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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 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 36 0 R 37 0 R 38 0 R 39 0 R 40 0 R 41 0 R 41 0 R 41 0 R 42 0 R 43 0 R 43 0 R 44 0 R 45 0 R 45 0 R 46 0 R 47 0 R 47 0 R 48 0 R 49 0 R 49 0 R 49 0 R 50 0 R 51 0 R 51 0 R 52 0 R 53 0 R 53 0 R 54 0 R 55 0 R 56 0 R 55 0 R 57 0 R 58 0 R 59 0 R] endobj 60 0 obj << /Length 61 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 [(Bachelor of Science Wirtschaftswissenschaften \(PO 2022 \))] 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 [(Projektkurs Data Science und Business Analytics)] 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 [(8218476043)] 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-Punkte)] 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 [(10)] 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 [(Pr\344senzzeit)] 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 [(8)] 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 [(Unterrichtssprache)] 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 [(Deutsch)] TJ ET EMC Q q 1 0 0 1 0 278.266 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 0 292.266 cm /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Dauer)] TJ ET EMC Q q 1 0 0 1 105.543 292.266 cm /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(2)] TJ ET EMC Q q 1 0 0 1 0 310.266 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 0 324.266 cm /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Turnus)] TJ ET EMC Q q 1 0 0 1 105.543 324.266 cm /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(jedes Studienjahr)] TJ ET EMC Q q 1 0 0 1 0 342.266 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 0 356.266 cm /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Modulkoordinator)] TJ ET EMC Q q 1 0 0 1 105.543 356.266 cm /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Studiendekan Wirtschaftswissenschaften)] TJ ET EMC Q q 1 0 0 1 0 384.266 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 0 398.266 cm /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Dozent\(en\))] TJ ET EMC Q q 1 0 0 1 105.543 398.266 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 0 426.266 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 0 440.266 cm /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Einordnung in die )] TJ ET EMC /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 25.55500031 Tm [(Studieng\344nge)] TJ ET EMC Q q 1 0 0 1 105.543 440.266 cm /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(B.Sc. Wirtschaftswissenschaften)] TJ ET EMC Q q 1 0 0 1 0 470.266 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 0 484.266 cm /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Vorkenntnisse)] TJ ET EMC Q q 1 0 0 1 105.543 484.266 cm /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Grundlagen der BWL, Grundlagen der VWL)] TJ ET EMC Q q 1 0 0 1 0 512.266 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 0 526.266 cm /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Lernziele)] TJ ET EMC Q q 1 0 0 1 105.543 526.266 cm /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Studierende, die dieses Modul erfolgreich absolviert haben, k\366nnen)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 35.55500031 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 35.55500031 Tm [(selbstst\344ndig Datens\344tze aus verschiedenen Quellen zusammenstellen, und )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 47.55500031 Tm [(f\374r die eigene Analyse mittels)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 59.55500031 Tm [(der Programmiersprache R aufarbeiten)] 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 [(mit fehlenden oder fehlerhaften Daten umgehen und diese f\374r ihre eigenen )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 83.55500031 Tm [(Analysen transparent bereinigen)] 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 [(Datens\344tze deskriptiv untersuchen, Zusammenh\344nge erkennen und weitere )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 107.55500031 Tm [(Schritte aus dieser deskriptiven Analyse ableiten)] 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 [(geeignete Visualisierungsverfahren zur Darstellung komplexer )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 131.55499268 Tm [(Zusammenh\344nge ausw\344hlen und diese pr\344sentieren)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 143.55499268 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 