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xieguigang · Feb 10, 2025 · 7a368d3 · 7a368d3
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diff --git a/Data/BinaryData/HDSPack/Metadata/AttributeMetadata.vb b/Data/BinaryData/HDSPack/Metadata/AttributeMetadata.vb
@@ -1,4 +1,4 @@
-#Region "Microsoft.VisualBasic::c29bbafc272b780e7ab5c97ad626854c, Data\BinaryData\HDSPack\Metadata\AttributeMetadata.vb"
+#Region "Microsoft.VisualBasic::331c6220daf9a325307903a141e32a8a, Data\BinaryData\HDSPack\Metadata\AttributeMetadata.vb"
 
     ' Author:
     ' 
@@ -34,13 +34,13 @@
 
     ' Code Statistics:
 
-    '   Total Lines: 25
-    '    Code Lines: 20 (80.00%)
-    ' Comment Lines: 0 (0.00%)
-    '    - Xml Docs: 0.00%
+    '   Total Lines: 32
+    '    Code Lines: 20 (62.50%)
+    ' Comment Lines: 7 (21.88%)
+    '    - Xml Docs: 100.00%
     ' 
-    '   Blank Lines: 5 (20.00%)
-    '     File Size: 705 B
+    '   Blank Lines: 5 (15.62%)
+    '     File Size: 875 B
 
 
     ' Class AttributeMetadata

diff --git a/Data/BinaryData/HDSPack/Metadata/LazyAttribute.vb b/Data/BinaryData/HDSPack/Metadata/LazyAttribute.vb
@@ -1,4 +1,4 @@
-#Region "Microsoft.VisualBasic::0a9daa1c5c3c3bf08fe4aad241a0e98d, Data\BinaryData\HDSPack\Metadata\LazyAttribute.vb"
+#Region "Microsoft.VisualBasic::76602baabe6535c855827ff626baa7c1, Data\BinaryData\HDSPack\Metadata\LazyAttribute.vb"
 
     ' Author:
     ' 
@@ -34,20 +34,21 @@
 
     ' Code Statistics:
 
-    '   Total Lines: 98
-    '    Code Lines: 79 (80.61%)
-    ' Comment Lines: 5 (5.10%)
+    '   Total Lines: 112
+    '    Code Lines: 86 (76.79%)
+    ' Comment Lines: 9 (8.04%)
     '    - Xml Docs: 100.00%
     ' 
-    '   Blank Lines: 14 (14.29%)
-    '     File Size: 4.12 KB
+    '   Blank Lines: 17 (15.18%)
+    '     File Size: 4.56 KB
 
 
     ' Class LazyAttribute
     ' 
     '     Properties: attributes
     ' 
-    '     Function: GetBuffer, GetEnumerator, (+2 Overloads) GetValue, IEnumerable_GetEnumerator, ToArray
+    '     Function: BuildDynamicTypeObject, GetBuffer, GetEnumerator, (+2 Overloads) GetValue, IEnumerable_GetEnumerator
+    '               ToArray
     ' 
     '     Sub: Add
     ' 

diff --git a/Data/DataFrame/Extensions/Extensions.vb b/Data/DataFrame/Extensions/Extensions.vb
@@ -1,4 +1,4 @@
-#Region "Microsoft.VisualBasic::174fcfe4f7e06ba6412018cd750a5ecb, Data\DataFrame\Extensions\Extensions.vb"
+#Region "Microsoft.VisualBasic::dd9da75f3dfa839d979fa06bbe406e40, Data\DataFrame\Extensions\Extensions.vb"
 
     ' Author:
     ' 

diff --git a/Data/DataFrame/Linq/DataStream.vb b/Data/DataFrame/Linq/DataStream.vb
@@ -1,4 +1,4 @@
-#Region "Microsoft.VisualBasic::c380ce71f48194273e4e823ed101ca73, Data\DataFrame\Linq\DataStream.vb"
+#Region "Microsoft.VisualBasic::91fc8868cc38a1348b63ca68f5d95bf3, Data\DataFrame\Linq\DataStream.vb"
 
