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Descriptive Statistics (Part 2): Interpreting Study Results
Statistical Notes II Descriptive statistics (Part 2): Interpreting study results A Cook and A Sheikh he previous paper in this series looked at ‘baseline’. Investigations of treatment effects can be descriptive statistics, showing how to use and made in similar fashion by comparisons of disease T interpret fundamental measures such as the probability in treated and untreated patients. mean and standard deviation. Here we continue with descriptive statistics, looking at measures more The relative risk (RR), also sometimes known as specific to medical research. We start by defining the risk ratio, compares the risk of exposed and risk and odds, the two basic measures of disease unexposed subjects, while the odds ratio (OR) probability. Then we show how the effect of a disease compares odds. A relative risk or odds ratio greater risk factor, or a treatment, can be measured using the than one indicates an exposure to be harmful, while relative risk or the odds ratio. Finally we discuss the a value less than one indicates a protective effect. ‘number needed to treat’, a measure derived from the RR = 1.2 means exposed people are 20% more likely relative risk, which has gained popularity because of to be diseased, RR = 1.4 means 40% more likely. its clinical usefulness. Examples from the literature OR = 1.2 means that the odds of disease is 20% higher are used to illustrate important concepts. in exposed people. RISK AND ODDS Among workers at factory two (‘exposed’ workers) The probability of an individual becoming diseased the risk is 13 / 116 = 0.11, compared to an ‘unexposed’ is the risk. -
Teacher Guide 12.1 Gambling Page 1
TEACHER GUIDE 12.1 GAMBLING PAGE 1 Standard 12: The student will explain and evaluate the financial impact and consequences of gambling. Risky Business Priority Academic Student Skills Personal Financial Literacy Objective 12.1: Analyze the probabilities involved in winning at games of chance. Objective 12.2: Evaluate costs and benefits of gambling to Simone, Paula, and individuals and society (e.g., family budget; addictive behaviors; Randy meet in the library and the local and state economy). every afternoon to work on their homework. Here is what is going on. Ryan is flipping a coin, and he is not cheating. He has just flipped seven heads in a row. Is Ryan’s next flip more likely to be: Heads; Tails; or Heads and tails are equally likely. Paula says heads because the first seven were heads, so the next one will probably be heads too. Randy says tails. The first seven were heads, so the next one must be tails. Lesson Objectives Simone says that it could be either heads or tails Recognize gambling as a form of risk. because both are equally Calculate the probabilities of winning in games of chance. likely. Who is correct? Explore the potential benefits of gambling for society. Explore the potential costs of gambling for society. Evaluate the personal costs and benefits of gambling. © 2008. Oklahoma State Department of Education. All rights reserved. Teacher Guide 12.1 2 Personal Financial Literacy Vocabulary Dependent event: The outcome of one event affects the outcome of another, changing the TEACHING TIP probability of the second event. This lesson is based on risk. -
Las Vegas Channel Lineup
Las Vegas Channel Lineup PrismTM TV 222 Bloomberg Interactive Channels 5145 Tropicales 225 The Weather Channel 90 Interactive Dashboard 5146 Mexicana 2 City of Las Vegas Television 230 C-SPAN 92 Interactive Games 5147 Romances 3 NBC 231 C-SPAN2 4 Clark County Television 251 TLC Digital Music Channels PrismTM Complete 5 FOX 255 Travel Channel 5101 Hit List TM 6 FOX 5 Weather 24/7 265 National Geographic Channel 5102 Hip Hop & R&B Includes Prism TV Package channels, plus 7 Universal Sports 271 History 5103 Mix Tape 132 American Life 8 CBS 303 Disney Channel 5104 Dance/Electronica 149 G4 9 LATV 