dba5acbf99a39fa3f5a226ed00358dfc applsci1404442v2.pdf bd75a7b1864240166dd2fa9b57b819c809d9f0e4 applsci1404442v2.pdf 6c104e1f1ce97cc73137bf3150db89ac19ffcf43a227b994dd96b81204df678e applsci1404442v2.pdf Title: From Time-Series to Hybrid Models: Advancements in Short-Term Load Forecasting Embracing Smart Grid Paradigm Subject: This review paper is a foundational resource for power distribution and management decisions, thoroughly examining short-term load forecasting (STLF) models within power systems. The study categorizes these models into three groups: statistical approaches, intelligent-computing-based methods, and hybrid models. Performance indicators are compared, revealing the superiority of heuristic search and population-based optimization learning algorithms integrated with artificial neural networks (ANNs) for STLF. However, challenges persist in ANN models, particularly in weight initialization and susceptibility to local minima. The investigation underscores the necessity for sophisticated predictive models to enhance forecasting accuracy, advocating for the efficacy of hybrid models incorporating multiple predictive approaches. Acknowledging the changing landscape, the focus shifts to STLF in smart grids, exploring the transformative potential of advanced power networks. Smart measurement devices and storage systems are pivotal in boosting STLF accuracy, enabling more efficient energy management and resource allocation in evolving smart grid technologies. In summary, this review provides a comprehensive analysis of contemporary predictive models and suggests that ANNs and hybrid models could be the most suitable methods to attain reliable and accurate STLF. However, further research is required, including considerations of network complexity, improved training techniques, convergence rates, and highly correlated inputs to enhance STLF model performance in modern power systems. Keywords: short-term electrical load forecasting; time-series models; regression models; machine learning models; expert-systems-based models; metaheuristic models; hybrid models; smart grid Author: Salman Ali, Santiago Bogarra, Muhammad Naveed Riaz, Pyae Pyae Phyo, David Flynn and Ahmad Taha Creator: LaTeX with hyperref Producer: pdfTeX-1.40.25 CreationDate: Sun Jun 9 19:18:56 2024 CEST ModDate: Tue Jun 11 10:37:28 2024 CEST Custom Metadata: no Metadata Stream: no Tagged: no UserProperties: no Suspects: no Form: none JavaScript: no Pages: 46 Encrypted: no Page size: 595.276 x 841.89 pts (A4) Page rot: 0 File size: 2606979 bytes Optimized: no PDF version: 1.7 name type encoding emb sub uni object ID ------------------------------------ ----------------- ---------------- --- --- --- --------- RYFDSA+VnURWPalladioL Type 1 Custom yes yes yes 10 0 NJNDAL+URWPalladioL-Bold Type 1 Custom yes yes yes 16 0 UCHYCH+URWPalladioL-Roma Type 1 Custom yes yes yes 22 0 BMRIHC+URWPalladioL-Ital Type 1 Custom yes yes yes 27 0 CRVMKC+TimesNewRomanPS-BoldItalicMT Type 1C WinAnsi yes yes no 43 0 CGEKKA+PalatinoLinotype,Bold TrueType WinAnsi yes yes no 67 0 CGEKKB+PalatinoLinotype CID TrueType Identity-H yes yes yes 70 0 CGEKKC+PalatinoLinotype TrueType WinAnsi yes yes no 76 0 CGEKKE+PalatinoLinotype,Italic TrueType WinAnsi yes yes no 79 0 CGELBC+PalatinoLinotype TrueType MacRoman yes yes no 82 0 CGEOAC+TimesNewRoman TrueType WinAnsi yes yes no 85 0 CGEKKA+PalatinoLinotype,Bold TrueType WinAnsi yes yes no 98 0 CGEKKB+PalatinoLinotype CID TrueType Identity-H yes yes yes 101 0 CGEKKC+PalatinoLinotype TrueType WinAnsi yes yes no 107 0 CGEKKE+PalatinoLinotype,Italic TrueType WinAnsi yes yes no 110 0 CGELBC+PalatinoLinotype TrueType MacRoman yes yes no 113 0 CGEOAC+TimesNewRoman TrueType WinAnsi yes yes no 116 0 CGEOOP+Arial TrueType WinAnsi yes yes no 132 0 CGEKKA+PalatinoLinotype,Bold TrueType WinAnsi yes yes no 135 0 CGEKKB+PalatinoLinotype CID TrueType Identity-H yes yes yes 138 0 CGEKKC+PalatinoLinotype TrueType WinAnsi yes yes no 144 0 CGEKKE+PalatinoLinotype,Italic TrueType WinAnsi yes yes no 147 0 CGELBC+PalatinoLinotype TrueType MacRoman yes yes no 150 0 CGEOAC+TimesNewRoman TrueType WinAnsi yes yes no 153 0 SILDCM+CMSY10 Type 1 Builtin yes yes yes 159 0 CGEPLN+TimesNewRoman,Bold TrueType WinAnsi yes yes no 176 0 CGEKKA+PalatinoLinotype,Bold TrueType WinAnsi yes yes no 179 0 CGEKKC+PalatinoLinotype TrueType WinAnsi yes yes no 182 0 CGEKKE+PalatinoLinotype,Italic TrueType WinAnsi yes yes no 185 0 DXKCXJ+wasy9 Type 1 Builtin yes yes yes 204 0 CGEPFN+Symbol Type 1C Custom yes yes yes 227 0 CGEOOP+Arial TrueType WinAnsi yes yes no 232 0 CGEPLN+TimesNewRoman,Bold TrueType WinAnsi yes yes no 235 0 CGFDMH+TimesNewRoman,Italic TrueType WinAnsi yes yes no 238 0 CGFDOH+Symbol CID TrueType Identity-H yes yes yes 241 0 CGFDOJ+TimesNewRoman,BoldItalic TrueType WinAnsi yes yes no 247 0 CGEKKA+PalatinoLinotype,Bold TrueType WinAnsi yes yes no 250 0 CGEKKB+PalatinoLinotype CID TrueType Identity-H yes yes yes 253 0 CGEKKC+PalatinoLinotype TrueType WinAnsi yes yes no 259 0 CGEKKE+PalatinoLinotype,Italic TrueType WinAnsi yes yes no 262 0 CGELBC+PalatinoLinotype TrueType MacRoman yes yes no 265 0 CGEOAC+TimesNewRoman TrueType WinAnsi yes yes no 268 0 WMGRYN+CMEX10 Type 1 Builtin yes yes yes 278 0 QQXUPP+PazoMath Type 1 Builtin yes yes yes 283 0 CZKGAS+CMR10 Type 1 Builtin yes yes yes 288 0 CKBPVA+EURM10 Type 1 Builtin yes yes yes 296 0 CGEKKA+PalatinoLinotype,Bold TrueType WinAnsi yes yes no 318 0 CGFKID+Calibri TrueType WinAnsi yes yes no 321 0 CGEKKC+PalatinoLinotype TrueType WinAnsi yes yes no 324 0 CGEKKE+PalatinoLinotype,Italic TrueType WinAnsi yes yes no 327 0 CGEOAC+TimesNewRoman TrueType WinAnsi yes yes no 330 0 CGEKKE+PalatinoLinotype,Italic TrueType WinAnsi yes yes no 362 0 CGEKKA+PalatinoLinotype,Bold TrueType WinAnsi yes yes no 365 0 CGEKKC+PalatinoLinotype TrueType WinAnsi yes yes no 368 0 CGEPLN+TimesNewRoman,Bold TrueType WinAnsi yes yes no 371 0 CGFDOJ+TimesNewRoman,BoldItalic TrueType WinAnsi yes yes no 374 0 TRNLZC+CMMI10 Type 1 Builtin yes yes yes 383 0 CGEPLN+TimesNewRoman,Bold TrueType WinAnsi yes yes no 408 0 CGEKKA+PalatinoLinotype,Bold TrueType WinAnsi yes yes no 411 0 CGEKKB+PalatinoLinotype CID TrueType Identity-H yes yes yes 414 0 CGEKKC+PalatinoLinotype TrueType WinAnsi yes yes no 420 0 CGEKKE+PalatinoLinotype,Italic TrueType WinAnsi yes yes no 423 0 CGELBC+PalatinoLinotype TrueType MacRoman yes yes no 426 0 CGEKKA+PalatinoLinotype,Bold TrueType WinAnsi yes yes no 460 0 CGEKKB+PalatinoLinotype CID TrueType Identity-H yes yes yes 463 0 CGEKKC+PalatinoLinotype TrueType