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'%)|ʋ*yGOҵ{Fk6tInle)my4/FXWb_?_%~\~sI&"VcPNu\F qZ U_w?y[45.֛"i!Lb J2*1W=[\6KQt%YYX"U_Oӵ Z ;J Vi !#@M; UrW}t 59&dECsaǍ:ppq.@6WKm-b#4?##`U_owut2_Z[mW-wqni@I_F!i^O󿗵ˣ-JY8.ŸDN*1Wb<ѵ?1~T~gEkc]򖵧[+*7V3 aTߓ<~^5}}6GKKRz֘v*UثޟyyZVԴ-F &Tb0U57_ѿ%oWodHPIn 緸o\EhIiҌcmWlUv*U?2l^VimҵakxY9MQL*&X]K7WY$/'k]v*U凞/<~Z0_'-h::Y.- b'2D⯟?:&9u?~B~H~di_/zξ_д(jSjWBtAnDRTT2%*? |uu?5~Mi>ˍכ<΁hwtsO hQȆ8O1:yq?QO/S(R%LFIRġT :jIMy/Mw|mhuߗ氷ҴH&Bn^M$VG^B qg]?><A4m@Io::N z~,J\+U:Po=~k]ϙ-̮58* wW6aҜſ"?(22Y||g۝WzTi^XkPv90ۉUQ~sI-%0t?˭^;mJ\N .mi jRU=9iߑΞe<ݨg~mh^[ڼQ[RG[C Iĵ 9*Wb]v*UثWb]v*UثWb]v*UثWb]v*UثWb]v*UثWb]v*UثWb]v*UثWb] endstream endobj 11 0 obj 31887 endobj 12 0 obj [13 0 R 14 0 R 15 0 R 16 0 R 17 0 R 18 0 R 19 0 R 20 0 R 21 0 R 22 0 R 23 0 R 24 0 R 24 0 R 25 0 R 26 0 R 27 0 R 28 0 R 29 0 R 30 0 R 31 0 R 32 0 R 33 0 R 34 0 R 34 0 R 35 0 R 35 0 R 36 0 R 36 0 R 37 0 R 37 0 R 37 0 R 37 0 R 37 0 R 37 0 R 38 0 R 38 0 R 39 0 R 39 0 R 39 0 R 39 0 R 40 0 R 41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 42 0 R 43 0 R 44 0 R 43 0 R 45 0 R 46 0 R 47 0 R] endobj 48 0 obj << /Length 49 0 R >> stream q 1 0 0 -1 0 841.889 cm q 1 0 0 1 62.362 39.685 cm /Figure <> BDC q 174.388 0 0 -49.321999 148.080002 50.972 cm /Im1 Do Q EMC q 1 0 0 1 0 70.866 cm 0 g /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 8.55500031 Tm [(Universit\344t Ulm)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 27.55500031 Tm [(Master of Science Management and Economics \(PO 2022 \))] TJ ET EMC Q q 1 0 0 1 0 101.866 cm q 0 G [] 0 d 0.5 w 0 10.016 m 470.550995 10.016 l S Q Q 0 g /P <> BDC BT /F3 18 Tf 1 0 0 -1 0 133.66499329 Tm [(Project Economic Data Science)] TJ ET EMC /P <> BDC BT /F1 12 Tf 1 0 0 -1 0 150.13200378 Tm [( )] TJ ET EMC q 1 0 0 1 0 154.266 cm /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Code)] TJ ET EMC Q q 1 0 0 1 105.543 154.266 cm /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(8818475615)] TJ ET EMC Q q 1 0 0 1 0 172.266 cm q 0.7804 0.7804 0.6863 RG [] 0 d 0.5 w 0 9.316 m 470.550995 9.316 l S Q Q q 1 0 0 1 0 186.266 cm /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(ECTS credits)] TJ ET EMC Q q 1 0 0 1 105.543 186.266 cm /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(8)] TJ ET EMC Q q 1 0 0 1 0 204.266 cm q 0.7804 0.7804 0.6863 RG [] 0 d 0.5 w 0 9.316 m 470.550995 9.316 l S Q Q q 1 0 0 1 0 218.266 cm /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Attendance time)] TJ ET EMC Q q 1 0 0 1 105.543 218.266 cm /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(4)] TJ ET EMC Q q 1 0 0 1 0 236.266 cm q 0.7804 0.7804 0.6863 RG [] 0 d 0.5 w 0 9.316 m 470.550995 9.316 l S Q Q q 1 0 0 1 0 250.266 cm /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Language of )] TJ ET EMC /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 25.55500031 Tm [(instruction)] TJ ET EMC Q q 1 0 0 1 105.543 250.266 cm /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(English)] TJ ET EMC Q q 1 0 0 1 0 280.266 cm q 0.7804 0.7804 0.6863 RG [] 0 d 0.5 w 0 9.316 m 470.550995 9.316 l S Q Q q 1 0 0 1 0 294.266 cm /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Duration)] TJ ET EMC Q q 1 0 0 1 105.543 294.266 cm /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(1)] TJ ET EMC Q q 1 0 0 1 0 312.266 cm q 0.7804 0.7804 0.6863 RG [] 0 d 0.5 w 0 9.316 m 470.550995 9.316 l S Q Q q 1 0 0 1 0 326.266 cm /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Cycle)] TJ ET EMC Q q 1 0 0 1 105.543 326.266 cm /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(each Semester)] TJ ET EMC Q q 1 0 0 1 0 344.266 cm q 0.7804 0.7804 0.6863 RG [] 0 d 0.5 w 0 9.316 m 470.550995 9.316 l S Q Q q 1 0 0 1 0 358.266 cm /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Coordinator)] TJ ET EMC Q q 1 0 0 1 105.543 358.266 cm /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Dr. Alexander Rieber)] TJ ET EMC Q q 1 0 0 1 0 386.266 cm q 0.7804 0.7804 0.6863 RG [] 0 d 0.5 w 0 9.316 m 470.550995 9.316 l S Q Q q 1 0 0 1 0 400.266 cm /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Instructor\(s\))] TJ ET EMC Q q 1 0 0 1 105.543 400.266 cm /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Dr. Alexander Rieber)] TJ ET EMC Q q 1 0 0 1 0 428.266 cm q 0.7804 0.7804 0.6863 RG [] 0 d 0.5 w 0 9.316 m 470.550995 9.316 l S Q Q q 1 0 0 1 0 442.266 cm /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Allocation of study )] TJ ET EMC /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 25.55500031 Tm [(programmes)] TJ ET EMC Q q 1 0 0 1 105.543 442.266 cm /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(M.Sc. Management and Economics, M.Sc. Mathematics, M.Sc. Mathematics and )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 25.55500031 Tm [(Management, M.Sc. Physics and Management, M.Sc. Mathematical Data Science)] TJ ET EMC Q q 1 0 0 1 0 482.266 cm q 0.7804 