314 Nickelodeon 5105 Rap (uncensored) 153 Chiller 10 PBS 326 Cartoon Network 5106 Hip Hop Classics 157 TV One 11 V-Me 327 Boomerang 5107 Throwback Jamz 161 Sleuth 12 PBS Create 337 Sprout 5108 R&B Classics 173 GSN 13 ABC 361 Lifetime Television 5109 R&B Soul 188 BBC America 14 Mexicanal 362 Lifetime Movie Network 5110 Gospel 189 Current TV 15 Univision 364 Lifetime Real Women 5111 Reggae 195 ION 17 Telefutura 368 Oxygen 5112 Classic Rock 253 Animal Planet 18 QVC 420 QVC 5113 Retro Rock 257 Oprah Winfrey Network 19 Home Shopping Network 422 Home Shopping Network 5114 Rock 258 Science Channel 21 My Network TV 424 ShopNBC 5115 Metal (uncensored) 259 Military Channel 25 Vegas TV 428 Jewelry Television 5116 Alternative (uncensored) 260 ID 27 ESPN 451 HGTV 5117 Classic Alternative 272 Biography 28 ESPN2 453 Food Network 5118 Adult Alternative (uncensored) 274 History International 33 CW 503 MTV 5120 Soft Rock 305 Disney XD 39 Telemundo 519 VH1 5121 Pop Hits 315 Nick Too 109 TNT 526 CMT 5122 90s 316 Nicktoons 113 TBS 560 Trinity Broadcasting Network 5123 80s 320 Nick Jr. -
17 June 2021 | the Marché Du Film
PRESS RELEASE FOR IMMEDIATE RELEASE THE MARCHÉ DU FILM – FESTIVAL DE CANNES ANNOUNCES PARAMOUNT+, DISCOVERY+ AS EXCLUSIVE GUESTS OF MEET THE STREAMERS 2021 MEET THE STREAMERS EXPANDING FURTHER ITS PROGRAM WITH BRITBOX, NENT AND STUDIOCANAL LEADERS, WATCHA, INC CEO, LATAM FOCUS Paris – Thursday, June 17th, 2021 – The Marché du Film – Festival de Cannes is pleased to announce the third edition of its event dedicated to streaming platforms, strategy and innovation, Meet the Streamers. The growing program will notably welcome ViacomCBS’ Paramount+, Discovery’s discovery+ for two major keynotes, and will be part of the Marché du Film which will run from the 6th to the 15th of July 2021. Jérôme Paillard, Executive Director of the Marché du Film said :“The Covid era has been a unique opportunity for streaming platforms to blossom and for many films to reach their audience in a new way, during the cinemas closure. The love-hate relationship between cinema and streamers has come of age and we can more than ever find common winning strategies. This is the light that the Meet the Streamers team aims to cast with an even richer event this year.” Meet the Streamers is thrilled to host ViacomCBS’ Paramount+ as its exclusive guest following the service’s March 2021 launch. The Marché du Film audience will be able to join Kelly Day, President of Streaming and Chief Operating Officer for ViacomCBS Networks International (VCNI) for a keynote and conversation focused on the international rollout of Paramount+ within an ever-changing landscape. “With an unrivalled global footprint and powerful content ecosystem, ViacomCBS is uniquely positioned to take advantage of the massive global streaming opportunity as we continue to bring Paramount+ to audiences around the world. -
ZOOM- Press Kit.Docx
PRESENTS ZOOM PRODUCTION NOTES A film by Pedro Morelli Starring Gael García Bernal, Alison Pill, Mariana Ximenes, Don McKellar Tyler Labine, Jennifer Irwin and Jason Priestley Theatrical Release Date: September 2, 2016 Run Time: 96 Minutes Rating: Not Rated Official Website: www.zoomthefilm.com Facebook: www.facebook.com/screenmediafilm Twitter: @screenmediafilm Instagram: @screenmediafilms Theater List: http://screenmediafilms.net/productions/details/1782/Zoom Trailer: www.youtube.com/watch?v=M80fAF0IU3o Publicity Contact: Prodigy PR, 310-857-2020 Alex Klenert, [email protected] Rob Fleming, [email protected] Screen Media Films, Elevation Pictures, Paris Filmes,and WTFilms present a Rhombus Media and O2 Filmes production, directed by Pedro Morelli and starring Gael García Bernal, Alison Pill, Mariana Ximenes, Don McKellar, Tyler Labine, Jennifer Irwin and Jason Priestley in the feature film ZOOM. ZOOM is a fast-paced, pop-art inspired, multi-plot contemporary comedy. The film consists of three seemingly separate but ultimately interlinked storylines