,
+        ),
+        "%",
+    )
+
+    println(
+        "Final test accuracy: ",
+        round(
+            100 *
+            final_evaluation.test_accuracy;
+            digits = 2,
+        ),
+        "%",
+    )
+
+    println(
+        "Final training loss: ",
+        round(
+            final_evaluation.train_loss;
+            digits = 5,
+        ),
+    )
+
+    println(
+        "Final validation loss: ",
+        round(
+            final_evaluation.validation_loss;
+            digits = 5,
+        ),
+    )
+
+    println(
+        "Final test loss: ",
+        round(
+            final_evaluation.test_loss;
+            digits = 5,
+        ),
+    )
+
+    println()
+    println(
+        "The proof of concept demonstrates an end-to-end"
+    )
+
+    println(
+        "directed hypergraph node-classification pipeline"
+    )
+
+    println(
+        "using the HyperGraphNeuralNetworks.jl package."
+    )
+
+    return (
+        model = model,
+        parameters = best_ps,
+        state = final_st,
+        history = history,
+        evaluation = final_evaluation,
+        predictions = predictions,
+        confusion_matrix =
+            test_confusion_matrix,
+        per_class_results =
+            class_results,
+    )
+end
+
+
+function print_architecture_comparison(results)
+    println()
+    println("============================================================")
+    println("FINAL ARCHITECTURE COMPARISON")
+    println("============================================================")
+    println(rpad("Architecture", 30), rpad("Params", 12), rpad("Best ep", 10), rpad("Val acc", 12), "Test acc")
+    println(repeat("-", 76))
+    for result in results
+        if result.status == :ok
+            exp = result.experiment
+            println(
+                rpad(result.name, 30),
+                rpad(string(Lux.parameterlength(exp.model)), 12),
+                rpad(string(exp.history.best_epoch), 10),
+                rpad(string(round(100 * exp.evaluation.validation_accuracy; digits = 2)) * "%", 12),
+                string(round(100 * exp.evaluation.test_accuracy; digits = 2)) * "%",
+            )
+        else
+            println(rpad(result.name, 30), "FAILED: ", result.error)
+        end
+    end
+end
+
+function main()
+    println()
+    println("Cora Node Classification Architecture Comparison")
+    println("Random seed: ", RANDOM_SEED)
+
+    cora_data = prepare_cora()
+
+    architectures = [
+        (:directed, "DirectedHypergraphLayer"),
+        (:attention1, "Attention (1 head)"),
+        (:attention4, "Attention (4 heads)"),
+        (:convolution, "Directed Convolution"),
+        (:asymmetric, "Asymmetric Directed"),
+        (:residual, "Residual Directed"),
+        (:gated, "Gated Directed"),
+    ]
+
+    results = Any[]
+
+    for (architecture, name) in architectures
+        println()
+        println("============================================================")
+        println("RUNNING: ", name)
+        println("============================================================")
+
+        try
+            experiment = run_cora_experiment(
+                cora_data;
+                architecture = architecture,
+                architecture_name = name,
+                hidden_dim = HIDDEN_DIM,
+                epochs = NUMBER_OF_EPOCHS,
+                learning_rate = LEARNING_RATE,
+                weight_decay = 1.0f-5,
+                seed = RANDOM_SEED,
+            )
+            push!(results, (status = :ok, architecture = architecture, name = name, experiment = experiment))
+        catch err
+            println()
+            println("ERROR while running ", name)
+            showerror(stdout, err, catch_backtrace())
+            println()
+            push!(results, (status = :failed, architecture = architecture, name = name, error = sprint(showerror, err)))
+        end
+    end
+
+    print_architecture_comparison(results)
+
+    println()
+    println("Cora architecture comparison finished.")
+    return (data = cora_data, results = results)
+end
+
+
+if abspath(PROGRAM_FILE) == @__FILE__
+    CORA_RESULTS =
+        main()
+end
+

From a99e0f07c9c107fdd98236ebd201116e2ebd8dfb Mon Sep 17 00:00:00 2001
From: shonalidixit <shonalidixit1309@gmail.com>
Date: Sun, 30 Aug 2026 23:31:24 +0100
Subject: [PATCH 4/5] Add initial glucose reaction preprocessing

- Add initial inspection of the glucose pyrolysis dataset
- Parse reactant and product SMILES into individual molecular species
- Inspect reactant and product counts for directed hypergraph construction
- Remove atom-map labels as an initial molecular identity preprocessing step
---
 .DS_Store                                   |  Bin 6148 -> 0 bytes
 .gitignore                                  |    3 +-
 Project.toml                                |    7 +
 data/.DS_Store                              |  Bin 6148 -> 0 bytes
 data/glucose/glucose_network.csv            | 2559 +++++++++++++++++
 examples/cora_node_classification_backup.jl | 2794 -------------------
 examples/glucose_poc/01_inspect_glucose.jl  |   33 +
 examples/glucose_poc/02_parse_smiles.jl     |   52 +
 examples/glucose_poc/03_clean_smiles.jl     |   50 +
 9 files changed, 2703 insertions(+), 2795 deletions(-)
 delete mode 100644 .DS_Store
 delete mode 100644 data/.DS_Store
 create mode 100644 data/glucose/glucose_network.csv
 delete mode 100644 examples/cora_node_classification_backup.jl
 create mode 100644 examples/glucose_poc/01_inspect_glucose.jl
 create mode 100644 examples/glucose_poc/02_parse_smiles.jl
 create mode 100644 examples/glucose_poc/03_clean_smiles.jl

diff --git a/.DS_Store b/.DS_Store
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diff --git a/.gitignore b/.gitignore
index 842940d..130f28f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -4,4 +4,5 @@
 /Manifest.toml
 /docs/Manifest.toml
 /docs/build/
-*.txt
\ No newline at end of file
+*.txt
+.DS_Store
\ No newline at end of file
diff --git a/Project.toml b/Project.toml
index 027d3ff..0cdb1cb 100644
--- a/Project.toml
+++ b/Project.toml
@@ -4,6 +4,7 @@ version = "0.0.1-DEV"
 authors = ["Evan Walter Clark Spotte-Smith", "Punna Amornvivat"]
 
 [deps]
+CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
 ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
 DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
 DataStructures = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
@@ -16,17 +17,23 @@ Lux = "b2108857-7c20-44ae-9111-449ecde12c47"
 MLUtils = "f1d291b0-491e-4a28-83b9-f70985020b54"
 NNlib = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
 Optimisers = "3bd65402-5787-11e9-1adc-39752487f4e2"
+Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
 Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 Reactant = "3c362404-f566-11ee-1572-e11a4b42c853"
 SimpleDirectedHypergraphs = "a42c6b43-640c-4761-b4a8-4f98c31d02e9"
 SimpleHypergraphs = "aa4a32ff-dd5d-5357-90e3-e7a9512f0501"
 StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
+StatsPlots = "f3b207a7-027a-5e70-b257-86293d7955fd"
 Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [compat]
+CSV = "0.10.17"
+DataFrames = "1.8.2"
 LinearAlgebra = ">= 1.10.0"
 Optimisers = "0.4.9"
+Plots = "1.41.6"
 Reactant = ">= 0.2.0"
 SimpleDirectedHypergraphs = "0.1.0"
 SimpleHypergraphs = "0.3.0"
+StatsPlots = "0.15.8"
 julia = ">= 1.10.0"
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diff --git a/data/glucose/glucose_network.csv b/data/glucose/glucose_network.csv
new file mode 100644
index 0000000..4fb3eb3
--- /dev/null
+++ b/data/glucose/glucose_network.csv
@@ -0,0 +1,2559 @@
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+GZCGUPFRVQAUEE_37_2_3,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17],[C:0]1([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([H:17])[C:1]([O:7][H:13])([H:18])[C:3]([O:9][H:15])([H:20])[C:5]([O:11][H:12])([H:23])[O:6]1,44.92968019999338,42.13036032049837,-4.547562141491406
+GZCGUPFRVQAUEE_39_0_3,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17],[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])(=[O:6])[H:17].[C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])([H:12])[H:19],93.48322776246884,86.50281208447183,17.93427342256215
+GZCGUPFRVQAUEE_54_0_0,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17],[C:0](\[C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])(=[C:2](/[C:4]([O:10][H:16])([H:21])[H:22])[O:8][H:14])[H:17].[O:6]([H:12])[H:19],66.41874302752812,60.22836180996263,14.940487571701713
+GZCGUPFRVQAUEE_54_0_3,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17],[C:0](\[C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])(=[C:2](/[C:4]([O:10][H:16])([H:21])[H:22])[O:8][H:14])[H:17].[O:6]([H:12])[H:19],72.17677019947244,64.68681680747777,14.940487571701713
+GZCGUPFRVQAUEE_78_0_2,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17],[C:0](\[C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])(=[C:2](/[C:4]([O:10][H:16])([H:21])[H:22])[H:19])[O:6][H:12].[O:8]([H:14])[H:17],75.02378080098973,68.86603007748452,13.237093690248514
+GZCGUPFRVQAUEE_78_0_3,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17],[C:0](\[C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])(=[C:2](/[C:4]([O:10][H:16])([H:21])[H:22])[H:19])[O:6][H:12].[O:8]([H:14])[H:17],72.22257839299947,64.92087785095754,13.237093690248514
+GZCGUPFRVQAUEE_85_0_3,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17],[C:0]1([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([O:6][H:12])[C:2]([O:8][H:14])([H:19])[C:4]1([H:21])[H:22].[O:10]([H:16])[H:17],95.40654437996402,88.00004975147266,10.886233269598415
+GZCGUPFRVQAUEE_156_2_1,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:14])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:15])[H:19])([O:6][H:12])[H:17],[C:0]1([O:6][H:12])([H:17])[C:1]([O:7][H:13])([H:18])[C:3]([O:9][H:15])([H:20])[C:5]([O:11][H:14])([H:23])[O:8][C:2]1([C:4]([O:10][H:16])([H:21])[H:22])[H:19],41.93834241348379,42.60726754050707,-4.853728489483745
+GZCGUPFRVQAUEE_15_3_1,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17],[C:0](=[C:1](\[O:7][H:13])[H:18])(\[C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])[O:6][H:12].[C:3](=[C:5](\[O:11][H:17])[H:23])(\[O:9][H:15])[H:20],46.74381016447887,43.35023878848607,35.950047801147214
+GZCGUPFRVQAUEE_222_2_0,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17],[C:0]1([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([H:17])[C:1]([O:7][H:13])([H:18])[C:3]([O:9][H:15])([H:20])[C:5]([O:11][H:12])([H:23])[O:6]1,44.897049705933085,43.43181502349413,-4.547562141491406
+GZCGUPFRVQAUEE_223_0_3,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17],[C:0]([C:1]([C:3]([C:5]([O:11])([H:20])[H:23])[O:9][H:15])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17],47.39391000647834,44.425790071481465,TCIT fails
+GZCGUPFRVQAUEE_229_0_1,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17],[C:0]([C:1]([C:3]([C:5]([O:11][H:15])([H:20])[H:23])=[O:9])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17],48.4293006815038,43.642658215461175,-2.5979923518164716
+GZCGUPFRVQAUEE_229_0_2,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17],[C:0]([C:1]([C:3]([C:5]([O:11][H:15])([H:20])[H:23])=[O:9])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17],48.31070138601787,44.87006679750121,-2.5979923518164716
+GZCGUPFRVQAUEE_91_0_3,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17],[C:0]1([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([H:17])[C:1]([O:7][H:13])([H:18])[C:3]([O:9][H:15])([H:20])[C:5]([O:11][H:12])([H:23])[O:6]1,44.6040027695309,42.279707581478,-4.547562141491406
+AVVWPBAENSWJCB_121_0_3,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:3]([O:9][H:14])([H:20])[C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([H:18])[O:6]1,[C:0]([C:2]([C:3](/[C:1](=[C:4](/[C:5]([O:11][H:16])([H:22])[H:23])[O:10][H:15])[H:18])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([O:6][H:21])([O:7][H:12])[H:17],72.0393456189627,65.38146982400743,7.9077437858508635
+AVVWPBAENSWJCB_155_0_1,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:3]([O:9][H:14])([H:20])[C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([H:18])[O:6]1,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[O:10][C:4]([C:5]([O:11][H:16])([H:22])[H:23])([H:21])[C:1]([C:3]([O:9][H:14])([H:15])[H:20])([H:18])[O:6]1,92.90340898450594,86.6076061709926,11.401051625239004
+AVVWPBAENSWJCB_27_0_3,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:3]([O:9][H:14])([H:20])[C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([H:18])[O:6]1,[C:0]([O:6][C:1]1([H:18])[C:3]([O:9][H:14])([H:20])[C:2]([O:8][H:13])([H:19])[O:11][C:5]([H:22])([H:23])[C:4]1([O:10][H:15])[H:21])([O:7][H:12])([H:16])[H:17],91.925121673979,85.87216503699459,-0.2805927342256162
+AVVWPBAENSWJCB_29_1_0,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:3]([O:9][H:14])([H:20])[C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([H:18])[O:6]1,[C:0]([C:2]([C:3]([C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:6][H:12])[H:18])([O:9][H:14])[H:20])([O:8][H:13])[H:19])(=[O:7])[H:17],49.87069000300296,44.12772305902062,4.547562141491406
+AVVWPBAENSWJCB_29_1_3,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:3]([O:9][H:14])([H:20])[C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([H:18])[O:6]1,[C:0]([C:2]([C:3]([C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:6][H:12])[H:18])([O:9][H:14])[H:20])([O:8][H:13])[H:19])(=[O:7])[H:17],45.683319109445456,41.35789612602248,4.547562141491406
+BJHIKXHVCXFQLS_101_2_1,[C:0]([C:1]([C:5]([C:4]([O:10][H:16])([H:22])[H:23])=[O:11])([O:7][H:13])[H:18])([C:2]([C:3]([O:9][H:15])([H:20])[H:21])([O:8][H:14])[H:19])([O:6][H:12])[H:17],[C:0]([C:1]([C:5]([C:4]([O:10][H:16])([H:22])[H:23])([O:11][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:3](=[O:9])[H:21])([O:8][H:14])[H:19])([O:6][H:12])[H:17],39.70566361248493,36.30205208451748,2.5979923518164716
+BJHIKXHVCXFQLS_101_3_1,[C:0]([C:1]([C:5]([C:4]([O:10][H:16])([H:22])[H:23])=[O:11])([O:7][H:13])[H:18])([C:2]([C:3]([O:9][H:15])([H:20])[H:21])([O:8][H:14])[H:19])([O:6][H:12])[H:17],[C:0]([C:1]([C:5]([C:4]([O:10][H:16])([H:22])[H:23])([O:11][H:20])[H:15])([O:7][H:13])[H:18])([C:2]([C:3](=[O:9])[H:21])([O:8][H:14])[H:19])([O:6][H:12])[H:17],73.6407498629859,69.69810767452391,2.5979923518164716
+BJHIKXHVCXFQLS_101_4_0,[C:0]([C:1]([C:5]([C:4]([O:10][H:16])([H:22])[H:23])=[O:11])([O:7][H:13])[H:18])([C:2]([C:3]([O:9][H:15])([H:20])[H:21])([O:8][H:14])[H:19])([O:6][H:12])[H:17],[C:0]([C:1]([C:5]([C:4](=[O:10])[H:23])([O:11][H:16])[H:22])([O:7][H:13])[H:18])([C:2]([C:3]([O:9][H:15])([H:20])[H:21])([O:8][H:14])[H:19])([O:6][H:12])[H:17],48.06409015249845,44.66800873851198,2.5979923518164716
+BJHIKXHVCXFQLS_101_4_1,[C:0]([C:1]([C:5]([C:4]([O:10][H:16])([H:22])[H:23])=[O:11])([O:7][H:13])[H:18])([C:2]([C:3]([O:9][H:15])([H:20])[H:21])([O:8][H:14])[H:19])([O:6][H:12])[H:17],[C:0]([C:1]([C:5]([C:4](=[O:10])[H:23])([O:11][H:16])[H:22])([O:7][H:13])[H:18])([C:2]([C:3]([O:9][H:15])([H:20])[H:21])([O:8][H:14])[H:19])([O:6][H:12])[H:17],52.22824319447189,47.701389661486765,2.5979923518164716
+BJHIKXHVCXFQLS_10_4_1,[C:0]([C:1]([C:5]([C:4]([O:10][H:16])([H:22])[H:23])=[O:11])([O:7][H:13])[H:18])([C:2]([C:3]([O:9][H:15])([H:20])[H:21])([O:8][H:14])[H:19])([O:6][H:12])[H:17],[C:0]([C:1]([C:5]([C:4]([O:10][H:16])([H:22])[H:23])([O:11][H:12])[H:17])([O:7][H:13])[H:18])([C:2]([C:3]([O:9][H:15])([H:20])[H:21])([O:8][H:14])[H:19])=[O:6],56.3854936320341,53.17703755850196,2.1469885277246528
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+YTXCQYABGWUXFL_45_0_3,[C:0](/[C:1](=[C:2](/[O:5][H:8])[H:11])[O:3][H:6])([O:4][H:7])([H:9])[H:10],[C:0]([C:1]([C:2](=[O:5])[H:11])=[O:3])([O:4][H:7])([H:9])[H:10].[H:6][H:8],72.2558363965225,65.28546087050013,9.168738049713198
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+ZFLZVOVMARLBGK_50_0_1,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([O:8][H:13])([H:17])[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([H:18])[O:6]1,[C:0](=[C:1](\[O:8][H:13])[H:17])(\[C:4]([O:10][H:15])([H:20])[H:21])[O:7][H:12].[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])(=[O:6])[H:18],55.75484658455686,51.18532240553679,15.84799235181644
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+ZFLZVOVMARLBGK_68_0_2,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([O:8][H:13])([H:17])[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([H:18])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:6][H:12])[H:18])([O:8][H:13])[H:17])([C:4]([O:10][H:15])([H:20])[H:21])=[O:7],42.11530009253639,36.88187086248037,-15.949091778202675
+ZFLZVOVMARLBGK_68_0_3,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([O:8][H:13])([H:17])[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([H:18])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:6][H:12])[H:18])([O:8][H:13])[H:17])([C:4]([O:10][H:15])([H:20])[H:21])=[O:7],45.46871086048791,40.29740507098906,-15.949091778202675
+MNQZXJOMYWMBOU_7_0_2,[C:0]([C:1]([O:4][H:7])([H:9])[H:10])([C:2](=[O:5])[H:11])([O:3][H:6])[H:8],[C:0](=[C:2](/[O:5][H:7])[H:11])(\[O:3][H:6])[H:8].[C:1](=[O:4])([H:9])[H:10],37.461062131016185,33.59183855397584,30.366873804971306
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+WGBICNJMHDVHJB_15_0_3,[C:0]1([O:5][H:8])([H:11])[C:1]([O:6][H:9])([H:12])[C:2]([C:3]([O:7][H:10])([H:14])[H:15])([H:13])[O:4]1,[C:0]([C:1]([C:2]([C:3]([O:7][H:10])([H:14])[H:15])([O:4][H:8])[H:13])([O:6][H:9])[H:12])(=[O:5])[H:11],42.76100736797561,39.246326658503214,-17.40487571701721
+WGBICNJMHDVHJB_18_0_1,[C:0]1([O:5][H:8])([H:11])[C:1]([O:6][H:9])([H:12])[C:2]([C:3]([O:7][H:10])([H:14])[H:15])([H:13])[O:4]1,[C:0]([C:1]([C:2]([C:3]([O:7][H:10])([H:14])[H:15])([O:4][H:8])[H:13])([O:6][H:9])[H:12])(=[O:5])[H:11],44.80668833798288,39.91211423799874,-17.40487571701721
+WGBICNJMHDVHJB_63_0_1,[C:0]1([O:5][H:8])([H:11])[C:1]([O:6][H:9])([H:12])[C:2]([C:3]([O:7][H:10])([H:14])[H:15])([H:13])[O:4]1,[C:0](=[O:4])([O:5][H:8])[H:11].[C:1](=[C:2](/[C:3]([O:7][H:10])([H:14])[H:15])[H:13])(\[O:6][H:9])[H:12],45.81007602848212,42.63676048700394,-6.647466539196937
+WGBICNJMHDVHJB_71_0_2,[C:0]1([O:5][H:8])([H:11])[C:1]([O:6][H:9])([H:12])[C:2]([C:3]([O:7][H:10])([H:14])[H:15])([H:13])[O:4]1,[C:0](=[O:4])([O:5][H:8])[H:11].[C:1](=[C:2](/[C:3]([O:7][H:10])([H:14])[H:15])[H:13])(\[O:6][H:9])[H:12],47.30856871447979,43.49268344498313,-6.647466539196937
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+ZFLZVOVMARLBGK_64_0_1,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([O:8][H:13])([H:17])[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([H:18])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:12])([H:22])[H:23])([O:9][H:14])[H:19])([O:6][H:16])[H:18])([O:8][H:13])[H:17])([C:4]([O:10][H:15])([H:20])[H:21])=[O:7],26.622090537558897,22.76541715052254,-15.949091778202675
+ZFLZVOVMARLBGK_15_1_0,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([O:8][H:13])([H:17])[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([H:18])[O:6]1,[C:0](=[C:1](\[O:8][H:13])[H:17])(\[C:4]([O:10][H:15])([H:20])[H:21])[O:7][H:12].[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])(=[O:6])[H:18],41.27694740051284,37.56899376502904,15.84799235181644
+ZFLZVOVMARLBGK_72_0_3,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([O:8][H:13])([H:17])[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([H:18])[O:6]1,[C:0](=[C:1](\[O:8][H:13])[H:17])(\[C:4]([O:10][H:15])([H:20])[H:21])[O:7][H:12].[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])(=[O:6])[H:18],38.167637828015735,35.65822733750217,15.84799235181644
+ZFLZVOVMARLBGK_95_0_3,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([O:8][H:13])([H:17])[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([H:18])[O:6]1,[C:0](=[C:1](\[O:8][H:13])[H:17])(\[C:4]([O:10][H:15])([H:20])[H:21])[O:7][H:12].[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])(=[O:6])[H:18],39.67993572304989,36.56309603650046,15.84799235181644
+ZFLZVOVMARLBGK_1_1_3,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([O:8][H:13])([H:17])[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([H:18])[O:6]1,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:6][H:15])[H:18])([O:8][H:13])[H:17])([O:7][H:12])[C:4]([H:20])([H:21])[O:10]1,40.59547208352125,36.49658002952572,-3.1001434034416833
+ZFLZVOVMARLBGK_72_0_0,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([O:8][H:13])([H:17])[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([H:18])[O:6]1,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:6][H:15])[H:18])([O:8][H:13])[H:17])([O:7][H:12])[C:4]([H:20])([H:21])[O:10]1,33.02519747551535,29.066240040023217,-3.1001434034416833
+ZFLZVOVMARLBGK_72_0_1,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([O:8][H:13])([H:17])[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([H:18])[O:6]1,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:6][H:15])[H:18])([O:8][H:13])[H:17])([O:7][H:12])[C:4]([H:20])([H:21])[O:10]1,37.12973711506796,33.804564274473805,-3.1001434034416833
+ZFLZVOVMARLBGK_74_0_3,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([O:8][H:13])([H:17])[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([H:18])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:6][H:15])[H:18])([O:8][H:13])[H:17])([C:4]([O:10])([H:20])[H:21])[O:7][H:12],40.38274636298761,37.20629327401736,TCIT fails
+CDCKCSRWIDFXIZ_13_1_0,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18],[C:0](/[C:1](=[C:4](\[C:5]([O:11][H:17])([H:19])[H:23])[O:9][H:15])[O:7][H:13])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18],88.60371389051802,82.59907548498295,-5.94478967495221
+CDCKCSRWIDFXIZ_13_4_1,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18],[C:0](/[C:1](=[C:4](\[C:5]([O:11][H:17])([H:18])[H:23])[O:9][H:15])[O:7][H:13])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:19],81.97282100399461,77.27340235851715,-5.94478967495221
+CDCKCSRWIDFXIZ_226_0_0,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18],[C:0]1([O:6][H:12])([H:18])[C:1]([O:7][H:13])([H:19])[C:4]([C:5]([O:11][H:17])([H:14])[H:23])([O:9][H:15])[O:8][C:2]1([C:3]([O:10][H:16])([H:21])[H:22])[H:20],57.599724514536064,53.89930099296191,-9.337476099426382
+CDCKCSRWIDFXIZ_228_4_0,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18],[C:0]([C:1]([C:4]([C:5]([O:11][H:17])([H:14])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])=[O:8])([O:6][H:12])[H:18],54.15595237852733,51.426286053499126,-10.58006692160613
+CDCKCSRWIDFXIZ_228_5_2,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18],[C:0]([C:1]([C:4]([C:5]([O:11][H:17])([H:20])[H:23])([O:9][H:15])[H:14])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])=[O:8])([O:6][H:12])[H:18],62.9912861384782,60.67954114046494,-10.58006692160613
+CDCKCSRWIDFXIZ_228_8_2,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18],[C:0]([C:1]([C:4]([C:5]([O:11][H:17])([H:12])[H:23])=[O:9])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:15])[H:18],55.56659373446144,52.60412138502164,-10.58006692160613
+CDCKCSRWIDFXIZ_233_7_1,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18],[C:0]([C:1]([C:4]([C:5]([O:11][H:17])([H:16])[H:23])([O:9][H:15])[H:21])([O:7][H:13])[H:19])([C:2]([C:3](=[O:10])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18],50.81634681946961,47.41650034849265,-7.982074569789659
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+CDCKCSRWIDFXIZ_351_0_0,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18],[C:0]([C:1]([C:4]([C:5](=[O:11])[H:23])=[O:9])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:15][H:17],76.70362373245756,68.96015650246089,13.168260038240918
+CDCKCSRWIDFXIZ_351_0_1,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18],[C:0]([C:1]([C:4]([C:5](=[O:11])[H:23])=[O:9])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:15][H:17],72.37631822046801,65.8916350475035,13.168260038240918
+CDCKCSRWIDFXIZ_351_0_2,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18],[C:0]([C:1]([C:4]([C:5](=[O:11])[H:23])=[O:9])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:15][H:17],73.41296391449029,67.05943022698001,13.168260038240918
+HSKFDMUXTCPHCB_33_1_1,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([H:18])[O:6]1,[C:0]([C:2]([C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:6][H:12])[H:18])([O:8][H:13])[H:19])(=[O:7])[H:17],40.31372031801921,37.629234677019625,-6.809273422562144
+HSKFDMUXTCPHCB_33_1_2,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([H:18])[O:6]1,[C:0]([C:2]([C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:6][H:12])[H:18])([O:8][H:13])[H:19])(=[O:7])[H:17],42.25899976803028,39.59208439298634,-6.809273422562144
+PVEULSFTFHDNNN_73_0_0,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([O:7][H:12])[C:4]([H:20])([H:21])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([C:4]([O:6][H:12])([H:20])[H:21])=[O:7],44.73703478348038,39.78723984749299,-12.848948374760992
+PVEULSFTFHDNNN_73_0_3,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([O:7][H:12])[C:4]([H:20])([H:21])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([C:4]([O:6][H:12])([H:20])[H:21])=[O:7],45.87596452602979,40.52205347199259,-12.848948374760992
+QRFGDGZPNFSNCE_14_0_3,[C:0]([C:1](=[O:4])[H:6])(=[C:2]([H:7])[H:8])[O:3][H:5],[C:0]([C:1]([O:3][H:5])=[O:4])(=[C:2]([H:7])[H:8])[H:6],91.10747679547453,86.09555841900128,-20.452437858508606
+QRFGDGZPNFSNCE_1_0_2,[C:0]([C:1](=[O:4])[H:6])(=[C:2]([H:7])[H:8])[O:3][H:5],[C-:1]#[O+:4].[C:0](=[C:2]([H:7])[H:8])([O:3][H:5])[H:6],92.08827414399512,86.2536908129944,-0.5284416826003855
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+RXKJFZQQPQGTFL_12_1_0,[C:0]([C:2]([C:1]([O:4][H:7])([H:10])[H:11])=[O:5])([O:3][H:6])([H:8])[H:9],[C:0]1([H:8])([H:9])[C:2]([C:1]([O:4][H:7])([H:10])[H:11])([O:5][H:6])[O:3]1,56.58190410553758,54.7313785900013,14.846558317399616
+RXKJFZQQPQGTFL_12_1_1,[C:0]([C:2]([C:1]([O:4][H:7])([H:10])[H:11])=[O:5])([O:3][H:6])([H:8])[H:9],[C:0]1([H:8])([H:9])[C:2]([C:1]([O:4][H:7])([H:10])[H:11])([O:5][H:6])[O:3]1,57.151682731525824,55.60361679501064,14.846558317399616
+RXKJFZQQPQGTFL_4_1_0,[C:0]([C:2]([C:1]([O:4][H:7])([H:10])[H:11])=[O:5])([O:3][H:6])([H:8])[H:9],[C:0]([C:2]([C:1]([O:4][H:7])([H:10])[H:11])([O:5][H:6])[H:8])(=[O:3])[H:9],46.30518102401621,43.69034893751912,-1.27246653919693
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+CDCKCSRWIDFXIZ_307_0_0,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18],[C:0](/[C:1](=[C:4](\[C:5](=[O:11])[H:23])[O:9][H:17])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:7]([H:13])[H:15],45.31120597602887,40.8778513585217,-1.182839388145332
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+CDCKCSRWIDFXIZ_13_9_0,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18],[C:0]([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])(=[O:6])[H:18].[C:1](=[C:4](\[C:5]([O:11][H:17])([H:12])[H:23])[O:9][H:15])(\[O:7][H:13])[H:19],42.831915941510594,38.94449458898053,21.217017208412987
+CDCKCSRWIDFXIZ_275_0_1,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18],[C:0]([C:1]([C:4]([C:5]([O:11][H:17])([H:14])[H:23])=[O:9])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:15])[H:20])([O:6][H:12])[H:18],43.10049000754591,40.94185732750279,-10.58006692160613
+CDCKCSRWIDFXIZ_75_0_2,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18],[C:0]([C:1]([C:4]([C:5]([O:11][H:17])[H:23])=[O:9])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:7]([H:13])[H:15],42.95867286047592,39.470347550008334,TCIT fails
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+HSKFDMUXTCPHCB_124_0_1,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([H:18])[O:6]1,[C:0](=[O:6])([O:7][H:12])[H:17].[C:1](=[C:2](/[O:8][H:13])[H:19])(\[C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])[H:18],45.64817857746284,42.4303098615258,3.6749521988527665
+HSKFDMUXTCPHCB_38_0_1,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([H:18])[O:6]1,[C:0]([C:2]([C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:6][H:12])[H:18])([O:8][H:13])[H:19])(=[O:7])[H:17],45.78497564847415,41.4802604784989,-6.809273422562144
+HSKFDMUXTCPHCB_38_0_3,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([H:18])[O:6]1,[C:0]([C:2]([C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:6][H:12])[H:18])([O:8][H:13])[H:19])(=[O:7])[H:17],39.92089937101223,36.96344709748843,-6.809273422562144
+HSKFDMUXTCPHCB_39_0_1,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([H:18])[O:6]1,[C:0]([C:2]([C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:6][H:12])[H:18])([O:8][H:13])[H:19])(=[O:7])[H:17],43.39855702000676,39.23189394003965,-6.809273422562144
+HSKFDMUXTCPHCB_43_0_1,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([H:18])[O:6]1,[C:0](=[C:2](/[O:8][H:13])[H:19])(\[O:7][H:12])[H:17].[C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])(=[O:6])[H:18],40.58041185548793,37.31485241752863,22.43522944550667
+HSKFDMUXTCPHCB_43_0_3,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([H:18])[O:6]1,[C:0](=[C:2](/[O:8][H:13])[H:19])(\[O:7][H:12])[H:17].[C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])(=[O:6])[H:18],42.77983265292808,40.04263621399024,22.43522944550667
+PVEULSFTFHDNNN_17_0_2,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([O:7][H:12])[C:4]([H:20])([H:21])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([C:4]([O:6][H:12])([H:20])[H:21])=[O:7],37.79050461846916,34.01477995694244,-12.848948374760992
+PVEULSFTFHDNNN_73_0_2,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([O:7][H:12])[C:4]([H:20])([H:21])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([C:4]([O:6][H:12])([H:20])[H:21])=[O:7],42.02054615799026,40.409729271490825,-12.848948374760992
+PVEULSFTFHDNNN_79_0_1,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([O:7][H:12])[C:4]([H:20])([H:21])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([C:4]([O:6][H:12])([H:20])[H:21])=[O:7],31.50097689993996,29.646686327484524,-12.848948374760992
+PVEULSFTFHDNNN_79_0_3,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([O:7][H:12])[C:4]([H:20])([H:21])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([C:4]([O:6][H:12])([H:20])[H:21])=[O:7],27.664383816995585,25.93434012544047,-12.848948374760992
+PVEULSFTFHDNNN_233_0_3,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:14])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:16])[H:18])([O:8][H:13])[H:17])([O:7][H:12])[C:4]([H:20])([H:21])[O:6]1,[C:0](=[C:1](/[O:8][H:13])[H:17])(\[C:4]([O:6][H:16])([H:20])[H:21])[O:7][H:12].[C:2]([C:3]([C:5]([O:11][H:14])([H:22])[H:23])([O:10][H:15])[H:19])(=[O:9])[H:18],28.3245238109697,25.25160978945205,18.948135755258125
+PVEULSFTFHDNNN_62_1_1,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([O:7][H:12])[C:4]([H:20])([H:21])[O:6]1,[C:0](=[C:1](/[O:8][H:13])[H:17])(\[C:4]([O:6][H:14])([H:20])[H:21])[O:7][H:12].[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])(=[O:9])[H:18],32.52946497048284,27.604142905005,18.948135755258125
+PVEULSFTFHDNNN_50_0_2,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([O:7][H:12])[C:4]([H:20])([H:21])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:15])([H:22])[H:23])([O:10][H:12])[H:19])([O:9][H:16])[H:18])([O:8][H:13])[H:17])([O:6][C:4]([H:14])([H:20])[H:21])=[O:7],41.83919591252009,38.03084075700442,-17.850621414913935
+PVEULSFTFHDNNN_52_0_0,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([O:7][H:12])[C:4]([H:20])([H:21])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([C:4]([O:6])([H:20])[H:21])[O:7][H:12],28.960818444004023,26.08305987699303,TCIT fails
+PVEULSFTFHDNNN_71_0_3,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([O:7][H:12])[C:4]([H:20])([H:21])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([C:4]([O:6])([H:20])[H:21])[O:7][H:12],43.6947415040437,39.92340940900589,TCIT fails
+PVEULSFTFHDNNN_59_0_3,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([O:7][H:12])[C:4]([H:20])([H:21])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([C:4](=[O:6])[H:21])([O:7][H:12])[H:20],46.649056230004085,42.19813134646994,-10.25095602294452
+BNFCVHNGQJGIIA_107_1_0,[C:0]([C:1](/[C:5](=[C:3](\[C:4](=[O:10])[H:19])[O:8][H:13])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],[C:0]([C:1]1([H:16])[C:5]([H:20])=[C:3]([O:8][H:13])[C:4]([O:10][H:12])([H:19])[O:7]1)([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],50.9016881115395,50.96192902353008,-1.1443594646271535
+BNFCVHNGQJGIIA_107_1_1,[C:0]([C:1](/[C:5](=[C:3](/[C:4](=[O:10])[H:19])[O:8][H:13])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],[C:0]([C:1]1([H:16])[C:5]([H:20])=[C:3]([O:8][H:13])[C:4]([O:10][H:12])([H:19])[O:7]1)([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],51.87495534600778,50.22084030404633,-1.1443594646271535
+BNFCVHNGQJGIIA_107_1_3,[C:0]([C:1](/[C:5](=[C:3](/[C:4](=[O:10])[H:19])[O:8][H:13])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],[C:0]([C:1]1([H:16])[C:5]([H:20])=[C:3]([O:8][H:13])[C:4]([O:10][H:12])([H:19])[O:7]1)([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],54.101359051951135,52.18557254850828,-1.1443594646271535
+BNFCVHNGQJGIIA_136_1_2,[C:0]([C:1](/[C:5](=[C:3](/[C:4](=[O:10])[H:19])[O:8][H:13])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],[C:0]1([O:6][H:11])([H:15])[C:1]([O:7][H:12])([H:16])[C:5]([H:20])=[C:3]([O:8][H:13])[C:4]([O:10][H:14])([H:19])[O:9][C:2]1([H:17])[H:18],66.90506289001306,65.2810683040469,4.641491395793489
+BNFCVHNGQJGIIA_136_1_3,[C:0]([C:1](/[C:5](=[C:3](/[C:4](=[O:10])[H:19])[O:8][H:13])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],[C:0]1([O:6][H:11])([H:15])[C:1]([O:7][H:12])([H:16])[C:5]([H:20])=[C:3]([O:8][H:13])[C:4]([O:10][H:14])([H:19])[O:9][C:2]1([H:17])[H:18],67.89778291900356,67.06633283153393,4.641491395793489
+BNFCVHNGQJGIIA_158_0_2,[C:0]([C:1](/[C:5](=[C:3](/[C:4](=[O:10])[H:19])[O:8][H:13])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],[C-:4]#[O+:10].[C:0]([C:1](/[C:5](=[C:3](\[O:8][H:13])[H:19])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],90.14424971305222,85.69897241500381,5.545411089866156
+BNFCVHNGQJGIIA_168_0_0,[C:0]([C:1](/[C:5](=[C:3](\[C:4](=[O:10])[H:19])[O:8][H:13])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],[C:0]([C:1]([C:5]([C:3](=[C:4]=[O:10])[O:8][H:13])([H:19])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],79.20926916598064,74.85498074548786,16.067638623326953
+BNFCVHNGQJGIIA_174_5_2,[C:0]([C:1](/[C:5](=[C:3](/[C:4](=[O:10])[H:19])[O:8][H:13])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],[C:0]([C:1]([C:5]([C:3]([C:4](=[O:10])[H:19])=[O:8])([H:11])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:13])[H:15],43.631363044489696,41.1922336180127,-4.704827915869995
+BNFCVHNGQJGIIA_174_7_1,[C:0]([C:1](/[C:5](=[C:3](/[C:4](=[O:10])[H:19])[O:8][H:13])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],[C:0]([C:1]([C:5]([C:3]([C:4](=[O:10])[H:19])=[O:8])([H:14])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:13])([H:17])[H:18])([O:6][H:11])[H:15],42.82564084652644,40.51201332001794,-4.704827915869995
+BNFCVHNGQJGIIA_174_7_2,[C:0]([C:1](/[C:5](=[C:3](/[C:4](=[O:10])[H:19])[O:8][H:13])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],[C:0]([C:1]([C:5]([C:3]([C:4](=[O:10])[H:19])=[O:8])([H:14])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:13])([H:17])[H:18])([O:6][H:11])[H:15],39.663620476019744,37.790504618540496,-4.704827915869995
+BNFCVHNGQJGIIA_174_7_0,[C:0]([C:1](/[C:5](=[C:3](/[C:4](=[O:10])[H:19])[O:8][H:13])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],[C:0]([C:1]([C:5]([C:3]([C:4](=[O:10])[H:19])=[O:8])([H:14])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:13])([H:17])[H:18])([O:6][H:11])[H:15],40.67955835645163,37.91726153750582,-4.704827915869995
+BNFCVHNGQJGIIA_176_0_1,[C:0]([C:1](/[C:5](=[C:3](/[C:4](=[O:10])[H:19])[O:8][H:13])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],[C:0]1([O:6][H:11])([H:15])[C:1]([O:7][H:12])([H:16])[C:5]([H:14])([H:20])[C:3]([C:4](=[O:10])[H:19])([O:8][H:13])[O:9][C:2]1([H:17])[H:18],61.63712063754417,60.50070093298844,-9.725143403441695
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+UQPHVQVXLPRNCX_18_4_0,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11],[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2](=[O:6])[H:15])([O:7][H:10])[H:14])([O:4][H:8])[H:11],44.59208008902533,41.99230823049022,3.8742829827915957
+UQPHVQVXLPRNCX_18_4_1,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11],[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2](=[O:6])[H:15])([O:7][H:10])[H:14])([O:4][H:8])[H:11],45.213314493990666,42.74406461148271,3.8742829827915957
+UQPHVQVXLPRNCX_18_4_2,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11],[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2](=[O:6])[H:15])([O:7][H:10])[H:14])([O:4][H:8])[H:11],43.03397400049983,40.93495472298454,3.8742829827915957
+UQPHVQVXLPRNCX_31_2_3,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11],[C:0]1([C:1]([O:5][H:9])([H:12])[H:13])([H:11])[C:3]([C:2]([O:6][H:10])([H:14])[H:15])([O:7][H:8])[O:4]1,51.12194394598279,50.14804920201608,26.376434034416835
+UQPHVQVXLPRNCX_36_0_1,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11],[C:0](=[C:1]([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])[O:4][H:8].[O:5]([H:9])[H:11],63.30817843599852,59.03672126951064,9.073374760994255
+UQPHVQVXLPRNCX_39_1_1,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11],[C:0]([C:3]([C:1]([O:5][H:9])([H:12])[H:13])([C:2]([O:6][H:10])([H:14])[H:15])[O:7][H:8])(=[O:4])[H:11],46.39491488250368,45.0746348944841,5.154158699808808
+UQPHVQVXLPRNCX_43_0_2,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11],[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])[H:15])=[O:7])[O:4][H:8].[H:11][H:14],93.33388050152487,86.29196889250477,TCIT fails
+UQPHVQVXLPRNCX_53_1_0,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11],[C:0]1([O:4][H:8])([H:11])[C:1]([H:12])([H:13])[O:5][C:3]1([C:2]([O:6][H:10])([H:14])[H:15])[O:7][H:9],51.52292251650484,49.81233161950762,12.027246653919693
+UQPHVQVXLPRNCX_53_1_2,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11],[C:0]1([O:4][H:8])([H:11])[C:1]([H:12])([H:13])[O:5][C:3]1([C:2]([O:6][H:10])([H:14])[H:15])[O:7][H:9],53.31948221499902,51.54425783948663,12.027246653919693
+UQPHVQVXLPRNCX_72_1_1,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11],[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]1([O:7][H:10])[C:2]([H:14])([H:15])[O:6]1)([O:4][H:8])[H:11],56.923269273496125,54.92904408250162,13.567638623326973
+UQPHVQVXLPRNCX_72_1_3,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11],[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]1([O:7][H:10])[C:2]([H:14])([H:15])[O:6]1)([O:4][H:8])[H:11],59.4766054290058,56.908836554996896,13.567638623326973
+UQPHVQVXLPRNCX_72_1_2,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11],[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]1([O:7][H:10])[C:2]([H:14])([H:15])[O:6]1)([O:4][H:8])[H:11],58.09922207648772,55.59106660500665,13.567638623326973
+UQPHVQVXLPRNCX_75_2_3,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11],[C:0](=[C:1](/[O:5][H:9])[H:13])(\[C:3]([C:2]([O:6][H:10])([H:14])[H:15])([O:7][H:12])[H:11])[O:4][H:8],66.25998312400091,62.4629231394924,10.579827915869998
+UQPHVQVXLPRNCX_76_0_2,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11],[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]1([H:14])[C:2]([O:6][H:10])([H:15])[O:7]1)([O:4][H:8])[H:11],55.13612221751384,53.96958205699848,26.728250478011475
+UQPHVQVXLPRNCX_93_0_1,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11],[C:0](=[C:3](\[C:2]([O:6][H:10])([H:14])[H:15])[O:7][H:9])(\[O:4][H:8])[H:11].[C:1](=[O:5])([H:12])[H:13],35.836440035515935,32.178687160012394,34.19574569789676
+WESGJWRMMBFBMN_18_0_0,[C:0]1([C:2]([O:5][H:7])([H:10])[H:11])([O:4][H:6])[C:1]([H:8])([H:9])[O:3]1,[C:0]([C:1]([O:3][H:6])([H:8])[H:9])([C:2]([O:5][H:7])([H:10])[H:11])=[O:4],36.91638388496457,33.87735537650405,-14.846558317399616
+WESGJWRMMBFBMN_18_0_2,[C:0]1([C:2]([O:5][H:7])([H:10])[H:11])([O:4][H:6])[C:1]([H:8])([H:9])[O:3]1,[C:0]([C:1]([O:3][H:6])([H:8])[H:9])([C:2]([O:5][H:7])([H:10])[H:11])=[O:4],36.26189147651186,33.37346524799214,-14.846558317399616
+YFZAQUOSZLJSOF_50_0_0,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([H:17])[O:6]1,[C:0]([C:1](=[O:6])[H:17])([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([C:4]([O:10][H:15])([H:20])[H:21])[O:7][H:12],43.21657926503817,40.34195824551925,-22.177581261950273
+YFZAQUOSZLJSOF_65_1_0,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([H:17])[O:6]1,[C:0]([C:1]1([H:17])[C:2]([O:8][H:13])([H:18])[C:3]([O:9][H:14])([H:19])[C:5]([H:22])([H:23])[O:11]1)([C:4]([O:10][H:15])([H:20])[H:21])([O:6][H:16])[O:7][H:12],42.02242868648551,38.94261206055663,-32.89794455066921
+YFZAQUOSZLJSOF_65_1_1,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([H:17])[O:6]1,[C:0]([C:1]1([H:17])[C:2]([O:8][H:13])([H:18])[C:3]([O:9][H:14])([H:19])[C:5]([H:22])([H:23])[O:11]1)([C:4]([O:10][H:15])([H:20])[H:21])([O:6][H:16])[O:7][H:12],36.74005371555306,34.802931889021394,-32.89794455066921
+YFZAQUOSZLJSOF_68_0_2,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([H:17])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([O:6][H:12])[H:17])([C:4]([O:10][H:15])([H:20])[H:21])=[O:7],32.94926882606437,32.16801949853933,-24.392208413001914
+BNFCVHNGQJGIIA_161_0_2,[C:0]([C:1](/[C:5](=[C:3](/[C:4](=[O:10])[H:19])[O:8][H:13])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],[C:0]([C:2]([O:9][H:14])([H:17])[H:18])(=[O:6])[H:15].[C:1](=[C:5](\[C:3]([C:4](=[O:10])[H:19])([O:8][H:13])[H:11])[H:20])(\[O:7][H:12])[H:16],43.93319511401238,39.32853040300969,23.912523900573603
+BNFCVHNGQJGIIA_217_0_3,[C:0]([C:1](/[C:5](=[C:3](/[C:4](=[O:10])[H:19])[O:8][H:13])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],[C:0]([C:2]([O:9][H:14])([H:17])[H:18])(=[O:6])[H:15].[C:1](=[C:5](\[C:3]([C:4](=[O:10])[H:19])([O:8][H:13])[H:11])[H:20])(\[O:7][H:12])[H:16],42.568989461032366,38.40232638099393,23.912523900573603
+BNFCVHNGQJGIIA_169_1_0,[C:0]([C:1](/[C:5](=[C:3](\[C:4](=[O:10])[H:19])[O:8][H:13])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],[C:0]([C:1]([C:5]1([H:20])[C:3](=[O:8])[C:4]1([O:10][H:13])[H:19])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],41.03159118606159,40.90357924802809,7.052820267686427
+BNFCVHNGQJGIIA_235_0_0,[C:0]([C:1](/[C:5](=[C:3](\[C:4](=[O:10])[H:19])[O:8][H:13])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],[C:0]([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])([O:10]/[C:4](=[C:3]([C:5](=[C:1](/[O:7][H:12])[H:16])\[H:20])/[O:8][H:13])[H:19])[H:15],42.69825641799136,41.61831256850705,2.936663479923499
+BNFCVHNGQJGIIA_327_0_0,[C:0]([C:1](/[C:5](=[C:3](\[C:4](=[O:10])[H:19])[O:8][H:13])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],[C:0]([C:1]([C:5](/[C:3](=[C:4](\[O:10][H:12])[H:19])[O:8][H:13])([H:16])[H:20])=[O:7])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],42.99506841152672,39.605262092524406,0.32385277246651634
+BNFCVHNGQJGIIA_336_1_0,[C:0]([C:1](/[C:5](=[C:3](\[C:4](=[O:10])[H:19])[O:8][H:13])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],[C:0](/[C:1](=[C:5]([C:3](=[C:4](\[O:10][H:16])[H:19])/[O:8][H:13])\[H:20])[O:7][H:12])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15],45.40282236301158,42.43783997550679,-2.621892925430217
+NGHTTWGPJSZSKH_124_1_1,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18],[C:0](=[C:4](\[C:5](=[C:3]([H:22])[H:23])[O:9][H:15])[O:7][H:13])(\[O:6][H:12])[H:18].[C:1]([C:2]([O:10][H:16])([H:20])[H:21])(=[O:8])[H:19].[O:11]([H:14])[H:17],49.77593606852817,44.25134243056521,27.409655831739965
+NGHTTWGPJSZSKH_124_1_2,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18],[C:0](=[C:4](\[C:5](=[C:3]([H:22])[H:23])[O:9][H:15])[O:7][H:13])(\[O:6][H:12])[H:18].[C:1]([C:2]([O:10][H:16])([H:20])[H:21])(=[O:8])[H:19].[O:11]([H:14])[H:17],43.08793981750625,38.35651818753824,27.409655831739965
+NGHTTWGPJSZSKH_124_1_3,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18],[C:0](=[C:4](\[C:5](=[C:3]([H:22])[H:23])[O:9][H:15])[O:7][H:13])(\[O:6][H:12])[H:18].[C:1]([C:2]([O:10][H:16])([H:20])[H:21])(=[O:8])[H:19].[O:11]([H:14])[H:17],41.05920160399188,36.41625881351449,27.409655831739965
+NGHTTWGPJSZSKH_158_1_2,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6])[H:18].[O:11]([H:12])[H:17],37.03184563302976,33.59372108250676,TCIT fails
+NGHTTWGPJSZSKH_364_0_3,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6])[H:18].[O:11]([H:12])[H:17],35.79878946550398,32.07828564005187,TCIT fails
+NGHTTWGPJSZSKH_158_1_3,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5](=[C:3]([H:22])[H:23])[O:9][H:13])=[O:7])([O:6][H:12])[H:18].[O:11]([H:15])[H:17],46.99920653097612,42.634877958508696,4.510755258126206
+NGHTTWGPJSZSKH_355_0_3,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5](=[C:3]([H:22])[H:23])[O:9][H:13])=[O:7])([O:6][H:12])[H:18].[O:11]([H:15])[H:17],43.07915468452843,41.16023063352216,4.510755258126206
+NGHTTWGPJSZSKH_359_0_1,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5](=[C:3]([H:22])[H:23])[O:9][H:13])=[O:7])([O:6][H:12])[H:18].[O:11]([H:15])[H:17],41.618940078005465,39.09133181203784,4.510755258126206
+NGHTTWGPJSZSKH_359_0_3,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5](=[C:3]([H:22])[H:23])[O:9][H:13])=[O:7])([O:6][H:12])[H:18].[O:11]([H:15])[H:17],45.76740538251851,43.94951036104253,4.510755258126206
+NGHTTWGPJSZSKH_161_0_0,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18],[C:0]1([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([H:18])[C:4]([C:5](=[C:3]([H:22])[H:23])[O:9][H:15])([O:7][H:13])[O:6]1.[O:11]([H:12])[H:17],50.02944990645882,44.2099268035271,25.773661567877653
+NGHTTWGPJSZSKH_304_0_1,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18],[C:0]1([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([H:18])[C:4]([C:5](=[C:3]([H:22])[H:23])[O:9][H:15])([O:7][H:13])[O:6]1.[O:11]([H:12])[H:17],46.40495503447833,41.49971327302113,25.773661567877653
+NGHTTWGPJSZSKH_209_8_3,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18],[C:0](=[C:4](\[C:5]([C:3]([O:11][H:17])([H:22])[H:23])([O:9][H:15])[H:14])[O:7][H:13])(\[O:6][H:12])[H:18].[C:1]([C:2]([O:10][H:16])([H:20])[H:21])(=[O:8])[H:19],47.55204240050713,44.270795225016094,24.528919694072687
+NGHTTWGPJSZSKH_211_0_0,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18],[C:0](=[C:4](\[C:5]([C:3]([O:11][H:17])([H:22])[H:23])([O:9][H:15])[H:14])[O:7][H:13])(\[O:6][H:12])[H:18].[C:1]([C:2]([O:10][H:16])([H:20])[H:21])(=[O:8])[H:19],44.670518776505645,41.18533101353013,24.528919694072687
+NGHTTWGPJSZSKH_258_1_3,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18],[C:0](=[C:4](/[C:5]([C:3]([O:11][H:17])([H:22])[H:23])([O:9][H:15])[H:14])[O:7][H:13])(\[O:6][H:12])[H:18].[C:1]([C:2]([O:10][H:16])([H:20])[H:21])(=[O:8])[H:19],47.61040078400247,42.56710693253712,24.528919694072687
+NGHTTWGPJSZSKH_214_11_2,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18],[C:0]([C:1]([C:2]([O:10][H:17])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5]([C:3]([O:11][H:15])([H:22])[H:23])=[O:9])([O:7][H:13])[H:16])([O:6][H:12])[H:18],45.94750060899185,42.828150884520106,-4.635277246653921
+NGHTTWGPJSZSKH_214_6_2,[C:0]([C:1]([C:2]([O:10][H:15])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:13])[O:7][H:16])([O:6][H:12])[H:18],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5]([C:3]([O:11][H:17])([H:22])[H:23])=[O:9])([O:7][H:13])[H:15])([O:6][H:12])[H:18],47.95615851855693,43.70352663702152,-4.635277246653921
+NGHTTWGPJSZSKH_216_0_3,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18],[C:0]([C:1]([C:2]([O:10][H:17])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5]([C:3]([O:11])([H:22])[H:23])[O:9][H:15])([O:7][H:13])[H:16])([O:6][H:12])[H:18],40.74921191106113,36.8774782960628,TCIT fails
+NGHTTWGPJSZSKH_331_0_1,[C:0]([C:1]([C:2]([O:10][H:14])([H:20])[H:21])([O:8][H:13])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:16])([O:6][H:12])[H:18],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5]([C:3]([O:11][H:17])([H:22])[H:23])([O:9][H:15])[H:13])=[O:7])([O:6][H:12])[H:18],38.42491672307957,36.7576239815087,-2.488288718929268
+NGHTTWGPJSZSKH_364_0_1,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18],[C:0]1([O:6][H:12])([H:18])[C:1]([O:8][H:14])([H:19])[C:2]([H:20])([H:21])[O:10][C:4]1([C:5](=[C:3]([H:22])[H:23])[O:9][H:15])[O:7][H:13].[O:11]([H:16])[H:17],44.03736169103474,40.0903269360125,3.1006214149139475
+NGHTTWGPJSZSKH_39_0_2,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18],[C:0]1([O:6][H:12])([H:18])[C:1]([C:2]([O:10][H:16])([H:20])[H:21])([H:19])[O:8][C:4]1([C:5](=[C:3]([H:22])[H:23])[O:9][H:15])[O:7][H:13].[O:11]([H:14])[H:17],45.839568974979,40.891656567558194,23.215105162523916
+NGHTTWGPJSZSKH_44_0_2,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18],[C:0](\[C:1]([C:2]([O:10][H:13])([H:20])[H:21])([O:8][H:14])[H:19])(=[C:4](/[C:5]([C:3]([O:11][H:17])([H:22])[H:23])=[O:9])[O:7][H:15])[H:18].[O:6]([H:12])[H:16],31.98164917701049,31.172161922056745,9.720124282982814
+NGHTTWGPJSZSKH_44_0_3,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18],[C:0](\[C:1]([C:2]([O:10][H:13])([H:20])[H:21])([O:8][H:14])[H:19])(=[C:4](/[C:5]([C:3]([O:11][H:17])([H:22])[H:23])=[O:9])[O:7][H:15])[H:18].[O:6]([H:12])[H:16],37.15609251400142,33.67717984601006,9.720124282982814
+UQPHVQVXLPRNCX_39_1_3,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11],[C:0]([C:3]([C:1]([O:5][H:9])([H:12])[H:13])([C:2]([O:6][H:10])([H:14])[H:15])[O:7][H:8])(=[O:4])[H:11],41.50410583947436,40.14241022448802,5.154158699808808
+UQPHVQVXLPRNCX_99_0_2,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11],[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2](=[O:6])[H:15])([O:7][H:10])[H:14])([O:4][H:8])[H:11],42.85576130248607,40.91048185251066,3.8742829827915957
+WESGJWRMMBFBMN_15_0_2,[C:0]1([C:2]([O:5][H:7])([H:10])[H:11])([O:4][H:6])[C:1]([H:8])([H:9])[O:3]1,[C:0]([C:1]([O:3][H:6])([H:8])[H:9])([C:2]([O:5][H:7])([H:10])[H:11])=[O:4],35.69211285052363,32.5012270429828,-14.846558317399616
+YFZAQUOSZLJSOF_124_0_3,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([H:17])[O:6]1,[C:0]([C:4]([O:10][H:15])([H:20])[H:21])([O:6]/[C:1](=[C:2](\[C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])[H:18])[H:17])=[O:7].[O:8]([H:12])[H:13],40.410356781060585,35.7492162150578,-15.346558317399627
+YFZAQUOSZLJSOF_141_0_0,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([H:17])[O:6]1,[C:0]([C:4]([O:10][H:15])([H:20])[H:21])([O:6]/[C:1](=[C:2](\[C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])[H:18])[H:17])=[O:7].[O:8]([H:12])[H:13],43.965198098574255,39.32853040300969,-15.346558317399627
+YFZAQUOSZLJSOF_1_2_2,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:13])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:12])[H:18])([H:17])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:12])[H:18])([O:6][H:13])[H:17])([C:4]([O:10][H:15])([H:20])[H:21])=[O:7],43.512763749003774,41.14077783899994,-24.392208413001914
+YFZAQUOSZLJSOF_50_0_1,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([H:17])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([O:6][H:12])[H:17])([C:4]([O:10][H:15])([H:20])[H:21])=[O:7],30.581675482549446,28.055322235507315,-24.392208413001914