0.7804 0.6863 RG [] 0 d 0.5 w 0 9.316 m 470.550995 9.316 l S Q Q q 1 0 0 1 0 496.266 cm /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Recommended )] TJ ET EMC /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 25.55500031 Tm [(prerequisites)] TJ ET EMC Q q 1 0 0 1 105.543 496.266 cm /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(The specific methodological and technical skills needed for the project will be )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 25.55500031 Tm [(taught during the project. Standard econometrics techniques \(RDD, Diff-in-Diff, )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 37.55500031 Tm [(IV\) as well as machine learning and data algorithms in particular methods for )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 49.55500031 Tm [(text mining, graph mining, and modern neural networks in Deep Learning. A )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 61.55500031 Tm [(general interest in algorithms and data structures as well as programming from the )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 73.55500031 Tm [(Bachelor studies is expected.)] TJ ET EMC Q q 1 0 0 1 0 584.266 cm q 0.7804 0.7804 0.6863 RG [] 0 d 0.5 w 0 9.316 m 470.550995 9.316 l S Q Q q 1 0 0 1 0 598.266 cm /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Learning )] TJ ET EMC /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 25.55500031 Tm [(objectives)] TJ ET EMC Q q 1 0 0 1 105.543 598.266 cm /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Students learn how to work independently in small teams. They gain knowledge )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 25.55500031 Tm [(and practical experience in econometric models and methods of Data Science, )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 37.55500031 Tm [(particularly for text mining, graph mining and in general Deep Learning methods, )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 49.55500031 Tm [(and their application to economic data.)] TJ ET EMC Q q 1 0 0 1 0 662.266 cm q 0.7804 0.7804 0.6863 RG [] 0 d 0.5 w 0 9.316 m 470.550995 9.316 l S Q Q q 1 0 0 1 0 676.266 cm /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Syllabus)] TJ ET EMC Q q 1 0 0 1 105.543 676.266 cm /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Students work in small groups on different innovative and applied economic )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 25.55500031 Tm [(problems. Besides a requirements analysis and conceptual specification of )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 37.55500031 Tm [(the problem, a major task is the implementation and scientific evaluation of the )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 49.55500031 Tm [(proposed solution. Each project group covers a different economic problem, )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 61.55500031 Tm [(build on the recent economic literature. The aim is to redo the analysis of the a )] TJ ET EMC Q Q q 1 0 0 1 62.362 785.197 cm q 0 G [] 0 d 0.5 w 0 4.805 m 470.550995 4.805 l S Q q 1 0 0 1 0 4 cm 0 g /P <> BDC BT /F1 8 Tf 1 0 0 -1 0 13.54399967 Tm [( Project Economic Data Science )] TJ ET EMC Q q 1 0 0 1 368.503 4 cm 0 g /P <> BDC BT /F1 8 Tf 1 0 0 -1 62.01499939 13.54399967 Tm [(page )] TJ ET EMC /Quote <> BDC BT /F1 8 Tf 1 0 0 -1 82.03099823 13.54399967 Tm [(1)] TJ ET EMC /P <> BDC BT /F1 8 Tf 1 0 0 -1 86.47899628 13.54399967 Tm [( of )] TJ ET EMC /Quote <> BDC BT /F1 8 Tf 1 0 0 -1 97.59899902 13.54399967 Tm [(3)] TJ ET EMC Q q 1 0 0 1 0 17 cm 0 g /P <> BDC BT /F1 8 Tf 1 0 0 -1 0 13.54399967 Tm [( Module Description last modified:)] TJ ET EMC Q q 1 0 0 1 368.503 17 cm 0 g /P <> BDC BT /F1 8 Tf 1 0 0 -1 13.99100018 13.54399967 Tm [(Date printed: 04.04.2024)] TJ ET EMC Q Q Q endstream endobj 49 0 obj 7752 endobj 50 0 obj << /Resources 51 0 R /Type /Page /MediaBox [0 0 595.275 841.889] /CropBox [0 0 595.275 841.889] /BleedBox [0 0 595.275 841.889] /TrimBox [0 0 595.275 841.889] /Parent 52 0 R /StructParents 0 /Tabs /S /Contents 48 0 R >> endobj 53 0 obj << /URI (/fileadmin/website_uni_ulm/mawi2/dokumente/gremien_pruefungswesen/pruefungsausschuss_wiwi/wiwi_4semesterplan.pdf) /S /URI >> endobj 54 0 obj << /Type /Annot /Subtype /Link /Rect [ 350.195 97.579 492.495 106.829 ] /C [ 0 0 0 ] /Border [ 0 0 0 ] /A 53 0 R /H /I /StructParent 2 >> endobj 55 0 obj << /Type /Annot /Subtype /Link /Rect [ 167.905 85.579 340.745 94.829 ] /C [ 0 0 0 ] /Border [ 0 0 0 ] /A 53 0 R /H /I /StructParent 3 >> endobj 56 0 obj << /URI (/fileadmin/website_uni_ulm/mawi2/dokumente/gremien_pruefungswesen/pruefungsausschuss_wiwi/Kernbereiche_und_AQMT.pdf) /S /URI >> endobj 57 0 obj << /Type /Annot /Subtype /Link /Rect [ 390.785 85.579 525.825 94.829 ] /C [ 0 0 0 ] /Border [ 0 0 0 ] /A 56 0 R /H /I /StructParent 4 >> endobj 58 0 obj << /Type /Annot /Subtype /Link /Rect [ 167.905 73.579 234.605 82.829 ] /C [ 0 0 0 ] /Border [ 0 0 0 ] /A 56 0 R /H /I /StructParent 5 >> endobj 59 0 obj [41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 41 0 R 60 0 R 61 0 R 61 0 R 62 0 R 63 0 R 63 0 R 64 0 R 63 0 R 65 0 R 63 0 R 66 0 R 67 0 R 68 0 R 68 0 R 67 0 R 69 0 R 70 0 R 71 0 R 70 0 R 70 0 R 72 0 R 73 0 R 74 0 R 73 0 R 75 0 R 75 0 R 76 0 R 77 0 R 78 0 R 79 0 R 80 0 R 81 0 R 82 0 R 82 0 R 83 0 R 84 0 R 85 0 R 86 0 R 87 0 R 87 0 R 86 0 R 88 0 R 88 0 R 86 0 R 42 0 R 43 0 R 44 0 R 43 0 R 45 0 R 46 0 R 47 0 R] endobj 89 0 obj << /Length 90 0 R >> stream q 1 0 0 -1 0 841.889 cm q 1 0 0 1 62.362 39.685 cm q 1 0 0 1 105.543 0 cm 0 g /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 8.55500031 Tm [(chosen research paper and link the results to other data sources, like unstructured )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 20.55500031 Tm [(textual documents or the analysis and use of semi-structured graph data on the )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 32.55500031 Tm [(web. Data Science deals with the data-driven, interdisciplinary analysis of digital )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 44.55500031 Tm [(objects such as semi-structured graph data on the web \(i.e., Linked Open Data\), )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 56.55500031 Tm [(documents, profiles, or communities, and understanding the relationships among )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 68.55500031 Tm [(them. The module involves understanding and summarizing algorithms and )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 80.55500031 Tm [(methods on a specific topic in the field of Economic Data Science. Of particular )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 92.55500031 Tm [(interest are methods in machine learning including modern neural networks )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 104.55500031 Tm [(\(Deep Learning\) and its applications to the analysis, interlinkage, and enrichment )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 116.55500031 Tm [(of unstructured data like multimedia content and textual content as well as )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 128.55499268 Tm [(the analysis and use of open data on the web. The students of the practical )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 140.55499268 Tm [(course are encouraged to independently organize and work on a research )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 152.55499268 Tm [(project. Important requirement to the practical course is a proper conceptual )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 164.55499268 Tm [(design, implementation, and scientific evaluation of the solution. In addition, )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 176.55499268 Tm [(a sufficient level of innovation for the proposed solution is required as well as )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 188.55499268 Tm [(an in-depth analysis of the problem and documentation of the results. This )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 200.55499268 Tm [(includes a continuous evaluation and reporting of intermediate results and active )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 212.55499268 Tm [(participation of students in the design of the solution for the practical course. )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 224.55499268 Tm [(Thus, students are highly encouraged to propose their own view on the problem )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 236.55499268 Tm [(and make suggestions for improving the applied methods and results. Note, )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 248.55499268 Tm [(an equal contribution to the group work is requested by each member. Ideally, )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 260.55499268 Tm [(each member makes about the same amount of contributions regarding both the )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 272.55499268 Tm [(scientific writing as well as coding. It is not acceptable that a member does not )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 284.55499268 Tm [(code at all. Likewise, it is not accepted that a member writes no own scientific text.)] TJ ET EMC Q q 1 0 0 1 0 299 cm q 0.7804 0.7804 0.6863 RG [] 0 d 0.5 w 0 9.316 m 470.550995 9.316 l S Q Q q 1 0 0 1 0 313 cm 0 g /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Literature)] TJ ET EMC Q q 1 0 0 1 105.543 313 cm 0 g /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Specific literature will be provided for each semester. General literature in the field )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 25.55500031 Tm [(is provided below.)