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     ' 
@@ -34,13 +34,13 @@
 
     ' Code Statistics:
 
-    '   Total Lines: 370
-    '    Code Lines: 218 (58.92%)
-    ' Comment Lines: 92 (24.86%)
+    '   Total Lines: 391
+    '    Code Lines: 236 (60.36%)
+    ' Comment Lines: 92 (23.53%)
     '    - Xml Docs: 82.61%
     ' 
-    '   Blank Lines: 60 (16.22%)
-    '     File Size: 14.99 KB
+    '   Blank Lines: 63 (16.11%)
+    '     File Size: 15.57 KB
 
 
     '     Delegate Function

diff --git a/Data/DataFrame/Linq/WriteStream.vb b/Data/DataFrame/Linq/WriteStream.vb
@@ -1,4 +1,4 @@
-#Region "Microsoft.VisualBasic::713eeece2785b5349249793e911f0374, Data\DataFrame\Linq\WriteStream.vb"
+#Region "Microsoft.VisualBasic::87f695c99decf1658d275933d5250dcd, Data\DataFrame\Linq\WriteStream.vb"
 
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@@ -34,13 +34,13 @@
 
     ' Code Statistics:
 
-    '   Total Lines: 265
-    '    Code Lines: 156 (58.87%)
-    ' Comment Lines: 71 (26.79%)
+    '   Total Lines: 270
+    '    Code Lines: 160 (59.26%)
+    ' Comment Lines: 71 (26.30%)
     '    - Xml Docs: 76.06%
     ' 
-    '   Blank Lines: 38 (14.34%)
-    '     File Size: 9.93 KB
+    '   Blank Lines: 39 (14.44%)
+    '     File Size: 10.11 KB
 
 
     '     Class WriteStream
@@ -52,7 +52,7 @@
     '         Function: [Ctype], (+2 Overloads) Flush, populateLine, ToArray, ToString
     '                   TryFlushObject
     ' 
-    '         Sub: (+2 Overloads) Dispose, Flush
+    '         Sub: CacheMetaIndex, (+2 Overloads) Dispose, Flush
     '         Class __ctypeTransform
     ' 
     '             Function: ToString

diff --git a/Data/DataFrame/StorageProvider/ComponntModels/RowWriter.vb b/Data/DataFrame/StorageProvider/ComponntModels/RowWriter.vb
@@ -1,4 +1,4 @@
-#Region "Microsoft.VisualBasic::dca41c84d8592361c10560dbe89167b7, Data\DataFrame\StorageProvider\ComponntModels\RowWriter.vb"
+#Region "Microsoft.VisualBasic::782e767cc18008ad3105b8ed5df50386, Data\DataFrame\StorageProvider\ComponntModels\RowWriter.vb"
 
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@@ -34,13 +34,13 @@
 
     ' Code Statistics:
 
-    '   Total Lines: 323
-    '    Code Lines: 228 (70.59%)
-    ' Comment Lines: 50 (15.48%)
-    '    - Xml Docs: 82.00%
+    '   Total Lines: 329
+    '    Code Lines: 232 (70.52%)
+    ' Comment Lines: 52 (15.81%)
+    '    - Xml Docs: 80.77%
     ' 
-    '   Blank Lines: 45 (13.93%)
-    '     File Size: 13.04 KB
+    '   Blank Lines: 45 (13.68%)
+    '     File Size: 13.42 KB
 
 
     '     Class RowWriter

diff --git a/Data_science/DataMining/DataMining/AprioriRules/Algorithm/Implementation/Apriori.vb b/Data_science/DataMining/DataMining/AprioriRules/Algorithm/Implementation/Apriori.vb
@@ -1,4 +1,4 @@
-#Region "Microsoft.VisualBasic::276ec9e332bdf19cf48d24c507434455, Data_science\DataMining\DataMining\AprioriRules\Algorithm\Implementation\Apriori.vb"
+#Region "Microsoft.VisualBasic::5472f38da971b280111b5f261075e366, Data_science\DataMining\DataMining\AprioriRules\Algorithm\Implementation\Apriori.vb"
 
