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big data analytics tools and techniques pdf

To eliminate the difficulties of setting up and using, Octoparse adds \"Task Templates\" covering over 30 websites for starters to grow comfortable with the software. 0000010029 00000 n 467 0 obj 515 0 obj 0000023904 00000 n 527 0 obj 0000136180 00000 n endobj 519 0 obj 0000125593 00000 n 483 0 obj << /Border [ 0 0 0 ] /Dest (bb0020) /Rect [ 217.3609924316 293.441986084 293.6130065918 301.3789978027 ] /Subtype /Link /Type /Annot >> These applications of data analytics use these techniques to improve our world. endobj endobj 0000148634 00000 n 507 0 obj There is however, another interesting metric of correlation that is not affected by outlier… 0000145098 00000 n stream 529 0 obj 0000148355 00000 n Big data analytics is the process, it is used to examine the varied and large amount of data sets that to uncover unknown correlations, hidden patterns, market trends, customer preferences and most of the useful information which makes and help organizations to take business decisions based on more information from Big data analysis. �+R@&�ҹ 6f� 0000008650 00000 n 533 0 obj 0000006648 00000 n endobj endobj 0000045961 00000 n 0000146056 00000 n What is Tableau Public. Cassandra. endobj << /A 547 0 R /Border [ 0 0 0 ] /Rect [ 42.5200004578 56.75 178.7530059814 63.15599823 ] /Subtype /Link /Type /Annot >> They allow users to capture the data without task configuration. << /N 505 0 R /P 102 0 R /R [ 40 254 296 743 ] /T 469 0 R /V 503 0 R >> 2 News and perspectives on big data analytics technologies . 0000026195 00000 n x�3R��2�35W(�2�300P@&�ҹ << /N 481 0 R /P 511 0 R /R [ 40 360 296 377 ] /T 469 0 R /V 479 0 R >> << /Linearized 1 /L 732662 /H [ 7183 580 ] /O 511 /E 149379 /N 11 /T 723202 >> endobj 0000011390 00000 n 535 0 obj 0000142280 00000 n Used by industry players like Cisco, Netflix, Twitter and more, it was first developed by … 15 0 obj 0000004838 00000 n endobj 0000006296 00000 n 1 Octoparse Octoparse is a simple and intuitive web crawler for data extraction from many websites without coding. 0000004571 00000 n The technologies used by big data application to handle the massive data are Big data analytics helps organizations harness their data and use it to identify new opportunities. 470 0 obj 0000146817 00000 n 0000008348 00000 n 0000145247 00000 n 0000146606 00000 n << /Border [ 0 0 0 ] /Dest (bb0100) /Rect [ 434.6640014648 303.8739929199 502.5830078125 311.8680114746 ] /Subtype /Link /Type /Annot >> 0000006207 00000 n 9 0 obj Tableau, one of the top 10 Data Analytics tools, is a simple … endobj 0000005679 00000 n 518 0 obj 0000111884 00000 n << /N 479 0 R /P 511 0 R /R [ 40 372 210 390 ] /T 469 0 R /V 477 0 R >> Big Data Analytics in Bioinformatics: Architectures, Techniques, Tools and Issues June 2015 Network Modeling Analysis in Health Informatics and Bioinformatics 5(1) �ʁt�1H��@aL*9�K?$��T�%_!�+�� �� << /N 477 0 R /P 511 0 R /R [ 204 382 565 514 ] /T 469 0 R /V 475 0 R >> 476 0 obj Preserving sensitive information is a major issue in big data analysis. endobj endobj 0000006827 00000 n 0000022113 00000 n << /N 470 0 R /P 343 0 R /R [ 40 644 296 662 ] /T 469 0 R /V 487 0 R >> There is a huge security risk associated with big data [12]. 