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 47.55500031 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 47.55500031 Tm [(Chernozhukov, V., Hansen, C., Kallus, N., Spindler, M., & Syrgkanis, V. \(2024\). )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 59.55500031 Tm [(Applied causal inference powered by ML and AI. )] TJ ET EMC /Span <> BDC BT /F2 10 Tf 1 0 0 -1 231.50300598 59.55500031 Tm [(rem)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 248.7230072 59.55500031 Tm [(, )] TJ ET EMC /Span <> BDC BT /F2 10 Tf 1 0 0 -1 254.28300476 59.55500031 Tm [(12)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 265.40301514 59.55500031 Tm [(\(1\), 338.)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 71.55500031 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 71.55500031 Tm [(Huntington-Klein, N. \(2021\). )] TJ ET EMC /Span <> BDC BT /F2 10 Tf 1 0 0 -1 140.89300537 71.55500031 Tm [(The effect: An introduction to research design and )] TJ ET EMC /Span <> BDC BT /F2 10 Tf 1 0 0 -1 14.17300034 83.55500031 Tm [(causality)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 53.07300186 83.55500031 Tm [(. Chapman and Hall/CRC.)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 95.55500031 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 95.55500031 Tm [(Tan, P. N., Steinbach, M., & Kumar, V. \(2016\). )] TJ ET EMC /Span <> BDC BT /F2 10 Tf 1 0 0 -1 222.60299683 95.55500031 Tm [(Introduction to data mining)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 340.44299316 95.55500031 Tm [(. )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 107.55500031 Tm [(Pearson Education India.)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 119.55500031 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 119.55500031 Tm [(Goodfellow, I., Bengio, Y., & Courville, A. \(2016\). )] TJ ET EMC /Span <> BDC BT /F2 10 Tf 1 0 0 -1 233.16299438 119.55500031 Tm [(Deep learning)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 295.41299438 119.55500031 Tm [(. MIT press.)] TJ ET EMC Q q 1 0 0 1 0 449 cm q 0.7804 0.7804 0.6863 RG [] 0 d 0.5 w 0 9.316 m 470.550995 9.316 l S Q Q q 1 0 0 1 0 463 cm 0 g /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Teaching and )] TJ ET EMC /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 25.55500031 Tm [(learning methods)] TJ ET EMC Q q 1 0 0 1 105.543 463 cm 0 g /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Project)] TJ ET EMC Q q 1 0 0 1 0 493 cm q 0.7804 0.7804 0.6863 RG [] 0 d 0.5 w 0 9.316 m 470.550995 9.316 l S Q Q q 1 0 0 1 0 507 cm 0 g /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Workload)] TJ ET EMC Q q 1 0 0 1 105.543 507 cm 0 g /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Presence time: 60 h)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 35.55500031 Tm [(Preparation and follow-up: 180 h)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 57.55500031 Tm [(Total: 240 h)] TJ ET EMC Q q 1 0 0 1 0 579 cm q 0.7804 0.7804 0.6863 RG [] 0 d 0.5 w 0 9.316 m 470.550995 9.316 l S Q Q q 1 0 0 1 0 593 cm 0 g /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Assessment)] TJ ET EMC Q q 1 0 0 1 105.543 593 cm 0 g /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(The module examination consists of all graded phases of the project. The exact )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 25.55500031 Tm [(modalities will be announced at the beginning of the course.)] TJ ET EMC Q q 1 0 0 1 0 633 cm q 0.7804 0.7804 0.6863 RG [] 0 d 0.5 w 0 9.316 m 470.550995 9.316 l S Q Q q 1 0 0 1 0 647 cm 0 g /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Grading procedure)] TJ ET EMC Q q 1 0 0 1 105.543 647 cm 0 g /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(The module grade is equal to the examination grade.)] TJ ET EMC Q q 1 0 0 1 0 675 cm q 0.7804 0.7804 0.6863 RG [] 0 d 0.5 w 0 9.316 m 470.550995 9.316 l S Q Q q 1 0 0 1 0 689 cm 0 g /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Basis for)] TJ ET EMC Q q 1 0 0 1 105.543 689 cm 0 g /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Under the following links you will find the )] TJ ET EMC 0 0 1 rg /Link <> BDC BT /F1 10 Tf 1 0 0 -1 182.28999329 13.55500031 Tm [(assignment of the module to the )] TJ ET EMC 182.289993 14.461 142.300003 0.259 re f /Link <> BDC BT /F1 10 Tf 1 0 0 -1 0 25.55500031 Tm [(respective profile area or specialization)] TJ ET EMC 0 26.461 172.839996 0.259 re f 0 g /P <> BDC BT /F1 10 Tf 1 0 0 -1 172.83999634 25.55500031 Tm [( and to the )] TJ ET EMC 0 0 1 rg /Link <> BDC BT /F1 10 Tf 1 0 0 -1 222.88000488 25.55500031 Tm [(core area or AQMT \(according )] TJ ET EMC 222.880005 26.461 135.039993 0.259 re f /Link <> BDC BT /F1 10 Tf 1 0 0 -1 0 37.55500031 Tm [(to FSPO 2022\))] TJ ET EMC 0 38.460999 66.699997 0.259 re f 0 g /P <> BDC BT /F1 10 Tf 1 0 0 -1 66.69999695 37.55500031 Tm [(.)] TJ ET EMC Q Q q 1 0 0 1 62.362 785.197 cm q 0 G [] 0 d 0.5 w 0 