about a comic book artist, a novelist, and a film director. Each character lives in a separate world but authors a story about the life of another. The comic book artist, Emma, works by day at an artificial love doll factory, and is hoping to undergo a secret cosmetic procedure. Emma’s comic tells the story of Edward, a cocky film director with a debilitating secret about his anatomy. The director, Edward, creates a film that features Michelle, an aspiring novelist who escapes to Brazil and abandons her former life as a model. Michelle, pens a novel that tells the tale of Emma, who works at an artificial love doll factory… And so it goes.. -
Odds: Gambling, Law and Strategy in the European Union Anastasios Kaburakis* and Ryan M Rodenberg†
63 Odds: Gambling, Law and Strategy in the European Union Anastasios Kaburakis* and Ryan M Rodenberg† Contemporary business law contributions argue that legal knowledge or ‘legal astuteness’ can lead to a sustainable competitive advantage.1 Past theses and treatises have led more academic research to endeavour the confluence between law and strategy.2 European scholars have engaged in the Proactive Law Movement, recently adopted and incorporated into policy by the European Commission.3 As such, the ‘many futures of legal strategy’ provide * Dr Anastasios Kaburakis is an assistant professor at the John Cook School of Business, Saint Louis University, teaching courses in strategic management, sports business and international comparative gaming law. He holds MS and PhD degrees from Indiana University-Bloomington and a law degree from Aristotle University in Thessaloniki, Greece. Prior to academia, he practised law in Greece and coached basketball at the professional club and national team level. He currently consults international sport federations, as well as gaming operators on regulatory matters and policy compliance strategies. † Dr Ryan Rodenberg is an assistant professor at Florida State University where he teaches sports law analytics. He earned his JD from the University of Washington-Seattle and PhD from Indiana University-Bloomington. Prior to academia, he worked at Octagon, Nike and the ATP World Tour. 1 See C Bagley, ‘What’s Law Got to Do With It?: Integrating Law and Strategy’ (2010) 47 American Business Law Journal 587; C -
3. Probability Theory
Ismor Fischer, 5/29/2012 3.1-1 3. Probability Theory 3.1 Basic Ideas, Definitions, and Properties POPULATION = Unlimited supply of five types of fruit, in equal proportions. O1 = Macintosh apple O4 = Cavendish (supermarket) banana O2 = Golden Delicious apple O5 = Plantain banana O3 = Granny Smith apple … … … … … … Experiment 1: Randomly select one fruit from this population, and record its type. Sample Space: The set S of all possible elementary outcomes of an experiment. S = {O1, O2, O3, O4, O5} #(S) = 5 Event: Any subset of a sample space S. (“Elementary outcomes” = simple events.) A = “Select an apple.” = {O1, O2, O3} #(A) = 3 B = “Select a banana.” = {O , O } #(B) = 2 #(Event) 4 5 #(trials) 1/1 1 3/4 2/3 4/6 . Event P(Event) A 3/5 0.6 1/2 A 3/5 = 0.6 0.4 B 2/5 . 1/3 2/6 1/4 B 2/5 = 0.4 # trials of 0 experiment 1 2 3 4 5 6 . 5/5 = 1.0 e.g., A B A A B A . P(A) = 0.6 “The probability of randomly selecting an apple is 0.6.” As # trials → ∞ P(B) = 0.4 “The probability of randomly selecting a banana is 0.4.” Ismor Fischer, 5/29/2012 3.1-2 General formulation may be facilitated with the use of a Venn diagram: Experiment ⇒ Sample Space: S = {O1, O2, …, Ok} #(S) = k A Om+1 Om+2 O2 O1 O3 Om+3 O 4 . Om . Ok Event A = {O1, O2, …, Om} ⊆ S #(A) = m ≤ k Definition: The probability of event A, denoted P(A), is the long-run relative frequency with which A is expected to occur, as the experiment is repeated indefinitely. -
Film Film Film Film