0000010183 00000 n 0000025824 00000 n 528 0 obj 0000109437 00000 n << /Border [ 0 0 0 ] /Dest (af0005) /Rect [ 300.5859985352 577.8709716797 304.4979858398 588.416015625 ] /Subtype /Link /Type /Annot >> endobj That, in turn, leads to smarter business moves, more efficient operations, higher profits and happier customers. 485 0 obj This data analysis technique involves comparing a control group with a variety of test groups, in order to discern what treatments or changes will improve a given objective variable. x�3R��2�35W(�2�300P@&�ҹ << /A 546 0 R /Border [ 0 0 0 ] /Rect [ 42.6899986267 84.5859985352 100.9130020142 90.9919967651 ] /Subtype /Link /Type /Annot >> For many IT decision makers, big data analytics tools and technologies are now a top priority. endobj ... and techniques which are basically used for Big Data analytics. << /Metadata 359 0 R /Names 360 0 R /OpenAction [ 511 0 R /FitH 1297 ] /Outlines 586 0 R /PageLabels 361 0 R /PageLayout /SinglePage /PageMode /UseOutlines /Pages 356 0 R /StructTreeRoot 362 0 R /Threads [ 469 0 R ] /Type /Catalog >> 0000147769 00000 n 0000007094 00000 n endstream 0000020216 00000 n &Hg�J�D�.��O�i��P#dFeW�D�H,VFz�Q��Uf>�u����~J�Rb����w���xjGp�qbu�)[ʎ��i�QcG��X1�Q�����-x�o�����BƊ%��ܩt�Ԓ�x�۞�(U���s[ٔp:WK�h�L�|��d���0��U�3���BLy5���`H0c�;��� ��k�_����N��������Fagy��j"P�7�y��� G�k���~�4Z������@�����O�T�3^P��r��nr�>�pz�. 0000147490 00000 n 6 0 obj << /N 498 0 R /P 70 0 R /R [ 31 704 288 743 ] /T 469 0 R /V 496 0 R >> 0000026945 00000 n 0000112568 00000 n stream Talend: Talendis a big data analytics software that simplifies and automates big data integration. << /Title >> 0000088191 00000 n endobj << /N 492 0 R /P 12 0 R /R [ 308 45 564 440 ] /T 469 0 R /V 490 0 R >> endobj << /Border [ 0 0 0 ] /Dest (url3) /Rect [ 103.6910018921 93.1460037231 166.8470001221 99.5530014038 ] /Subtype /Link /Type /Annot >> 521 0 obj �ʁt�1H��@aL*9�K?$��H�%_!�+�� C� endobj <> This can be of use in different circumstances. endobj Introduction to Big Data Analytics Tools. 0000006917 00000 n 496 0 obj These big data analytics tools with sophisticated func- ... searchers were predicting that data management and its techniques were about to shift from structured data into unstructured data, and from a static terminal environment to a ubiquitous cloud-based envi-ronment. <> << /Border [ 0 0 0 ] /Dest (bb0245) /Rect [ 95.6979980469 126.0279998779 274.6199951172 134.0220031738 ] /Subtype /Link /Type /Annot >> endobj endobj They are willing to hire good big data analytics professionals at a good salary. << /N 495 0 R /P 20 0 R /R [ 299 223 556 743 ] /T 469 0 R /V 493 0 R >> endobj <> endobj x��][��uF�ߘT��T�!.�x��{��O�HI�E�"�"�� bA. 0000003633 00000 n endstream 499 0 obj 0000004660 00000 n 0000114577 00000 n endobj endstream << /N 508 0 R /P 112 0 R /R [ 31 46 288 575 ] /T 469 0 R /V 506 0 R >> 0000113981 00000 n <> This made it difficult for existing data mining tools, technologies, methods, and techniques to be applied directly on big data streams due to the inherent dynamic characteristics of big data. endobj <> 3.1. Given the breadth of the techniques, an exhaustive list of techniques is beyond the scope of a single paper. << /N 490 0 R /P 12 0 R /R [ 40 370 296 440 ] /T 469 0 R /V 488 0 R >> 0000026803 00000 n << /N 489 0 R /P 1 0 R /R [ 299 45 556 743 ] /T 469 0 R /V 486 0 R >> endobj �ʁt�1H��@aL*9�K?$��L�%_!