4.805 m 470.550995 4.805 l S Q q 1 0 0 1 0 4 cm 0 g /P <> BDC BT /F1 8 Tf 1 0 0 -1 0 13.54399967 Tm [( Project Economic Data Science )] TJ ET EMC Q q 1 0 0 1 368.503 4 cm 0 g /P <> BDC BT /F1 8 Tf 1 0 0 -1 62.01499939 13.54399967 Tm [(page )] TJ ET EMC /Quote <> BDC BT /F1 8 Tf 1 0 0 -1 82.03099823 13.54399967 Tm [(2)] TJ ET EMC /P <> BDC BT /F1 8 Tf 1 0 0 -1 86.47899628 13.54399967 Tm [( of )] TJ ET EMC /Quote <> BDC BT /F1 8 Tf 1 0 0 -1 97.59899902 13.54399967 Tm [(3)] TJ ET EMC Q q 1 0 0 1 0 17 cm 0 g /P <> BDC BT /F1 8 Tf 1 0 0 -1 0 13.54399967 Tm [( Module Description last modified:)] TJ ET EMC Q q 1 0 0 1 368.503 17 cm 0 g /P <> BDC BT /F1 8 Tf 1 0 0 -1 13.99100018 13.54399967 Tm [(Date printed: 04.04.2024)] TJ ET EMC Q Q Q endstream endobj 90 0 obj 10274 endobj 91 0 obj [ 54 0 R 55 0 R 57 0 R 58 0 R ] endobj 92 0 obj << /Resources 51 0 R /Type /Page /MediaBox [0 0 595.275 841.889] /CropBox [0 0 595.275 841.889] /BleedBox [0 0 595.275 841.889] /TrimBox [0 0 595.275 841.889] /Parent 52 0 R /StructParents 1 /Tabs /S /Annots 91 0 R /Contents 89 0 R >> endobj 93 0 obj [42 0 R 43 0 R 44 0 R 43 0 R 45 0 R 46 0 R 47 0 R] endobj 94 0 obj << /Length 95 0 R >> stream q 1 0 0 -1 0 841.889 cm q 1 0 0 1 62.362 39.685 cm q 1 0 0 1 105.543 0 cm Q q 1 0 0 1 0 1 cm q 0.7804 0.7804 0.6863 RG [] 0 d 0.5 w 0 9.316 m 470.550995 9.316 l S Q Q q 1 0 0 1 0 15 cm Q q 1 0 0 1 93.543 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/Type /MCR /Pg 50 0 R /MCID 51 >> << /Type /MCR /Pg 92 0 R /MCID 73 >> << /Type /MCR /Pg 96 0 R /MCID 5 >>] >> endobj 117 0 obj << /S /TD /P 111 0 R /K [47 0 R] >> endobj 47 0 obj << /S /P /P 117 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 52 >> << /Type /MCR /Pg 92 0 R /MCID 74 >> << /Type /MCR /Pg 96 0 R /MCID 6 >>] >> endobj 106 0 obj << /S /P /P 104 0 R >> endobj 103 0 obj << /S /Sect /P 102 0 R /K [118 0 R 16 0 R 17 0 R 119 0 R 120 0 R] >> endobj 118 0 obj << /S /Table /P 103 0 R /K [121 0 R] >> endobj 121 0 obj << /S /TBody /P 118 0 R /K [122 0 R 123 0 R 124 0 R] >> endobj 122 0 obj << /S /TR /P 121 0 R /K [125 0 R] >> endobj 125 0 obj << /S /TD /P 122 0 R /K [126 0 R] /A << /O /Table /ColSpan 3 >> >> endobj 126 0 obj << /S /P /P 125 0 R /K [13 0 R] >> endobj 13 0 obj << /S /Figure /P 126 0 R /Alt () /K [<< /Type /MCR /Pg 50 0 R /MCID 0 >>] >> endobj 123 0 obj << /S /TR /P 121 0 R /K [127 0 R] >> endobj 127 0 obj << /S /TD /P 123 0 R /K [14 0 R 15 0 R] >> endobj 14 0 obj << /S /P /P 127 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 1 >>] >> endobj 15 0 obj << /S /P /P 127 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 2 >>] >> endobj 124 0 obj << /S /TR /P 121 0 R /K [128 0 R] >> endobj 128 0 obj << /S /TD /P 124 0 R /K [129 0 R] /A << /O /Table /ColSpan 3 >> >> endobj 129 0 obj << /S /P /P 128 0 R >> endobj 16 0 obj << /S /P /P 103 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 3 >>] >> endobj 17 0 obj << /S /P /P 103 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 4 >>] >> endobj 119 0 obj << /S /Table /P 103 0 R /K [130 0 R] >> endobj 130 0 obj << /S /TBody /P 119 0 R /K [131 0 R 132 0 R 133 0 R 134 0 R 135 0 R 136 0 R 137 0 R 138 0 R 139 0 R 140 0 R 141 0 R 142 0 R 143 0 R 144 0 R 145 0 R 146 0 R 147 0 R 148 0 R 149 0 R 150 0 R 151 0 R 152 0 R 153 0 R 154 0 R 155 0 R 156 0 R 157 0 R 158 0 R 159 0 R 160 0 R 161 0 R 162 0 R 163 0 R 164 0 R 165 0 R 166 0 R 167 0 R] >> endobj 131 0 obj << /S /TR /P 130 0 R /K [168 0 R 169 0 R] >> endobj 168 0 obj << /S /TD /P 131 0 R /K [18 0 R] >> endobj 18 0 obj << /S /P /P 168 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 5 >>] >> endobj 169 0 obj << /S /TD /P 131 0 R /K [19 0 R] >> endobj 19 0 obj << /S /P /P 169 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 6 >>] >> endobj 132 0 obj << /S /TR /P 130 0 R /K [170 0 R] >> endobj 170 0 obj << /S /TD /P 132 0 R /K [171 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 171 0 obj << /S /P /P 170 0 R >> endobj 133 0 obj << /S /TR /P 130 0 R /K [172 0 R 173 0 R] >> endobj 172 0 obj << /S /TD /P 133 0 R /K [20 0 R] >> endobj 20 0 obj << /S /P /P 172 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 7 >>] >> endobj 173 0 obj << /S /TD /P 133 0 R /K [21 0 R] >> endobj 21 0 obj << /S /P /P 173 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 8 >>] >> endobj 134 0 obj << /S /TR /P 130 0 R /K [174 0 R] >> endobj 174 0 obj << /S /TD /P 134 0 R /K [175 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 175 0 obj << /S /P /P 174 0 R >> endobj 135 0 obj << /S /TR /P 130 0 R /K [176 0 R 177 0 R] >> endobj 176 0 obj << /S /TD /P 135 0 R /K [22 0 R] >> endobj 22 0 obj << /S /P /P 176 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 9 >>] >> endobj 177 0 obj << /S /TD /P 135 0 R /K [23 0 R] >> endobj 23 0 obj << /S /P /P 177 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 10 >>] >> endobj 136 0 obj << /S /TR /P 130 0 R /K [178 0 R] >> endobj 178 0 obj << /S /TD /P 136 0 R /K [179 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 179 0 obj << /S /P /P 178 0 R >> endobj 137 0 obj << /S /TR /P 130 0 R /K [180 0 R 181 0 R] >> endobj 180 0 obj << /S /TD /P 137 0 R /K [24 0 R] >> endobj 24 0 obj << /S /P /P 180 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 11 >> << /Type /MCR /Pg 50 0 R /MCID 12 >>] >> endobj 181 0 obj << /S /TD /P 137 0 R /K [182 0 R 183 0 R] >> endobj 182 0 obj << /S /P /P 181 0 R /K [25 0 R] >> endobj 25 0 obj << /S /P /P 182 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 13 >>] >> endobj 183 0 obj << /S /P /P 181 0 R >> endobj 138 0 obj << /S /TR /P 130 0 R /K [184 0 R] >> endobj 184 0 obj << /S /TD /P 138 0 R /K [185 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 185 0 obj << /S /P /P 184 0 R >> endobj 139 0 obj << /S /TR /P 130 0 R /K [186 0 R 187 0 R] >> endobj 186 0 obj << /S /TD /P 139 0 R /K [26 0 R] >> endobj 26 0 obj << /S /P /P 186 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 14 >>] >> endobj 187 0 obj << /S /TD /P 139 0 R /K [27 0 R] >> endobj 27 0 obj << /S /P /P 187 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 15 >>] >> endobj 140 0 obj << /S /TR /P 130 0 R /K [188 0 R] >> endobj 188 0 obj << /S /TD /P 140 0 R /K [189 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 189 0 obj << /S /P /P 188 0 R >> endobj 141 0 obj << /S /TR /P 130 0 R /K [190 0 R 191 0 R] >> endobj 190 0 obj << /S /TD /P 141 0 R /K [28 0 R] >> endobj 28 0 obj << /S /P /P 190 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 16 >>] >> endobj 191 0 obj << /S /TD /P 141 0 R /K [29 0 R] >> endobj 29 0 obj << /S /P /P 191 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 17 >>] >> endobj 142 0 obj << /S /TR /P 130 0 R /K [192 0 R] >> endobj 192 0 obj << /S /TD /P 142 0 R /K [193 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 193 0 obj << /S /P /P 192 0 R >> endobj 143 0 obj << /S /TR /P 130 0 R /K [194 0 R 195 0 R] >> endobj 194 0 obj << /S /TD /P 143 0 R /K [30 0 R] >> endobj 30 0 obj << /S /P /P 194 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 18 >>] >> endobj 195 0 obj << /S /TD /P 143 0 R /K [196 0 R 197 0 R] >> endobj 196 0 obj << /S /P /P 195 0 R /K [31 0 R] >> endobj 31 0 obj << /S /P /P 196 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 19 >>] >> endobj 197 0 obj << /S /P /P 195 0 R >> endobj 144 0 obj << /S /TR /P 130 0 R /K [198 0 R] >> endobj 198 0 obj << /S /TD /P 144 0 R /K [199 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 199 0 obj << /S /P /P 198 0 R >> endobj 145 0 obj << /S /TR /P 130 0 R /K [200 0 R 201 0 R] >> endobj 200 0 obj << /S /TD /P 145 0 R /K [32 0 R] >> endobj 32 0 obj << /S /P /P 200 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 20 >>] >> endobj 201 0 obj << /S /TD /P 145 0 R /K [202 0 R 203 0 R] >> endobj 202 0 obj << /S /P /P 201 0 R /K [33 0 R] >> endobj 33 0 obj << /S /P /P 202 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 21 >>] >> endobj 203 0 obj << /S /P /P 201 0 R >> endobj 146 0 obj << /S /TR /P 130 0 R /K [204 0 R] >> endobj 204 0 obj << /S /TD /P 146 0 R /K [205 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 205 0 obj << /S /P /P 204 0 R >> endobj 147 0 obj << /S /TR /P 130 0 R /K [206 0 R 207 0 R] >> endobj 206 0 obj << /S /TD /P 147 0 R /K [34 0 R] >> endobj 34 0 obj << /S /P /P 206 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 22 >> << /Type /MCR /Pg 50 0 R /MCID 23 >>] >> endobj 207 0 obj << /S /TD /P 147 0 R /K [208 0 R 209 0 R] >> endobj 208 0 obj << /S /P /P 207 0 R /K [35 0 R] >> endobj 35 0 obj << /S /P /P 208 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 24 >> << /Type /MCR /Pg 50 0 R /MCID 25 >>] >> endobj 209 0 obj << /S /P /P 207 0 R >> endobj 148 0 obj << /S /TR /P 130 0 R /K [210 0 R] >> endobj 210 0 obj << /S /TD /P 148 0 R /K [211 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 211 0 obj << /S /P /P 210 0 R >> endobj 149 0 obj << /S /TR /P 130 0 R /K [212 0 R 213 0 R] >> endobj 212 0 obj << /S /TD /P 149 0 R /K [36 0 R] >> endobj 36 0 obj << /S /P /P 212 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 26 >> << /Type /MCR /Pg 50 0 R /MCID 27 >>] >> endobj 213 0 obj << /S /TD /P 149 0 R /K [214 0 R 215 0 R] >> endobj 214 0 obj << /S /P /P 213 0 R /K [37 0 R] >> endobj 37 0 obj << /S /P /P 214 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 28 >> << /Type /MCR /Pg 50 0 R /MCID 29 >> << /Type /MCR /Pg 50 0 R /MCID 30 >> << /Type /MCR /Pg 50 0 R /MCID 31 >> << /Type /MCR /Pg 50 0 R /MCID 32 >> << /Type /MCR /Pg 50 0 R /MCID 33 >>] >> endobj 215 0 obj << /S /P /P 213 0 R >> endobj 150 0 obj << /S /TR /P 130 0 R /K [216 0 R] >> endobj 216 0 obj << /S /TD /P 150 0 R /K [217 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 217 0 obj << /S /P /P 216 0 R >> endobj 151 0 obj << /S /TR /P 130 