Annette Michelson’s contribution to art and film criticism over the last three decades has been un- paralleled. This volume honors Michelson’s unique C AMERA OBSCURA, CAMERA LUCIDA ALLEN AND TURVEY [EDS.] LUCIDA CAMERA OBSCURA, AMERA legacy with original essays by some of the many film FILM FILM scholars influenced by her work. Some continue her efforts to develop historical and theoretical frame- CULTURE CULTURE works for understanding modernist art, while others IN TRANSITION IN TRANSITION practice her form of interdisciplinary scholarship in relation to avant-garde and modernist film. The intro- duction investigates and evaluates Michelson’s work itself. All in some way pay homage to her extraordi- nary contribution and demonstrate its continued cen- trality to the field of art and film criticism. Richard Allen is Associ- ate Professor of Cinema Studies at New York Uni- versity. Malcolm Turvey teaches Film History at Sarah Lawrence College. They recently collaborated in editing Wittgenstein, Theory and the Arts (Lon- don: Routledge, 2001). CAMERA OBSCURA CAMERA LUCIDA ISBN 90-5356-494-2 Essays in Honor of Annette Michelson EDITED BY RICHARD ALLEN 9 789053 564943 MALCOLM TURVEY Amsterdam University Press Amsterdam University Press WWW.AUP.NL Camera Obscura, Camera Lucida Camera Obscura, Camera Lucida: Essays in Honor of Annette Michelson Edited by Richard Allen and Malcolm Turvey Amsterdam University Press Front cover illustration: 2001: A Space Odyssey. Courtesy of Photofest Cover design: Kok Korpershoek, Amsterdam Lay-out: japes, Amsterdam isbn 90 5356 494 2 (paperback) nur 652 © Amsterdam University Press, Amsterdam, 2003 All rights reserved. Without limiting the rights under copyright reserved above, no part of this book may be reproduced, stored in or introduced into a retrieval system, or transmitted, in any form or by any means (electronic, me- chanical, photocopying, recording or otherwise) without the written permis- sion of both the copyright owner and the author of the book. -
Probability Cheatsheet V2.0 Thinking Conditionally Law of Total Probability (LOTP)
Probability Cheatsheet v2.0 Thinking Conditionally Law of Total Probability (LOTP) Let B1;B2;B3; :::Bn be a partition of the sample space (i.e., they are Compiled by William Chen (http://wzchen.com) and Joe Blitzstein, Independence disjoint and their union is the entire sample space). with contributions from Sebastian Chiu, Yuan Jiang, Yuqi Hou, and Independent Events A and B are independent if knowing whether P (A) = P (AjB )P (B ) + P (AjB )P (B ) + ··· + P (AjB )P (B ) Jessy Hwang. Material based on Joe Blitzstein's (@stat110) lectures 1 1 2 2 n n A occurred gives no information about whether B occurred. More (http://stat110.net) and Blitzstein/Hwang's Introduction to P (A) = P (A \ B1) + P (A \ B2) + ··· + P (A \ Bn) formally, A and B (which have nonzero probability) are independent if Probability textbook (http://bit.ly/introprobability). Licensed and only if one of the following equivalent statements holds: For LOTP with extra conditioning, just add in another event C! under CC BY-NC-SA 4.0. Please share comments, suggestions, and errors at http://github.com/wzchen/probability_cheatsheet. P (A \ B) = P (A)P (B) P (AjC) = P (AjB1;C)P (B1jC) + ··· + P (AjBn;C)P (BnjC) P (AjB) = P (A) P (AjC) = P (A \ B1jC) + P (A \ B2jC) + ··· + P (A \ BnjC) P (BjA) = P (B) Last Updated September 4, 2015 Special case of LOTP with B and Bc as partition: Conditional Independence A and B are conditionally independent P (A) = P (AjB)P (B) + P (AjBc)P (Bc) given C if P (A \ BjC) = P (AjC)P (BjC). -
Understanding Relative Risk, Odds Ratio, and Related Terms: As Simple As It Can Get Chittaranjan Andrade, MD