+YFZAQUOSZLJSOF_50_0_2,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([H:17])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([O:6][H:12])[H:17])([C:4]([O:10][H:15])([H:20])[H:21])=[O:7],36.64969234749584,34.10137626800916,-24.392208413001914
+YFZAQUOSZLJSOF_50_0_3,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([H:17])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([O:6][H:12])[H:17])([C:4]([O:10][H:15])([H:20])[H:21])=[O:7],29.777208303511685,27.486798628515903,-24.392208413001914
+YFZAQUOSZLJSOF_51_0_3,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([H:17])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([O:6])[H:17])([C:4]([O:10][H:15])([H:20])[H:21])[O:7][H:12],29.99746413802631,26.17530377354549,TCIT fails
+YFZAQUOSZLJSOF_52_0_2,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([H:17])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([O:6])[H:17])([C:4]([O:10][H:15])([H:20])[H:21])[O:7][H:12],40.78435244304375,36.6358871385307,TCIT fails
+YFZAQUOSZLJSOF_67_0_0,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([H:17])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([O:6])[H:17])([C:4]([O:10][H:15])([H:20])[H:21])[O:7][H:12],35.21206808305852,33.37095520999847,TCIT fails
+YFZAQUOSZLJSOF_52_0_0,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([H:17])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])=[O:6])([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[H:17],41.27192732452552,37.84258790705167,-22.245219885277262
+YFZAQUOSZLJSOF_72_0_0,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([H:17])[O:6]1,[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([O:6])[H:17])([C:4]([O:10][H:15])([H:20])[H:21])[O:7][H:12],22.565869129526973,21.24747167000265,TCIT fails
+BXMMDTDOWCVDIM_262_0_0,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])([H:18])[C:5]([H:14])([H:20])[C:1]([C:2]([C:3](=[O:10])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1,57.28973482146264,55.07776383398284,-1.6895315487571878
+BXMMDTDOWCVDIM_41_0_2,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1,[C:0](/[C:4](=[C:5](\[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([O:6][H:11])[H:16])[H:20])[O:9][H:13])(=[O:7])[H:15],48.18017940999071,44.85688909796314,1.1443594646271535
+BXMMDTDOWCVDIM_67_0_1,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1,[C:0]1(=[O:7])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[H:11][H:15],78.71981175600362,73.21718095048521,-4.365200764818358
+DWJZKGYQNOQQEZ_123_1_0,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]1([O:6][H:12])([H:17])[C:1]([C:3]([O:9][H:15])([H:20])[H:21])([H:18])[O:7][C:5]1([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])[O:11][H:13],57.49242039002162,52.72523071850123,7.242351816443627
+DWJZKGYQNOQQEZ_123_1_1,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]1([O:6][H:12])([H:17])[C:1]([C:3]([O:9][H:15])([H:20])[H:21])([H:18])[O:7][C:5]1([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])[O:11][H:13],56.275051960027575,53.663984930485306,7.242351816443627
+DWJZKGYQNOQQEZ_123_1_2,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]1([O:6][H:12])([H:17])[C:1]([C:3]([O:9][H:15])([H:20])[H:21])([H:18])[O:7][C:5]1([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])[O:11][H:13],55.88536856058402,52.03497026846048,7.242351816443627
+DWJZKGYQNOQQEZ_133_1_1,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]([C:1](=[O:7])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])([C:3]([O:9][H:15])([H:20])[H:21])[O:11][H:13])([O:6][H:12])[H:17],70.54022542353796,66.34155935900898,1.7578871892925474
+DWJZKGYQNOQQEZ_133_1_2,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]([C:1](=[O:7])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])([C:3]([O:9][H:15])([H:20])[H:21])[O:11][H:13])([O:6][H:12])[H:17],63.92564778404471,60.796885416954034,1.7578871892925474
+DWJZKGYQNOQQEZ_13_4_1,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])=[O:7])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])([O:11][H:13])[H:18])([O:6][H:12])[H:17],55.947492001069854,51.77518133547433,-2.1469885277246528
+DWJZKGYQNOQQEZ_13_4_2,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])=[O:7])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])([O:11][H:13])[H:18])([O:6][H:12])[H:17],57.60725462851705,52.57462843845342,-2.1469885277246528
+DWJZKGYQNOQQEZ_13_4_3,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])=[O:7])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])([O:11][H:13])[H:18])([O:6][H:12])[H:17],61.30014803603887,56.11189949001146,-2.1469885277246528
+DWJZKGYQNOQQEZ_13_6_0,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])=[O:8])([O:11][H:14])[H:19])([O:6][H:12])[H:17],46.9904213979983,42.25586222046686,-2.1469885277246528
+DWJZKGYQNOQQEZ_13_6_1,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])=[O:8])([O:11][H:14])[H:19])([O:6][H:12])[H:17],49.83178441402984,45.43921791399103,-2.1469885277246528
+DWJZKGYQNOQQEZ_13_6_2,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])=[O:8])([O:11][H:14])[H:19])([O:6][H:12])[H:17],49.532462382500825,43.836558650971,-2.1469885277246528
+DWJZKGYQNOQQEZ_13_6_3,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])=[O:8])([O:11][H:14])[H:19])([O:6][H:12])[H:17],51.91762599204273,47.36504456947988,-2.1469885277246528
+DWJZKGYQNOQQEZ_165_0_0,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([O:10][H:16])=[O:11])([O:6][H:12])[H:17].[C:2](=[C:4]([H:22])[H:23])([O:8][H:14])[H:19],63.99592884800994,59.72572670044755,3.414674952198861
+DWJZKGYQNOQQEZ_165_0_1,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([O:10][H:16])=[O:11])([O:6][H:12])[H:17].[C:2](=[C:4]([H:22])[H:23])([O:8][H:14])[H:19],57.4836352570438,54.62344695598844,3.414674952198861
+DWJZKGYQNOQQEZ_165_0_3,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([O:10][H:16])=[O:11])([O:6][H:12])[H:17].[C:2](=[C:4]([H:22])[H:23])([O:8][H:14])[H:19],55.846462971539566,52.42277113948013,3.414674952198861
+DWJZKGYQNOQQEZ_183_1_2,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]1([O:11][H:14])[C:2]([C:4]([O:10][H:16])([H:22])[H:23])([H:19])[O:8]1)([O:6][H:12])[H:17],54.41009372602773,51.59634112799782,18.392447418738065
+DWJZKGYQNOQQEZ_193_0_2,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2](=[C:4]([H:22])[H:23])[O:8][H:14])=[O:11])([O:6][H:12])[H:17].[O:10]([H:16])[H:19],57.05065370206688,55.21142335750208,6.999043977055474
+DWJZKGYQNOQQEZ_193_0_3,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2](=[C:4]([H:22])[H:23])[O:8][H:14])=[O:11])([O:6][H:12])[H:17].[O:10]([H:16])[H:19],62.94736047351776,56.74568408498078,6.999043977055474
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+YFPLIJPMOFVJPV_208_0_0,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15],[C:0](=[C:5](/[C:4]([C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])=[O:6])[H:20])(\[O:7][H:12])[H:15].[C:2]([O:9][H:14])([H:11])([H:18])[H:19],58.04211871198922,54.36240300400546,11.273661567877598
+YFPLIJPMOFVJPV_208_0_2,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15],[C:0](=[C:5](/[C:4]([C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])=[O:6])[H:20])(\[O:7][H:12])[H:15].[C:2]([O:9][H:14])([H:11])([H:18])[H:19],59.64917054149816,55.06584115351294,11.273661567877598
+YFPLIJPMOFVJPV_217_0_1,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15],[C:0](=[C:5](\[C:4]([C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])([O:6][H:11])[H:14])[H:20])(\[O:7][H:12])[H:15].[C:2](=[O:9])([H:18])[H:19],45.732892359962975,42.20440644152544,16.366395793499038
+YFPLIJPMOFVJPV_217_0_2,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15],[C:0](=[C:5](/[C:4]([C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])([O:6][H:11])[H:14])[H:20])(\[O:7][H:12])[H:15].[C:2](=[O:9])([H:18])[H:19],49.2594957499766,45.45114059453227,16.366395793499038
+YFPLIJPMOFVJPV_251_0_1,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15],[C:0](\[C:2]([O:9][H:14])([H:18])[H:19])(=[C:5](\[C:4]([C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])=[O:6])[H:20])[H:15].[O:7]([H:11])[H:12],27.52444919849219,25.916769859484837,1.2839388145315385
+YFPLIJPMOFVJPV_251_0_2,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15],[C:0](\[C:2]([O:9][H:14])([H:18])[H:19])(=[C:5](/[C:4]([C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])=[O:6])[H:20])[H:15].[O:7]([H:11])[H:12],30.075902825470948,27.931702864034065,1.2839388145315385
+YFPLIJPMOFVJPV_280_0_1,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15],[C:0](\[C:2]([O:9][H:14])([H:18])[H:19])(=[C:5](/[C:4]([C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])=[O:6])[H:20])[O:7][H:12].[H:11][H:15],55.82889270551259,51.6829374389932,12.286328871892913
+YFPLIJPMOFVJPV_280_0_2,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15],[C:0](\[C:2]([O:9][H:14])([H:18])[H:19])(=[C:5](/[C:4]([C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])=[O:6])[H:20])[O:7][H:12].[H:11][H:15],56.83604545296666,52.26840380251317,12.286328871892913
+YFPLIJPMOFVJPV_293_0_1,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15],[C:0]([C:2]([O:9][H:14])([H:18])[H:19])([C:5]1([H:20])[C:3](=[O:10])[C:4]1=[O:6])([O:7][H:12])[H:15].[C:1]([O:8][H:13])([H:11])([H:16])[H:17],68.64451922397306,63.00948391400359,11.395315487571674
+YFPLIJPMOFVJPV_307_0_1,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15],[C:0]([C:2]([O:9][H:14])([H:18])[H:19])([C:5](/[C:4](=[C:3]1\[C:1]([H:16])([H:17])[O:10]1)[O:6][H:11])([O:8][H:13])[H:20])([O:7][H:12])[H:15],74.3410504650013,74.6598252909812,18.1598948374761
+YFPLIJPMOFVJPV_307_0_3,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15],[C:0]([C:2]([O:9][H:14])([H:18])[H:19])([C:5](/[C:4](=[C:3]1\[C:1]([H:16])([H:17])[O:10]1)[O:6][H:11])([O:8][H:13])[H:20])([O:7][H:12])[H:15],69.39062801951549,70.46492428351405,18.1598948374761
+YFPLIJPMOFVJPV_349_0_0,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15],[C:0]([C:2](=[O:9])[H:19])([C:5]([C:4]([C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])([O:6][H:11])[H:18])([H:14])[H:20])([O:7][H:12])[H:15],70.68706264645259,68.65204933802539,-13.021032504780118
+YFPLIJPMOFVJPV_78_0_2,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15],[C:0]([C:2]([O:9][H:14])([H:18])[H:19])([C:5]1([H:20])[C:3](=[O:10])[C:4]1([C:1]([O:8][H:13])([H:16])[H:17])[O:6][H:11])([O:7][H:12])[H:15],90.46302453896078,86.74503075150233,7.886711281070729
+YFPLIJPMOFVJPV_78_0_3,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15],[C:0]([C:2]([O:9][H:14])([H:18])[H:19])([C:5]1([H:20])[C:3](=[O:10])[C:4]1([C:1]([O:8][H:13])([H:16])[H:17])[O:6][H:11])([O:7][H:12])[H:15],92.37002590942582,88.75682620848815,7.886711281070729
+YFPLIJPMOFVJPV_87_0_3,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15],[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3](=[O:10])[H:13])[O:6][H:11])[H:20])([O:7][H:12])[H:15].[C:1](=[O:8])([H:16])[H:17],108.9896150169844,104.78969393352992,14.162762906309739
+YSSNFXZGTOLNNX_102_0_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]1([C:1]([O:7][H:11])([H:13])[H:14])([H:12])[C:4]([H:16])=[C:5]([H:17])[C:2](=[O:8])[O:6]1.[C:3](=[O:9])([H:10])[H:15],63.69786183547775,58.33704817695799,-7.199091778202672
+YSSNFXZGTOLNNX_102_0_3,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]1([C:1]([O:7][H:11])([H:13])[H:14])([H:12])[C:4]([H:16])=[C:5]([H:17])[C:2](=[O:8])[O:6]1.[C:3](=[O:9])([H:10])[H:15],65.39025495698525,60.37959159950885,-7.199091778202672
+YSSNFXZGTOLNNX_107_0_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:3]1([H:15])[C:2](=[O:8])[O:9]1)[H:17])[H:16])([O:6][H:10])[H:12],61.3779592139851,58.15695295048464,14.484225621414907
+YSSNFXZGTOLNNX_107_1_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]1([H:15])[C:3](=[O:9])[O:8]1)[H:17])[H:16])([O:6][H:10])[H:12],59.65983820297122,55.20765830044024,14.484225621414907
+YSSNFXZGTOLNNX_107_1_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]1([H:15])[C:3](=[O:9])[O:8]1)[H:17])[H:16])([O:6][H:10])[H:12],60.58792475348224,57.098971933444886,14.484225621414907
+YSSNFXZGTOLNNX_108_0_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:4](=[C:5]([H:15])[H:17])[H:16])([O:6][H:10])[H:12].[C:2](=[C:3]=[O:9])=[O:8],67.38322512901858,62.36377663849304,TCIT fails
+YSSNFXZGTOLNNX_108_0_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:4](=[C:5]([H:15])[H:17])[H:16])([O:6][H:10])[H:12].[C:2](=[C:3]=[O:9])=[O:8],66.89125768097658,61.22108183895314,TCIT fails
+YSSNFXZGTOLNNX_108_0_3,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:4](=[C:5]([H:15])[H:17])[H:16])([O:6][H:10])[H:12].[C:2](=[C:3]=[O:9])=[O:8],69.37682281047901,63.71103953494448,TCIT fails
+YSSNFXZGTOLNNX_115_6_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2](=[C:3]=[O:9])[O:8][H:10])[H:17])[H:16])([O:6][H:15])[H:12],67.37883256245834,64.42577285549478,15.80831739961759
+YSSNFXZGTOLNNX_115_7_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:15])([H:13])[H:14])(/[C:4](=[C:5](\[C:2](=[C:3]=[O:9])[O:8][H:11])[H:17])[H:16])([O:6][H:10])[H:12],64.87004958151452,62.70576931598566,15.80831739961759
+YSSNFXZGTOLNNX_116_0_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](/[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:4]1([H:16])[C:5]([H:17])=[C:2]([C:3](=[O:9])[H:15])[O:8]1)([O:6][H:10])[H:12],51.00585468849052,48.54915499598655,12.49306883365201
+YSSNFXZGTOLNNX_116_0_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:4]1([H:16])[C:5]([H:17])=[C:2]([C:3](=[O:9])[H:15])[O:8]1)([O:6][H:10])[H:12],54.56634359148994,52.579021004942334,12.49306883365201
+YSSNFXZGTOLNNX_116_0_3,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:4]1([H:16])[C:5]([H:17])=[C:2]([C:3](=[O:9])[H:15])[O:8]1)([O:6][H:10])[H:12],50.39717047345784,49.58768321850408,12.49306883365201
+YSSNFXZGTOLNNX_116_0_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:4]1([H:16])[C:5]([H:17])=[C:2]([C:3](=[O:9])[H:15])[O:8]1)([O:6][H:10])[H:12],52.9210136825063,51.62457905549786,12.49306883365201
+YSSNFXZGTOLNNX_132_0_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]1([C:1]([O:7][H:11])([H:13])[H:14])([H:12])[C:4]([H:16])=[C:5]([H:17])[C:2](=[O:8])[C:3](=[O:9])[O:6]1.[H:10][H:15],70.35950268749487,65.21392478750239,-8.04158699808797
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+ZGCHLOWZNKRZSN_348_0_1,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])([O:9][H:13])[H:16])([H:18])[H:19])([O:7][H:12])[H:15])([C:2](=[O:8])[H:17])([O:6][H:11])[H:14],33.24043323404265,29.42329294547782,1.1684990439770577
+ZGCHLOWZNKRZSN_348_1_1,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])([O:9][H:16])[H:13])([H:18])[H:19])([O:7][H:12])[H:15])([C:2](=[O:8])[H:17])([O:6][H:11])[H:14],61.90318466551448,57.73777660447287,1.1684990439770577
+ZGCHLOWZNKRZSN_53_1_0,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],[C:0]1([C:2]([O:8][H:13])([H:16])[H:17])([H:14])[C:1]([O:7][H:12])([H:15])[C:3]([H:18])([H:19])[C:4]([C:5](=[O:10])[H:20])([O:9][H:11])[O:6]1,38.999087915485376,36.27506917601426,-0.9612810707456823
+ZGCHLOWZNKRZSN_53_1_1,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],[C:0]1([C:2]([O:8][H:13])([H:16])[H:17])([H:14])[C:1]([O:7][H:12])([H:15])[C:3]([H:18])([H:19])[C:4]([C:5](=[O:10])[H:20])([O:9][H:11])[O:6]1,41.4501400225036,38.70604097901185,-0.9612810707456823
+ZGCHLOWZNKRZSN_53_1_3,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],[C:0]1([C:2]([O:8][H:13])([H:16])[H:17])([H:14])[C:1]([O:7][H:12])([H:15])[C:3]([H:18])([H:19])[C:4]([C:5](=[O:10])[H:20])([O:9][H:11])[O:6]1,37.51440043852419,34.90709846597242,-0.9612810707456823
+ZGCHLOWZNKRZSN_55_0_1,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],[C:0]1([C:2]([O:8][H:13])([H:16])[H:17])([H:14])[C:1]([O:7][H:12])([H:15])[C:3]([H:18])([H:19])[C:4](=[O:9])[C:5]([O:6][H:11])([H:20])[O:10]1,60.82261330646042,60.34445106745489,-2.833652007648182
+ZGCHLOWZNKRZSN_55_1_2,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],[C:0]1([C:2]([O:8][H:13])([H:16])[H:17])([H:14])[C:1]([O:7][H:12])([H:15])[C:3]([H:18])([H:19])[C:4](=[O:9])[C:5]([O:10][H:11])([H:20])[O:6]1,46.1301058735302,42.91788474300756,-2.833652007648182
+ZGCHLOWZNKRZSN_55_1_0,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],[C:0]1([C:2]([O:8][H:13])([H:16])[H:17])([H:14])[C:1]([O:7][H:12])([H:15])[C:3]([H:18])([H:19])[C:4](=[O:9])[C:5]([O:10][H:11])([H:20])[O:6]1,45.226492193528735,42.24958712548271,-2.833652007648182
+ZGCHLOWZNKRZSN_77_0_1,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],[C:0]1([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[C:1]([O:7][H:12])([H:15])[C:3]([H:18])([H:19])[C:4](=[O:9])[C:5]([H:14])([H:20])[O:10]1,65.36954714353753,63.25797767594692,-9.838910133843198
+ZGCHLOWZNKRZSN_78_0_1,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],[C:0]1([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[C:1]([O:7][H:12])([H:15])[C:3]([H:18])([H:19])[C:4](=[O:9])[C:5]1=[O:10].[H:14][H:20],85.42224072556044,81.27691296846812,11.930449330783945
+ZGCHLOWZNKRZSN_8_1_2,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],[C:0]([C:1]([C:3]([C:4]([C:5]([C:2]([O:8][H:13])([H:16])[H:17])([O:10][H:11])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])(=[O:6])[H:14],66.50157428153301,64.260110347485,-4.815487571701727
+ZGCHLOWZNKRZSN_8_2_0,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])([O:9][H:12])[H:15])([H:18])[H:19])=[O:7])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],57.7980175165348,52.81810212448077,-4.815487571701727
+ZGCHLOWZNKRZSN_8_2_1,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])([O:9][H:12])[H:15])([H:18])[H:19])=[O:7])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],54.93845672504919,49.39315527349584,-4.815487571701727
+ZGCHLOWZNKRZSN_99_0_2,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],[C:0]([C:1](=[C:3]([H:18])[H:19])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[C:4]([C:5](=[O:10])[H:20])([O:7][H:12])=[O:9],59.64540548450766,56.494680284972446,12.225382409177836
+BXMMDTDOWCVDIM_198_0_3,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1,[C:0](/[C:4](=[C:5](\[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])[H:16])[H:20])[O:9][H:13])([O:6])([O:7][H:11])[H:15],43.37533916849404,40.421651951960726,TCIT fails
+BXMMDTDOWCVDIM_201_0_0,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1,[C:0]([C:4](/[C:5](=[C:1](/[C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])[H:16])[H:20])=[O:9])(=[O:6])[H:15].[O:7]([H:11])[H:13],47.865169641001295,43.62006787344687,10.350860420650093
+DWJZKGYQNOQQEZ_123_1_3,[C:0]([C:1]([C:3]([O:9][H:13])([H:20])[H:21])([O:7][H:15])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0](=[C:5](\[C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])[O:11][H:13])(\[O:6][H:12])[H:17].[C:1]([C:3]([O:9][H:15])([H:20])[H:21])(=[O:7])[H:18],39.78974988548666,38.67466550394839,27.017208413001956
+DWJZKGYQNOQQEZ_274_0_1,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0](=[C:5](\[C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])[O:11][H:13])(\[O:6][H:12])[H:17].[C:1]([C:3]([O:9][H:15])([H:20])[H:21])(=[O:7])[H:18],37.48992756801464,31.09748829145992,27.017208413001956
+DWJZKGYQNOQQEZ_18_1_2,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]([C:5]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])[O:11][H:12])(=[O:6])[H:17],47.09207793695566,44.98615605499347,2.3138145315487666
+DWJZKGYQNOQQEZ_19_0_1,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]([C:5]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])[O:11][H:12])(=[O:6])[H:17],47.68632943352479,43.4951934829768,2.3138145315487666
+DWJZKGYQNOQQEZ_79_1_3,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]([C:5]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])[O:11][H:12])(=[O:6])[H:17],43.22410937901916,40.82012048445344,2.3138145315487666
+DWJZKGYQNOQQEZ_274_0_0,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0](=[C:5](/[C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])[O:11][H:13])(\[O:6][H:12])[H:17].[C:1]([C:3]([O:9][H:15])([H:20])[H:21])(=[O:7])[H:18],39.50172302500046,32.80180409350865,27.017208413001956
+DWJZKGYQNOQQEZ_65_2_3,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17],[C:0]1([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:12])[H:18])([H:17])[C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])([O:11][H:13])[O:6]1,46.804678586039216,41.80342787096772,15.260994263862353
+MOJQURDISZNTIY_294_0_3,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15],[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])([O:10][H:11])[H:15])=[O:6],42.452900203468765,40.1813158134968,1.7294455066921581
+MOJQURDISZNTIY_29_1_2,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15],[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]1([O:10][H:13])[C:4](=[O:8])[C:5]1([H:19])[H:20])([O:6][H:11])[H:15],41.36668125892896,40.80129519950097,-2.4244741873804982
+MOJQURDISZNTIY_29_1_3,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15],[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]1([O:10][H:13])[C:4](=[O:8])[C:5]1([H:19])[H:20])([O:6][H:11])[H:15],39.21181363601901,39.27142703851119,-2.4244741873804982
+MOJQURDISZNTIY_380_0_2,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15],[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]1([O:10][H:13])[C:4](=[O:8])[C:5]1([H:19])[H:20])([O:6][H:11])[H:15],44.94850548501719,44.46155811303384,-2.4244741873804982
+MOJQURDISZNTIY_365_0_1,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15],[C:0](=[C:3](/[C:4](=[C:5]([H:19])[H:20])[O:8][H:13])[O:10][H:12])(\[O:6][H:11])[H:15].[C:1]([C:2]([O:9][H:14])([H:17])[H:18])(=[O:7])[H:16],33.14379677100128,29.53185208898909,22.89890057361376
+MOJQURDISZNTIY_5_1_1,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15],[C:0]([C:3]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])[O:10][H:11])(=[O:6])[H:15],38.55041862297672,37.12597205800613,2.5776768642447343
+MOJQURDISZNTIY_6_0_1,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15],[C:0]([C:3]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])[O:10][H:11])(=[O:6])[H:15],40.73477919245489,38.663997842475325,2.5776768642447343
+MOJQURDISZNTIY_70_1_2,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15],[C:0]([C:3]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])[O:10][H:11])(=[O:6])[H:15],43.079154684457095,40.026320967031424,2.5776768642447343
+MOJQURDISZNTIY_70_1_3,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15],[C:0]([C:3]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])[O:10][H:11])(=[O:6])[H:15],45.282340539030415,40.68771598000237,2.5776768642447343
+YFPLIJPMOFVJPV_157_0_1,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15],[C:0](=[C:5](\[C:4]([C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])([O:6][H:11])[H:14])[H:20])(\[O:7][H:12])[H:15].[C:2](=[O:9])([H:18])[H:19],43.93256760451396,39.84120566449942,16.366395793499038
+YFPLIJPMOFVJPV_299_0_3,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15],[C:0]([C:2]([O:9][H:13])([H:18])[H:19])([C:5]([C:4]([C:3]([C:1]([O:8][H:11])([H:16])[H:17])=[O:10])=[O:6])([H:14])[H:20])([O:7][H:12])[H:15],41.32714816045743,41.82727323197885,-13.288240917782042
+YFPLIJPMOFVJPV_54_0_2,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15],[C:0](\[C:2]([O:9][H:14])([H:18])[H:19])(=[C:5](/[C:4]([C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])=[O:6])[H:20])[H:15].[O:7]([H:11])[H:12],29.69939712549412,27.159866178985254,1.2839388145315385
+YSSNFXZGTOLNNX_105_0_3,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]1([O:6][H:10])([H:12])[C:1]([H:13])([H:14])[O:7][C:3]([O:9][H:11])([H:15])[C:2](=[O:8])[C:5]([H:17])=[C:4]1[H:16],40.88538147243136,41.372956353984456,-10.102294455066929
+YSSNFXZGTOLNNX_10_0_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0](=[C:4]([C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:8][C:1]([O:7][H:11])([H:13])[H:14])/[H:17])\[H:16])(\[O:6][H:10])[H:12],45.99330880251888,44.12960558744452,7.786567877629064
+YSSNFXZGTOLNNX_110_0_3,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:4]1([H:16])[C:5]([H:17])[C:2](=[O:8])[C:3]([H:15])[O:9]1)([O:6][H:10])[H:12],38.59371677843875,38.92566930395672,TCIT fails
+YSSNFXZGTOLNNX_195_0_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:4]1([H:16])[C:5]([H:17])[C:2](=[O:8])[C:3]([H:15])[O:9]1)([O:6][H:10])[H:12],43.785102872029576,43.44750276095452,TCIT fails
+YSSNFXZGTOLNNX_297_0_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:4]1([H:16])[C:5]([H:17])[C:2](=[O:8])[C:3]([H:15])[O:9]1)([O:6][H:10])[H:12],41.17152580449365,41.034728733482325,TCIT fails
+YSSNFXZGTOLNNX_112_0_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]1([O:6][H:10])([H:12])[C:1]([H:13])([H:14])[O:7][C:2]([C:3](=[O:9])[H:15])([O:8][H:11])[C:5]([H:17])=[C:4]1[H:16],41.86868885901696,40.611787330480055,-5.263384321223721
+YSSNFXZGTOLNNX_11_0_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:4]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:5](=[C:2]1\[C:3]([O:9][H:10])([H:15])[O:8]1)[H:17])[H:16])(=[O:6])[H:12],46.13073338302861,44.465323169953,20.863288718929248
+YSSNFXZGTOLNNX_11_0_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0](=[C:4]([C:5](=[C:2](\[C:3](=[O:9])[H:15])[O:8][H:11])\[H:17])/[H:16])(\[O:6][H:10])[H:12].[C:1](=[O:7])([H:13])[H:14],32.46608651100018,29.02607943198193,10.228489483747607
+YSSNFXZGTOLNNX_70_1_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0](=[C:4]([C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:8][H:11])/[H:17])\[H:16])(\[O:6][H:10])[H:12].[C:1](=[O:7])([H:13])[H:14],31.943371097464457,27.7986708499419,10.228489483747607
+YSSNFXZGTOLNNX_136_0_3,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]1([O:6][H:10])([H:12])[C:1]([H:13])([H:14])[O:7][C:4]1(/[C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:8][H:11])[H:17])[H:16],35.95566684053594,34.83995494949926,10.284416826003817
+YSSNFXZGTOLNNX_152_0_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:4]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:8][H:10])[H:17])[H:16])(=[O:6])[H:12],31.23052030548074,27.58531761998119,-8.510277246653912
+YSSNFXZGTOLNNX_152_0_3,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:4]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:8][H:10])[H:17])[H:16])(=[O:6])[H:12],27.71709461500518,25.521438874484197,-8.510277246653912
+YSSNFXZGTOLNNX_158_0_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:4]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:8][H:10])[H:17])[H:16])(=[O:6])[H:12],29.96734368195968,26.506001279995296,-8.510277246653912
+YSSNFXZGTOLNNX_166_0_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0](=[C:4](\[C:5]([C:2]([C:3](=[O:9])[H:15])=[O:8])([H:11])[H:17])[H:16])(\[O:6][H:10])[H:12].[C:1](=[O:7])([H:13])[H:14],47.047524762496806,42.74782966850888,16.60038240917781
+YSSNFXZGTOLNNX_60_5_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0](=[C:4](/[C:5]([C:2]([C:3](=[O:9])[H:15])=[O:8])([H:11])[H:17])[H:16])(\[O:6][H:10])[H:12].[C:1](=[O:7])([H:13])[H:14],38.64517255745151,33.47763182494316,16.60038240917781
+YSSNFXZGTOLNNX_232_0_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:4](\[C:5]([C:2]([C:3]([O:9][H:12])[H:15])=[O:8])[H:17])[H:16])[O:6][H:10],47.32049139502102,44.61529794050238,TCIT fails
+YSSNFXZGTOLNNX_232_0_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:4](\[C:5]([C:2]([C:3]([O:9][H:12])[H:15])=[O:8])[H:17])[H:16])[O:6][H:10],46.76577299699476,43.674661199951714,TCIT fails
+YSSNFXZGTOLNNX_57_0_3,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:4](\[C:5]([C:2]([C:3]([O:9][H:12])[H:15])=[O:8])[H:17])[H:16])[O:6][H:10],45.061457195017375,42.22260421697949,TCIT fails
+YSSNFXZGTOLNNX_233_0_3,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:4]([C:5]([C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])([H:12])[H:16])[O:6][H:10],42.60726754050707,40.219593892971496,TCIT fails
+YSSNFXZGTOLNNX_239_0_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:4]([C:5]([C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])([H:12])[H:16])[O:6][H:10],44.61153288351189,42.12847779200312,TCIT fails
+YSSNFXZGTOLNNX_235_0_3,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:4]([C:5](=[C:2](\[C:3](=[O:9])[H:15])[O:8][H:12])\[H:17])/[H:16])[O:6][H:10],32.04628265548999,28.99282142849456,-8.322896749521982
+YSSNFXZGTOLNNX_55_0_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:4]([C:5](=[C:2](\[C:3](=[O:9])[H:15])[O:8][H:12])\[H:17])/[H:16])[O:6][H:10],27.946135582497625,25.458687924499944,-8.322896749521982
+YSSNFXZGTOLNNX_245_0_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:4]([C:5](=[C:2](\[C:3](=[O:9])[H:15])[O:8][H:12])\[H:17])/[H:16])[O:6][H:10],31.732527905426068,28.909362664991257,-8.322896749521982
+YSSNFXZGTOLNNX_248_0_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:4](/[C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:8][H:10])[H:17])([H:12])[H:16])=[O:6],29.768423170533865,25.412252221474507,-11.700286806883353
+YSSNFXZGTOLNNX_252_0_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3]([O:9][H:10])([H:12])[H:15])=[O:8])[H:17])[H:16])=[O:6],35.29176178949999,32.042517598499494,-13.673996175908218
+YSSNFXZGTOLNNX_252_0_3,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3]([O:9][H:10])([H:12])[H:15])=[O:8])[H:17])[H:16])=[O:6],33.172662207999736,30.433583240495302,-13.673996175908218
+YSSNFXZGTOLNNX_278_0_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1](=[O:7])[H:14])([C:4](/[C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:8][H:11])[H:17])([H:13])[H:16])([O:6][H:10])[H:12],47.22636496997331,44.10136765994448,-13.428776290630983
+YSSNFXZGTOLNNX_2_2_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:4]([C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:8][H:12])/[H:17])\[H:16])[O:6][H:10],32.49306941950339,29.794151059968907,-8.322896749521982
+YSSNFXZGTOLNNX_302_0_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1](=[O:7])[H:13])(/[C:4](=[C:5](\[C:2]([C:3]([O:9][H:11])([H:14])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],36.436339117535134,33.50335971444954,-6.087954110898656
+YSSNFXZGTOLNNX_90_0_3,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1](=[O:7])[H:14])(/[C:4](=[C:5](\[C:2]([C:3]([O:9][H:11])([H:13])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],40.033223571514,36.745073791469046,-6.087954110898656
+YSSNFXZGTOLNNX_302_0_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]1([O:6][H:10])([H:12])[C:1]([H:13])([H:14])[O:7][C:2]2([C:3]([O:9][H:11])([H:15])[O:8]2)[C:5]([H:17])=[C:4]1[H:16],41.63400030596744,41.34158087899233,TCIT fails
+YSSNFXZGTOLNNX_75_0_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:4]1([H:16])[C:5]([H:17])[C:2](=[O:8])[C:3]([H:15])[O:9]1)([O:6][H:10])[H:12],39.57514163645777,39.4665824929465,TCIT fails
+YSSNFXZGTOLNNX_84_0_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:4]1([H:16])[C:5]([H:17])[C:2](=[O:8])[C:3]([H:15])[O:9]1)([O:6][H:10])[H:12],44.865046721513885,44.17227623347947,TCIT fails
+ZGCHLOWZNKRZSN_165_6_1,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],[C:0](/[C:1](=[C:3](\[C:4]([C:5](=[O:10])[H:20])=[O:9])[H:19])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[O:7]([H:12])[H:18],46.315221175990864,42.122202696947625,13.911328871892934
+ZGCHLOWZNKRZSN_29_0_3,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])([O:9][H:13])[H:17])([H:18])[H:19])([O:7][H:12])[H:15])([C:2](=[O:8])[H:16])([O:6][H:11])[H:14],31.317116616547462,27.176181426015404,1.1684990439770577
+ZGCHLOWZNKRZSN_87_1_3,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],[C:0]([C:1](=[O:7])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[C:3](=[C:4]1[C:5]([O:10][H:12])([H:20])[O:9]1)([H:18])[H:19],49.34295451347991,44.6767938714898,47.772705544933096
+ZGCHLOWZNKRZSN_89_0_3,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],[C:0]([C:1](=[O:7])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[C:3](=[C:4]([C:5](=[O:10])[H:20])[O:9][H:12])([H:18])[H:19],37.06447612709005,30.81636403545629,23.06548757170174
+FUDDL-XLYOF_14_0_0,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3]([O:6][H:14])([O:13][H:15])[C:2]1([H:11])[H:12],40.778704857486666,50.05392277700404,3.788240917782032
+FUDDL-XLYOF_14_0_1,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3]([O:6][H:14])([O:13][H:15])[C:2]1([H:11])[H:12],35.48691724400665,46.353499255501234,3.788240917782032
+FUDDL-XLYOF_14_0_2,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3]([O:6][H:14])([O:13][H:15])[C:2]1([H:11])[H:12],32.7603884665062,43.71670433648825,3.788240917782032
+FUDDL-XLYOF_19_0_1,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3]([O:6][H:14])=[C:2]1[H:12].[H:11][O:13][H:15],35.45240422148677,43.82965604648843,18.099426386233283
+FUDDL-XLYOF_7_1_1,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]([C:1]([O:4][H:14])([H:9])[H:10])([C:2]([C:3](=[O:6])[O:13][H:15])([H:11])[H:12])([O:5][H:7])[H:8],31.43257836450564,42.05568669000855,-7.491634799235188
+FUDDLSHBRSNCBV_11_2_1,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12],[C:0]1([C:1]([O:4][H:7])([H:9])[H:10])([H:8])[C:2]([H:11])([H:12])[C:3](=[O:6])[O:5]1,65.7824483944938,63.011993951997255,15.361615678776296
+FUDDLSHBRSNCBV_18_0_1,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12],[C:0]1([H:8])=[C:1]([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:5]([H:7])[H:9],70.49127968251885,63.768770409012745,14.810468451242839
+FUDDLSHBRSNCBV_20_0_0,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12],[C:0]1([H:8])=[C:2]([H:12])[C:3](=[O:6])[O:4][C:1]1([H:9])[H:10].[O:5]([H:7])[H:11],60.19949637299984,55.31558993452444,6.622370936902505
+FUDDLSHBRSNCBV_42_0_1,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12],[C:0]([C:1]([O:4][H:11])([H:9])[H:10])([C:2](=[C:3]=[O:6])[H:12])([O:5][H:7])[H:8],77.41459199601736,72.33741263149489,28.986376673040166
+LYINK-XLYOF_10_0_0,[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])=[C:2]([H:8])[O:4]1.[O:10]([H:11])[H:12],[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])([H:11])[C:2]([H:8])([O:10][H:12])[O:4]1,44.31974096599953,53.372820522471365,-11.634321223709355
+LYINK-XLYOF_10_0_2,[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])=[C:2]([H:8])[O:4]1.[O:10]([H:11])[H:12],[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])([H:11])[C:2]([H:8])([O:10][H:12])[O:4]1,45.14805350601276,54.04864825397721,-11.634321223709355
+LYINK-XLYOF_3_1_0,[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])=[C:2]([H:8])[O:4]1.[O:10]([H:11])[H:12],[C:0]([C:1](/[C:3](=[C:2](\[H:8])[O:10][H:12])[H:9])=[O:5])([O:4][H:11])([H:6])[H:7],57.33366048653008,68.060935388984,-5.43618546845123
+LYINK-XLYOF_6_0_2,[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])=[C:2]([H:8])[O:4]1.[O:10]([H:11])[H:12],[C:0]([C:1](=[O:5])[O:10][H:12])([O:4][C:2](=[C:3]([H:9])[H:11])[H:8])([H:6])[H:7],63.15883117498322,72.13535457246999,-11.320984703632877
+LYINK-XLYOF_8_0_0,[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])=[C:2]([H:8])[O:4]1.[O:10]([H:11])[H:12],[C:0]1([H:6])([H:7])[C:1]([O:5][H:11])([O:10][H:12])[C:3]([H:9])=[C:2]([H:8])[O:4]1,40.6532029574825,49.94159857650228,-5.030353728489476
+LYINK-XLYOF_8_0_1,[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])=[C:2]([H:8])[O:4]1.[O:10]([H:11])[H:12],[C:0]1([H:6])([H:7])[C:1]([O:5][H:11])([O:10][H:12])[C:3]([H:9])=[C:2]([H:8])[O:4]1,38.814600122523125,48.23351771749872,-5.030353728489476
+LYINKTVZUSKQEQ_14_0_1,[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])=[C:2]([H:8])[O:4]1,[C:0]1([C:1](=[O:5])[H:6])([H:7])[C:3]([H:9])=[C:2]([H:8])[O:4]1,97.30099556046076,93.38157122351149,30.16132887189293
+LYINKTVZUSKQEQ_4_1_0,[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])=[C:2]([H:8])[O:4]1,[C:0]1([H:6])([H:7])/[C:1](=[C:3](\[C:2](=[O:4])[H:8])[H:9])[O:5]1,47.91348787248632,45.28547808652249,21.683317399617593
+NOEGN-XLYOF_10_0_3,[C:0]([c:1]1[c:4]([H:13])[c:5]([H:14])[c:2]([C:3](=[O:8])[H:12])[o:6]1)([O:7][H:9])([H:10])[H:11].[O:15]([H:16])[H:17],[C:0]([c:1]1[c:4]([H:13])[c:5]([H:14])[c:2]([H:16])[o:6]1)([O:7][H:9])([H:10])[H:11].[C:3](=[O:8])([H:12])[O:15][H:17],59.93217732599703,67.65556425197305,4.605879541109004
+NOEGN-XLYOF_11_0_0,[C:0]([c:1]1[c:4]([H:13])[c:5]([H:14])[c:2]([C:3](=[O:8])[H:12])[o:6]1)([O:7][H:9])([H:10])[H:11].[O:15]([H:16])[H:17],[C:0]([C:1]1=[C:4]([H:13])[C:5]([H:14])([H:16])[C:2]([C:3](=[O:8])[H:12])([O:15][H:17])[O:6]1)([O:7][H:9])([H:10])[H:11],58.994050623440025,67.77353603796057,-0.02294455066921693
+NOEGN-XLYOF_11_0_2,[C:0]([c:1]1[c:4]([H:13])[c:5]([H:14])[c:2]([C:3](=[O:8])[H:12])[o:6]1)([O:7][H:9])([H:10])[H:11].[O:15]([H:16])[H:17],[C:0]([C:1]1=[C:4]([H:13])[C:5]([H:14])([H:16])[C:2]([C:3](=[O:8])[H:12])([O:15][H:17])[O:6]1)([O:7][H:9])([H:10])[H:11],59.08127444393382,67.90531303298455,-0.02294455066921693
+NOEGN-XLYOF_12_0_0,[C:0]([c:1]1[c:4]([H:13])[c:5]([H:14])[c:2]([C:3](=[O:8])[H:12])[o:6]1)([O:7][H:9])([H:10])[H:11].[O:15]([H:16])[H:17],[C:0]([C:1]1=[C:4]([H:13])[C:5]([H:14])([O:15][H:17])[C:2]([C:3](=[O:8])[H:12])([H:16])[O:6]1)([O:7][H:9])([H:10])[H:11],57.20251100096883,65.55968252198552,14.214866156787767
+NOEGN-XLYOF_14_0_0,[C:0]([c:1]1[c:4]([H:13])[c:5]([H:14])[c:2]([C:3](=[O:8])[H:12])[o:6]1)([O:7][H:9])([H:10])[H:11].[O:15]([H:16])[H:17],[C:0]([c:1]1[c:4]([H:13])[c:5]([H:14])[c:2]([C:3]([O:8][H:16])([H:12])[O:15][H:17])[o:6]1)([O:7][H:9])([H:10])[H:11],38.31070999401121,47.830029108947336,1.0826959847036535
+NOEGN-XLYOF_23_0_0,[C:0]([c:1]1[c:4]([H:13])[c:5]([H:14])[c:2]([C:3](=[O:8])[H:12])[o:6]1)([O:7][H:9])([H:10])[H:11].[O:15]([H:16])[H:17],[C:0](=[C:1]1[C:4]([H:13])([O:15][H:17])[C:5]([H:14])=[C:2]([C:3](=[O:8])[H:12])[O:6]1)([H:10])[H:11].[O:7]([H:9])[H:16],46.45641081349109,55.41536394498655,27.868307839388144
+NOEGN-XLYOF_24_0_3,[C:0]([c:1]1[c:4]([H:13])[c:5]([H:14])[c:2]([C:3](=[O:8])[H:12])[o:6]1)([O:7][H:9])([H:10])[H:11].[O:15]([H:16])[H:17],[C:0](=[C:1]1\[C:4]([H:13])([H:16])[C:5]([H:14])=[C:2]([C:3](=[O:8])[H:12])[O:6]1)(\[O:7][H:9])[H:11].[H:10][O:15][H:17],57.333032976996,64.83553655895898,24.524378585086044
+NOEGN-XLYOF_26_0_0,[C:0]([c:1]1[c:4]([H:13])[c:5]([H:14])[c:2]([C:3](=[O:8])[H:12])[o:6]1)([O:7][H:9])([H:10])[H:11].[O:15]([H:16])[H:17],[C:0]([C:1]1([O:15][H:17])[C:4]([H:13])=[C:5]([H:14])[C:2]([C:3](=[O:8])[H:12])([H:16])[O:6]1)([O:7][H:9])([H:10])[H:11],53.1218167224987,63.87670204295426,8.244980879541126
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+IKIRM-XLYOF_20_0_1,[C:0]1([O:6][H:8])([H:9])[C:1]([H:10])([H:11])[O:4][C:2]([O:5][H:7])=[C:3]1[H:12].[O:13]([H:14])[H:15],[C:0]1([H:9])=[C:3]([H:12])[C:2]([O:5][H:7])([O:13][H:15])[O:4][C:1]1([H:10])[H:11].[O:6]([H:8])[H:14],27.252737585000467,35.352002701490576,-4.840583173996186
+IKIRM-XLYOF_24_0_0,[C:0]1([O:6][H:8])([H:9])[C:1]([H:10])([H:11])[O:4][C:2]([O:5][H:7])=[C:3]1[H:12].[O:13]([H:14])[H:15],[C:0]1([O:6][H:8])([H:9])[C:1]([H:10])([H:11])[O:4][C:2](=[O:5])[C:3]1([H:12])[H:14].[H:7][O:13][H:15],11.83169162251913,20.00500286000064,-18.099426386233283
+IKIRM-XLYOF_24_0_1,[C:0]1([O:6][H:8])([H:9])[C:1]([H:10])([H:11])[O:4][C:2]([O:5][H:7])=[C:3]1[H:12].[O:13]([H:14])[H:15],[C:0]1([O:6][H:8])([H:9])[C:1]([H:10])([H:11])[O:4][C:2](=[O:5])[C:3]1([H:12])[H:14].[H:7][O:13][H:15],12.927950718997916,21.90572913548152,-18.099426386233283
+NKHLGJZLAIZVPY_26_0_0,[C:0]1([O:5][H:8])([O:6][H:9])[C:3]([H:14])([H:15])[C:1]([O:7][H:10])([H:11])[C:2]([H:12])([H:13])[O:4]1,[C:0]([C:3]([C:1]([C:2]([O:4][H:8])([H:12])[H:13])([O:7][H:10])[H:11])([H:14])[H:15])(=[O:5])[O:6][H:9],38.67090044699356,34.94976911200737,-11.27987571701722
+NKHLGJZLAIZVPY_26_0_1,[C:0]1([O:5][H:8])([O:6][H:9])[C:3]([H:14])([H:15])[C:1]([O:7][H:10])([H:11])[C:2]([H:12])([H:13])[O:4]1,[C:0]([C:3]([C:1]([C:2]([O:4][H:8])([H:12])[H:13])([O:7][H:10])[H:11])([H:14])[H:15])(=[O:5])[O:6][H:9],33.45441397353745,30.01126934699145,-11.27987571701722
+CPLYU-XLYOF_6_0_1,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15],[C:0](=[C:2](\[O:6][H:7])[H:10])(\[O:4][C:1]([C:3]([H:11])([H:12])[H:14])=[O:5])[H:8].[H:9][O:13][H:15],25.95693046752612,34.5625957505218,-12.364722753346062
+CPLYUCVDGLXCIV_47_0_1,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9],[C:0](=[C:2]([O:6][C:3]([C:1](=[O:4])[O:5][H:7])([H:11])[H:12])[H:10])([H:8])[H:9],35.647559676029104,35.82263482647945,-15.540391969407269
+CPLYUCVDGLXCIV_63_0_0,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9],[C:0]([C:2](=[O:6])[H:10])([O:4][C:1]([C:3]([H:8])([H:11])[H:12])[O:5][H:7])[H:9],40.73164164499848,39.590201864491085,TCIT fails
+CPLYUCVDGLXCIV_64_1_1,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9],[C:0]([C:2](=[O:6])[H:10])([O:4][C:1]([C:3]([H:8])([H:11])[H:12])[O:5][H:7])[H:9],43.98653342152039,42.2244867455104,TCIT fails
+CPLYUCVDGLXCIV_64_1_2,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9],[C:0]([C:2](=[O:6])[H:10])([O:4][C:1]([C:3]([H:8])([H:11])[H:12])[O:5][H:7])[H:9],43.1174327640388,41.344090916986,TCIT fails
+IKIRM-XLYOF_10_0_0,[C:0]1([O:6][H:8])([H:9])[C:1]([H:10])([H:11])[O:4][C:2]([O:5][H:7])=[C:3]1[H:12].[O:13]([H:14])[H:15],[C:0]1([O:6])([H:9])[C:1]([H:10])([H:11])[O:4][C:2]([O:5][H:7])[C:3]1([H:12])[H:14].[H:8][O:13][H:15],28.02080921298744,39.0041079914727,TCIT fails
+NKHLGJZLAIZVPY_23_0_3,[C:0]1([O:5][H:8])([O:6][H:9])[C:3]([H:14])([H:15])[C:1]([O:7][H:10])([H:11])[C:2]([H:12])([H:13])[O:4]1,[C:0]([C:3]([C:1]([C:2]([O:4][H:8])([H:12])[H:13])([O:7][H:10])[H:11])([H:14])[H:15])(=[O:5])[O:6][H:9],33.45441397353745,30.01126934699145,-11.27987571701722
+DZAIOXUZHHTJKN_122_0_1,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11],[C:0]([C:1](=[O:6])[H:13])([C:2]([C:3]([O:4][H:8])([O:7][H:10])[H:12])([H:14])[H:15])([O:5][H:9])[H:11],53.1877052200107,49.86064985099264,19.08317399617592
+DZAIOXUZHHTJKN_28_0_0,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11],[C:0]([C:1]([O:6][H:10])([H:12])[H:13])(=[C:2]([H:14])[H:15])[H:11].[C:3]([O:4][H:8])([O:5][H:9])=[O:7],69.36615514900593,64.75709787147868,16.01720841300193
+DZAIOXUZHHTJKN_28_0_1,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11],[C:0]([C:1]([O:6][H:10])([H:12])[H:13])(=[C:2]([H:14])[H:15])[H:11].[C:3]([O:4][H:8])([O:5][H:9])=[O:7],61.76262253751267,59.24881948047452,16.01720841300193
+DZAIOXUZHHTJKN_28_0_2,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11],[C:0]([C:1]([O:6][H:10])([H:12])[H:13])(=[C:2]([H:14])[H:15])[H:11].[C:3]([O:4][H:8])([O:5][H:9])=[O:7],64.78784583700805,61.008356118490845,16.01720841300193
+DZAIOXUZHHTJKN_28_0_3,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11],[C:0]([C:1]([O:6][H:10])([H:12])[H:13])(=[C:2]([H:14])[H:15])[H:11].[C:3]([O:4][H:8])([O:5][H:9])=[O:7],63.06595976903935,60.11917515698861,16.01720841300193
+DZAIOXUZHHTJKN_29_0_0,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11],[C:0](\[C:1]([O:6][H:10])([H:12])[H:13])(=[C:2](/[C:3]([O:4][H:8])=[O:7])[H:15])[H:11].[O:5]([H:9])[H:14],54.03421553551365,48.37721739299261,13.082217973231355
+DZAIOXUZHHTJKN_29_0_1,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11],[C:0](\[C:1]([O:6][H:10])([H:12])[H:13])(=[C:2](\[C:3]([O:4][H:8])=[O:7])[H:15])[H:11].[O:5]([H:9])[H:14],59.24819197101178,54.25635389848785,13.082217973231355
+DZAIOXUZHHTJKN_29_0_2,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11],[C:0](\[C:1]([O:6][H:10])([H:12])[H:13])(=[C:2](\[C:3]([O:4][H:8])=[O:7])[H:15])[H:11].[O:5]([H:9])[H:14],54.24192118002429,50.54840026300405,13.082217973231355
+DZAIOXUZHHTJKN_54_1_0,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11],[C:0]1([O:5][H:9])([H:11])[C:1]([H:12])([H:13])[O:6][C:3]([O:4][H:8])([O:7][H:10])[C:2]1([H:14])[H:15],40.51326833901477,38.86040831597881,11.27987571701722
+DZAIOXUZHHTJKN_54_1_1,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11],[C:0]1([O:5][H:9])([H:11])[C:1]([H:12])([H:13])[O:6][C:3]([O:4][H:8])([O:7][H:10])[C:2]1([H:14])[H:15],42.782342691028745,40.31560284647878,11.27987571701722
+DZAIOXUZHHTJKN_54_1_3,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11],[C:0]1([O:5][H:9])([H:11])[C:1]([H:12])([H:13])[O:6][C:3]([O:4][H:8])([O:7][H:10])[C:2]1([H:14])[H:15],44.52430906298242,41.78523009547799,11.27987571701722
+DZAIOXUZHHTJKN_55_1_1,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11],[C:0]1([O:5][H:9])([H:11])[C:1]([H:12])([H:13])[O:6][C:3](=[O:7])[C:2]1([H:14])[H:15].[O:4]([H:8])[H:10],45.14742599651434,41.680436008992885,7.491634799235188
+DZAIOXUZHHTJKN_6_1_0,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11],[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])([O:7][H:9])[H:11])([H:14])[H:15])=[O:5],65.04575224149896,60.94309513047726,14.385755258126208
+HKWHY-XLYOF_18_0_0,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15],[C:0]([C:3]([H:11])([H:12])[H:14])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])=[O:5].[H:7][O:13][H:15],12.99572174500516,21.62711491754289,-26.142686424474178
+HKWHY-XLYOF_18_0_3,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15],[C:0]([C:3]([H:11])([H:12])[H:14])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])=[O:5].[H:7][O:13][H:15],14.601518555517268,23.08858454302703,-26.142686424474178
+HKWHY-XLYOF_1_0_0,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15],[C:0]([C:3]([H:11])([H:12])[H:14])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])([O:5][H:7])[O:13][H:15],33.751225967037136,44.266402658527184,-22.025573613766724
+HKWHY-XLYOF_1_0_1,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15],[C:0]([C:3]([H:11])([H:12])[H:14])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])([O:5][H:7])[O:13][H:15],34.66174225152117,45.54903207653481,-22.025573613766724
+HKWHY-XLYOF_20_0_0,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15],[C:0](=[C:3]([H:11])[H:12])([O:4][C:1]([C:2](=[O:6])[H:10])([H:9])[H:14])[O:5][H:7].[H:8][O:13][H:15],24.56699692500405,32.34497717752059,-13.777963671128118
+HKWHY-XLYOF_20_0_3,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15],[C:0](=[C:3]([H:11])[H:12])([O:4][C:1]([C:2](=[O:6])[H:10])([H:9])[H:14])[O:5][H:7].[H:8][O:13][H:15],23.17580836355649,31.795278855517324,-13.777963671128118
+HKWHY-XLYOF_7_0_3,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15],[C:0](=[C:3]([H:11])[H:12])([O:4][C:1]([C:2]([O:6][H:8])([H:10])[O:13][H:15])([H:9])[H:14])[O:5][H:7],46.902570068006085,55.897291241018245,-22.185468451242844
+HKWHYIIBAGBNDC_20_0_1,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7],[C:0](=[C:3]([H:11])[H:12])=[O:5].[C:1](=[C:2](/[O:6][H:8])[H:10])(\[O:4][H:7])[H:9],45.20327434198035,41.01841348652352,7.669455066921605
+HKWHYIIBAGBNDC_42_1_0,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](\[O:6][H:8])[H:10])[H:9])[O:5][H:7],[C:0](=[C:3]([H:11])[H:12])([O:4][C:1](=[C:2]([H:9])[H:10])[O:6][H:8])[O:5][H:7],63.77943807048581,60.67389355501487,-2.8116634799235203
+HKWHYIIBAGBNDC_59_0_0,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7],[C:0]1([C:3]([H:8])([H:11])[H:12])([O:5][H:7])[C:1]([C:2](=[O:6])[H:10])([H:9])[O:4]1,60.48187564803597,58.75245946601494,-9.166826003824088
+HKWHYIIBAGBNDC_64_0_0,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7],[C:0]([C:3]([H:10])([H:11])[H:12])(=[O:4])[O:5][H:7].[C:1](#[C:2][O:6][H:8])[H:9],57.25145674198794,53.6081365850193,2.1412523900573484
+HKWHYIIBAGBNDC_78_0_1,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7],[C:0](=[C:3]([H:11])[H:12])=[O:5].[C:1]([C:2]([O:6][H:8])([H:7])[H:10])(=[O:4])[H:9],32.86204500549923,29.89769012749285,-1.7143881453154879
+HKWHYIIBAGBNDC_9_0_1,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7],[C:0]([C:3]([H:7])([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])=[O:5],48.907462920509325,46.01778167299276,-26.142686424474178
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+KQJKQQAOIMAMTK_20_0_1,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C:0](=[C:2](/[C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])[H:14])(\[O:5][H:9])[H:11].[O:4]([H:8])[H:13],71.22860334501212,64.4094576085003,15.736854684512418
+KQJKQQAOIMAMTK_20_0_2,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C:0](=[C:2](/[C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])[H:14])(\[O:5][H:9])[H:11].[O:4]([H:8])[H:13],67.81495166499867,60.52893886048848,15.736854684512418
+KQJKQQAOIMAMTK_22_1_0,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C:0]1([O:5][H:9])([H:11])[C:2]([H:13])([H:14])[C:1]([O:6][H:10])([H:12])[C:3]([O:7][H:8])([H:15])[O:4]1,45.42917776201638,43.94511779448228,3.317399617590821
+KQJKQQAOIMAMTK_22_1_2,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C:0]1([O:5][H:9])([H:11])[C:2]([H:13])([H:14])[C:1]([O:6][H:10])([H:12])[C:3]([O:7][H:8])([H:15])[O:4]1,39.95603990299485,39.50486057249253,3.317399617590821
+KQJKQQAOIMAMTK_22_1_1,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C:0]1([O:5][H:9])([H:11])[C:2]([H:13])([H:14])[C:1]([O:6][H:10])([H:12])[C:3]([O:7][H:8])([H:15])[O:4]1,41.82664572248044,40.06208900847679,3.317399617590821
+KQJKQQAOIMAMTK_25_0_1,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])(=[O:5])[H:11].[O:4]([H:8])[H:9],42.9191397620044,38.77694955247551,5.747848948374756
+KQJKQQAOIMAMTK_25_0_2,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])(=[O:5])[H:11].[O:4]([H:8])[H:9],49.25635820248452,44.31974096599953,5.747848948374756
+KQJKQQAOIMAMTK_44_1_0,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C:0]([C:2]([C:1]([C:3]([O:7][H:10])([H:12])[H:15])=[O:6])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],48.38160995951719,43.85726646449006,-4.697418738049712
+KQJKQQAOIMAMTK_44_1_1,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C:0]([C:2]([C:1]([C:3]([O:7][H:10])([H:12])[H:15])=[O:6])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],40.73854424948105,38.10927944448473,-4.697418738049712
+KQJKQQAOIMAMTK_44_1_2,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C:0]([C:2]([C:1]([C:3]([O:7][H:10])([H:12])[H:15])=[O:6])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],45.79815334801222,41.43570730396871,-4.697418738049712
+KQJKQQAOIMAMTK_50_0_0,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C-:3]#[O+:7].[C:0]([C:2]([C:1]([O:6][H:10])([H:12])[H:15])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],88.73800092350001,82.16421140147511,-0.3847992351816476
+KQJKQQAOIMAMTK_50_0_1,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C-:3]#[O+:7].[C:0]([C:2]([C:1]([O:6][H:10])([H:12])[H:15])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],83.44997836701049,79.09004236099629,-0.3847992351816476
+KQJKQQAOIMAMTK_50_0_2,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C-:3]#[O+:7].[C:0]([C:2]([C:1]([O:6][H:10])([H:12])[H:15])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],85.76235087448647,81.0974452514932,-0.3847992351816476
+KQJKQQAOIMAMTK_53_0_2,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C:0]([C:2]([C:1](=[O:6])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11].[C:3](=[O:7])([H:10])[H:15],96.84479615400676,90.67261271200236,16.95482791587
+KQJKQQAOIMAMTK_53_0_3,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C:0]([C:2]([C:1](=[O:6])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11].[C:3](=[O:7])([H:10])[H:15],97.49489599600624,92.38634115649164,16.95482791587
+KQJKQQAOIMAMTK_55_0_1,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C:0](/[C:2](=[C:1](\[C:3](=[O:7])[H:15])[H:12])[H:14])([O:4][H:8])([O:5][H:9])[H:11].[O:6]([H:10])[H:13],73.27616684351464,67.03307482797521,7.194789674952187
+KQJKQQAOIMAMTK_61_5_1,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C:0]([C:2](/[C:1](=[C:3](\[O:7][H:8])[H:15])[O:6][H:10])([H:13])[H:14])([O:4][H:12])([O:5][H:9])[H:11],53.23288590400364,48.45565608047292,2.418977055449326