143.55499268 Tm [(elementare statistische Verfahren \(insbesondere die lineare Regression\) auf )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 155.55499268 Tm [(wirtschaftswissenschaftliche Problemstellungen anwenden und die Ergebnisse )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 167.55499268 Tm [(aus diesen Analysen interpretieren und bewerten)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 179.55499268 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 179.55499268 Tm [(reproduzierbare statistische Analysen in R erstellen und die Ergebnisse aus )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 191.55499268 Tm [(diesen Analysen pr\344sentieren und beurteilen)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 203.55499268 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 203.55499268 Tm [(Vorteile und Beschr\344nkungen von Experimentaldaten und Beobachtungsdaten )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 215.55499268 Tm [(zur Analyse von kausalen Zusammenh\344ngen erkl\344ren)] 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 [( Projektkurs Data Science und Business Analytics )] 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 55.35100174 13.54399967 Tm [(Seite )] TJ ET EMC /Quote <> BDC BT /F1 8 Tf 1 0 0 -1 75.80699921 13.54399967 Tm [(1)] TJ ET EMC /P <> BDC BT /F1 8 Tf 1 0 0 -1 80.25499725 13.54399967 Tm [( von )] 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 [( Modulbeschreibung zuletzt aktualisiert am:)] 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 14.44699955 13.54399967 Tm [(Druckdatum: 11.09.2023)] TJ ET EMC Q Q Q endstream endobj 61 0 obj 8060 endobj 62 0 obj << /Resources 63 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 64 0 R /StructParents 0 /Tabs /S /Contents 60 0 R >> endobj 65 0 obj [66 0 R 67 0 R 67 0 R 68 0 R 69 0 R 70 0 R 71 0 R 72 0 R 73 0 R 74 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 83 0 R 84 0 R 85 0 R 86 0 R 87 0 R 88 0 R 89 0 R 90 0 R 91 0 R 92 0 R 93 0 R 94 0 R 95 0 R 96 0 R 97 0 R 98 0 R 99 0 R 100 0 R 101 0 R 102 0 R 103 0 R 104 0 R 105 0 R 106 0 R 107 0 R 107 0 R 108 0 R 109 0 R 110 0 R 111 0 R 112 0 R 113 0 R 114 0 R 115 0 R 116 0 R 117 0 R 118 0 R 119 0 R 120 0 R 121 0 R 122 0 R 123 0 R 124 0 R 124 0 R 125 0 R 126 0 R 127 0 R 127 0 R 128 0 R 128 0 R 129 0 R 130 0 R 131 0 R 132 0 R 133 0 R 54 0 R 55 0 R 56 0 R 55 0 R 57 0 R 58 0 R 59 0 R] endobj 134 0 obj << /Length 135 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 [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 8.55500031 Tm [(Ausarbeitungen von Mitstudierenden kritisch bewerten und zu diesen )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 20.55500031 Tm [(Ausarbeitungen konstruktives Feedback geben)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 44.55500031 Tm [(Soft Skills:)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 66.55500031 Tm [(Studierende)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 88.55500031 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 88.55500031 Tm [(bearbeiten gemeinsam Projekte in Teams)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 100.55500031 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 100.55500031 Tm [(organisieren l\344ngerfristig angelegte Projekte selbstst\344ndig)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 112.55500031 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 112.55500031 Tm [(nutzen das Versionierungstool Git f\374r die Zusammenarbeit und )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 124.55500031 Tm [(Projektkoordination)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 136.55499268 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 136.55499268 Tm [(k\366nnen ihre Ergebnisse kurz und pr\344gnant in einer Pr\344sentation erl\344utern)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 160.55499268 Tm [( )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 182.55499268 Tm [( )] TJ ET EMC Q q 1 0 0 1 0 197 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 0 211 cm 0 g /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Inhalt)] TJ ET EMC Q q 1 0 0 1 105.543 211 cm 0 g /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(In diesem Modul werden folgende fachliche Inhalte vermittelt:)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 35.55500031 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 35.55500031 Tm [(Einf\374hrung in die Programmiersprache R)] 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 [(Analyse unstrukturierter Daten)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 59.55500031 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 59.55500031 Tm [(Erstellung eigener Datens\344tze)] 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 [(Deskriptive Analysen \(Grafiken und Tabellen\))] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 83.55500031 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 83.55500031 Tm [(Grundkenntnisse der statistischen Auswertung:)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 95.55500031 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 28.34600067 95.55500031 Tm [(Einfache lineare Regression)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 107.55500031 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 28.34600067 107.55500031 Tm [(Multiple lineare Regression)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 119.55500031 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 28.34600067 119.55500031 Tm [(Unsicherheit in Sch\344tzverfahren, insbesondere Konfidenzintervalle)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 131.55499268 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 28.34600067 131.55499268 Tm [(Hypothesentest)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 143.55499268 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 143.55499268 Tm [(Endogenit\344t/Kausalit\344t:)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 155.55499268 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 28.34600067 155.55499268 Tm [(Modellierung des Endogenit\344tsproblems \374ber Directed Acyclic Graphs)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 167.55499268 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 28.34600067 167.55499268 Tm [(Vorteile und Beschr\344nkungen von randomisierten Experimenten)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 179.55499268 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 28.34600067 179.55499268 Tm [(Probleme bei der kausalen Interpretation von Beobachtungsdaten \(unter )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 28.34600067 191.55499268 Tm [(anderem Omitted Variable Bias\))] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 203.55499268 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 28.34600067 203.55499268 Tm [(Instrumentalvariablensch\344tzung)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 215.55499268 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 215.55499268 Tm [(Datenvisualisierung und Pr\344sentationstechniken umsetzen mittels Screencast)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 227.55499268 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 227.55499268 Tm [(Kritische Auseinandersetzung mit statistischen Analysen von Mitstudierenden )] TJ ET EMC Q q 1 0 0 1 0 455 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 0 469 cm 0 g /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Literatur)] TJ ET EMC Q q 1 0 0 1 105.543 469 cm 0 g /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 13.55500031 Tm [(Grolemund und Wickham \(2017\): R for Data Science )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 25.55500031 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 25.55500031 Tm [(Ismay und Kim \(2019\): Statistical Inference via Data Science)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 37.55500031 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 37.55500031 Tm [(Irizarry \(2020\): Introduction to Data Science)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 49.55500031 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 49.55500031 Tm [(Cunningham \(2021\): Causal Inference \226 The Mixtape)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 61.55500031 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 61.55500031 Tm [(Huntington-Klein \(2021\): The Effect: An introduction to Research Design and )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 73.55500031 Tm [(Causality)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 85.55500031 Tm [(\225)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 14.17300034 85.55500031 Tm [(Wilke, C. \(2019\): Fundamentals of Data Visualization )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 109.55500031 Tm [(Alle B\374cher sind als Open Books frei verf\374gbar. Weitere Literatur zu den )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 121.55500031 Tm [(einzelnen Kapiteln und Projekten wird in der Vorlesung