�+�� �� 512 0 obj 0000005943 00000 n endstream This statistical technique does … <> Along the way, David and I have found ourselves agreeing about a key lesson from his years of working in IT (or, in my case, reporting on it): New big data analytics technologies are exciting, and represent 0000026986 00000 n endobj 0000026003 00000 n endobj 0000009263 00000 n 0000009722 00000 n << /N 471 0 R /P 511 0 R /R [ 40 632 564 662 ] /T 469 0 R /V 485 0 R >> 524 0 obj for big data analytics, to use cases for these emerging technologies, to strategies for assessing their relevance to your organization. 532 0 obj << /N 483 0 R /P 511 0 R /R [ 40 123 296 361 ] /T 469 0 R /V 481 0 R >> The process of converting large amounts of unstructured raw data, retrieved from different sources to a data product useful for organizations forms the core of Big Data Analytics. 0000143415 00000 n endobj << /Border [ 0 0 0 ] /Dest (bb0020) /Rect [ 42.5200004578 282.9540100098 293.6130065918 290.9479980469 ] /Subtype /Link /Type /Annot >> <>/Group <> Data Analysis Tools. the improvement and analysis of the data; it also focusses on the strengths and drawbacks compared to the conventional techniques available. 0000144580 00000 n 0000005151 00000 n H��W�n7��S��,�%]�=�P� �vӢv�$���#�����pP���p(�|��d�����?����p��Tʩ6]H$1�?�������U�T4G�\�ѥ���i�جH-I��`EZI�d!�Ɛ��:W+W���~y������埧�?�^�~�@�w?�����e��˧-�/�ψ;���idY�Ɨ˓?:�)�t�Tڀ�8�B�4��Fu �Zm�9e��唤� R�5%B�V�/�@��3$I���s4�i���3�H���d6Wpn��(wY_Qj5H�o Q��ĵ���6������:�"w3�#}� <> 0000009110 00000 n big data analytics is great and is clearly established by a growing number of studies. endobj 511 0 obj 0000005328 00000 n 0000116135 00000 n 504 0 obj 7.11 Considerations. 0000008497 00000 n endobj endobj 523 0 obj 0000147333 00000 n Basically, Big Data Analytics is largely used by companies to facilitate their growth and development. x�c```e`��g�``��bf�0����dIgcV�`gee}���p`��-;����ߌ�Z�Y��k ���?�iﭼ�������g��(Tz�+�23z�y��������D,&���+���3{G������?��%���H���§gw����S�����#ݛs2>�����].�6�e��ja�|�X�}|������m&�F���n�Nfw���?A�cX�W�����[�Tb'.>1Y�\��j!��R���&c�y3 #�K�B*L���e@�ˠ��s�*��0�!������F���l�Y�1D2�13� ��Dw^)�S�Y���md�b8�p�����l�VLk�1c��X���A�a#C9�F �Y��*�T��T << /N 504 0 R /P 92 0 R /R [ 299 45 556 743 ] /T 469 0 R /V 502 0 R >> 0000003678 00000 n Hadoop Apache Hadoop is an open-source Java based big data analytics framework that is used by a lot of large corporations. 0000004124 00000 n << /N 496 0 R /P 57 0 R /R [ 40 45 296 482 ] /T 469 0 R /V 494 0 R >> 0000011674 00000 n McKinsey gives the example of analysing what copy, text, images, or layout will improve conversion rates on an e-commerce site.12Big data once again fits into this model as it can test huge numbers, however, it can only be achieved if the groups are of … 0000145440 00000 n endobj endobj startxref 0000005065 00000 n endobj << /N 475 0 R /P 511 0 R /R [ 40 516 564 535 ] /T 469 0 R /V 473 0 R >> endobj 0000148172 00000 n 0000088972 00000 n Text analytics 0000003382 00000 n 484 0 obj 481 0 obj << /N 500 0 R /P 70 0 R /R [ 299 265 556 743 ] /T 469 0 R /V 498 0 R >> First of all, the correlation metric used in the mentioned example is based on the Pearson coefficient. 0000143690 00000 n 491 0 obj 4 0 obj stream 0000126815 00000 n endobj 0000005591 00000 n 0000004749 00000 n << /Filter /FlateDecode /S 305 /O 576 /Length 492 >> 0000143206 00000 n 0000003856 00000 n << /N 501 0 R /P 82 0 R /R [ 40 317 296 743 ] /T 469 0 R /V 499 0 R >> 0000006384 00000 n 0000126177 00000 n Big Data Analytics is a complete process of examining large sets of data through varied tools and processes in order to discover unknown patterns, hidden correlations, meaningful trends, and other insights for making data-driven decisions in the pursuit of better.. 