+KQJKQQAOIMAMTK_62_0_3,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C:0]([C:2]([C:1]1([O:6][H:10])[C:3]([H:12])([H:15])[O:7]1)([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],60.535213955508304,57.21757122900216,5.13408221797323
+KQJKQQAOIMAMTK_72_0_2,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C:0]1([O:5][H:9])([H:11])[C:2]([H:13])([H:14])[C:1]([O:6][H:10])([H:12])[C:3](=[O:7])[O:4]1.[H:8][H:15],68.3935154240004,64.45212825449958,-1.9940248565965761
+KQJKQQAOIMAMTK_97_0_0,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C:0]([C:2]([C:1]([C:3]([O:7][H:8])([H:11])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])(=[O:4])[O:5][H:9],41.44888500350677,38.685960674991215,-19.08317399617592
+KQJKQQAOIMAMTK_97_1_0,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C:0]([C:2]([C:1]([C:3]([O:7][H:11])([H:8])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])(=[O:4])[O:5][H:9],84.58012297647505,79.50419863098507,-19.08317399617592
+MTJMRVGITLCNRF_16_1_1,[C:0]1([C:3]([H:13])([H:14])[H:15])([O:6][H:8])[O:4][C:1]([O:7][H:9])([H:10])[C:2]([H:11])([H:12])[O:5]1,[C:0]([C:3]([H:13])([H:14])[H:15])([O:4][H:9])([O:5][C:2]([C:1](=[O:7])[H:10])([H:11])[H:12])[O:6][H:8],44.8656742310123,40.90922683347816,10.115678776290647
+MTJMRVGITLCNRF_16_1_2,[C:0]1([C:3]([H:13])([H:14])[H:15])([O:6][H:8])[O:4][C:1]([O:7][H:9])([H:10])[C:2]([H:11])([H:12])[O:5]1,[C:0]([C:3]([H:13])([H:14])[H:15])([O:4][H:9])([O:5][C:2]([C:1](=[O:7])[H:10])([H:11])[H:12])[O:6][H:8],46.660978910509655,42.998833468481536,10.115678776290647
+MTJMRVGITLCNRF_25_0_0,[C:0]1([C:3]([H:13])([H:14])[H:15])([O:6][H:8])[O:4][C:1]([O:7][H:9])([H:10])[C:2]([H:11])([H:12])[O:5]1,[C:0]([C:3]([H:13])([H:14])[H:15])([O:5][C:2]([C:1]([O:4][H:8])([O:7][H:9])[H:10])([H:11])[H:12])=[O:6],32.62735645252105,28.86920205698564,-4.1424474187380484
+MTJMRVGITLCNRF_37_0_0,[C:0]1([C:3]([H:13])([H:14])[H:15])([O:6][H:8])[O:4][C:1]([O:7][H:9])([H:10])[C:2]([H:11])([H:12])[O:5]1,[C:0]([C:3]([H:13])([H:14])[H:15])([O:4][C:1]([C:2]([O:5][H:8])([H:11])[H:12])([O:7][H:9])[H:10])=[O:6],35.394673347525526,32.08769828249243,-8.666586998087945
+MTJMRVGITLCNRF_37_0_1,[C:0]1([C:3]([H:13])([H:14])[H:15])([O:6][H:8])[O:4][C:1]([O:7][H:9])([H:10])[C:2]([H:11])([H:12])[O:5]1,[C:0]([C:3]([H:13])([H:14])[H:15])([O:4][C:1]([C:2]([O:5][H:8])([H:11])[H:12])([O:7][H:9])[H:10])=[O:6],36.30707216054047,32.29728645549832,-8.666586998087945
+MTJMRVGITLCNRF_37_0_2,[C:0]1([C:3]([H:13])([H:14])[H:15])([O:6][H:8])[O:4][C:1]([O:7][H:9])([H:10])[C:2]([H:11])([H:12])[O:5]1,[C:0]([C:3]([H:13])([H:14])[H:15])([O:4][C:1]([C:2]([O:5][H:8])([H:11])[H:12])([O:7][H:9])[H:10])=[O:6],37.07890884551794,33.027707513509014,-8.666586998087945
+AIXBHVRZVXXUCI_88_0_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:15])([O:6][H:10])[H:12],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3]([C:2](=[O:4])[O:5][H:9])([H:8])[H:15])([O:6][H:10])[H:12],43.51527378699743,41.06610420851012,-23.443833652007662
+GUPGZ-XLYOF_17_0_3,[C:0]([C:3](=[O:6])[H:9])([O:4][C:2]([C:1]([H:10])([H:11])[H:12])=[O:5])([H:7])[H:8].[O:13]([H:14])[H:15],[C:0]([C:3](=[O:6])[H:9])([O:4][C:2]([C:1]([H:10])([H:11])[H:12])[O:5][H:14])[H:8].[H:7][O:13][H:15],29.50047661403264,39.432069470462295,TCIT fails
+HNRXJDDSBWQYKG_37_1_0,[C:0]([C:1]([O:4]/[C:2](=[C:3](\[O:5][H:7])[H:9])[H:8])=[O:6])([H:10])([H:11])[H:12],[C:0]([C:1]1([O:6][H:7])[O:4][C:2]([H:8])=[C:3]([H:9])[O:5]1)([H:10])([H:11])[H:12],40.29050246647082,40.27293220051518,12.401768642447408
+KQJKQQAOIMAMTK_22_0_1,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C:0]([C:2]([C:1]([C:3]([O:4][H:8])([O:7][H:10])[H:15])([O:6][H:9])[H:12])([H:13])[H:14])(=[O:5])[H:11],34.88199808603579,34.51176748097178,0.48016252390057707
+KQJKQQAOIMAMTK_39_0_0,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11],[C:0]([C:2]([C:1]([C:3]([O:7][H:8])([H:11])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])(=[O:4])[O:5][H:9],41.44888500350677,38.685960674991215,-19.08317399617592
+MTJMRVGITLCNRF_16_0_1,[C:0]1([C:3]([H:13])([H:14])[H:15])([O:6][H:8])[O:4][C:1]([O:7][H:9])([H:10])[C:2]([H:11])([H:12])[O:5]1,[C:0]([C:3]([H:13])([H:14])[H:15])([O:5][C:2]([C:1]([O:4][H:8])([O:7][H:9])[H:10])([H:11])[H:12])=[O:6],32.62735645252105,28.86920205698564,-4.1424474187380484
+MTJMRVGITLCNRF_33_0_1,[C:0]1([C:3]([H:13])([H:14])[H:15])([O:6][H:8])[O:4][C:1]([O:7][H:9])([H:10])[C:2]([H:11])([H:12])[O:5]1,[C:0]([C:3]([H:13])([H:14])[H:15])([O:4][C:1]([C:2]([O:5][H:8])([H:11])[H:12])([O:7][H:9])[H:10])=[O:6],37.07890884551794,33.027707513509014,-8.666586998087945
+CTGBN-XLYOF_18_0_2,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20],[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])([H:19])[C:5]([H:17])([O:18][H:20])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1,52.1278416745827,60.04450152649879,-5.538479923518165
+CTGBN-XLYOF_29_0_2,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20],[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])=[C:4]([H:16])[C:5]([H:17])([O:18][H:20])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:7]([H:10])[H:19],37.28975203752066,44.42139750499256,16.83604206500956
+CTGBN-XLYOF_29_0_3,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20],[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])=[C:4]([H:16])[C:5]([H:17])([O:18][H:20])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:7]([H:10])[H:19],37.77481688100876,45.04451443848881,16.83604206500956
+CTGBNCQSXIBQHY_74_0_1,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])[C:2]([C:3](=[O:9])[H:15])([H:12])[O:6]1,66.15518903755148,63.12557317149585,-4.8355640535372775
+QYOPP-XLYOF_30_0_1,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20],[H:13][O:18][H:20].[c:0]1([O:7][H:10])[c:2]([C:4]([O:9][H:12])([H:16])[H:19])[o:6][c:3]([C:1]([O:8][H:11])([H:14])[H:15])[c:5]1[H:17],52.81872963405053,59.19673619199901,-20.723470363288715
+QYOPP-XLYOF_30_0_3,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20],[H:13][O:18][H:20].[c:0]1([O:7][H:10])[c:2]([C:4]([O:9][H:12])([H:16])[H:19])[o:6][c:3]([C:1]([O:8][H:11])([H:14])[H:15])[c:5]1[H:17],51.91323342555382,58.68155089244428,-20.723470363288715
+QYOPP-XLYOF_41_0_1,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20],[C:0]1([O:7][H:10])([H:13])[C:2]([C:4](=[O:9])[H:16])([H:19])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[H:12][O:18][H:20],27.74784258057023,35.40157595193676,-15.701720841300197
+QYOPP-XLYOF_41_0_3,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20],[C:0]1([O:7][H:10])([H:13])[C:2]([C:4](=[O:9])[H:16])([H:19])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[H:12][O:18][H:20],19.427066610533,29.24319771893314,-15.701720841300197
+QYOPP-XLYOF_6_0_0,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20],[C:0]1([O:7][H:10])([O:18][H:20])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[H:13][H:19],98.30563827006382,100.35131923996408,13.6422084130019
+QYOPPFUVDVKXIN_69_0_3,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17],[C:0](/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][H:14])([C:5](=[C:3]=[C:1]([O:8][H:11])[H:15])[H:17])([O:7][H:10])[H:13],87.26021605105707,82.32422632396347,14.105162523900578
+VBWWS-XLYOF_31_0_0,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[O:18]([H:19])[H:20],[C:0]([C:2]1([H:19])[C:4]([H:16])=[C:5]([H:17])[C:3]([C:1]([O:9][H:12])([H:14])[H:15])([O:18][H:20])[O:6]1)([O:7][H:10])([O:8][H:11])[H:13],45.696496809054864,57.00798305603193,-5.9192160611854865
+VBWWS-XLYOF_31_0_2,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[O:18]([H:19])[H:20],[C:0]([C:2]1([H:19])[C:4]([H:16])=[C:5]([H:17])[C:3]([C:1]([O:9][H:12])([H:14])[H:15])([O:18][H:20])[O:6]1)([O:7][H:10])([O:8][H:11])[H:13],47.95678602805535,58.886118989498506,-5.9192160611854865
+VBWWS-XLYOF_9_0_0,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[O:18]([H:19])[H:20],[C:0]([C:2]1([O:18][H:20])[C:4]([H:16])([H:19])[C:5]([H:17])=[C:3]([C:1]([O:9][H:12])([H:14])[H:15])[O:6]1)([O:7][H:10])([O:8][H:11])[H:13],43.29125289556366,54.25070631300211,-5.417543021032512
+VBWWS-XLYOF_9_0_2,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[O:18]([H:19])[H:20],[C:0]([C:2]1([O:18][H:20])[C:4]([H:16])([H:19])[C:5]([H:17])=[C:3]([C:1]([O:9][H:12])([H:14])[H:15])[O:6]1)([O:7][H:10])([O:8][H:11])[H:13],42.78422521955967,53.64327711703759,-5.417543021032512
+VBWWSBXCWJGBEU_19_0_0,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13],[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)(=[O:8])[H:13].[O:7]([H:10])[H:11],43.16324095753016,37.94298942701221,-1.0826959847036535
+VBWWSBXCWJGBEU_19_0_1,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13],[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)(=[O:8])[H:13].[O:7]([H:10])[H:11],40.430437085009885,36.32777997402386,-1.0826959847036535
+VBWWSBXCWJGBEU_36_0_0,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13],[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([H:12])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[C:1](=[O:9])([H:14])[H:15],77.41396448651895,73.89991128654498,15.842017208413004
+VBWWSBXCWJGBEU_50_0_1,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13],[C:0]([C:2]1=[C:4]([H:16])[C:5]([H:17])=[C:3]([H:14])[C:1]([O:9][H:12])([H:15])[O:6]1)([O:7][H:10])([O:8][H:11])[H:13],78.04712157198986,74.74830413054318,1.2507170172084003
+VBWWSBXCWJGBEU_50_0_2,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13],[C:0]([C:2]1=[C:4]([H:16])[C:5]([H:17])=[C:3]([H:14])[C:1]([O:9][H:12])([H:15])[O:6]1)([O:7][H:10])([O:8][H:11])[H:13],84.10886334202344,80.40404725403171,1.2507170172084003
+CTGBN-XLYOF_10_0_1,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20],[C:0]([C:1]([O:8][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3]([O:9][H:12])([H:15])[H:19])=[O:6])[H:17])[H:16])=[O:7].[H:10][O:18][H:20],25.90359216008944,33.09547853948059,-12.737571701720837
+CTGBN-XLYOF_18_0_3,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20],[C:0]([C:1]([O:8][H:11])([H:13])[H:14])([C:4](/[C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:6][H:12])[H:17])([H:16])[H:19])=[O:7].[H:10][O:18][H:20],31.846107125067345,38.200268322004696,-10.763862332695972
+CTGBN-XLYOF_29_0_1,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20],[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])=[C:4]([H:16])[C:5]([H:17])([O:18][H:20])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:7]([H:10])[H:19],26.99232114255157,34.66738983700691,16.83604206500956
+CTGBN-XLYOF_33_0_3,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20],[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])[C:2]([C:3](=[O:9])[H:15])([H:19])[O:6]1.[H:12][O:18][H:20],26.479018371563424,36.97160472103917,-4.8355640535372775
+CTGBN-XLYOF_5_0_1,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20],[C:0](\[C:1]([O:8][H:11])([H:13])[H:14])(=[C:4](\[C:5]([C:2]([C:3]([O:9][H:12])[H:15])=[O:6])[H:17])[H:16])[O:7][H:10].[O:18]([H:19])[H:20],14.859424960079512,25.001233499013477,TCIT fails
+QYOPP-XLYOF_11_0_3,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20],[C:0]1([O:7])([H:13])[C:2]([C:4]([O:9][H:12])([H:16])[H:19])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[H:10][O:18][H:20],36.88312588154854,44.37935436845603,TCIT fails
+QYOPP-XLYOF_15_0_1,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20],[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8])([H:14])[H:15])[C:5]1([H:17])[H:19].[H:11][O:18][H:20],33.88676801905162,40.88600898200111,TCIT fails
+QYOPP-XLYOF_16_0_0,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:19].[H:17][O:18][H:20],[C:0]1([O:7][H:12])([H:13])[C:2]([C:4](=[O:9])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])[C:5]1([H:17])[H:19].[H:10][O:18][H:20],31.21483256802035,38.86668341096297,TCIT fails
+QYOPP-XLYOF_27_0_1,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20],[O:18]([H:19])[H:20].[O:7]([H:10])[H:12].[c:0]1([H:13])[c:2]([C:4](=[O:9])[H:16])[o:6][c:3]([C:1]([O:8][H:11])([H:14])[H:15])[c:5]1[H:17],11.55119487608526,19.269561725931283,-29.916586998087965
+QYOPP-XLYOF_27_0_2,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20],[O:18]([H:19])[H:20].[O:7]([H:10])[H:12].[c:0]1([H:13])[c:2]([C:4](=[O:9])[H:16])[o:6][c:3]([C:1]([O:8][H:11])([H:14])[H:15])[c:5]1[H:17],8.380389372529404,17.51630018293479,-29.916586998087965
+QYOPP-XLYOF_3_0_0,[C:0]1([H:13])([O:18][H:20])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:7]([H:10])[H:19],[H:12][O:18][H:20].[O:7]([H:10])[H:19].[c:0]1([H:13])[c:2]([C:4](=[O:9])[H:16])[o:6][c:3]([C:1]([O:8][H:11])([H:14])[H:15])[c:5]1[H:17],9.472883412053363,18.04089812496576,-29.916586998087965
+QYOPP-XLYOF_40_0_3,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:19])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[H:12][O:18][H:20],[C:0]1([O:7][H:10])([H:13])[C:2]([C:4](=[O:9])[H:16])([H:12])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20],26.509138827558715,34.71570806845626,-15.701720841300197
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+GZCGUPFRVQAUEE_222_10-cata1_4,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:25])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:13])[H:19])([O:6][H:12])[H:17].[H:14][O:24][H:26],[C:0]([C:1](/[C:3](=[C:5](\[O:11][H:25])[H:23])[O:9][H:15])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[H:20][O:24][H:26],35.912368685002576,42.91160964795207,7.982074569789659
+GZCGUPFRVQAUEE_222_6-cata2_2,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0]([C:1](/[C:3](=[C:5](\[O:11][H:26])[H:23])[O:9][H:15])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[H:20][O:24][H:25],35.83267497856111,44.84245637949958,7.982074569789659
+GZCGUPFRVQAUEE_19_0-cata_4,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:25])[H:17].[H:12][O:24][H:26],[C:0]([C:1]1([H:18])[C:3]([O:9][H:15])([H:20])[C:5]([O:11][H:13])([H:23])[O:7]1)([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:25])[H:17].[H:12][O:24][H:26],28.057832273500978,41.29012509997957,6.809273422562144
+GZCGUPFRVQAUEE_222_13-cata1_3,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0]1([O:6][H:12])([H:17])[C:1]([O:7][H:13])([H:18])[C:3]([O:9][H:15])([H:20])[C:5]([O:11][H:25])([H:23])[O:8][C:2]1([C:4]([O:10][H:16])([H:21])[H:22])[H:19].[H:14][O:24][H:26],21.115694674978656,31.243698004947472,-4.853728489483745
+GZCGUPFRVQAUEE_252_0-cata1_4,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0]1([O:6][H:12])([H:17])[C:1]([O:7][H:13])([H:18])[C:3]([O:9][H:15])([H:20])[C:5]([O:11][H:25])([H:23])[O:8][C:2]1([C:4]([O:10][H:16])([H:21])[H:22])[H:19].[H:14][O:24][H:26],20.7542492029638,30.276705865463345,-4.853728489483745
+GZCGUPFRVQAUEE_222_6-cata1_4,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0]1([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:12])[H:19])([H:17])[C:1]([O:7][H:13])([H:18])[C:3]([O:9][H:15])([H:20])[C:5]([O:11][H:25])([H:23])[O:6]1.[H:14][O:24][H:26],18.54918082003792,29.486043895462068,-4.547562141491406
+GZCGUPFRVQAUEE_310_0-cata1_2,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0](/[C:1](=[C:3](\[O:9][H:15])[H:20])[O:7][H:13])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[C:5](=[O:11])([H:18])[H:23].[O:24]([H:25])[H:26],30.805068864556148,41.40182179098292,27.499043977055404
+GZCGUPFRVQAUEE_314_2-cata2_0,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:25])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[H:20][O:24][H:26],[C:0]([C:1]([C:3]([C:5]([O:11])([H:23])[H:25])[O:9][H:15])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[H:20][O:24][H:26],32.7390531435244,40.80066769000256,TCIT fails
+GZCGUPFRVQAUEE_314_3-cata1_0,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0]([C:1]([C:3]([C:5]([O:11][H:13])([H:20])[H:23])[O:9][H:15])([O:7])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],33.12308895748222,41.64404045794209,TCIT fails
+GZCGUPFRVQAUEE_314_3-cata1_1,[C:0]([C:1]([C:3]([C:5](=[O:11])[H:23])([O:9][H:15])[H:20])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0]([C:1]([C:3]([C:5]([O:11][H:13])([H:20])[H:23])[O:9][H:15])([O:7])[H:18])([C:2]([C:4]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],29.71131980603536,38.5679888890037,TCIT fails
+AVVWPBAENSWJCB_121_0-cata_4,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:3]([O:9][H:14])([H:20])[C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]([C:2]([C:3](/[C:1](=[C:4](/[C:5]([O:11][H:16])([H:22])[H:23])[O:10][H:15])[H:18])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([O:6][H:25])([O:7][H:12])[H:17].[H:21][O:24][H:26],51.08303835693833,56.329017776962665,7.9077437858508635
+AVVWPBAENSWJCB_133_0-cata_0,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:3]([O:9][H:14])([H:20])[C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:3]([H:20])=[C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])[O:6]1.[H:18][O:24][H:26].[O:9]([H:14])[H:25],52.24581346049887,59.4094619124613,12.998565965583166
+AVVWPBAENSWJCB_133_0-cata_3,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:3]([O:9][H:14])([H:20])[C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:3]([H:20])=[C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])[O:6]1.[H:18][O:24][H:26].[O:9]([H:14])[H:25],50.90670818752682,57.59721447647106,12.998565965583166
+AVVWPBAENSWJCB_133_0-cata_4,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:3]([O:9][H:14])([H:20])[C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:3]([H:20])=[C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])[O:6]1.[H:18][O:24][H:26].[O:9]([H:14])[H:25],53.9294214489572,58.714808896002985,12.998565965583166
+AVVWPBAENSWJCB_138_0-cata_3,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:3]([O:9][H:14])([H:20])[C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:3]([O:9][H:14])([H:20])/[C:1](=[C:4](/[C:5]([O:11][H:16])([H:22])[H:23])[H:21])[O:6]1.[H:18][O:24][H:26].[O:10]([H:15])[H:25],57.393901398485,61.959660520514575,6.814770554493289
+AVVWPBAENSWJCB_151_0-cata_1,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:3]([O:9][H:14])([H:20])[C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]([C:2](=[O:8])[H:19])([O:6][C:1]([C:3]([O:9][H:14])([H:20])[H:25])([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])[H:18])([O:7][H:12])[H:17].[H:13][O:24][H:26],69.99052710149903,75.82573794196249,11.978250478011462
+AVVWPBAENSWJCB_151_0-cata_2,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:3]([O:9][H:14])([H:20])[C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]([C:2](=[O:8])[H:19])([O:6][C:1]([C:3]([O:9][H:14])([H:20])[H:25])([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])[H:18])([O:7][H:12])[H:17].[H:13][O:24][H:26],68.96768661644188,74.45651221299515,11.978250478011462
+AVVWPBAENSWJCB_154_0-cata_0,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:3]([O:9][H:14])([H:20])[C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]([C:2]([O:8][H:13])([H:19])[H:25])([O:6][C:1]([C:3](=[O:9])[H:20])([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])[H:18])([O:7][H:12])[H:17].[H:14][O:24][H:26],66.40807536598372,72.56080601350159,9.0788718929254
+AVVWPBAENSWJCB_154_0-cata_1,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:3]([O:9][H:14])([H:20])[C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]([C:2]([O:8][H:13])([H:19])[H:25])([O:6][C:1]([C:3](=[O:9])[H:20])([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])[H:18])([O:7][H:12])[H:17].[H:14][O:24][H:26],71.15706726205005,76.50344820196358,9.0788718929254
+AVVWPBAENSWJCB_154_0-cata_2,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:3]([O:9][H:14])([H:20])[C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]([C:2]([O:8][H:13])([H:19])[H:25])([O:6][C:1]([C:3](=[O:9])[H:20])([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])[H:18])([O:7][H:12])[H:17].[H:14][O:24][H:26],66.91698557048295,73.37531334451401,9.0788718929254
+AVVWPBAENSWJCB_154_0-cata_4,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:3]([O:9][H:14])([H:20])[C:1]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]([C:2]([O:8][H:13])([H:19])[H:25])([O:6][C:1]([C:3](=[O:9])[H:20])([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])[H:18])([O:7][H:12])[H:17].[H:14][O:24][H:26],65.6763992889762,71.37355803950284,9.0788718929254
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+BJHIKXHVCXFQLS_74_0-cata_2,[C:0]([C:1]([C:5]([C:4]([O:10][H:16])([H:22])[H:23])=[O:11])([O:7][H:13])[H:18])([C:2]([C:3]([O:9][H:15])([H:20])[H:21])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0](\[C:1]([C:5]([C:4]([O:10][H:16])([H:22])[H:23])=[O:11])([O:7][H:13])[H:18])(=[C:2](/[C:3]([O:9][H:15])([H:20])[H:21])[H:19])[O:6][H:12].[H:17][O:24][H:26].[O:8]([H:14])[H:25],49.637883978520016,55.705273333968,14.4663001912046
+BJHIKXHVCXFQLS_74_0-cata_3,[C:0]([C:1]([C:5]([C:4]([O:10][H:16])([H:22])[H:23])=[O:11])([O:7][H:13])[H:18])([C:2]([C:3]([O:9][H:15])([H:20])[H:21])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0](\[C:1]([C:5]([C:4]([O:10][H:16])([H:22])[H:23])=[O:11])([O:7][H:13])[H:18])(=[C:2](/[C:3]([O:9][H:15])([H:20])[H:21])[H:19])[O:6][H:12].[H:17][O:24][H:26].[O:8]([H:14])[H:25],51.93770629599203,57.697615996502925,14.4663001912046
+JMCRDEBJJPRTPV_1_0-cata_0,[C:0](=[C:1](/[O:3][H:5])[H:7])(\[O:2][H:4])[H:6].[O:8]([H:9])[H:10],[C:0]([C:1]([O:3][H:5])([H:7])[H:9])(=[O:2])[H:6].[H:4][O:8][H:10],27.53323433150568,35.546530646498816,-9.383843212237107
+JMCRDEBJJPRTPV_1_0-cata_2,[C:0](=[C:1](\[O:3][H:5])[H:7])(\[O:2][H:4])[H:6].[O:8]([H:9])[H:10],[C:0]([C:1]([O:3][H:5])([H:7])[H:9])(=[O:2])[H:6].[H:4][O:8][H:10],27.896562331980107,37.12785458650137,-9.383843212237107
+JMCRDEBJJPRTPV_1_1-cata2_0,[C:0](=[C:1](\[O:3][H:5])[H:7])(\[O:2][H:4])[H:6].[O:8]([H:9])[H:10],[C:0]([C:1]([O:3][H:4])([H:7])[H:9])(=[O:2])[H:6].[H:5][O:8][H:10],32.160489384487,40.45114489849328,-9.383843212237107
+RZOVLAAGELHPAH_140_0-cata_0,[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]1([O:7][H:12])([H:17])[C:1](/[C:2](=[C:3](/[C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])[O:9][H:14])[H:19])([H:18])[O:6]1.[H:20][O:24][H:26].[O:8]([H:13])[H:25],55.69648820099018,61.9948010524972,11.521271510516234
+RZOVLAAGELHPAH_156_0-cata_3,[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]1([O:7][H:12])([H:17])[C:1](/[C:2](=[C:3](/[C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])[H:20])[O:8][H:13])([H:18])[O:6]1.[H:19][O:24][H:26].[O:9]([H:14])[H:25],51.87683787457437,58.086044377021,12.383365200764848
+RZOVLAAGELHPAH_175_0-cata_0,[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3](=[O:9])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])([H:21])[H:25].[H:14][O:24][H:26],69.27767630951531,75.76235948247982,17.93451242829828
+RZOVLAAGELHPAH_181_0-cata_1,[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]1([O:7][H:12])([H:17])[C:1]([C:2](/[C:3](=[C:4](/[C:5]([O:11][H:16])([H:22])[H:23])[O:10][H:15])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[H:21][O:24][H:26].[O:9]([H:14])[H:25],51.524177535466,57.80178257352529,14.940726577437845
+RZOVLAAGELHPAH_181_0-cata_2,[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]1([O:7][H:12])([H:17])[C:1]([C:2](/[C:3](=[C:4](/[C:5]([O:11][H:16])([H:22])[H:23])[O:10][H:15])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[H:21][O:24][H:26].[O:9]([H:14])[H:25],55.36830073253404,59.65607314598073,14.940726577437845
+RZOVLAAGELHPAH_192_0-cata_0,[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]1([O:7][H:12])([H:17])[C:1]([C:2](/[C:3](=[C:4](/[C:5]([O:11][H:16])([H:22])[H:23])[H:21])[O:9][H:14])([O:8][H:13])[H:19])([H:18])[O:6]1.[H:20][O:24][H:26].[O:10]([H:15])[H:25],58.38913146554051,62.45351049698049,13.23709369024857
+RZOVLAAGELHPAH_192_0-cata_3,[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]1([O:7][H:12])([H:17])[C:1]([C:2](/[C:3](=[C:4](/[C:5]([O:11][H:16])([H:22])[H:23])[H:21])[O:9][H:14])([O:8][H:13])[H:19])([H:18])[O:6]1.[H:20][O:24][H:26].[O:10]([H:15])[H:25],54.138382112500345,58.26049201800859,13.23709369024857
+RZOVLAAGELHPAH_192_0-cata_4,[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]1([O:7][H:12])([H:17])[C:1]([C:2](/[C:3](=[C:4](/[C:5]([O:11][H:16])([H:22])[H:23])[H:21])[O:9][H:14])([O:8][H:13])[H:19])([H:18])[O:6]1.[H:20][O:24][H:26].[O:10]([H:15])[H:25],55.34194533352924,60.37708156151518,13.23709369024857
+RZOVLAAGELHPAH_206_0-cata_0,[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3]([C:4](=[O:10])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[C:5]([O:11][H:16])([H:22])([H:23])[H:25].[H:15][O:24][H:26],69.78031141903038,74.86502089753385,16.463193116634812
+RZOVLAAGELHPAH_206_0-cata_2,[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3]([C:4](=[O:10])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[C:5]([O:11][H:16])([H:22])([H:23])[H:25].[H:15][O:24][H:26],66.44133336954243,71.83791506954323,16.463193116634812
+RZOVLAAGELHPAH_211_0-cata_1,[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3](/[C:4](=[C:5](/[O:11][H:16])[H:23])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[H:22][O:24][H:26].[O:10]([H:15])[H:25],54.95288944351276,60.54776414551229,11.64340344168263
+RZOVLAAGELHPAH_211_0-cata_2,[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3](/[C:4](=[C:5](/[O:11][H:16])[H:23])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[H:22][O:24][H:26].[O:10]([H:15])[H:25],50.95126136198568,57.84194318149523,11.64340344168263
+RZOVLAAGELHPAH_217_0-cata_1,[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3]([C:4](=[C:5]([H:22])[H:23])[O:10][H:15])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[H:21][O:24][H:26].[O:11]([H:16])[H:25],52.79739431103305,59.528688717516985,7.499282982791575
+RZOVLAAGELHPAH_33_1-cata_0,[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([O:6][H:25])[H:18])(=[O:7])[H:17].[H:12][O:24][H:26],14.006012040022648,23.032736197489683,-22.85396749521985
+RZOVLAAGELHPAH_76_0-cata1_1,[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C-:0]1=[O+:6][C:1]1([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])[H:18].[H:12][O:24][H:26].[O:7]([H:17])[H:25],32.69575498799104,41.89002418203444,TCIT fails
+RZOVLAAGELHPAH_76_0-cata1_4,[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C-:0]1=[O+:6][C:1]1([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])[H:18].[H:12][O:24][H:26].[O:7]([H:17])[H:25],44.91022740554249,50.22209532304316,TCIT fails
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+BJHIKXHVCXFQLS_224_1-cata_2,[C:0]([C:1]([C:5]([C:4]([O:10][H:16])([H:22])[H:23])=[O:11])([O:7][H:13])[H:18])([C:2]([C:3]([O:9][H:15])([H:20])[H:21])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0]([C:1]([C:5]1([O:11][H:25])[C:4]([H:22])([H:23])[O:10]1)([O:7][H:13])[H:18])([C:2]([C:3]([O:9][H:15])([H:20])[H:21])([O:8][H:16])[H:19])([O:6][H:12])[H:17].[H:14][O:24][H:26],34.33731984005552,43.59559500300866,12.848948374760992
+BJHIKXHVCXFQLS_229_10-cata2_3,[C:0]([C:1]([C:5]([C:4]([O:10][H:16])([H:23])[H:25])=[O:11])([O:7][H:13])[H:18])([C:2]([C:3]([O:9][H:15])([H:20])[H:21])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[H:22][O:24][H:26],[C:0]([C:1](/[C:5](=[C:4](/[O:10][H:16])[H:23])[O:11][H:15])([O:7][H:13])[H:18])([C:2]([C:3]([O:9][H:26])([H:20])[H:21])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[H:22][O:24][H:25],26.81787350156397,36.11505425349022,10.58006692160613
+BJHIKXHVCXFQLS_229_11-cata2_3,[C:0]([C:1]([C:5]([C:4]([O:10][H:16])([H:22])[H:23])=[O:11])([O:7][H:13])[H:18])([C:2]([C:3]([O:9][H:12])([H:20])[H:21])([O:8][H:14])[H:19])([O:6][H:25])[H:17].[H:15][O:24][H:26],[C:0]([C:1](/[C:5](=[C:4](/[O:10][H:16])[H:23])[O:11][H:25])([O:7][H:13])[H:18])([C:2]([C:3]([O:9][H:15])([H:20])[H:21])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[H:22][O:24][H:26],30.42856316450798,39.65797289046266,10.58006692160613
+BJHIKXHVCXFQLS_229_6-cata2_1,[C:0]([C:1]([C:5]([C:4]([O:10][H:16])([H:22])[H:23])=[O:11])([O:7][H:13])[H:18])([C:2]([C:3]([O:9][H:15])([H:20])[H:21])([O:8][H:19])[H:25])([O:6][H:12])[H:17].[H:14][O:24][H:26],[C:0]([C:1](/[C:5](=[C:4](\[O:10][H:16])[H:23])[O:11][H:26])([O:7][H:13])[H:18])([C:2]([C:3]([O:9][H:15])([H:20])[H:21])([O:8][H:19])[H:25])([O:6][H:12])[H:17].[H:14][O:24][H:22],32.58845086354793,43.44562023245928,10.58006692160613
+BJHIKXHVCXFQLS_229_8-cata2_4,[C:0]([C:1]([C:5]([C:4]([O:10][H:16])([H:22])[H:23])=[O:11])([O:7][H:13])[H:18])([C:2]([C:3]([O:9][H:15])([H:20])[H:21])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0]([C:1](/[C:5](=[C:4](/[O:10][H:16])[H:23])[O:11][H:25])([O:7][H:13])[H:18])([C:2]([C:3]([O:9][H:15])([H:20])[H:21])([O:8][H:14])[H:19])([O:6][H:12])[H:17].[H:22][O:24][H:26],31.9490186829502,44.43269267596404,10.58006692160613
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+RZOVLAAGELHPAH_38_0-cata_3,[C:0]1([O:7][H:12])([H:17])[C:1]([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:8][H:13])[H:19])([O:6][H:12])[H:18])(=[O:7])[H:17].[O:24]([H:25])[H:26],25.52143887455553,35.06523086000121,-22.85396749521985
+SRFTVSFDSVNYPW_47_0-cata_2,[C:0]1([O:7][H:12])([H:17])[C:1]([O:8][H:13])([H:18])[C:2]([O:9][H:14])([H:19])[C:3]([O:10][H:15])([H:20])[C:4]([O:11][H:16])([H:21])[C:5]([H:22])([H:23])[O:6]1.[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([C:3]([C:4]([C:5]([O:6][H:12])([H:22])[H:23])([O:11][H:16])[H:21])([O:10][H:15])[H:20])([O:9][H:14])[H:19])([O:8][H:13])[H:18])(=[O:7])[H:17].[O:24]([H:25])[H:26],33.12308895755356,39.63852009594044,7.900573613766739
+YTBSYETUWUMLBZ_124_0-cata1_2,[C:0]([C:1]([C:3](=[O:7])[H:15])([O:5][H:9])[H:12])([C:2]([O:6][H:10])([H:13])[H:14])([O:4][H:8])[H:11].[O:16]([H:17])[H:18],[C:0]([C:1]([C:3]([O:7])([H:12])[H:15])[O:5][H:9])([C:2]([O:6][H:10])([H:13])[H:14])([O:4][H:8])[H:11].[O:16]([H:17])[H:18],34.39065814749219,43.847853821942486,TCIT fails
+YTBSYETUWUMLBZ_15_0-cata_4,[C:0]([C:1]([C:3](=[O:7])[H:15])([O:5][H:9])[H:12])([C:2]([O:6][H:10])([H:13])[H:14])([O:4][H:8])[H:11].[O:16]([H:17])[H:18],[C:0](/[C:1](=[C:3](\[O:7][H:18])[H:15])[O:5][H:9])([C:2]([O:6][H:10])([H:13])[H:14])([O:4][H:8])[H:11].[H:12][O:16][H:17],32.34058461096034,43.45754291300051,6.705544933078404
+YTBSYETUWUMLBZ_28_0-cata_2,[C:0]([C:1]([C:3](=[O:7])[H:15])([O:5][H:9])[H:12])([C:2]([O:6][H:10])([H:13])[H:14])([O:4][H:8])[H:11].[O:16]([H:17])[H:18],[C:0](/[C:1](=[C:3](\[O:7][H:8])[H:15])[O:5][H:9])([C:2]([O:6][H:10])([H:13])[H:14])([O:4][H:17])[H:11].[H:12][O:16][H:18],30.43421074999372,41.29953774245581,6.705544933078404
+YTBSYETUWUMLBZ_71_6-cata2_3,[C:0]([C:1]([C:3](=[O:7])[H:15])([O:5][H:9])[H:12])([C:2]([O:6][H:10])([H:14])[H:17])([O:4][H:8])[H:11].[H:13][O:16][H:18],[C:0](/[C:1](=[C:3](\[O:7][H:18])[H:15])[O:5][H:9])([C:2]([O:6][H:12])([H:14])[H:17])([O:4][H:8])[H:11].[H:10][O:16][H:13],26.734414737917987,36.76327156699444,6.705544933078404
+YTBSYETUWUMLBZ_71_0-cata_2,[C:0]([C:1]([C:3](=[O:7])[H:15])([O:5][H:9])[H:12])([C:2]([O:6][H:10])([H:13])[H:14])([O:4][H:8])[H:11].[O:16]([H:17])[H:18],[C:0](=[C:1](\[C:3](=[O:7])[H:15])[O:5][H:9])(\[C:2]([O:6][H:10])([H:13])[H:14])[H:11].[H:12][O:16][H:17].[O:4]([H:8])[H:18],32.04753767448682,41.54050139048949,5.892686424474181
+YTBSYETUWUMLBZ_9_0-cata_3,[C:0]([C:1]([C:3](=[O:7])[H:15])([O:5][H:9])[H:12])([C:2]([O:6][H:10])([H:13])[H:14])([O:4][H:17])[H:11].[H:8][O:16][H:18],[C:0]([C:2]([O:6][H:10])([H:13])[H:14])(=[O:4])[H:11].[C:1](=[C:3](/[O:7][H:18])[H:15])(\[O:5][H:9])[H:12].[H:8][O:16][H:17],32.661869475005254,40.24030170649056,30.72801147227534
+FMAORJIQYMIRHF_13_0-cata_0,[C:0]1([O:5][H:8])([H:11])[C:1]([O:6][H:9])([H:12])[C:2]([O:7][H:10])([H:13])[C:3]([H:14])([H:15])[O:4]1.[O:16]([H:17])[H:18],[C:0]([O:4][C:3]([C:2]([C:1](=[O:6])[H:12])([O:7][H:10])[H:13])([H:14])[H:15])([O:5][H:8])([H:11])[H:17].[H:9][O:16][H:18],61.4087071794788,68.59871103044604,12.411328871892918
+FMAORJIQYMIRHF_13_0-cata_1,[C:0]1([O:5][H:8])([H:11])[C:1]([O:6][H:9])([H:12])[C:2]([O:7][H:10])([H:13])[C:3]([H:14])([H:15])[O:4]1.[O:16]([H:17])[H:18],[C:0]([O:4][C:3]([C:2]([C:1](=[O:6])[H:12])([O:7][H:10])[H:13])([H:14])[H:15])([O:5][H:8])([H:11])[H:17].[H:9][O:16][H:18],65.89414508549716,71.47144952146971,12.411328871892918
+FMAORJIQYMIRHF_26_1-cata_0,[C:0]1([O:5][H:8])([H:11])[C:1]([O:6][H:9])([H:12])[C:2]([O:7][H:10])([H:13])[C:3]([H:14])([H:15])[O:4]1.[O:16]([H:17])[H:18],[C:0]([C:1]([C:2]([C:3]([O:4][H:17])([H:14])[H:15])([O:7][H:10])[H:13])([O:6][H:9])[H:12])(=[O:5])[H:11].[H:8][O:16][H:18],13.821524246989055,22.18308833449465,5.2913479923518185
+FMAORJIQYMIRHF_26_1-cata_1,[C:0]1([O:5][H:8])([H:11])[C:1]([O:6][H:9])([H:12])[C:2]([O:7][H:10])([H:13])[C:3]([H:14])([H:15])[O:4]1.[O:16]([H:17])[H:18],[C:0]([C:1]([C:2]([C:3]([O:4][H:17])([H:14])[H:15])([O:7][H:10])[H:13])([O:6][H:9])[H:12])(=[O:5])[H:11].[H:8][O:16][H:18],12.142308825019631,20.211453485478778,5.2913479923518185
+FMAORJIQYMIRHF_26_1-cata_2,[C:0]1([O:5][H:8])([H:11])[C:1]([O:6][H:9])([H:12])[C:2]([O:7][H:10])([H:13])[C:3]([H:14])([H:15])[O:4]1.[O:16]([H:17])[H:18],[C:0]([C:1]([C:2]([C:3]([O:4][H:17])([H:14])[H:15])([O:7][H:10])[H:13])([O:6][H:9])[H:12])(=[O:5])[H:11].[H:8][O:16][H:18],12.767308287011131,20.851513175503595,5.2913479923518185
+FMAORJIQYMIRHF_50_0-cata_3,[C:0]1([O:5][H:8])([H:11])[C:1]([O:6][H:9])([H:12])[C:2]([O:7][H:10])([H:13])[C:3]([H:14])([H:15])[O:4]1.[O:16]([H:17])[H:18],[C:0]([C:1](=[O:6])[H:12])([O:4][C:3]([C:2]([O:7][H:10])([H:13])[H:17])([H:14])[H:15])([O:5][H:8])[H:11].[H:9][O:16][H:18],62.45162796848525,68.33452953097098,12.065487571701713
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+ZFLZVOVMARLBGK_163_0-cata_2,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:25])[C:1]([O:8][H:13])([H:17])[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([H:18])[O:6]1.[H:12][O:24][H:26],[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:6][H:26])[H:18])([O:8][H:13])[H:17])([C:4]([O:10][H:15])([H:20])[H:21])=[O:7].[H:12][O:24][H:25],11.881264873036647,18.90999878248301,-15.949091778202675
+ZFLZVOVMARLBGK_163_0-cata_3,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([O:8][H:13])([H:17])[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:6][H:25])[H:18])([O:8][H:13])[H:17])([C:4]([O:10][H:15])([H:20])[H:21])=[O:7].[H:12][O:24][H:26],12.268438234557884,19.49044507001566,-15.949091778202675
+ZFLZVOVMARLBGK_64_0-cata_0,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([O:8][H:13])([H:17])[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0](=[C:1](/[O:8][H:13])[H:17])(\[C:4]([O:10][H:15])([H:20])[H:21])[O:7][H:12].[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])(=[O:6])[H:18].[O:24]([H:25])[H:26],21.19476087199305,29.35112935301733,15.84799235181644
+ZFLZVOVMARLBGK_72_0-cata_0,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([O:8][H:13])([H:17])[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:6][H:25])[H:18])([O:8][H:13])[H:17])([C:4]([O:10])([H:20])[H:21])[O:7][H:12].[H:15][O:24][H:26],17.806209571987573,26.68735152546547,TCIT fails
+ZFLZVOVMARLBGK_99_1-cata_4,[C:0]1([C:4]([O:10][H:13])([H:20])[H:21])([O:7][H:12])[C:1]([O:8][H:25])([H:17])[C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([H:18])[O:6]1.[H:15][O:24][H:26],[C:0]([C:1](/[C:2](=[C:3](\[O:9][H:14])[H:19])[H:18])([O:8][H:25])[H:17])([C:4]([O:10][H:13])([H:20])[H:21])([O:6][H:16])[O:7][H:12].[C:5](=[O:11])([H:22])[H:23].[H:15][O:24][H:26],34.18483503158381,44.1735312524763,3.891013384321217
+CDCKCSRWIDFXIZ_13_7-cata1_4,[C:0]([C:1](/[C:4](=[C:5](\[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0](/[C:1](=[C:4](\[C:5]([O:11][H:17])([H:23])[H:25])[O:9][H:15])[O:7][H:13])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:19][O:24][H:26],56.41937914501988,63.538474422452126,-5.94478967495221
+CDCKCSRWIDFXIZ_158_0-cata_2,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2](=[O:8])[H:20])([O:6][H:12])[H:18].[C:3]([O:10][H:16])([H:21])([H:22])[H:25].[H:14][O:24][H:26],65.49065647701711,72.0920564169723,16.46319311663476
+CDCKCSRWIDFXIZ_167_0-cata_1,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])(/[C:2](=[C:3](\[O:10][H:16])[H:22])[H:20])([O:6][H:12])[H:18].[H:21][O:24][H:26].[O:8]([H:14])[H:25],53.55354325855013,60.75107722349835,11.643403441682574
+CDCKCSRWIDFXIZ_182_0-cata_4,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2](=[C:3]([H:21])[H:22])[O:8][H:14])([O:6][H:12])[H:18].[H:20][O:24][H:26].[O:10]([H:16])[H:25],53.716695728494905,59.74768953296344,7.499282982791575
+CDCKCSRWIDFXIZ_226_0-cata_0,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]1([O:6][H:12])([H:18])[C:1]([O:7][H:13])([H:19])[C:4]([C:5]([O:11][H:17])([H:23])[H:25])([O:9][H:15])[O:8][C:2]1([C:3]([O:10][H:16])([H:21])[H:22])[H:20].[H:14][O:24][H:26],23.88865915554021,35.35074768249375,-9.337476099426382
+CDCKCSRWIDFXIZ_226_0-cata_2,[C:0]([C:1](/[C:4](=[C:5](\[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]1([O:6][H:12])([H:18])[C:1]([O:7][H:13])([H:19])[C:4]([C:5]([O:11][H:17])([H:23])[H:25])([O:9][H:15])[O:8][C:2]1([C:3]([O:10][H:16])([H:21])[H:22])[H:20].[H:14][O:24][H:26],36.55744845101472,46.36479442650838,-9.337476099426382
+CDCKCSRWIDFXIZ_228_10-cata2_3,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:4]([C:5]([O:11][H:17])([H:23])[H:25])=[O:9])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:15][O:24][H:26],29.68621942602739,39.33166795050177,-10.58006692160613
+CDCKCSRWIDFXIZ_228_11-cata1_0,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:4]([C:5]([O:11][H:17])([H:16])[H:23])=[O:9])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:25])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:15][O:24][H:26],19.86569575099566,28.90999017448967,-10.58006692160613
+CDCKCSRWIDFXIZ_228_11-cata2_1,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:4]([C:5]([O:11][H:17])([H:23])[H:25])=[O:9])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:15])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:16][O:24][H:26],16.396195725551877,27.06071967795022,-10.58006692160613
+CDCKCSRWIDFXIZ_228_7-cata1_0,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:4]([C:5]([O:11][H:17])([H:23])[H:25])=[O:9])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:15][O:24][H:26],37.51251790995761,46.09810288896832,-10.58006692160613
+CDCKCSRWIDFXIZ_228_7-cata1_1,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:4]([C:5]([O:11][H:17])([H:23])[H:25])=[O:9])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:15][O:24][H:26],34.07564837857412,42.400189405459166,-10.58006692160613
+CDCKCSRWIDFXIZ_228_7-cata1_4,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:4]([C:5]([O:11][H:17])([H:23])[H:25])=[O:9])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:15][O:24][H:26],32.285363774957084,40.968840236006,-10.58006692160613
+CDCKCSRWIDFXIZ_230_0-cata_0,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]1([O:6][H:12])([H:18])[C:1]([O:7][H:13])([H:19])[C:4]([C:5]([O:11][H:17])([H:23])[H:25])([O:9][H:15])[O:10][C:3]([H:21])([H:22])[C:2]1([O:8][H:14])[H:20].[H:16][O:24][H:26],27.912877579010253,38.98653772544572,-12.0602294455067
+CDCKCSRWIDFXIZ_231_0-cata_0,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]1([O:6][H:12])([H:18])[C:1]([O:7][H:13])([H:19])[C:4]([O:9][H:15])([H:25])[C:5]([O:11][H:17])([H:23])[O:10][C:3]([H:21])([H:22])[C:2]1([O:8][H:14])[H:20].[H:16][O:24][H:26],34.9736144730185,47.6681316579994,-15.882648183556398
+CDCKCSRWIDFXIZ_233_0-cata_0,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:4]([C:5](=[O:11])[H:23])([O:9][H:15])[H:25])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:17][O:24][H:26],36.267539061961934,45.56785736145161,-7.982074569789659
+CDCKCSRWIDFXIZ_233_0-cata_3,[C:0]([C:1](/[C:4](=[C:5](\[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:4]([C:5](=[O:11])[H:23])([O:9][H:15])[H:25])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:17][O:24][H:26],30.31121888794755,39.24883669649688,-7.982074569789659
+CDCKCSRWIDFXIZ_233_0-cata_4,[C:0]([C:1](/[C:4](=[C:5](\[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:4]([C:5](=[O:11])[H:23])([O:9][H:15])[H:25])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:17][O:24][H:26],31.843597087002344,40.6889709989992,-7.982074569789659
+CDCKCSRWIDFXIZ_233_10-cata2_3,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:4]([C:5](=[O:11])[H:23])([O:9][H:15])[H:25])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:17][O:24][H:26],32.91224576544383,42.94361263244261,-7.982074569789659
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+CDCKCSRWIDFXIZ_23_1-cata_0,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:4]([C:5]([O:11][H:17])([H:23])[H:25])=[O:9])([O:7][H:15])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:13])[H:20])([O:6][H:12])[H:18].[H:14][O:24][H:26],26.71056937697819,35.87032554846605,-10.58006692160613
+CDCKCSRWIDFXIZ_326_0-cata_3,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:14])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:15])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:4]([C:5]([O:11][H:17])([H:23])[H:25])=[O:9])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:15])[H:20])([O:6][H:12])[H:18].[H:14][O:24][H:26],22.965592681016524,34.95855424498519,-10.58006692160613
+CDCKCSRWIDFXIZ_37_1-cata2_3,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:25])[H:18].[H:12][O:24][H:26],[C:0]([C:1]([C:4]([C:5]([O:11][H:17])([H:23])[H:25])=[O:9])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:15][O:24][H:26],29.27645572249185,36.93144411299789,-10.58006692160613
+CDCKCSRWIDFXIZ_13_9-cata2_3,[C:0]([C:1](/[C:4](=[C:5](\[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:4]([C:5]([O:11][H:17])([H:23])[H:25])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6])[H:18].[H:12][O:24][H:26],29.86192208601182,40.7536044774787,TCIT fails
+CDCKCSRWIDFXIZ_148_2-cata_4,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])(=[O:6])[H:18].[C:1](=[C:4](\[C:5]([O:11][H:17])([H:23])[H:25])[O:9][H:15])(\[O:7][H:13])[H:19].[H:12][O:24][H:26],34.54314295603524,41.95591267951077,21.217017208412987
+CDCKCSRWIDFXIZ_208_0-cata_0,[C:0]([C:1](/[C:4](=[C:5](\[O:11][H:16])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:25])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:17][O:24][H:26],[C:0]([C:1]([C:4]([C:5](=[O:11])[H:23])([O:9][H:15])[H:26])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:17][O:24][H:25],22.76604466002096,33.05971049799955,-7.982074569789659
+CDCKCSRWIDFXIZ_228_12-cata2_1,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:4]([C:5](=[O:11])[H:23])([O:9][H:15])[H:25])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:17][O:24][H:26],32.91287327494224,42.94612267050761,-7.982074569789659
+CDCKCSRWIDFXIZ_230_0-cata_3,[C:0]([C:1](/[C:4](=[C:5](\[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:4]([C:5](=[O:11])[H:23])([O:9][H:15])[H:25])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:17][O:24][H:26],30.44613343053496,40.04451874248548,-7.982074569789659
+CDCKCSRWIDFXIZ_232_0-cata_3,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:4]([C:5](=[O:11])[H:23])([O:9][H:17])[H:25])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:15])[H:20])([O:6][H:12])[H:18].[H:14][O:24][H:26],27.013656465497704,36.14266467149186,-7.982074569789659
+CDCKCSRWIDFXIZ_224_0-cata_4,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]1([H:19])[C:4]([C:5]([O:11][H:17])([H:23])[H:25])([O:9][H:15])[O:7]1)([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:13][O:24][H:26],31.810339083443637,38.73490641601031,13.812141491395785
+CDCKCSRWIDFXIZ_23_1-cata_4,[C:0]([C:1](/[C:4](=[C:5](\[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]1([H:19])[C:4]([C:5]([O:11][H:17])([H:23])[H:25])([O:9][H:15])[O:7]1)([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:13][O:24][H:26],31.444501045011208,40.7718022530041,13.812141491395785
+CDCKCSRWIDFXIZ_312_0-cata_2,[C:0]([C:1](/[C:4](=[C:5](\[O:11][H:16])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:17])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0](/[C:1](=[C:4](\[C:5](=[O:11])[H:23])[O:9][H:15])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:17][O:24][H:26].[O:7]([H:13])[H:25],28.10740552394716,36.87685078649304,-1.182839388145332
+CDCKCSRWIDFXIZ_312_0-cata_3,[C:0]([C:1](/[C:4](=[C:5](/[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0](/[C:1](=[C:4](/[C:5](=[O:11])[H:23])[O:9][H:15])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:17][O:24][H:26].[O:7]([H:13])[H:25],31.17718199804407,42.18746368499687,-1.182839388145332
+CDCKCSRWIDFXIZ_37_2-cata1_1,[C:0]([C:1](/[C:4](=[C:5](\[O:11][H:17])[H:23])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:4]([C:5]([O:11])([H:23])[H:25])[O:9][H:15])([O:7][H:13])[H:19])([C:2]([C:3]([O:10][H:16])([H:21])[H:22])([O:8][H:14])[H:20])([O:6][H:12])[H:18].[H:17][O:24][H:26],28.2981684119649,39.64542270049435,TCIT fails
+HSKFDMUXTCPHCB_100_0-cata_0,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:1]([C:3]([C:4]([C:5]([O:11][H:14])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:25])[H:20])([H:18])[O:6]1.[H:16][O:24][H:26],[C:0]([C:2]([C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:6][H:25])[H:18])([O:8][H:13])[H:19])(=[O:7])[H:17].[H:12][O:24][H:26],17.175562524510333,24.102012385500924,-6.809273422562144
+HSKFDMUXTCPHCB_168_0-cata_1,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:25])[H:20])([H:18])[O:6]1.[H:14][O:24][H:26],[C:0]([C:2]([C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:12])[H:20])([O:6][H:25])[H:18])([O:8][H:13])[H:19])(=[O:7])[H:17].[H:14][O:24][H:26],23.74621449897181,32.15797934649334,-6.809273422562144
+HSKFDMUXTCPHCB_199_0-cata_2,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0]([C:2]([C:1]([C:3]([C:4]([C:5]([O:11][H:12])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:6][H:16])[H:18])([O:8][H:13])[H:19])(=[O:7])[H:17].[O:24]([H:25])[H:26],11.535507138482188,20.272949416466197,-6.809273422562144
+HSKFDMUXTCPHCB_97_1-cata_3,[C:0]1([O:7][H:25])([H:17])[C:2]([O:8][H:13])([H:19])[C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([H:18])[O:6]1.[H:12][O:24][H:26],[C:0]([C:2]([C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([O:6][H:25])[H:18])([O:8][H:13])[H:19])(=[O:7])[H:17].[H:12][O:24][H:26],22.991948080021324,34.15283204695059,-6.809273422562144
+HSKFDMUXTCPHCB_34_0-cata_2,[C:0]1([O:7][H:12])([H:17])[C:2]([O:8][H:13])([H:19])[C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])([H:18])[O:6]1.[O:24]([H:25])[H:26],[C:0](=[C:2](/[O:8][H:13])[H:19])(\[O:7][H:12])[H:17].[C:1]([C:3]([C:4]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:21])([O:9][H:14])[H:20])(=[O:6])[H:18].[O:24]([H:25])[H:26],27.76353031803062,37.19186055548246,22.43522944550667
+PVEULSFTFHDNNN_107_0-cata_1,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([O:7][H:12])[C:4]([H:20])([H:21])[O:6]1.[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8])[H:17])([C:4]([O:6][H:13])([H:20])[H:21])[O:7][H:12].[O:24]([H:25])[H:26],23.88175655105764,31.137021389931444,TCIT fails
+PVEULSFTFHDNNN_107_0-cata_3,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:25])[H:17])([O:7][H:12])[C:4]([H:20])([H:21])[O:6]1.[H:13][O:24][H:26],[C:0]1([C:4]([O:6][H:25])([H:20])[H:21])([O:7][H:12])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([H:17])[O:8]1.[H:13][O:24][H:26],11.789020976555523,20.11230698444374,11.543260038240923
+PVEULSFTFHDNNN_75_0-cata_0,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:25])[H:17])([O:7][H:12])[C:4]([H:20])([H:21])[O:6]1.[H:13][O:24][H:26],[C:0]1([C:4]([O:6][H:25])([H:20])[H:21])([O:7][H:12])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([H:17])[O:8]1.[H:13][O:24][H:26],29.61907590948289,36.3045621224398,11.543260038240923
+PVEULSFTFHDNNN_17_0-cata_1,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([O:7][H:25])[C:4]([H:20])([H:21])[O:6]1.[H:12][O:24][H:26],[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([C:4]([O:6][H:26])([H:20])[H:21])=[O:7].[H:12][O:24][H:25],9.433350313510497,17.966852003938687,-12.848948374760992
+PVEULSFTFHDNNN_17_0-cata_2,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([O:7][H:25])[C:4]([H:20])([H:21])[O:6]1.[H:12][O:24][H:26],[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([C:4]([O:6][H:26])([H:20])[H:21])=[O:7].[H:12][O:24][H:25],11.635908658514058,18.697273061949375,-12.848948374760992
+PVEULSFTFHDNNN_17_0-cata_3,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([O:7][H:25])[C:4]([H:20])([H:21])[O:6]1.[H:12][O:24][H:26],[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([C:4]([O:6][H:26])([H:20])[H:21])=[O:7].[H:12][O:24][H:25],9.780990576488865,16.65159209197778,-12.848948374760992
+PVEULSFTFHDNNN_37_2-cata_0,[C:0]1([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:13])[H:17])([O:7][H:12])[C:4]([H:20])([H:21])[O:6]1.[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:13])([H:22])[H:23])([O:10][H:15])[H:19])([O:9][H:14])[H:18])([O:8][H:12])[H:17])([C:4]([O:6][H:26])([H:20])[H:21])=[O:7].[H:16][O:24][H:25],12.097128140991025,20.47249743746176,-12.848948374760992
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+BNFCVHNGQJGIIA_168_6-cata1_4,[C:0]([C:1](/[C:5](=[C:3](\[C:4](=[O:10])[H:19])[O:8][H:22])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15].[H:13][O:21][H:23],[C:0]1([C:2]([O:9][H:14])([H:17])[H:18])([H:15])[C:1]([O:7][H:12])([H:16])[C:5]([H:20])=[C:3]([O:8][H:22])[C:4]([O:10][H:13])([H:19])[O:6]1.[H:11][O:21][H:23],27.45103058703487,38.02268313352501,1.560707456978961
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+BNFCVHNGQJGIIA_161_0-cata_1,[C:0]([C:1](/[C:5](=[C:3](/[C:4](=[O:10])[H:19])[O:8][H:13])[H:20])([O:7][H:12])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15].[O:21]([H:22])[H:23],[C:0]([C:1]([C:5]([C:3]([C:4]([O:10][H:22])[H:19])=[O:8])[H:20])([O:7][H:13])[H:16])([C:2]([O:9][H:14])([H:17])[H:18])([O:6][H:11])[H:15].[H:12][O:21][H:23],32.25336079053788,40.7718022530041,TCIT fails
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+NGHTTWGPJSZSKH_207_0-cata_3,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:26])[H:19])(/[C:4](=[C:5](/[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:14])[H:18].[H:12][O:24][H:25],[C:0](=[C:4](\[C:5]([C:3]([O:11][H:17])([H:22])[H:23])([O:9][H:15])[H:25])[O:7][H:13])(\[O:6][H:14])[H:18].[C:1]([C:2]([O:10][H:16])([H:20])[H:21])(=[O:8])[H:19].[H:12][O:24][H:26],35.67642511302756,42.40520948151784,24.528919694072687
+NGHTTWGPJSZSKH_258_1-cata_0,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](/[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0](=[C:4](/[C:5]([C:3]([O:11][H:17])([H:22])[H:23])([O:9][H:15])[H:25])[O:7][H:13])(\[O:6][H:12])[H:18].[C:1]([C:2]([O:10][H:16])([H:20])[H:21])(=[O:8])[H:19].[H:14][O:24][H:26],37.52632311906543,44.644163377500846,24.528919694072687
+NGHTTWGPJSZSKH_209_0-cata_2,[C:0]([C:1]([C:2]([O:10][H:26])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:16])([O:6][H:12])[H:18].[H:13][O:24][H:25],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5]([C:3]([O:11][H:17])([H:22])[H:23])([O:9][H:15])[H:25])=[O:7])([O:6][H:12])[H:18].[H:13][O:24][H:26],19.148452392594372,28.603138028979664,-2.488288718929268
+NGHTTWGPJSZSKH_209_10-cata1_3,[C:0]([C:1]([C:2]([O:10][H:25])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[H:16][O:24][H:26],[C:0]([C:1]([C:2]([O:10][H:13])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5]([C:3]([O:11][H:17])([H:22])[H:23])([O:9][H:15])[H:16])=[O:7])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],16.573780914031556,26.85866161903233,-2.488288718929268
+NGHTTWGPJSZSKH_209_10-cata2_4,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([O:10][H:13])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5]([C:3]([O:11][H:17])([H:22])[H:23])([O:9][H:15])[H:25])=[O:7])([O:6][H:12])[H:18].[H:16][O:24][H:26],14.853149865095356,25.700906591530455,-2.488288718929268