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     ' 
@@ -40,7 +40,7 @@
     '    - Xml Docs: 57.14%
     ' 
     '   Blank Lines: 46 (20.00%)
-    '     File Size: 10.82 KB
+    '     File Size: 10.85 KB
 
 
     '     Module Apriori

diff --git a/Data_science/DataMining/DataMining/AprioriRules/Algorithm/Implementation/StrongRules.vb b/Data_science/DataMining/DataMining/AprioriRules/Algorithm/Implementation/StrongRules.vb
@@ -1,4 +1,4 @@
-#Region "Microsoft.VisualBasic::9ff9b486ca7f13d7adc1954fd86521bb, Data_science\DataMining\DataMining\AprioriRules\Algorithm\Implementation\StrongRules.vb"
+#Region "Microsoft.VisualBasic::860f65980563d66d550c9aab04a1764a, Data_science\DataMining\DataMining\AprioriRules\Algorithm\Implementation\StrongRules.vb"
 
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     ' 
@@ -40,7 +40,7 @@
     '    - Xml Docs: 0.00%
     ' 
     '   Blank Lines: 32 (22.86%)
-    '     File Size: 5.83 KB
+    '     File Size: 5.86 KB
 
 
     '     Module StrongRules

diff --git a/Data_science/DataMining/DataMining/Clustering/DBSCAN/DbscanAlgorithm.vb b/Data_science/DataMining/DataMining/Clustering/DBSCAN/DbscanAlgorithm.vb
@@ -1,4 +1,4 @@
-#Region "Microsoft.VisualBasic::6572048bd7c5845e1358f7d24419bbac, Data_science\DataMining\DataMining\Clustering\DBSCAN\DbscanAlgorithm.vb"
+#Region "Microsoft.VisualBasic::072f1ed60e79bf9eba44da5086a086a6, Data_science\DataMining\DataMining\Clustering\DBSCAN\DbscanAlgorithm.vb"
 
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     ' 
@@ -40,7 +40,7 @@
     '    - Xml Docs: 89.66%
     ' 
     '   Blank Lines: 19 (13.67%)
-    '     File Size: 5.82 KB
+    '     File Size: 5.85 KB
 
 
     '     Class DbscanAlgorithm

diff --git a/Data_science/DataMining/DataMining/Clustering/KMeans/EvaluationScore.vb b/Data_science/DataMining/DataMining/Clustering/KMeans/EvaluationScore.vb
@@ -1,4 +1,4 @@
-#Region "Microsoft.VisualBasic::4fbcdb606f58aee6aec4651e51bdab8b, Data_science\DataMining\DataMining\Clustering\KMeans\EvaluationScore.vb"
+#Region "Microsoft.VisualBasic::058e9e74e8ae59b90068b168080b3735, Data_science\DataMining\DataMining\Clustering\KMeans\EvaluationScore.vb"
 
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     ' 
@@ -40,7 +40,7 @@
     '    - Xml Docs: 87.50%
     ' 
     '   Blank Lines: 13 (14.29%)
-    '     File Size: 4.26 KB
+    '     File Size: 4.29 KB
 
 
     '     Class EvaluationScore

diff --git a/Data_science/DataMining/DataMining/Clustering/KNN.vb b/Data_science/DataMining/DataMining/Clustering/KNN.vb
@@ -1,4 +1,4 @@
-#Region "Microsoft.VisualBasic::82a11c892c01bbd5a44a6f25d1838cb8, Data_science\DataMining\DataMining\Clustering\KNN.vb"
+#Region "Microsoft.VisualBasic::58ba1844d48dd14d265e42b696726430, Data_science\DataMining\DataMining\Clustering\KNN.vb"
 
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@@ -40,7 +40,7 @@
     '    - Xml Docs: 70.00%
     ' 
     '   Blank Lines: 16 (13.33%)
-    '     File Size: 4.99 KB
+    '     File Size: 5.02 KB
 