bekannt gegeben)] TJ ET EMC Q q 1 0 0 1 0 605 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 0 619 cm 0 g /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Lehr- und )] TJ ET EMC /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 25.55500031 Tm [(Lernformen)] TJ ET EMC Q q 1 0 0 1 105.543 619 cm 0 g /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Vorlesung und Projektarbeiten \(8 SWS\))] TJ ET EMC Q q 1 0 0 1 0 649 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 0 663 cm 0 g /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Arbeitsaufwand)] TJ ET EMC Q q 1 0 0 1 105.543 663 cm 0 g /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Pr\344senzstudium: 80 h)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 35.55500031 Tm [(Selbststudium: 280 h)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 57.55500031 Tm [(Summe: 360 h)] 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 [( Projektkurs Data Science und Business Analytics )] 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 55.35100174 13.54399967 Tm [(Seite )] TJ ET EMC /Quote <> BDC BT /F1 8 Tf 1 0 0 -1 75.80699921 13.54399967 Tm [(2)] TJ ET EMC /P <> BDC BT /F1 8 Tf 1 0 0 -1 80.25499725 13.54399967 Tm [( von )] 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 [( Modulbeschreibung zuletzt aktualisiert am:)] 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 14.44699955 13.54399967 Tm [(Druckdatum: 11.09.2023)] TJ ET EMC Q Q Q endstream endobj 135 0 obj 9455 endobj 136 0 obj << /Resources 63 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 64 0 R /StructParents 1 /Tabs /S /Contents 134 0 R >> endobj 137 0 obj [138 0 R 139 0 R 139 0 R 139 0 R 139 0 R 139 0 R 139 0 R 140 0 R 141 0 R 142 0 R 143 0 R 144 0 R 145 0 R 145 0 R 145 0 R 145 0 R 145 0 R 145 0 R 146 0 R 147 0 R 148 0 R 54 0 R 55 0 R 56 0 R 55 0 R 57 0 R 58 0 R 59 0 R] endobj 149 0 obj << /Length 150 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 0 g /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Bewertungsmethode)] TJ ET EMC Q q 1 0 0 1 105.543 15 cm 0 g /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Die Vergabe der Leistungspunkte erfolgt aufgrund des Bestehens der )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 25.55500031 Tm [(Projektkurse I und II. Beide Projektkurse bestehen jeweils aus drei Projektarbeiten )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 37.55500031 Tm [(\(70%\) und einer schriftlichen Multiple Choice Klausur \(30%\). Die genauen )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 49.55500031 Tm [(Modalit\344ten werden zu Beginn der Lehrveranstaltung bekannt gegeben. Die )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 61.55500031 Tm [(Anmeldungen zu den Modulteilpr\374fungen setzten jeweils eine unbenotete )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 73.55500031 Tm [(Studienleistung voraus.)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 95.55500031 Tm [( )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 117.55500031 Tm [( )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 139.55499268 Tm [( )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 161.55499268 Tm [( )] TJ ET EMC Q q 1 0 0 1 0 191 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 0 205 cm 0 g /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Notenbildung)] TJ ET EMC Q q 1 0 0 1 105.543 205 cm 0 g /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Die Modulnote entspricht dem Ergebnis der Modulpr\374fung. Die Note der )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 25.55500031 Tm [(Modulpr\374fung ergibt sich aus den Teilleistungen \(Endnote des Projektkurses I und )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 37.55500031 Tm [(Projektkurses II\) und wird vom Pr\374fer berechnet. Im Transcript of Records wird )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 49.55500031 Tm [(die errechnete Note f\374r die Modulpr\374fung als eine Pr\374fungsleistung eingetragen )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 61.55500031 Tm [(und ausgewiesen. Die genauen Modalit\344ten werden zu Beginn der Veranstaltung )] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 73.55500031 Tm [(bekannt gegeben.)] TJ ET EMC Q q 1 0 0 1 0 293 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 0 307 cm 0 g /P <> BDC BT /F3 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Grundlage f\374r)] TJ ET EMC Q q 1 0 0 1 105.543 307 cm 0 g /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 13.55500031 