+NGHTTWGPJSZSKH_209_9-cata2_0,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5]([C:3]([O:11][H:17])([H:22])[H:23])([O:9][H:13])[H:25])=[O:7])([O:6][H:12])[H:18].[H:15][O:24][H:26],31.997336914542224,40.91299189050432,-2.488288718929268
+NGHTTWGPJSZSKH_209_9-cata2_4,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5]([C:3]([O:11][H:17])([H:22])[H:23])([O:9][H:13])[H:25])=[O:7])([O:6][H:12])[H:18].[H:15][O:24][H:26],33.32075445005388,43.67340618102622,-2.488288718929268
+NGHTTWGPJSZSKH_215_0-cata_3,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5]([C:3]([O:11][H:17])([H:22])[H:23])([O:9][H:15])[H:25])=[O:7])([O:6][H:12])[H:18].[H:13][O:24][H:26],28.33205392502203,38.7261212830325,-2.488288718929268
+NGHTTWGPJSZSKH_255_0-cata_0,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5]([C:3]([O:11][H:17])([H:22])[H:23])([O:9][H:15])[H:25])=[O:7])([O:6][H:12])[H:18].[H:13][O:24][H:26],27.31046845903306,36.87622327699463,-2.488288718929268
+NGHTTWGPJSZSKH_31_14-cata2_1,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5]([C:3]([O:11][H:17])([H:22])[H:23])([O:9][H:15])[H:25])=[O:7])([O:6][H:12])[H:18].[H:13][O:24][H:26],32.477381682043,42.53322141947999,-2.488288718929268
+NGHTTWGPJSZSKH_209_0-cata_3,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:26])([O:6][H:12])[H:18].[H:13][O:24][H:25],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:25])[H:19])([C:4]([C:5](=[C:3]([H:22])[H:23])[O:9][H:15])=[O:7])([O:6][H:12])[H:18].[H:13][O:24][H:26].[O:11]([H:14])[H:17],21.548676230026917,31.02030462301211,4.510755258126206
+NGHTTWGPJSZSKH_355_0-cata_0,[C:0]([C:1]([C:2]([O:10][H:26])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:16])([O:6][H:12])[H:18].[H:13][O:24][H:25],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5](=[C:3]([H:22])[H:23])[O:9][H:15])=[O:7])([O:6][H:12])[H:18].[H:13][O:24][H:26].[O:11]([H:17])[H:25],18.4387391480314,29.241315190509237,4.510755258126206
+NGHTTWGPJSZSKH_364_0-cata_0,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](/[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5](=[C:3]([H:22])[H:23])[O:9][H:15])=[O:7])([O:6][H:12])[H:18].[H:13][O:24][H:26].[O:11]([H:17])[H:25],14.989946936035334,23.71295649548444,4.510755258126206
+NGHTTWGPJSZSKH_209_9-cata2_2,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5]([C:3]([O:11][H:17])([H:22])[H:23])=[O:9])([O:7][H:13])[H:25])([O:6][H:12])[H:18].[H:15][O:24][H:26],29.865687143002315,39.44022709401304,-4.635277246653921
+NGHTTWGPJSZSKH_209_9-cata2_3,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5]([C:3]([O:11][H:17])([H:22])[H:23])=[O:9])([O:7][H:13])[H:25])([O:6][H:12])[H:18].[H:15][O:24][H:26],32.304816569550646,41.90382939099958,-4.635277246653921
+NGHTTWGPJSZSKH_213_0-cata_1,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5]([C:3]([O:11][H:17])([H:22])[H:23])=[O:9])([O:7][H:13])[H:25])([O:6][H:12])[H:18].[H:15][O:24][H:26],35.61430167254173,44.86316419301864,-4.635277246653921
+NGHTTWGPJSZSKH_213_0-cata_3,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([O:10][H:13])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5]([C:3]([O:11][H:17])([H:22])[H:23])=[O:9])([O:7][H:15])[H:25])([O:6][H:12])[H:18].[H:16][O:24][H:26],24.711324110032027,35.12986433848071,-4.635277246653921
+NGHTTWGPJSZSKH_213_0-cata_4,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5]([C:3]([O:11][H:17])([H:22])[H:23])=[O:9])([O:7][H:13])[H:25])([O:6][H:12])[H:18].[H:15][O:24][H:26],32.37886269050638,41.16838825700157,-4.635277246653921
+NGHTTWGPJSZSKH_4_1-cata_3,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5]([C:3]([O:11][H:17])([H:22])[H:23])=[O:9])([O:7][H:13])[H:25])([O:6][H:12])[H:18].[H:15][O:24][H:26],31.982904196078664,40.225241478528574,-4.635277246653921
+NGHTTWGPJSZSKH_211_0-cata_0,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]1([O:6][H:12])([H:18])[C:1]([C:2]([O:10][H:16])([H:20])[H:21])([H:19])[O:8][C:4]1([C:5]([C:3]([O:11][H:17])([H:22])[H:23])([O:9][H:15])[H:25])[O:7][H:13].[H:14][O:24][H:26],33.13250160002979,42.46043031752109,4.754063097514359
+NGHTTWGPJSZSKH_215_0-cata_0,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]1([O:6][H:12])([H:18])[C:1]([O:8][H:14])([H:19])[C:2]([H:20])([H:21])[O:10][C:4]1([C:5]([C:3]([O:11][H:17])([H:22])[H:23])([O:9][H:15])[H:25])[O:7][H:13].[H:16][O:24][H:26],29.586445415493937,39.971100131028166,-15.041586998087945
+NGHTTWGPJSZSKH_215_0-cata_1,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]1([O:6][H:12])([H:18])[C:1]([O:8][H:14])([H:19])[C:2]([H:20])([H:21])[O:10][C:4]1([C:5]([C:3]([O:11][H:17])([H:22])[H:23])([O:9][H:15])[H:25])[O:7][H:13].[H:16][O:24][H:26],26.44325033008239,36.80719723202622,-15.041586998087945
+NGHTTWGPJSZSKH_215_0-cata_4,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]1([O:6][H:12])([H:18])[C:1]([O:8][H:14])([H:19])[C:2]([H:20])([H:21])[O:10][C:4]1([C:5]([C:3]([O:11][H:17])([H:22])[H:23])([O:9][H:15])[H:25])[O:7][H:13].[H:16][O:24][H:26],32.91412829408176,44.14592083454601,-15.041586998087945
+NGHTTWGPJSZSKH_284_0-cata_3,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](/[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0](\[C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(=[C:4](/[C:5]([C:3]([O:11][H:17])([H:22])[H:23])=[O:9])[O:7][H:13])[H:18].[O:24]([H:25])[H:26].[O:6]([H:12])[H:15],27.021814089048448,33.04590528903441,9.720124282982814
+NGHTTWGPJSZSKH_52_0-cata_2,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([H:18])[O:24][H:26].[O:6]([H:12])[H:25],[C:0](\[C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(=[C:4](\[C:5]([C:3]([O:11][H:17])([H:22])[H:23])=[O:9])[O:7][H:15])[H:18].[O:24]([H:25])[H:26].[O:6]([H:12])[H:13],30.045782369546995,34.26892130451419,9.720124282982814
+NGHTTWGPJSZSKH_31_2-cata_4,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])([C:4]([C:5]([C:3]([O:11])([H:22])[H:23])[O:9][H:15])([O:7][H:13])[H:25])([O:6][H:12])[H:18].[H:17][O:24][H:26],30.37020478101264,38.70227592202136,TCIT fails
+NGHTTWGPJSZSKH_46_0-cata_4,[C:0]([C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(/[C:4](=[C:5](\[C:3]([O:11][H:17])([H:22])[H:23])[O:9][H:15])[O:7][H:13])([O:6][H:12])[H:18].[O:24]([H:25])[H:26],[C:0](\[C:1]([C:2]([O:10][H:16])([H:20])[H:21])([O:8][H:14])[H:19])(=[C:4](/[C:5]1([O:9][H:15])[C:3]([H:22])([H:23])[O:11]1)[O:7][H:13])[H:18].[O:24]([H:25])[H:26].[O:6]([H:12])[H:17],25.78750290252584,33.07477072603287,30.058795411089882
+UQPHVQVXLPRNCX_31_1-cata_3,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:17].[H:11][O:16][H:18],[C:0](\[C:1]([O:5][H:18])([H:12])[H:13])(=[C:3](/[C:2]([O:6][H:10])([H:14])[H:15])[O:7][H:9])[O:4][H:8].[H:11][O:16][H:17],35.74168610100548,44.683068966473954,6.113766730401539
+UQPHVQVXLPRNCX_39_1-cata_0,[C:0]([C:1]([O:5][H:8])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:9])[H:11].[O:16]([H:17])[H:18],[C:0](=[C:3](\[C:2]([O:6][H:10])([H:14])[H:15])[O:7][H:17])(\[O:4][H:9])[H:11].[C:1](=[O:5])([H:12])[H:13].[H:8][O:16][H:18],31.26817087552836,39.53686355698307,34.19574569789676
+UQPHVQVXLPRNCX_53_1-cata_0,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11].[O:16]([H:17])[H:18],[C:0]1([O:4][H:8])([H:11])[C:1]([H:12])([H:13])[O:5][C:3]1([C:2]([O:6][H:9])([H:14])[H:15])[O:7][H:17].[H:10][O:16][H:18],29.393799998980946,40.585431931475256,12.027246653919693
+UQPHVQVXLPRNCX_70_0-cata_1,[C:0]([C:1]([O:5][H:18])([H:12])[H:13])([C:3]([C:2]([O:6][H:9])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11].[H:10][O:16][H:17],[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]1([O:7][H:17])[C:2]([H:14])([H:15])[O:6]1)([O:4][H:8])[H:11].[H:10][O:16][H:18],29.996836628456556,40.589824497964166,13.567638623326973
+UQPHVQVXLPRNCX_75_6-cata1_3,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11].[O:16]([H:17])[H:18],[C:0]1([C:1]([O:5][H:8])([H:12])[H:13])([H:11])[C:3]([C:2]([O:6][H:10])([H:14])[H:15])([O:7][H:9])[O:4]1.[O:16]([H:17])[H:18],33.35589498196516,41.118187496985634,26.376434034416835
+UQPHVQVXLPRNCX_75_6-cata2_1,[C:0]([C:1]([O:5][H:9])([H:12])[H:13])([C:3]([C:2]([O:6][H:10])([H:14])[H:15])=[O:7])([O:4][H:8])[H:11].[O:16]([H:17])[H:18],[C:0]([C:1]([O:5][H:17])([H:12])[H:13])(/[C:3](=[C:2](/[O:6][H:10])[H:15])[O:7][H:9])([O:4][H:8])[H:11].[H:14][O:16][H:18],29.1239709139488,39.17290804697456,10.579827915869998
+YFZAQUOSZLJSOF_141_0-cata_1,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([H:17])[O:6]1.[O:24]([H:25])[H:26],[C:0]([C:4]([O:10][H:15])([H:20])[H:21])([O:6]/[C:1](=[C:2](\[C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])[H:18])[H:17])=[O:7].[H:12][O:24][H:26].[O:8]([H:13])[H:25],31.480896596062,39.17290804697456,-15.346558317399627
+YFZAQUOSZLJSOF_21_0-cata_3,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([H:17])[O:6]1.[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([O:6][H:25])[H:17])([C:4]([O:10][H:15])([H:20])[H:21])=[O:7].[H:12][O:24][H:26],6.580064617009054,14.520569830007624,-24.392208413001914
+YFZAQUOSZLJSOF_22_0-cata_2,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([H:17])[O:6]1.[O:24]([H:25])[H:26],[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:12])[H:18])([O:6][H:26])[H:17])([C:4]([O:10][H:15])([H:20])[H:21])=[O:7].[H:13][O:24][H:25],-0.7109682634171274,7.319270807997566,-24.392208413001914
+YFZAQUOSZLJSOF_22_0-cata_3,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:25])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([H:17])[O:6]1.[H:12][O:24][H:26],[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:12])[H:18])([O:6][H:13])[H:17])([C:4]([O:10][H:15])([H:20])[H:21])=[O:7].[O:24]([H:25])[H:26],9.716357098009368,15.31311432850415,-24.392208413001914
+YFZAQUOSZLJSOF_72_0-cata_3,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:25])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([H:17])[O:6]1.[H:12][O:24][H:26],[C:0]([C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([O:6][H:25])[H:17])([C:4]([O:10][H:15])([H:20])[H:21])=[O:7].[H:12][O:24][H:26],19.69438565757148,28.643298637020948,-24.392208413001914
+YFZAQUOSZLJSOF_99_0-cata_3,[C:0]1([C:4]([O:10][H:15])([H:20])[H:21])([O:7][H:12])[C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8][H:13])[H:18])([H:17])[O:6]1.[O:24]([H:25])[H:26],[C:0]([C:4]([O:10][H:15])([H:20])[H:21])([O:6][C:1]([C:2]([C:3]([C:5]([O:11][H:16])([H:22])[H:23])([O:9][H:14])[H:19])([O:8])[H:18])([H:17])[H:25])[O:7][H:12].[H:13][O:24][H:26],28.786370803016425,38.45629219800036,TCIT fails
+BXMMDTDOWCVDIM_110_0-cata_1,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[O:21]([H:22])[H:23],[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])/[C:1](=[C:2](\[C:3]([O:10][H:14])([H:18])[H:19])[H:17])[O:6]1.[H:16][O:21][H:23].[O:8]([H:12])[H:22],51.301411662957705,55.941216905943016,9.239005736137681
+BXMMDTDOWCVDIM_110_0-cata_2,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[O:21]([H:22])[H:23],[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])/[C:1](=[C:2](\[C:3]([O:10][H:14])([H:18])[H:19])[H:17])[O:6]1.[H:16][O:21][H:23].[O:8]([H:12])[H:22],52.41084845901023,57.1560752979434,9.239005736137681
+BXMMDTDOWCVDIM_124_0-cata_0,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[O:21]([H:22])[H:23],[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([O:8][H:12])([H:17])[H:22])([H:16])[O:6]1.[C:3](=[O:10])([H:18])[H:19].[H:14][O:21][H:23],61.69861656853159,69.73764077292411,17.106835564053576
+BXMMDTDOWCVDIM_124_0-cata_1,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[O:21]([H:22])[H:23],[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([O:8][H:12])([H:17])[H:22])([H:16])[O:6]1.[C:3](=[O:10])([H:18])[H:19].[H:14][O:21][H:23],67.38699018600909,74.44647206094916,17.106835564053576
+BXMMDTDOWCVDIM_145_0-cata_0,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[O:21]([H:22])[H:23],[C:0]1([O:7][H:11])([H:15])[C:4](=[O:9])[C:5]([H:20])([H:22])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[H:13][O:21][H:23],22.45040738146179,30.411620407979417,-9.009560229445485
+BXMMDTDOWCVDIM_145_0-cata_2,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[O:21]([H:22])[H:23],[C:0]1([O:7][H:11])([H:15])[C:4](=[O:9])[C:5]([H:20])([H:22])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[H:13][O:21][H:23],25.982030847534084,33.24168825296814,-9.009560229445485
+BXMMDTDOWCVDIM_145_0-cata_4,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[O:21]([H:22])[H:23],[C:0]1([O:7][H:11])([H:15])[C:4](=[O:9])[C:5]([H:20])([H:22])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[H:13][O:21][H:23],22.841973309471932,31.106900933936156,-9.009560229445485
+BXMMDTDOWCVDIM_145_3-cata1_1,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[O:21]([H:22])[H:23],[C:0]1([O:7][H:11])([H:15])[C:4](=[O:9])[C:5]([H:20])([H:22])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[H:13][O:21][H:23],26.47148825751109,33.87798288593112,-9.009560229445485
+BXMMDTDOWCVDIM_145_3-cata1_2,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[O:21]([H:22])[H:23],[C:0]1([O:7][H:11])([H:15])[C:4](=[O:9])[C:5]([H:20])([H:22])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[H:13][O:21][H:23],25.29239790699175,32.37886269043504,-9.009560229445485
+BXMMDTDOWCVDIM_145_7-cata1_0,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[O:21]([H:22])[H:23],[C:0]1([O:7][H:11])([H:15])[C:4](=[O:9])[C:5]([H:14])([H:20])[C:1]([C:2]([C:3]([O:10][H:22])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[H:13][O:21][H:23],25.18195623505657,35.48064214895115,-9.009560229445485
+BXMMDTDOWCVDIM_238_0-cata_1,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[O:21]([H:22])[H:23],[C:0]([C:4](/[C:5](=[C:1](/[C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])[H:16])[H:20])=[O:9])([O:6][H:22])([O:7][H:11])[H:15].[H:13][O:21][H:23],37.2608866005222,46.6735291004423,-0.23040152963669736
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+BXMMDTDOWCVDIM_207_0-cata1_1,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[O:21]([H:22])[H:23],[C:0]12([H:15])[C:4]([O:9][H:13])([C:5]([H:20])([H:22])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1)[O:7]2.[H:11][O:21][H:23],33.90120073751518,41.51100844392127,7.5831739961759235
+BXMMDTDOWCVDIM_207_0-cata1_4,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[O:21]([H:22])[H:23],[C:0]12([H:15])[C:4]([O:9][H:13])([C:5]([H:20])([H:22])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1)[O:7]2.[H:11][O:21][H:23],29.63852870400512,37.93483180346146,7.5831739961759235
+BXMMDTDOWCVDIM_207_1-cata1_3,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[O:21]([H:22])[H:23],[C:0]12([H:15])[C:4]([O:9][H:13])([C:5]([H:20])([H:22])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1)[O:7]2.[H:11][O:21][H:23],32.92040338899457,40.53083860497041,7.5831739961759235
+BXMMDTDOWCVDIM_65_6-cata1_3,[C:0]1([O:7][H:11])([H:15])[C:4]([O:9][H:13])=[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[O:21]([H:22])[H:23],[C:0]1([H:15])[C:4](=[O:9])[C:5]([H:20])[C:1]([C:2]([C:3]([O:10][H:14])([H:18])[H:19])([O:8][H:12])[H:17])([H:16])[O:6]1.[O:21]([H:22])[H:23].[O:7]([H:11])[H:13],24.8845167320228,33.96897176348676,TCIT fails
+DWJZKGYQNOQQEZ_13_6-cata1_0,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])=[O:8])([O:11][H:25])[H:19])([O:6][H:12])[H:17].[H:14][O:24][H:26],28.710442153494107,35.62622435294029,-2.1469885277246528
+DWJZKGYQNOQQEZ_13_6-cata2_1,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])=[O:8])([O:11][H:14])[H:19])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],34.47097936350342,40.99205808744738,-2.1469885277246528
+DWJZKGYQNOQQEZ_13_7-cata1_4,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]1([O:11][H:25])[C:2]([C:4]([O:10][H:16])([H:22])[H:23])([H:19])[O:8]1)([O:6][H:12])[H:17].[H:14][O:24][H:26],30.793773693513327,39.07815411242843,18.392447418738037
+DWJZKGYQNOQQEZ_173_0-cata_0,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:25])[H:19])=[O:11])([O:6][H:12])[H:17].[H:14][O:24][H:26],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]1([O:11][H:26])[C:2]([C:4]([O:10][H:16])([H:22])[H:23])([H:19])[O:8]1)([O:6][H:12])[H:17].[H:14][O:24][H:25],27.1335107800518,36.781469342448496,18.392447418738037
+DWJZKGYQNOQQEZ_90_9-cata1_3,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:25])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17].[H:16][O:24][H:26],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]1([O:11][H:25])[C:2]([C:4]([O:10][H:16])([H:22])[H:23])([H:19])[O:8]1)([O:6][H:12])[H:17].[H:14][O:24][H:26],19.55131349150466,28.414257669457164,18.392447418738037
+DWJZKGYQNOQQEZ_13_7-cata2_4,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:25])=[O:11])([O:6][H:12])[H:17].[H:19][O:24][H:26],[C:0](=[C:5](\[C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:25])[O:11][H:15])(\[O:6][H:12])[H:17].[C:1]([C:3]([O:9][H:13])([H:20])[H:21])(=[O:7])[H:18].[H:19][O:24][H:26],31.88752275203412,40.70403122696119,27.017208413001956
+DWJZKGYQNOQQEZ_161_0-cata_2,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:25])[H:19])=[O:11])([O:6][H:12])[H:17].[H:14][O:24][H:26],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])(/[C:5](=[C:2](/[O:8][H:25])[H:19])[O:11][H:26])([O:6][H:12])[H:17].[C:4](=[O:10])([H:22])[H:23].[H:14][O:24][H:16],28.890537380038783,35.35953281547157,27.95004780114722
+DWJZKGYQNOQQEZ_17_0-cata_1,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:25])[H:17].[H:12][O:24][H:26],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])([O:11][H:25])[O:24][H:26])([O:6][H:12])[H:17],31.30770397399989,43.34898376948924,-11.628824091778196
+DWJZKGYQNOQQEZ_193_0-cata_0,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])[O:8][H:14])=[O:11])([O:6][H:12])[H:17].[H:19][O:24][H:25].[O:7]([H:13])[H:26],36.6885979365403,43.833421103478926,TCIT fails
+DWJZKGYQNOQQEZ_193_0-cata_4,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:25])=[O:11])([O:6][H:12])[H:17].[H:19][O:24][H:26],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])[O:8][H:14])=[O:11])([O:6][H:12])[H:17].[O:24]([H:25])[H:26].[O:7]([H:13])[H:19],34.31786704560464,42.01238853443952,TCIT fails
+DWJZKGYQNOQQEZ_196_2-cata1_4,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0](\[C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])(=[C:5](/[C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])[O:11][H:25])[O:6][H:12].[H:17][O:24][H:26],34.13777181905995,42.75473227299145,-0.26720841300189724
+DWJZKGYQNOQQEZ_65_1-cata_2,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:25].[H:17][O:24][H:26],[C:0](\[C:1]([C:3]([O:9][H:26])([H:20])[H:21])([O:7][H:13])[H:18])(=[C:5](/[C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])[O:11][H:15])[O:6][H:12].[H:17][O:24][H:25],23.750607065532066,32.69387245942445,-0.26720841300189724
+DWJZKGYQNOQQEZ_79_0-cata_2,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:25].[H:17][O:24][H:26],[C:0](\[C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])(=[C:5](/[C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])[O:11][H:26])[O:6][H:12].[H:17][O:24][H:25],28.6069030860415,38.45378215993535,-0.26720841300189724
+DWJZKGYQNOQQEZ_90_0-cata_2,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0](\[C:1]([C:3]([O:9][H:17])([H:20])[H:21])([O:7][H:13])[H:18])(=[C:5](/[C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])[O:11][H:25])[O:6][H:12].[H:15][O:24][H:26],25.594229976514438,33.92818364594706,-0.26720841300189724
+DWJZKGYQNOQQEZ_90_1-cata1_2,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0](\[C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])(=[C:5](/[C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])[O:11][H:25])[O:6][H:12].[H:17][O:24][H:26],30.7805959940466,40.79815765193756,-0.26720841300189724
+DWJZKGYQNOQQEZ_90_4-cata1_0,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0](\[C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])(=[C:5](/[C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])[O:11][H:26])[O:6][H:12].[H:17][O:24][H:25],34.45215407855095,43.82338095143293,-0.26720841300189724
+DWJZKGYQNOQQEZ_90_4-cata1_1,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0](\[C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])(=[C:5](/[C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])[O:11][H:26])[O:6][H:12].[H:17][O:24][H:25],33.28435889907443,41.889396672464684,-0.26720841300189724
+DWJZKGYQNOQQEZ_90_6-cata2_4,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0](\[C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])(=[C:5](/[C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])[O:11][H:26])[O:6][H:12].[H:17][O:24][H:25],29.11204823355024,39.03360093796958,-0.26720841300189724
+DWJZKGYQNOQQEZ_196_4-cata1_1,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:25])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17].[H:16][O:24][H:26],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])(/[C:5](=[C:2](/[C:4]([O:10][H:16])([H:22])[H:23])[O:8][H:14])[O:11][H:25])([O:6][H:12])[H:17].[H:19][O:24][H:26],33.184584888612314,40.610532311483226,2.488288718929268
+DWJZKGYQNOQQEZ_196_8-cata2_0,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])(/[C:5](=[C:2](\[C:4]([O:10][H:16])([H:22])[H:23])[O:8][H:14])[O:11][H:25])([O:6][H:12])[H:17].[H:19][O:24][H:26],32.34685970601584,41.57752445096735,2.488288718929268
+DWJZKGYQNOQQEZ_196_9-cata2_1,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0]([C:1]([C:3]([O:9][H:25])([H:20])[H:21])([O:7][H:13])[H:18])(/[C:5](=[C:2](\[C:4]([O:10][H:16])([H:22])[H:23])[O:8][H:14])[O:11][H:15])([O:6][H:12])[H:17].[H:19][O:24][H:26],26.449525425066547,36.97348724946308,2.488288718929268
+DWJZKGYQNOQQEZ_395_0-cata_2,[C:0]([C:1]([C:3]([O:9][H:25])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17].[H:15][O:24][H:26],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])(/[C:5](=[C:2](\[C:4]([O:10][H:16])([H:22])[H:23])[O:8][H:14])[O:11][H:25])([O:6][H:12])[H:17].[H:19][O:24][H:26],29.54628480759533,39.79602498047081,2.488288718929268
+DWJZKGYQNOQQEZ_196_7-cata1_4,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0]([C:5]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])[O:11][H:12])(=[O:6])[H:17].[O:24]([H:25])[H:26],28.33079890609654,38.25862670542869,2.3138145315487666
+DWJZKGYQNOQQEZ_269_1-cata_1,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:25].[H:17][O:24][H:26],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])[H:19])=[O:11])[O:6][H:12].[H:17][O:24][H:25].[O:8]([H:14])[H:26],35.476877092032,44.889519591952094,TCIT fails
+DWJZKGYQNOQQEZ_65_1-cata_0,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:12])([H:22])[H:23])([O:8][H:14])[H:19])([O:11][H:16])[H:25])=[O:6].[H:17][O:24][H:26],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])([O:11][H:26])[H:25])([O:6][H:12])[O:24][H:17],27.14794349851536,38.67717554194205,-11.628824091778196
+DWJZKGYQNOQQEZ_65_1-cata_1,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17].[O:24]([H:25])[H:26],[C:0](=[C:1](\[C:3]([O:9][H:15])([H:20])[H:21])[H:18])(\[C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])[O:6][H:12].[H:17][O:24][H:25].[O:7]([H:13])[H:26],30.346359420001505,38.086689102434754,11.770315487571718
+DWJZKGYQNOQQEZ_75_0-cata_0,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:25])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])([O:6][H:12])[H:17].[H:13][O:24][H:26],[C:0](=[C:1](/[C:3]([O:9][H:15])([H:20])[H:21])[H:18])(\[C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:14])[H:19])=[O:11])[O:6][H:12].[H:17][O:24][H:26].[O:7]([H:13])[H:25],33.42429351757782,40.42478949945281,11.770315487571718
+DWJZKGYQNOQQEZ_90_7-cata1_0,[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2]([C:4]([O:10][H:16])([H:22])[H:23])([O:8][H:25])[H:19])=[O:11])([O:6][H:12])[H:17].[H:14][O:24][H:26],[C:0]([C:1]([C:3]([O:9][H:15])([H:20])[H:21])([O:7][H:13])[H:18])([C:5]([C:2](=[O:8])[H:19])([C:4]([O:10][H:16])([H:22])[H:23])[O:11][H:26])([O:6][H:12])[H:17].[H:14][O:24][H:25],26.523571546093617,36.53297558043383,0.06763862332699071
+MOJQURDISZNTIY_156_0-cata_1,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15].[O:21]([H:22])[H:23],[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4]([C:5]([H:19])([H:20])[H:22])=[O:8])=[O:10])([O:6][H:11])[H:15].[H:13][O:21][H:23],26.966593252973848,34.85062261097233,-9.791108986615708
+MOJQURDISZNTIY_174_0-cata_2,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15].[O:21]([H:22])[H:23],[C:0]([C:1]([C:2]([O:9][H:13])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4]([C:5]([H:19])([H:20])[H:22])=[O:8])=[O:10])([O:6][H:14])[H:15].[H:11][O:21][H:23],23.76629480299245,31.854892257973823,-9.791108986615708
+MOJQURDISZNTIY_178_0-cata_0,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15].[O:21]([H:22])[H:23],[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:13])[H:16])([C:3]([C:4]([C:5]([H:19])([H:20])[H:22])=[O:8])=[O:10])([O:6][H:11])[H:15].[H:12][O:21][H:23],17.374483036007483,27.27344539848385,-9.791108986615708
+MOJQURDISZNTIY_344_1-cata1_4,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15].[O:21]([H:22])[H:23],[C:0]([C:1]([C:2]([O:9][H:13])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4]([C:5]([H:19])([H:20])[H:22])=[O:8])=[O:10])([O:6][H:11])[H:15].[H:14][O:21][H:23],13.97212652696552,23.447519977012547,-9.791108986615708
+MOJQURDISZNTIY_15_0-cata_1,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15].[O:21]([H:22])[H:23],[C:0](=[C:3](/[C:4](=[C:5]([H:19])[H:20])[O:8][H:13])[O:10][H:22])(\[O:6][H:11])[H:15].[C:1]([C:2]([O:9][H:14])([H:17])[H:18])(=[O:7])[H:16].[H:12][O:21][H:23],24.03549637852618,32.33995710146193,22.89890057361376
+MOJQURDISZNTIY_15_0-cata_3,[C:0]([C:1]([C:2]([O:9][H:12])([H:17])[H:18])([O:7][H:22])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15].[H:14][O:21][H:23],[C:0](=[C:3](/[C:4](=[C:5]([H:19])[H:20])[O:8][H:13])[O:10][H:11])(\[O:6][H:23])[H:15].[C:1]([C:2]([O:9][H:12])([H:17])[H:18])(=[O:7])[H:16].[H:14][O:21][H:22],34.6975102930022,42.08957220295866,22.89890057361376
+MOJQURDISZNTIY_16_0-cata_1,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:22])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15].[H:12][O:21][H:23],[C:0](=[C:3](/[C:4](=[C:5]([H:19])[H:20])[O:8][H:13])[O:10][H:11])(\[O:6][H:22])[H:15].[C:1]([C:2]([O:9][H:14])([H:17])[H:18])(=[O:7])[H:16].[H:12][O:21][H:23],30.99645926200097,37.74406891551505,22.89890057361376
+MOJQURDISZNTIY_71_5-cata1_4,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15].[O:21]([H:22])[H:23],[C:0](=[C:3](\[C:4](=[C:5]([H:19])[H:20])[O:8][H:13])[O:10][H:22])(\[O:6][H:11])[H:15].[C:1]([C:2]([O:9][H:14])([H:17])[H:18])(=[O:7])[H:16].[H:12][O:21][H:23],24.01855362199762,33.47512178702083,22.89890057361376
+MOJQURDISZNTIY_164_0-cata_3,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15].[O:21]([H:22])[H:23],[C:0]1([O:6][H:11])([H:15])[C:1]([O:7][H:12])([H:16])[C:2]([H:17])([H:18])[O:9][C:4]([C:5]([H:19])([H:20])[H:22])([O:8][H:13])[C:3]1=[O:10].[H:14][O:21][H:23],25.820760906013213,35.39467334745418,-14.859942638623322
+MOJQURDISZNTIY_180_0-cata_0,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15].[O:21]([H:22])[H:23],[C:0]1([O:6][H:11])([H:15])[C:1]([O:7][H:12])([H:16])[C:2]([H:17])([H:18])[O:9][C:3]1([C:4]([C:5]([H:19])([H:20])[H:22])=[O:8])[O:10][H:13].[H:14][O:21][H:23],24.767172455533704,35.2616413335047,-21.834847036328863
+MOJQURDISZNTIY_296_0-cata1_0,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15].[O:21]([H:22])[H:23],[C:0](=[C:1](/[C:2]([O:9][H:14])([H:17])[H:18])[H:16])(\[C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])[O:6][H:11].[H:15][O:21][H:23].[O:7]([H:12])[H:22],28.817746278008546,38.29125719948899,16.50262906309752
+MOJQURDISZNTIY_29_1-cata_0,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:22])=[O:10])([O:6][H:11])[H:15].[H:13][O:21][H:23],[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]1([O:10][H:22])[C:4](=[O:8])[C:5]1([H:19])[H:20])([O:6][H:11])[H:15].[H:13][O:21][H:23],25.08594728151361,36.8103347795183,-2.4244741873804982
+MOJQURDISZNTIY_314_1-cata1_0,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15].[O:21]([H:22])[H:23],[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4]([C:5]([H:19])([H:20])[H:22])[O:8][H:13])=[O:10])([O:6])[H:15].[H:11][O:21][H:23],36.93144411299789,44.89830472500125,TCIT fails
+MOJQURDISZNTIY_321_0-cata_1,[C:0]([C:1]([C:2]([O:9][H:23])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15].[H:14][O:21][H:22],[C:0]1([O:6][H:11])([H:15])[C:1]([C:2]([O:9][H:12])([H:17])[H:18])([H:16])[O:7][C:5]([H:19])([H:20])[C:4]([O:8][H:13])=[C:3]1[O:10][H:22].[H:14][O:21][H:23],26.22864208098217,38.7989123849914,1.9710803059273048
+MOJQURDISZNTIY_35_1-cata_4,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15].[O:21]([H:22])[H:23],[C:0]1([O:6][H:11])([H:15])[C:1]([O:7][H:12])([H:16])[C:2]([H:17])([H:18])[O:9][C:3]1([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])[O:10][H:22].[H:14][O:21][H:23],15.7272705985286,24.164135825986754,-1.4101338432122588
+MOJQURDISZNTIY_370_0-cata_3,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15].[O:21]([H:22])[H:23],[C:0]1([O:6][H:11])([H:15])[C:1]([O:7][H:12])([H:16])[C:2]([H:17])([H:18])[O:9][C:3]1([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])[O:10][H:14].[O:21]([H:22])[H:23],30.04829240746932,40.16123550947616,-1.4101338432122588
+MOJQURDISZNTIY_5_1-cata1_0,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15].[O:21]([H:22])[H:23],[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])([O:10][H:22])[H:15])=[O:6].[H:11][O:21][H:23],32.88024278095329,41.61078245445472,1.729445506692131
+MOJQURDISZNTIY_5_1-cata1_1,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15].[O:21]([H:22])[H:23],[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])([O:10][H:22])[H:15])=[O:6].[H:11][O:21][H:23],34.38814810949853,43.4650730269815,1.729445506692131
+MOJQURDISZNTIY_71_5-cata2_2,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:15].[O:21]([H:22])[H:23],[C:0](\[C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])(=[C:3](/[C:4](=[C:5]([H:19])[H:20])[O:8][H:13])[O:10][H:22])[O:6][H:11].[H:15][O:21][H:23],32.84510224904201,42.72210177900249,-2.9151529636711557
+MOJQURDISZNTIY_71_7-cata2_4,[C:0]([C:1]([C:2]([O:9][H:14])([H:17])[H:18])([O:7][H:12])[H:16])([C:3]([C:4](=[C:5]([H:19])[H:20])[O:8][H:13])=[O:10])([O:6][H:11])[H:22].[H:15][O:21][H:23],[C:0]([C:1]([C:2]([O:9][H:15])([H:17])[H:18])([O:7][H:13])[H:16])([C:3]([C:4]([C:5]([H:19])[H:20])=[O:8])[O:10][H:11])([O:6][H:14])[H:22].[H:12][O:21][H:23],27.651833627027276,36.92203147052165,TCIT fails
+YFPLIJPMOFVJPV_112_1-cata1_0,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15].[O:21]([H:22])[H:23],[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1](=[O:8])[H:17])([O:10][H:22])[H:16])[O:6][H:11])[H:20])([O:7][H:12])[H:15].[H:13][O:21][H:23],27.648696079463853,37.43407922251297,3.097036328871886
+YFPLIJPMOFVJPV_112_1-cata1_2,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15].[O:21]([H:22])[H:23],[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1](=[O:8])[H:17])([O:10][H:22])[H:16])[O:6][H:11])[H:20])([O:7][H:12])[H:15].[H:13][O:21][H:23],29.17605420253132,38.46444982147976,3.097036328871886
+YFPLIJPMOFVJPV_113_6-cata2_2,[C:0]([C:2]([O:9][H:11])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:22])[H:20])([O:7][H:12])[H:15].[H:14][O:21][H:23],[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4]([C:3](=[C:1](/[O:8][H:13])[H:17])/[O:10][H:22])\[O:6][H:11])[H:20])([O:7][H:12])[H:15].[H:16][O:21][H:23],33.53536269901142,44.01916391550935,4.3874282982791515
+YFPLIJPMOFVJPV_156_0-cata_1,[C:0]([C:2]([O:9][H:22])([H:18])[H:19])(/[C:5](=[C:4](\[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15].[H:14][O:21][H:23],[C:0]1([O:7][H:12])([H:15])[C:2]([H:18])([H:19])[O:9][C:3]([C:1]([O:8][H:13])([H:16])[H:17])([O:10][H:22])[C:4]([O:6][H:11])=[C:5]1[H:20].[H:14][O:21][H:23],31.20541992547277,43.13312050146352,-15.741395793499063
+YFPLIJPMOFVJPV_166_0-cata_1,[C:0]([C:2]([O:9][H:22])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15].[H:14][O:21][H:23],[C:0]([C:2]([O:9][H:14])([H:18])[H:19])([C:5]([C:4]([C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])=[O:6])([H:20])[H:22])([O:7][H:12])[H:15].[H:11][O:21][H:23],16.739443422041333,25.659490964492345,-13.28824091778207
+YFPLIJPMOFVJPV_166_2-cata1_0,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:11])([H:16])[H:17])=[O:10])[O:6][H:13])[H:20])([O:7][H:12])[H:15].[O:21]([H:22])[H:23],[C:0]([C:2]([O:9][H:14])([H:18])[H:19])([C:5]([C:4]([C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])=[O:6])([H:20])[H:22])([O:7][H:12])[H:15].[H:11][O:21][H:23],26.124475503959804,36.86430059645339,-13.28824091778207
+YFPLIJPMOFVJPV_166_5-cata1_2,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15].[O:21]([H:22])[H:23],[C:0]([C:2]([O:9][H:14])([H:18])[H:19])([C:5]([C:4]([C:3]([C:1]([O:8][H:22])([H:16])[H:17])=[O:10])=[O:6])([H:13])[H:20])([O:7][H:12])[H:15].[H:11][O:21][H:23],26.872466828068816,37.387643519487526,-13.28824091778207
+YFPLIJPMOFVJPV_166_6-cata1_4,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15].[O:21]([H:22])[H:23],[C:0]([C:2]([O:9][H:22])([H:18])[H:19])([C:5]([C:4]([C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])=[O:6])([H:14])[H:20])([O:7][H:12])[H:15].[H:11][O:21][H:23],14.844364731974856,24.171038430469327,-13.28824091778207
+YFPLIJPMOFVJPV_344_0-cata_2,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](\[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15].[O:21]([H:22])[H:23],[C:0]([C:2]([O:9][H:14])([H:18])[H:19])([C:5]([C:4]([C:3]([C:1]([O:8][H:11])([H:16])[H:17])=[O:10])=[O:6])([H:20])[H:22])([O:7][H:12])[H:15].[H:13][O:21][H:23],21.997345522535568,34.16161717999975,-13.28824091778207
+YFPLIJPMOFVJPV_166_1-cata1_0,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:22])[H:20])([O:7][H:12])[H:15].[H:11][O:21][H:23],[C:0](\[C:2]([O:9][H:14])([H:18])[H:19])(=[C:5](\[C:4]([C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])=[O:6])[H:20])[H:15].[H:11][O:21][H:23].[O:7]([H:12])[H:22],17.93986909550681,27.035619298013597,1.2839388145315114
+YFPLIJPMOFVJPV_166_5-cata2_4,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15].[O:21]([H:22])[H:23],[C:0](\[C:2]([O:9][H:14])([H:18])[H:19])(=[C:5](\[C:4]([C:3]([C:1]([O:8][H:11])([H:16])[H:17])=[O:10])=[O:6])[H:20])[H:15].[H:13][O:21][H:22].[O:7]([H:12])[H:23],8.896202181511214,20.8822611409973,1.2839388145315114
+YFPLIJPMOFVJPV_167_0-cata_1,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:22])[H:20])([O:7][H:12])[H:15].[H:11][O:21][H:23],[C:0](\[C:2]([O:9][H:14])([H:18])[H:19])(=[C:5](\[C:4]([C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])=[O:6])[H:20])[O:7][H:12].[H:11][O:21][H:23].[H:15][H:22],39.69499595101187,44.81610098049478,12.286328871892913
+YFPLIJPMOFVJPV_173_0-cata_1,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](\[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15].[O:21]([H:22])[H:23],[C:0]1([O:7][H:12])([H:15])[C:2]([H:18])([H:19])[O:9][C:5]1(/[C:4](=[C:3](/[C:1]([O:8][H:13])([H:16])[H:17])[O:10][H:23])[O:6][H:11])[H:20].[H:14][O:21][H:22],34.4214061129859,43.13249299196511,16.83245697896747
+YFPLIJPMOFVJPV_192_0-cata_3,[C:0]([C:2]([O:9][H:14])([H:18])[H:19])(/[C:5](=[C:4](/[C:3]([C:1]([O:8][H:13])([H:16])[H:17])=[O:10])[O:6][H:11])[H:20])([O:7][H:12])[H:15].[O:21]([H:22])[H:23],[C:0](=[C:5]([C:4](=[C:3](\[C:1]([O:8][H:13])([H:16])[H:17])[O:10][H:14])\[O:6][H:11])/[H:20])(\[O:7][H:12])[H:15].[C:2](=[O:9])([H:18])[H:19].[O:21]([H:22])[H:23],31.917015698531,41.200391241492106,16.55305927342257
+YSSNFXZGTOLNNX_105_0-cata_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[O:18]([H:19])[H:20],[C:0]1([O:6][H:10])([H:12])[C:1]([H:13])([H:14])[O:7][C:2]([C:3](=[O:9])[H:15])([O:8][H:19])[C:5]([H:17])=[C:4]1[H:16].[H:11][O:18][H:20],14.48480178852659,24.470987971425423,-5.263384321223721
+YSSNFXZGTOLNNX_60_1-cata2_4,[C:0]([C:1]([O:7][H:19])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[H:11][O:18][H:20],[C:0]1([O:6][H:10])([H:12])[C:1]([H:13])([H:14])[O:7][C:2]([C:3](=[O:9])[H:15])([O:8][H:20])[C:5]([H:17])=[C:4]1[H:16].[H:11][O:18][H:19],16.696772776006387,26.34033877198552,-5.263384321223721
+YSSNFXZGTOLNNX_112_0-cata_0,[C:0]([C:1]([O:7][H:19])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[H:11][O:18][H:20],[C:0]1([O:6][H:10])([H:12])[C:1]([H:13])([H:14])[O:7][C:2]2([C:3]([O:9][H:19])([H:15])[O:8]2)[C:5]([H:17])=[C:4]1[H:16].[H:11][O:18][H:20],24.35678124249975,36.438849155457454,TCIT fails
+YSSNFXZGTOLNNX_136_0-cata_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[O:18]([H:19])[H:20],[C:0]1([O:6][H:10])([H:12])[C:1]([H:13])([H:14])[O:7][C:4]1(/[C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:8][H:20])[H:17])[H:16].[H:11][O:18][H:19],17.60728906056176,28.95077829195803,10.284416826003817
+YSSNFXZGTOLNNX_172_0-cata_0,[C:0]([C:1]([O:7][H:19])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[H:11][O:18][H:20],[C:0](=[C:4]([C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:8][H:19])/[H:17])\[H:16])(\[O:6][H:10])[H:12].[C:1](=[O:7])([H:13])[H:14].[H:11][O:18][H:20],17.580306152058547,25.56599204894305,10.228489483747595
+YSSNFXZGTOLNNX_174_0-cata_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[O:18]([H:19])[H:20],[C:0](=[C:4]([C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:8][H:20])\[H:17])/[H:16])(\[O:6][H:10])[H:12].[C:1](=[O:7])([H:13])[H:14].[H:11][O:18][H:19],22.501235650976135,31.30331140743964,10.228489483747595
+YSSNFXZGTOLNNX_18_0-cata_1,[C:0]([C:1]([O:7][H:19])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[H:11][O:18][H:20],[C:0](=[C:4]([C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:8][H:20])/[H:17])\[H:16])(\[O:6][H:10])[H:12].[C:1](=[O:7])([H:13])[H:14].[H:11][O:18][H:19],20.224003675518432,26.851759014478414,10.228489483747595
+YSSNFXZGTOLNNX_230_0-cata_3,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[O:18]([H:19])[H:20],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:4]([C:5](=[C:2](\[C:3](=[O:9])[H:15])[O:8][H:19])\[H:17])/[H:16])[O:6][H:10].[H:12][O:18][H:20],24.402589435955434,32.39015786147786,-8.322896749521982
+YSSNFXZGTOLNNX_233_0-cata_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[O:18]([H:19])[H:20],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:4]([C:5](=[C:2](\[C:3](=[O:9])[H:15])[O:8][H:19])\[H:17])/[H:16])[O:6][H:10].[H:12][O:18][H:20],19.25826655503114,28.47198854345409,-8.322896749521982
+YSSNFXZGTOLNNX_239_0-cata1_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[O:18]([H:19])[H:20],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:4]([C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:8][H:12])/[H:17])\[H:16])[O:6][H:10].[O:18]([H:19])[H:20],22.900331692967278,29.82301649696737,-8.322896749521982
+YSSNFXZGTOLNNX_239_0-cata1_3,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[O:18]([H:19])[H:20],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:4]([C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:8][H:20])/[H:17])\[H:16])[O:6][H:10].[H:12][O:18][H:19],23.234166747051837,31.805319007456305,-8.322896749521982
+YSSNFXZGTOLNNX_2_2-cata2_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[O:18]([H:19])[H:20],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:4]([C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:8][H:19])/[H:17])\[H:16])[O:6][H:10].[H:12][O:18][H:20],17.26592389249621,26.57565483446212,-8.322896749521982
+YSSNFXZGTOLNNX_2_2-cata2_4,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[O:18]([H:19])[H:20],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:4]([C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:8][H:19])/[H:17])\[H:16])[O:6][H:10].[H:12][O:18][H:20],21.72877145650025,30.48315649094149,-8.322896749521982
+YSSNFXZGTOLNNX_49_0-cata_3,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[O:18]([H:19])[H:20],[C:0](\[C:1]([O:7][H:19])([H:13])[H:14])(=[C:4]([C:5](=[C:2](\[C:3](=[O:9])[H:15])[O:8][H:11])\[H:17])/[H:16])[O:6][H:10].[H:12][O:18][H:20],25.89857208403078,33.7292631344499,-8.322896749521982
+YSSNFXZGTOLNNX_55_0-cata_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[O:18]([H:19])[H:20],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:4]([C:5](=[C:2](\[C:3](=[O:9])[H:15])[O:8][H:19])\[H:17])/[H:16])[O:6][H:10].[H:12][O:18][H:20],25.37836670848872,34.33920236847943,-8.322896749521982
+YSSNFXZGTOLNNX_254_0-cata1_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](/[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[O:18]([H:19])[H:20],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:4]([C:5](=[C:2]1/[C:3]([O:9][H:19])([H:15])[O:8]1)\[H:17])/[H:16])[O:6][H:10].[H:12][O:18][H:20],33.99720969105814,42.668135961924726,21.05066921606119
+YSSNFXZGTOLNNX_254_0-cata1_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](/[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[O:18]([H:19])[H:20],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:4]([C:5](=[C:2]1\[C:3]([O:9][H:19])([H:15])[O:8]1)/[H:17])\[H:16])[O:6][H:10].[H:12][O:18][H:20],33.74118581499114,41.84484349793449,21.05066921606119
+YSSNFXZGTOLNNX_58_0-cata_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[O:18]([H:19])[H:20],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:4]([C:5](=[C:2]1/[C:3]([O:9][H:19])([H:15])[O:8]1)\[H:17])/[H:16])[O:6][H:10].[H:12][O:18][H:20],34.98239960599632,44.825513622971016,21.05066921606119
+YSSNFXZGTOLNNX_258_0-cata1_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[O:18]([H:19])[H:20],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:4](/[C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:8][H:10])[H:17])([H:12])[H:16])=[O:6].[O:18]([H:19])[H:20],19.878873450533728,26.243702308944144,-11.700286806883353
+YSSNFXZGTOLNNX_275_0-cata_4,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[O:18]([H:19])[H:20],[C:0]([C:1](=[O:7])[H:13])(/[C:4](=[C:5](\[C:2]([C:3]([O:9][H:19])([H:14])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[H:11][O:18][H:20],31.591965777495595,40.51264082944502,-6.087954110898656
+YSSNFXZGTOLNNX_280_0-cata1_3,[C:0]([C:1]([O:7][H:19])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[H:11][O:18][H:20],[C:0]([C:1](=[O:7])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])([O:8][H:19])[H:13])[H:17])[H:16])([O:6][H:10])[H:12].[H:11][O:18][H:20],29.40697769851901,35.49005479142739,1.4978489483747734
+YSSNFXZGTOLNNX_281_1-cata1_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[O:18]([H:19])[H:20],[C:0]([C:1](=[O:7])[H:14])([C:4](/[C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:8][H:20])[H:17])([H:13])[H:16])([O:6][H:10])[H:12].[H:11][O:18][H:19],33.0841833685091,42.50812103947202,-13.428776290630983
+YSSNFXZGTOLNNX_281_1-cata1_2,[C:0]([C:1]([O:7][H:19])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[H:11][O:18][H:20],[C:0](=[C:4](\[C:5]([C:2]([C:3](=[O:9])[H:15])=[O:8])([H:17])[H:19])[H:16])(\[O:6][H:10])[H:12].[C:1](=[O:7])([H:13])[H:14].[H:11][O:18][H:20],38.57865655054811,44.879479439977445,16.600382409177797
+YSSNFXZGTOLNNX_294_0-cata_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[O:18]([H:19])[H:20],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:4]1([H:16])[C:5]([H:17])[C:2](=[O:8])[C:3]([H:15])[O:9]1)([O:6][H:10])[H:12].[O:18]([H:19])[H:20],33.37346524799214,43.29941051897172,TCIT fails
+YSSNFXZGTOLNNX_60_4-cata1_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](/[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:19])[H:12].[H:10][O:18][H:20],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:4]([C:5]([C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])([H:12])[H:16])[O:6][H:19].[H:10][O:18][H:20],36.23051600148407,41.194116146436606,TCIT fails
+YSSNFXZGTOLNNX_89_0-cata_3,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3](=[O:9])[H:15])=[O:8])[H:17])[H:16])([O:6][H:10])[H:12].[O:18]([H:19])[H:20],[C:0](=[C:1](/[O:7][H:11])[H:14])(\[C:4](=[C:5](/[C:2]([C:3]([O:9][H:13])([H:12])[H:15])=[O:8])[H:17])[H:16])[O:6][H:10].[O:18]([H:19])[H:20],28.57050753499071,39.54753121845614,-10.27151051625239
+ZGCHLOWZNKRZSN_104_1-cata_1,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[O:21]([H:22])[H:23],[C:0]([C:1]1([H:15])[C:3]([H:18])([H:19])[C:4]2([C:5]([O:10][H:12])([H:20])[O:9]2)[O:7]1)([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[O:21]([H:22])[H:23],32.9360911265263,43.06221192792853,TCIT fails
+ZGCHLOWZNKRZSN_106_1-cata_4,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[O:21]([H:22])[H:23],[C:0]([C:1]1([H:15])[C:3]([H:18])([H:19])[C:4](=[O:9])[C:5]([O:10][H:22])([H:20])[O:7]1)([C:2]([O:8][H:12])([H:16])[H:17])([O:6][H:11])[H:14].[H:13][O:21][H:23],7.978783292544607,17.585326227974534,-5.449091778202671
+ZGCHLOWZNKRZSN_119_1-cata_1,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:11])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:22])[H:14].[H:12][O:21][H:23],[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])([O:9][H:22])[O:21][H:23])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],17.40711353006778,30.351379495988837,-9.55640535372847
+ZGCHLOWZNKRZSN_165_7-cata2_4,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[O:21]([H:22])[H:23],[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])([O:9][H:22])[O:21][H:23])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],30.742317914571903,40.3676861349543,-9.55640535372847
+ZGCHLOWZNKRZSN_165_1-cata1_2,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[O:21]([H:22])[H:23],[C:0]([C:1]([C:3]([C:4]([C:5]([O:10][H:22])([H:20])[O:21][H:23])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],32.89718553755319,41.38236899646069,-9.455783938814555
+ZGCHLOWZNKRZSN_165_7-cata1_0,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:22])([H:16])[H:17])([O:6][H:11])[H:14].[H:13][O:21][H:23],[C:0]([C:1]([C:3]([C:4]([C:5]([O:10][H:22])([H:20])[O:21][H:23])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],15.25914851156906,27.257757660952123,-9.455783938814555
+ZGCHLOWZNKRZSN_165_7-cata2_3,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[O:21]([H:22])[H:23],[C:0]([C:1]([C:3]([C:4]([C:5]([O:10][H:22])([H:20])[O:21][H:23])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14],32.81498179304672,43.30317557596221,-9.455783938814555
+ZGCHLOWZNKRZSN_165_6-cata1_3,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:22])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[H:12][O:21][H:23],[C:0]1([C:2]([O:8][H:13])([H:16])[H:17])([H:14])[C:1]([O:7][H:22])([H:15])[C:3]([H:18])([H:19])[C:4](=[O:9])[C:5]([O:10][H:12])([H:20])[O:6]1.[H:11][O:21][H:23],17.000487374095655,27.26403275593628,-2.833652007648182
+ZGCHLOWZNKRZSN_172_0-cata_0,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[O:21]([H:22])[H:23],[C:0]1([C:2]([O:8][H:13])([H:16])[H:17])([H:14])[C:1]([O:7][H:12])([H:15])[C:3]([H:18])([H:19])[C:4](=[O:9])[C:5]([O:10][H:23])([H:20])[O:6]1.[H:11][O:21][H:22],9.765302839028472,20.648827606944607,-2.833652007648182
+ZGCHLOWZNKRZSN_173_0-cata_4,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:22])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[H:12][O:21][H:23],[C:0]1([C:2]([O:8][H:13])([H:16])[H:17])([H:14])[C:1]([O:7][H:22])([H:15])[C:3]([H:18])([H:19])[C:4](=[O:9])[C:5]([O:10][H:12])([H:20])[O:6]1.[H:11][O:21][H:23],13.1638942910086,23.431832239480816,-2.833652007648182
+ZGCHLOWZNKRZSN_17_0-cata_3,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:22])[H:14].[H:11][O:21][H:23],[C:0]1([C:2]([O:8][H:13])([H:16])[H:17])([H:14])[C:1]([O:7][H:12])([H:15])[C:3]([H:18])([H:19])[C:4]([C:5](=[O:10])[H:20])([O:9][H:11])[O:6]1.[O:21]([H:22])[H:23],11.295171000018264,19.67242282498425,-0.9612810707456823
+ZGCHLOWZNKRZSN_37_0-cata_1,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:22])[H:14].[H:11][O:21][H:23],[C:0]1([C:2]([O:8][H:13])([H:16])[H:17])([H:14])[C:1]([O:7][H:12])([H:15])[C:3]([H:18])([H:19])[C:4]([C:5](=[O:10])[H:20])([O:9][H:23])[O:6]1.[H:11][O:21][H:22],12.523834601055126,21.220488761428093,-0.9612810707456823
+ZGCHLOWZNKRZSN_37_0-cata_4,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:22])[H:14].[H:11][O:21][H:23],[C:0]1([C:2]([O:8][H:13])([H:16])[H:17])([H:14])[C:1]([O:7][H:23])([H:15])[C:3]([H:18])([H:19])[C:4]([C:5](=[O:10])[H:20])([O:9][H:12])[O:6]1.[H:11][O:21][H:22],16.495342226515575,28.121838242482056,-0.9612810707456823
+ZGCHLOWZNKRZSN_18_0-cata_1,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:22])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[H:12][O:21][H:23],[C:0]([C:1](=[O:7])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[C:3](=[C:4]([C:5](=[O:10])[H:20])[O:9][H:22])([H:18])[H:19].[H:12][O:21][H:23],23.85414613305601,29.92906560248498,23.06548757170174
+ZGCHLOWZNKRZSN_334_0-cata1_3,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[O:21]([H:22])[H:23],[C:0]([C:1](=[O:7])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[C:3](=[C:4]([C:5](=[O:10])[H:20])[O:9][H:22])([H:18])[H:19].[H:12][O:21][H:23],25.10100750954693,31.704917487495777,23.06548757170174
+ZGCHLOWZNKRZSN_208_0-cata_2,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[O:21]([H:22])[H:23],[C:0]([C:1]([C:3]([C:4]([C:5]([O:10][H:22])[H:20])=[O:9])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[H:18][O:21][H:23],25.297417983050416,34.841209968496095,TCIT fails
+ZGCHLOWZNKRZSN_271_0-cata_2,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[O:21]([H:22])[H:23],[C:0]1([O:6][H:11])([H:14])[C:1]([O:7][H:12])([H:15])[C:3]([H:18])([H:19])[C:4](=[O:9])[C:5]([O:10][H:23])([H:20])[O:8][C:2]1([H:16])[H:17].[H:13][O:21][H:22],15.592356056012528,25.62623296093363,-6.960325047801164
+ZGCHLOWZNKRZSN_284_0-cata2_2,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[O:21]([H:22])[H:23],[C:0]([C:1]([C:3]([C:4]([C:5]([O:10][H:22])([H:16])[H:20])=[O:9])([H:18])[H:19])([O:7][H:13])[H:15])([C:2](=[O:8])[H:17])([O:6][H:11])[H:14].[H:12][O:21][H:23],31.236167891037823,38.14567499542851,-1.6290630975143476
+ZGCHLOWZNKRZSN_346_0-cata_1,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[O:21]([H:22])[H:23],[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])([O:9][H:22])[H:16])([H:18])[H:19])([O:7][H:12])[H:15])([C:2](=[O:8])[H:17])([O:6][H:11])[H:14].[H:13][O:21][H:23],28.20592451548378,34.8801155574692,1.1684990439770306
+ZGCHLOWZNKRZSN_346_0-cata_4,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[O:21]([H:22])[H:23],[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])([O:9][H:22])[H:17])([H:18])[H:19])([O:7][H:12])[H:15])([C:2](=[O:8])[H:16])([O:6][H:11])[H:14].[H:13][O:21][H:23],33.50084967652722,43.00385354443319,1.1684990439770306
+ZGCHLOWZNKRZSN_74_0-cata_4,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[O:21]([H:22])[H:23],[C:0]([C:1](/[C:3](=[C:4]1\[C:5]([O:10][H:22])([H:20])[O:9]1)[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[H:18][O:21][H:23],30.379617423560216,40.26916714348901,34.07815487571701
+ZGCHLOWZNKRZSN_75_0-cata_0,[C:0]([C:1]([C:3]([C:4]([C:5](=[O:10])[H:20])=[O:9])([H:18])[H:19])([O:7][H:12])[H:15])([C:2]([O:8][H:13])([H:16])[H:17])([O:6][H:11])[H:14].[O:21]([H:22])[H:23],[C:0](=[C:1](\[O:7][H:12])[H:15])(\[C:2]([O:8][H:13])([H:16])[H:17])[O:6][H:11].[C:3](=[C:4]([C:5](=[O:10])[H:20])[O:9][H:14])([H:18])[H:19].[O:21]([H:22])[H:23],31.00147933805964,37.77481688093742,33.85277246653919
+FUDDL-XLYOF_14_0-cata_0,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3]([O:6][H:17])([O:13][H:15])[C:2]1([H:11])[H:12].[H:14][O:16][H:18],7.614827782464753,30.91990310298024,3.788240917782032
+FUDDL-XLYOF_14_0-cata_1,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3]([O:6][H:17])([O:13][H:15])[C:2]1([H:11])[H:12].[H:14][O:16][H:18],7.058854365512999,30.393422632454023,3.788240917782032