WinAnsi yes yes no 469 0 CGEKKE+PalatinoLinotype,Italic TrueType WinAnsi yes yes no 472 0 CGELBC+PalatinoLinotype TrueType MacRoman yes yes no 475 0 CGEOAC+TimesNewRoman TrueType WinAnsi yes yes no 478 0 Jhove (Rel. 1.28.0, 2023-05-18) Date: 2024-10-22 02:42:06 CEST RepresentationInformation: applsci1404442v2.pdf ReportingModule: PDF-hul, Rel. 1.12.4 (2023-03-16) LastModified: 2024-10-16 12:15:05 CEST Size: 2606979 Format: PDF Version: 1.7 Status: Well-Formed and valid SignatureMatches: PDF-hul MIMEtype: application/pdf PDFMetadata: Objects: 1220 FreeObjects: 1 IncrementalUpdates: 0 DocumentCatalog: PageLayout: SinglePage PageMode: UseNone Outlines: Item: Title: Introduction Destination: section.1 Item: Title: Methodology Destination: section.2 Item: Title: Load Forecasting Destination: section.3 Item: Title: Evaluation Criteria Destination: section.4 Item: Title: Methods for Short-Term Load Forecasting Destination: section.5 Children: Item: Title: Statistical Methods Destination: subsection.5.1 Item: Title: Intelligent-Computing-Based Models Destination: subsection.5.2 Item: Title: Hybrid Models Destination: subsection.5.3 Item: Title: Smart Grid Destination: section.6 Item: Title: Discussion Destination: section.7 Children: Item: Title: Accuracy Destination: subsection.7.1 Item: Title: Time Analysis Destination: subsection.7.2 Item: Title: Geographical Extent Destination: subsection.7.3 Item: Title: Robustness and Reliability Destination: subsection.7.4 Item: Title: Computational Efficiency and Its Impact Destination: subsection.7.5 Item: Title: Implications of Scalability Destination: subsection.7.6 Item: Title: Policy and Future Research Destination: subsection.7.7 Item: Title: Outcomes Destination: section.8 Item: Title: Research Gaps and Future Directions Destination: section.9 Item: Title: Conclusions Destination: section.10 Item: Title: References Destination: section.11 Info: Title: From Time-Series to Hybrid Models: Advancements in Short-Term Load Forecasting Embracing Smart Grid Paradigm Author: Salman Ali, Santiago Bogarra, Muhammad Naveed Riaz, Pyae Pyae Phyo, David Flynn and Ahmad Taha Subject: This review paper is a foundational resource for power distribution and management decisions, thoroughly examining short-term load forecasting (STLF) models within power systems. The study categorizes these models into three groups: statistical approaches, intelligent-computing-based methods, and hybrid models. Performance indicators are compared, revealing the superiority of heuristic search and population-based optimization learning algorithms integrated with artificial neural networks (ANNs) for STLF. However, challenges persist in ANN models, particularly in weight initialization and susceptibility to local minima. The investigation underscores the necessity for sophisticated predictive models to enhance forecasting accuracy, advocating for the efficacy of hybrid models incorporating multiple predictive approaches. Acknowledging the changing landscape, the focus shifts to STLF in smart grids, exploring the transformative potential of advanced power networks. Smart measurement devices and storage systems are pivotal in boosting STLF accuracy, enabling more efficient energy management and resource allocation in evolving smart grid technologies. In summary, this review provides a comprehensive analysis of contemporary predictive models and suggests that ANNs and hybrid models could be the most suitable methods to attain reliable and accurate STLF. However, further research is required, including considerations of network complexity, improved training techniques, convergence rates, and highly correlated inputs to enhance STLF model performance in modern power systems. Keywords: short-term electrical load forecasting; time-series models; regression models; machine learning models; expert-systems-based models; metaheuristic models; hybrid models; smart grid Creator: LaTeX with hyperref Producer: pdfTeX-1.40.25 CreationDate: Sun Jun 09 19:18:56 CEST 2024 ModDate: Tue Jun 11 10:37:28 CEST 2024 ID: 0x31176e15b554dda617acefcaaa764b9c, 0x31176e15b554dda617acefcaaa764b9c Filters: FilterPipeline: FlateDecode Fonts: Type1: Font: BaseFont: NJNDAL+URWPalladioL-Bold FontSubset: true FirstChar: 2 LastChar: 122 FontDescriptor: FontName: NJNDAL+URWPalladioL-Bold Flags: Symbolic FontBBox: -152, -301, 1000, 935 FontFile: true EncodingDictionary: Differences: true ToUnicode: true Font: BaseFont: CZKGAS+CMR10 FontSubset: true FirstChar: 40 LastChar: 61 FontDescriptor: FontName: CZKGAS+CMR10 Flags: Symbolic FontBBox: -40, -250, 1009, 750 FontFile: true ToUnicode: true Font: BaseFont: UCHYCH+URWPalladioL-Roma FontSubset: true FirstChar: 1 LastChar: 252 FontDescriptor: FontName: UCHYCH+URWPalladioL-Roma Flags: Symbolic FontBBox: -166, -283, 1021, 943 FontFile: true EncodingDictionary: Differences: true ToUnicode: true Font: BaseFont: WMGRYN+CMEX10 FontSubset: true FirstChar: 115 LastChar: 115 FontDescriptor: FontName: WMGRYN+CMEX10 Flags: Symbolic FontBBox: -24, -2960, 1454, 772 FontFile: true ToUnicode: true Font: BaseFont: CKBPVA+EURM10 FontSubset: true FirstChar: 11 LastChar: 11 FontDescriptor: FontName: CKBPVA+EURM10 Flags: Symbolic FontBBox: -32, -243, 1060, 720 FontFile: true ToUnicode: true Font: BaseFont: RYFDSA+VnURWPalladioL FontSubset: true FirstChar: 161 LastChar: 243 FontDescriptor: FontName: RYFDSA+VnURWPalladioL Flags: Symbolic FontBBox: -166, -283, 1021, 943 FontFile: true EncodingDictionary: Differences: true ToUnicode: true Font: BaseFont: BMRIHC+URWPalladioL-Ital FontSubset: true FirstChar: 2 LastChar: 122 FontDescriptor: FontName: BMRIHC+URWPalladioL-Ital Flags: Symbolic FontBBox: -170, -305, 1010, 941 FontFile: true EncodingDictionary: Differences: true ToUnicode: true Font: BaseFont: QQXUPP+PazoMath FontSubset: true FirstChar: 229 LastChar: 229 FontDescriptor: FontName: QQXUPP+PazoMath Flags: Symbolic FontBBox: -40, -283, 878, 946 FontFile: true ToUnicode: true Font: BaseFont: DXKCXJ+wasy9 FontSubset: true FirstChar: 8 LastChar: 8 FontDescriptor: FontName: DXKCXJ+wasy9 Flags: Symbolic FontBBox: -21, -1667, 1768, 753 FontFile: true ToUnicode: true Font: BaseFont: SILDCM+CMSY10 FontSubset: true FirstChar: 0 LastChar: 106 FontDescriptor: FontName: SILDCM+CMSY10 Flags: Symbolic FontBBox: -29, -960, 1116, 775 FontFile: true ToUnicode: true Font: BaseFont: TRNLZC+CMMI10 FontSubset: true FirstChar: 96 LastChar: 96 FontDescriptor: FontName: TRNLZC+CMMI10 Flags: Symbolic FontBBox: -32, -250, 1048, 750 FontFile: true ToUnicode: true Pages: Page: Sequence: 1 Annotations: Annotation: Subtype: Link Rect: 34, 269, 149, 278 Annotation: Subtype: Link Rect: 34, 164, 96, 186 Annotation: Subtype: Link Rect: 125, 90, 154, 99 Annotation: Subtype: Link Rect: 34, 78, 149, 87 Annotation: Subtype: Link Rect: 34, 756, 175, 792 Annotation: Subtype: Link Rect: 515, 756, 560, 792 Annotation: Subtype: Link Rect: 92, 660, 103, 674 Annotation: Subtype: Link Rect: 198, 660, 209, 674 Annotation: Subtype: Link Rect: 418, 660, 429, 674 Annotation: Subtype: Link Rect: 496, 660, 507, 674 Annotation: Subtype: Link Rect: 118, 650, 130, 661 Annotation: Subtype: Link Rect: 411, 182, 418, 191 ActionDest: 518 Annotation: Subtype: Link Rect: 512, 179, 519, 191 ActionDest: 57 Annotation: Subtype: Link Rect: 549, 119, 556, 128 ActionDest: 518 Annotation: Subtype: Link Rect: 524, 82, 531, 91 ActionDest: 518 Annotation: Subtype: Link Rect: 534, 82, 541, 91 ActionDest: 518 Annotation: Subtype: Link Rect: 120, 17, 258, 28 Annotation: Subtype: Link Rect: 411, 17, 560, 28 Annotation: Subtype: Link Rect: 34, 354, 87, 373 Page: Sequence: 2 Annotations: Annotation: Subtype: Link Rect: 309, 570, 316, 579 ActionDest: 518 Annotation: Subtype: Link Rect: 320, 570, 327, 579 ActionDest: 518 Annotation: Subtype: Link Rect: 463, 519, 475, 529 ActionDest: 518 Annotation: Subtype: Link Rect: 475, 520, 487, 529 ActionDest: 518 Annotation: Subtype: Link Rect: 516, 444, 528, 453 ActionDest: 518 Annotation: Subtype: Link Rect: 366, 419, 378, 428 ActionDest: 518 Annotation: Subtype: Link Rect: 382, 379, 389, 391 ActionDest: 57 Annotation: Subtype: Link Rect: 368, 366, 375, 378 ActionDest: 122 Annotation: Subtype: Link Rect: 380, 369, 387, 378 ActionDest: 518 Annotation: Subtype: Link Rect: 454, 344, 466, 353 ActionDest: 518 Annotation: Subtype: Link Rect: 188, 319, 200, 328 ActionDest: 518 Annotation: Subtype: Link Rect: 472, 231, 484, 240 ActionDest: 518 Page: Sequence: 3 Annotations: Annotation: Subtype: Link Rect: 552, 519, 559, 531 ActionDest: 164 Annotation: Subtype: Link Rect: 420, 484, 432, 493 ActionDest: 518 Annotation: Subtype: Link Rect: 288, 472, 300, 481 ActionDest: 518 Annotation: Subtype: Link Rect: 232, 459, 244, 468 ActionDest: 518 Annotation: Subtype: Link Rect: 473, 459, 485, 468 ActionDest: 518 Annotation: Subtype: Link Rect: 488, 459, 500, 468 ActionDest: 518 Annotation: Subtype: Link Rect: 295, 446, 307, 456 ActionDest: 518 Annotation: Subtype: Link Rect: 514, 447, 526, 456 ActionDest: 518 Annotation: Subtype: Link Rect: 481, 421, 493, 430 ActionDest: 518 Annotation: Subtype: Link Rect: 494, 421, 506, 430 ActionDest: 518 Annotation: Subtype: Link Rect: 306, 346, 318, 355 ActionDest: 521 Annotation: Subtype: Link Rect: 448, 281, 455, 293 ActionDest: 156 Page: Sequence: 4 Annotations: Annotation: Subtype: Link Rect: 222, 716, 229, 728 ActionDest: 156 Annotation: Subtype: Link Rect: 553, 716, 560, 728 ActionDest: 164 Annotation: Subtype: Link Rect: 401, 691, 408, 703 ActionDest: 275 Annotation: Subtype: Link Rect: 351, 678, 358, 690 ActionDest: 293 Annotation: Subtype: Link Rect: 241, 665, 248, 677 ActionDest: 392 Annotation: Subtype: Link Rect: 201, 653, 208, 665 ActionDest: 435 Annotation: Subtype: Link Rect: 553, 653, 560, 665 ActionDest: 496 Annotation: Subtype: Link Rect: 343, 640, 350, 652 ActionDest: 499 Annotation: Subtype: Link Rect: 199, 628, 211, 640 ActionDest: 503 Annotation: Subtype: Link Rect: 282, 592, 294, 602 ActionDest: 521 Annotation: Subtype: Link Rect: 295, 592, 307, 602 ActionDest: 521 Annotation: Subtype: Link Rect: 290, 257, 297, 269 ActionDest: 164 Annotation: Subtype: Link Rect: 327, 257, 334, 269 ActionDest: 164 Annotation: Subtype: Link Rect: 59, 190, 70, 198 ActionDest: 521 Annotation: Subtype: Link Rect: 59, 162, 70, 171 ActionDest: 521 Annotation: Subtype: Link Rect: 59, 129, 70, 137 ActionDest: 521 Annotation: Subtype: Link Rect: 59, 95, 70, 104 ActionDest: 521 Page: Sequence: 5 Annotations: Annotation: Subtype: Link Rect: 59, 693, 70, 702 ActionDest: 521 Annotation: Subtype: Link Rect: 59, 665, 70, 674 ActionDest: 521 Annotation: Subtype: Link Rect: 59, 643, 70, 652 ActionDest: 521 Annotation: Subtype: Link Rect: 59, 622, 70, 630 ActionDest: 521 Annotation: Subtype: Link Rect: 59, 605, 70, 614 ActionDest: 521 Annotation: Subtype: Link Rect: 59, 583, 70, 592 ActionDest: 521 Annotation: Subtype: Link Rect: 313, 169, 320, 181 ActionDest: 201 Annotation: Subtype: Link Rect: 336, 147, 348, 156 ActionDest: 521 Annotation: Subtype: Link Rect: 553, 119, 560, 131 ActionDest: 201 Annotation: Subtype: Link Rect: 544, 109, 556, 118 ActionDest: 521 Page: Sequence: 6 Annotations: Annotation: Subtype: Link Rect: 482, 342, 493, 351 ActionDest: 521 Annotation: Subtype: Link Rect: 505, 327, 516, 335 ActionDest: 521 Annotation: Subtype: Link Rect: 538, 311, 549, 319 ActionDest: 521 Annotation: Subtype: Link Rect: 502, 295, 513, 303 ActionDest: 521 Annotation: Subtype: Link Rect: 420, 279, 431, 288 ActionDest: 521 Annotation: Subtype: Link Rect: 538, 264, 549, 272 ActionDest: 521 Annotation: Subtype: Link Rect: 538, 248, 549, 256 ActionDest: 521 Annotation: Subtype: Link Rect: 519, 232, 530, 240 ActionDest: 521 Annotation: Subtype: Link Rect: 278, 205, 289, 214 ActionDest: 521 Annotation: Subtype: Link Rect: 315, 179, 326, 187 ActionDest: 521 Annotation: Subtype: Link Rect: 548, 121, 555, 133 ActionDest: 209 Annotation: Subtype: Link Rect: 309, 111, 321, 120 ActionDest: 521 Page: Sequence: 7 Annotations: Annotation: Subtype: Link Rect: 225, 504, 237, 514 ActionDest: 521 Annotation: Subtype: Link Rect: 245, 479, 257, 488 ActionDest: 521 Annotation: Subtype: Link Rect: 402, 429, 414, 438 ActionDest: 521 Annotation: Subtype: Link Rect: 364, 404, 376, 413 ActionDest: 521 Annotation: Subtype: Link Rect: 544, 391, 556, 401 ActionDest: 521 Annotation: Subtype: Link Rect: 526, 379, 537, 388 ActionDest: 524 Annotation: Subtype: Link Rect: 544, 329, 556, 338 ActionDest: 524 Annotation: Subtype: Link Rect: 480, 304, 492, 313 ActionDest: 524 Annotation: Subtype: Link Rect: 231, 279, 243, 288 ActionDest: 524 Annotation: Subtype: Link Rect: 394, 253, 406, 263 ActionDest: 524 Annotation: Subtype: Link Rect: 209, 166, 221, 175 ActionDest: 524 Annotation: Subtype: Link Rect: 404, 163, 411, 175 ActionDest: 293 Annotation: Subtype: Link Rect: 393, 75, 400, 87 ActionDest: 209 Page: Sequence: 8 Annotations: Annotation: Subtype: Link Rect: 362, 700, 369, 712 ActionDest: 275 Annotation: Subtype: Link Rect: 218, 590, 230, 599 ActionDest: 521 Annotation: Subtype: Link Rect: 544, 590, 556, 599 ActionDest: 524 Annotation: Subtype: Link