Tm [(Wahlpflicht BWL, Wahlpflicht VWL)] TJ ET EMC /P <> BDC BT /F1 10 Tf 1 0 0 -1 0 35.55500031 Tm [( )] TJ ET EMC Q q 1 0 0 1 0 357 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 0 371 cm Q q 1 0 0 1 93.543 371 cm 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 [( Projektkurs Data Science und Business Analytics )] 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 55.35100174 13.54399967 Tm [(Seite )] TJ ET EMC /Quote <> BDC BT /F1 8 Tf 1 0 0 -1 75.80699921 13.54399967 Tm [(3)] TJ ET EMC /P <> BDC BT /F1 8 Tf 1 0 0 -1 80.25499725 13.54399967 Tm [( von )] 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 [( Modulbeschreibung zuletzt aktualisiert am:)] 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 14.44699955 13.54399967 Tm [(Druckdatum: 11.09.2023)] TJ ET EMC Q Q Q endstream endobj 150 0 obj 3998 endobj 151 0 obj << /Resources 63 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 64 0 R /StructParents 2 /Tabs /S /Contents 149 0 R >> endobj 152 0 obj << /Type /Font /Subtype /Type1 /BaseFont /Helvetica /Encoding /WinAnsiEncoding >> endobj 153 0 obj << /Type /Font /Subtype /Type1 /BaseFont /Helvetica-Bold /Encoding /WinAnsiEncoding >> endobj 154 0 obj << /S /Document /P 155 0 R /K [156 0 R] >> endobj 156 0 obj << /S /Part /P 154 0 R /K [157 0 R 158 0 R] >> endobj 158 0 obj << /S /Sect /P 156 0 R /K [159 0 R 160 0 R] >> endobj 159 0 obj << /S /P /P 158 0 R /K [161 0 R] >> endobj 161 0 obj << /S /Table /P 159 0 R /K [162 0 R] >> endobj 162 0 obj << /S /TBody /P 161 0 R /K [163 0 R 164 0 R 165 0 R] >> endobj 163 0 obj << /S /TR /P 162 0 R /K [166 0 R] >> endobj 166 0 obj << /S /TD /P 163 0 R /K [167 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 167 0 obj << /S /P /P 166 0 R >> endobj 164 0 obj << /S /TR /P 162 0 R /K [168 0 R 169 0 R] >> endobj 168 0 obj << /S /TD /P 164 0 R /K [54 0 R] >> endobj 54 0 obj << /S /P /P 168 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 51 >> << /Type /MCR /Pg 136 0 R /MCID 74 >> << /Type /MCR /Pg 151 0 R /MCID 21 >>] >> endobj 169 0 obj << /S /TD /P 164 0 R /K [55 0 R] >> endobj 55 0 obj << /S /P /P 169 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 52 >> << /Type /MCR /Pg 136 0 R /MCID 75 >> << /Type /MCR /Pg 151 0 R /MCID 22 >> 56 0 R << /Type /MCR /Pg 62 0 R /MCID 54 >> << /Type /MCR /Pg 136 0 R /MCID 77 >> << /Type /MCR /Pg 151 0 R /MCID 24 >> 57 0 R] >> endobj 56 0 obj << /S /Quote /P 55 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 53 >> << /Type /MCR /Pg 136 0 R /MCID 76 >> << /Type /MCR /Pg 151 0 R /MCID 23 >>] >> endobj 57 0 obj << /S /Quote /P 55 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 55 >> << /Type /MCR /Pg 136 0 R /MCID 78 >> << /Type /MCR /Pg 151 0 R /MCID 25 >>] >> endobj 165 0 obj << /S /TR /P 162 0 R /K [170 0 R 171 0 R] >> endobj 170 0 obj << /S /TD /P 165 0 R /K [58 0 R] >> endobj 58 0 obj << /S /P /P 170 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 56 >> << /Type /MCR /Pg 136 0 R /MCID 79 >> << /Type /MCR /Pg 151 0 R /MCID 26 >>] >> endobj 171 0 obj << /S /TD /P 165 0 R /K [59 0 R] >> endobj 59 0 obj << /S /P /P 171 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 57 >> << /Type /MCR /Pg 136 0 R /MCID 80 >> << /Type /MCR /Pg 151 0 R /MCID 27 >>] >> endobj 160 0 obj << /S /P /P 158 0 R >> endobj 157 0 obj << /S /Sect /P 156 0 R /K [172 0 R 16 0 R 17 0 R 173 0 R 174 0 R] >> endobj 172 0 obj << /S /Table /P 157 0 R /K [175 0 R] >> endobj 175 0 obj << /S /TBody /P 172 0 R /K [176 0 R 177 0 R 178 0 R] >> endobj 176 0 obj << /S /TR /P 175 0 R /K [179 0 R] >> endobj 179 0 obj << /S /TD /P 176 0 R /K [180 0 R] /A << /O /Table /ColSpan 3 >> >> endobj 180 0 obj << /S /P /P 179 0 R /K [13 0 R] >> endobj 13 0 obj << /S /Figure /P 180 0 R /Alt () /K [<< /Type /MCR /Pg 62 0 R /MCID 0 >>] >> endobj 177 0 obj << /S /TR /P 175 0 R /K [181 0 R] >> endobj 181 0 obj << /S /TD /P 177 0 R /K [14 0 R 15 0 R] >> endobj 14 0 obj << /S /P /P 181 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 1 >>] >> endobj 15 0 obj << /S /P /P 181 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 2 >>] >> endobj 178 0 obj << /S /TR /P 175 0 R /K [182 0 R] >> endobj 182 0 obj << /S /TD /P 178 0 R /K [183 0 R] /A << /O /Table /ColSpan 3 >> >> endobj 183 0 obj << /S /P /P 182 0 R >> endobj 16 0 obj << /S /P /P 157 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 3 >>] >> endobj 17 0 obj << /S /P /P 157 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 4 >>] >> endobj 173 0 obj << /S /Table /P 157 0 R /K [184 0 R] >> endobj 