+FUDDL-XLYOF_14_0-cata_4,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3]([O:6][H:17])([O:13][H:15])[C:2]1([H:11])[H:12].[H:14][O:16][H:18],13.808974057020745,35.67893515094989,3.788240917782032
+FUDDL-XLYOF_19_0-cata1_0,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3]([O:6][H:14])=[C:2]1[H:12].[H:11][O:16][H:18].[O:13]([H:15])[H:17],14.592733422539448,32.72085536799901,18.099426386233283
+FUDDL-XLYOF_19_0-cata2_0,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3]([O:6][H:17])=[C:2]1[H:12].[H:11][O:13][H:15].[H:14][O:16][H:18],15.848379932008186,34.147184461464846,18.099426386233283
+FUDDL-XLYOF_19_0-cata2_3,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3]([O:6][H:17])=[C:2]1[H:12].[H:11][O:13][H:15].[H:14][O:16][H:18],17.327419823483627,35.168769927453816,18.099426386233283
+FUDDLSHBRSNCBV_18_0-cata_0,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]1([H:8])=[C:1]([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[H:9][O:13][H:15].[O:5]([H:7])[H:14],48.27995342048849,53.89490842650867,14.810468451242826
+FUDDLSHBRSNCBV_20_0-cata_0,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]1([H:8])=[C:2]([H:12])[C:3](=[O:6])[O:4][C:1]1([H:9])[H:10].[H:11][O:13][H:15].[O:5]([H:7])[H:14],38.94888715546944,45.65319865348583,6.622370936902505
+FUDDLSHBRSNCBV_20_0-cata_2,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]1([H:8])=[C:2]([H:12])[C:3](=[O:6])[O:4][C:1]1([H:9])[H:10].[H:11][O:13][H:15].[O:5]([H:7])[H:14],37.450394469471775,44.34044877948291,6.622370936902505
+FUDDLSHBRSNCBV_31_0-cata2_0,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]1(=[O:5])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[H:7][O:13][H:15].[H:8][H:14],51.63210916947885,57.51124567500976,23.27939770554492
+FUDDLSHBRSNCBV_42_0-cata_0,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]([C:1]([O:4][H:14])([H:9])[H:10])([C:2](=[C:3]=[O:6])[H:12])([O:5][H:7])[H:8].[H:11][O:13][H:15],48.699757275963016,56.84106552898965,28.98637667304015
+FUDDLSHBRSNCBV_44_0-cata_0,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3]([O:6][H:14])=[C:2]1[H:12].[H:11][O:13][H:15],34.35614512500799,41.92892977100755,18.099426386233283
+FUDDLSHBRSNCBV_44_0-cata_3,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3]([O:6][H:14])=[C:2]1[H:12].[H:11][O:13][H:15],35.45240422148677,43.82965604648843,18.099426386233283
+FUDDLSHBRSNCBV_56_0-cata_0,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]([C:1]([O:4][C:3](=[C:2]([H:11])[H:12])[O:6][H:14])([H:9])[H:10])(=[O:5])[H:8].[H:7][O:13][H:15],36.73503363945873,45.71030201798434,29.407026768642442
+FUDDLSHBRSNCBV_7_0-cata_2,[C:0]1([O:5][H:7])([H:8])[C:1]([H:9])([H:10])[O:4][C:3](=[O:6])[C:2]1([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]([C:2]([C:3]([O:4][C:1]([H:9])([H:10])[H:14])=[O:6])([H:11])[H:12])(=[O:5])[H:8].[H:7][O:13][H:15],57.66624052147513,64.265130423508,6.318355640535381
+LYINK-XLYOF_10_0-cata_0,[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])=[C:2]([H:8])[O:4]1.[O:10]([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])([H:14])[C:2]([H:8])([O:10][H:12])[O:4]1.[H:11][O:13][H:15],24.95668032451895,45.21519702248592,-11.634321223709367
+LYINK-XLYOF_10_0-cata_1,[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])=[C:2]([H:8])[O:4]1.[O:10]([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])([H:14])[C:2]([H:8])([O:10][H:12])[O:4]1.[H:11][O:13][H:15],22.75976956500113,43.72799950745973,-11.634321223709367
+LYINK-XLYOF_10_0-cata_2,[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])=[C:2]([H:8])[O:4]1.[O:10]([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])([H:14])[C:2]([H:8])([O:10][H:12])[O:4]1.[H:11][O:13][H:15],23.70981894802803,44.619062997457206,-11.634321223709367
+LYINK-XLYOF_11_0-cata_3,[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])=[C:2]([H:8])[O:4]1.[O:10]([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])([O:10][H:12])[C:2]([H:8])([H:14])[O:4]1.[H:11][O:13][H:15],48.990921684048296,67.96304390698148,-9.61830783938813
+LYINK-XLYOF_19_0-cata1_0,[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])=[C:2]([H:8])[O:4]1.[O:10]([H:11])[H:12].[O:13]([H:14])[H:15],[H:6][O:13][H:15].[O:10]([H:12])[H:14].[c:0]1([H:7])[c:1]([O:5][H:11])[c:3]([H:9])[c:2]([H:8])[o:4]1,8.69916419854498,26.928942682961896,-8.381453154875713
+LYINK-XLYOF_8_0-cata_0,[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])=[C:2]([H:8])[O:4]1.[O:10]([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]1([H:6])([H:7])[C:1]([O:5][H:14])([O:10][H:12])[C:3]([H:9])=[C:2]([H:8])[O:4]1.[H:11][O:13][H:15],15.94501639501389,37.23892376797064,-5.03035372848949
+LYINK-XLYOF_8_0-cata_2,[C:0]1([H:6])([H:7])[C:1](=[O:5])[C:3]([H:9])=[C:2]([H:8])[O:4]1.[O:10]([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]1([H:6])([H:7])[C:1]([O:5][H:14])([O:10][H:12])[C:3]([H:9])=[C:2]([H:8])[O:4]1.[H:11][O:13][H:15],14.651091806034788,35.99206239147972,-5.03035372848949
+NOEGN-XLYOF_12_0-cata_0,[C:0]([c:1]1[c:4]([H:13])[c:5]([H:14])[c:2]([C:3](=[O:8])[H:12])[o:6]1)([O:7][H:9])([H:10])[H:11].[O:15]([H:16])[H:17].[O:18]([H:19])[H:20],[C:0]([C:1]1=[C:4]([H:13])[C:5]([H:14])([O:15][H:17])[C:2]([C:3](=[O:8])[H:12])([H:19])[O:6]1)([O:7][H:9])([H:10])[H:11].[H:16][O:18][H:20],37.67190532298323,57.62043232791244,14.214866156787767
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+CTGBNCQSXIBQHY_43_0-cata_4,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20],[C:0]([C:1]([O:8][H:11])([H:13])[H:14])(/[C:4](=[C:5]([C:2](=[C:3](\[O:9][H:12])[H:15])\[O:6][H:19])/[H:17])[H:16])=[O:7].[H:10][O:18][H:20],11.945898351587484,19.850008013535263,-9.335086042065008
+CTGBNCQSXIBQHY_74_0-cata_0,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20],[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])[C:2]([C:3](=[O:9])[H:15])([H:19])[O:6]1.[H:12][O:18][H:20],35.722233306554585,44.15596098652067,-4.8355640535372775
+CTGBNCQSXIBQHY_74_0-cata_2,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20],[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])[C:2]([C:3](=[O:9])[H:15])([H:19])[O:6]1.[H:12][O:18][H:20],35.05581821752497,43.4449927230322,-4.8355640535372775
+CTGBNCQSXIBQHY_74_0-cata_3,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20],[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])[C:2]([C:3](=[O:9])[H:15])([H:19])[O:6]1.[H:12][O:18][H:20],30.4925691335604,39.364925953989136,-4.8355640535372775
+CTGBNCQSXIBQHY_74_0-cata_4,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20],[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])[C:2]([C:3](=[O:9])[H:15])([H:19])[O:6]1.[H:12][O:18][H:20],38.727376302100666,46.655331324988246,-4.8355640535372775
+CTGBNCQSXIBQHY_77_0-cata_3,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20],[C:0]([C:1]([O:8][H:11])([H:13])[H:14])([C:4](=[C:5]([H:17])[H:19])[H:16])([O:6][C:2]#[C:3][O:9][H:12])[O:7][H:10].[H:15][O:18][H:20],78.82523335209416,87.05502044450442,48.587954110898664
+QYOPP-XLYOF_12_0-cata_2,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](/[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20].[O:21]([H:22])[H:23],[C:0]1([O:7][H:10])([H:13])[C:2]([C:4]([O:9][H:12])([H:16])[O:18][H:20])([H:22])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[H:19][O:21][H:23],25.857156457135343,46.35600929345922,-14.684034416826
+QYOPP-XLYOF_12_0-cata_4,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](/[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20].[O:21]([H:22])[H:23],[C:0]1([O:7][H:10])([H:13])[C:2]([C:4]([O:9][H:12])([H:16])[O:18][H:20])([H:22])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[H:19][O:21][H:23],29.34046169154427,51.02216993544933,-14.684034416826
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+VBWWSBXCWJGBEU_19_0-cata_4,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[O:18]([H:19])[H:20],[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)(=[O:8])[H:13].[H:11][O:18][H:20].[O:7]([H:10])[H:19],14.267055992076967,21.83858561900836,-1.0826959847036535
+VBWWSBXCWJGBEU_29_0-cata1_1,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[O:18]([H:19])[H:20],[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)(=[O:7])[O:8][H:11].[H:10][O:18][H:20].[H:13][H:19],44.73828980254856,50.42415338203239,-4.242351816443621
+VBWWSBXCWJGBEU_29_0-cata1_2,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[O:18]([H:19])[H:20],[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)(=[O:7])[O:8][H:11].[H:10][O:18][H:20].[H:13][H:19],46.51414168755935,51.85173749449506,-4.242351816443621
+VBWWSBXCWJGBEU_36_0-cata_0,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[O:18]([H:19])[H:20],[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([H:19])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[C:1](=[O:9])([H:14])[H:15].[H:12][O:18][H:20],46.08806273699367,53.46129936199766,15.842017208413004
+VBWWSBXCWJGBEU_36_0-cata_1,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[O:18]([H:19])[H:20],[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([H:19])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[C:1](=[O:9])([H:14])[H:15].[H:12][O:18][H:20],45.193234190041366,52.88022556503794,15.842017208413004
+VBWWSBXCWJGBEU_36_0-cata_4,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[O:18]([H:19])[H:20],[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([H:19])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[C:1](=[O:9])([H:14])[H:15].[H:12][O:18][H:20],44.23502718353506,52.07513087650176,15.842017208413004
+VBWWSBXCWJGBEU_9_0-cata_1,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[O:18]([H:19])[H:20],[C:0](=[O:7])([O:8][H:11])[H:13].[C:1]([c:3]1[c:5]([H:17])[c:4]([H:16])[c:2]([H:19])[o:6]1)([O:9][H:12])([H:14])[H:15].[H:10][O:18][H:20],35.83016494056744,43.70917422250726,3.52318355640535
+VBWWSBXCWJGBEU_9_0-cata_2,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[O:18]([H:19])[H:20],[C:0](=[O:7])([O:8][H:11])[H:13].[C:1]([c:3]1[c:5]([H:17])[c:4]([H:16])[c:2]([H:19])[o:6]1)([O:9][H:12])([H:14])[H:15].[H:10][O:18][H:20],39.15220023352684,46.82475888998852,3.52318355640535
+CTGBN-XLYOF_10_0-cata_1,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20].[O:21]([H:22])[H:23],[C:0]([C:1]([O:8][H:11])([H:13])[H:14])(/[C:4](=[C:5](\[C:2]([C:3]([O:9][H:12])([H:15])[H:22])=[O:6])[H:17])[H:16])=[O:7].[H:10][O:18][H:20].[H:19][O:21][H:23],5.114829934570098,24.05118411598657,-12.737571701720864
+CTGBN-XLYOF_11_0-cata_3,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20].[O:21]([H:22])[H:23],[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])[C:2]([C:3](=[O:9])[H:15])([H:22])[O:6]1.[H:12][O:18][H:20].[H:19][O:21][H:23],7.029988928585877,27.10527285248041,-4.8355640535372775
+CTGBN-XLYOF_30_0-cata_0,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](\[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20].[O:21]([H:22])[H:23],[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])([H:22])[C:5]([H:17])=[C:2]([C:3](=[O:9])[H:15])[O:6]1.[H:12][O:18][H:20].[H:19][O:21][H:23],13.160129234089448,31.979766648515245,-17.359703632887197
+CTGBN-XLYOF_31_0-cata_2,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](\[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20].[O:21]([H:22])[H:23],[C:1](=[O:8])([H:13])[H:14].[H:11][O:18][H:20].[H:19][O:21][H:23].[c:0]1([O:7][H:10])[c:4]([H:16])[c:5]([H:17])[c:2]([C:3]([O:9][H:12])([H:15])[H:22])[o:6]1,19.620967046114163,41.400566771986085,8.745697896749517
+CTGBNCQSXIBQHY_141_0-cata_1,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:20])[H:15])[O:6]1.[H:12][O:18][H:19],[C:0](\[C:1]([O:8][H:11])([H:13])[H:14])(=[C:4]([C:5](=[C:2](\[C:3](=[O:9])[H:15])[O:6][H:19])\[H:17])/[H:16])[O:7][H:10].[H:12][O:18][H:20],16.36168270306767,26.79340063098308,-7.386472275334601
+CTGBNCQSXIBQHY_141_0-cata_3,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20],[C:0](\[C:1]([O:8][H:11])([H:13])[H:14])(=[C:4]([C:5](=[C:2](\[C:3](=[O:9])[H:15])[O:6][H:19])\[H:17])/[H:16])[O:7][H:10].[H:12][O:18][H:20],18.217228294519945,28.32013124448079,-7.386472275334601
+CTGBNCQSXIBQHY_168_0-cata1_4,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20],[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])[C:2]([C:3](=[O:9])[H:15])([H:19])[O:6]1.[H:12][O:18][H:20],30.4925691335604,39.364925953989136,-4.8355640535372775
+CTGBNCQSXIBQHY_177_1-cata1_0,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](\[O:9][H:20])[H:15])[O:6]1.[H:12][O:18][H:19],[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])[C:2]([C:3](=[O:9])[H:15])([H:19])[O:6]1.[H:12][O:18][H:20],32.97311418700417,40.79125504752632,-4.8355640535372775
+CTGBNCQSXIBQHY_26_0-cata_2,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:10])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[O:18]([H:19])[H:20],[C:0]([C:1]([O:8][H:11])([H:13])[H:14])([C:4](/[C:5](=[C:2](/[C:3](=[O:9])[H:15])[O:6][H:12])[H:17])([H:16])[H:19])=[O:7].[H:10][O:18][H:20],35.389653271538194,42.236409426015975,-10.763862332695972
+CTGBNCQSXIBQHY_50_0-cata_0,[C:0]1([C:1]([O:8][H:11])([H:13])[H:14])([O:7][H:19])[C:4]([H:16])=[C:5]([H:17])/[C:2](=[C:3](/[O:9][H:12])[H:15])[O:6]1.[H:10][O:18][H:20],[H:12][O:18][H:20].[O:7]([H:10])[H:19].[c:0]1([C:1]([O:8][H:11])([H:13])[H:14])[c:4]([H:16])[c:5]([H:17])[c:2]([C:3](=[O:9])[H:15])[o:6]1,13.530987348509196,20.86720091303533,-13.080544933078404
+QYOPP-XLYOF_11_0-cata_1,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20].[O:21]([H:22])[H:23],[C:0]12([H:13])[C:2]([C:4]([O:9][H:12])([H:16])[H:22])([O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17])[O:7]2.[H:10][O:18][H:20].[H:19][O:21][H:23],23.308212868078904,40.78623497146766,5.858508604206487
+QYOPP-XLYOF_11_0-cata_2,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20].[O:21]([H:22])[H:23],[C:0]12([H:13])[C:2]([C:4]([O:9][H:12])([H:16])[H:22])([O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17])[O:7]2.[H:10][O:18][H:20].[H:19][O:21][H:23],23.017675969599043,41.52293112446251,5.858508604206487
+QYOPP-XLYOF_11_0-cata_3,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20].[O:21]([H:22])[H:23],[C:0]12([H:13])[C:2]([C:4]([O:9][H:12])([H:16])[H:22])([O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17])[O:7]2.[H:10][O:18][H:20].[H:19][O:21][H:23],17.900963506605038,39.48603528746872,5.858508604206487
+QYOPP-XLYOF_30_0-cata1_1,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20].[O:21]([H:22])[H:23],[C:0]12([H:13])[C:2]([C:4]([O:9][H:12])([H:16])[H:19])([O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17])[O:7]2.[H:10][O:18][H:20].[O:21]([H:22])[H:23],22.90535176909728,43.0082461109221,5.858508604206487
+QYOPP-XLYOF_1_0-cata_4,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20].[O:21]([H:22])[H:23],[C:0]1([O:7][H:10])([H:13])[C:2]([C:4](=[O:9])[H:16])([H:22])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[H:12][O:21][H:23].[O:18]([H:19])[H:20],4.67871083202976,26.007131227470712,-15.701720841300197
+QYOPP-XLYOF_27_0-cata_1,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20].[O:21]([H:22])[H:23],[O:18]([H:19])[H:20].[O:21]([H:22])[H:23].[O:7]([H:10])[H:12].[c:0]1([H:13])[c:2]([C:4](=[O:9])[H:16])[o:6][c:3]([C:1]([O:8][H:11])([H:14])[H:15])[c:5]1[H:17],-9.654861166950612,11.031617009970278,-29.916586998087965
+QYOPP-XLYOF_30_0-cata2_1,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20].[O:21]([H:22])[H:23],[C:0]1([O:7])([H:13])[C:2]([C:4]([O:9][H:12])([H:16])[H:22])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[H:10][O:21][H:23].[O:18]([H:19])[H:20],21.8266629386098,40.99456812544104,TCIT fails
+QYOPP-XLYOF_31_0-cata1_4,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20].[O:21]([H:22])[H:23],[C:0]1(=[O:7])[C:2]([C:4]([O:9][H:12])([H:16])[H:19])([H:13])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[H:10][O:21][H:23].[O:18]([H:20])[H:22],23.34084336206786,43.62006787344687,-22.994502868068846
+QYOPPFUVDVKXIN_144_0-cata2_4,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20],[C:0]1([O:7][H:10])([H:13])[C:2]([C:4](=[O:9])[H:16])([H:19])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[H:12][O:18][H:20],28.900577532084775,36.67353770843564,-15.701720841300197
+QYOPPFUVDVKXIN_14_0-cata_2,[C:0]1([O:7][H:12])([H:13])/[C:2](=[C:4](\[O:9][H:20])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[H:10][O:18][H:19],[C:0]1([O:7][H:12])([H:13])[C:2]([C:4](=[O:9])[H:16])([H:19])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[H:10][O:18][H:20],28.245457614097987,35.56221838395921,-15.701720841300197
+QYOPPFUVDVKXIN_14_0-cata_4,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20],[C:0]1([O:7][H:10])([H:13])[C:2]([C:4](=[O:9])[H:16])([H:19])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[H:12][O:18][H:20],25.96069552458795,33.999092219482044,-15.701720841300197
+QYOPPFUVDVKXIN_74_3-cata1_0,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:20])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[H:12][O:18][H:19],[C:0]1([O:7][H:10])([H:13])[C:2]([C:4](=[O:9])[H:16])([H:19])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[H:12][O:18][H:20],21.15585528309128,30.592343143951176,-15.701720841300197
+QYOPPFUVDVKXIN_150_0-cata1_0,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20],[C:0]1([O:7][H:12])([H:13])[C:2]([C:4](=[O:9])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])[C:5]1([H:17])[H:19].[H:10][O:18][H:20],32.5238173849971,40.13299758197611,TCIT fails
+QYOPPFUVDVKXIN_164_1-cata1_0,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:19].[H:17][O:18][H:20],[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8])([H:14])[H:15])[C:5]1([H:17])[H:19].[H:11][O:18][H:20],35.43797150305888,41.89880931494092,TCIT fails
+QYOPPFUVDVKXIN_20_7-cata2_2,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20],[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8])([H:14])[H:15])[C:5]1([H:17])[H:19].[H:11][O:18][H:20],38.51402307206861,44.40319972946716,TCIT fails
+QYOPPFUVDVKXIN_47_4-cata1_3,[C:0]1([O:7][H:12])([H:13])/[C:2](=[C:4](\[O:9][H:20])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[H:10][O:18][H:19],[O:18]([H:19])[H:20].[O:7]([H:10])[H:12].[c:0]1([H:13])[c:2]([C:4](=[O:9])[H:16])[o:6][c:3]([C:1]([O:8][H:11])([H:14])[H:15])[c:5]1[H:17],4.997485658081005,11.664146585942763,-29.916586998087965
+QYOPPFUVDVKXIN_47_6-cata1_3,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20],[O:18]([H:19])[H:20].[O:7]([H:10])[H:12].[c:0]1([H:13])[c:2]([C:4](=[O:9])[H:16])[o:6][c:3]([C:1]([O:8][H:11])([H:14])[H:15])[c:5]1[H:17],8.718616993102875,17.001114883451393,-29.916586998087965
+QYOPPFUVDVKXIN_47_6-cata1_4,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20],[O:18]([H:19])[H:20].[O:7]([H:10])[H:12].[c:0]1([H:13])[c:2]([C:4](=[O:9])[H:16])[o:6][c:3]([C:1]([O:8][H:11])([H:14])[H:15])[c:5]1[H:17],11.55119487608526,19.269561725931283,-29.916586998087965
+QYOPPFUVDVKXIN_47_6-cata1_2,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:19])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[H:12][O:18][H:20],[H:12][H:13].[O:18]([H:19])[H:20].[c:0]1([O:7][H:10])[c:2]([C:4](=[O:9])[H:16])[o:6][c:3]([C:1]([O:8][H:11])([H:14])[H:15])[c:5]1[H:17],38.85099567357391,44.7150719509645,7.983986615678769
+QYOPPFUVDVKXIN_50_0-cata1_3,[C:0]1([O:7][H:10])([H:13])/[C:2](=[C:4](\[O:9][H:12])[H:16])[O:6][C:3]([C:1]([O:8][H:11])([H:14])[H:15])=[C:5]1[H:17].[O:18]([H:19])[H:20],[H:12][O:18][H:20].[H:13][H:19].[c:0]1([O:7][H:10])[c:2]([C:4](=[O:9])[H:16])[o:6][c:3]([C:1]([O:8][H:11])([H:14])[H:15])[c:5]1[H:17],38.76502687207695,44.51552392996893,7.983986615678769
+VBWWS-XLYOF_10_0-cata_4,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[O:18]([H:19])[H:20].[O:21]([H:22])[H:23],[C:0]([O:7][H:10])(=[O:8])[H:13].[C:1]([c:3]1[c:5]([H:17])[c:4]([H:16])[c:2]([H:22])[o:6]1)([O:9][H:12])([H:14])[H:15].[H:11][O:18][H:20].[H:19][O:21][H:23],19.78537453505577,40.78937251895974,3.52318355640535
+VBWWS-XLYOF_30_0-cata_1,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[O:18]([H:19])[H:20].[O:21]([H:22])[H:23],[C:0]1([O:8][H:11])([H:13])[C:2]2([C:4]([H:16])=[C:5]([H:17])[C:3]([C:1]([O:9][H:12])([H:14])[H:15])([H:22])[O:6]2)[O:7]1.[H:10][O:18][H:20].[H:19][O:21][H:23],21.912631740106768,43.46570053647992,TCIT fails
+VBWWS-XLYOF_30_0-cata_4,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:19])[H:13].[H:11][O:21][H:23].[O:18]([H:20])[H:22],[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)(=[O:8])[H:13].[H:11][O:21][H:23].[O:18]([H:19])[H:20].[O:7]([H:10])[H:22],1.0862189446111437,21.427566896475987,-1.0826959847036264
+VBWWSBXCWJGBEU_79_0-cata_3,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[O:18]([H:19])[H:20],[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)(=[O:7])[H:13].[H:10][O:18][H:19].[O:8]([H:11])[H:20],14.032367439027444,21.66602050651601,-1.0826959847036535
+VBWWSBXCWJGBEU_9_0-cata_0,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[O:18]([H:19])[H:20],[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)(=[O:7])[H:13].[H:10][O:18][H:20].[O:8]([H:11])[H:19],16.649082054055455,24.196138810477294,-1.0826959847036535
+VBWWSBXCWJGBEU_91_0-cata1_0,[C:0]([c:2]1[c:4]([H:16])[c:5]([H:17])[c:3]([C:1]([O:9][H:12])([H:14])[H:15])[o:6]1)([O:7][H:10])([O:8][H:11])[H:13].[O:18]([H:19])[H:20],[C:0](=[O:7])([O:8][H:11])[H:13].[C:1]([c:3]1[c:5]([H:17])[c:4]([H:16])[c:2]([H:19])[o:6]1)([O:9][H:12])([H:14])[H:15].[H:10][O:18][H:20],35.98829733459624,43.75058984954538,3.52318355640535
+CPLYU-XLYOF_10_0-cata_0,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:2]([O:6][H:17])([H:10])[O:13][H:15])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[H:14][O:16][H:18],4.572034217085073,27.934212902027728,-8.407504780114728
+CPLYU-XLYOF_10_0-cata_1,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:2]([O:6][H:17])([H:10])[O:13][H:15])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[H:14][O:16][H:18],0.070281064036576,26.31523839197755,-8.407504780114728
+CPLYU-XLYOF_10_0-cata_4,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:2]([O:6][H:17])([H:10])[O:13][H:15])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[H:14][O:16][H:18],8.426197566056429,30.8006762979959,-8.407504780114728
+CPLYU-XLYOF_17_0-cata1_0,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0](=[C:2](/[O:6][H:14])[H:10])(\[O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])[H:9].[H:8][O:16][H:18].[O:13]([H:15])[H:17],16.208570385026206,37.024315518977424,13.777963671128118
+CPLYU-XLYOF_17_0-cata1_1,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0](=[C:2](/[O:6][H:14])[H:10])(\[O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])[H:9].[H:8][O:16][H:18].[O:13]([H:15])[H:17],13.419290657577184,32.72273789649425,13.777963671128118
+CPLYU-XLYOF_17_0-cata2_0,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0](=[C:2](/[O:6][H:17])[H:10])(\[O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])[H:9].[H:14][O:16][H:18].[H:8][O:13][H:15],16.920793667582846,35.795024408513484,13.777963671128118
+CPLYU-XLYOF_19_0-cata1_2,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:2](=[O:6])[H:10])([O:4][C:1]([C:3]([H:11])([H:12])[H:14])=[O:5])([H:8])[H:9].[H:7][O:16][H:18].[O:13]([H:15])[H:17],-5.04768641795426,13.707317517992042,-26.142686424474178
+CPLYU-XLYOF_19_0-cata2_0,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:2](=[O:6])[H:10])([O:4][C:1]([C:3]([H:11])([H:12])[H:17])=[O:5])([H:8])[H:9].[H:14][O:16][H:18].[H:7][O:13][H:15],-4.943519840931898,14.50237205448223,-26.142686424474178
+CPLYU-XLYOF_19_0-cata2_2,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:2](=[O:6])[H:10])([O:4][C:1]([C:3]([H:11])([H:12])[H:17])=[O:5])([H:8])[H:9].[H:14][O:16][H:18].[H:7][O:13][H:15],-3.787647341996612,15.452421437509132,-26.142686424474178
+CPLYU-XLYOF_7_0-cata_2,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:2](=[O:6])[H:10])([O:4][C:1]([C:3]([H:11])([H:12])[O:13][H:15])([O:5][H:7])[H:17])([H:8])[H:9].[H:14][O:16][H:18],46.44448813309253,67.72019773052389,-9.250956022944555
+CPLYUCVDGLXCIV_14_1-cata_0,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15],[C:0]([C:2](=[O:6])[H:10])([O:4][H:14])([H:8])[H:9].[C:1](=[C:3]([H:11])[H:12])=[O:5].[H:7][O:13][H:15],15.83331970401054,24.511776089000797,12.063575525812631
+CPLYUCVDGLXCIV_14_1-cata_2,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15],[C:0]([C:2](=[O:6])[H:10])([O:4][H:14])([H:8])[H:9].[C:1](=[C:3]([H:11])[H:12])=[O:5].[H:7][O:13][H:15],14.279606182045285,23.27118980749403,12.063575525812631
+CPLYUCVDGLXCIV_14_1-cata_4,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15],[C:0]([C:2](=[O:6])[H:10])([O:4][H:14])([H:8])[H:9].[C:1](=[C:3]([H:11])[H:12])=[O:5].[H:7][O:13][H:15],17.687610276537317,25.710319234006693,12.063575525812631
+CPLYUCVDGLXCIV_27_0-cata_0,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15],[C:0](=[C:2](/[O:6][H:14])[H:10])(\[O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])[H:9].[H:8][O:13][H:15],34.80544192701506,42.657468300523,13.777963671128118
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+NKHLGJZLAIZVPY_52_0-cata_0,[C:0]1([O:5][H:8])([O:6][H:9])[C:3]([H:14])([H:15])[C:1]([O:7][H:10])([H:11])[C:2]([H:12])([H:13])[O:4]1.[O:16]([H:17])[H:18],[C:0]1([O:5][H:8])([O:6][H:9])[C:3]([H:14])([H:15])[C:1]([H:11])=[C:2]([H:13])[O:4]1.[H:12][O:16][H:18].[O:7]([H:10])[H:17],48.54413492007056,53.92063631605072,10.033460803059278
+CPLYU-XLYOF_12_0-cata2_0,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0](/[C-:2]=[O+:6]/[H:17])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[H:10][O:13][H:15].[H:14][O:16][H:18],24.86945650406082,42.96745799352509,TCIT fails
+CPLYU-XLYOF_12_0-cata2_1,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[H:14][O:16][H:18].[O:13]([H:15])[H:17],[C:0]([C:2]([O:6])([H:10])[O:13][H:15])([O:4][C:1]([C:3]([H:11])([H:12])[H:17])[O:5][H:7])([H:8])[H:9].[H:14][O:16][H:18],12.1354062206084,36.13889961450136,TCIT fails
+CPLYU-XLYOF_17_0-cata2_4,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]1([H:8])([H:9])[C:2]([O:6][H:17])([H:10])[O:5][C:1](=[C:3]([H:11])[H:12])[O:4]1.[H:7][O:16][H:18].[O:13]([H:14])[H:15],2.7547667050361606,23.418654540014085,-6.889340344168243
+CPLYU-XLYOF_3_1-cata_0,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]1([H:8])([H:9])[C:2]([O:6][H:7])([H:10])[C:3]([H:11])([H:12])[C:1](=[O:5])[O:4]1.[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],14.919665872070098,34.95729922598835,-29.407026768642442
+CPLYU-XLYOF_6_0-cata_0,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:2](=[O:6])[H:10])([O:4][C:1]([C:3]([H:11])([H:12])[H:17])([O:5][H:7])[O:13][H:15])([H:8])[H:9].[H:14][O:16][H:18],14.56763304260282,36.88187086248037,-20.29182600382408
+CPLYU-XLYOF_6_0-cata_3,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:2](=[O:6])[H:10])([O:4][C:1]([C:3]([H:11])([H:12])[H:17])=[O:5])([H:8])[H:9].[H:7][O:16][H:18].[O:13]([H:14])[H:15],1.3554205200735312,21.634645031523885,-26.142686424474178
+CPLYUCVDGLXCIV_21_0-cata_0,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15],[C:0](=[C:2](\[O:6][H:7])[H:10])(\[O:4][C:1]([C:3]([H:11])([H:12])[H:14])=[O:5])[H:9].[H:8][O:13][H:15],26.07741229154296,34.339202368515096,-12.364722753346062
+CPLYUCVDGLXCIV_21_0-cata_1,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15],[C:0]([C:2](=[O:6])[H:10])([O:4][C:1]([C:3]([H:11])([H:12])[H:14])[O:5][H:7])[H:9].[H:8][O:13][H:15],28.10238544803117,37.23829625850789,TCIT fails
+CPLYUCVDGLXCIV_27_4-cata1_0,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15],[C:0]1([H:8])([H:9])[C:2]([O:6][H:15])([H:10])[O:5][C:1](=[C:3]([H:11])[H:12])[O:4]1.[H:7][O:13][H:14],10.709704636569631,21.903219097523525,-6.889340344168243
+CPLYUCVDGLXCIV_33_1-cata2_3,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:9])[H:14].[H:8][O:13][H:15],[C:0](=[C:2](/[O:6][H:8])[H:10])(\[O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])[H:9].[O:13]([H:14])[H:15],32.26591098054187,40.69650111301586,13.777963671128118
+CPLYUCVDGLXCIV_33_2-cata2_4,[C:0]([C:2](=[O:6])[H:7])([O:5][C:1](=[C:3]([H:11])[H:12])[O:4][H:14])([H:8])[H:9].[H:10][O:13][H:15],[C:0](=[C:2]([O:6][C:3]([C:1]([O:4][H:14])=[O:5])([H:11])[H:12])[H:7])([H:8])[H:9].[H:10][O:13][H:15],20.63125734102464,32.96432905402635,-15.540391969407255
+CPLYUCVDGLXCIV_34_0-cata_1,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15],[C:0]([C:2](=[O:6])[H:10])([O:4][C:1]([C:3]([H:11])([H:12])[H:14])=[O:5])([H:8])[H:9].[H:7][O:13][H:15],10.86532699253342,19.83745782349561,-26.142686424474178
+CPLYUCVDGLXCIV_46_0-cata_0,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15],[C:0]1([H:8])([H:9])[C:2]([O:6][H:14])([H:10])[C:3]([H:12])=[C:1]([O:5][H:7])[O:4]1.[H:11][O:13][H:15],18.48203730356476,30.75549561400296,-11.30760038240916
+CPLYUCVDGLXCIV_52_0-cata_1,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15],[C:0]1([H:8])([H:9])[C:2]([O:6][H:14])([H:10])[O:4]1.[C:1](=[C:3]([H:11])[H:12])=[O:5].[H:7][O:13][H:15],22.3355731430377,34.02042754249952,24.306883365200775
+CPLYUCVDGLXCIV_54_0-cata_0,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15],[C:0]1([H:8])([H:9])[C:2]([H:10])([O:13][H:15])[O:6][C:1]([C:3]([H:11])([H:12])[H:14])([O:5][H:7])[O:4]1,25.56285450152231,38.210308474015015,-30.407504780114728
+CPLYUCVDGLXCIV_71_0-cata_3,[C:0]([C:2](=[O:6])[H:10])([O:4][C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([H:8])[H:9].[O:13]([H:14])[H:15],[C:0]1([H:8])([H:9])[C:2]([O:6][H:14])([H:10])[C:3]([H:11])([H:12])[C:1](=[O:5])[O:4]1.[H:7][O:13][H:15],9.93849546105491,23.59059214300802,-29.407026768642442
+IKIRM-XLYOF_7_1-cata_1,[C:0]1([O:6][H:8])([H:9])[C:1]([H:10])([H:11])[O:4][C:2]([O:5][H:7])=[C:3]1[H:12].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:1]([O:4][H:17])([H:10])[H:11])([C:3](=[C:2]=[O:5])[H:12])([O:6][H:8])[H:9].[H:7][O:16][H:18].[O:13]([H:14])[H:15],3.581196716518473,23.433087258477645,10.886950286806867
+IKIRMXLQFQXNKV_13_1-cata_1,[C:0]1([O:6][H:8])([H:9])[C:1]([H:10])([H:11])[O:4][C:2]([O:5][H:7])=[C:3]1[H:12].[O:13]([H:14])[H:15],[C:0]1([O:6][H:8])([H:9])[C:1]([H:10])([H:11])[O:4][C:2](=[O:5])[C:3]1([H:12])[H:14].[H:7][O:13][H:15],11.366079573481915,19.79604219649317,-18.099426386233283
+IKIRMXLQFQXNKV_40_1-cata2_1,[C:0]1([O:6][H:8])([H:9])[C:1]([H:10])([H:11])[O:4][C:2]([O:5][H:7])=[C:3]1[H:12].[O:13]([H:14])[H:15],[H:10][O:13][H:14].[O:6]([H:8])[H:15].[c:0]1([H:9])[c:1]([H:11])[o:4][c:2]([O:5][H:7])[c:3]1[H:12],30.09598312952726,36.29703200849448,-2.5676386233269723
+IKIRMXLQFQXNKV_61_0-cata_1,[C:0]1([O:6][H:8])([H:9])[C:1]([H:10])([H:11])[O:4][C:2]([O:5][H:7])=[C:3]1[H:12].[O:13]([H:14])[H:15],[C:0]1([H:9])=[C:3]([H:12])[C:2]([O:5][H:7])([O:13][H:15])[O:4][C:1]1([H:10])[H:11].[O:6]([H:8])[H:14],26.98353600950241,34.71633557799034,-4.840583173996186
+NKHLG-XLYOF_3_0-cata_0,[C:0]1([O:5][H:8])([O:6][H:20])[C:3]([H:14])([H:15])[C:1]([O:7][H:10])([H:11])[C:2]([H:12])([H:13])[O:4]1.[H:9][O:19][H:21].[O:16]([H:17])[H:18],[C:0]([C:3]([C:1]([C:2]([O:4][H:20])([H:12])[H:13])([O:7][H:10])[H:11])([H:14])[H:15])([O:5][H:8])=[O:6].[H:9][O:19][H:21].[O:16]([H:17])[H:18],14.219992779553111,31.558707774008223,-11.279875717017193
+DZAIOXUZHHTJKN_11_0-cata_0,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])(=[O:5])[H:11].[C:1]([O:6][H:10])([H:12])([H:13])[H:17].[H:9][O:16][H:18],64.3272538640295,69.73450322550336,18.579588910133836
+DZAIOXUZHHTJKN_122_0-cata1_0,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]([C:1](=[O:6])[H:13])([C:2]([C:3]([O:4][H:8])([O:7][H:17])[H:12])([H:14])[H:15])([O:5][H:9])[H:11].[H:10][O:16][H:18],39.31723523203821,48.12746861198112,19.08317399617592
+DZAIOXUZHHTJKN_122_0-cata1_3,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]([C:1](=[O:6])[H:13])([C:2]([C:3]([O:4][H:8])([O:7][H:17])[H:12])([H:14])[H:15])([O:5][H:9])[H:11].[H:10][O:16][H:18],41.62960773954987,49.92779336750146,19.08317399617592
+DZAIOXUZHHTJKN_23_0-cata_2,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]([C:1]([O:6][H:10])([H:12])[H:13])(=[O:5])[H:11].[C:2]([C:3]([O:4][H:8])=[O:7])([H:14])([H:15])[H:17].[H:9][O:16][H:18],49.5883107280025,55.75610160348235,15.179015296367115
+DZAIOXUZHHTJKN_27_0-cata_1,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0](=[C:1](/[O:6][H:10])[H:13])(\[C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])[H:11].[H:12][O:16][H:18].[O:5]([H:9])[H:17],49.71946021352807,54.39566100749283,11.366395793499047
+DZAIOXUZHHTJKN_29_0-cata_0,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0](\[C:1]([O:6][H:10])([H:12])[H:13])(=[C:2](\[C:3]([O:4][H:8])=[O:7])[H:15])[H:11].[H:14][O:16][H:18].[O:5]([H:9])[H:17],31.42944081697789,39.78410230000091,13.082217973231355
+DZAIOXUZHHTJKN_37_0-cata_0,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0](=[C:1]([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])[O:5][H:9].[H:11][O:16][H:18].[O:6]([H:10])[H:17],50.283591254030576,54.524300454953405,9.226099426386254
+DZAIOXUZHHTJKN_37_0-cata_1,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0](=[C:1]([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])[O:5][H:9].[H:11][O:16][H:18].[O:6]([H:10])[H:17],48.77129335906776,53.43745400098653,9.226099426386254
+DZAIOXUZHHTJKN_54_1-cata_0,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]1([O:5][H:9])([H:11])[C:1]([H:12])([H:13])[O:6][C:3]([O:4][H:8])([O:7][H:17])[C:2]1([H:14])[H:15].[H:10][O:16][H:18],21.044786101515005,28.967721048486595,11.27987571701722
+DZAIOXUZHHTJKN_54_1-cata_2,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]1([O:5][H:9])([H:11])[C:1]([H:12])([H:13])[O:6][C:3]([O:4][H:8])([O:7][H:17])[C:2]1([H:14])[H:15].[H:10][O:16][H:18],26.87811441355456,35.19889038344911,11.27987571701722
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+RBZGRNVQQYVVIB_86_0-cata_2,[C:0]([C:1]([O:4][H:8])([H:10])[H:11])([C:2](=[C:5]=[O:6])[H:12])([O:3][H:7])[H:9].[O:13]([H:14])[H:15],[C:0]1([H:9])=[C:2]([H:12])[C:5](=[O:6])[O:4][C:1]1([H:10])[H:11].[H:8][O:13][H:15].[O:3]([H:7])[H:14],9.701296870011722,20.74546406998598,-22.364005736137646
+RBZGRNVQQYVVIB_8_0-cata_0,[C:0]([C:1]([O:4][H:8])([H:10])[H:11])([C:2](=[C:5]=[O:6])[H:12])([O:3][H:7])[H:9].[O:13]([H:14])[H:15],[C:0]([C:2](=[C:5]=[O:6])[H:12])([O:3][H:7])([H:9])[H:14].[C:1](=[O:4])([H:10])[H:11].[H:8][O:13][H:15],64.80604361249777,70.65568717146047,18.486854684512437
+RBZGRNVQQYVVIB_8_0-cata_2,[C:0]([C:1]([O:4][H:8])([H:10])[H:11])([C:2](=[C:5]=[O:6])[H:12])([O:3][H:7])[H:9].[O:13]([H:14])[H:15],[C:0]([C:2](=[C:5]=[O:6])[H:12])([O:3][H:7])([H:9])[H:14].[C:1](=[O:4])([H:10])[H:11].[H:8][O:13][H:15],66.70300483098816,72.79486705698136,18.486854684512437
+DZAIOXUZHHTJKN_55_1-cata_0,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]1([O:5][H:9])([H:11])[C:1]([H:12])([H:13])[O:6][C:3]([O:4][H:8])([O:7][H:18])[C:2]1([H:14])[H:15].[H:10][O:16][H:17],15.458696532564629,26.12635803245505,11.27987571701722
+DZAIOXUZHHTJKN_55_1-cata_1,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3](=[O:4])[O:7][H:17])([H:14])[H:15])([O:5][H:9])[H:11].[H:8][O:16][H:18],[C:0]1([O:5][H:9])([H:11])[C:1]([H:12])([H:13])[O:6][C:3]([O:4][H:8])([O:7][H:17])[C:2]1([H:14])[H:15].[H:10][O:16][H:18],27.402712355514183,35.34572760643508,11.27987571701722
+DZAIOXUZHHTJKN_55_1-cata_3,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]1([O:5][H:9])([H:11])[C:1]([H:12])([H:13])[O:6][C:3]([O:4][H:8])([O:7][H:18])[C:2]1([H:14])[H:15].[H:10][O:16][H:17],16.007139835464056,25.473120642963508,11.27987571701722
+DZAIOXUZHHTJKN_73_0-cata_0,[C:0]([C:1]([O:6][H:10])([H:12])[H:13])([C:2]([C:3]([O:4][H:8])=[O:7])([H:14])[H:15])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]1([O:5][H:9])([H:11])[C:1]([H:12])([H:13])[O:6][C:3]([O:4][H:8])([O:7][H:10])[C:2]1([H:14])[H:15].[O:16]([H:17])[H:18],29.51365431353504,38.3565181874669,11.27987571701722
+HKWHY-XLYOF_16_0-cata_0,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](\[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:3]([H:11])([H:12])[H:17])([O:4]/[C:1](=[C:2](\[O:6][H:8])[H:10])[H:9])=[O:5].[H:14][O:16][H:18].[H:7][O:13][H:15],-11.423810447478838,7.751624853476071,-26.142686424474178
+HKWHY-XLYOF_17_0-cata2_2,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](\[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:3]([H:11])([H:12])[H:17])([O:4]/[C:1](=[C:2](\[O:6][H:8])[H:10])[H:9])=[O:5].[H:7][O:16][H:18].[O:13]([H:14])[H:15],-7.1002699924084345,15.786256491522352,-26.142686424474178
+HKWHY-XLYOF_1_0-cata_1,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:13][H:15].[H:14][O:16][H:18].[O:5]([H:7])[H:17],[C:0]([C:3]([H:11])([H:12])[H:17])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])=[O:13].[H:15][O:16][H:18].[O:5]([H:7])[H:14],-5.413524456458022,13.30947649499774,-26.142686424474178
+HKWHY-XLYOF_1_0-cata_2,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:3]([H:11])([H:12])[H:17])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])=[O:5].[H:7][O:16][H:18].[O:13]([H:14])[H:15],0.984562405511104,20.97764258504185,-26.142686424474178
+HKWHY-XLYOF_20_0-cata2_4,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](\[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0](=[C:3]([H:11])[H:12])([O:4][C:1]([C:2](=[O:6])[H:10])([H:9])[H:17])[O:5][H:8].[H:7][O:16][H:18].[O:13]([H:14])[H:15],8.08734243605588,28.79954850248315,-13.777963671128118
+HKWHY-XLYOF_7_0-cata_0,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0](=[C:3]([H:11])[H:12])([O:4][C:1]([C:2](=[O:6])[H:10])([H:9])[H:17])[O:5][H:7].[H:8][O:16][H:18].[O:13]([H:14])[H:15],11.886284949023974,31.964078910983517,-13.777963671128118
+HKWHY-XLYOF_7_0-cata_3,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0](=[C:3]([H:11])[H:12])([O:4][C:1]([C:2](=[O:6])[H:10])([H:9])[H:17])[O:5][H:7].[H:8][O:16][H:18].[O:13]([H:14])[H:15],17.424056286525,35.19136026953946,-13.777963671128118
+HKWHYIIBAGBNDC_11_0-cata_4,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](\[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15],[C:0]([C:3]([H:11])([H:12])[H:14])([O:4][C:1]([C:2](=[O:6])[H:10])[H:9])[O:5][H:7].[H:8][O:13][H:15],12.690124618527651,20.82955034302337,TCIT fails
+HKWHYIIBAGBNDC_3_0-cata_0,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15],[C:0]([C:3]([H:11])([H:12])[H:14])([O:4][C:1]([C:2](=[O:6])[H:10])[H:9])[O:5][H:7].[H:8][O:13][H:15],27.94550807303488,35.79753444654282,TCIT fails
+HKWHYIIBAGBNDC_3_0-cata_2,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15],[C:0]([C:3]([H:11])([H:12])[H:14])([O:4][C:1]([C:2](=[O:6])[H:10])[H:9])[O:5][H:7].[H:8][O:13][H:15],26.551181964023908,35.22085321603634,TCIT fails
+HKWHYIIBAGBNDC_59_0-cata_2,[C:0](=[C:3]([H:12])[H:14])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[H:11][O:13][H:15],[C:0]([C:3]([H:11])([H:12])[H:14])([O:4][C:1]([C:2](=[O:6])[H:10])[H:9])[O:5][H:7].[H:8][O:13][H:15],24.395059322045785,32.789253903540335,TCIT fails
+HKWHYIIBAGBNDC_36_0-cata_2,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15],[C:0](=[C:3]([H:11])[H:12])=[O:5].[C:1]([C:2]([O:6][H:8])([H:10])[H:14])(=[O:4])[H:9].[H:7][O:13][H:15],27.730899824041668,35.199517893018864,-1.7143881453154879
+HKWHYIIBAGBNDC_73_0-cata_2,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15],[C:0](=[C:3]([H:11])[H:12])=[O:5].[C:1]([C:2]([O:6][H:8])([H:10])[H:14])(=[O:4])[H:9].[H:7][O:13][H:15],26.26315510353771,33.92253606053266,-1.7143881453154879
+HKWHYIIBAGBNDC_9_3-cata1_4,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15],[C:0](=[C:3]([H:11])[H:12])=[O:5].[C:1]([C:2]([O:6][H:8])([H:10])[H:14])(=[O:4])[H:9].[H:7][O:13][H:15],24.71634418601936,32.32866193052612,-1.7143881453154879
+HKWHYIIBAGBNDC_37_0-cata_1,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15],[C:0]([C:3]([H:11])[H:12])([O:4][C:1]([C:2]([O:6][H:8])[H:10])([H:9])[H:14])=[O:5].[H:7][O:13][H:15],33.9903070865399,42.851368736032825,TCIT fails
+HKWHYIIBAGBNDC_38_0-cata_0,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15],[C:0](=[C:3]([H:11])[H:12])([O:4][C:1]([C:2](=[O:6])[H:10])([H:9])[H:14])[O:5][H:7].[H:8][O:13][H:15],21.50663309352605,29.946008359013543,-13.777963671128118
+HKWHYIIBAGBNDC_38_0-cata_1,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15],[C:0](=[C:3]([H:11])[H:12])([O:4][C:1]([C:2](=[O:6])[H:10])([H:9])[H:14])[O:5][H:7].[H:8][O:13][H:15],23.425557144532327,31.81535915953797,-13.777963671128118
+HKWHYIIBAGBNDC_39_1-cata2_2,[C:0](=[C:3]([H:8])[H:12])([O:4]/[C:1](=[C:2](\[O:6][H:15])[H:10])[H:9])[O:5][H:7].[H:11][O:13][H:14],[C:0](=[C:3]([H:8])[H:12])([O:4][C:1]([C:2](=[O:6])[H:10])([H:9])[H:14])[O:5][H:7].[H:11][O:13][H:15],26.948395477519792,35.864050453517564,-13.777963671128118
+HKWHYIIBAGBNDC_39_2-cata2_2,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](\[O:6][H:7])[H:10])[H:9])[O:5][H:8].[O:13]([H:14])[H:15],[C:0](=[C:3]([H:11])[H:12])([O:4][C:1]([C:2](=[O:6])[H:10])([H:9])[H:14])[O:5][H:7].[H:8][O:13][H:15],18.089216356522115,26.24872238503848,-13.777963671128118
+HKWHYIIBAGBNDC_64_0-cata_3,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15],[C:0]([C:3]([H:11])([H:12])[H:14])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])([O:5][H:7])[O:13][H:15],32.957426449508105,43.979630817037815,-22.025573613766724
+HKWHYIIBAGBNDC_73_0-cata_3,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15],[C:0]([C:3]([H:11])([H:12])[H:14])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])=[O:5].[H:7][O:13][H:15],12.99572174500516,21.62711491754289,-26.142686424474178
+HKWHYIIBAGBNDC_9_2-cata2_4,[C:0](=[C:3]([H:11])[H:12])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])[O:5][H:7].[O:13]([H:14])[H:15],[C:0]([C:3]([H:11])([H:12])[H:14])([O:4]/[C:1](=[C:2](/[O:6][H:8])[H:10])[H:9])=[O:5].[H:7][O:13][H:15],10.31500116103174,18.703548157040547,-26.142686424474178
+NUHKD-XLYOF_10_0-cata_2,[C:0]1([O:6][H:7])([H:8])[C:1]([H:9])([H:10])[O:5][C:2](=[C:3]([H:11])[H:12])[O:4]1.[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:1]([O:5][C:2]([C:3]([H:11])([H:12])[H:17])=[O:4])([H:9])[H:10])(=[O:6])[H:8].[H:14][O:16][H:18].[H:7][O:13][H:15],-4.4954780579216616,13.921298257522508,-19.253346080305935
+QFTOQKSHYCMJOH_37_0-cata1_0,[C:0]([C:1]([O:4][C:2](=[C:3]([H:14])[H:15])[O:7][H:10])([H:12])[H:13])([O:5][H:17])([O:6][H:9])[H:11].[H:8][O:16][H:18],[C:0]([C:1]([O:4][H:17])([H:12])[H:13])([O:5][H:8])([O:6][H:9])[H:11].[C:2](=[C:3]([H:14])[H:15])=[O:7].[H:10][O:16][H:18],22.112807270458077,29.797288607532327,12.516252390057373
+QFTOQKSHYCMJOH_38_0-cata1_1,[C:0]([C:1]([O:4][C:2](=[C:3]([H:14])[H:15])[O:7][H:9])([H:12])[H:13])([O:5][H:8])([O:6][H:17])[H:11].[H:10][O:16][H:18],[C:0]([C:1]([O:4][C:2](=[C:3]([H:14])[H:15])[O:7][H:8])([H:12])[H:13])(=[O:5])[H:11].[H:10][O:16][H:18].[O:6]([H:9])[H:17],17.83884006604787,26.608912838020828,8.407504780114728
+QFTOQKSHYCMJOH_56_1-cata2_0,[C:0]([C:1]([O:4][C:2](=[C:3]([H:14])[H:15])[O:7][H:11])([H:12])[H:13])([O:5][H:8])([O:6][H:9])[H:17].[H:10][O:16][H:18],[C:0]([C:1]([O:4][C:2]([C:3]([H:10])([H:14])[H:15])=[O:7])([H:12])[H:13])([O:5][H:8])([O:6][H:9])[H:17].[H:11][O:16][H:18],12.441003346978896,21.76767704547337,-26.142447418738048
+QFTOQKSHYCMJOH_57_0-cata_2,[C:0]([C:1]([O:4][C:2](=[C:3]([H:14])[H:15])[O:7][H:10])([H:12])[H:13])([O:5][H:8])([O:6][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]([C:1]([O:4][C:2]([C:3]([H:14])([H:15])[H:17])=[O:7])([H:12])[H:13])([O:5][H:8])([O:6][H:9])[H:11].[H:10][O:16][H:18],13.251118111502402,20.787507206522516,-26.142447418738048
+QFTOQKSHYCMJOH_59_0-cata_1,[C:0]([C:1]([O:4][C:2](=[C:3]([H:14])[H:15])[O:7][H:10])([H:12])[H:13])([O:5][H:8])([O:6][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]([C:1]([O:4][C:2]([C:3]([H:14])([H:15])[H:17])=[O:7])([H:12])[H:13])([O:5][H:8])([O:6][H:9])[H:11].[H:10][O:16][H:18],11.735055159477756,22.750356922489225,-26.142447418738048
+QFTOQKSHYCMJOH_80_0-cata1_4,[C:0]([C:1]([O:4][C:2](=[C:3]([H:14])[H:15])[O:7][H:10])([H:12])[H:13])([O:5][H:17])([O:6][H:9])[H:11].[H:8][O:16][H:18],[C:0]([C:1]([O:4][C:2]([C:3]([H:8])([H:14])[H:15])=[O:7])([H:12])[H:13])([O:5][H:17])([O:6][H:9])[H:11].[H:10][O:16][H:18],15.517054915988629,24.337328447977523,-26.142447418738048
+QFTOQKSHYCMJOH_84_0-cata1_4,[C:0]([C:1]([O:4][C:2](=[C:3]([H:14])[H:15])[O:7][H:8])([H:12])[H:13])([O:5][H:17])([O:6][H:9])[H:11].[H:10][O:16][H:18],[C:0]([C:1]([O:4][C:2]([C:3]([H:10])([H:14])[H:15])=[O:7])([H:12])[H:13])([O:5][H:8])([O:6][H:9])[H:11].[O:16]([H:17])[H:18],8.530364142936111,17.77922666348436,-26.142447418738048
+QFTOQKSHYCMJOH_74_0-cata_1,[C:0]([C:1]([O:4][C:2](=[C:3]([H:14])[H:15])[O:7][H:10])([H:12])[H:13])([O:5][H:8])([O:6][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]1([O:6][H:9])([H:11])[C:1]([H:12])([H:13])[O:4][C:2]([C:3]([H:14])([H:15])[H:17])([O:7][H:10])[O:5]1.[H:8][O:16][H:18],16.499734793004485,27.391417184471365,-22.0
+QFTOQKSHYCMJOH_79_0-cata2_2,[C:0]([C:1]([O:4][C:2](=[C:3]([H:14])[H:15])[O:7][H:10])([H:12])[H:13])([O:5][H:8])([O:6][H:9])[H:11].[O:16]([H:17])[H:18],[C:0](=[C:1]([H:12])[H:13])([O:5][H:8])[O:6][H:9].[C:2]([C:3]([H:11])([H:14])[H:15])(=[O:4])[O:7][H:10].[O:16]([H:17])[H:18],33.473866767952664,39.858148421027984,-16.65535372848949
+QFTOQKSHYCMJOH_79_0-cata2_4,[C:0]([C:1]([O:4][C:2](=[C:3]([H:14])[H:15])[O:7][H:10])([H:12])[H:13])([O:5][H:8])([O:6][H:9])[H:11].[O:16]([H:17])[H:18],[C:0](=[C:1]([H:12])[H:13])([O:5][H:8])[O:6][H:9].[C:2]([C:3]([H:11])([H:14])[H:15])(=[O:4])[O:7][H:10].[O:16]([H:17])[H:18],35.8866407954962,42.61793520198013,-16.65535372848949
+QFTOQKSHYCMJOH_80_0-cata1_3,[C:0]([C:1]([O:4][C:2](=[C:3]([H:14])[H:15])[O:7][H:10])([H:12])[H:13])([O:5][H:8])([O:6][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]([C:1]([O:4][C:2]([C:3]([H:14])([H:15])[H:17])[O:7][H:10])([H:12])[H:13])([O:5])([O:6][H:9])[H:11].[H:8][O:16][H:18],24.103894913996168,32.16362693197908,TCIT fails
+RBZGR-XLYOF_25_0-cata1_0,[C:0]([C:1]([O:4][H:8])([H:10])[H:11])([C:2](=[C:5]=[O:6])[H:12])([O:3][H:7])[H:9].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:1]([O:4][H:8])([H:10])[H:11])([C:2]#[C:5][O:6][H:14])([O:3][H:7])[H:9].[H:12][O:16][H:18].[O:13]([H:15])[H:17],14.927823495549502,37.162367608985576,33.65129063097515
+RBZGR-XLYOF_3_0-cata_1,[C:0]([C:1]([O:4][H:8])([H:10])[H:11])([C:2](=[C:5]=[O:6])[H:12])([O:3][H:7])[H:9].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:1]([O:4][H:8])([H:10])[H:11])(=[O:3])[H:9].[C:2](=[C:5]=[O:6])([H:12])[H:18].[H:14][O:16][H:17].[H:7][O:13][H:15],13.55922527608058,32.979389281988325,12.484225621414922
+RBZGRNVQQYVVIB_47_0-cata_4,[C:0]([C:1]([O:4][H:8])([H:10])[H:11])([C:2](=[C:5]=[O:6])[H:12])([O:3][H:7])[H:9].[O:13]([H:14])[H:15],[C:0]([C:1]([O:4][H:8])([H:10])[H:11])(=[O:3])[H:9].[C:2](=[C:5]=[O:6])([H:12])[H:14].[H:7][O:13][H:15],28.359036833525245,35.59422136848542,12.484225621414922
+RBZGRNVQQYVVIB_62_0-cata_1,[C:0]([C:1]([O:4][H:14])([H:10])[H:11])([C:2](=[C:5]=[O:6])[H:12])([O:3][H:7])[H:9].[H:8][O:13][H:15],[C:0]1([O:3][H:7])([H:9])[C:1]([H:10])([H:11])[O:4][C:5](=[O:6])[C:2]1([H:12])[H:14].[H:8][O:13][H:15],32.03812503201058,42.43407491848063,-28.98637667304015
+RBZGRNVQQYVVIB_62_0-cata_4,[C:0]([C:1]([O:4][H:8])([H:10])[H:11])([C:2](=[C:5]=[O:6])[H:12])([O:3][H:7])[H:9].[O:13]([H:14])[H:15],[C:0]1([O:3][H:7])([H:9])[C:1]([H:10])([H:11])[O:4][C:5](=[O:6])[C:2]1([H:12])[H:14].[H:8][O:13][H:15],17.779854172982773,29.413880302965914,-28.98637667304015
+RBZGRNVQQYVVIB_7_0-cata_2,[C:0]([C:1]([O:4][H:14])([H:10])[H:11])([C:2](=[C:5]=[O:6])[H:12])([O:3][H:7])[H:9].[H:8][O:13][H:15],[C:0]1([O:3][H:7])([H:9])[C:1]([H:10])([H:11])[O:4][C:5]([O:6][H:15])=[C:2]1[H:12].[H:8][O:13][H:14],7.8877944150246435,19.107664274983332,-10.886950286806867
+AIXBHVRZVXXUCI_18_0-cata_3,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:15])([O:6][H:10])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])(=[O:6])[H:12].[C:2](=[C:3]([H:15])[H:17])([O:4][H:8])[O:5][H:9].[H:10][O:16][H:18],10.050819661521007,19.27144425449787,18.526051625239013
+AIXBHVRZVXXUCI_30_0-cata_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:15])([O:6][H:10])[H:12].[O:16]([H:17])[H:18],[C:0](=[C:1]([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:15])[O:6][H:10].[H:12][O:16][H:18].[O:7]([H:11])[H:17],47.77167072552334,53.96832703800165,3.378824091778189
+AIXBHVRZVXXUCI_53_0-cata_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:15])([O:6][H:10])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3]([C:2](=[O:4])[O:5][H:9])([H:15])[H:17])([O:6][H:10])[H:12].[H:8][O:16][H:18],15.577923337477628,24.781605173997264,-23.443833652007662
+AIXBHVRZVXXUCI_53_0-cata_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:15])([O:6][H:10])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3]([C:2](=[O:4])[O:5][H:9])([H:15])[H:17])([O:6][H:10])[H:12].[H:8][O:16][H:18],19.016047888000625,28.50775658500646,-23.443833652007662
+AIXBHVRZVXXUCI_53_0-cata_3,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:15])([O:6][H:10])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3]([C:2](=[O:4])[O:5][H:9])([H:15])[H:17])([O:6][H:10])[H:12].[H:8][O:16][H:18],15.478149326944177,25.30369307796323,-23.443833652007662
+AIXBHVRZVXXUCI_53_1-cata1_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:15])([O:6][H:10])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3]([C:2](=[O:4])[O:5][H:9])([H:15])[H:17])([O:6][H:10])[H:12].[H:8][O:16][H:18],16.701165342566636,26.651583483984435,-23.443833652007662
+AIXBHVRZVXXUCI_53_1-cata1_4,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:15])([O:6][H:10])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3]([C:2](=[O:4])[O:5][H:9])([H:15])[H:17])([O:6][H:10])[H:12].[H:8][O:16][H:18],19.03989324901176,27.985668680969155,-23.443833652007662
+AIXBHVRZVXXUCI_53_2-cata1_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:15])([O:6][H:10])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3]([C:2](=[O:4])[O:5][H:9])([H:15])[H:17])([O:6][H:10])[H:12].[H:8][O:16][H:18],12.505636825458392,21.102516975511925,-23.443833652007662
+AIXBHVRZVXXUCI_53_5-cata1_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:15])([O:6][H:10])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:7][H:17])([H:13])[H:14])([C:3]([C:2](=[O:4])[O:5][H:9])([H:11])[H:15])([O:6][H:10])[H:12].[H:8][O:16][H:18],22.44601481497288,32.46483149200335,-23.443833652007662
+AIXBHVRZVXXUCI_53_5-cata1_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:15])([O:6][H:10])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:7][H:17])([H:13])[H:14])([C:3]([C:2](=[O:4])[O:5][H:9])([H:11])[H:15])([O:6][H:10])[H:12].[H:8][O:16][H:18],7.085209764517797,16.39117564949321,-23.443833652007662
+AIXBHVRZVXXUCI_60_0-cata_4,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:15])([O:6][H:10])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]=[O:5])[H:15])([O:6][H:10])[H:12].[H:9][O:16][H:18].[O:4]([H:8])[H:17],25.25913990350438,32.390785370976275,13.034177820267677
+AIXBHVRZVXXUCI_88_0-cata_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:15])([O:6][H:10])[H:12].[O:16]([H:17])[H:18],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:3](\[C:2](=[O:4])[O:5][H:9])[H:15])[H:12].[H:8][O:16][H:18].[O:6]([H:10])[H:17],17.629879402504727,25.919279897478496,-10.361615678776307
+GUPGZ-XLYOF_10_0-cata_1,[C:0]([C:3](=[O:6])[H:9])([O:4][C:2]([C:1]([H:10])([H:11])[H:12])=[O:5])([H:7])[H:8].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:3](=[O:6])[H:9])([O:4][C:2]([C:1]([H:10])([H:11])[H:12])([O:5][H:17])[O:13][H:15])([H:7])[H:8].[H:14][O:16][H:18],16.961581785051205,39.34359063097167,5.8508604206501