 
     '     Class KNN

diff --git a/Data_science/DataMining/DataMining/ComponentModel/TraceBackAlgorithm.vb b/Data_science/DataMining/DataMining/ComponentModel/TraceBackAlgorithm.vb
@@ -1,4 +1,4 @@
-#Region "Microsoft.VisualBasic::334fc7f4ec0683e91664890a30cee102, Data_science\DataMining\DataMining\ComponentModel\TraceBackAlgorithm.vb"
+#Region "Microsoft.VisualBasic::c0cc5a70a998e2f1a3f31e309de01fa5, Data_science\DataMining\DataMining\ComponentModel\TraceBackAlgorithm.vb"
 
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     ' 
@@ -40,7 +40,7 @@
     '    - Xml Docs: 85.71%
     ' 
     '   Blank Lines: 9 (16.67%)
-    '     File Size: 2.10 KB
+    '     File Size: 2.13 KB
 
 
     '     Class TraceBackAlgorithm

diff --git a/Data_science/DataMining/DataMining/Evaluation/LabelEvaluate/FakeAUCGenerator.vb b/Data_science/DataMining/DataMining/Evaluation/LabelEvaluate/FakeAUCGenerator.vb
@@ -1,4 +1,4 @@
-#Region "Microsoft.VisualBasic::e6ecd19cab8bfb5bd347aaf56de84f68, Data_science\DataMining\DataMining\Evaluation\LabelEvaluate\FakeAUCGenerator.vb"
+#Region "Microsoft.VisualBasic::6b7a5206264cfe3798bff7fc1c803042, Data_science\DataMining\DataMining\Evaluation\LabelEvaluate\FakeAUCGenerator.vb"
 
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     ' 
@@ -40,7 +40,7 @@
     '    - Xml Docs: 66.67%
     ' 
     '   Blank Lines: 14 (16.87%)
-    '     File Size: 3.29 KB
+    '     File Size: 3.32 KB
 
 
     '     Module FakeAUCGenerator

diff --git a/Data_science/DataMining/DataMining/SelfOrganizingMap.vb b/Data_science/DataMining/DataMining/SelfOrganizingMap.vb
@@ -1,4 +1,4 @@
-#Region "Microsoft.VisualBasic::1e57e711bdabaac818f6e8f4b4288c2f, Data_science\DataMining\DataMining\SelfOrganizingMap.vb"
+#Region "Microsoft.VisualBasic::419c1aa8b9d0e1de108f4527acb5db17, Data_science\DataMining\DataMining\SelfOrganizingMap.vb"
 
     ' Author:
     ' 
@@ -40,7 +40,7 @@
     '    - Xml Docs: 66.67%
     ' 
     '   Blank Lines: 29 (19.21%)
-    '     File Size: 5.30 KB
+    '     File Size: 5.33 KB
 