0000115352 00000 n 0000025551 00000 n << /Border [ 0 0 0 ] /Dest (af0005) /Rect [ 113.9530029297 577.8709716797 117.9209976196 588.416015625 ] /Subtype /Link /Type /Annot >> Many of the world's biggest discoveries and decisions in science, technology, business, medicine, politics, and society as a whole, are now being made on the basis of analyzing data sets. endstream 0000005241 00000 n 0000142869 00000 n endobj Sample surveys and customer feedbacks offered the only solution for strategists to innovate with new offerings to the market. << /N 486 0 R /P 511 0 R /R [ 308 81 564 361 ] /T 469 0 R /V 482 0 R >> endobj endobj 0000144363 00000 n 531 0 obj 467 152 514 0 obj immense scale. endobj 0000008804 00000 n Xplenty. Big data analysis techniques have been getting lots of attention for what they can reveal about customers, market trends, marketing programs, equipment performance and other business elements. 0000005503 00000 n 0000149148 00000 n endobj 474 0 obj Tableau Public. 0000142155 00000 n 513 0 obj endobj 12 0 obj endobj 0000114059 00000 n Therefore, information security is becoming a big data analytics problem. trailer << /Info 363 0 R /Root 468 0 R /Size 619 /Prev 723192 /ID [<614fe4dfd0225267c7e92d2737a344a9><8fe9430719ece6bc4f03495792a864fa>] >> "�������T��;����s�Υ���J�y����ݝ��\̵�j���U�r~���7��˳����b�l�{�8m�3j+:٧����jy&:j����|y&i$Y��o�g��]\q�1�X܄�?��&އ��,;�$�fA�;s���555��"M��=��LӦ��;&�E�;�w��;"����)���RRkA��Tv��r�]�wK�j���ކ0��e�uO��˸N����vMԦ���" �%v\�yN��o�²Uag���Eۙ������F��o��3]W������ޡ6�x�ɝ�_�xI3�4������2I�4r�n)u@�xZ�fqo^/�h�B7�¤%�M�F��ʺZç�B�{�.u�T����Y_�J��b�v�T���bs��F�G�%����d���΢��'�/�����S�F��6oKͿ�Y0'I�|��{s�c�����^\�n��Yl��y��4�"ozb��)����*�%���xSV��p�7��6�u��� pNCi������V�3�Lڮ��>zq�'�붖D2�2�/�'���F��湨�����u�� �&�<5O�ϗguez!3]��0��Xh���. 0000004303 00000 n 0000026495 00000 n Index Terms: Behavior Analysis, Big data, Clinical Analysis, Data mining, Descriptive Analytics, Healthcare, Location based analytics, Predictive, 0000009569 00000 n endobj 0000026039 00000 n << /N 476 0 R /P 511 0 R /R [ 40 456 179 514 ] /T 469 0 R /V 474 0 R >> << /A 545 0 R /Border [ 0 0 0 ] /Rect [ 217.5310058594 749.3099975586 386.4750061035 755.716003418 ] /Subtype /Link /Type /Annot >> << /N 507 0 R /P 102 0 R /R [ 308 254 564 356 ] /T 469 0 R /V 505 0 R >> << /N 502 0 R /P 82 0 R /R [ 308 317 564 743 ] /T 469 0 R /V 500 0 R >> One common use is exploratory data analysis, in section 16.0.2 of the book there is a basic example of this approach. << /Border [ 0 0 0 ] /Dest (bb0160) /Rect [ 528.491027832 136.516998291 561.5430297852 144.453994751 ] /Subtype /Link /Type /Annot >> Big data analytics applications employ a variety of tools and techniques for implementation. Big data analytics computing pioneer industries such as endobj endobj endobj << /Border [ 0 0 0 ] /Dest (bb0020) /Rect [ 42.5200004578 272.5230102539 106.2990036011 280.4599914551 ] /Subtype /Link /Type /Annot >> stream 517 0 obj 502 0 obj endobj 530 0 obj endobj endobj 0000009875 00000 n << /A 544 0 R /Border [ 0 0 0 ] /Rect [ 506.550994873 603.3829956055 561.5430297852 627.3640136719 ] /Subtype /Link /Type /Annot >> << /N 493 0 R /P 20 0 R /R [ 31 642 288 743 ] /T 469 0 R /V 491 0 R >> endstream Big data analytics examines large and different types of data to uncover hidden