+GUPGZ-XLYOF_12_0-cata_1,[C:0]([C:3](=[O:6])[H:9])([O:4][C:2]([C:1]([H:10])([H:11])[H:12])=[O:5])([H:7])[H:8].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:3]([O:6][H:17])([H:9])[O:13][H:15])([O:4][C:2]([C:1]([H:10])([H:11])[H:12])=[O:5])([H:7])[H:8].[H:14][O:16][H:18],0.9688746680507117,25.792522978441827,-8.407265774378596
+GUPGZ-XLYOF_12_0-cata_3,[C:0]([C:3](=[O:6])[H:9])([O:4][C:2]([C:1]([H:10])([H:11])[H:12])=[O:5])([H:7])[H:8].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:3]([O:6][H:17])([H:9])[O:13][H:15])([O:4][C:2]([C:1]([H:10])([H:11])[H:12])=[O:5])([H:7])[H:8].[H:14][O:16][H:18],6.295175304086274,29.169779107475826,-8.407265774378596
+GUPGZ-XLYOF_12_0-cata_4,[C:0]([C:3](=[O:6])[H:9])([O:4][C:2]([C:1]([H:10])([H:11])[H:12])=[O:5])([H:7])[H:8].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:3]([O:6][H:17])([H:9])[O:13][H:15])([O:4][C:2]([C:1]([H:10])([H:11])[H:12])=[O:5])([H:7])[H:8].[H:14][O:16][H:18],3.303210008006926,28.56485994943363,-8.407265774378596
+GUPGZ-XLYOF_17_0-cata1_0,[C:0]([C:3](=[O:6])[H:9])([O:4][C:2]([C:1]([H:10])([H:11])[H:12])=[O:5])([H:7])[H:8].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0](=[C:3](/[O:6][H:14])[H:9])(\[O:4][C:2]([C:1]([H:10])([H:11])[H:12])=[O:5])[H:8].[H:7][O:16][H:18].[O:13]([H:15])[H:17],10.96447349356846,31.16274927943783,13.777963671128118
+GUPGZ-XLYOF_17_0-cata1_3,[C:0]([C:3](=[O:6])[H:9])([O:4][C:2]([C:1]([H:10])([H:11])[H:12])=[O:5])([H:7])[H:8].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0](=[C:3](/[O:6][H:14])[H:9])(\[O:4][C:2]([C:1]([H:10])([H:11])[H:12])=[O:5])[H:8].[H:7][O:16][H:18].[O:13]([H:15])[H:17],9.26455025807998,30.045782369475656,13.777963671128118
+HNRXJ-XLYOF_18_0-cata1_0,[C:0]([C:1]([O:4]/[C:2](=[C:3](/[O:5][H:7])[H:9])[H:8])=[O:6])([H:10])([H:11])[H:12].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:1]([O:4][C:2]([C:3](=[O:5])[H:9])([H:8])[H:14])=[O:6])([H:10])([H:11])[H:12].[H:7][O:16][H:18].[O:13]([H:15])[H:17],2.6625228085550354,22.269057135991616,-13.777963671128118
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+MTJMRVGITLCNRF_16_1-cata_3,[C:0]1([C:3]([H:13])([H:14])[H:15])([O:6][H:8])[O:4][C:1]([O:7][H:9])([H:10])[C:2]([H:11])([H:12])[O:5]1.[O:16]([H:17])[H:18],[C:0]([C:3]([H:13])([H:14])[H:15])([O:4][H:17])([O:5][C:2]([C:1](=[O:7])[H:10])([H:11])[H:12])[O:6][H:8].[H:9][O:16][H:18],17.397073378021787,24.720736752508262,10.115678776290647
+MTJMRVGITLCNRF_25_0-cata_0,[C:0]1([C:3]([H:13])([H:14])[H:15])([O:6][H:8])[O:4][C:1]([O:7][H:9])([H:10])[C:2]([H:11])([H:12])[O:5]1.[O:16]([H:17])[H:18],[C:0]([C:3]([H:13])([H:14])[H:15])([O:5][C:2]([C:1]([O:4][H:17])([O:7][H:9])[H:10])([H:11])[H:12])=[O:6].[H:8][O:16][H:18],10.351396711975518,18.25550637399464,-4.1424474187380484
+MTJMRVGITLCNRF_37_0-cata_0,[C:0]1([C:3]([H:13])([H:14])[H:15])([O:6][H:8])[O:4][C:1]([O:7][H:9])([H:10])[C:2]([H:11])([H:12])[O:5]1.[O:16]([H:17])[H:18],[C:0]([C:3]([H:13])([H:14])[H:15])([O:4][C:1]([C:2]([O:5][H:17])([H:11])[H:12])([O:7][H:9])[H:10])=[O:6].[H:8][O:16][H:18],13.012036992035307,20.57729152398254,-8.666586998087974
+AIXBHVRZVXXUCI_105_0-cata1_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:15])([O:6][H:10])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:7][H:9])([H:13])[H:14])([C:3]([C:2]([O:4][H:8])=[O:5])([H:15])[H:17])([O:6][H:10])[H:12].[H:11][O:16][H:18],6.624617791539247,16.00337477847356,-23.443833652007662
+AIXBHVRZVXXUCI_15_1-cata_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:15])([O:6][H:10])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3]([C:2]([O:4][H:8])=[O:5])([H:15])[H:17])([O:6][H:10])[H:12].[H:9][O:16][H:18],17.53073290154103,25.254747336944128,-23.443833652007662
+AIXBHVRZVXXUCI_3_4-cata1_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:15])([O:6][H:10])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3]([C:2](=[O:4])[O:5][H:9])([H:15])[H:17])([O:6][H:10])[H:12].[H:8][O:16][H:18],18.7468463124669,28.7261298909545,-23.443833652007662
+AIXBHVRZVXXUCI_48_1-cata_1,[C:0]([C:1]([O:7][H:11])([H:9])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:18])[H:15])([O:6][H:10])[H:12].[H:13][O:16][H:17],[C:0]([C:1]([O:7][H:11])([H:9])[H:14])([C:3]([C:2]([O:4][H:8])=[O:5])([H:15])[H:17])([O:6][H:10])[H:12].[H:13][O:16][H:18],13.773833525038125,24.13213284149621,-23.443833652007662
+AIXBHVRZVXXUCI_53_1-cata1_1,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:10])[O:5][H:9])[H:15])([O:6][H:8])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3]([C:2](=[O:4])[O:5][H:9])([H:15])[H:17])([O:6][H:10])[H:12].[H:8][O:16][H:18],10.512666653496389,19.260149083455048,-23.443833652007662
+AIXBHVRZVXXUCI_53_2-cata1_3,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:17])([O:6][H:10])[H:12].[H:15][O:16][H:18],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3]([C:2](=[O:4])[O:5][H:9])([H:15])[H:17])([O:6][H:10])[H:12].[H:8][O:16][H:18],15.048932829029088,23.310095396502813,-23.443833652007662
+AIXBHVRZVXXUCI_53_3-cata2_2,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:15])([O:6][H:10])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3]([C:2]([O:4][H:8])=[O:5])([H:15])[H:17])([O:6][H:10])[H:12].[H:9][O:16][H:18],18.743081255547743,27.525704217489015,-23.443833652007662
+AIXBHVRZVXXUCI_31_0-cata_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:15])([O:6][H:10])[H:12].[O:16]([H:17])[H:18],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:3](/[C:2]([O:4][H:8])=[O:5])[H:15])[O:6][H:10].[H:12][H:17].[H:9][O:16][H:18],35.90421106152318,42.42403476647031,0.003107074569770546
+AIXBHVRZVXXUCI_3_5-cata1_0,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:8])[O:5][H:9])[H:15])([O:6][H:17])[H:12].[H:10][O:16][H:18],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:3](/[C:2](=[O:4])[O:5][H:9])[H:15])[O:6][H:17].[H:10][O:16][H:18].[H:8][H:12],36.79088198499608,43.42553992850997,0.003107074569770546
+AIXBHVRZVXXUCI_53_4-cata1_4,[C:0]([C:1]([O:7][H:11])([H:13])[H:14])([C:3](=[C:2]([O:4][H:17])[O:5][H:9])[H:15])([O:6][H:10])[H:12].[H:8][O:16][H:18],[C:0](\[C:1]([O:7][H:11])([H:13])[H:14])(=[C:3](\[C:2](=[O:4])[O:5][H:9])[H:15])[H:12].[H:8][O:16][H:18].[O:6]([H:10])[H:17],13.272453434448536,22.157360444988267,-10.361615678776307
+GUPGZ-XLYOF_10_0-cata_4,[C:0]([C:3](=[O:6])[H:9])([O:4][C:2]([C:1]([H:10])([H:11])[H:12])=[O:5])([H:7])[H:8].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]1([H:7])([H:8])[C:3]([O:6][H:15])([H:9])[O:5][C:2]([C:1]([H:10])([H:11])[H:12])([O:13][H:14])[O:4]1.[O:16]([H:17])[H:18],12.361309640537426,39.29150734246048,-4.264818355640547
+GUPGZ-XLYOF_17_0-cata2_4,[C:0]([C:3](=[O:6])[H:9])([O:4][C:2]([C:1]([H:10])([H:11])[H:12])=[O:5])([H:7])[H:8].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:3](=[O:6])[H:9])([O:4][C:2]([C:1]([H:10])([H:11])[H:12])[O:5][H:18])[H:8].[H:14][O:16][H:17].[H:7][O:13][H:15],23.05218899208325,43.01012863948869,TCIT fails
+GUPGZ-XLYOF_3_0-cata_3,[C:0]([C:3](=[O:6])[H:9])([O:4][C:2]([C:1]([H:10])([H:11])[H:12])=[O:5])([H:7])[H:8].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:3](=[O:6])[H:9])([H:7])([H:8])[O:13][H:15].[C:1]([C:2](=[O:4])[O:5][H:17])([H:10])([H:11])[H:12].[H:14][O:16][H:18],21.06737644352931,43.73678464043755,4.423040152963664
+GUPGZ-XLYOF_3_1-cata_2,[C:0]([C:3](=[O:6])[H:9])([O:4][C:2]([C:1]([H:10])([H:11])[H:12])=[O:5])([H:7])[H:8].[O:13]([H:14])[H:15].[O:16]([H:17])[H:18],[C:0]([C:3](=[O:6])[H:9])([O:4][C:2]([C:1]([H:10])([H:11])[H:12])([O:5][H:18])[O:13][H:15])([H:7])[H:8].[H:14][O:16][H:17],17.13540191654039,38.16010771396341,5.8508604206501
+GUPGZURVZDIQPM_24_0-cata_4,[C:0]([C:3](=[O:6])[H:9])([O:4][C:2]([C:1]([H:10])([H:11])[H:12])=[O:5])([H:7])[H:8].[O:13]([H:14])[H:15],[C:0]([C:3](=[O:6])[H:9])([O:4][C:2]([C:1]([H:10])([H:11])[H:12])[O:5][H:14])[H:8].[H:7][O:13][H:15],29.50047661403264,39.432069470462295,TCIT fails
+HNRXJ-XLYOF_9_0-cata_2,[C:0]([C:1]([O:4]/[C:2](=[C:3](/[O:5][H:7])[H:9])[H:8])=[O:6])([H:10])([H:11])[H:12].[H:14][O:16][H:18].[O:13]([H:15])[H:17],[C:0]([C:1]([O:4][C:2]([C:3](=[O:5])[H:9])([H:8])[H:17])=[O:6])([H:10])([H:11])[H:12].[H:7][O:16][H:18].[O:13]([H:14])[H:15],2.6625228085550354,22.269057135991616,-13.777963671128118
+HNRXJDDSBWQYKG_37_1-cata_0,[C:0]([C:1]([O:4]/[C:2](=[C:3](\[O:5][H:7])[H:9])[H:8])=[O:6])([H:10])([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]([C:1]1([O:6][H:14])[O:4][C:2]([H:8])=[C:3]([H:9])[O:5]1)([H:10])([H:11])[H:12].[H:7][O:13][H:15],20.11607204150557,32.39329540900561,12.401768642447394
+HNRXJDDSBWQYKG_41_0-cata_3,[C:0]([C:1]([O:4]/[C:2](=[C:3](\[O:5][H:7])[H:9])[H:8])=[O:6])([H:10])([H:11])[H:12].[O:13]([H:14])[H:15],[C:0]([C:1]([O:4][C:2]([C:3](=[O:5])[H:9])([H:8])[H:14])=[O:6])([H:10])([H:11])[H:12].[H:7][O:13][H:15],32.08581575399719,41.54363893798156,-13.777963671128118
+KQJKQQAOIMAMTK_19_0-cata_0,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]([C:2](/[C:1](=[C:3](\[O:7][H:18])[H:15])[O:6][H:10])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11].[H:12][O:16][H:17],35.79063184202458,44.84120136050275,2.418977055449326
+KQJKQQAOIMAMTK_1_2-cata_0,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]1([O:5][H:9])([H:11])[C:2]([H:13])([H:14])[C:1]([O:6][H:10])([H:12])[C:3]([O:7][H:17])([H:15])[O:4]1.[H:8][O:16][H:18],16.797174295966915,26.90823486947851,3.317399617590821
+KQJKQQAOIMAMTK_44_1-cata1_4,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]1([O:5][H:9])([H:11])[C:2]([H:13])([H:14])[C:1]([O:6][H:10])([H:12])[C:3]([O:7][H:17])([H:15])[O:4]1.[H:8][O:16][H:18],16.16464471999443,26.160243545512177,3.317399617590821
+KQJKQQAOIMAMTK_37_0-cata_2,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]([C:2]([C:1]([C:3]([O:7][H:8])([H:11])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])(=[O:4])[O:5][H:9].[O:16]([H:17])[H:18],31.23867792903149,38.60877700647206,-19.08317399617592
+KQJKQQAOIMAMTK_96_0-cata2_4,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]([C:2]([C:1]([C:3]([O:7][H:17])([H:11])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])=[O:5].[H:9][O:16][H:18],29.13275604699796,37.50373277697979,-19.08317399617592
+KQJKQQAOIMAMTK_97_0-cata1_4,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]([C:2]([C:1]([C:3]([O:7][H:17])([H:11])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])=[O:5].[H:9][O:16][H:18],29.821761477970536,36.94085675547412,-19.08317399617592
+KQJKQQAOIMAMTK_97_1-cata1_1,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]([C:2]([C:1]([C:3]([O:7][H:10])([H:11])[H:15])([O:6][H:9])[H:12])([H:13])[H:14])([O:4][H:8])=[O:5].[O:16]([H:17])[H:18],32.78799888447216,42.858271340515394,-19.08317399617592
+KQJKQQAOIMAMTK_44_1-cata1_1,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]([C:2]([C:1]([C:3]([O:7][H:17])([H:12])[H:15])=[O:6])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11].[H:10][O:16][H:18],23.59812225698901,32.54703523650982,-4.697418738049712
+KQJKQQAOIMAMTK_44_2-cata2_0,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:17])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11].[H:12][O:16][H:18],[C:0]([C:2]([C:1]([C:3]([O:7][H:10])([H:15])[H:17])=[O:6])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11].[H:12][O:16][H:18],28.777585669967262,38.006995395993286,-4.697418738049712
+KQJKQQAOIMAMTK_44_2-cata1_0,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]([C:2]([C:1]([C:3]([O:7])([H:12])[H:15])[O:6][H:10])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],35.84585267802784,44.482893435979975,TCIT fails
+KQJKQQAOIMAMTK_61_6-cata1_2,[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:10])[H:12])([H:13])[H:14])([O:4][H:8])([O:5][H:9])[H:11].[O:16]([H:17])[H:18],[C:0]([C:2]([C:1]([C:3](=[O:7])[H:15])([O:6][H:9])[H:12])([H:13])[H:14])(=[O:5])[H:11].[O:16]([H:17])[H:18].[O:4]([H:8])[H:10],24.47726306648092,31.603260948538416,5.747848948374756
+MTJMRVGITLCNRF_25_0-cata_1,[C:0]1([C:3]([H:13])([H:14])[H:15])([O:6][H:17])[O:4][C:1]([O:7][H:9])([H:10])[C:2]([H:11])([H:12])[O:5]1.[H:8][O:16][H:18],[C:0]([C:3]([H:13])([H:14])[H:15])([O:5][C:2]([C:1]([O:4][H:18])([O:7][H:9])[H:10])([H:11])[H:12])=[O:6].[H:8][O:16][H:17],11.044794709508349,18.57741874753797,-4.1424474187380484
+MTJMRVGITLCNRF_63_0-cata_1,[C:0]1([C:3]([H:13])([H:14])[H:15])([O:6][H:8])[O:4][C:1]([O:7][H:9])([H:10])[C:2]([H:11])([H:12])[O:5]1.[O:16]([H:17])[H:18],[C:0](=[C:3]([H:14])[H:15])([O:5][C:2]([C:1]([O:4][H:17])([O:7][H:9])[H:10])([H:11])[H:12])[O:6][H:8].[H:13][O:16][H:18],30.08406044902169,39.793514942477145,22.0
+CUNHAVWYFLUHTA_17_0-cata_0,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10].[O:13]([H:14])[H:15],[C:0]([C:1]([C:2](=[C:3][H:12])[O:4][H:7])=[O:6])([H:9])[H:10].[H:11][O:13][H:15].[O:5]([H:8])[H:14],85.77427355499205,95.03882381300068,TCIT fails
+CUNHAVWYFLUHTA_17_0-cata_3,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10].[O:13]([H:14])[H:15],[C:0]([C:1]([C:2](=[C:3][H:12])[O:4][H:7])=[O:6])([H:9])[H:10].[H:11][O:13][H:15].[O:5]([H:8])[H:14],84.4646612284812,93.7367416005065,TCIT fails
+CUNHAVWYFLUHTA_22_1-cata1_3,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10].[O:13]([H:14])[H:15],[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])([O:6][H:14])[H:9])(=[O:5])[H:10].[H:8][O:13][H:15],27.852009157485583,37.55958112248146,3.4070267686424462
+CUNHAVWYFLUHTA_23_0-cata_0,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10].[O:13]([H:14])[H:15],[C:0](=[C:1](\[C:2](=[C:3]([H:11])[H:12])[O:4][H:7])[O:6][H:14])(\[O:5][H:8])[H:10].[H:9][O:13][H:15],33.414253365496165,42.29602282850814,4.387189292543047
+CUNHAVWYFLUHTA_23_0-cata_2,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10].[O:13]([H:14])[H:15],[C:0](=[C:1](/[C:2](=[C:3]([H:11])[H:12])[O:4][H:7])[O:6][H:14])(\[O:5][H:8])[H:10].[H:9][O:13][H:15],34.90207838998509,44.75523255900578,4.387189292543047
+CUNHAVWYFLUHTA_23_0-cata_3,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10].[O:13]([H:14])[H:15],[C:0](=[C:1](\[C:2](=[C:3]([H:11])[H:12])[O:4][H:7])[O:6][H:14])(\[O:5][H:8])[H:10].[H:9][O:13][H:15],35.0595832744798,43.93194009497988,4.387189292543047
+CUNHAVWYFLUHTA_23_3-cata2_4,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10].[O:13]([H:14])[H:15],[C:0](=[C:1](/[C:2](=[C:3]([H:11])[H:12])[O:4][H:7])[O:6][H:14])(\[O:5][H:8])[H:10].[H:9][O:13][H:15],36.022182847475015,45.7090469989875,4.387189292543047
+XKQQPGULJNPMJY_14_0-cata_0,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:7].[O:13]([H:14])[H:15],[C:0]([C:1](=[C:3]([H:11])[H:12])[O:5][H:8])([C:2]([O:6][H:9])([H:10])[H:14])=[O:4].[H:7][O:13][H:15],23.13753028397479,31.03285481298042,-4.387189292543047
+XKQQPGULJNPMJY_14_0-cata_2,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:7].[O:13]([H:14])[H:15],[C:0]([C:1](=[C:3]([H:11])[H:12])[O:5][H:8])([C:2]([O:6][H:9])([H:10])[H:14])=[O:4].[H:7][O:13][H:15],23.588709614512776,31.76390338045386,-4.387189292543047
+XKQQPGULJNPMJY_14_0-cata_4,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](/[O:6][H:9])[H:10])[O:4][H:7].[O:13]([H:14])[H:15],[C:0]([C:1](=[C:3]([H:11])[H:12])[O:5][H:8])([C:2]([O:6][H:9])([H:10])[H:14])=[O:4].[H:7][O:13][H:15],22.946767395992712,32.29163886997691,-4.387189292543047
+CUNHAVWYFLUHTA_28_0-cata_0,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10].[O:13]([H:14])[H:15],[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[H:14])=[O:6])([O:4][H:7])([O:5][H:8])[H:10].[H:9][O:13][H:15],66.25872810500408,73.27051925799323,-3.1646749521988493
+CUNHAVWYFLUHTA_2_2-cata_4,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10].[O:13]([H:14])[H:15],[C:0]([C:1]1([O:6][H:14])[C:2](=[O:4])[C:3]1([H:11])[H:12])([O:5][H:8])([H:9])[H:10].[H:7][O:13][H:15],24.172920959000244,35.67705262249031,-1.0697896749521987
+CUNHAVWYFLUHTA_44_0-cata_0,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10].[O:13]([H:14])[H:15],[C:0]([C:1]([C:2]([C:3]([H:11])([H:12])[H:14])=[O:4])=[O:6])([O:5][H:8])([H:9])[H:10].[H:7][O:13][H:15],24.203041414995536,33.26114104749037,-9.791108986615653
+CUNHAVWYFLUHTA_44_0-cata_3,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10].[O:13]([H:14])[H:15],[C:0]([C:1]([C:2]([C:3]([H:11])([H:12])[H:14])=[O:4])=[O:6])([O:5][H:8])([H:9])[H:10].[H:7][O:13][H:15],23.28687754499009,31.61079106248373,-9.791108986615653
+CUNHAVWYFLUHTA_44_2-cata1_3,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10].[O:13]([H:14])[H:15],[C:0]([C:1]([C:2]([C:3]([H:11])([H:12])[H:14])=[O:4])=[O:6])([O:5][H:8])([H:9])[H:10].[H:7][O:13][H:15],25.00939112249288,34.12584913848305,-9.791108986615653
+CUNHAVWYFLUHTA_46_0-cata_0,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10].[O:13]([H:14])[H:15],[C:0]1([H:9])([H:10])[C:1](=[O:6])[C:2]([C:3]([H:11])([H:12])[H:14])([O:4][H:7])[O:5]1.[H:8][O:13][H:15],31.869324976473056,41.37170133498763,5.358508604206518
+CUNHAVWYFLUHTA_72_0-cata_0,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10].[O:13]([H:14])[H:15],[C:0]1([O:5][H:8])([H:10])/[C:1](=[C:2](\[C:3]([H:11])([H:12])[H:14])[O:4][H:7])[O:6]1.[H:9][O:13][H:15],40.35952851151056,49.30342141500838,TCIT fails
+MNXDADQSMTZCJF_37_0-cata_2,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1.[O:16]([H:17])[H:18],[C:0]([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([C:2]([O:4][H:17])([H:12])[H:13])=[O:5].[H:8][O:16][H:18],6.475898040058031,14.516177263518715,-13.567638623326973
+MNXDADQSMTZCJF_37_0-cata_4,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1.[O:16]([H:17])[H:18],[C:0]([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([C:2]([O:4][H:17])([H:12])[H:13])=[O:5].[H:8][O:16][H:18],1.21172084457964,12.42155055252801,-13.567638623326973
+MNXDADQSMTZCJF_59_0-cata_2,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1.[O:16]([H:17])[H:18],[C:0]1(/[C:1](=[C:3](\[O:7][H:10])[H:15])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1.[H:14][O:16][H:18].[O:6]([H:9])[H:17],48.18582699554779,54.7539689320156,13.11663479923518
+MNXDADQSMTZCJF_65_0-cata_0,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1.[O:16]([H:17])[H:18],[C:0]1([C:1](=[C:3]([H:14])[H:15])[O:6][H:9])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1.[H:11][O:16][H:18].[O:7]([H:10])[H:17],54.18230777753212,59.16473320750847,17.945028680688335
+MNXDADQSMTZCJF_65_0-cata_1,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1.[O:16]([H:17])[H:18],[C:0]1([C:1](=[C:3]([H:14])[H:15])[O:6][H:9])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1.[H:11][O:16][H:18].[O:7]([H:10])[H:17],50.79061893003456,56.59382678600748,17.945028680688335
+MNXDADQSMTZCJF_65_0-cata_4,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1.[O:16]([H:17])[H:18],[C:0]1([C:1](=[C:3]([H:14])[H:15])[O:6][H:9])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1.[H:11][O:16][H:18].[O:7]([H:10])[H:17],52.65181210704392,57.58968436249007,17.945028680688335
+SGQVXUFMUFDFRB_104_0-cata_1,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12].[O:16]([H:17])[H:18],[C:0](\[C:1]([O:6][H:10])([H:13])[H:14])(=[C:2](\[C:3](=[O:7])[H:15])[O:5][H:9])[H:12].[H:11][O:16][H:18].[O:4]([H:8])[H:17],32.779213751423,40.40533670500192,-0.8128585086042226
+SGQVXUFMUFDFRB_104_0-cata_2,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12].[O:16]([H:17])[H:18],[C:0](\[C:1]([O:6][H:10])([H:13])[H:14])(=[C:2](/[C:3](=[O:7])[H:15])[O:5][H:9])[H:12].[H:11][O:16][H:18].[O:4]([H:8])[H:17],23.65208807399544,33.194625040444286,-0.8128585086042226
+SGQVXUFMUFDFRB_36_0-cata_0,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12].[O:16]([H:17])[H:18],[C:0](=[C:1]([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])[O:4][H:8].[H:12][O:16][H:18].[O:6]([H:10])[H:17],55.7498265084982,60.141765498967246,2.880736137667303
+SGQVXUFMUFDFRB_5_1-cata_3,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12].[O:16]([H:17])[H:18],[C:0](\[C:1]([O:6][H:10])([H:13])[H:14])(=[C:2](/[C:3]([O:7][H:11])([H:15])[H:17])[O:5][H:9])[O:4][H:8].[H:12][O:16][H:18],54.22121336643389,60.99957098544168,-4.46606118546846
+SGQVXUFMUFDFRB_5_4-cata2_0,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12].[O:16]([H:17])[H:18],[C:0](\[C:1]([O:6][H:10])([H:13])[H:14])(=[C:2](/[C:3]([O:7][H:11])([H:15])[H:17])[O:5][H:9])[O:4][H:8].[H:12][O:16][H:18],52.47987450397864,59.25760461348801,-4.46606118546846
+SGQVXUFMUFDFRB_5_4-cata2_4,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12].[O:16]([H:17])[H:18],[C:0](\[C:1]([O:6][H:10])([H:13])[H:14])(=[C:2](/[C:3]([O:7][H:11])([H:15])[H:17])[O:5][H:9])[O:4][H:8].[H:12][O:16][H:18],53.20402046700517,59.79287021699205,-4.46606118546846
+SGQVXUFMUFDFRB_5_6-cata2_4,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](\[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12].[O:16]([H:17])[H:18],[C:0](\[C:1]([O:6][H:10])([H:13])[H:14])(=[C:2](/[C:3]([O:7][H:11])([H:15])[H:17])[O:5][H:9])[O:4][H:8].[H:12][O:16][H:18],58.218448881472064,65.64376879498724,-4.46606118546846
+SGQVXUFMUFDFRB_67_0-cata_4,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12].[O:16]([H:17])[H:18],[C:0]1([C:1]([O:6][H:10])([H:13])[H:14])([H:12])[C:2]([C:3]([O:7][H:11])([H:15])[H:17])([O:5][H:9])[O:4]1.[H:8][O:16][H:18],30.239055295487063,38.30317987995888,15.796606118546835
+VPFHKTFZRJVREQ_31_0-cata_2,[C:0]1([C:2]([O:6][H:9])([H:12])[H:13])([O:5][H:8])[C:1]([C:3]([O:7][H:10])([H:14])[H:15])([H:11])[O:4]1.[O:16]([H:17])[H:18],[C:0](\[C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:4][H:17])[H:11])(=[C:2](/[O:6][H:9])[H:13])[O:5][H:8].[H:12][O:16][H:18],19.061228572029236,26.459565576969855,-15.796606118546835
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+SGQVXUFMUFDFRB_69_0-cata_1,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:6][H:10])([H:13])[H:14])([C:2]([C:3]([O:7][H:11])([H:15])[H:17])=[O:5])([O:4][H:8])[H:12].[H:9][O:16][H:18],28.69475441596237,37.54075583745765,-10.579827915869998
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+YQOMTCRIBSRYFH_60_0-cata_0,[C:0]1([C:3]([O:7][H:10])([H:14])[H:15])([O:5][H:8])[C:1]([O:6][H:9])([H:11])[C:2]([H:12])([H:13])[O:4]1.[O:16]([H:17])[H:18],[C:0]1([C:3]([O:7][H:10])([H:14])[H:15])([O:5][H:8])[C:1]([H:11])=[C:2]([H:13])[O:4]1.[H:12][O:16][H:18].[O:6]([H:9])[H:17],54.2871018640529,62.09081000604015,11.542065009560236
+CUNHAVWYFLUHTA_22_1-cata1_2,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10].[O:13]([H:14])[H:15],[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])([O:6][H:14])[H:9])(=[O:5])[H:10].[H:8][O:13][H:15],28.683459244990893,37.93106674650664,3.4070267686424462
+CUNHAVWYFLUHTA_22_2-cata2_4,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10].[O:13]([H:14])[H:15],[C:0](=[C:1](/[C:2](=[C:3]([H:11])[H:12])[O:4][H:7])[O:6][H:14])(\[O:5][H:8])[H:10].[H:9][O:13][H:15],32.94675878799937,42.99130335450055,4.387189292543047
+XKQQPGULJNPMJY_14_1-cata2_1,[C:0](\[C:1](=[C:3]([H:7])[H:12])[O:5][H:8])(=[C:2](/[O:6][H:9])[H:10])[O:4][H:15].[H:11][O:13][H:14],[C:0]([C:1](=[C:3]([H:7])[H:12])[O:5][H:8])([C:2]([O:6][H:9])([H:10])[H:14])=[O:4].[H:11][O:13][H:15],27.77984556498943,36.475872215971,-4.387189292543047
+XKQQPGULJNPMJY_14_3-cata2_2,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](/[O:6][H:9])[H:10])[O:4][H:7].[O:13]([H:14])[H:15],[C:0]([C:1](=[C:3]([H:11])[H:12])[O:5][H:8])([C:2]([O:6][H:9])([H:10])[H:14])=[O:4].[H:7][O:13][H:15],29.296536026476826,38.20528839795635,-4.387189292543047
+XKQQPGULJNPMJY_14_3-cata2_3,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](/[O:6][H:9])[H:10])[O:4][H:7].[O:13]([H:14])[H:15],[C:0]([C:1](=[C:3]([H:11])[H:12])[O:5][H:8])([C:2]([O:6][H:9])([H:10])[H:14])=[O:4].[H:7][O:13][H:15],26.02219145546836,35.009382514463866,-4.387189292543047
+XKQQPGULJNPMJY_56_0-cata_2,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:7].[O:13]([H:14])[H:15],[C:0]([C:1](=[C:3]([H:11])[H:12])[O:5][H:7])([C:2]([O:6][H:9])([H:10])[H:14])=[O:4].[H:8][O:13][H:15],31.79904391247215,40.38713892947652,-4.387189292543047
+CUNHAVWYFLUHTA_45_0-cata_1,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10].[O:13]([H:14])[H:15],[C:0]([C:1]([C:2]([C:3]([H:11])([H:12])[H:14])=[O:4])=[O:6])([O:5][H:8])([H:9])[H:10].[H:7][O:13][H:15],23.75311710349005,32.77231114701177,-9.791108986615653
+CUNHAVWYFLUHTA_46_0-cata_2,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10].[O:13]([H:14])[H:15],[C:0]([C:1]([C:2]([C:3]([H:11])([H:12])[H:14])([O:4][H:7])[O:13][H:15])=[O:6])([O:5][H:8])([H:9])[H:10],31.401202889477847,42.83128843201218,-13.727294455066907
+MNXDADQSMTZCJF_35_1-cata_0,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([O:5][H:17])[C:2]([H:12])([H:13])[O:4]1.[H:8][O:16][H:18],[C:0]1(=[O:4])[C:1]([O:6][H:9])([H:11])[C:3]([H:14])([H:15])[O:7][C:2]1([H:12])[H:13].[H:10][O:16][H:18].[O:5]([H:8])[H:17],22.13916266953421,34.18483503151247,-10.60133843212237
+MNXDADQSMTZCJF_39_0-cata_0,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1.[O:16]([H:17])[H:18],[C:0]1([C:2]([O:4][H:17])([H:12])[H:13])([O:5][H:8])[C:1]([C:3]([O:7][H:10])([H:14])[H:15])([H:11])[O:6]1.[H:9][O:16][H:18],12.258398082511894,20.98203515153076,12.808795411089863
+MNXDADQSMTZCJF_39_0-cata_2,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1.[O:16]([H:17])[H:18],[C:0]1([C:2]([O:4][H:17])([H:12])[H:13])([O:5][H:8])[C:1]([C:3]([O:7][H:10])([H:14])[H:15])([H:11])[O:6]1.[H:9][O:16][H:18],13.595620826988691,22.02244590254353,12.808795411089863
+VPFHKTFZRJVREQ_11_0-cata_2,[C:0]1([C:2]([O:6][H:17])([H:12])[H:13])([O:5][H:8])[C:1]([C:3]([O:7][H:10])([H:14])[H:15])([H:11])[O:4]1.[H:9][O:16][H:18],[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:4][H:17])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:6]1.[H:9][O:16][H:18],18.37849823604081,27.774825489002104,-12.808795411089863
+VPFHKTFZRJVREQ_36_0-cata_0,[C:0]1([C:2]([O:6][H:9])([H:12])[H:13])([O:5][H:8])[C:1]([C:3]([O:7][H:10])([H:14])[H:15])([H:11])[O:4]1.[O:16]([H:17])[H:18],[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:4][H:17])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:6]1.[H:9][O:16][H:18],16.617079069493577,24.58456719099536,-12.808795411089863
+MNXDADQSMTZCJF_39_0-cata_3,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:18])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1.[H:9][O:16][H:17],[C:0]([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:18])[H:11])([C:2]([O:4][H:8])([H:12])[H:13])=[O:5].[H:9][O:16][H:17],18.760651521503384,28.739935099990984,-13.567638623326973
+MNXDADQSMTZCJF_8_0-cata_3,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([O:5][H:17])[C:2]([H:12])([H:13])[O:4]1.[H:8][O:16][H:18],[C:0]([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([C:2]([O:4][H:18])([H:12])[H:13])=[O:5].[H:8][O:16][H:17],4.334208116472131,14.2130901749992,-13.567638623326973
+MNXDADQSMTZCJF_46_0-cata_3,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:17])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1.[H:11][O:16][H:18],[C:0](=[C:1](\[C:3]([O:7][H:10])([H:14])[H:15])[O:6][H:9])(\[C:2]([O:4][H:18])([H:12])[H:13])[O:5][H:8].[H:11][O:16][H:17],15.431086114562998,26.447015387001542,-7.453871892925433
+MNXDADQSMTZCJF_63_0-cata_0,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1.[O:16]([H:17])[H:18],[C:0]([C:1]([C:3]([H:14])[H:15])([O:6][H:9])[H:11])([C:2]([O:7][H:10])([H:12])[H:13])([O:4])[O:5][H:8].[O:16]([H:17])[H:18],20.06336124356732,31.64467657550519,TCIT fails
+SGQVXUFMUFDFRB_105_0-cata_0,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](\[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:17])[H:12].[H:8][O:16][H:18],[C:0](\[C:1]([O:6][H:10])([H:13])[H:14])(=[C:2](\[C:3](=[O:7])[H:15])[O:5][H:9])[H:12].[H:11][O:16][H:18].[O:4]([H:8])[H:17],20.186980614969222,30.065235163997883,-0.8128585086042226
+SGQVXUFMUFDFRB_13_1-cata_0,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:18])([O:4][H:9])[H:12].[H:8][O:16][H:17],[C:0]([C:1]([O:6][H:10])([H:13])[H:14])([C:2]([C:3]([O:7][H:11])([H:15])[H:17])=[O:5])([O:4][H:9])[H:12].[H:8][O:16][H:18],22.97375030449593,33.9972096909868,-10.579827915869998
+SGQVXUFMUFDFRB_69_7-cata2_4,[C:0]([C:1]([O:6][H:17])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:18])([O:4][H:8])[H:12].[H:9][O:16][H:10],[C:0]([C:1]([O:6][H:17])([H:13])[H:14])([C:2]([C:3]([O:7][H:11])([H:10])[H:15])=[O:5])([O:4][H:8])[H:12].[H:9][O:16][H:18],25.471865623966675,35.868443019970805,-10.579827915869998
+SGQVXUFMUFDFRB_69_8-cata2_1,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:9])[H:15])[O:5][H:18])([O:4][H:8])[H:12].[H:11][O:16][H:17],[C:0]([C:1]([O:6][H:10])([H:13])[H:14])([C:2]([C:3]([O:7][H:9])([H:15])[H:17])=[O:5])([O:4][H:8])[H:12].[H:11][O:16][H:18],30.847739510448417,39.50423306299412,-10.579827915869998
+SGQVXUFMUFDFRB_69_8-cata2_2,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:6][H:10])([H:13])[H:14])([C:2]([C:3]([O:7][H:11])([H:15])[H:17])=[O:5])([O:4][H:8])[H:12].[H:9][O:16][H:18],27.296663249996577,37.33305019298268,-10.579827915869998
+SGQVXUFMUFDFRB_55_0-cata_0,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](\[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12].[O:16]([H:17])[H:18],[C:0]1([O:4][H:8])([H:12])[C:1]([H:13])([H:14])[C:2]1([C:3](=[O:7])[H:15])[O:5][H:9].[H:11][O:16][H:18].[O:6]([H:10])[H:17],33.53097013252251,42.95867286047592,10.179493307839362
+SGQVXUFMUFDFRB_5_1-cata_2,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](\[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:6][H:10])([H:13])[H:14])([C:2]([C:3](=[O:7])[H:15])([O:5][H:9])[H:17])([O:4][H:8])[H:12].[H:11][O:16][H:18],30.365812214452397,39.519920800454514,-6.705544933078404
+SGQVXUFMUFDFRB_5_6-cata2_3,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](\[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:6][H:10])([H:13])[H:14])([C:2]([C:3](=[O:7])[H:15])([O:5][H:9])[H:17])([O:4][H:8])[H:12].[H:11][O:16][H:18],31.765158399486364,40.73477919245489,-6.705544933078404
+SGQVXUFMUFDFRB_73_0-cata_3,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:6][H:10])([H:13])[H:14])([C:2]([C:3](=[O:7])[H:15])([O:5][H:9])[H:17])([O:4][H:8])[H:12].[H:11][O:16][H:18],36.994195062982136,44.853124040972645,-6.705544933078404
+SGQVXUFMUFDFRB_73_0-cata_4,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:6][H:10])([H:13])[H:14])([C:2]([C:3](=[O:7])[H:15])([O:5][H:9])[H:17])([O:4][H:8])[H:12].[H:11][O:16][H:18],36.55556592244813,44.257617525478025,-6.705544933078404
+SGQVXUFMUFDFRB_74_1-cata_1,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](\[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:6][H:10])([H:13])[H:14])([C:2]([C:3](=[O:7])[H:15])([O:5][H:9])[H:17])([O:4][H:8])[H:12].[H:11][O:16][H:18],35.10099890148224,42.45227269397035,-6.705544933078404
+SGQVXUFMUFDFRB_74_5-cata1_4,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](\[O:7][H:8])[H:15])[O:5][H:9])([O:4][H:11])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:6][H:10])([H:13])[H:14])([C:2]([C:3](=[O:7])[H:15])([O:5][H:9])[H:17])([O:4][H:8])[H:12].[H:11][O:16][H:18],32.67128211748149,40.18821841797937,-6.705544933078404
+SGQVXUFMUFDFRB_69_0-cata_4,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12].[O:16]([H:17])[H:18],[C:0](=[C:2](\[C:3]([O:7][H:11])([H:15])[H:17])[O:5][H:9])(\[O:4][H:8])[H:12].[C:1](=[O:6])([H:13])[H:14].[H:10][O:16][H:18],31.421910702925565,38.49457027747505,23.61591778202676
+SGQVXUFMUFDFRB_69_2-cata1_1,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12].[O:16]([H:17])[H:18],[C:0]([C:1]([O:6][H:10])([H:13])[H:14])([C:2]([C:3]([O:7][H:11])([H:15])[H:17])[O:5][H:9])([O:4])[H:12].[H:8][O:16][H:18],34.83305234501669,41.596977245489576,TCIT fails
+SGQVXUFMUFDFRB_71_0-cata_0,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12].[O:16]([H:17])[H:18],[C:0]1([O:4][H:8])([H:12])[C:1]([H:13])([H:14])[O:6][C:2]1([C:3]([O:7][H:11])([H:15])[H:17])[O:5][H:9].[H:10][O:16][H:18],30.01377938498512,40.842710826467744,1.4474187380496955
+VPFHKTFZRJVREQ_10_0-cata_0,[C:0]1([C:2]([O:6][H:9])([H:12])[H:13])([O:5][H:8])[C:1]([C:3]([O:7][H:10])([H:14])[H:15])([H:11])[O:4]1.[O:16]([H:17])[H:18],[C:0]([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:4][H:17])[H:11])([C:2]([O:6][H:9])([H:12])[H:13])=[O:5].[H:8][O:16][H:18],7.156745847479865,16.155232077446854,-26.376434034416835
+VPFHKTFZRJVREQ_10_0-cata_1,[C:0]1([C:2]([O:6][H:9])([H:12])[H:13])([O:5][H:8])[C:1]([C:3]([O:7][H:10])([H:14])[H:15])([H:11])[O:4]1.[O:16]([H:17])[H:18],[C:0]([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:4][H:17])[H:11])([C:2]([O:6][H:9])([H:12])[H:13])=[O:5].[H:8][O:16][H:18],9.988068711465418,18.886780930970296,-26.376434034416835
+VPFHKTFZRJVREQ_10_0-cata_3,[C:0]1([C:2]([O:6][H:9])([H:12])[H:13])([O:5][H:8])[C:1]([C:3]([O:7][H:10])([H:14])[H:15])([H:11])[O:4]1.[O:16]([H:17])[H:18],[C:0]([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:4][H:17])[H:11])([C:2]([O:6][H:9])([H:12])[H:13])=[O:5].[H:8][O:16][H:18],10.641306101028302,18.135652059511884,-26.376434034416835
+VPFHKTFZRJVREQ_10_0-cata_4,[C:0]1([C:2]([O:6][H:9])([H:12])[H:13])([O:5][H:8])[C:1]([C:3]([O:7][H:10])([H:14])[H:15])([H:11])[O:4]1.[O:16]([H:17])[H:18],[C:0]([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:4][H:17])[H:11])([C:2]([O:6][H:9])([H:12])[H:13])=[O:5].[H:8][O:16][H:18],13.255510677991312,21.20668355246295,-26.376434034416835
+VPFHKTFZRJVREQ_14_0-cata_0,[C:0]1([C:2]([O:6][H:9])([H:12])[H:13])([O:5][H:8])[C:1]([C:3]([O:7][H:10])([H:14])[H:15])([H:11])[O:4]1.[O:16]([H:17])[H:18],[C:0]([C:1]([C:3]([O:7][H:8])([H:14])[H:15])([O:4][H:17])[H:11])([C:2]([O:6][H:9])([H:12])[H:13])=[O:5].[H:10][O:16][H:18],5.125497595971825,13.18899467094523,-26.376434034416835
+VPFHKTFZRJVREQ_57_0-cata_1,[C:0]1([C:2]([O:6][H:9])([H:12])[H:13])([O:5][H:8])[C:1]([C:3]([O:7][H:10])([H:14])[H:15])([H:11])[O:4]1.[O:16]([H:17])[H:18],[C:0]([C:2]([O:6][H:9])([H:12])[H:13])([O:4][C:1](=[C:3]([H:14])[H:15])[H:11])=[O:5].[O:16]([H:17])[H:18].[O:7]([H:8])[H:10],32.07640311148528,39.08066415049343,-23.618307839388162
+XKQQPGULJNPMJY_14_1-cata1_4,[C:0](\[C:1](=[C:3]([H:12])[H:14])[O:5][H:8])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:7].[H:11][O:13][H:15],[C:0]([C:1]([C:3]([H:11])([H:12])[H:14])[O:5][H:8])([C:2]([O:6][H:9])[H:10])=[O:4].[H:7][O:13][H:15],20.298677306008248,28.64706369397577,TCIT fails
+XKQQPGULJNPMJY_31_2-cata1_2,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:14].[H:7][O:13][H:15],[C:0]([C:1]([C:3]([H:11])([H:12])[H:14])[O:5][H:8])([C:2]([O:6][H:9])[H:10])=[O:4].[H:7][O:13][H:15],28.31385614949664,36.43131904147647,TCIT fails
+XKQQPGULJNPMJY_52_0-cata_0,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](/[O:6][H:9])[H:10])[O:4][H:14].[H:7][O:13][H:15],[C:0]([C:1]([C:3]([H:11])([H:12])[H:14])[O:5][H:8])([C:2]([O:6][H:9])[H:10])=[O:4].[H:7][O:13][H:15],17.245216079012824,26.658486088467008,TCIT fails
+XKQQPGULJNPMJY_14_2-cata2_3,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:7].[O:13]([H:14])[H:15],[C:0]([C:1]([C:3]([H:11])[H:12])=[O:5])([C:2]([O:6][H:9])([H:10])[H:14])[O:4][H:7].[H:8][O:13][H:15],31.06234775951297,39.72072384048258,TCIT fails
+XKQQPGULJNPMJY_18_0-cata_0,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:7].[O:13]([H:14])[H:15],[C:0]([C:1](=[C:3]([H:11])[H:12])[O:5][H:8])([C:2](=[O:6])[H:10])([O:4][H:7])[H:14].[H:9][O:13][H:15],28.658358865018595,37.16864270396973,-0.9801625239006005
+XKQQPGULJNPMJY_18_0-cata_1,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](\[O:6][H:15])[H:10])[O:4][H:7].[H:9][O:13][H:14],[C:0]([C:1](=[C:3]([H:11])[H:12])[O:5][H:8])([C:2](=[O:6])[H:10])([O:4][H:7])[H:14].[H:9][O:13][H:15],27.15798365049001,36.14580221898393,-0.9801625239006005
+XKQQPGULJNPMJY_19_3-cata1_1,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:14])(=[C:2](\[O:6][H:8])[H:10])[O:4][H:7].[H:9][O:13][H:15],[C:0]([C:1](=[C:3]([H:11])[H:12])[O:5][H:14])([C:2](=[O:6])[H:10])([O:4][H:7])[H:9].[H:8][O:13][H:15],30.53649479848517,39.13714000545786,-0.9801625239006005
+XKQQPGULJNPMJY_19_1-cata1_3,[C:0](\[C:1](=[C:3]([H:12])[H:14])[O:5][H:8])(=[C:2](\[O:6][H:15])[H:10])[O:4][H:7].[H:9][O:13][H:11],[C:0](=[C:1](/[C:3]([H:11])([H:12])[H:14])[O:5][H:8])(\[C:2](=[O:6])[H:10])[O:4][H:7].[H:9][O:13][H:15],19.801062272480493,28.00449396595729,-7.6744741873805005
+XKQQPGULJNPMJY_31_0-cata_0,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:7].[O:13]([H:14])[H:15],[C:0](=[C:1](/[C:3]([H:11])([H:12])[H:14])[O:5][H:8])(\[C:2](=[O:6])[H:10])[O:4][H:7].[H:9][O:13][H:15],18.757513973975637,27.47864100496516,-7.6744741873805005
+XKQQPGULJNPMJY_31_3-cata1_1,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:14])(=[C:2](/[O:6][H:7])[H:10])[O:4][H:9].[H:8][O:13][H:15],[C:0](=[C:1](/[C:3]([H:9])([H:11])[H:12])[O:5][H:14])(\[C:2](=[O:6])[H:10])[O:4][H:7].[H:8][O:13][H:15],28.841591639019683,34.974241982481246,-7.6744741873805005
+XKQQPGULJNPMJY_34_0-cata_0,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:7].[O:13]([H:14])[H:15],[C:0](=[C:1](\[C:3]([H:11])([H:12])[H:14])[O:5][H:8])(\[C:2](=[O:6])[H:10])[O:4][H:7].[H:9][O:13][H:15],7.323663374486476,15.988314550475913,-7.6744741873805005
+XKQQPGULJNPMJY_60_0-cata_1,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:7].[O:13]([H:14])[H:15],[C:0](=[C:1](/[C:3]([H:11])([H:12])[H:14])[O:5][H:8])(\[C:2](=[O:6])[H:10])[O:4][H:7].[H:9][O:13][H:15],22.466722628491937,30.5509275169844,-7.6744741873805005
+XKQQPGULJNPMJY_4_0-cata_4,[C:0](\[C:1](=[C:3]([H:12])[H:14])[O:5][H:8])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:7].[H:11][O:13][H:15],[C:0](\[C:1]([C:3]([H:11])([H:12])[H:14])=[O:5])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:7].[H:8][O:13][H:15],12.250867968495236,21.0209407404682,-9.791108986615681
+XKQQPGULJNPMJY_50_0-cata_1,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:7].[O:13]([H:14])[H:15],[C:0](\[C:1]([C:3]([H:11])([H:12])[H:14])=[O:5])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:8].[H:7][O:13][H:15],30.44174086397471,38.461939783486095,-9.791108986615681
+XKQQPGULJNPMJY_56_0-cata_4,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](/[O:6][H:9])[H:10])[O:4][H:7].[O:13]([H:14])[H:15],[C:0](\[C:1]([C:3]([H:11])([H:12])[H:14])=[O:5])(=[C:2](/[O:6][H:9])[H:10])[O:4][H:7].[H:8][O:13][H:15],19.523075564004618,27.375729446975303,-9.791108986615681
+XKQQPGULJNPMJY_4_2-cata_0,[C:0](\[C:1](=[C:3]([H:12])[H:14])[O:5][H:8])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:7].[H:11][O:13][H:15],[C:0](=[C:1]=[C:3]([H:12])[H:14])([C:2](=[O:6])[H:10])[O:4][H:7].[H:11][O:13][H:15].[O:5]([H:8])[H:9],31.572512982973368,38.94512209847895,24.153919694072645
+YQOMTCRIBSRYFH_15_1-cata_1,[C:0]1([C:3]([O:7][H:10])([H:14])[H:15])([O:5][H:8])[C:1]([O:6][H:9])([H:17])[C:2]([H:12])([H:13])[O:4]1.[H:11][O:16][H:18],[C:0]([C:1]([C:2]([O:4][H:8])([H:12])[H:13])([O:6][H:9])[H:17])([C:3]([O:7][H:10])([H:14])[H:15])=[O:5].[H:11][O:16][H:18],30.680821983584483,37.71834102600867,-12.027246653919693
+YQOMTCRIBSRYFH_36_0-cata_1,[C:0]1([C:3]([O:7][H:10])([H:14])[H:15])([O:5][H:8])[C:1]([O:6][H:9])([H:11])[C:2]([H:12])([H:13])[O:4]1.[O:16]([H:17])[H:18],[C:0]([C:1]([C:2]([O:4][H:17])([H:12])[H:13])([O:6])[H:11])([C:3]([O:7][H:10])([H:14])[H:15])[O:5][H:8].[H:9][O:16][H:18],26.03850670253417,36.241811172526894,TCIT fails
+CUNHAVWYFLUHTA_22_1_0,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10],[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])([O:6][H:8])[H:9])(=[O:5])[H:10],47.61981342647871,45.52706924401892,3.4070267686424462
+CUNHAVWYFLUHTA_22_1_1,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10],[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])([O:6][H:8])[H:9])(=[O:5])[H:10],47.09145042749291,44.656086058006416,3.4070267686424462
+CUNHAVWYFLUHTA_22_1_3,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10],[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])([O:6][H:8])[H:9])(=[O:5])[H:10],44.35676402651306,41.95967773650126,3.4070267686424462
+CUNHAVWYFLUHTA_23_4_0,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10],[C:0](=[C:1](/[C:2](=[C:3]([H:11])[H:12])[O:4][H:7])[O:6][H:8])(\[O:5][H:9])[H:10],56.67728554951079,56.27128690300141,4.387189292543034
+CUNHAVWYFLUHTA_25_0_1,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10],[C:0]1([O:5][H:8])([H:10])[C:1](=[O:6])[C:2]1([C:3]([H:9])([H:11])[H:12])[O:4][H:7],67.257095719516,65.10160058700063,-4.283460803059266
+CUNHAVWYFLUHTA_2_0_2,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10],[C:0]([C:2]1([O:4][H:7])[C:1](=[O:6])[C:3]1([H:11])[H:12])([O:5][H:8])([H:9])[H:10],88.43616885401299,85.48687420400427,-1.0697896749521987
+CUNHAVWYFLUHTA_40_1_1,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10],[C:0]([C:1]1([O:6][H:7])[C:2](=[C:3]([H:11])[H:12])[O:4]1)([O:5][H:8])([H:9])[H:10],45.048279495514976,44.85375155050673,18.320745697896747
+CUNHAVWYFLUHTA_46_0_1,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10],[C:0]1([H:9])([H:10])[C:1](=[O:6])[C:2]([C:3]([H:8])([H:11])[H:12])([O:4][H:7])[O:5]1,60.24906962351736,57.82813797253009,5.358508604206505
+CUNHAVWYFLUHTA_47_0_1,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10],[C:0]1([H:9])([H:10])[C:1](=[O:6])[C:2]([O:4][H:7])([H:8])[C:3]([H:11])([H:12])[O:5]1,70.81444707498767,70.90857349999972,-6.107074569789666
+CUNHAVWYFLUHTA_4_0_0,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10],[C:0]([C:2]([C:1]([O:4][H:7])=[O:6])=[C:3]([H:11])[H:12])([O:5][H:8])([H:9])[H:10],83.86036958000876,80.82008605251573,-17.332695984703626
+CUNHAVWYFLUHTA_72_0_0,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10],[C:0]1([O:5][H:8])([H:10])/[C:1](=[C:2](\[C:3]([H:9])([H:11])[H:12])[O:4][H:7])[O:6]1,72.35937546401078,69.87443784400676,TCIT fails
+MNXDADQSMTZCJF_22_0_1,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1,[C:0]([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([O:4][C:2]([H:8])([H:12])[H:13])=[O:5],64.47848365350438,60.82575085398817,-19.72920650095603
+MNXDADQSMTZCJF_33_0_1,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1,[C:0]([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([C:2](=[O:4])[H:13])([O:5][H:8])[H:12],33.93885130752713,30.79063614598558,-9.693355640535376
+MNXDADQSMTZCJF_37_0_1,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1,[C:0]([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([C:2]([O:4][H:8])([H:12])[H:13])=[O:5],35.653207261514844,32.98001679148674,-13.567638623326973
+MNXDADQSMTZCJF_37_0_2,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1,[C:0]([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([C:2]([O:4][H:8])([H:12])[H:13])=[O:5],31.162121770010756,29.62409598550589,-13.567638623326973
+MNXDADQSMTZCJF_37_0_3,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1,[C:0]([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([C:2]([O:4][H:8])([H:12])[H:13])=[O:5],29.9880514955144,28.60627557650741,-13.567638623326973
+SGQVXUFMUFDFRB_111_0_2,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12],[C:0](\[C:1]([O:6][H:10])([H:13])[H:14])(=[C:2](\[C:3](=[O:7])[H:15])[O:5][H:9])[O:4][H:8].[H:11][H:12],89.93717157800432,83.39475753097155,11.464388145315457
+SGQVXUFMUFDFRB_111_0_3,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12],[C:0](\[C:1]([O:6][H:10])([H:13])[H:14])(=[C:2](/[C:3](=[O:7])[H:15])[O:5][H:9])[O:4][H:8].[H:11][H:12],92.64989514650397,86.05414279199884,11.464388145315457
+SGQVXUFMUFDFRB_59_0_0,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12],[C:0]([C:1]([O:5][H:9])([O:6][H:10])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[H:13])([O:4][H:8])[H:12],93.92248441250126,88.88923071297489,-4.583413001912051
+SGQVXUFMUFDFRB_5_3_0,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12],[C:0](\[C:1]([O:6][H:10])([H:13])[H:14])(=[C:2](/[C:3]([O:7][H:11])([H:8])[H:15])[O:5][H:9])[O:4][H:12],62.54889194098937,57.21317866247757,-4.46606118546846
+SGQVXUFMUFDFRB_69_2_0,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12],[C:0]([C:1]([O:6][H:10])([H:13])[H:14])([C:2]([C:3]([O:7][H:11])([H:8])[H:15])([O:5][H:9])[H:12])=[O:4],62.54889194098937,57.21317866247757,-10.579827915869998
+SGQVXUFMUFDFRB_69_7_2,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12],[C:0]([C:1]([O:6][H:9])([H:13])[H:14])([C:2]([C:3]([O:7][H:11])([H:10])[H:15])=[O:5])([O:4][H:8])[H:12],51.18406738646861,49.01727708298176,-10.579827915869998
+SGQVXUFMUFDFRB_99_0_0,[C:0]([C:1]([O:6][H:10])([H:13])[H:14])(/[C:2](=[C:3](/[O:7][H:11])[H:15])[O:5][H:9])([O:4][H:8])[H:12],[C:0]1([C:1]([O:6][H:10])([H:13])[H:14])([H:12])[C:2](=[O:5])[C:3]1([O:7][H:11])[H:15].[O:4]([H:8])[H:9],42.93545500899887,40.13927267699594,13.644837476099406
+VPFHKTFZRJVREQ_26_0_2,[C:0]1([C:2]([O:6][H:9])([H:12])[H:13])([O:5][H:8])[C:1]([C:3]([O:7][H:10])([H:14])[H:15])([H:11])[O:4]1,[C:0]([C:1](=[O:4])[H:11])([C:2]([O:6][H:9])([H:12])[H:13])([C:3]([O:7][H:10])([H:14])[H:15])[O:5][H:8],34.91086352299858,32.01427967099945,-21.222275334608025
+VPFHKTFZRJVREQ_28_1_0,[C:0]1([C:2]([O:6][H:9])([H:12])[H:13])([O:5][H:8])[C:1]([C:3]([O:7][H:10])([H:14])[H:15])([H:11])[O:4]1,[C:0]([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:4][H:8])[H:11])([C:2]([O:6][H:9])([H:12])[H:13])=[O:5],41.20227377002302,37.11593190599581,-26.376434034416835
+XKQQPGULJNPMJY_10_0_0,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](/[O:6][H:9])[H:10])[O:4][H:7],[C:0]1([O:4][H:7])=[C:1]([O:5][H:8])[C:3]([H:11])([H:12])[C:2]1([O:6][H:9])[H:10],36.562468527002046,36.45077183599869,-4.772944550669222
+XKQQPGULJNPMJY_10_0_1,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:7],[C:0]1([O:4][H:7])=[C:1]([O:5][H:8])[C:3]([H:11])([H:12])[C:2]1([O:6][H:9])[H:10],47.85136443200048,47.47423122248957,-4.772944550669222
+XKQQPGULJNPMJY_10_0_2,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:7],[C:0]1([O:4][H:7])=[C:1]([O:5][H:8])[C:3]([H:11])([H:12])[C:2]1([O:6][H:9])[H:10],50.493806936499205,49.711930099475744,-4.772944550669222
+XKQQPGULJNPMJY_11_0_2,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:7],[C:0](=[C:1]=[C:3]([H:11])[H:12])([C:2]([O:5][H:8])([O:6][H:9])[H:10])[O:4][H:7],70.41409601399971,67.78922377549229,18.180210325047796
+XKQQPGULJNPMJY_58_0_1,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:7],[C:0](=[C:1](\[C:3]([H:9])([H:11])[H:12])[O:5][H:8])(\[C:2](=[O:6])[H:10])[O:4][H:7],16.576918461487963,14.246975687984987,-7.6744741873805005
+YQOMTCRIBSRYFH_15_2_0,[C:0]1([C:3]([O:7][H:10])([H:14])[H:15])([O:5][H:8])[C:1]([O:6][H:9])([H:11])[C:2]([H:12])([H:13])[O:4]1,[C:0]1([C:1]([C:2]([O:4][H:10])([H:12])[H:13])([O:6][H:9])[H:11])([O:5][H:8])[C:3]([H:14])([H:15])[O:7]1,39.48729030650123,36.423161417997065,1.5403919694072776
+YQOMTCRIBSRYFH_37_0_0,[C:0]1([C:3]([O:7][H:10])([H:14])[H:15])([O:5][H:8])[C:1]([O:6][H:9])([H:11])[C:2]([H:12])([H:13])[O:4]1,[C:0]([C:1]([C:2]([O:4][H:8])([H:12])[H:13])([O:6][H:9])[H:11])([C:3]([O:7][H:10])([H:14])[H:15])=[O:5],38.9444945890162,35.25160118149438,-12.027246653919693
+YQOMTCRIBSRYFH_37_0_1,[C:0]1([C:3]([O:7][H:10])([H:14])[H:15])([O:5][H:8])[C:1]([O:6][H:9])([H:11])[C:2]([H:12])([H:13])[O:4]1,[C:0]([C:1]([C:2]([O:4][H:8])([H:12])[H:13])([O:6][H:9])[H:11])([C:3]([O:7][H:10])([H:14])[H:15])=[O:5],37.48992756801464,34.2519785480213,-12.027246653919693
+CUNHAVWYFLUHTA_2_2_1,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10],[C:0]([C:1]1([O:6][H:7])[C:2](=[O:4])[C:3]1([H:11])[H:12])([O:5][H:8])([H:9])[H:10],38.11367201100931,38.6602327855205,-1.0697896749521987
+CUNHAVWYFLUHTA_2_2_2,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10],[C:0]([C:1]1([O:6][H:7])[C:2](=[O:4])[C:3]1([H:11])[H:12])([O:5][H:8])([H:9])[H:10],38.49080522048455,39.12145226799746,-1.0697896749521987
+CUNHAVWYFLUHTA_82_1_2,[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])=[O:6])([O:5][H:8])([H:9])[H:10],[C:0]([C:1]([C:2](=[C:3]([H:11])[H:12])[O:4][H:7])([O:6][H:8])[H:9])(=[O:5])[H:10],44.35676402651306,41.95967773650126,3.4070267686424462
+MNXDADQSMTZCJF_17_1_1,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1,[C:0]([C:1](=[O:6])[H:11])([C:2]([O:4][H:9])([H:12])[H:13])([C:3]([O:7][H:10])([H:14])[H:15])[O:5][H:8],39.479132683021824,36.05042077501073,-8.413479923518164
+MNXDADQSMTZCJF_32_0_0,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1,[C:0]([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([C:2](=[O:4])[H:13])([O:5][H:8])[H:12],33.93885130752713,30.79063614598558,-9.693355640535376
+MNXDADQSMTZCJF_8_0_2,[C:0]1([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([O:5][H:8])[C:2]([H:12])([H:13])[O:4]1,[C:0]([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:6][H:9])[H:11])([C:2]([O:4][H:8])([H:12])[H:13])=[O:5],36.13701708600611,33.24357078149906,-13.567638623326973
+VPFHKTFZRJVREQ_26_0_0,[C:0]1([C:2]([O:6][H:9])([H:12])[H:13])([O:5][H:8])[C:1]([C:3]([O:7][H:10])([H:14])[H:15])([H:11])[O:4]1,[C:0]([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:4][H:8])[H:11])([C:2]([O:6][H:9])([H:12])[H:13])=[O:5],40.36643111599314,36.627729514979954,-26.376434034416835
+VPFHKTFZRJVREQ_26_0_3,[C:0]1([C:2]([O:6][H:9])([H:12])[H:13])([O:5][H:8])[C:1]([C:3]([O:7][H:10])([H:14])[H:15])([H:11])[O:4]1,[C:0]([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:4][H:8])[H:11])([C:2]([O:6][H:9])([H:12])[H:13])=[O:5],38.02644819047984,34.31786704549762,-26.376434034416835
+VPFHKTFZRJVREQ_28_1_1,[C:0]1([C:2]([O:6][H:9])([H:12])[H:13])([O:5][H:8])[C:1]([C:3]([O:7][H:10])([H:14])[H:15])([H:11])[O:4]1,[C:0]([C:1]([C:3]([O:7][H:10])([H:14])[H:15])([O:4][H:8])[H:11])([C:2]([O:6][H:9])([H:12])[H:13])=[O:5],36.90948128051767,33.7487159290078,-26.376434034416835
+VPFHKTFZRJVREQ_9_0_1,[C:0]1([C:2]([O:6][H:9])([H:12])[H:13])([O:5][H:8])[C:1]([C:3]([O:7][H:10])([H:14])[H:15])([H:11])[O:4]1,[C:0]([C:2]([O:6][H:9])([H:12])[H:13])([O:4][C:1](=[C:3]([H:14])[H:15])[H:11])=[O:5].[O:7]([H:8])[H:10],42.47611805501715,38.27933451898342,-23.618307839388162
+XKQQPGULJNPMJY_52_0_1,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:7],[C:0]([C:1]([C:3]([H:7])([H:11])[H:12])[O:5][H:8])([C:2]([O:6][H:9])[H:10])=[O:4],37.791759637501656,35.30556699850081,TCIT fails
+XKQQPGULJNPMJY_52_0_2,[C:0](\[C:1](=[C:3]([H:11])[H:12])[O:5][H:8])(=[C:2](\[O:6][H:9])[H:10])[O:4][H:7],[C:0]([C:1]([C:3]([H:7])([H:11])[H:12])[O:5][H:8])([C:2]([O:6][H:9])[H:10])=[O:4],39.53372600952667,37.35187547800649,TCIT fails
+YQOMTCRIBSRYFH_15_1_0,[C:0]1([C:3]([O:7][H:10])([H:14])[H:15])([O:5][H:8])[C:1]([O:6][H:9])([H:11])[C:2]([H:12])([H:13])[O:4]1,[C:0]([C:1]([C:2]([O:4][H:8])([H:12])[H:13])([O:6][H:9])[H:11])([C:3]([O:7][H:10])([H:14])[H:15])=[O:5],38.9444945890162,35.25160118149438,-12.027246653919693
+YQOMTCRIBSRYFH_15_1_1,[C:0]1([C:3]([O:7][H:10])([H:14])[H:15])([O:5][H:8])[C:1]([O:6][H:9])([H:11])[C:2]([H:12])([H:13])[O:4]1,[C:0]([C:1]([C:2]([O:4][H:9])([H:12])[H:13])([O:6][H:8])[H:11])([C:3]([O:7][H:10])([H:14])[H:15])=[O:5],44.051166900035554,40.88036139651537,-12.027246653919693
+YQOMTCRIBSRYFH_36_0_1,[C:0]1([C:3]([O:7][H:10])([H:14])[H:15])([O:5][H:8])[C:1]([O:6][H:9])([H:11])[C:2]([H:12])([H:13])[O:4]1,[C:0](=[C:1](/[O:6][H:9])[H:11])(\[C:3]([O:7][H:10])([H:14])[H:15])[O:5][H:8].[C:2](=[O:4])([H:12])[H:13],40.73791674001831,37.47423983051858,22.168499043977064
diff --git a/examples/cora_node_classification_backup.jl b/examples/cora_node_classification_backup.jl
deleted file mode 100644
index b2f7ab0..0000000
--- a/examples/cora_node_classification_backup.jl
+++ /dev/null
@@ -1,2794 +0,0 @@
-using Random
-using Statistics
-using LinearAlgebra
-using Lux
-using Optimisers
-using NNlib
-using SimpleHypergraphs
-using HyperGraphNeuralNetworks
-using Enzyme
-using Downloads
-using Tar
-
-const RANDOM_SEED = 1234
-const HIDDEN_DIM = 64
-const TRAIN_FRACTION = 0.60
-const VALIDATION_FRACTION = 0.20
-const NUMBER_OF_EPOCHS = 100
-const LEARNING_RATE = 1.0f-3
-
-println()
-println("Cora Node Classification Proof of Concept")
-println("Random seed: ", RANDOM_SEED)
-
-Random.seed!(RANDOM_SEED)
-
-function load_cora_dataset(
-    content_path::AbstractString,
-    citations_path::AbstractString,
-)
-    println("Loading Cora dataset...")