Rect: 298, 251, 309, 260 ActionDest: 524 Page: Sequence: 9 Annotations: Annotation: Subtype: Link Rect: 403, 693, 415, 702 ActionDest: 524 Annotation: Subtype: Link Rect: 396, 627, 408, 636 ActionDest: 521 Annotation: Subtype: Link Rect: 242, 349, 249, 361 ActionDest: 293 Annotation: Subtype: Link Rect: 269, 349, 276, 361 ActionDest: 392 Annotation: Subtype: Link Rect: 315, 298, 322, 310 ActionDest: 293 Annotation: Subtype: Link Rect: 342, 298, 350, 310 ActionDest: 392 Annotation: Subtype: Link Rect: 477, 198, 484, 210 ActionDest: 301 Annotation: Subtype: Link Rect: 487, 198, 494, 210 ActionDest: 308 Page: Sequence: 10 Page: Sequence: 11 Page: Sequence: 12 Annotations: Annotation: Subtype: Link Rect: 247, 377, 259, 386 ActionDest: 524 Annotation: Subtype: Link Rect: 317, 339, 328, 348 ActionDest: 524 Annotation: Subtype: Link Rect: 361, 336, 368, 348 ActionDest: 301 Annotation: Subtype: Link Rect: 424, 311, 431, 323 ActionDest: 340 Annotation: Subtype: Link Rect: 494, 301, 506, 310 ActionDest: 521 Annotation: Subtype: Link Rect: 507, 301, 519, 310 ActionDest: 524 Annotation: Subtype: Link Rect: 519, 301, 531, 310 ActionDest: 524 Annotation: Subtype: Link Rect: 386, 286, 393, 298 ActionDest: 340 Annotation: Subtype: Link Rect: 217, 223, 224, 235 ActionDest: 308 Annotation: Subtype: Link Rect: 467, 223, 474, 235 ActionDest: 340 Page: Sequence: 13 Annotations: Annotation: Subtype: Link Rect: 51, 578, 62, 586 ActionDest: 524 Annotation: Subtype: Link Rect: 51, 546, 62, 554 ActionDest: 524 Annotation: Subtype: Link Rect: 51, 519, 62, 527 ActionDest: 524 Annotation: Subtype: Link Rect: 51, 492, 62, 501 ActionDest: 524 Annotation: Subtype: Link Rect: 51, 466, 62, 474 ActionDest: 524 Annotation: Subtype: Link Rect: 51, 423, 62, 431 ActionDest: 524 Annotation: Subtype: Link Rect: 51, 397, 62, 405 ActionDest: 524 Annotation: Subtype: Link Rect: 51, 370, 62, 378 ActionDest: 524 Annotation: Subtype: Link Rect: 51, 343, 62, 351 ActionDest: 524 Annotation: Subtype: Link Rect: 51, 300, 62, 309 ActionDest: 524 Annotation: Subtype: Link Rect: 51, 274, 62, 282 ActionDest: 524 Annotation: Subtype: Link Rect: 51, 247, 62, 255 ActionDest: 524 Annotation: Subtype: Link Rect: 51, 220, 62, 229 ActionDest: 524 Annotation: Subtype: Link Rect: 51, 194, 62, 202 ActionDest: 524 Annotation: Subtype: Link Rect: 51, 151, 62, 160 ActionDest: 524 Annotation: Subtype: Link Rect: 51, 124, 62, 133 ActionDest: 524 Annotation: Subtype: Link Rect: 51, 98, 62, 106 ActionDest: 524 Page: Sequence: 14 Annotations: Annotation: Subtype: Link Rect: 51, 638, 62, 646 ActionDest: 527 Annotation: Subtype: Link Rect: 51, 611, 62, 619 ActionDest: 527 Annotation: Subtype: Link Rect: 51, 568, 62, 577 ActionDest: 527 Annotation: Subtype: Link Rect: 51, 520, 62, 529 ActionDest: 527 Annotation: Subtype: Link Rect: 51, 488, 62, 497 ActionDest: 527 Annotation: Subtype: Link Rect: 51, 462, 62, 470 ActionDest: 527 Annotation: Subtype: Link Rect: 51, 419, 62, 427 ActionDest: 527 Annotation: Subtype: Link Rect: 51, 377, 62, 385 ActionDest: 527 Annotation: Subtype: Link Rect: 51, 344, 62, 353 ActionDest: 527 Annotation: Subtype: Link Rect: 51, 296, 62, 305 ActionDest: 527 Annotation: Subtype: Link Rect: 51, 270, 62, 278 ActionDest: 527 Annotation: Subtype: Link Rect: 51, 243, 62, 251 ActionDest: 527 Annotation: Subtype: Link Rect: 49, 216, 64, 225 ActionDest: 527 Annotation: Subtype: Link Rect: 49, 174, 64, 182 ActionDest: 527 Annotation: Subtype: Link Rect: 49, 147, 64, 155 ActionDest: 527 Annotation: Subtype: Link Rect: 49, 120, 64, 129 ActionDest: 527 Annotation: Subtype: Link Rect: 49, 94, 64, 102 ActionDest: 527 Page: Sequence: 15 Annotations: Annotation: Subtype: Link Rect: 49, 638, 64, 646 ActionDest: 527 Annotation: Subtype: Link Rect: 49, 605, 64, 614 ActionDest: 527 Annotation: Subtype: Link Rect: 49, 573, 64, 582 ActionDest: 527 Annotation: Subtype: Link Rect: 51, 547, 62, 555 ActionDest: 521 Annotation: Subtype: Link Rect: 49, 520, 64, 528 ActionDest: 527 Annotation: Subtype: Link Rect: 51, 493, 62, 501 ActionDest: 524 Annotation: Subtype: Link Rect: 49, 455, 64, 464 ActionDest: 527 Annotation: Subtype: Link Rect: 49, 418, 64, 426 ActionDest: 527 Annotation: Subtype: Link Rect: 380, 259, 396, 268 ActionDest: 527 Annotation: Subtype: Link Rect: 213, 244, 220, 256 ActionDest: 349 Annotation: Subtype: Link Rect: 309, 219, 316, 231 ActionDest: 304 Annotation: Subtype: Link Rect: 499, 194, 506, 206 ActionDest: 349 Annotation: Subtype: Link Rect: 214, 171, 226, 180 ActionDest: 521 Annotation: Subtype: Link Rect: 226, 171, 243, 180 ActionDest: 527 Annotation: Subtype: Link Rect: 246, 171, 263, 180 ActionDest: 534 Page: Sequence: 16 Annotations: Annotation: Subtype: Link Rect: 49, 571, 64, 579 ActionDest: 527 Annotation: Subtype: Link Rect: 49, 544, 64, 552 ActionDest: 527 Annotation: Subtype: Link Rect: 49, 517, 64, 526 ActionDest: 527 Annotation: Subtype: Link Rect: 49, 491, 64, 499 ActionDest: 527 Annotation: Subtype: Link Rect: 51, 464, 62, 472 ActionDest: 521 Annotation: Subtype: Link Rect: 49, 437, 64, 445 ActionDest: 527 Annotation: Subtype: Link Rect: 49, 410, 64, 419 ActionDest: 527 Annotation: Subtype: Link Rect: 49, 384, 64, 392 ActionDest: 527 Annotation: Subtype: Link Rect: 49, 351, 64, 360 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 314, 64, 322 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 281, 64, 290 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 255, 64, 263 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 228, 64, 236 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 201, 64, 210 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 175, 64, 183 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 148, 64, 156 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 99, 64, 108 ActionDest: 530 Page: Sequence: 17 Annotations: Annotation: Subtype: Link Rect: 49, 638, 64, 646 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 611, 64, 619 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 579, 64, 587 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 547, 64, 555 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 520, 64, 528 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 493, 64, 501 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 466, 64, 475 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 440, 64, 448 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 413, 64, 421 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 386, 64, 395 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 359, 64, 368 