patterns, correlations and other insights. %%EOF 0000008957 00000 n << /N 474 0 R /P 511 0 R /R [ 204 508 564 535 ] /T 469 0 R /V 472 0 R >> << /Border [ 0 0 0 ] /Dest (bb0160) /Rect [ 310.5069885254 126.0279998779 461.1400146484 134.0220031738 ] /Subtype /Link /Type /Annot >> endstream << /Border [ 0 0 0 ] /Dest (cr0005) /Rect [ 119.6220016479 573.3350219727 124.4980010986 585.2979736328 ] /Subtype /Link /Type /Annot >> 0000010796 00000 n 10 0 obj endobj Big data analytics has become so trendy that nearly every major technology company sells a product with the "big data analytics" label on it, and a huge crop of startups also offers similar tools. 503 0 obj stream Here is a complete list of tools. << /N 487 0 R /P 343 0 R /R [ 40 656 296 741 ] /T 469 0 R /V 508 0 R >> 479 0 obj 0000004213 00000 n Data Visualization Techniques and Tools. 11 0 obj endobj Solutions. 0000018379 00000 n 498 0 obj 0000006560 00000 n x�3R��2�35W(�*T0P�R0T(�Y@���@QC= P A�J��� �1Tp�W� << /A 548 0 R /Border [ 0 0 0 ] /Rect [ 325.3039855957 721.7009887695 374.1730041504 729.6939697266 ] /Subtype /Link /Type /Annot >> Correlation Analysis seeks to find linear relationships between numeric variables. 0000146293 00000 n 0000004481 00000 n 1 0 obj 0000111164 00000 n stream 0000003945 00000 n << /Border [ 0 0 0 ] /Dest (url4) /Rect [ 200.8059997559 93.1460037231 250.0720062256 99.5530014038 ] /Subtype /Link /Type /Annot >> <> Xplenty is a platform to integrate, process, and prepare data for analytics on the cloud. 493 0 obj There are many big data tools and … endobj endobj endobj << /N 494 0 R /P 20 0 R /R [ 31 223 288 628 ] /T 469 0 R /V 492 0 R >> 494 0 obj 0000141434 00000 n In the pre-big data techniques era, companies were constrained to do meaningful data analysis real time or do predictive analysis in the absence of technology. �ʁt�1H��@aL*9�K?$��D�%_!�+�� � 0000030537 00000 n 0000114732 00000 n << /N 473 0 R /P 511 0 R /R [ 40 540 564 592 ] /T 469 0 R /V 471 0 R >> <> 0000025911 00000 n IBM, in partnership with Cloudera, provides the platform and analytic solutions needed to … 505 0 obj 0000107676 00000 n endobj endobj 13 0 obj Security of big data can be enhanced by using the techniques of authentication, authorization, and encryption. 495 0 obj 0000006031 00000 n endobj 500 0 obj mining for insights that are relevant to the business’s primary goals 487 0 obj 508 0 obj 0000144198 00000 n endobj 0000113461 00000 n xref 0000004927 00000 n 501 0 obj endobj Though statistics and data analysis have always been used in scientific research, advanced analytic techniques and big data allow for many new insights. Whether you are a first-time self-starter, experienced expert or business owner, it will satisfy your needs with its enterprise-class service. 0000007183 00000 n 473 0 obj 0000011090 00000 n 0000115798 00000 n There are thousands of big data tools that can help you save time, money, and provide valuable business insights. 0000011824 00000 n 471 0 obj 516 0 obj x�3R��2�35W(�2�300P@&�ҹ endobj These techniques can find trends in complex systems. 0000014922 00000 n 0000142624 00000 n /Length 8438 >> endobj 478 0 obj endobj 0000006119 00000 n endobj 497 0 obj endobj In this tutorial, we will discuss the most fundamental concepts and methods of Big Data Analytics. 