-
-    isfile(content_path) ||
-        error("Cora content file not found: $content_path")
-
-    isfile(citations_path) ||
-        error("Cora citation file not found: $citations_path")
-
-    content_lines = readlines(content_path)
-
-    isempty(content_lines) &&
-        error("The Cora content file is empty.")
-
-    first_fields = split(strip(content_lines[1]))
-
-    number_of_features = length(first_fields) - 2
-
-    number_of_features > 0 ||
-        error("Could not determine the Cora feature dimension.")
-
-    number_of_papers = length(content_lines)
-
-    paper_ids = Vector{Int}(undef, number_of_papers)
-
-    X = zeros(
-        Float32,
-        number_of_papers,
-        number_of_features,
-    )
-
-    raw_labels = Vector{String}(undef, number_of_papers)
-
-    for (row_index, line) in enumerate(content_lines)
-        fields = split(strip(line))
-
-        expected_fields = number_of_features + 2
-
-        length(fields) == expected_fields ||
-            error(
-                "Malformed Cora content row $row_index. " *
-                "Expected $expected_fields fields but found $(length(fields))."
-            )
-
-        paper_ids[row_index] = parse(Int, fields[1])
-
-        for feature_index in 1:number_of_features
-            X[row_index, feature_index] =
-                parse(Float32, fields[feature_index + 1])
-        end
-
-        raw_labels[row_index] = fields[end]
-    end
-
-    class_names = sort(unique(raw_labels))
-
-    class_to_index = Dict(
-        class_name => index
-        for (index, class_name) in enumerate(class_names)
-    )
-
-    y = [
-        class_to_index[label]
-        for label in raw_labels
-    ]
-
-    citation_lines = readlines(citations_path)
-
-    citations = Tuple{Int, Int}[]
-
-    for (line_number, line) in enumerate(citation_lines)
-        fields = split(strip(line))
-
-        length(fields) == 2 ||
-            error(
-                "Malformed Cora citation row $line_number."
-            )
-
-        source_id = parse(Int, fields[1])
-        target_id = parse(Int, fields[2])
-
-        push!(
-            citations,
-            (source_id, target_id),
-        )
-    end
-
-    println()
-    println("Dataset summary")
-    println("Number of papers: ", number_of_papers)
-    println("Number of input features: ", number_of_features)
-    println("Number of citation records: ", length(citations))
-    println("Number of classes: ", length(class_names))
-    println("Class mapping: ", class_to_index)
-
-    println()
-    println("Class distribution:")
-
-    for class_name in class_names
-        class_index = class_to_index[class_name]
-
-        count_in_class = count(
-            ==(class_index),
-            y,
-        )
-
-        percentage =
-            100 * count_in_class / number_of_papers
-
-        println(
-            "  ",
-            class_name,
-            ": ",
-            count_in_class,
-            " (",
-            round(percentage; digits = 2),
-            "%)",
-        )
-    end
-
-    return (
-        paper_ids = paper_ids,
-        X = X,
-        y = Int.(y),
-        raw_labels = raw_labels,
-        class_names = class_names,
-        class_to_index = class_to_index,
-        citations = citations,
-        number_of_papers = number_of_papers,
-        number_of_features = number_of_features,
-        number_of_classes = length(class_names),
-    )
-end
-
-function build_paper_id_mapping(paper_ids)
-    id_to_index = Dict{Int, Int}()
-
-    for (index, paper_id) in enumerate(paper_ids)
-        haskey(id_to_index, paper_id) &&
-            error("Duplicate paper ID found: $paper_id")
-
-        id_to_index[paper_id] = index
-    end
-
-    println()
-    println(
-        "Paper ID mapping created for ",
-        length(id_to_index),
-        " papers.",
-    )
-
-    return id_to_index
-end
-
-function validate_citations(
-    citations,
-    id_to_index,
-)
-    valid_citations = Tuple{Int, Int}[]
-    discarded_citations = 0
-
-    for (source_id, target_id) in citations
-        if haskey(id_to_index, source_id) &&
-           haskey(id_to_index, target_id)
-
-            push!(
-                valid_citations,
-                (source_id, target_id),
-            )
-        else
-            discarded_citations += 1
-        end
-    end
-
-    println()
-    println("Citation validation")
-    println("Original citations: ", length(citations))
-    println("Valid citations: ", length(valid_citations))
-    println("Discarded citations: ", discarded_citations)
-
-    isempty(valid_citations) &&
-        error("No valid citations remain after validation.")
-
-    return valid_citations
-end
-
-function build_directed_incidence_matrices(
-    valid_citations,
-    id_to_index,
-    number_of_vertices,
-)
-    number_of_hyperedges = length(valid_citations)
-
-    incidence_tail = zeros(
-        Float32,
-        number_of_vertices,
-        number_of_hyperedges,
-    )
-
-    incidence_head = zeros(
-        Float32,
-        number_of_vertices,
-        number_of_hyperedges,
-    )
-
-    for (
-        hyperedge_index,
-        (source_id, target_id),
-    ) in enumerate(valid_citations)
-
-        source_index = id_to_index[source_id]
-        target_index = id_to_index[target_id]
-
-        incidence_tail[
-            source_index,
-            hyperedge_index,
-        ] = 1.0f0
-
-        incidence_head[
-            target_index,
-            hyperedge_index,
-        ] = 1.0f0
-    end
-
-    println()
-    println("Directed incidence representation")
-    println(
-        "Tail incidence matrix size: ",
-        size(incidence_tail),
-    )
-    println(
-        "Head incidence matrix size: ",
-        size(incidence_head),
-    )
-    println(
-        "Tail memberships: ",
-        Int(sum(incidence_tail)),
-    )
-    println(
-        "Head memberships: ",
-        Int(sum(incidence_head)),
-    )
-
-    size(incidence_tail) == size(incidence_head) ||
-        error("Tail and head incidence matrices have different sizes.")
-
-    all(
-        vec(sum(incidence_tail; dims = 1)) .== 1.0f0
-    ) || error(
-        "Each citation hyperedge must have exactly one tail vertex."
-    )
-
-    all(
-        vec(sum(incidence_head; dims = 1)) .== 1.0f0
-    ) || error(
-        "Each citation hyperedge must have exactly one head vertex."
-    )
-
-    println("Incidence matrix validation passed.")
-
-    return incidence_tail, incidence_head
-end
-function construct_hgnn_dihypergraph(
-    incidence_tail,
-    incidence_head,
-)
-    number_of_vertices,
-    number_of_hyperedges = size(incidence_tail)
-
-    println()
-    println("Constructing HGNNDiHypergraph...")
-
-    tail_hypergraph = Hypergraph{Float32}(
-        number_of_vertices,
-        number_of_hyperedges,
-    )
-
-    head_hypergraph = Hypergraph{Float32}(
-        number_of_vertices,
-        number_of_hyperedges,
-    )
-
-    for hyperedge_index in 1:number_of_hyperedges
-        tail_vertices = findall(
-            !iszero,
-            view(
-                incidence_tail,
-                :,
-                hyperedge_index,
-            ),
-        )
-
-        head_vertices = findall(
-            !iszero,
-            view(
-                incidence_head,
-                :,
-                hyperedge_index,
-            ),
-        )
-
-        for vertex_index in tail_vertices
-            tail_hypergraph[
-                vertex_index,
-                hyperedge_index,
-            ] = incidence_tail[
-                vertex_index,
-                hyperedge_index,
-            ]
-        end
-
-        for vertex_index in head_vertices
-            head_hypergraph[
-                vertex_index,
-                hyperedge_index,
-            ] = incidence_head[
-                vertex_index,
-                hyperedge_index,
-            ]
-        end
-    end
-
-    directed_hypergraph =
-        HGNNDiHypergraph{
-            Float32,
-            Dict{Int, Float32},
-        }(
-            tail_hypergraph,
-            head_hypergraph,
-        )
-
-    println(
-        "Directed hypergraph successfully created."
-    )
-
-    println(
-        "Hypergraph vertices: ",
-        number_of_vertices,
-    )
-
-    println(
-        "Hypergraph hyperedges: ",
-        number_of_hyperedges,
-    )
-
-    println(
-        "HGNNDiHypergraph validation passed."
-    )
-
-    return directed_hypergraph
-end
-function compute_directed_graph_statistics(
-    incidence_tail,
-    incidence_head,
-)
-    outgoing_degree =
-        vec(sum(incidence_tail; dims = 2))
-
-    incoming_degree =
-        vec(sum(incidence_head; dims = 2))
-
-    total_degree =
-        outgoing_degree .+ incoming_degree
-
-    isolated_vertices =
-        count(iszero, total_degree)
-
-    statistics = (
-        mean_outgoing_degree = mean(outgoing_degree),
-        mean_incoming_degree = mean(incoming_degree),
-        mean_total_degree = mean(total_degree),
-        maximum_outgoing_degree = maximum(outgoing_degree),
-        maximum_incoming_degree = maximum(incoming_degree),
-        maximum_total_degree = maximum(total_degree),
-        isolated_vertices = isolated_vertices,
-    )
-
-    println()
-    println("Directed graph statistics")
-
-    println(
-        "Mean outgoing degree: ",
-        round(
-            statistics.mean_outgoing_degree;
-            digits = 3,
-        ),
-    )
-
-    println(
-        "Mean incoming degree: ",
-        round(
-            statistics.mean_incoming_degree;
-            digits = 3,
-        ),
-    )
-
-    println(
-        "Mean total degree: ",
-        round(
-            statistics.mean_total_degree;
-            digits = 3,
-        ),
-    )
-
-    println(
-        "Maximum outgoing degree: ",
-        statistics.maximum_outgoing_degree,
-    )
-
-    println(
-        "Maximum incoming degree: ",
-        statistics.maximum_incoming_degree,
-    )
-
-    println(
-        "Maximum total degree: ",
-        statistics.maximum_total_degree,
-    )
-
-    println(
-        "Isolated vertices: ",
-        statistics.isolated_vertices,
-    )
-
-    return statistics
-end
-
-function row_normalise_features(X)
-    row_sums = sum(X; dims = 2)
-
-    safe_row_sums = ifelse.(
-        iszero.(row_sums),
-        one(eltype(row_sums)),
-        row_sums,
-    )
-
-    return X ./ safe_row_sums
-end
-
-function preprocess_features(X)
-    println()
-    println("Feature preprocessing")
-
-    X_normalised = row_normalise_features(X)
-
-    println(
-        "Original feature matrix size: ",
-        size(X),
-    )
-
-    println(
-        "Normalised feature matrix size: ",
-        size(X_normalised),
-    )
-
-    println(
-        "Non-zero original features: ",
-        count(!iszero, X),
-    )
-
-    println(
-        "Non-zero normalised features: ",
-        count(!iszero, X_normalised),
-    )
-
-    zero_feature_vertices = count(
-        iszero,
-        vec(sum(abs.(X); dims = 2)),
-    )
-
-    println(
-        "Vertices with no active features: ",
-        zero_feature_vertices,
-    )
-
-    all(isfinite, X_normalised) ||
-        error(
-            "Feature preprocessing produced non-finite values."
-        )
-
-    println("Feature preprocessing complete.")
-
-    return Float32.(X_normalised)
-end
-
-function stratified_split(
-    y;
-    train_fraction = TRAIN_FRACTION,
-    validation_fraction = VALIDATION_FRACTION,
-    seed = RANDOM_SEED,
-)
-    train_fraction > 0 ||
-        throw(
-            ArgumentError(
-                "`train_fraction` must be positive."
-            )
-        )
-
-    validation_fraction > 0 ||
-        throw(
-            ArgumentError(
-                "`validation_fraction` must be positive."
-            )
-        )
-
-    train_fraction + validation_fraction < 1 ||
-        throw(
-            ArgumentError(
-                "Training and validation fractions must sum to less than one."
-            )
-        )
-
-    rng = MersenneTwister(seed)
-
-    train_indices = Int[]
-    validation_indices = Int[]
-    test_indices = Int[]
-
-    classes = sort(unique(y))
-
-    for class_label in classes
-        class_indices = findall(
-            ==(class_label),
-            y,
-        )
-
-        shuffle!(rng, class_indices)
-
-        number_in_class = length(class_indices)
-
-        number_train = floor(
-            Int,
-            train_fraction * number_in_class,
-        )
-
-        number_validation = floor(
-            Int,
-            validation_fraction * number_in_class,
-        )
-
-        train_end = number_train
-        validation_start = train_end + 1
-        validation_end =
-            train_end + number_validation
-        test_start = validation_end + 1
-
-        if train_end >= 1
-            append!(
-                train_indices,
-                class_indices[1:train_end],
-            )
-        end
-
-        if validation_start <= validation_end
-            append!(
-                validation_indices,
-                class_indices[
-                    validation_start:validation_end
-                ],
-            )
-        end
-
-        if test_start <= number_in_class
-            append!(
-                test_indices,
-                class_indices[
-                    test_start:number_in_class
-                ],
-            )
-        end
-    end
-
-    shuffle!(rng, train_indices)
-    shuffle!(rng, validation_indices)
-    shuffle!(rng, test_indices)
-
-    return (
-        train = train_indices,
-        validation = validation_indices,
-        test = test_indices,
-    )
-end
-
-function print_split_distribution(
-    split_name,
-    indices,
-    y,
-    class_names,
-)
-    println()
-    println(split_name, " split:")
-    println("  Total nodes: ", length(indices))
-
-    split_labels = y[indices]
-
-    for (
-        class_index,
-        class_name,
-    ) in enumerate(class_names)
-
-        class_count = count(
-            ==(class_index),
-            split_labels,
-        )
-
-        percentage =
-            100 * class_count / length(indices)
-
-        println(
-            "  ",
-            class_name,
-            ": ",
-            class_count,
-            " (",
-            round(percentage; digits = 2),
-            "%)",
-        )
-    end
-end
-
-function prepare_cora()
-    content_path = joinpath(
-        @__DIR__,
-        "..",
-        "data",
-        "cora",
-        "cora.content",
-    )
-
-    citations_path = joinpath(
-        @__DIR__,
-        "..",
-        "data",
-        "cora",
-        "cora.cites",
-    )
-
-    dataset = load_cora_dataset(
-        content_path,
-        citations_path,
-    )
-
-    id_to_index =
-        build_paper_id_mapping(
-            dataset.paper_ids,
-        )
-
-    valid_citations =
-        validate_citations(
-            dataset.citations,
-            id_to_index,
-        )
-
-    incidence_tail,
-    incidence_head =
-        build_directed_incidence_matrices(
-            valid_citations,
-            id_to_index,
-            dataset.number_of_papers,
-        )
-
-    hypergraph = nothing 
-        
-
-    graph_statistics =
-        compute_directed_graph_statistics(
-            incidence_tail,
-            incidence_head,
-        )
-
-    X =
-        preprocess_features(
-            dataset.X,
-        )
-
-    split =
-        stratified_split(
-            dataset.y;
-            train_fraction = TRAIN_FRACTION,
-            validation_fraction = VALIDATION_FRACTION,
-            seed = RANDOM_SEED,
-        )
-
-    train_indices = split.train
-    validation_indices = split.validation
-    test_indices = split.test
-
-    println()
-    println("Data split summary")
-    println(
-        "Training nodes: ",
-        length(train_indices),
-    )
-    println(
-        "Validation nodes: ",
-        length(validation_indices),
-    )
-    println(
-        "Test nodes: ",
-        length(test_indices),
-    )
-
-    print_split_distribution(
-        "Training",
-        train_indices,
-        dataset.y,
-        dataset.class_names,
-    )
-
-    print_split_distribution(
-        "Validation",
-        validation_indices,
-        dataset.y,
-        dataset.class_names,
-    )
-
-    print_split_distribution(
-        "Test",
-        test_indices,
-        dataset.y,
-        dataset.class_names,
-    )
-
-    println()
-    println("Running final consistency checks...")
-
-    number_of_vertices =
-        dataset.number_of_papers
-
-    number_of_hyperedges =
-        length(valid_citations)
-
-    size(X, 1) == number_of_vertices ||
-        error("Feature matrix vertex count mismatch.")
-
-    length(dataset.y) == number_of_vertices ||
-        error("Label count mismatch.")
-
-    size(incidence_tail) ==
-        (
-            number_of_vertices,
-            number_of_hyperedges,
-        ) ||
-        error("Tail incidence matrix size mismatch.")
-
-    size(incidence_head) ==
-        (
-            number_of_vertices,
-            number_of_hyperedges,
-        ) ||
-        error("Head incidence matrix size mismatch.")
-
-    all_indices = vcat(
-        train_indices,
-        validation_indices,
-        test_indices,
-    )
-
-    length(all_indices) == number_of_vertices ||
-        error(
-            "Train, validation and test splits do not cover every node."
-        )
-
-    length(unique(all_indices)) ==
-        number_of_vertices ||
-        error(
-            "Train, validation and test splits overlap."
-        )
-
-    minimum(dataset.y) == 1 ||
-        error("Class indices must start at one.")
-
-    maximum(dataset.y) ==
-        dataset.number_of_classes ||
-        error("Class index mismatch.")
-
-    println("All consistency checks passed.")
-
-    println()
-    println(
-        "Cora proof-of-concept data preparation complete"
-    )
-    println(
-        "Nodes: ",
-        number_of_vertices,
-    )
-    println(
-        "Directed hyperedges: ",
-        number_of_hyperedges,
-    )
-    println(
-        "Features per node: ",
-        dataset.number_of_features,
-    )
-    println(
-        "Prediction classes: ",
-        dataset.number_of_classes,
-    )
-    println(
-        "Training nodes: ",
-        length(train_indices),
-    )
-    println(
-        "Validation nodes: ",
-        length(validation_indices),
-    )
-    println(
-        "Test nodes: ",
-        length(test_indices),
-    )
-
-    return (
-        hypergraph = hypergraph,
-        X = X,
-        y = dataset.y,
-        incidence_tail = incidence_tail,
-        incidence_head = incidence_head,
-        train_indices = train_indices,
-        validation_indices = validation_indices,
-        test_indices = test_indices,
-        class_names = dataset.class_names,
-        class_to_index = dataset.class_to_index,
-        paper_ids = dataset.paper_ids,
-        id_to_index = id_to_index,
-        graph_statistics = graph_statistics,
-        number_of_vertices = number_of_vertices,
-        number_of_hyperedges = number_of_hyperedges,
-        number_of_features = dataset.number_of_features,
-        number_of_classes = dataset.number_of_classes,
-        seed = RANDOM_SEED,
-    )
-end
-struct CoraDirectedClassifier{L, IW, IB} <: Lux.AbstractLuxLayer
-    directed_layer::L
-    hidden_dim::Int
-    number_of_classes::Int
-    init_weight::IW
-    init_bias::IB
-end
-
-function CoraDirectedClassifier(
-    input_dim::Int,
-    hidden_dim::Int,
-    number_of_classes::Int;
-    activation = tanh,
-    normalize::Bool = true,
-    init_weight = Lux.glorot_uniform,
-    init_bias = Lux.zeros32,
-)
-    input_dim > 0 ||
-        throw(
-            ArgumentError(
-                "`input_dim` must be positive."
-            )
-        )
-
-    hidden_dim > 0 ||
-        throw(
-            ArgumentError(
-                "`hidden_dim` must be positive."
-            )
-        )
-
-    number_of_classes > 1 ||
-        throw(
-            ArgumentError(
-                "`number_of_classes` must be greater than one."
-            )
-        )
-
-    directed_layer = DirectedHypergraphLayer(
-        input_dim,
-        0,
-        hidden_dim;
-        activation = activation,
-        normalize = normalize,
-        init_weight = init_weight,
-        init_bias = init_bias,
-    )
-
-    return CoraDirectedClassifier(
-        directed_layer,
-        hidden_dim,
-        number_of_classes,
-        init_weight,
-        init_bias,
-    )
-end
-
-function initialise_classifier_weight(
-    initializer,
-    rng::AbstractRNG,
-    input_dimension::Int,
-    output_dimension::Int,
-)
-    return permutedims(
-        initializer(
-            rng,
-            output_dimension,
-            input_dimension,
-        )
-    )
-end
-
-function initialise_classifier_bias(
-    initializer,
-    rng::AbstractRNG,
-    output_dimension::Int,
-)
-    return permutedims(
-        initializer(
-            rng,
-            output_dimension,
-            1,
-        )
-    )
-end
-
-function Lux.initialparameters(
-    rng::AbstractRNG,
-    model::CoraDirectedClassifier,
-)
-    directed_parameters =
-        Lux.initialparameters(
-            rng,
-            model.directed_layer,
-        )
-
-    W_output =
-        initialise_classifier_weight(
-            model.init_weight,
-            rng,
-            model.hidden_dim,
-            model.number_of_classes,
-        )
-
-    b_output =
-        initialise_classifier_bias(
-            model.init_bias,
-            rng,
-            model.number_of_classes,
-        )
-
-    return (
-        directed_layer = directed_parameters,
-        W_output = W_output,
-        b_output = b_output,
-    )
-end
-
-function Lux.initialstates(
-    rng::AbstractRNG,
-    model::CoraDirectedClassifier,
-)
-    directed_state =
-        Lux.initialstates(
-            rng,
-            model.directed_layer,
-        )
-
-    return (
-        directed_layer = directed_state,
-    )
-end
-
-function Lux.parameterlength(
-    model::CoraDirectedClassifier,
-)
-    directed_parameters =
-        Lux.parameterlength(
-            model.directed_layer,
-        )
-
-    output_parameters =
-        model.hidden_dim *
-        model.number_of_classes +
-        model.number_of_classes
-
-    return directed_parameters +
-           output_parameters
-end
-
-function Lux.statelength(
-    model::CoraDirectedClassifier,
-)
-    return Lux.statelength(
-        model.directed_layer,
-    )
-end
-
-function cora_forward(
-    model::CoraDirectedClassifier,
-    input,
-    ps,
-    st,
-)
-    X,
-    incidence_tail,
-    incidence_head = input
-
-    directed_output,
-    new_directed_state =
-        model.directed_layer(
-            (
-                X,
-                incidence_tail,
-                incidence_head,
-            ),
-            ps.directed_layer,
-            st.directed_layer,
-        )
-
-    hidden_vertices =
-        directed_output.updated_vertices
-
-    logits =
-        hidden_vertices *
-        ps.W_output .+
-        ps.b_output
-
-    new_state = (
-        directed_layer = new_directed_state,
-    )
-
-    output = (
-        logits = logits,
-        hidden_vertices = hidden_vertices,
-        hidden_hyperedges =
-            directed_output.updated_hyperedges,
-    )
-
-    return output, new_state
-end
-
-function log_softmax_rows(logits)
-    maximum_logits =
-        maximum(
-            logits;
-            dims = 2,
-        )
-
-    shifted_logits =
-        logits .- maximum_logits
-
-    log_denominator =
-        log.(
-            sum(
-                exp.(shifted_logits);
-                dims = 2,
-            )
-        )
-
-    return shifted_logits .-
-           log_denominator
-end
-
-function classification_loss(
-    logits,
-    labels,
-    indices,
-)
-    isempty(indices) &&
-        throw(
-            ArgumentError(
-                "Cannot calculate loss for an empty index set."
-            )
-        )
-
-    selected_logits =
-        logits[
-            indices,
-            :,
-        ]
-
-    selected_labels =
-        labels[
-            indices
-        ]
-
-    log_probabilities =
-        log_softmax_rows(
-            selected_logits,
-        )
-
-    total_loss =
-        zero(eltype(logits))
-
-    for (
-        local_index,
-        class_index,
-    ) in enumerate(selected_labels)
-
-        total_loss -=
-            log_probabilities[
-                local_index,
-                class_index,
-            ]
-    end
-
-    return total_loss /
-           length(selected_labels)
-end
-
-function predicted_classes(
-    logits,
-)
-    number_of_vertices =
-        size(logits, 1)
-
-    predictions =
-        Vector{Int}(
-            undef,
-            number_of_vertices,
-        )
-
-    for vertex_index in 1:number_of_vertices
-        predictions[vertex_index] =
-            argmax(
-                view(
-                    logits,
-                    vertex_index,
-                    :,
-                )
-            )
-    end
-
-    return predictions
-end
-
-function classification_accuracy(
-    logits,
-    labels,
-    indices,
-)
-    isempty(indices) &&
-        return 0.0
-
-    predictions =
-        predicted_classes(
-            logits,
-        )
-
-    correct =
-        count(
-            predictions[indices] .==
-            labels[indices]
-        )
-
-    return correct /
-           length(indices)
-end
-
-function confusion_matrix(
-    logits,
-    labels,
-    indices,
-    number_of_classes,
-)
-    predictions =
-        predicted_classes(
-            logits,
-        )
-
-    matrix =
-        zeros(
-            Int,
-            number_of_classes,
-            number_of_classes,
-        )
-
-    for vertex_index in indices
-        actual =
-            labels[vertex_index]
-
-        predicted =
-            predictions[vertex_index]
-
-        matrix[
-            actual,
-            predicted,
-        ] += 1
-    end
-
-    return matrix
-end
-
-function per_class_accuracy(
-    logits,
-    labels,
-    indices,
-    class_names,
-)
-    predictions =
-        predicted_classes(
-            logits,
-        )
-
-    results =
-        NamedTuple[]
-
-    for (
-        class_index,
-        class_name,
-    ) in enumerate(class_names)
-
-        class_indices =
-            [
-                index
-                for index in indices
-                if labels[index] ==
-                   class_index
-            ]
-
-        number_in_class =
-            length(class_indices)
-
-        correct =
-            number_in_class == 0 ?
-            0 :
-            count(
-                predictions[class_indices] .==
-                class_index
-            )
-
-        accuracy =
-            number_in_class == 0 ?
-            0.0 :
-            correct / number_in_class
-
-        push!(
-            results,
-            (
-                class_name = class_name,
-                total = number_in_class,
-                correct = correct,
-                accuracy = accuracy,
-            ),
-        )
-    end
-
-    return results
-end
-
-function print_per_class_accuracy(
-    results,
-)
-    println()
-    println("Per-class test accuracy")
-
-    for result in results
-        println(
-            "  ",
-            result.class_name,
-            ": ",
-            round(
-                100 * result.accuracy;
-                digits = 2,
-            ),
-            "% (",
-            result.correct,
-            "/",
-            result.total,
-            ")",
-        )
-    end
-end
-
-function print_confusion_matrix(
-    matrix,
-    class_names,
-)
-    println()
-    println("Test confusion matrix")
-    println(
-        "Rows represent true classes; columns represent predicted classes."
-    )
-
-    print("      ")
-
-    for class_index in eachindex(class_names)
-        print(
-            lpad(
-                string(class_index),
-                6,
-            )
-        )
-    end
-
-    println()
-
-    for row_index in axes(matrix, 1)
-        print(
-            lpad(
-                string(row_index),
-                5,
-            ),
-            " ",
-        )
-
-        for column_index in axes(matrix, 2)
-            print(
-                lpad(
-                    string(
-                        matrix[
-                            row_index,
-                            column_index,
-                        ]
-                    ),
-                    6,
-                )
-            )
-        end
-
-        println()
-    end
-
-    println()
-    println("Class index key:")
-
-    for (
-        class_index,
-        class_name,
-    ) in enumerate(class_names)
-        println(
-            "  ",
-            class_index,
-            " = ",
-            class_name,
-        )
-    end
-end
-
-function print_prediction_examples(
-    logits,
-    labels,
-    indices,
-    paper_ids,
-    class_names;
-    number_to_show = 15,
-)
-    predictions =
-        predicted_classes(
-            logits,
-        )
-
-    number_to_show =
-        min(
-            number_to_show,
-            length(indices),
-        )
-
-    println()
-    println("Example test predictions")
-
-    for vertex_index in indices[
-        1:number_to_show
-    ]
-        true_class =
-            class_names[
-                labels[vertex_index]
-            ]
-
-        predicted_class =
-            class_names[
-                predictions[vertex_index]
-            ]
-
-        correct =
-            labels[vertex_index] ==
-            predictions[vertex_index]
-
-        println(
-            "  Paper ",
-            paper_ids[vertex_index],
-            " | true = ",
-            true_class,
-            " | predicted = ",
-            predicted_class,
-            " | correct = ",
-            correct,
-        )
-    end
-end
-
-function model_summary(
-    model,
-    ps,
-    st,
-    cora_data,
-)
-    println()
-    println(
-        "Cora Directed Hypergraph Neural Network"
-    )
-
-    println()
-    println("Model configuration")
-
-    println(
-        "Input dimension: ",
-        cora_data.number_of_features,
-    )
-
-    println(
-        "Hidden dimension: ",
-        model.hidden_dim,
-    )
-
-    println(
-        "Output classes: ",
-        model.number_of_classes,
-    )
-
-    println(
-        "Directed hypergraph layer: DirectedHypergraphLayer"
-    )
-
-    println()
-    println(
-        "Model parameter count: ",
-        Lux.parameterlength(model),
-    )
-
-    println(
-        "Model state count: ",
-        Lux.statelength(model),
-    )
-
-    println()
-    println("Parameter shapes")
-
-    println(
-        "  Directed W_vertex: ",
-        size(
-            ps.directed_layer.W_vertex
-        ),
-    )
-
-    println(
-        "  Directed b_vertex: ",
-        size(
-            ps.directed_layer.b_vertex
-        ),
-    )
-
-    println(
-        "  Directed W_hyperedge: ",
-        size(
-            ps.directed_layer.W_hyperedge
-        ),
-    )
-
-    println(
-        "  Directed b_hyperedge: ",
-        size(
-            ps.directed_layer.b_hyperedge
-        ),
-    )
-
-    println(
-        "  Directed W_vertex_update: ",
-        size(
-            ps.directed_layer.W_vertex_update
-        ),
-    )
-
-    println(
-        "  Directed b_vertex_update: ",
-        size(
-            ps.directed_layer.b_vertex_update
-        ),
-    )
-
-    println(
-        "  Output W_output: ",
-        size(ps.W_output),
-    )
-
-    println(
-        "  Output b_output: ",
-        size(ps.b_output),
-    )
-
-    println(
-        "  State keys: ",
-        keys(st),
-    )
-end
-
-function evaluate_model(
-    model,
-    ps,
-    st,
-    cora_data,
-)
-    input = (
-        cora_data.X,
-        cora_data.incidence_tail,
-        cora_data.incidence_head,
-    )
-
-    output,
-    new_state =
-        cora_forward(
-            model,
-            input,
-            ps,
-            st,
-        )
-
-    train_loss =
-        classification_loss(
-            output.logits,
-            cora_data.y,
-            cora_data.train_indices,
-        )
-
-    validation_loss =
-        classification_loss(
-            output.logits,
-            cora_data.y,
-            cora_data.validation_indices,
-        )
-
-    test_loss =
-        classification_loss(
-            output.logits,
-            cora_data.y,
-            cora_data.test_indices,
-        )
-
-    train_accuracy =
-        classification_accuracy(
-            output.logits,
-            cora_data.y,
-            cora_data.train_indices,
-        )
-
-    validation_accuracy =
-        classification_accuracy(
-            output.logits,
-            cora_data.y,
-            cora_data.validation_indices,
-        )
-
-    test_accuracy =
-        classification_accuracy(
-            output.logits,
-            cora_data.y,
-            cora_data.test_indices,
-        )
-
-    return (
-        output = output,
-        state = new_state,
-        train_loss = train_loss,
-        validation_loss = validation_loss,
-        test_loss = test_loss,
-        train_accuracy = train_accuracy,
-        validation_accuracy =
-            validation_accuracy,
-        test_accuracy = test_accuracy,
-    )
-end
-
-function print_evaluation(
-    evaluation;
-    prefix = "",
-)
-    if !isempty(prefix)
-        println(prefix)
-    end
-
-    println(
-        "  Training loss: ",
-        round(
-            evaluation.train_loss;
-            digits = 5,
-        ),
-    )
-
-    println(
-        "  Validation loss: ",
-        round(
-            evaluation.validation_loss;
-            digits = 5,
-        ),
-    )
-
-    println(
-        "  Test loss: ",
-        round(
-            evaluation.test_loss;
-            digits = 5,
-        ),
-    )
-
-    println(
-        "  Training accuracy: ",
-        round(
-            100 *
-            evaluation.train_accuracy;
-            digits = 2,
-        ),
-        "%",
-    )
-
-    println(
-        "  Validation accuracy: ",
-        round(
-            100 *
-            evaluation.validation_accuracy;
-            digits = 2,
-        ),
-        "%",
-    )
-
-    println(
-        "  Test accuracy: ",
-        round(
-            100 *
-            evaluation.test_accuracy;
-            digits = 2,
-        ),
-        "%",
-    )
-end
-function copy_parameters(ps)
-    return (
-        directed_layer = (
-            W_vertex =
-                copy(ps.directed_layer.W_vertex),
-
-            b_vertex =
-                copy(ps.directed_layer.b_vertex),
-
-            W_hyperedge =
-                copy(ps.directed_layer.W_hyperedge),
-
-            b_hyperedge =
-                copy(ps.directed_layer.b_hyperedge),
-
-            W_vertex_update =
-                copy(
-                    ps.directed_layer.W_vertex_update
-                ),
-
-            b_vertex_update =
-                copy(
-                    ps.directed_layer.b_vertex_update
-                ),
-        ),
-
-        W_output =
-            copy(ps.W_output),
-
-        b_output =
-            copy(ps.b_output),
-    )
-end
-
-
-function zero_like_parameters(ps)
-    return (
-        directed_layer = (
-            W_vertex =
-                zeros(
-                    eltype(
-                        ps.directed_layer.W_vertex
-                    ),
-                    size(
-                        ps.directed_layer.W_vertex
-                    ),
-                ),
-
-            b_vertex =
-                zeros(
-                    eltype(
-                        ps.directed_layer.b_vertex
-                    ),
-                    size(
-                        ps.directed_layer.b_vertex
-                    ),
-                ),
-
-            W_hyperedge =
-                zeros(
-                    eltype(
-                        ps.directed_layer.W_hyperedge
-                    ),
-                    size(
-                        ps.directed_layer.W_hyperedge
-                    ),
-                ),
-
-            b_hyperedge =
-                zeros(
-                    eltype(
-                        ps.directed_layer.b_hyperedge
-                    ),
-                    size(
-                        ps.directed_layer.b_hyperedge
-                    ),
-                ),
-
-            W_vertex_update =
-                zeros(
-                    eltype(
-                        ps.directed_layer.W_vertex_update
-                    ),
-                    size(
-                        ps.directed_layer.W_vertex_update
-                    ),
-                ),
-
-            b_vertex_update =
-                zeros(
-                    eltype(
-                        ps.directed_layer.b_vertex_update
-                    ),
-                    size(
-                        ps.directed_layer.b_vertex_update
-                    ),
-                ),
-        ),
-
-        W_output =
-            zeros(
-                eltype(ps.W_output),
-                size(ps.W_output),
-            ),
-
-        b_output =
-            zeros(
-                eltype(ps.b_output),
-                size(ps.b_output),
-            ),
-    )
-end
-
-
-function training_objective(
-    model,
-    ps,
-    st,
-    X,
-    incidence_tail,
-    incidence_head,
-    labels,
-    train_indices,
-    weight_decay,
-)
-    output, _ =
-        cora_forward(
-            model,
-            (
-                X,
-                incidence_tail,
-                incidence_head,
-            ),
-            ps,
-            st,
-        )
-
-    data_loss =
-        classification_loss(
-            output.logits,
-            labels,
-            train_indices,
-        )
-
-    regularisation =
-        sum(
-            abs2,
-            ps.directed_layer.W_vertex,
-        ) +
-        sum(
-            abs2,
-            ps.directed_layer.W_hyperedge,
-        ) +
-        sum(
-            abs2,
-            ps.directed_layer.W_vertex_update,
-        ) +
-        sum(
-            abs2,
-            ps.W_output,
-        )
-
-    return data_loss +
-           weight_decay *
-           regularisation
-end
-
-
-function compute_gradients(
-    model,
-    ps,
-    st,
-    cora_data,
-    weight_decay,
-)
-    gradient_parameters =
-        zero_like_parameters(ps)
-
-    Enzyme.autodiff(
-        Enzyme.set_runtime_activity(Enzyme.Reverse),
-        training_objective,
-        Enzyme.Const(model),
-        Enzyme.Duplicated(
-            ps,
-            gradient_parameters,
-        ),
-        Enzyme.Const(st),
-        Enzyme.Const(cora_data.X),
-        Enzyme.Const(
-            cora_data.incidence_tail
-        ),
-        Enzyme.Const(
-            cora_data.incidence_head
-        ),
-        Enzyme.Const(cora_data.y),
-        Enzyme.Const(
-            cora_data.train_indices
-        ),
-        Enzyme.Const(weight_decay),
-    )
-
-    return gradient_parameters
-end
-
-
-function all_gradients_finite(
-    gradients,
-)
-    arrays = (
-        gradients.directed_layer.W_vertex,
-        gradients.directed_layer.b_vertex,
-        gradients.directed_layer.W_hyperedge,
-        gradients.directed_layer.b_hyperedge,
-        gradients.directed_layer.W_vertex_update,
-        gradients.directed_layer.b_vertex_update,
-        gradients.W_output,
-        gradients.b_output,
-    )
-
-    return all(
-        array -> all(isfinite, array),
-        arrays,
-    )
-end
-
-
-function gradient_norm(
-    gradients,
-)
-    squared_norm =
-        sum(
-            abs2,
-            gradients.directed_layer.W_vertex,
-        ) +
-        sum(
-            abs2,
-            gradients.directed_layer.b_vertex,
-        ) +
-        sum(
-            abs2,
-            gradients.directed_layer.W_hyperedge,
-        ) +
-        sum(
-            abs2,
-            gradients.directed_layer.b_hyperedge,
-        ) +
-        sum(
-            abs2,
-            gradients.directed_layer.W_vertex_update,
-        ) +
-        sum(
-            abs2,
-            gradients.directed_layer.b_vertex_update,
-        ) +
-        sum(
-            abs2,
-            gradients.W_output,
-        ) +
-        sum(
-            abs2,
-            gradients.b_output,
-        )
-
-    return sqrt(squared_norm)
-end
-
-
-function train_cora_model(
-    model,
-    ps,
-    st,
-    cora_data;
-    epochs = NUMBER_OF_EPOCHS,
-    learning_rate = LEARNING_RATE,
-    weight_decay = 1.0f-5,
-)
-    epochs > 0 ||
-        throw(
-            ArgumentError(
-                "`epochs` must be positive."
-            )
-        )
-
-    learning_rate > 0 ||
-        throw(
-            ArgumentError(
-                "`learning_rate` must be positive."
-            )
-        )
-
-    weight_decay >= 0 ||
-        throw(
-            ArgumentError(
-                "`weight_decay` cannot be negative."
-            )
-        )
-
-    println()
-    println("Training configuration")
-    println("Epochs: ", epochs)
-    println(
-        "Learning rate: ",
-        learning_rate,
-    )
-    println(
-        "Weight decay: ",
-        weight_decay,
-    )
-    println(
-        "Optimiser: Adam"
-    )
-    println(
-        "Automatic differentiation: Enzyme"
-    )
-
-    optimiser =
-        Optimisers.Adam(
-            learning_rate,
-        )
-
-    optimiser_state =
-        Optimisers.setup(
-            optimiser,
-            ps,
-        )
-
-    current_ps =
-        ps
-
-    current_st =
-        st
-
-    best_ps =
-        copy_parameters(
-            current_ps,
-        )
-
-    best_validation_loss =
-        Inf
-
-    best_validation_accuracy =
-        0.0
-
-    best_epoch =
-        0
-
-    training_losses =
-        Float64[]
-
-    validation_losses =
-        Float64[]
-
-    training_accuracies =
-        Float64[]
-
-    validation_accuracies =
-        Float64[]
-
-    gradient_norms =
-        Float64[]
-
-    println()
-    println("Beginning model training...")
-
-    for epoch in 1:epochs
-
-        gradients =
-            compute_gradients(
-                model,
-                current_ps,
-                current_st,
-                cora_data,
-                weight_decay,
-            )
-
-        all_gradients_finite(
-            gradients
-        ) || error(
-            "Non-finite gradient detected at epoch $epoch."
-        )
-
-        current_gradient_norm =
-            gradient_norm(
-                gradients,
-            )
-
-        push!(
-            gradient_norms,
-            Float64(
-                current_gradient_norm
-            ),
-        )
-
-        optimiser_state,
-        current_ps =
-            Optimisers.update(
-                optimiser_state,
-                current_ps,
-                gradients,
-            )
-
-        evaluation =
-            evaluate_model(
-                model,
-                current_ps,
-                current_st,
-                cora_data,
-            )
-
-        current_st =
-            evaluation.state
-
-        train_loss =
-            Float64(
-                evaluation.train_loss
-            )
-
-        validation_loss =
-            Float64(
-                evaluation.validation_loss
-            )
-
-        train_accuracy =
-            Float64(
-                evaluation.train_accuracy
-            )
-
-        validation_accuracy =
-            Float64(
-                evaluation.validation_accuracy
-            )
-
-        push!(
-            training_losses,
-            train_loss,
-        )
-
-        push!(
-            validation_losses,
-            validation_loss,
-        )
-
-        push!(
-            training_accuracies,
-            train_accuracy,
-        )
-
-        push!(
-            validation_accuracies,
-            validation_accuracy,
-        )
-
-        if validation_loss <
-           best_validation_loss
-
-            best_validation_loss =
-                validation_loss
-
-            best_validation_accuracy =
-                validation_accuracy
-
-            best_epoch =
-                epoch
-
-            best_ps =
-                copy_parameters(
-                    current_ps,
-                )
-        end
-
-        if epoch == 1 ||
-           epoch % 10 == 0 ||
-           epoch == epochs
-
-            println(
-                "Epoch ",
-                lpad(
-                    string(epoch),
-                    length(
-                        string(epochs)
-                    ),
-                ),
-                "/",
-                epochs,
-                " | train loss = ",
-                round(
-                    train_loss;
-                    digits = 4,
-                ),
-                " | val loss = ",
-                round(
-                    validation_loss;
-                    digits = 4,
-                ),
-                " | train acc = ",
-                round(
-                    100 * train_accuracy;
-                    digits = 2,
-                ),
-                "% | val acc = ",
-                round(
-                    100 *
-                    validation_accuracy;
-                    digits = 2,
-                ),
-                "% | grad norm = ",
-                round(
-                    current_gradient_norm;
-                    digits = 4,
-                ),
-            )
-        end
-    end
-
-    println()
-    println("Training complete.")
-
-    println(
-        "Best epoch: ",
-        best_epoch,
-    )
-
-    println(
-        "Best validation loss: ",
-        round(
-            best_validation_loss;
-            digits = 5,
-        ),
-    )
-
-    println(
-        "Validation accuracy at best epoch: ",
-        round(
-            100 *
-            best_validation_accuracy;
-            digits = 2,
-        ),
-        "%",
-    )
-
-    history = (
-        training_losses =
-            training_losses,
-
-        validation_losses =
-            validation_losses,
-
-        training_accuracies =
-            training_accuracies,
-
-        validation_accuracies =
-            validation_accuracies,
-
-        gradient_norms =
-            gradient_norms,
-
-        best_epoch =
-            best_epoch,
-
-        best_validation_loss =
-            best_validation_loss,
-
-        best_validation_accuracy =
-            best_validation_accuracy,
-    )
-
-    return (
-        parameters = best_ps,
-        state = current_st,
-        history = history,
-    )
-end
-
-
-function print_training_history_summary(
-    history,
-)
-    println()
-    println("Training history summary")
-
-    println(
-        "Initial training loss: ",
-        round(
-            first(
-                history.training_losses
-            );
-            digits = 5,
-        ),
-    )
-
-    println(
-        "Final training loss: ",
-        round(
-            last(
-                history.training_losses
-            );
-            digits = 5,
-        ),
-    )
-
-    println(
-        "Initial validation loss: ",
-        round(
-            first(
-                history.validation_losses
-            );
-            digits = 5,
-        ),
-    )
-
-    println(
-        "Final validation loss: ",
-        round(
-            last(
-                history.validation_losses
-            );
-            digits = 5,
-        ),
-    )
-
-    println(
-        "Initial training accuracy: ",
-        round(
-            100 *
-            first(
-                history.training_accuracies
-            );
-            digits = 2,
-        ),
-        "%",
-    )
-
-    println(
-        "Final training accuracy: ",
-        round(
-            100 *
-            last(
-                history.training_accuracies
-            );
-            digits = 2,
-        ),
-        "%",
-    )
-
-    println(
-        "Initial validation accuracy: ",
-        round(
-            100 *
-            first(
-                history.validation_accuracies
-            );
-            digits = 2,
-        ),
-        "%",
-    )
-
-    println(
-        "Final validation accuracy: ",
-        round(
-            100 *
-            last(
-                history.validation_accuracies
-            );
-            digits = 2,
-        ),
-        "%",
-    )
-
-    println(
-        "Best epoch: ",
-        history.best_epoch,
-    )
-end
-function run_cora_experiment(
-    cora_data;
-    hidden_dim = HIDDEN_DIM,
-    epochs = NUMBER_OF_EPOCHS,
-    learning_rate = LEARNING_RATE,
-    weight_decay = 1.0f-5,
-    seed = RANDOM_SEED,
-)
-    println()
-    println(
-        "Cora Directed Hypergraph Neural Network"
-    )
-
-    rng =
-        MersenneTwister(seed)
-
-    model =
-        CoraDirectedClassifier(
-            cora_data.number_of_features,
-            hidden_dim,
-            cora_data.number_of_classes;
-            activation = tanh,
-            normalize = true,
-        )
-
-    ps, st =
-        Lux.setup(
-            rng,
-            model,
-        )
-
-    model_summary(
-        model,
-        ps,
-        st,
-        cora_data,
-    )
-
-    input = (
-        cora_data.X,
-        cora_data.incidence_tail,
-        cora_data.incidence_head,
-    )
-
-    println()
-    println("Testing initial forward pass...")
-
-    initial_output,
-    initial_state =
-        cora_forward(
-            model,
-            input,
-            ps,
-            st,
-        )
-
-    println(
-        "Vertex representation size: ",
-        size(
-            initial_output.hidden_vertices
-        ),
-    )
-
-    println(
-        "Hyperedge representation size: ",
-        size(
-            initial_output.hidden_hyperedges
-        ),
-    )
-
-    println(
-        "Output logits size: ",
-        size(
-            initial_output.logits
-        ),
-    )
-
-    expected_vertex_size = (
-        cora_data.number_of_vertices,
-        hidden_dim,
-    )
-
-    expected_hyperedge_size = (
-        cora_data.number_of_hyperedges,
-        hidden_dim,
-    )
-
-    expected_logit_size = (
-        cora_data.number_of_vertices,
-        cora_data.number_of_classes,
-    )
-
-    size(
-        initial_output.hidden_vertices
-    ) == expected_vertex_size ||
-        error(
-            "Unexpected vertex representation size."