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 316, 64, 325 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 273, 64, 282 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 235, 64, 244 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 187, 64, 195 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 149, 64, 158 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 122, 64, 131 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 96, 64, 104 ActionDest: 530 Page: Sequence: 18 Annotations: Annotation: Subtype: Link Rect: 49, 627, 64, 635 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 578, 64, 586 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 541, 64, 549 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 514, 64, 522 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 487, 64, 495 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 460, 64, 469 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 433, 64, 442 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 407, 64, 415 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 380, 64, 388 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 353, 64, 362 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 311, 64, 319 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 284, 64, 293 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 257, 64, 266 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 231, 64, 239 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 204, 64, 212 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 177, 64, 186 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 151, 64, 159 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 124, 64, 132 ActionDest: 534 Page: Sequence: 19 Annotations: Annotation: Subtype: Link Rect: 192, 662, 204, 674 ActionDest: 392 Annotation: Subtype: Link Rect: 284, 600, 291, 612 ActionDest: 352 Annotation: Subtype: Link Rect: 496, 600, 503, 612 ActionDest: 352 Annotation: Subtype: Link Rect: 365, 590, 382, 599 ActionDest: 534 Annotation: Subtype: Link Rect: 248, 575, 260, 587 ActionDest: 392 Annotation: Subtype: Link Rect: 371, 565, 388, 574 ActionDest: 534 Annotation: Subtype: Link Rect: 388, 565, 405, 574 ActionDest: 534 Page: Sequence: 20 Annotations: Annotation: Subtype: Link Rect: 49, 583, 64, 592 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 557, 64, 565 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 530, 64, 538 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 498, 64, 506 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 466, 64, 474 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 439, 64, 447 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 412, 64, 421 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 386, 64, 394 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 359, 64, 367 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 332, 64, 340 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 305, 64, 314 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 268, 64, 276 ActionDest: 534 Annotation: Subtype: Link Rect: 49, 230, 64, 238 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 203, 64, 212 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 166, 64, 174 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 122, 64, 131 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 90, 64, 99 ActionDest: 537 Page: Sequence: 21 Annotations: Annotation: Subtype: Link Rect: 49, 638, 64, 646 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 611, 64, 619 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 579, 64, 587 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 547, 64, 555 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 509, 64, 517 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 471, 64, 480 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 444, 64, 453 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 418, 64, 426 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 391, 64, 399 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 364, 64, 373 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 338, 64, 346 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 311, 64, 319 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 284, 64, 293 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 257, 64, 266 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 231, 64, 239 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 204, 64, 212 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 177, 64, 186 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 145, 64, 153 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 113, 64, 121 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 86, 64, 95 ActionDest: 537 Page: Sequence: 22 Annotations: Annotation: Subtype: Link Rect: 49, 627, 64, 635 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 589, 64, 597 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 562, 64, 571 ActionDest: 537 Annotation: Subtype: Link Rect: 49, 536, 64, 544 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 509, 64, 517 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 482, 64, 491 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 444, 64, 453 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 407, 64, 415 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 380, 64, 388 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 353, 64, 362 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 327, 64, 335 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 300, 64, 308 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 268, 64, 276 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 235, 64, 244 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 203, 64, 212 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 166, 64, 174 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 133, 64, 142 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 107, 64, 115 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 80, 64, 88 ActionDest: 540 Page: Sequence: 23 Annotations: Annotation: Subtype: Link Rect: 49, 627, 64, 635 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 584, 64, 592 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 540, 64, 549 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 492, 64, 500 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 454, 64, 462 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 422, 64, 430 ActionDest: 540 Annotation: Subtype: Link Rect: 51, 379, 62, 387 ActionDest: 524 Annotation: Subtype: Link Rect: 49, 