184 0 obj << /S /TBody /P 173 0 R /K [185 0 R 186 0 R 187 0 R 188 0 R 189 0 R 190 0 R 191 0 R 192 0 R 193 0 R 194 0 R 195 0 R 196 0 R 197 0 R 198 0 R 199 0 R 200 0 R 201 0 R 202 0 R 203 0 R 204 0 R 205 0 R 206 0 R 207 0 R 208 0 R 209 0 R 210 0 R 211 0 R 212 0 R 213 0 R 214 0 R 215 0 R 216 0 R 217 0 R 218 0 R 219 0 R 220 0 R 221 0 R] >> endobj 185 0 obj << /S /TR /P 184 0 R /K [222 0 R 223 0 R] >> endobj 222 0 obj << /S /TD /P 185 0 R /K [18 0 R] >> endobj 18 0 obj << /S /P /P 222 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 5 >>] >> endobj 223 0 obj << /S /TD /P 185 0 R /K [19 0 R] >> endobj 19 0 obj << /S /P /P 223 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 6 >>] >> endobj 186 0 obj << /S /TR /P 184 0 R /K [224 0 R] >> endobj 224 0 obj << /S /TD /P 186 0 R /K [225 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 225 0 obj << /S /P /P 224 0 R >> endobj 187 0 obj << /S /TR /P 184 0 R /K [226 0 R 227 0 R] >> endobj 226 0 obj << /S /TD /P 187 0 R /K [20 0 R] >> endobj 20 0 obj << /S /P /P 226 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 7 >>] >> endobj 227 0 obj << /S /TD /P 187 0 R /K [21 0 R] >> endobj 21 0 obj << /S /P /P 227 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 8 >>] >> endobj 188 0 obj << /S /TR /P 184 0 R /K [228 0 R] >> endobj 228 0 obj << /S /TD /P 188 0 R /K [229 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 229 0 obj << /S /P /P 228 0 R >> endobj 189 0 obj << /S /TR /P 184 0 R /K [230 0 R 231 0 R] >> endobj 230 0 obj << /S /TD /P 189 0 R /K [22 0 R] >> endobj 22 0 obj << /S /P /P 230 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 9 >>] >> endobj 231 0 obj << /S /TD /P 189 0 R /K [23 0 R] >> endobj 23 0 obj << /S /P /P 231 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 10 >>] >> endobj 190 0 obj << /S /TR /P 184 0 R /K [232 0 R] >> endobj 232 0 obj << /S /TD /P 190 0 R /K [233 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 233 0 obj << /S /P /P 232 0 R >> endobj 191 0 obj << /S /TR /P 184 0 R /K [234 0 R 235 0 R] >> endobj 234 0 obj << /S /TD /P 191 0 R /K [24 0 R] >> endobj 24 0 obj << /S /P /P 234 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 11 >>] >> endobj 235 0 obj << /S /TD /P 191 0 R /K [236 0 R 237 0 R] >> endobj 236 0 obj << /S /P /P 235 0 R /K [25 0 R] >> endobj 25 0 obj << /S /P /P 236 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 12 >>] >> endobj 237 0 obj << /S /P /P 235 0 R >> endobj 192 0 obj << /S /TR /P 184 0 R /K [238 0 R] >> endobj 238 0 obj << /S /TD /P 192 0 R /K [239 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 239 0 obj << /S /P /P 238 0 R >> endobj 193 0 obj << /S /TR /P 184 0 R /K [240 0 R 241 0 R] >> endobj 240 0 obj << /S /TD /P 193 0 R /K [26 0 R] >> endobj 26 0 obj << /S /P /P 240 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 13 >>] >> endobj 241 0 obj << /S /TD /P 193 0 R /K [27 0 R] >> endobj 27 0 obj << /S /P /P 241 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 14 >>] >> endobj 194 0 obj << /S /TR /P 184 0 R /K [242 0 R] >> endobj 242 0 obj << /S /TD /P 194 0 R /K [243 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 243 0 obj << /S /P /P 242 0 R >> endobj 195 0 obj << /S /TR /P 184 0 R /K [244 0 R 245 0 R] >> endobj 244 0 obj << /S /TD /P 195 0 R /K [28 0 R] >> endobj 28 0 obj << /S /P /P 244 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 15 >>] >> endobj 245 0 obj << /S /TD /P 195 0 R /K [29 0 R] >> endobj 29 0 obj << /S /P /P 245 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 16 >>] >> endobj 196 0 obj << /S /TR /P 184 0 R /K [246 0 R] >> endobj 246 0 obj << /S /TD /P 196 0 R /K [247 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 247 0 obj << /S /P /P 246 0 R >> endobj 197 0 obj << /S /TR /P 184 0 R /K [248 0 R 249 0 R] >> endobj 248 0 obj << /S /TD /P 197 0 R /K [30 0 R] >> endobj 30 0 obj << /S /P /P 248 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 17 >>] >> endobj 249 0 obj << /S /TD /P 197 0 R /K [250 0 R 251 0 R] >> endobj 250 0 obj << /S /P /P 249 0 R /K [31 0 R] >> endobj 31 0 obj << /S /P /P 250 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 18 >>] >> endobj 251 0 obj << /S /P /P 249 0 R >> endobj 198 0 obj << /S /TR /P 184 0 R /K [252 0 R] >> endobj 252 0 obj << /S /TD /P 198 0 R /K [253 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 253 0 obj << /S /P /P 252 0 R >> endobj 199 0 obj << /S /TR /P 184 0 R /K [254 0 R 255 0 R] >> endobj 254 0 obj << /S /TD /P 199 0 R /K [32 0 R] >> endobj 32 0 obj << /S /P /P 254 