-        )
-
-    size(
-        initial_output.hidden_hyperedges
-    ) == expected_hyperedge_size ||
-        error(
-            "Unexpected hyperedge representation size."
-        )
-
-    size(
-        initial_output.logits
-    ) == expected_logit_size ||
-        error(
-            "Unexpected classifier output size."
-        )
-
-    all(
-        isfinite,
-        initial_output.hidden_vertices,
-    ) ||
-        error(
-            "Initial vertex representations contain non-finite values."
-        )
-
-    all(
-        isfinite,
-        initial_output.hidden_hyperedges,
-    ) ||
-        error(
-            "Initial hyperedge representations contain non-finite values."
-        )
-
-    all(
-        isfinite,
-        initial_output.logits,
-    ) ||
-        error(
-            "Initial logits contain non-finite values."
-        )
-
-    println(
-        "Initial forward pass successful."
-    )
-
-    println()
-    println("Initial model performance")
-
-    initial_evaluation =
-        evaluate_model(
-            model,
-            ps,
-            initial_state,
-            cora_data,
-        )
-
-    print_evaluation(
-        initial_evaluation,
-    )
-
-    println()
-    println(
-        "Checking Enzyme gradient computation..."
-    )
-
-    initial_gradients =
-        compute_gradients(
-            model,
-            ps,
-            initial_state,
-            cora_data,
-            weight_decay,
-        )
-
-    all_gradients_finite(
-        initial_gradients
-    ) ||
-        error(
-            "Initial gradient check produced non-finite values."
-        )
-
-    initial_gradient_norm =
-        gradient_norm(
-            initial_gradients,
-        )
-
-    println(
-        "Initial gradient norm: ",
-        round(
-            initial_gradient_norm;
-            digits = 6,
-        ),
-    )
-
-    isfinite(
-        initial_gradient_norm
-    ) ||
-        error(
-            "Initial gradient norm is not finite."
-        )
-
-    println(
-        "Enzyme gradient check successful."
-    )
-
-    training_result =
-        train_cora_model(
-            model,
-            ps,
-            initial_state,
-            cora_data;
-            epochs = epochs,
-            learning_rate = learning_rate,
-            weight_decay = weight_decay,
-        )
-
-    best_ps =
-        training_result.parameters
-
-    final_st =
-        training_result.state
-
-    history =
-        training_result.history
-
-    print_training_history_summary(
-        history,
-    )
-
-    println()
-    println(
-        "Evaluating best validation model..."
-    )
-
-    final_evaluation =
-        evaluate_model(
-            model,
-            best_ps,
-            final_st,
-            cora_data,
-        )
-
-    println()
-    println("Final model performance")
-
-    print_evaluation(
-        final_evaluation,
-    )
-
-    test_confusion_matrix =
-        confusion_matrix(
-            final_evaluation.output.logits,
-            cora_data.y,
-            cora_data.test_indices,
-            cora_data.number_of_classes,
-        )
-
-    print_confusion_matrix(
-        test_confusion_matrix,
-        cora_data.class_names,
-    )
-
-    class_results =
-        per_class_accuracy(
-            final_evaluation.output.logits,
-            cora_data.y,
-            cora_data.test_indices,
-            cora_data.class_names,
-        )
-
-    print_per_class_accuracy(
-        class_results,
-    )
-
-    print_prediction_examples(
-        final_evaluation.output.logits,
-        cora_data.y,
-        cora_data.test_indices,
-        cora_data.paper_ids,
-        cora_data.class_names;
-        number_to_show = 15,
-    )
-
-    predictions =
-        predicted_classes(
-            final_evaluation.output.logits,
-        )
-
-    println()
-    println(
-        "Proof-of-concept experiment summary"
-    )
-
-    println(
-        "Dataset: Cora citation network"
-    )
-
-    println(
-        "Number of papers: ",
-        cora_data.number_of_vertices,
-    )
-
-    println(
-        "Number of directed citation hyperedges: ",
-        cora_data.number_of_hyperedges,
-    )
-
-    println(
-        "Input features per paper: ",
-        cora_data.number_of_features,
-    )
-
-    println(
-        "Number of classes: ",
-        cora_data.number_of_classes,
-    )
-
-    println(
-        "Hidden representation dimension: ",
-        hidden_dim,
-    )
-
-    println(
-        "Training nodes: ",
-        length(
-            cora_data.train_indices
-        ),
-    )
-
-    println(
-        "Validation nodes: ",
-        length(
-            cora_data.validation_indices
-        ),
-    )
-
-    println(
-        "Test nodes: ",
-        length(
-            cora_data.test_indices
-        ),
-    )
-
-    println(
-        "Best training epoch: ",
-        history.best_epoch,
-    )
-
-    println(
-        "Final training accuracy: ",
-        round(
-            100 *
-            final_evaluation.train_accuracy;
-            digits = 2,
-        ),
-        "%",
-    )
-
-    println(
-        "Final validation accuracy: ",
-        round(
-            100 *
-            final_evaluation.validation_accuracy;
-            digits = 2,
-        ),
-        "%",
-    )
-
-    println(
-        "Final test accuracy: ",
-        round(
-            100 *
-            final_evaluation.test_accuracy;
-            digits = 2,
-        ),
-        "%",
-    )
-
-    println(
-        "Final training loss: ",
-        round(
-            final_evaluation.train_loss;
-            digits = 5,
-        ),
-    )
-
-    println(
-        "Final validation loss: ",
-        round(
-            final_evaluation.validation_loss;
-            digits = 5,
-        ),
-    )
-
-    println(
-        "Final test loss: ",
-        round(
-            final_evaluation.test_loss;
-            digits = 5,
-        ),
-    )
-
-    println()
-    println(
-        "The proof of concept demonstrates an end-to-end"
-    )
-
-    println(
-        "directed hypergraph node-classification pipeline"
-    )
-
-    println(
-        "using the HyperGraphNeuralNetworks.jl package."
-    )
-
-    return (
-        model = model,
-        parameters = best_ps,
-        state = final_st,
-        history = history,
-        evaluation = final_evaluation,
-        predictions = predictions,
-        confusion_matrix =
-            test_confusion_matrix,
-        per_class_results =
-            class_results,
-    )
-end
-
-
-function main()
-    println()
-    println(
-        "Cora Node Classification Proof of Concept"
-    )
-
-    println(
-        "Random seed: ",
-        RANDOM_SEED,
-    )
-
-    cora_data =
-        prepare_cora()
-
-    experiment =
-        run_cora_experiment(
-            cora_data;
-            hidden_dim = HIDDEN_DIM,
-            epochs = NUMBER_OF_EPOCHS,
-            learning_rate = LEARNING_RATE,
-            weight_decay = 1.0f-5,
-            seed = RANDOM_SEED,
-        )
-
-    println()
-    println(
-        "Cora node classification experiment finished successfully."
-    )
-
-    return (
-        data = cora_data,
-        experiment = experiment,
-    )
-end
-
-
-if abspath(PROGRAM_FILE) == @__FILE__
-    CORA_RESULTS =
-        main()
-end
diff --git a/examples/glucose_poc/01_inspect_glucose.jl b/examples/glucose_poc/01_inspect_glucose.jl
new file mode 100644
index 0000000..5d3b00b
--- /dev/null
+++ b/examples/glucose_poc/01_inspect_glucose.jl
@@ -0,0 +1,33 @@
+using CSV
+using DataFrames
+
+# Path to glucose dataset
+data_path = joinpath(
+    @__DIR__,
+    "..",
+    "..",
+    "data",
+    "glucose",
+    "glucose_network.csv"
+)
+
+# Load dataset
+df = CSV.read(data_path, DataFrame)
+
+println("Number of reactions: ", nrow(df))
+
+println("\nColumns:")
+println(names(df))
+
+println("\nFirst 5 reactions:")
+println(first(df, 5))
+
+println("\nColumn types:")
+for name in names(df)
+    println(name, " => ", eltype(df[!, name]))
+end
+
+println("\nMissing values:")
+for name in names(df)
+    println(name, " => ", count(ismissing, df[!, name]))
+end
\ No newline at end of file
diff --git a/examples/glucose_poc/02_parse_smiles.jl b/examples/glucose_poc/02_parse_smiles.jl
new file mode 100644
index 0000000..f8cc59f
--- /dev/null
+++ b/examples/glucose_poc/02_parse_smiles.jl
@@ -0,0 +1,52 @@
+using CSV
+using DataFrames
+
+data_path = joinpath(
+    @__DIR__,
+    "..",
+    "..",
+    "data",
+    "glucose",
+    "glucose_network.csv"
+)
+
+df = CSV.read(data_path, DataFrame)
+
+function split_smiles_side(smiles::AbstractString)
+    return split(smiles, ".")
+end
+
+all_species = Set{String}()
+
+reactant_counts = Int[]
+product_counts = Int[]
+
+for row in eachrow(df)
+
+    reactants = split_smiles_side(row.Rsmiles)
+    products = split_smiles_side(row.Psmiles)
+
+    push!(reactant_counts, length(reactants))
+    push!(product_counts, length(products))
+
+    for molecule in reactants
+        push!(all_species, molecule)
+    end
+
+    for molecule in products
+        push!(all_species, molecule)
+    end
+end
+
+println("Number of reactions: ", nrow(df))
+println("Unique raw molecular species: ", length(all_species))
+
+println("\nMaximum reactants in one reaction: ", maximum(reactant_counts))
+println("Maximum products in one reaction: ", maximum(product_counts))
+
+println("\nFirst reaction:")
+println("Reactants:")
+println(split_smiles_side(df.Rsmiles[1]))
+
+println("\nProducts:")
+println(split_smiles_side(df.Psmiles[1]))
\ No newline at end of file
diff --git a/examples/glucose_poc/03_clean_smiles.jl b/examples/glucose_poc/03_clean_smiles.jl
new file mode 100644
index 0000000..aebb89b
--- /dev/null
+++ b/examples/glucose_poc/03_clean_smiles.jl
@@ -0,0 +1,50 @@
+using CSV
+using DataFrames
+
+data_path = joinpath(
+    @__DIR__,
+    "..",
+    "..",
+    "data",
+    "glucose",
+    "glucose_network.csv"
+)
+
+df = CSV.read(data_path, DataFrame)
+
+function split_smiles_side(smiles::AbstractString)
+    return split(smiles, ".")
+end
+
+function remove_atom_maps(smiles::AbstractString)
+    return replace(smiles, r":\d+" => "")
+end
+
+raw_species = Set{String}()
+clean_species = Set{String}()
+
+for row in eachrow(df)
+
+    reactants = split_smiles_side(row.Rsmiles)
+    products = split_smiles_side(row.Psmiles)
+
+    for molecule in vcat(reactants, products)
+
+        push!(raw_species, String(molecule))
+
+        cleaned = remove_atom_maps(molecule)
+        push!(clean_species, String(cleaned))
+    end
+end
+
+println("Unique raw species: ", length(raw_species))
+println("Unique species after removing atom maps: ", length(clean_species))
+
+println("\nExample:")
+example = first(raw_species)
+
+println("Raw:")
+println(example)
+
+println("\nWithout atom maps:")
+println(remove_atom_maps(example))
\ No newline at end of file

From e6b14955f4e1f38bfbe6b929d95ecedb7dacd329 Mon Sep 17 00:00:00 2001
From: shonalidixit <shonalidixit1309@gmail.com>
Date: Wed, 2 Sep 2026 22:05:44 +0100
Subject: [PATCH 5/5] Remove glucose-specific preprocessing examples

Remove the initial glucose preprocessing scripts from the general package examples, keeping the CRN proof-of-concept work separate from the main HyperGraphNeuralNetworks.jl codebase.
---
 Project.toml                               |    4 +
 examples/glucose_poc/01_inspect_glucose.jl |   33 -
 examples/glucose_poc/02_parse_smiles.jl    |   52 -
 examples/glucose_poc/03_clean_smiles.jl    |   50 -
 glucose_crn_poc/directed_crn.jl            |  232 +++
 glucose_crn_poc/hyperedge_regression.jl    | 1625 ++++++++++++++++++++
 glucose_crn_poc/learning_curve.png         |  Bin 0 -> 27952 bytes
 glucose_crn_poc/molecular_features.jl      |  182 +++
 8 files changed, 2043 insertions(+), 135 deletions(-)
 delete mode 100644 examples/glucose_poc/01_inspect_glucose.jl
 delete mode 100644 examples/glucose_poc/02_parse_smiles.jl
 delete mode 100644 examples/glucose_poc/03_clean_smiles.jl
 create mode 100644 glucose_crn_poc/directed_crn.jl
 create mode 100644 glucose_crn_poc/hyperedge_regression.jl
 create mode 100644 glucose_crn_poc/learning_curve.png
 create mode 100644 glucose_crn_poc/molecular_features.jl

diff --git a/Project.toml b/Project.toml
index 0cdb1cb..768ec08 100644
--- a/Project.toml
+++ b/Project.toml
@@ -15,9 +15,11 @@ InvertedIndices = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
 LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 Lux = "b2108857-7c20-44ae-9111-449ecde12c47"
 MLUtils = "f1d291b0-491e-4a28-83b9-f70985020b54"
+MolecularGraph = "6c89ec66-9cd8-5372-9f91-fabc50dd27fd"
 NNlib = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
 Optimisers = "3bd65402-5787-11e9-1adc-39752487f4e2"
 Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
+RDKitMinimalLib = "44044271-7623-48dc-8250-42433c44e4b7"
 Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 Reactant = "3c362404-f566-11ee-1572-e11a4b42c853"
 SimpleDirectedHypergraphs = "a42c6b43-640c-4761-b4a8-4f98c31d02e9"
@@ -30,8 +32,10 @@ Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 CSV = "0.10.17"
 DataFrames = "1.8.2"
 LinearAlgebra = ">= 1.10.0"
+MolecularGraph = "0.22.0"
 Optimisers = "0.4.9"
 Plots = "1.41.6"
+RDKitMinimalLib = "1.2.1"
 Reactant = ">= 0.2.0"
 SimpleDirectedHypergraphs = "0.1.0"
 SimpleHypergraphs = "0.3.0"
diff --git a/examples/glucose_poc/01_inspect_glucose.jl b/examples/glucose_poc/01_inspect_glucose.jl
deleted file mode 100644
index 5d3b00b..0000000
--- a/examples/glucose_poc/01_inspect_glucose.jl
+++ /dev/null
@@ -1,33 +0,0 @@
-using CSV
-using DataFrames
-
-# Path to glucose dataset
-data_path = joinpath(
-    @__DIR__,
-    "..",
-    "..",
-    "data",
-    "glucose",
-    "glucose_network.csv"
-)
-
-# Load dataset
-df = CSV.read(data_path, DataFrame)
-
-println("Number of reactions: ", nrow(df))
-
-println("\nColumns:")
-println(names(df))
-
-println("\nFirst 5 reactions:")
-println(first(df, 5))
-
-println("\nColumn types:")
-for name in names(df)
-    println(name, " => ", eltype(df[!, name]))
-end
-
-println("\nMissing values:")
-for name in names(df)
-    println(name, " => ", count(ismissing, df[!, name]))
-end
\ No newline at end of file
diff --git a/examples/glucose_poc/02_parse_smiles.jl b/examples/glucose_poc/02_parse_smiles.jl
deleted file mode 100644
index f8cc59f..0000000
--- a/examples/glucose_poc/02_parse_smiles.jl
+++ /dev/null
@@ -1,52 +0,0 @@
-using CSV
-using DataFrames
-
-data_path = joinpath(
-    @__DIR__,
-    "..",
-    "..",
-    "data",
-    "glucose",
-    "glucose_network.csv"
-)
-
-df = CSV.read(data_path, DataFrame)
-
-function split_smiles_side(smiles::AbstractString)
-    return split(smiles, ".")
-end
-
-all_species = Set{String}()
-
-reactant_counts = Int[]
-product_counts = Int[]
-
-for row in eachrow(df)
-
-    reactants = split_smiles_side(row.Rsmiles)
-    products = split_smiles_side(row.Psmiles)
-
-    push!(reactant_counts, length(reactants))
-    push!(product_counts, length(products))
-
-    for molecule in reactants
-        push!(all_species, molecule)
-    end
-
-    for molecule in products
-        push!(all_species, molecule)
-    end
-end
-
-println("Number of reactions: ", nrow(df))
-println("Unique raw molecular species: ", length(all_species))
-
-println("\nMaximum reactants in one reaction: ", maximum(reactant_counts))
-println("Maximum products in one reaction: ", maximum(product_counts))
-
-println("\nFirst reaction:")
-println("Reactants:")
-println(split_smiles_side(df.Rsmiles[1]))
-
-println("\nProducts:")
-println(split_smiles_side(df.Psmiles[1]))
\ No newline at end of file
diff --git a/examples/glucose_poc/03_clean_smiles.jl b/examples/glucose_poc/03_clean_smiles.jl
deleted file mode 100644
index aebb89b..0000000
--- a/examples/glucose_poc/03_clean_smiles.jl
+++ /dev/null
@@ -1,50 +0,0 @@
-using CSV
-using DataFrames
-
-data_path = joinpath(
-    @__DIR__,
-    "..",
-    "..",
-    "data",
-    "glucose",
-    "glucose_network.csv"
-)
-
-df = CSV.read(data_path, DataFrame)
-
-function split_smiles_side(smiles::AbstractString)
-    return split(smiles, ".")
-end
-
-function remove_atom_maps(smiles::AbstractString)
-    return replace(smiles, r":\d+" => "")
-end
-
-raw_species = Set{String}()
-clean_species = Set{String}()
-
-for row in eachrow(df)
-
-    reactants = split_smiles_side(row.Rsmiles)
-    products = split_smiles_side(row.Psmiles)
-
-    for molecule in vcat(reactants, products)
-
-        push!(raw_species, String(molecule))
-
-        cleaned = remove_atom_maps(molecule)
-        push!(clean_species, String(cleaned))
-    end
-end
-
-println("Unique raw species: ", length(raw_species))
-println("Unique species after removing atom maps: ", length(clean_species))
-
-println("\nExample:")
-example = first(raw_species)
-
-println("Raw:")
-println(example)
-
-println("\nWithout atom maps:")
-println(remove_atom_maps(example))
\ No newline at end of file
diff --git a/glucose_crn_poc/directed_crn.jl b/glucose_crn_poc/directed_crn.jl
new file mode 100644
index 0000000..9361be6
--- /dev/null
+++ b/glucose_crn_poc/directed_crn.jl
@@ -0,0 +1,232 @@
+using SparseArrays
+using DataFrames
+
+include("molecular_features.jl")
+
+
+"""
+    reaction_vertex_ids(reaction_species, vertex_ids)
+
+Convert the canonical molecular species participating in each reaction
+into their corresponding integer vertex IDs.
+"""
+function reaction_vertex_ids(
+    reaction_species,
+    vertex_ids::Dict,
+)
+    return [
+        [vertex_ids[molecule] for molecule in reaction]
+        for reaction in reaction_species
+    ]
+end
+
+
+"""
+    build_directed_incidence(
+        reaction_sources,
+        reaction_targets,
+        n_vertices,
+    )
+
+Construct source and target incidence matrices for a directed hypergraph.
+
+Rows correspond to molecular vertices and columns correspond to reactions.
+The source incidence matrix records reactant participation, while the target
+incidence matrix records product participation.
+"""
+function build_directed_incidence(
+    reaction_sources,
+    reaction_targets,
+    n_vertices::Int,
+)
+    n_reactions = length(reaction_sources)
+
+    source_rows = Int[]
+    source_columns = Int[]
+
+    target_rows = Int[]
+    target_columns = Int[]
+
+    for reaction_id in 1:n_reactions
+        for vertex_id in reaction_sources[reaction_id]
+            push!(source_rows, vertex_id)
+            push!(source_columns, reaction_id)
+        end
+
+        for vertex_id in reaction_targets[reaction_id]
+            push!(target_rows, vertex_id)
+            push!(target_columns, reaction_id)
+        end
+    end
+
+    source_incidence = sparse(
+        source_rows,
+        source_columns,
+        ones(Float32, length(source_rows)),
+        n_vertices,
+        n_reactions,
+    )
+
+    target_incidence = sparse(
+        target_rows,
+        target_columns,
+        ones(Float32, length(target_rows)),
+        n_vertices,
+        n_reactions,
+    )
+
+    return source_incidence, target_incidence
+end
+
+
+"""
+    convert_numeric_column(values)
+
+Convert reaction-property values to Float32.
+
+Values that cannot be interpreted as numbers are represented as `missing`.
+This is particularly important for DH because the original CSV column is
+read as a string column.
+"""
+function convert_numeric_column(values)
+    return [
+        if value isa Number
+            Float32(value)
+        else
+            parsed_value = tryparse(Float32, strip(string(value)))
+            isnothing(parsed_value) ? missing : parsed_value
+        end
+        for value in values
+    ]
+end
+
+
+"""
+    prepare_reaction_properties(reactions)
+
+Extract the energetic properties associated with each reaction.
+
+DE, DG and DH are retained separately so that different reaction-level
+regression targets can be investigated without changing the hypergraph
+representation.
+"""
+function prepare_reaction_properties(reactions::DataFrame)
+    return (
+        DE=convert_numeric_column(reactions.DE),
+        DG=convert_numeric_column(reactions.DG),
+        DH=convert_numeric_column(reactions.DH),
+    )
+end
+
+
+"""
+    build_directed_crn(
+        reactants,
+        products,
+        vertex_ids,
+        reactions,
+    )
+
+Construct the directed hypergraph representation of the glucose reaction
+network.
+
+Molecular species are vertices and reactions are directed hyperedges.
+Reactant molecules form the source side of each hyperedge and product
+molecules form the target side.
+"""
+function build_directed_crn(
+    reactants,
+    products,
+    vertex_ids,
+    reactions::DataFrame,
+)
+    reaction_sources = reaction_vertex_ids(
+        reactants,
+        vertex_ids,
+    )
+
+    reaction_targets = reaction_vertex_ids(
+        products,
+        vertex_ids,
+    )
+
+    source_incidence, target_incidence =
+        build_directed_incidence(
+            reaction_sources,
+            reaction_targets,
+            length(vertex_ids),
+        )
+
+    reaction_properties =
+        prepare_reaction_properties(reactions)
+
+    return (
+        reaction_sources=reaction_sources,
+        reaction_targets=reaction_targets,
+        source_incidence=source_incidence,
+        target_incidence=target_incidence,
+        reaction_properties=reaction_properties,
+    )
+end
+
+
+directed_crn = build_directed_crn(
+    reactants,
+    products,
+    vertex_ids,
+    reactions,
+)
+
+
+println()
+println("Directed glucose CRN")
+println("--------------------")
+println("Vertices: ", length(vertex_ids))
+println("Directed hyperedges: ", nrow(reactions))
+println("Source incidence matrix: ", size(directed_crn.source_incidence))
+println("Target incidence matrix: ", size(directed_crn.target_incidence))
+
+println(
+    "Source incidences: ",
+    nnz(directed_crn.source_incidence),
+)
+
+println(
+    "Target incidences: ",
+    nnz(directed_crn.target_incidence),
+)
+
+println(
+    "Reactions with multiple reactants: ",
+    count(length(source) > 1 for source in directed_crn.reaction_sources),
+)
+
+println(
+    "Reactions with multiple products: ",
+    count(length(target) > 1 for target in directed_crn.reaction_targets),
+)
+
+println(
+    "Maximum source hyperedge size: ",
+    maximum(length.(directed_crn.reaction_sources)),
+)
+
+println(
+    "Maximum target hyperedge size: ",
+    maximum(length.(directed_crn.reaction_targets)),
+)
+
+println(
+    "Valid DE values: ",
+    count(!ismissing, directed_crn.reaction_properties.DE),
+)
+
+println(
+    "Valid DG values: ",
+    count(!ismissing, directed_crn.reaction_properties.DG),
+)
+
+println(
+    "Valid DH values: ",
+    count(!ismissing, directed_crn.reaction_properties.DH),
+)
\ No newline at end of file
diff --git a/glucose_crn_poc/hyperedge_regression.jl b/glucose_crn_poc/hyperedge_regression.jl
new file mode 100644
index 0000000..e3ae4de
--- /dev/null
+++ b/glucose_crn_poc/hyperedge_regression.jl
@@ -0,0 +1,1625 @@
+using Random
+using Statistics
+using LinearAlgebra
+using Lux
+using Optimisers
+using Enzyme
+using HyperGraphNeuralNetworks
+using Plots
+
+include("directed_crn.jl")
+
+
+const RANDOM_SEED = 1234
+const HIDDEN_DIM = 64
+const NUMBER_OF_EPOCHS = 100
+const LEARNING_RATE = 1.0f-3
+const WEIGHT_DECAY = 1.0f-5
+
+const TRAIN_FRACTION = 0.60
+const VALIDATION_FRACTION = 0.20
+
+const LEARNING_CURVE_PERCENTAGES =
+    [1, 2, 5, 10, 20, 30, 40, 50, 60, 70, 80]
+
+
+"""
+    GlucoseHyperedgeRegressor
+
+Directed hypergraph neural network for reaction-level regression.
+
+The directed layer learns representations for molecular vertices and
+reaction hyperedges. A linear regression head maps every learned
+hyperedge representation to one scalar reaction property.
+"""
+struct GlucoseHyperedgeRegressor{L,IW,IB} <: Lux.AbstractLuxLayer
+    directed_layer::L
+    hidden_dim::Int
+    init_weight::IW
+    init_bias::IB
+end
+
+
+"""
+    GlucoseHyperedgeRegressor(input_dim, hidden_dim)
+
+Construct a directed hypergraph regression model.
+
+The model does not require initial hyperedge features. Reaction
+representations are learned from molecular vertex features together with
+the source and target incidence matrices.
+"""
+function GlucoseHyperedgeRegressor(
+    input_dim::Int,
+    hidden_dim::Int;
+    init_weight = Lux.glorot_uniform,
+    init_bias = Lux.zeros32,
+)
+    input_dim > 0 ||
+        throw(
+            ArgumentError(
+                "`input_dim` must be positive."
+            )
+        )
+
+    hidden_dim > 0 ||
+        throw(
+            ArgumentError(
+                "`hidden_dim` must be positive."
+            )
+        )
+
+    directed_layer =
+        DirectedHypergraphLayer(
+            input_dim,
+            0,
+            hidden_dim;
+            activation = tanh,
+            normalize = true,
+        )
+
+    return GlucoseHyperedgeRegressor(
+        directed_layer,
+        hidden_dim,
+        init_weight,
+        init_bias,
+    )
+end
+
+
+"""
+    Lux.initialparameters(rng, model)
+
+Initialise the directed layer parameters and the scalar regression head.
+"""
+function Lux.initialparameters(
+    rng::AbstractRNG,
+    model::GlucoseHyperedgeRegressor,
+)
+    directed_parameters =
+        Lux.initialparameters(
+            rng,
+            model.directed_layer,
+        )
+
+    W_output =
+        permutedims(
+            model.init_weight(
+                rng,
+                1,
+                model.hidden_dim,
+            )
+        )
+
+    b_output =
+        permutedims(
+            model.init_bias(
+                rng,
+                1,
+                1,
+            )
+        )
+
+    return (
+        directed_layer = directed_parameters,
+        W_output = W_output,
+        b_output = b_output,
+    )
+end
+
+
+"""
+    Lux.initialstates(rng, model)
+
+Initialise state for the directed hypergraph layer.
+"""
+function Lux.initialstates(
+    rng::AbstractRNG,
+    model::GlucoseHyperedgeRegressor,
+)
+    directed_state =
+        Lux.initialstates(
+            rng,
+            model.directed_layer,
+        )
+
+    return (
+        directed_layer = directed_state,
+    )
+end
+
+
+function Lux.parameterlength(
+    model::GlucoseHyperedgeRegressor,
+)
+    directed_parameters =
+        Lux.parameterlength(
+            model.directed_layer,
+        )
+
+    output_parameters =
+        model.hidden_dim + 1
+
+    return directed_parameters +
+           output_parameters
+end
+
+
+function Lux.statelength(
+    model::GlucoseHyperedgeRegressor,
+)
+    return Lux.statelength(
+        model.directed_layer,
+    )
+end
+
+
+"""
+    regression_forward(model, input, ps, st)
+
+Run directed message passing and predict one scalar property for every
+reaction hyperedge.
+"""
+function regression_forward(
+    model::GlucoseHyperedgeRegressor,
+    input,
+    ps,
+    st,
+)
+    X,
+    incidence_tail,
+    incidence_head = input
+
+    directed_output,
+    new_directed_state =
+        model.directed_layer(
+            (
+                X,
+                incidence_tail,
+                incidence_head,
+            ),
+            ps.directed_layer,
+            st.directed_layer,
+        )
+
+    hidden_hyperedges =
+        directed_output.updated_hyperedges
+
+    predictions =
+        hidden_hyperedges *
+        ps.W_output .+
+        ps.b_output
+
+    output = (
+        predictions = vec(predictions),
+        hidden_hyperedges = hidden_hyperedges,
+    )
+
+    new_state = (
+        directed_layer = new_directed_state,
+    )
+
+    return output, new_state
+end
+
+
+"""
+    random_regression_split(n; train_fraction, validation_fraction, seed)
+
+Create reproducible train, validation and test splits over reaction
+hyperedges.
+"""
+function random_regression_split(
+    n::Int;
+    train_fraction = TRAIN_FRACTION,
+    validation_fraction = VALIDATION_FRACTION,
+    seed = RANDOM_SEED,
+)
+    n > 0 ||
+        throw(
+            ArgumentError(
+                "`n` must be positive."
+            )
+        )
+
+    train_fraction > 0 ||
+        throw(
+            ArgumentError(
+                "`train_fraction` must be positive."
+            )
+        )
+
+    validation_fraction > 0 ||
+        throw(
+            ArgumentError(
+                "`validation_fraction` must be positive."
+            )
+        )
+
+    train_fraction + validation_fraction < 1 ||
+        throw(
+            ArgumentError(
+                "Training and validation fractions must sum to less than one."
+            )
+        )
+
+    rng =
+        MersenneTwister(seed)
+
+    indices =
+        collect(1:n)
+
+    shuffle!(
+        rng,
+        indices,
+    )
+
+    n_train =
+        floor(
+            Int,
+            train_fraction * n,
+        )
+
+    n_validation =
+        floor(
+            Int,
+            validation_fraction * n,
+        )
+
+    train_indices =
+        indices[1:n_train]
+
+    validation_start =
+        n_train + 1
+
+    validation_end =
+        n_train + n_validation
+
+    validation_indices =
+        indices[
+            validation_start:validation_end
+        ]
+
+    test_start =
+        validation_end + 1
+
+    test_indices =
+        indices[
+            test_start:end
+        ]
+
+    return (
+        train = train_indices,
+        validation = validation_indices,
+        test = test_indices,
+    )
+end
+
+
+"""
+    standardise_target(target, train_indices)
+
+Standardise the reaction-property target using statistics calculated only
+from the training set.
+
+Using only training statistics prevents validation and test targets from
+affecting preprocessing.
+"""
+function standardise_target(
+    target,
+    train_indices,
+)
+    training_mean =
+        mean(
+            target[train_indices]
+        )
+
+    training_std =
+        std(
+            target[train_indices]
+        )
+
+    training_std > 0 ||
+        error(
+            "Training target has zero variance."
+        )
+
+    standardised =
+        Float32.(
+            (target .- training_mean) ./
+            training_std
+        )
+
+    return (
+        values = standardised,
+        mean = Float32(training_mean),
+        std = Float32(training_std),
+    )
+end
+
+
+"""
+    regression_loss(predictions, targets, indices)
+
+Calculate mean squared error for a selected set of reaction hyperedges.
+"""
+function regression_loss(
+    predictions,
+    targets,
+    indices,
+)
+    isempty(indices) &&
+        throw(
+            ArgumentError(
+                "Cannot calculate loss for an empty index set."
+            )
+        )
+
+    residuals =
+        predictions[indices] .-
+        targets[indices]
+
+    return mean(
+        abs2,
+        residuals,
+    )
+end
+
+
+"""
+    regression_metrics(predictions, targets, indices)
+
+Calculate MAE, RMSE and R² for reaction-property predictions.
+"""
+function regression_metrics(
+    predictions,
+    targets,
+    indices,
+)
+    isempty(indices) &&
+        throw(
+            ArgumentError(
+                "Cannot calculate metrics for an empty index set."
+            )
+        )
+
+    observed =
+        targets[indices]
+
+    predicted =
+        predictions[indices]
+
+    residuals =
+        predicted .-
+        observed
+
+    mae =
+        mean(
+            abs.(residuals)
+        )
+
+    rmse =
+        sqrt(
+            mean(
+                abs2,
+                residuals,
+            )
+        )
+
+    target_mean =
+        mean(observed)
+
+    total_sum_squares =
+        sum(
+            abs2,
+            observed .- target_mean,
+        )
+
+    residual_sum_squares =
+        sum(
+            abs2,
+            residuals,
+        )
+
+    r2 =
+        if total_sum_squares == 0
+            NaN
+        else
+            1 -
+            residual_sum_squares /
+            total_sum_squares
+        end
+
+    return (
+        mae = mae,
+        rmse = rmse,
+        r2 = r2,
+    )
+end
+
+
+copy_parameter_tree(
+    x::AbstractArray
+) = copy(x)
+
+
+copy_parameter_tree(
+    x::NamedTuple
+) =
+    NamedTuple{keys(x)}(
+        map(
+            copy_parameter_tree,
+            values(x),
+        )
+    )
+
+
+copy_parameter_tree(
+    x::Tuple
+) =
+    map(
+        copy_parameter_tree,
+        x,
+    )
+
+
+copy_parameter_tree(x) = x
+
+
+zero_parameter_tree(
+    x::AbstractArray
+) =
+    zeros(
+        eltype(x),
+        size(x),
+    )
+
+
+zero_parameter_tree(
+    x::NamedTuple
+) =
+    NamedTuple{keys(x)}(
+        map(
+            zero_parameter_tree,
+            values(x),
+        )
+    )
+
+
+zero_parameter_tree(
+    x::Tuple
+) =
+    map(
+        zero_parameter_tree,
+        x,
+    )
+
+
+zero_parameter_tree(x) = x
+
+
+parameter_squared_norm(
+    x::AbstractArray
+) =
+    sum(
+        abs2,
+        x,
+    )
+
+
+parameter_squared_norm(
+    x::NamedTuple
+) =
+    sum(
+        parameter_squared_norm(value)
+        for value in values(x)
+    )
+
+
+parameter_squared_norm(
+    x::Tuple
+) =
+    sum(
+        parameter_squared_norm(value)
+        for value in x
+    )
+
+
+parameter_squared_norm(x) = 0.0
+
+
+parameter_tree_finite(
+    x::AbstractArray
+) =
+    all(
+        isfinite,
+        x,
+    )
+
+
+parameter_tree_finite(
+    x::NamedTuple
+) =
+    all(
+        parameter_tree_finite(value)
+        for value in values(x)
+    )
+
+
+parameter_tree_finite(
+    x::Tuple
+) =
+    all(
+        parameter_tree_finite(value)
+        for value in x
+    )
+
+
+parameter_tree_finite(x) = true
+
+
+"""
+    regression_objective(...)
+
+Calculate training MSE together with L2 regularisation on the regression
+head.
+"""
+function regression_objective(
+    model,
+    ps,
+    st,
+    X,
+    incidence_tail,
+    incidence_head,
+    targets,
+    train_indices,
+    weight_decay,
+)
+    output, _ =
+        regression_forward(
+            model,
+            (
+                X,
+                incidence_tail,
+                incidence_head,
+            ),
+            ps,
+            st,
+        )
+
+    data_loss =
+        regression_loss(
+            output.predictions,
+            targets,
+            train_indices,
+        )
+
+    regularisation =
+        sum(
+            abs2,
+            ps.W_output,
+        )
+
+    return data_loss +
+           weight_decay *
+           regularisation
+end
+
+
+"""
+    compute_regression_gradients(...)
+
+Calculate model gradients with Enzyme reverse-mode automatic
+differentiation.
+"""
+function compute_regression_gradients(
+    model,
+    ps,
+    st,
+    X,
+    incidence_tail,
+    incidence_head,
+    targets,
+    train_indices,
+    weight_decay,
+)
+    gradient_parameters =
+        zero_parameter_tree(ps)
+
+    Enzyme.autodiff(
+        Enzyme.set_runtime_activity(
+            Enzyme.Reverse
+        ),
+        regression_objective,
+        Enzyme.Const(model),
+        Enzyme.Duplicated(
+            ps,
+            gradient_parameters,
+        ),
+        Enzyme.Const(st),
+        Enzyme.Const(X),
+        Enzyme.Const(
+            incidence_tail
+        ),
+        Enzyme.Const(
+            incidence_head
+        ),
+        Enzyme.Const(targets),
+        Enzyme.Const(
+            train_indices
+        ),
+        Enzyme.Const(
+            weight_decay
+        ),
+    )
+
+    return gradient_parameters
+end
+
+
+"""
+    gradient_norm(gradients)
+
+Calculate the Euclidean norm of the complete parameter-gradient tree.
+"""
+function gradient_norm(
+    gradients,
+)
+    return sqrt(
+        parameter_squared_norm(
+            gradients
+        )
+    )
+end
+
+
+"""
+    evaluate_regression_model(...)
+
+Evaluate predictions for a selected reaction split.
+
+Loss is calculated in standardised target space. MAE, RMSE and R² are
+reported in the original target scale.
+"""
+function evaluate_regression_model(
+    model,
+    ps,
+    st,
+    X,
+    incidence_tail,
+    incidence_head,
+    standardised_targets,
+    original_targets,
+    indices,
+    target_mean,
+    target_std,
+)
+    output,
+    new_state =
+        regression_forward(
+            model,
+            (
+                X,
+                incidence_tail,
+                incidence_head,
+            ),
+            ps,
+            st,
+        )
+
+    standardised_predictions =
+        output.predictions
+
+    original_predictions =
+        standardised_predictions .*
+        target_std .+
+        target_mean
+
+    loss =
+        regression_loss(
+            standardised_predictions,
+            standardised_targets,
+            indices,
+        )
+
+    metrics =
+        regression_metrics(
+            original_predictions,
+            original_targets,
+            indices,
+        )
+
+    return (
+        loss = loss,
+        metrics = metrics,
+        predictions = original_predictions,
+        state = new_state,
+    )
+end
+
+
+"""
+    train_regression_model(...)
+
+Train the reaction-level directed hypergraph regression model using Adam.
+
+The parameter set with the lowest validation loss is retained.
+"""
+function train_regression_model(
+    model,
+    ps,
+    st,
+    X,
+    incidence_tail,
+    incidence_head,
+    standardised_targets,
+    original_targets,
+    train_indices,
+    validation_indices,
+    target_mean,
+    target_std;
+    epochs = NUMBER_OF_EPOCHS,
+    learning_rate = LEARNING_RATE,
+    weight_decay = WEIGHT_DECAY,
+)
+    epochs > 0 ||
+        throw(
+            ArgumentError(
+                "`epochs` must be positive."
+            )
+        )
+
+    learning_rate > 0 ||
+        throw(
+            ArgumentError(
+                "`learning_rate` must be positive."
+            )
+        )
+
+    weight_decay >= 0 ||
+        throw(
+            ArgumentError(
+                "`weight_decay` cannot be negative."
+            )
+        )
+
+    optimiser =
+        Optimisers.Adam(
+            learning_rate
+        )
+
+    optimiser_state =
+        Optimisers.setup(
+            optimiser,
+            ps,
+        )
+
+    current_ps = ps
+    current_st = st
+
+    best_ps =
+        copy_parameter_tree(
+            current_ps
+        )
+
+    best_validation_loss =
+        Inf
+
+    best_epoch =
+        0
+
+    println()
+    println("Training configuration")
+    println("Epochs: ", epochs)
+    println(
+        "Learning rate: ",
+        learning_rate,
+    )
+    println(
+        "Weight decay: ",
+        weight_decay,
+    )
+    println("Optimiser: Adam")
+    println(
+        "Automatic differentiation: Enzyme"
+    )
+
+    println()
+    println("Beginning model training...")
+
+    for epoch in 1:epochs
+        gradients =
+            compute_regression_gradients(
+                model,
+                current_ps,
+                current_st,
+                X,
+                incidence_tail,
+                incidence_head,
+                standardised_targets,
+                train_indices,
+                weight_decay,
+            )
+
+        parameter_tree_finite(
+            gradients
+        ) || error(
+            "Non-finite gradient detected at epoch $epoch."
+        )
+
+        current_gradient_norm =
+            gradient_norm(
+                gradients
+            )
+
+        optimiser_state,
+        current_ps =
+            Optimisers.update(
+                optimiser_state,
+                current_ps,
+                gradients,
+            )
+
+        train_evaluation =
+            evaluate_regression_model(
+                model,
+                current_ps,
+                current_st,
+                X,
+                incidence_tail,
+                incidence_head,
+                standardised_targets,
+                original_targets,
+                train_indices,
+                target_mean,
+                target_std,
+            )
+
+        current_st =
+            train_evaluation.state
+
+        validation_evaluation =
+            evaluate_regression_model(
+                model,
+                current_ps,
+                current_st,
+                X,
+                incidence_tail,
+                incidence_head,
+                standardised_targets,
+                original_targets,
+                validation_indices,
+                target_mean,
+                target_std,
+            )
+
+        current_st =
+            validation_evaluation.state
+
+        validation_loss =
+            Float64(
+                validation_evaluation.loss
+            )
+
+        if validation_loss <
+           best_validation_loss
+
+            best_validation_loss =
+                validation_loss
+
+            best_epoch =
+                epoch
+
+            best_ps =
+                copy_parameter_tree(
+                    current_ps
+                )
+        end
+
+        if epoch == 1 ||
+           epoch % 10 == 0 ||
+           epoch == epochs
+
+            println(
+                "Epoch ",
+                lpad(
+                    string(epoch),
+                    length(
+                        string(epochs)
+                    ),
+                ),
+                "/",
+                epochs,
+                " | train MSE = ",
+                round(
+                    train_evaluation.loss;
+                    digits = 4,
+                ),
+                " | val MSE = ",
+                round(
+                    validation_evaluation.loss;
+                    digits = 4,
+                ),
+                " | val MAE = ",
+                round(
+                    validation_evaluation.metrics.mae;
+                    digits = 4,
+                ),
+                " | val R² = ",
+                round(
+                    validation_evaluation.metrics.r2;
+                    digits = 4,
+                ),
+                " | grad norm = ",
+                round(
+                    current_gradient_norm;
+                    digits = 4,
+                ),
+            )
+        end
+    end
+
+    println()
+    println("Training complete.")
+    println(
+        "Best epoch: ",
+        best_epoch,
+    )
+    println(
+        "Best validation loss: ",
+        round(
+            best_validation_loss;
+            digits = 5,
+        ),
+    )
+
+    return (
+        parameters = best_ps,
+        state = current_st,
+        best_epoch = best_epoch,
+        best_validation_loss =
+            best_validation_loss,
+    )
+end
+
+
+"""
+    run_regression_experiment(...)
+
+Train and evaluate one glucose reaction-property regression experiment.
+"""
+function run_regression_experiment(
+    X,
+    incidence_tail,
+    incidence_head,
+    targets,
+    train_indices,
+    validation_indices,
+    test_indices;
+    seed = RANDOM_SEED,
+    epochs = NUMBER_OF_EPOCHS,
+)
+    target_scaling =
+        standardise_target(
+            targets,
+            train_indices,
+        )
+
+    rng =
+        MersenneTwister(seed)
+
+    model =
+        GlucoseHyperedgeRegressor(
+            size(X, 2),
+            HIDDEN_DIM,
+        )
+
+    ps, st =
+        Lux.setup(
+            rng,
+            model,
+        )
+
+    println()
+    println(
+        "Model parameter count: ",
+        Lux.parameterlength(model),
+    )
+
+    println(
+        "Training reactions: ",
+        length(train_indices),
+    )
+
+    println(
+        "Validation reactions: ",
+        length(validation_indices),
+    )
+
+    println(
+        "Test reactions: ",
+        length(test_indices),
+    )
+
+    println()
+    println(
+        "Testing initial forward pass..."
+    )
+
+    initial_output,
+    initial_state =
+        regression_forward(
+            model,
+            (
+                X,
+                incidence_tail,
+                incidence_head,
+            ),
+            ps,
+            st,
+        )
+
+    println(
+        "Hyperedge representation size: ",
+        size(
+            initial_output.hidden_hyperedges
+        ),
+    )
+
+    println(
+        "Prediction vector length: ",
+        length(
+            initial_output.predictions
+        ),
+    )
+
+    expected_hyperedge_size =
+        (
+            size(incidence_tail, 2),
+            HIDDEN_DIM,
+        )
+
+    size(
+        initial_output.hidden_hyperedges
+    ) == expected_hyperedge_size ||
+        error(
+            "Unexpected hyperedge representation size."
+        )
+
+    length(
+        initial_output.predictions
+    ) == size(incidence_tail, 2) ||
+        error(
+            "Unexpected number of reaction predictions."
+        )
+
+    all(
+        isfinite,
+        initial_output.predictions,
+    ) || error(
+        "Initial predictions contain non-finite values."
+    )
+
+    println(
+        "Initial forward pass successful."
+    )
+
+    println()
+    println(
+        "Checking Enzyme gradient computation..."
+    )
+
+    initial_gradients =
+        compute_regression_gradients(
+            model,
+            ps,
+            initial_state,
+            X,
+            incidence_tail,
+            incidence_head,
+            target_scaling.values,
+            train_indices,
+            WEIGHT_DECAY,
+        )
+
+    parameter_tree_finite(
+        initial_gradients
+    ) || error(
+        "Initial gradient check produced non-finite values."
+    )
+
+    println(
+        "Initial gradient norm: ",
+        round(
+            gradient_norm(
+                initial_gradients
+            );
+            digits = 6,
+        ),
+    )
+
+    trained =
+        train_regression_model(
+            model,
+            ps,
+            initial_state,
+            X,
+            incidence_tail,
+            incidence_head,
+            target_scaling.values,
+            targets,
+            train_indices,
+            validation_indices,
+            target_scaling.mean,
+            target_scaling.std;
+            epochs = epochs,
+        )
+
+    final_test_evaluation =
+        evaluate_regression_model(
+            model,
+            trained.parameters,
+            trained.state,
+            X,
+            incidence_tail,
+            incidence_head,
+            target_scaling.values,
+            targets,
+            test_indices,
+            target_scaling.mean,
+            target_scaling.std,
+        )
+
+    return (
+        model = model,
+        parameters = trained.parameters,
+        state = final_test_evaluation.state,
+        best_epoch = trained.best_epoch,
+        best_validation_loss =
+            trained.best_validation_loss,
+        test_metrics =
+            final_test_evaluation.metrics,
+        predictions =
+            final_test_evaluation.predictions,
+    )
+end
+
+
+"""
+    run_learning_curve(...)
+
+Repeat regression training using increasing percentages of the available
+training reactions.
+
+Validation and test sets remain fixed so performance can be compared across
+training-set sizes.
+"""
+function run_learning_curve(
+    X,
+    incidence_tail,
+    incidence_head,
+    targets,
+    split;
+    percentages =
+        LEARNING_CURVE_PERCENTAGES,
+    seed = RANDOM_SEED,
+)
+    rng =
+        MersenneTwister(seed)
+
+    shuffled_training =
+        copy(split.train)
+
+    shuffle!(
+        rng,
+        shuffled_training,
+    )
+
+    results =
+        NamedTuple[]
+
+    println()
+    println("Learning curve")
+    println("--------------")
+
+    for percentage in percentages
+        percentage > 0 ||
+            throw(
+                ArgumentError(
+                    "Learning-curve percentages must be positive."
+                )
+            )
+
+        percentage <= 100 ||
+            throw(
+                ArgumentError(
+                    "Learning-curve percentages cannot exceed 100."
+                )
+            )
+
+        number_to_use =
+            max(
+                1,
+                floor(
+                    Int,
+                    percentage /
+                    100 *
+                    length(shuffled_training),
+                ),
+            )
+
+        selected_training =
+            shuffled_training[
+                1:number_to_use
+            ]
+
+        println()
+        println(
+            percentage,
+            "% of available training reactions",
+        )
+
+        println(
+            "Number of training reactions: ",
+            number_to_use,
+        )
+
+        experiment =
+            run_regression_experiment(
+                X,
+                incidence_tail,
+                incidence_head,
+                targets,
+                selected_training,
+                split.validation,
+                split.test;
+                seed =
+                    seed + percentage,
+            )
+
+        push!(
+            results,
+            (
+                percentage =
+                    percentage,
+                training_reactions =
+                    number_to_use,
+                mae =
+                    experiment.test_metrics.mae,
+                rmse =
+                    experiment.test_metrics.rmse,
+                r2 =
+                    experiment.test_metrics.r2,
+            ),
+        )
+
+        println(
+            "Test MAE = ",
+            round(
+                experiment.test_metrics.mae;
+                digits = 4,
+            ),
+            " | RMSE = ",
+            round(
+                experiment.test_metrics.rmse;
+                digits = 4,
+            ),
+            " | R² = ",
+            round(
+                experiment.test_metrics.r2;
+                digits = 4,
+            ),
+        )
+    end
+
+    return results
+end
+
+
+"""
+    plot_learning_curve(learning_curve)
+
+Plot test R² against the percentage of the available training data used for
+training and save the resulting learning-curve figure.
+"""
+function plot_learning_curve(learning_curve)
+    percentages = [
+        result.percentage
+        for result in learning_curve
+    ]
+
+    r2_values = [
+        result.r2
+        for result in learning_curve
+    ]
+
+    p = plot(
+        percentages,
+        r2_values;
+        marker = :circle,
+        linewidth = 2,
+        xlabel = "Training data (%)",
+        ylabel = "Test R²",
+        title = "Glucose CRN Learning Curve",
+        label = "Directed HGNN",
+        legend = :bottomright,
+        grid = true,
+        xticks = percentages,
+    )
+
+    output_path = joinpath(
+        @__DIR__,
+        "learning_curve.png",
+    )
+
+    savefig(
+        p,
+        output_path,
+    )
+
+    println()
+    println(
+        "Learning curve saved to: ",
+        output_path,
+    )
+
+    return p
+end
+
+
+"""
+    main()
+
+Run the glucose directed-hypergraph reaction regression proof of concept.
+"""
+function main()
+    Random.seed!(
+        RANDOM_SEED
+    )
+
+    X =
+        Float32.(
+            vertex_features
+        )
+
+    incidence_tail =
+        Matrix{Float32}(
+            directed_crn.source_incidence
+        )
+
+    incidence_head =
+        Matrix{Float32}(
+            directed_crn.target_incidence
+        )
+
+    targets =
+        Float32.(
+            directed_crn.reaction_properties.DG
+        )
+
+    number_of_vertices =
+        size(X, 1)
+
+    number_of_features =
+        size(X, 2)
+
+    number_of_reactions =
+        length(targets)
+
+    size(
+        incidence_tail
+    ) == (
+        number_of_vertices,
+        number_of_reactions,
+    ) || error(
+        "Source incidence matrix has an unexpected size."
+    )
+
+    size(
+        incidence_head
+    ) == (
+        number_of_vertices,
+        number_of_reactions,
+    ) || error(
+        "Target incidence matrix has an unexpected size."
+    )
+
+    all(
+        isfinite,
+        X,
+    ) || error(
+        "Vertex features contain non-finite values."
+    )
+
+    all(
+        isfinite,
+        targets,
+    ) || error(
+        "DG target contains non-finite values."
+    )
+
+    split =
+        random_regression_split(
+            number_of_reactions;
+            seed = RANDOM_SEED,
+        )
+
+    println()
+    println(
+        "Glucose CRN Hyperedge Regression"
+    )
+    println(
+        "--------------------------------"
+    )
+    println(
+        "Target property: DG"
+    )
+    println(
+        "Molecular vertices: ",
+        number_of_vertices,
+    )
+    println(
+        "Vertex features: ",
+        number_of_features,
+    )
+    println(
+        "Reaction hyperedges: ",
+        number_of_reactions,
+    )
+    println(
+        "Source incidence matrix: ",
+        size(incidence_tail),
+    )
+    println(
+        "Target incidence matrix: ",
+        size(incidence_head),
+    )
+    println(
+        "Training reactions: ",
+        length(split.train),
+    )
+    println(
+        "Validation reactions: ",
+        length(split.validation),
+    )
+    println(
+        "Test reactions: ",
+        length(split.test),
+    )
+
+    println()
+    println(
+        "Full training-set experiment"
+    )
+    println(
+        "----------------------------"
+    )
+
+    experiment =
+        run_regression_experiment(
+            X,
+            incidence_tail,
+            incidence_head,
+            targets,
+            split.train,
+            split.validation,
+            split.test,
+        )
+
+    println()
+    println(
+        "Final test performance"
+    )
+    println(
+        "----------------------"
+    )
+    println(
+        "Best epoch: ",
+        experiment.best_epoch,
+    )
+    println(
+        "MAE: ",
+        round(
+            experiment.test_metrics.mae;
+            digits = 4,
+        ),
+    )
+    println(
+        "RMSE: ",
+        round(
+            experiment.test_metrics.rmse;
+            digits = 4,
+        ),
+    )
+    println(
+        "R²: ",
+        round(
+            experiment.test_metrics.r2;
+            digits = 4,
+        ),
+    )
+
+    learning_curve =
+        run_learning_curve(
+            X,
+            incidence_tail,
+            incidence_head,
+            targets,
+            split,
+        )
+
+    learning_curve_plot =
+        plot_learning_curve(
+            learning_curve
+        )
+
+    println()
+    println(
+        "Learning curve summary"
+    )
+    println(
+        "----------------------"
+    )
+
+    for result in learning_curve
+        println(
+            lpad(
+                string(
+                    result.percentage
+                ) * "%",
+                4,
+            ),
+            " | n = ",
+            lpad(
+                string(
+                    result.training_reactions
+                ),
+                4,
+            ),
+            " | MAE = ",
+            round(
+                result.mae;
+                digits = 4,
+            ),
+            " | RMSE = ",
+            round(
+                result.rmse;
+                digits = 4,
+            ),
+            " | R² = ",
+            round(
+                result.r2;
+                digits = 4,
+            ),
+        )
+    end
+
+    return (
+        experiment = experiment,
+        learning_curve = learning_curve,
+        learning_curve_plot = learning_curve_plot,
+    )
+end
+
+
+results = main()
diff --git a/glucose_crn_poc/learning_curve.png b/glucose_crn_poc/learning_curve.png
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diff --git a/glucose_crn_poc/molecular_features.jl b/glucose_crn_poc/molecular_features.jl
new file mode 100644
index 0000000..a3d45f9
--- /dev/null
+++ b/glucose_crn_poc/molecular_features.jl
@@ -0,0 +1,182 @@
+using CSV
+using DataFrames
+using RDKitMinimalLib
+
+
+"""
+    split_species(reaction_smiles)
+
+Split one side of a reaction SMILES into its individual molecular species.
+
+Disconnected molecular components in SMILES are separated by periods.
+"""
+split_species(reaction_smiles::AbstractString) = split(reaction_smiles, ".")
+
+
+"""
+    remove_atom_maps(mapped_smiles)
+
+Remove atom-map indices from an atom-mapped SMILES string.
+
+Atom-map numbers describe atom correspondence across a reaction rather than
+molecular identity. The original mapped SMILES remain unchanged in the
+dataset; mapping labels are removed only when constructing molecular
+identities and features.
+"""
+function remove_atom_maps(mapped_smiles::AbstractString)
+    return replace(mapped_smiles, r":\d+" => "")
+end
+
+
+"""
+    canonicalise_species(mapped_smiles)
+
+Convert an atom-mapped molecular SMILES string into an unmapped canonical
+SMILES representation.
+
+Canonical SMILES are used as molecular vertex identifiers so that the same
+molecule is not represented as multiple vertices solely because of SMILES
+ordering or atom-map labels.
+"""
+function canonicalise_species(mapped_smiles::AbstractString)
+    unmapped_smiles = remove_atom_maps(mapped_smiles)
+    molecule = RDKitMinimalLib.get_mol(unmapped_smiles)
+
+    return RDKitMinimalLib.get_smiles(molecule)
+end
+
+
+"""
+    canonicalise_reaction_side(reaction_smiles)
+
+Split one side of a reaction into molecular components and canonicalise each
+component independently.
+"""
+function canonicalise_reaction_side(reaction_smiles::AbstractString)
+    species = split_species(reaction_smiles)
+
+    return canonicalise_species.(species)
+end
+
+
+"""
+    collect_molecular_species(reactions)
+
+Extract and canonicalise all reactant and product species in the reaction
+dataset.
+
+Returns the canonical reactants and products for every reaction together
+with the unique molecular species that will form the hypergraph vertices.
+"""
+function collect_molecular_species(reactions::DataFrame)
+    reactants = canonicalise_reaction_side.(reactions.Rsmiles)
+    products = canonicalise_reaction_side.(reactions.Psmiles)
+
+    all_species = vcat(
+        reduce(vcat, reactants),
+        reduce(vcat, products),
+    )
+
+    unique_species = sort(unique(all_species))
+
+    return reactants, products, unique_species
+end
+
+
+"""
+    morgan_fingerprint(canonical_smiles; radius=2, nbits=1024)
+
+Generate a fixed-length Morgan fingerprint for a molecular species.
+
+A radius of 2 captures local atomic environments up to two bonds away and is
+used here as a simple structural baseline for molecular vertex features.
+"""
+function morgan_fingerprint(
+    canonical_smiles::AbstractString;
+    radius::Int=2,
+    nbits::Int=1024,
+)
+    molecule = RDKitMinimalLib.get_mol(canonical_smiles)
+
+    options = Dict{String,Any}(
+        "radius" => radius,
+        "nBits" => nbits,
+    )
+
+    fingerprint = RDKitMinimalLib.get_morgan_fp(
+        molecule,
+        options,
+    )
+
+    return Float32[
+        bit == '1' ? 1.0f0 : 0.0f0
+        for bit in fingerprint
+    ]
+end
+
+
+"""
+    build_vertex_features(species; radius=2, nbits=1024)
+
+Generate a Morgan fingerprint feature matrix for all molecular vertices.
+
+Rows correspond to molecular species and columns correspond to fingerprint
+features.
+"""
+function build_vertex_features(
+    species;
+    radius::Int=2,
+    nbits::Int=1024,
+)
+    fingerprints = [
+        morgan_fingerprint(
+            molecule;
+            radius=radius,
+            nbits=nbits,
+        )
+        for molecule in species
+    ]
+
+    return reduce(vcat, permutedims.(fingerprints))
+end
+
+
+"""
+    build_vertex_index(species)
+
+Assign a unique integer vertex ID to each canonical molecular species.
+"""
+function build_vertex_index(species)
+    return Dict(
+        molecule => vertex_id
+        for (vertex_id, molecule) in enumerate(species)
+    )
+end
+
+
+data_path = joinpath(
+    @__DIR__,
+    "..",
+    "data",
+    "glucose",
+    "glucose_network.csv",
+)
+
+reactions = CSV.read(data_path, DataFrame)
+
+reactants, products, species =
+    collect_molecular_species(reactions)
+
+vertex_ids = build_vertex_index(species)
+
+vertex_features = build_vertex_features(species)
+
+println("Glucose CRN molecular feature preparation")
+println("-----------------------------------------")
+println("Reactions: ", nrow(reactions))
+println("Unique molecular vertices: ", length(species))
+println("Vertex feature matrix: ", size(vertex_features))
+println("Morgan fingerprint radius: 2")
+println("Morgan fingerprint length: 1024")
+println("Maximum reactants per reaction: ", maximum(length.(reactants)))
+println("Maximum products per reaction: ", maximum(length.(products)))
\ No newline at end of file