341, 64, 349 ActionDest: 534 Annotation: Subtype: Link Rect: 313, 270, 330, 279 ActionDest: 540 Annotation: Subtype: Link Rect: 333, 270, 349, 279 ActionDest: 540 Annotation: Subtype: Link Rect: 441, 268, 452, 280 ActionDest: 395 Annotation: Subtype: Link Rect: 422, 258, 439, 267 ActionDest: 540 Annotation: Subtype: Link Rect: 440, 258, 457, 267 ActionDest: 540 Annotation: Subtype: Link Rect: 431, 245, 448, 254 ActionDest: 540 Annotation: Subtype: Link Rect: 435, 195, 452, 204 ActionDest: 543 Annotation: Subtype: Link Rect: 453, 195, 470, 204 ActionDest: 543 Annotation: Subtype: Link Rect: 380, 145, 397, 154 ActionDest: 543 Annotation: Subtype: Link Rect: 400, 145, 417, 154 ActionDest: 543 Annotation: Subtype: Link Rect: 404, 132, 421, 141 ActionDest: 543 Annotation: Subtype: Link Rect: 422, 132, 439, 141 ActionDest: 543 Page: Sequence: 24 Annotations: Annotation: Subtype: Link Rect: 315, 399, 332, 408 ActionDest: 543 Annotation: Subtype: Link Rect: 364, 396, 375, 408 ActionDest: 395 Page: Sequence: 25 Annotations: Annotation: Subtype: Link Rect: 330, 728, 337, 740 ActionDest: 398 Annotation: Subtype: Link Rect: 254, 392, 267, 404 ActionDest: 435 Annotation: Subtype: Link Rect: 333, 382, 344, 391 ActionDest: 521 Annotation: Subtype: Link Rect: 345, 382, 362, 391 ActionDest: 530 Annotation: Subtype: Link Rect: 362, 382, 379, 391 ActionDest: 543 Annotation: Subtype: Link Rect: 380, 382, 397, 391 ActionDest: 543 Annotation: Subtype: Link Rect: 235, 367, 247, 379 ActionDest: 435 Annotation: Subtype: Link Rect: 49, 157, 64, 165 ActionDest: 543 Annotation: Subtype: Link Rect: 49, 119, 64, 127 ActionDest: 543 Annotation: Subtype: Link Rect: 49, 81, 64, 90 ActionDest: 543 Page: Sequence: 26 Annotations: Annotation: Subtype: Link Rect: 49, 638, 64, 646 ActionDest: 543 Annotation: Subtype: Link Rect: 49, 600, 64, 608 ActionDest: 543 Annotation: Subtype: Link Rect: 49, 557, 64, 565 ActionDest: 543 Annotation: Subtype: Link Rect: 49, 525, 64, 533 ActionDest: 543 Annotation: Subtype: Link Rect: 49, 492, 64, 501 ActionDest: 543 Annotation: Subtype: Link Rect: 49, 455, 64, 463 ActionDest: 543 Annotation: Subtype: Link Rect: 51, 417, 62, 425 ActionDest: 521 Annotation: Subtype: Link Rect: 49, 379, 64, 388 ActionDest: 543 Annotation: Subtype: Link Rect: 49, 342, 64, 350 ActionDest: 530 Annotation: Subtype: Link Rect: 49, 304, 64, 312 ActionDest: 543 Annotation: Subtype: Link Rect: 49, 266, 64, 275 ActionDest: 543 Annotation: Subtype: Link Rect: 49, 223, 64, 232 ActionDest: 543 Annotation: Subtype: Link Rect: 49, 175, 64, 183 ActionDest: 543 Annotation: Subtype: Link Rect: 49, 126, 64, 134 ActionDest: 543 Annotation: Subtype: Link Rect: 49, 83, 64, 91 ActionDest: 543 Page: Sequence: 27 Annotations: Annotation: Subtype: Link Rect: 49, 632, 64, 641 ActionDest: 543 Annotation: Subtype: Link Rect: 49, 600, 64, 608 ActionDest: 543 Annotation: Subtype: Link Rect: 49, 568, 64, 576 ActionDest: 543 Annotation: Subtype: Link Rect: 49, 530, 64, 538 ActionDest: 543 Annotation: Subtype: Link Rect: 49, 492, 64, 501 ActionDest: 546 Annotation: Subtype: Link Rect: 49, 449, 64, 458 ActionDest: 546 Annotation: Subtype: Link Rect: 49, 406, 64, 414 ActionDest: 546 Annotation: Subtype: Link Rect: 49, 368, 64, 377 ActionDest: 546 Annotation: Subtype: Link Rect: 49, 336, 64, 345 ActionDest: 546 Annotation: Subtype: Link Rect: 49, 304, 64, 312 ActionDest: 546 Annotation: Subtype: Link Rect: 49, 261, 64, 269 ActionDest: 546 Annotation: Subtype: Link Rect: 49, 212, 64, 221 ActionDest: 546 Annotation: Subtype: Link Rect: 49, 169, 64, 177 ActionDest: 546 Annotation: Subtype: Link Rect: 49, 132, 64, 140 ActionDest: 546 Annotation: Subtype: Link Rect: 49, 94, 64, 102 ActionDest: 546 Page: Sequence: 28 Annotations: Annotation: Subtype: Link Rect: 49, 632, 64, 641 ActionDest: 546 Annotation: Subtype: Link Rect: 49, 595, 64, 603 ActionDest: 546 Annotation: Subtype: Link Rect: 49, 557, 64, 565 ActionDest: 546 Annotation: Subtype: Link Rect: 49, 519, 64, 528 ActionDest: 546 Annotation: Subtype: Link Rect: 49, 482, 64, 490 ActionDest: 546 Annotation: Subtype: Link Rect: 49, 444, 64, 452 ActionDest: 546 Annotation: Subtype: Link Rect: 49, 406, 64, 414 ActionDest: 546 Annotation: Subtype: Link Rect: 49, 363, 64, 371 ActionDest: 540 Annotation: Subtype: Link Rect: 49, 314, 64, 323 ActionDest: 546 Annotation: Subtype: Link Rect: 49, 266, 64, 274 ActionDest: 546 Annotation: Subtype: Link Rect: 49, 223, 64, 231 ActionDest: 543 Annotation: Subtype: Link Rect: 397, 105, 404, 117 ActionDest: 340 Annotation: Subtype: Link Rect: 407, 105, 419, 117 ActionDest: 392 Page: Sequence: 29 Annotations: Annotation: Subtype: Link Rect: 283, 303, 300, 312 ActionDest: 546 Annotation: Subtype: Link Rect: 373, 276, 380, 288 ActionDest: 438 Page: Sequence: 30 Page: Sequence: 31 Annotations: Annotation: Subtype: Link Rect: 202, 263, 214, 272 ActionDest: 503 Page: Sequence: 32 Page: Sequence: 33 Page: Sequence: 34 Page: Sequence: 35 Page: Sequence: 36 Page: Sequence: 37 Annotations: Annotation: Subtype: Link Rect: 312, 727, 560, 738 Annotation: Subtype: Link Rect: 56, 715, 131, 726 Annotation: Subtype: Link Rect: 464, 692, 501, 703 Annotation: Subtype: Link Rect: 166, 670, 203, 680 Annotation: Subtype: Link Rect: 230, 646, 267, 657 Annotation: Subtype: Link Rect: 336, 623, 374, 634 Annotation: Subtype: Link Rect: 261, 601, 299, 611 Annotation: Subtype: Link Rect: 453, 577, 491, 588 Annotation: Subtype: Link Rect: 367, 554, 405, 565 Annotation: Subtype: Link Rect: 320, 531, 357, 542 Annotation: Subtype: Link Rect: 337, 508, 374, 519 Annotation: Subtype: Link Rect: 433, 485, 470, 496 Annotation: Subtype: Link Rect: 263, 439, 300, 450 Annotation: Subtype: Link Rect: 283, 416, 320, 427 Annotation: Subtype: Link Rect: 466, 404, 504, 415 Annotation: Subtype: Link Rect: 520, 381, 557, 392 Annotation: Subtype: Link Rect: 330, 358, 368, 369 Annotation: Subtype: Link Rect: 135, 336, 173, 346 Annotation: Subtype: Link Rect: 234, 312, 271, 323 Annotation: Subtype: Link Rect: 140, 279, 177, 289 Annotation: Subtype: Link Rect: 59, 256, 96, 266 Annotation: Subtype: Link Rect: 438, 243, 476, 254 Annotation: Subtype: Link Rect: 287, 220, 324, 231 Annotation: Subtype: Link Rect: 169, 197, 206, 208 Annotation: Subtype: Link Rect: 59, 175, 96, 185 Annotation: Subtype: Link Rect: 241, 152, 278, 162 Annotation: Subtype: Link Rect: 305, 128, 343, 139 Annotation: Subtype: Link Rect: 419, 105, 457, 116 Annotation: Subtype: Link Rect: 135, 83, 173, 93 Page: Sequence: 38 Annotations: Annotation: Subtype: Link Rect: 131, 730, 168, 741 Annotation: Subtype: Link Rect: 300, 706, 338, 718 Annotation: Subtype: Link Rect: 294, 683, 331, 694 Annotation: Subtype: Link Rect: 131, 661, 168, 671 Annotation: Subtype: Link Rect: 397, 649, 434, 660 Annotation: Subtype: Link Rect: 118, 627, 155, 637 Annotation: Subtype: Link Rect: 193, 603, 231, 614 Annotation: Subtype: Link Rect: 292, 580, 330, 591 Annotation: Subtype: Link Rect: 489, 568, 527, 579 Annotation: Subtype: Link Rect: 109, 546, 146, 556 Annotation: Subtype: Link Rect: 474, 499, 512, 510 Annotation: Subtype: Link Rect: 244, 477, 282, 487 Annotation: Subtype: Link Rect: 104, 454, 141, 464 Annotation: Subtype: Link Rect: 330, 430, 367, 441 Annotation: Subtype: Link Rect: 95, 408, 133, 418 Annotation: Subtype: Link Rect: 273, 384, 310, 395 Annotation: Subtype: Link Rect: 59, 351, 96, 361 Annotation: Subtype: Link Rect: 489, 338, 527, 349 Annotation: Subtype: Link Rect: 354, 315, 391, 326 Annotation: Subtype: Link Rect: 243, 292, 281, 303 Annotation: Subtype: Link Rect: 263, 270, 300, 280 Annotation: Subtype: Link Rect: 233, 246, 271, 257 Annotation: Subtype: Link Rect: 260, 223, 298, 234 Annotation: Subtype: Link Rect: 102, 189, 139, 200 Annotation: Subtype: Link Rect: 520, 166, 557, 177 Annotation: Subtype: Link Rect: 59, 155, 95, 165 Annotation: Subtype: Link Rect: 95, 132, 132, 142 Annotation: Subtype: Link Rect: 343, 108, 381, 119 Annotation: Subtype: Link Rect: 104, 86, 142, 96 Page: Sequence: 39 Annotations: Annotation: Subtype: Link Rect: 131, 730, 168, 741 Annotation: Subtype: Link Rect: 287, 707, 324, 718 Annotation: Subtype: Link Rect: 195, 684, 233, 694 Annotation: Subtype: Link Rect: 479, 660, 517, 671 Annotation: Subtype: Link Rect: 223, 638, 261, 648 Annotation: Subtype: Link Rect: 253, 614, 291, 625 Annotation: Subtype: Link Rect: 268, 592, 305, 602 Annotation: Subtype: Link Rect: 262, 569, 300, 579 Annotation: Subtype: Link Rect: 388, 511, 425, 522 Annotation: Subtype: Link Rect: 59, 466, 96, 476 Annotation: Subtype: Link Rect: 520, 442, 557, 453 Annotation: Subtype: Link Rect: 59, 420, 96, 430 Annotation: Subtype: Link Rect: 198, 396, 235, 407 Annotation: Subtype: Link Rect: 140, 374, 177, 384 Annotation: Subtype: Link Rect: 95, 351, 133, 361 Annotation: Subtype: Link Rect: 157, 328, 194, 338 Annotation: Subtype: Link Rect: 177, 304, 214, 315 Annotation: Subtype: Link Rect: 221, 304, 257, 315 Annotation: Subtype: Link Rect: 424, 281, 462, 292 Annotation: Subtype: Link Rect: 290, 258, 327, 269 Annotation: Subtype: Link Rect: 140, 236, 177, 246 Annotation: Subtype: Link Rect: 330, 212, 368, 223 Annotation: Subtype: Link Rect: 320, 189, 358, 200 Annotation: Subtype: Link Rect: 113, 167, 150, 177 Annotation: Subtype: Link Rect: 249, 143, 286, 154 Annotation: Subtype: Link Rect: 206, 121, 243, 131 Annotation: Subtype: Link Rect: 419, 97, 457, 108 Annotation: Subtype: Link Rect: 182, 74, 220, 85 Page: Sequence: 40 Annotations: Annotation: Subtype: Link Rect: 245, 730, 282, 741 Annotation: Subtype: Link Rect: 326, 707, 364, 718 Annotation: Subtype: Link Rect: 262, 661, 299, 671 Annotation: Subtype: Link Rect: 224, 638, 262, 648 Annotation: Subtype: Link Rect: 131, 615, 168, 625 Annotation: Subtype: Link Rect: 518, 603, 555, 614 Annotation: Subtype: Link Rect: 191, 580, 229, 591 Annotation: Subtype: Link Rect: 243, 557, 281, 568 Annotation: Subtype: Link Rect: 127, 535, 165, 545 Annotation: Subtype: Link Rect: 520, 522, 557, 533 Annotation: Subtype: Link Rect: 59, 500, 96, 510 Annotation: Subtype: Link Rect: 240, 476, 278, 487 Annotation: Subtype: Link Rect: 156, 453, 194, 464 Annotation: Subtype: Link Rect: 152, 430, 189, 441 Annotation: Subtype: Link Rect: 234, 407, 271, 418 Annotation: Subtype: Link Rect: 104, 385, 141, 395 Annotation: Subtype: Link Rect: 203, 361, 241, 372 Annotation: Subtype: Link Rect: 271, 338, 308, 349 Annotation: Subtype: Link Rect: 108, 316, 146, 326 Annotation: Subtype: Link Rect: 59, 282, 96, 292 Annotation: Subtype: Link Rect: 113, 259, 150, 269 Annotation: Subtype: Link Rect: 95, 236, 133, 246 Annotation: Subtype: Link Rect: 266, 212, 304, 223 Annotation: Subtype: Link Rect: 211, 189, 248, 200 Annotation: Subtype: Link Rect: 402, 166, 439, 177 Annotation: Subtype: Link Rect: 443, 143, 481, 154 Annotation: Subtype: Link Rect: 263, 121, 300, 131 Annotation: Subtype: Link Rect: 205, 97, 243, 108 Annotation: Subtype: Link Rect: 319, 74, 357, 85 Page: Sequence: 41 Annotations: Annotation: Subtype: Link Rect: 186, 730, 223, 741 Annotation: Subtype: Link Rect: 193, 707, 231, 718 Annotation: Subtype: Link Rect: 271, 672, 309, 683 Annotation: Subtype: Link Rect: 385, 649, 422, 660 Annotation: Subtype: Link Rect: 338, 626, 376, 637 Annotation: Subtype: Link Rect: 454, 603, 491, 614 Annotation: Subtype: Link Rect: 394, 580, 431, 591 Annotation: Subtype: Link Rect: 59, 546, 96, 556 Annotation: Subtype: Link Rect: 286, 522, 324, 533 Annotation: Subtype: Link Rect: 497, 499, 535, 510 Annotation: Subtype: Link Rect: 303, 476, 341, 487 Annotation: Subtype: Link Rect: 180, 453, 218, 464 Annotation: Subtype: Link Rect: 127, 431, 164, 441 Annotation: Subtype: Link Rect: 430, 419, 468, 430 Annotation: Subtype: Link Rect: 228, 396, 266, 407 Annotation: Subtype: Link Rect: 340, 373, 377, 384 Annotation: Subtype: Link Rect: 431, 350, 469, 361 Annotation: Subtype: Link Rect: 113, 328, 151, 338 Annotation: Subtype: Link Rect: 392, 304, 430, 315 Annotation: Subtype: Link Rect: 243, 281, 280, 292 Annotation: Subtype: Link Rect: 344, 258, 382, 269 Annotation: Subtype: Link Rect: 202, 235, 239, 246 Annotation: Subtype: Link Rect: 370, 212, 407, 223 Annotation: Subtype: Link Rect: 207, 189, 244, 200 Annotation: Subtype: Link Rect: 322, 166, 359, 177 Annotation: Subtype: Link Rect: 313, 143, 350, 154 Annotation: Subtype: Link Rect: 246, 120, 284, 131 Annotation: Subtype: Link Rect: 320, 97, 357, 108 Annotation: Subtype: Link Rect: 229, 74, 266, 85 Page: Sequence: 42 Annotations: Annotation: Subtype: Link Rect: 420, 730, 457, 741 Annotation: Subtype: Link Rect: 470, 706, 508, 718 Annotation: Subtype: Link Rect: 383, 683, 421, 694 Annotation: Subtype: Link Rect: 340, 661, 377, 671 Annotation: Subtype: Link Rect: 284, 638, 322, 648 Annotation: Subtype: Link Rect: 291, 614, 328, 625 Annotation: Subtype: Link Rect: 294, 591, 332, 602 Annotation: Subtype: Link Rect: 256, 568, 294, 579 Annotation: Subtype: Link Rect: 316, 545, 353, 556 Annotation: Subtype: Link Rect: 104, 523, 141, 533 Annotation: Subtype: Link Rect: 315, 499, 352, 510 Annotation: Subtype: Link Rect: 59, 477, 96, 487 Annotation: Subtype: Link Rect: 376, 453, 413, 464 