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 19 >>] >> endobj 255 0 obj << /S /TD /P 199 0 R /K [256 0 R 257 0 R] >> endobj 256 0 obj << /S /P /P 255 0 R /K [33 0 R] >> endobj 33 0 obj << /S /P /P 256 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 20 >>] >> endobj 257 0 obj << /S /P /P 255 0 R >> endobj 200 0 obj << /S /TR /P 184 0 R /K [258 0 R] >> endobj 258 0 obj << /S /TD /P 200 0 R /K [259 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 259 0 obj << /S /P /P 258 0 R >> endobj 201 0 obj << /S /TR /P 184 0 R /K [260 0 R 261 0 R] >> endobj 260 0 obj << /S /TD /P 201 0 R /K [34 0 R] >> endobj 34 0 obj << /S /P /P 260 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 21 >> << /Type /MCR /Pg 62 0 R /MCID 22 >>] >> endobj 261 0 obj << /S /TD /P 201 0 R /K [262 0 R 263 0 R] >> endobj 262 0 obj << /S /P /P 261 0 R /K [35 0 R] >> endobj 35 0 obj << /S /P /P 262 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 23 >>] >> endobj 263 0 obj << /S /P /P 261 0 R >> endobj 202 0 obj << /S /TR /P 184 0 R /K [264 0 R] >> endobj 264 0 obj << /S /TD /P 202 0 R /K [265 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 265 0 obj << /S /P /P 264 0 R >> endobj 203 0 obj << /S /TR /P 184 0 R /K [266 0 R 267 0 R] >> endobj 266 0 obj << /S /TD /P 203 0 R /K [36 0 R] >> endobj 36 0 obj << /S /P /P 266 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 24 >>] >> endobj 267 0 obj << /S /TD /P 203 0 R /K [268 0 R 269 0 R] >> endobj 268 0 obj << /S /P /P 267 0 R /K [37 0 R] >> endobj 37 0 obj << /S /P /P 268 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 25 >>] >> endobj 269 0 obj << /S /P /P 267 0 R >> endobj 204 0 obj << /S /TR /P 184 0 R /K [270 0 R] >> endobj 270 0 obj << /S /TD /P 204 0 R /K [271 0 R] /A << /O /Table /ColSpan 2 >> >> endobj 271 0 obj << /S /P /P 270 0 R >> endobj 205 0 obj << /S /TR /P 184 0 R /K [272 0 R 273 0 R] >> endobj 272 0 obj << /S /TD /P 205 0 R /K [38 0 R] >> endobj 38 0 obj << /S /P /P 272 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 26 >>] >> endobj 273 0 obj << /S /TD /P 205 0 R /K [274 0 R 275 0 R] >> endobj 274 0 obj << /S /P /P 273 0 R /K [39 0 R 276 0 R 68 0 R 69 0 R 277 0 R 78 0 R 79 0 R] >> endobj 39 0 obj << /S /P /P 274 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 27 >>] >> endobj 276 0 obj << /S /L /P 274 0 R /K [278 0 R 279 0 R 280 0 R 281 0 R 282 0 R 283 0 R 284 0 R 285 0 R 286 0 R] >> endobj 278 0 obj << /S /LI /P 276 0 R /K [287 0 R 288 0 R] >> endobj 287 0 obj << /S /Lbl /P 278 0 R /K [40 0 R] >> endobj 40 0 obj << /S /P /P 287 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 28 >>] >> endobj 288 0 obj << /S /LBody /P 278 0 R /K [41 0 R] >> endobj 41 0 obj << /S /P /P 288 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 29 >> << /Type /MCR /Pg 62 0 R /MCID 30 >> 289 0 R << /Type /MCR /Pg 62 0 R /MCID 31 >>] >> endobj 289 0 obj << /S /P /P 41 0 R >> endobj 279 0 obj << /S /LI /P 276 0 R /K [290 0 R 291 0 R] >> endobj 290 0 obj << /S /Lbl /P 279 0 R /K [42 0 R] >> endobj 42 0 obj << /S /P /P 290 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 32 >>] >> endobj 291 0 obj << /S /LBody /P 279 0 R /K [43 0 R] >> endobj 43 0 obj << /S /P /P 291 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 33 >> << /Type /MCR /Pg 62 0 R /MCID 34 >>] >> endobj 280 0 obj << /S /LI /P 276 0 R /K [292 0 R 293 0 R] >> endobj 292 0 obj << /S /Lbl /P 280 0 R /K [44 0 R] >> endobj 44 0 obj << /S /P /P 292 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 35 >>] >> endobj 293 0 obj << /S /LBody /P 280 0 R /K [45 0 R] >> endobj 45 0 obj << /S /P /P 293 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 36 >> << /Type /MCR /Pg 62 0 R /MCID 37 >>] >> endobj 281 0 obj << /S /LI /P 276 0 R /K [294 0 R 295 0 R] >> endobj 294 0 obj << /S /Lbl /P 281 0 R /K [46 0 R] >> endobj 46 0 obj << /S /P /P 294 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 38 >>] >> endobj 295 0 obj << /S /LBody /P 281 0 R /K [47 0 R] >> endobj 47 0 obj << /S /P /P 295 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 39 >> << /Type /MCR /Pg 62 0 R /MCID 40 >>] >> endobj 282 0 obj << /S /LI /P 276 0 R /K [296 0 R 297 0 R] >> endobj 296 0 obj << /S /Lbl /P 282 0 R /K [48 0 R] >> endobj 48 0 obj << /S /P /P 296 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 41 >>] >> endobj 297 0 obj << /S /LBody /P 282 0 R /K [49 0 R] >> endobj 49 0 obj << /S /P /P 297 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 42 >> << /Type /MCR /Pg 62 0 R /MCID 43 >> << /Type /MCR /Pg 62 0 R /MCID 