 
     ' Class SelfOrganizingMap
@@ -208,4 +208,3 @@ Public Class SelfOrganizingMap
         Return class_id
     End Function
 End Class
-
diff --git a/Data_science/DataMining/DensityQuery/SLIC.vb b/Data_science/DataMining/DensityQuery/SLIC.vb
@@ -1,4 +1,67 @@
-Imports System.Drawing
+#Region "Microsoft.VisualBasic::e4e658f066eb6328a95646a96d5975ce, Data_science\DataMining\DensityQuery\SLIC.vb"
+
+    ' Author:
+    ' 
+    '       asuka ([email protected])
+    '       xie ([email protected])
+    '       xieguigang ([email protected])
+    ' 
+    ' Copyright (c) 2018 GPL3 Licensed
+    ' 
+    ' 
+    ' GNU GENERAL PUBLIC LICENSE (GPL3)
+    ' 
+    ' 
+    ' This program is free software: you can redistribute it and/or modify
+    ' it under the terms of the GNU General Public License as published by
+    ' the Free Software Foundation, either version 3 of the License, or
+    ' (at your option) any later version.
+    ' 
+    ' This program is distributed in the hope that it will be useful,
+    ' but WITHOUT ANY WARRANTY; without even the implied warranty of
+    ' MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+    ' GNU General Public License for more details.
+    ' 
+    ' You should have received a copy of the GNU General Public License
+    ' along with this program. If not, see <http://www.gnu.org/licenses/>.
+
+
+
+    ' /********************************************************************************/
+
+    ' Summaries:
+
+
+    ' Code Statistics:
+
+    '   Total Lines: 174
+    '    Code Lines: 131 (75.29%)
+    ' Comment Lines: 19 (10.92%)
+    '    - Xml Docs: 73.68%
+    ' 
+    '   Blank Lines: 24 (13.79%)
+    '     File Size: 7.04 KB
+
+
+    ' Class SLIC
+    ' 
+    '     Constructor: (+2 Overloads) Sub New
+    ' 
+    '     Function: InitializeCenters, Mean, MeasureSegments, ReadImagePixels
+    ' 
+    '     Sub: IterateClustering
+    ' 
+    ' Class SLICPixel
+    ' 
+    '     Properties: cluster, color, x, y
+    ' 
+    '     Function: DistanceTo
+    ' 
+    ' /********************************************************************************/
+
+#End Region
+
+Imports System.Drawing
 Imports Microsoft.VisualBasic.ApplicationServices.Terminal.ProgressBar.Tqdm
 Imports Microsoft.VisualBasic.Imaging.BitmapImage
 Imports Microsoft.VisualBasic.Linq
@@ -171,4 +234,4 @@ Public Class SLICPixel
         Dim colorDistance As Single = color.EuclideanDistance(p2.color)
         Return spatialDistance / regionSize + colorDistance
     End Function
-End Class
+End Class
diff --git a/Data_science/DataMining/UMAP/Components/Heaps/Heaps.vb b/Data_science/DataMining/UMAP/Components/Heaps/Heaps.vb
@@ -1,4 +1,4 @@
-#Region "Microsoft.VisualBasic::1b0172cdccee0a78d0a0f462a62b3a16, Data_science\DataMining\UMAP\Components\Heaps\Heaps.vb"
+#Region "Microsoft.VisualBasic::5b6b23e120619c48dd5e9f83689e168d, Data_science\DataMining\UMAP\Components\Heaps\Heaps.vb"
 
     ' Author:
     ' 
@@ -40,7 +40,7 @@
     '    - Xml Docs: 87.88%
     ' 
     '   Blank Lines: 46 (18.33%)
-    '     File Size: 9.55 KB
+    '     File Size: 9.54 KB
 
 
     ' Module Heaps

diff --git a/Data_science/DataMining/UMAP/Components/Utils.vb b/Data_science/DataMining/UMAP/Components/Utils.vb
@@ -1,4 +1,4 @@
-#Region "Microsoft.VisualBasic::0ee2c21e675d83ee8adc88ad2913f6a8, Data_science\DataMining\UMAP\Components\Utils.vb"
+#Region "Microsoft.VisualBasic::8fd4d60b939bac46733d5b728a6bc04a, Data_science\DataMining\UMAP\Components\Utils.vb"
 
     ' Author:
     ' 
@@ -34,19 +34,17 @@
 
     ' Code Statistics:
 
-    '   Total Lines: 97
-    '    Code Lines: 63 (64.95%)
-    ' Comment Lines: 19 (19.59%)
+    '   Total Lines: 84
+    '    Code Lines: 58 (69.05%)
+    ' Comment Lines: 12 (14.29%)
     '    - Xml Docs: 100.00%
     ' 
-    '   Blank Lines: 15 (15.46%)
-    '     File Size: 3.13 KB
+    '   Blank Lines: 14 (16.67%)
+    '     File Size: 2.62 KB
 
 
     ' Module Utils
     ' 
-    '     Properties: EnableTqdm
-    ' 
     '     Function: Empty, Filled, Range, RejectionSample
     ' 
     '     Sub: ShuffleTogether