486 0 obj << /Border [ 0 0 0 ] /Dest (bb0130) /Rect [ 310.5069885254 199.2760009766 372.2460021973 207.2129974365 ] /Subtype /Link /Type /Annot >> 0000087959 00000 n 506 0 obj 0000025760 00000 n 0000142014 00000 n 0000005767 00000 n 0000147056 00000 n 0000025426 00000 n %���� Making sense of Big Data is the realm of Big Data analytics tools, which provide different capabilities for organization to derive competitive value. stream 0000005416 00000 n endobj 0000143967 00000 n << /N 480 0 R /P 511 0 R /R [ 204 372 564 390 ] /T 469 0 R /V 478 0 R >> 0000113046 00000 n endobj 0000004976 00000 n 0000010642 00000 n x�3R��2�35W(�2�300P@&�ҹ 14 0 obj << /N 485 0 R /P 343 0 R /R [ 308 656 564 741 ] /T 469 0 R /V 509 0 R >> << /N 472 0 R /P 511 0 R /R [ 40 592 481 636 ] /T 469 0 R /V 470 0 R >> endobj 0000115020 00000 n x�3R��2�35W(�2�300P@&�ҹ 490 0 obj 0000025673 00000 n Big Data Analytics Tools. Download full-text PDF Read ... the big data, a number of tools and techniques are required. 0000013118 00000 n << /N 488 0 R /P 1 0 R /R [ 31 45 288 743 ] /T 469 0 R /V 483 0 R >> 0000026257 00000 n << /Border [ 0 0 0 ] /Dest (bb0040) /Rect [ 364.5350036621 84.1890029907 442.375 92.1829986572 ] /Subtype /Link /Type /Annot >> 488 0 obj 480 0 obj 526 0 obj 0000004035 00000 n Its … 477 0 obj << /Annots [ 512 0 R 513 0 R 514 0 R 515 0 R 516 0 R 517 0 R 518 0 R 519 0 R 520 0 R 521 0 R 522 0 R 523 0 R 524 0 R 525 0 R 526 0 R 527 0 R 528 0 R 529 0 R 530 0 R 531 0 R 532 0 R 533 0 R 534 0 R ] /B [ 470 0 R 471 0 R 472 0 R 473 0 R 474 0 R 475 0 R 476 0 R 477 0 R 478 0 R 479 0 R 480 0 R 481 0 R 482 0 R 483 0 R ] /Contents [ 535 0 R 536 0 R 537 0 R 538 0 R 539 0 R 540 0 R 541 0 R 542 0 R ] /CropBox [ 0 0 595.2760009766 793.7009887695 ] /MediaBox [ 0 0 595.2760009766 793.7009887695 ] /Parent 357 0 R /Resources 543 0 R /Rotate 0 /StructParents 1 /Type /Page >> 0000003767 00000 n 0000010337 00000 n 472 0 obj endobj endobj << /F 470 0 R /I 484 0 R >> <> BIG DATA NEW CHALLENGES, TOOLS AND TECHNIQUES Vaikunth Pai Department of Information Technology, Srinivas Institute of Management Studies, Mangalore, Karnataka Abstract: Big data is a term for huge data sets having large, varied and complex structure with challenges, such as difficulties in data capture, data storage, data analysis and data << /N 499 0 R /P 70 0 R /R [ 31 265 288 691 ] /T 469 0 R /V 497 0 R >> 482 0 obj << /Filter /FlateDecode /Length 1220 >> << /N 482 0 R /P 511 0 R /R [ 40 372 564 378 ] /T 469 0 R /V 480 0 R >> 534 0 obj <> 469 0 obj 7 0 obj 0000011537 00000 n 522 0 obj endobj endobj 0000144753 00000 n endobj 475 0 obj << /Border [ 0 0 0 ] /Dest (bb0005) /Rect [ 91.6159973145 188.7870025635 279.3259887695 196.7810058594 ] /Subtype /Link /Type /Annot >> endobj 0000016623 00000 n 0000141496 00000 n 509 0 obj 0000010491 00000 n << /N 497 0 R /P 57 0 R /R [ 308 45 564 482 ] /T 469 0 R /V 495 0 R >> stream 520 0 obj 0000007763 00000 n Data analysis tools make it easier for users to process and manipulate data, analyze the relationships and correlations between data sets, and it also helps to identify patterns and trends for interpretation. 8 0 obj 0000114283 00000 n endobj << /N 503 0 R /P 92 0 R /R [ 31 45 288 743 ] /T 469 0 R /V 501 0 R >> What makes Big Data useful is analysis of the collected information to find patterns and meaning that otherwise would be left undiscovered. << /Border [ 0 0 0 ] /Dest (af0010) /Rect [ 194.8529968262 577.8709716797 199.2760009766 588.416015625 ] /Subtype /Link /Type /Annot >> 0000006473 00000 n

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