44 >>] >> endobj 283 0 obj << /S /LI /P 276 0 R /K [298 0 R 299 0 R] >> endobj 298 0 obj << /S /Lbl /P 283 0 R /K [50 0 R] >> endobj 50 0 obj << /S /P /P 298 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 45 >>] >> endobj 299 0 obj << /S /LBody /P 283 0 R /K [51 0 R] >> endobj 51 0 obj << /S /P /P 299 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 46 >> << /Type /MCR /Pg 62 0 R /MCID 47 >>] >> endobj 284 0 obj << /S /LI /P 276 0 R /K [300 0 R 301 0 R] >> endobj 300 0 obj << /S /Lbl /P 284 0 R /K [52 0 R] >> endobj 52 0 obj << /S /P /P 300 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 48 >>] >> endobj 301 0 obj << /S /LBody /P 284 0 R /K [53 0 R] >> endobj 53 0 obj << /S /P /P 301 0 R /K [<< /Type /MCR /Pg 62 0 R /MCID 49 >> << /Type /MCR /Pg 62 0 R /MCID 50 >>] >> endobj 285 0 obj << /S /LI /P 276 0 R /K [302 0 R 303 0 R] >> endobj 302 0 obj << /S /Lbl /P 285 0 R /K [66 0 R] >> endobj 66 0 obj << /S /P /P 302 0 R /K [<< /Type /MCR /Pg 136 0 R /MCID 0 >>] >> endobj 303 0 obj << /S /LBody /P 285 0 R /K [67 0 R] >> endobj 67 0 obj << /S /P /P 303 0 R /K [<< /Type /MCR /Pg 136 0 R /MCID 1 >> << /Type /MCR /Pg 136 0 R /MCID 2 >>] >> endobj 286 0 obj << /S /LI /P 276 0 R /K [304 0 R 305 0 R] >> endobj 304 0 obj << /S /Lbl /P 286 0 R /K [306 0 R] >> endobj 306 0 obj << /S /P /P 304 0 R >> endobj 305 0 obj << /S /LBody /P 286 0 R /K [307 0 R] >> endobj 307 0 obj << /S /P /P 305 0 R >> endobj 68 0 obj << /S /P /P 274 0 R /K [<< /Type /MCR /Pg 136 0 R /MCID 3 >>] >> endobj 69 0 obj << /S /P /P 274 0 R /K [<< /Type /MCR /Pg 136 0 R /MCID 4 >>] >> endobj 277 0 obj << /S /L /P 274 0 R /K [308 0 R 309 0 R 310 0 R 311 0 R 312 0 R] >> endobj 308 0 obj << /S /LI /P 277 0 R /K [313 0 R 314 0 R] >> endobj 313 0 obj << /S /Lbl /P 308 0 R /K [70 0 R] >> endobj 70 0 obj << /S /P /P 313 0 R /K [<< /Type /MCR /Pg 136 0 R /MCID 5 >>] >> endobj 314 0 obj << /S /LBody /P 308 0 R /K [71 0 R] >> endobj 71 0 obj << /S /P /P 314 0 R /K [<< /Type /MCR /Pg 136 0 R /MCID 6 >>] >> endobj 309 0 obj << /S /LI /P 277 0 R /K [315 0 R 316 0 R] >> endobj 315 0 obj << /S /Lbl /P 309 0 R /K [72 0 R] >> endobj 72 0 obj << /S /P /P 315 0 R /K [<< /Type /MCR /Pg 136 0 R /MCID 7 >>] >> endobj 316 0 obj << /S /LBody /P 309 0 R /K [73 0 R] >> endobj 73 0 obj << /S /P /P 316 0 R /K [<< /Type /MCR /Pg 136 0 R /MCID 8 >>] >> endobj 310 0 obj << /S /LI /P 277 0 R /K [317 0 R 318 0 R] >> endobj 317 0 obj << /S /Lbl /P 310 0 R /K [74 0 R] >> endobj 74 0 obj << /S /P /P 317 0 R /K [<< /Type /MCR /Pg 136 0 R /MCID 9 >>] >> endobj 318 0 obj << /S /LBody /P 310 0 R /K [75 0 R] >> endobj 75 0 obj << /S /P /P 318 0 R /K [<< /Type /MCR /Pg 136 0 R /MCID 10 >> << /Type /MCR /Pg 136 0 R /MCID 11 >>] >> endobj 311 0 obj << /S /LI /P 277 0 R /K [319 0 R 320 0 R] >> endobj 319 0 obj << /S /Lbl /P 311 0 R /K [76 0 R] >> endobj 76 0 obj << /S /P /P 319 0 R /K [<< /Type /MCR /Pg 136 0 R /MCID 12 >>] >> endobj 320 0 obj << /S /LBody /P 311 0 R /K [77 0 R] >> endobj 77 0 obj << /S /P /P 320 0 R /K [<< /Type /MCR /Pg 136 0 R /MCID 13 >>] >> endobj 312 0 obj << /S /LI /P 277 0 R /K [321 0 R 322 0 R] >> endobj 321 0 obj << /S /Lbl /P 312 0 R /K [323 0 R] >> endobj 323 0 obj << /S /P /P 321 0 R >> endobj 322 0 obj << /S /LBody /P 312 0 R /K [324 0 R] >> endobj 324 0 obj << /S /P /P 322 0 R >> endobj 78 0 obj << /S /P /P 274 0 R /K [<< /Type /MCR /Pg 136 0 R /MCID 14 >>] >> endobj 79 0 obj << /S /P 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342 0 obj << /S /LBody /P 332 0 R /K [83 0 R] >> endobj 83 0 obj << /S /P /P 342 0 R /K [<< /Type /MCR /Pg 136 0 R /MCID 19 >>] >> endobj 333 0 obj << /S /LI /P 331 0 R /K [343 0 R 344 0 R] >> endobj 343 0 obj << /S /Lbl /P 333 0 R /K [84 0 R] >> endobj 84 0 obj << /S /P /P 343 0 R /K [<< /Type /MCR /Pg 136 0 R /MCID 20 >>] >> endobj 344 0 obj << /S /LBody /P 333 0 R /K [85 0 R] >> endobj 85 0 obj << /S /P /P 344 0 R /K [<< /Type /MCR /Pg 136 0 R /MCID 21 >>] >> endobj 334 0 obj << /S /LI /P 331 0 R /K [345 0 R 346 0 R] >> endobj 345 0 obj << /S /Lbl /P 334 0 R /K [86 0 R] >> endobj 86 0 obj << /S /P /P 345 0 R /K [<< /Type /MCR /Pg 136 0 R /MCID 22 >>] >> endobj 346 0 obj << /S /LBody /P 334 0 R /K [87 0 R] >> endobj 87 0 obj << /S /P /P 346 0 R /K [<< /Type /MCR /Pg 136 0 R /MCID 23 >>] >> endobj 335 0 obj << /S /LI /P 331 0 R /K [347 0 R 348 0 R] >> endobj 347 0 obj << /S /Lbl /P 335 0 R /K [88 0 R] >> endobj 88 0 obj << /S /P /P 347 0 R /K [<< /Type /MCR /Pg 136 0 R /MCID 24 >>] >> 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