0 R /K [218 0 R 219 0 R] >> endobj 218 0 obj << /S /TD /P 151 0 R /K [38 0 R] >> endobj 38 0 obj << /S /P /P 218 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 34 >> << /Type /MCR /Pg 50 0 R /MCID 35 >>] >> endobj 219 0 obj << /S /TD /P 151 0 R /K [220 0 R 221 0 R] >> endobj 220 0 obj << /S /P /P 219 0 R /K [39 0 R] >> endobj 39 0 obj << /S /P /P 220 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 36 >> << /Type /MCR /Pg 50 0 R /MCID 37 >> << /Type /MCR /Pg 50 0 R /MCID 38 >> << /Type /MCR /Pg 50 0 R /MCID 39 >>] >> endobj 221 0 obj << /S /P /P 219 0 R >> endobj 152 0 obj << /S /TR /P 130 0 R /K [222 0 R] >> endobj 222 0 obj << /S /TD /P 152 0 R /K [223 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 223 0 obj << /S /P /P 222 0 R >> endobj 153 0 obj << /S /TR /P 130 0 R /K [224 0 R 225 0 R] >> endobj 224 0 obj << /S /TD /P 153 0 R /K [40 0 R] >> endobj 40 0 obj << /S /P /P 224 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 40 >>] >> endobj 225 0 obj << /S /TD /P 153 0 R /K [226 0 R 227 0 R] >> endobj 226 0 obj << /S /P /P 225 0 R /K [41 0 R] >> endobj 41 0 obj << /S /P /P 226 0 R /K [<< /Type /MCR /Pg 50 0 R /MCID 41 >> << /Type /MCR /Pg 50 0 R /MCID 42 >> << /Type /MCR /Pg 50 0 R /MCID 43 >> << /Type /MCR /Pg 50 0 R /MCID 44 >> << /Type /MCR /Pg 50 0 R /MCID 45 >> << /Type /MCR /Pg 92 0 R /MCID 0 >> << /Type /MCR /Pg 92 0 R /MCID 1 >> << /Type /MCR /Pg 92 0 R /MCID 2 >> << /Type /MCR /Pg 92 0 R /MCID 3 >> << /Type /MCR /Pg 92 0 R /MCID 4 >> << /Type /MCR /Pg 92 0 R /MCID 5 >> << /Type /MCR /Pg 92 0 R /MCID 6 >> << /Type /MCR /Pg 92 0 R /MCID 7 >> << /Type /MCR /Pg 92 0 R /MCID 8 >> << /Type /MCR /Pg 92 0 R /MCID 9 >> << /Type /MCR /Pg 92 0 R /MCID 10 >> << /Type /MCR /Pg 92 0 R /MCID 11 >> << /Type /MCR /Pg 92 0 R /MCID 12 >> << /Type /MCR /Pg 92 0 R /MCID 13 >> << /Type /MCR /Pg 92 0 R /MCID 14 >> << /Type /MCR /Pg 92 0 R /MCID 15 >> << /Type /MCR /Pg 92 0 R /MCID 16 >> << /Type /MCR /Pg 92 0 R /MCID 17 >> << /Type /MCR /Pg 92 0 R /MCID 18 >> << /Type /MCR /Pg 92 0 R /MCID 19 >> << /Type /MCR /Pg 92 0 R /MCID 20 >> << /Type /MCR /Pg 92 0 R /MCID 21 >> << /Type /MCR /Pg 92 0 R /MCID 22 >> << /Type /MCR /Pg 92 0 R /MCID 23 >>] >> endobj 227 0 obj << /S /P /P 225 0 R >> endobj 154 0 obj << /S /TR /P 130 0 R /K [228 0 R] >> endobj 228 0 obj << /S /TD /P 154 0 R /K [229 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 229 0 obj << /S /P /P 228 0 R >> endobj 155 0 obj << /S /TR /P 130 0 R /K [230 0 R 231 0 R] >> endobj 230 0 obj << /S /TD /P 155 0 R /K [60 0 R] >> endobj 60 0 obj << /S /P /P 230 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 24 >>] >> endobj 231 0 obj << /S /TD /P 155 0 R /K [232 0 R 233 0 R] >> endobj 232 0 obj << /S /P /P 231 0 R /K [61 0 R 234 0 R] >> endobj 61 0 obj << /S /P /P 232 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 25 >> << /Type /MCR /Pg 92 0 R /MCID 26 >>] >> endobj 234 0 obj << /S /L /P 232 0 R /K [235 0 R 236 0 R 237 0 R 238 0 R 239 0 R] >> endobj 235 0 obj << /S /LI /P 234 0 R /K [240 0 R 241 0 R] >> endobj 240 0 obj << /S /Lbl /P 235 0 R /K [62 0 R] >> endobj 62 0 obj << /S /P /P 240 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 27 >>] >> endobj 241 0 obj << /S /LBody /P 235 0 R /K [63 0 R] >> endobj 63 0 obj << /S /P /P 241 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 28 >> << /Type /MCR /Pg 92 0 R /MCID 29 >> 64 0 R << /Type /MCR /Pg 92 0 R /MCID 31 >> 65 0 R << /Type /MCR /Pg 92 0 R /MCID 33 >>] >> endobj 64 0 obj << /S /Span /P 63 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 30 >>] >> endobj 65 0 obj << /S /Span /P 63 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 32 >>] >> endobj 236 0 obj << /S /LI /P 234 0 R /K [242 0 R 243 0 R] >> endobj 242 0 obj << /S /Lbl /P 236 0 R /K [66 0 R] >> endobj 66 0 obj << /S /P /P 242 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 34 >>] >> endobj 243 0 obj << /S /LBody /P 236 0 R /K [67 0 R] >> endobj 67 0 obj << /S /P /P 243 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 35 >> 68 0 R << /Type /MCR /Pg 92 0 R /MCID 38 >>] >> endobj 68 0 obj << /S /Span /P 67 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 36 >> << /Type /MCR /Pg 92 0 R /MCID 37 >>] >> endobj 237 0 obj << /S /LI /P 234 0 R /K [244 0 R 245 0 R] >> endobj 244 0 obj << /S /Lbl /P 237 0 R /K [69 0 R] >> endobj 69 0 obj << /S /P /P 244 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 39 >>] >> endobj 245 0 obj << /S /LBody /P 237 0 R /K [70 0 R] >> endobj 70 0 obj << /S /P /P 245 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 40 >> 71 0 R << /Type /MCR /Pg 92 0 R /MCID 42 >> << /Type /MCR /Pg 92 0 R /MCID 43 >>] >> endobj 71 0 obj << /S /Span /P 70 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 41 >>] >> endobj 238 0 obj << /S /LI /P 234 0 R /K [246 0 R 247 0 R] >> endobj 246 0 obj << /S /Lbl /P 238 0 R /K [72 0 R] >> endobj 