Annotation: Subtype: Link Rect: 347, 431, 384, 441 Annotation: Subtype: Link Rect: 467, 407, 505, 418 Annotation: Subtype: Link Rect: 280, 384, 318, 395 Annotation: Subtype: Link Rect: 415, 361, 452, 372 Annotation: Subtype: Link Rect: 357, 338, 394, 349 Annotation: Subtype: Link Rect: 303, 316, 341, 326 Annotation: Subtype: Link Rect: 218, 293, 255, 303 Annotation: Subtype: Link Rect: 421, 246, 459, 257 Annotation: Subtype: Link Rect: 177, 223, 214, 234 Annotation: Subtype: Link Rect: 408, 200, 445, 211 Annotation: Subtype: Link Rect: 298, 177, 335, 188 Annotation: Subtype: Link Rect: 252, 154, 289, 165 Annotation: Subtype: Link Rect: 321, 131, 358, 142 Annotation: Subtype: Link Rect: 163, 108, 200, 119 Annotation: Subtype: Link Rect: 255, 85, 292, 96 Page: Sequence: 43 Annotations: Annotation: Subtype: Link Rect: 349, 730, 387, 741 Annotation: Subtype: Link Rect: 242, 695, 280, 706 Annotation: Subtype: Link Rect: 254, 672, 291, 683 Annotation: Subtype: Link Rect: 297, 672, 333, 683 Annotation: Subtype: Link Rect: 403, 649, 441, 660 Annotation: Subtype: Link Rect: 404, 626, 442, 637 Annotation: Subtype: Link Rect: 211, 603, 248, 614 Annotation: Subtype: Link Rect: 369, 580, 407, 591 Annotation: Subtype: Link Rect: 374, 557, 411, 568 Annotation: Subtype: Link Rect: 365, 534, 402, 545 Annotation: Subtype: Link Rect: 373, 511, 410, 522 Annotation: Subtype: Link Rect: 356, 488, 394, 499 Annotation: Subtype: Link Rect: 409, 465, 446, 476 Annotation: Subtype: Link Rect: 189, 442, 226, 453 Annotation: Subtype: Link Rect: 154, 419, 191, 430 Annotation: Subtype: Link Rect: 312, 396, 350, 407 Annotation: Subtype: Link Rect: 160, 373, 197, 384 Annotation: Subtype: Link Rect: 161, 350, 198, 361 Annotation: Subtype: Link Rect: 260, 328, 297, 338 Annotation: Subtype: Link Rect: 417, 304, 454, 315 Annotation: Subtype: Link Rect: 349, 281, 386, 292 Annotation: Subtype: Link Rect: 316, 258, 354, 269 Annotation: Subtype: Link Rect: 446, 235, 484, 246 Annotation: Subtype: Link Rect: 338, 212, 376, 223 Annotation: Subtype: Link Rect: 59, 178, 96, 188 Annotation: Subtype: Link Rect: 360, 154, 398, 165 Annotation: Subtype: Link Rect: 283, 131, 321, 142 Annotation: Subtype: Link Rect: 259, 108, 296, 119 Annotation: Subtype: Link Rect: 144, 74, 182, 85 Page: Sequence: 44 Annotations: Annotation: Subtype: Link Rect: 200, 730, 238, 741 Annotation: Subtype: Link Rect: 311, 706, 348, 718 Annotation: Subtype: Link Rect: 164, 684, 201, 694 Annotation: Subtype: Link Rect: 411, 660, 449, 671 Annotation: Subtype: Link Rect: 498, 637, 536, 648 Annotation: Subtype: Link Rect: 373, 614, 411, 625 Annotation: Subtype: Link Rect: 131, 592, 168, 602 Annotation: Subtype: Link Rect: 359, 568, 396, 579 Annotation: Subtype: Link Rect: 339, 545, 376, 556 Annotation: Subtype: Link Rect: 330, 522, 368, 533 Annotation: Subtype: Link Rect: 59, 500, 96, 510 Annotation: Subtype: Link Rect: 294, 476, 332, 487 Annotation: Subtype: Link Rect: 319, 453, 356, 464 Annotation: Subtype: Link Rect: 220, 431, 258, 441 Annotation: Subtype: Link Rect: 59, 408, 96, 418 Annotation: Subtype: Link Rect: 299, 384, 337, 395 Annotation: Subtype: Link Rect: 267, 361, 305, 372 Annotation: Subtype: Link Rect: 370, 338, 408, 349 Annotation: Subtype: Link Rect: 408, 315, 446, 326 Annotation: Subtype: Link Rect: 122, 293, 159, 303 Annotation: Subtype: Link Rect: 509, 269, 547, 280 Annotation: Subtype: Link Rect: 362, 246, 399, 257 Annotation: Subtype: Link Rect: 117, 213, 155, 223 Annotation: Subtype: Link Rect: 334, 189, 372, 200 Annotation: Subtype: Link Rect: 346, 166, 384, 177 Annotation: Subtype: Link Rect: 100, 144, 137, 154 Annotation: Subtype: Link Rect: 328, 120, 366, 131 Page: Sequence: 45 Annotations: Annotation: Subtype: Link Rect: 499, 730, 536, 741 Annotation: Subtype: Link Rect: 436, 706, 474, 718 Annotation: Subtype: Link Rect: 113, 673, 150, 683 Annotation: Subtype: Link Rect: 186, 649, 223, 660 Annotation: Subtype: Link Rect: 202, 626, 240, 637 Annotation: Subtype: Link Rect: 91, 604, 128, 614 Annotation: Subtype: Link Rect: 127, 581, 164, 591 Annotation: Subtype: Link Rect: 314, 557, 352, 568 Annotation: Subtype: Link Rect: 345, 535, 382, 545 Annotation: Subtype: Link Rect: 231, 512, 268, 522 Annotation: Subtype: Link Rect: 109, 489, 146, 499 Annotation: Subtype: Link Rect: 468, 465, 506, 476 Annotation: Subtype: Link Rect: 108, 443, 146, 453 Annotation: Subtype: Link Rect: 349, 419, 386, 430 Annotation: Subtype: Link Rect: 95, 397, 133, 407 Annotation: Subtype: Link Rect: 195, 374, 233, 384 Annotation: Subtype: Link Rect: 367, 350, 404, 361 Annotation: Subtype: Link Rect: 204, 328, 242, 338 Annotation: Subtype: Link Rect: 140, 305, 177, 315 Annotation: Subtype: Link Rect: 177, 281, 214, 292 Annotation: Subtype: Link Rect: 275, 258, 312, 269 Annotation: Subtype: Link Rect: 302, 235, 339, 246 Annotation: Subtype: Link Rect: 301, 212, 338, 223 Annotation: Subtype: Link Rect: 187, 189, 225, 200 Annotation: Subtype: Link Rect: 184, 167, 221, 177 Annotation: Subtype: Link Rect: 231, 144, 268, 154 Annotation: Subtype: Link Rect: 202, 121, 239, 131 Annotation: Subtype: Link Rect: 329, 97, 367, 108 Annotation: Subtype: Link Rect: 436, 74, 474, 85 Page: Sequence: 46 Annotations: Annotation: Subtype: Link Rect: 411, 730, 449, 741 Annotation: Subtype: Link Rect: 480, 706, 517, 718 Annotation: Subtype: Link Rect: 409, 683, 447, 694 Annotation: Subtype: Link Rect: 359, 660, 397, 671 Annotation: Subtype: Link Rect: 144, 627, 182, 637 Annotation: Subtype: Link Rect: 184, 604, 221, 614 Annotation: Subtype: Link Rect: 351, 580, 388, 591 Annotation: Subtype: Link Rect: 476, 557, 513, 568 Annotation: Subtype: Link Rect: 315, 534, 352, 545 Annotation: Subtype: Link Rect: 287, 511, 324, 522 Annotation: Subtype: Link Rect: 127, 489, 164, 499 Annotation: Subtype: Link Rect: 126, 454, 164, 464 Annotation: Subtype: Link Rect: 275, 431, 313, 441 Annotation: Subtype: Link Rect: 253, 407, 291, 418 Annotation: Subtype: Link Rect: 178, 384, 216, 395 Annotation: Subtype: Link Rect: 331, 361, 368, 372 Annotation: Subtype: Link Rect: 309, 338, 346, 349 Annotation: Subtype: Link Rect: 299, 315, 337, 326 Annotation: Subtype: Link Rect: 401, 292, 438, 303 Annotation: Subtype: Link Rect: 203, 269, 240, 280 Annotation: Subtype: Link Rect: 420, 258, 560, 269 Annotation: Subtype: Link Rect: 56, 246, 169, 257 Checksum: b893f64f Type: CRC32 Checksum: dba5acbf99a39fa3f5a226ed00358dfc Type: MD5 Checksum: bd75a7b1864240166dd2fa9b57b819c809d9f0e4 Type: SHA-1 Checksum: 6c104e1f1ce97cc73137bf3150db89ac19ffcf43a227b994dd96b81204df678e Type: SHA-256