72 0 obj << /S /P /P 246 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 44 >>] >> endobj 247 0 obj << /S /LBody /P 238 0 R /K [73 0 R] >> endobj 73 0 obj << /S /P /P 247 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 45 >> 74 0 R << /Type /MCR /Pg 92 0 R /MCID 47 >>] >> endobj 74 0 obj << /S /Span /P 73 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 46 >>] >> endobj 239 0 obj << /S /LI /P 234 0 R /K [248 0 R 249 0 R] >> endobj 248 0 obj << /S /Lbl /P 239 0 R /K [250 0 R] >> endobj 250 0 obj << /S /P /P 248 0 R >> endobj 249 0 obj << /S /LBody /P 239 0 R /K [251 0 R] >> endobj 251 0 obj << /S /P /P 249 0 R >> endobj 233 0 obj << /S /P /P 231 0 R >> endobj 156 0 obj << /S /TR /P 130 0 R /K [252 0 R] >> endobj 252 0 obj << /S /TD /P 156 0 R /K [253 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 253 0 obj << /S /P /P 252 0 R >> endobj 157 0 obj << /S /TR /P 130 0 R /K [254 0 R 255 0 R] >> endobj 254 0 obj << /S /TD /P 157 0 R /K [75 0 R] >> endobj 75 0 obj << /S /P /P 254 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 48 >> << /Type /MCR /Pg 92 0 R /MCID 49 >>] >> endobj 255 0 obj << /S /TD /P 157 0 R /K [256 0 R 257 0 R] >> endobj 256 0 obj << /S /P /P 255 0 R /K [76 0 R] >> endobj 76 0 obj << /S /P /P 256 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 50 >>] >> endobj 257 0 obj << /S /P /P 255 0 R >> endobj 158 0 obj << /S /TR /P 130 0 R /K [258 0 R] >> endobj 258 0 obj << /S /TD /P 158 0 R /K [259 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 259 0 obj << /S /P /P 258 0 R >> endobj 159 0 obj << /S /TR /P 130 0 R /K [260 0 R 261 0 R] >> endobj 260 0 obj << /S /TD /P 159 0 R /K [77 0 R] >> endobj 77 0 obj << /S /P /P 260 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 51 >>] >> endobj 261 0 obj << /S /TD /P 159 0 R /K [262 0 R 263 0 R] >> endobj 262 0 obj << /S /P /P 261 0 R /K [78 0 R 79 0 R 80 0 R] >> endobj 78 0 obj << /S /P /P 262 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 52 >>] >> endobj 79 0 obj << /S /P /P 262 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 53 >>] >> endobj 80 0 obj << /S /P /P 262 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 54 >>] >> endobj 263 0 obj << /S /P /P 261 0 R >> endobj 160 0 obj << /S /TR /P 130 0 R /K [264 0 R] >> endobj 264 0 obj << /S /TD /P 160 0 R /K [265 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 265 0 obj << /S /P /P 264 0 R >> endobj 161 0 obj << /S /TR /P 130 0 R /K [266 0 R 267 0 R] >> endobj 266 0 obj << /S /TD /P 161 0 R /K [81 0 R] >> endobj 81 0 obj << /S /P /P 266 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 55 >>] >> endobj 267 0 obj << /S /TD /P 161 0 R /K [268 0 R 269 0 R] >> endobj 268 0 obj << /S /P /P 267 0 R /K [82 0 R] >> endobj 82 0 obj << /S /P /P 268 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 56 >> << /Type /MCR /Pg 92 0 R /MCID 57 >>] >> endobj 269 0 obj << /S /P /P 267 0 R >> endobj 162 0 obj << /S /TR /P 130 0 R /K [270 0 R] >> endobj 270 0 obj << /S /TD /P 162 0 R /K [271 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 271 0 obj << /S /P /P 270 0 R >> endobj 163 0 obj << /S /TR /P 130 0 R /K [272 0 R 273 0 R] >> endobj 272 0 obj << /S /TD /P 163 0 R /K [83 0 R] >> endobj 83 0 obj << /S /P /P 272 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 58 >>] >> endobj 273 0 obj << /S /TD /P 163 0 R /K [274 0 R 275 0 R] >> endobj 274 0 obj << /S /P /P 273 0 R /K [84 0 R] >> endobj 84 0 obj << /S /P /P 274 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 59 >>] >> endobj 275 0 obj << /S /P /P 273 0 R >> endobj 164 0 obj << /S /TR /P 130 0 R /K [276 0 R] >> endobj 276 0 obj << /S /TD /P 164 0 R /K [277 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 277 0 obj << /S /P /P 276 0 R >> endobj 165 0 obj << /S /TR /P 130 0 R /K [278 0 R 279 0 R] >> endobj 278 0 obj << /S /TD /P 165 0 R /K [85 0 R] >> endobj 85 0 obj << /S /P /P 278 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 60 >>] >> endobj 279 0 obj << /S /TD /P 165 0 R /K [280 0 R 281 0 R] >> endobj 280 0 obj << /S /P /P 279 0 R /K [86 0 R] >> endobj 86 0 obj << /S /P /P 280 0 R /K [<< /Type /MCR /Pg 92 0 R /MCID 61 >> 282 0 R << /Type /MCR /Pg 92 0 R /MCID 64 >> 283 0 R << /Type /MCR /Pg 92 0 R /MCID 67 >>] >> endobj 282 0 obj << /S /Span /P 86 0 R /K [87 0 R] >> endobj 87 0 obj << /S /Link /P 282 0 R /Alt () /K [<< /Type /MCR /Pg 92 0 R /MCID 62 >> << /Type /MCR /Pg 92 0 R /MCID 63 >> << /Type /OBJR /Pg 92 0 R /Obj 54 0 R >> << /Type /OBJR /Pg 92 0 R /Obj 55 0 R >>] >> endobj 283 0 obj << /S /Span /P 86 0 R /K [88 0 R] >> endobj 88 0 obj << /S /Link /P 283 0 R /Alt () /K [<< /Type /MCR /Pg 92 0 R /MCID 65 >> << /Type /MCR /Pg 92 0 R /MCID 66 >> << /Type /OBJR /Pg 92 0 R /Obj 57 0 R >> << /Type /OBJR /Pg 92 0 R /Obj 58 0 R >>] >> endobj 281 0 obj << /S /P /P 279 0 R >> 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