Understanding Relative Risk, Odds Ratio, and Related Terms: As Simple as It Can Get Chittaranjan Andrade, MD Each month in his online Introduction column, Dr Andrade Many research papers present findings as odds ratios (ORs) and considers theoretical and relative risks (RRs) as measures of effect size for categorical outcomes. practical ideas in clinical Whereas these and related terms have been well explained in many psychopharmacology articles,1–5 this article presents a version, with examples, that is meant with a view to update the knowledge and skills to be both simple and practical. Readers may note that the explanations of medical practitioners and examples provided apply mostly to randomized controlled trials who treat patients with (RCTs), cohort studies, and case-control studies. Nevertheless, similar psychiatric conditions. principles operate when these concepts are applied in epidemiologic Department of Psychopharmacology, National Institute research. Whereas the terms may be applied slightly differently in of Mental Health and Neurosciences, Bangalore, India different explanatory texts, the general principles are the same. ([email protected]). ABSTRACT Clinical Situation Risk, and related measures of effect size (for Consider a hypothetical RCT in which 76 depressed patients were categorical outcomes) such as relative risks and randomly assigned to receive either venlafaxine (n = 40) or placebo odds ratios, are frequently presented in research (n = 36) for 8 weeks. During the trial, new-onset sexual dysfunction articles. Not all readers know how these statistics was identified in 8 patients treated with venlafaxine and in 3 patients are derived and interpreted, nor are all readers treated with placebo. These results are presented in Table 1. -
Channel Lineup January 2018
MyTV CHANNEL LINEUP JANUARY 2018 ON ON ON SD HD• DEMAND SD HD• DEMAND SD HD• DEMAND My64 (WSTR) Cincinnati 11 511 Foundation Pack Kids & Family Music Choice 300-349• 4 • 4 A&E 36 536 4 Music Choice Play 577 Boomerang 284 4 ABC (WCPO) Cincinnati 9 509 4 National Geographic 43 543 4 Cartoon Network 46 546 • 4 Big Ten Network 206 606 NBC (WLWT) Cincinnati 5 505 4 Discovery Family 48 548 4 Beauty iQ 637 Newsy 508 Disney 49 549 • 4 Big Ten Overflow Network 207 NKU 818+ Disney Jr. 50 550 + • 4 Boone County 831 PBS Dayton/Community Access 16 Disney XD 282 682 • 4 Bounce TV 258 QVC 15 515 Nickelodeon 45 545 • 4 Campbell County 805-807, 810-812+ QVC2 244• Nick Jr. 286 686 4 • CBS (WKRC) Cincinnati 12 512 SonLife 265• Nicktoons 285 • 4 Cincinnati 800-804, 860 Sundance TV 227• 627 Teen Nick 287 • 4 COZI TV 290 TBNK 815-817, 819-821+ TV Land 35 535 • 4 C-Span 21 The CW 17 517 Universal Kids 283 C-Span 2 22 The Lebanon Channel/WKET2 6 Movies & Series DayStar 262• The Word Network 263• 4 Discovery Channel 32 532 THIS TV 259• MGM HD 628 ESPN 28 528 4 TLC 57 557 4 STARZEncore 482 4 ESPN2 29 529 Travel Channel 59 559 4 STARZEncore Action 497 4 EVINE Live 245• Trinity Broadcasting Network (TBN) 18 STARZEncore Action West 499 4 EVINE Too 246• Velocity HD 656 4 STARZEncore Black 494 4 EWTN 264•/97 Waycross 850-855+ STARZEncore Black West 496 4 FidoTV 688 WCET (PBS) Cincinnati 13 513 STARZEncore Classic 488 4 Florence 822+ WKET/Community Access 96 596 4 4 STARZEncore Classic West 490 Food Network 62 562 WKET1 294• 4 4 STARZEncore Suspense 491 FOX (WXIX) Cincinnati 3 503 WKET2 295• STARZEncore Suspense West 493 4 FOX Business Network 269• 669 WPTO (PBS) Oxford 14 STARZEncore Family 479 4 FOX News 66 566 Z Living 636 STARZEncore West 483 4 FOX Sports 1 25 525 STARZEncore Westerns 485 4 FOX Sports 2 219• 619 Variety STARZEncore Westerns West 487 4 FOX Sports Ohio (FSN) 27 527 4 AMC 33 533 FLiX 432 4 FOX Sports Ohio Alt Feed 601 4 Animal Planet 44 544 Showtime 434 435 4 Ft. -
Xfinity Channel Lineup
Channel Lineup 1-800-XFINITY | xfinity.com SARASOTA, MANATEE, VENICE, VENICE SOUTH, AND NORTH PORT Legend Effective: April 1, 2016 LIMITED BASIC 26 A&E 172 UP 183 QUBO 738 SPORTSMAN CHANNEL 1 includes Music Choice 27 HLN 179 GSN 239 JLTV 739 NHL NETWORK 2 ION (WXPX) 29 ESPN 244 INSP 242 TBN 741 NFL REDZONE <2> 3 PBS (WEDU SARASOTA & VENICE) 30 ESPN2 42 BLOOMBERG 245 PIVOT 742 BTN 208 LIVE WELL (WSNN) 31 THE WEATHER CHANNEL 719 HALLMARK MOVIES & MYSTERIES 246 BABYFIRST TV AMERICAS 744 ESPNU 5 HALLMARK CHANNEL 32 CNN 728 FXX (ENGLISH) 746 MAV TV 6 SUNCOAST NEWS (WSNN) 33 MTV 745 SEC NETWORK 247 THE WORD NETWORK 747 WFN 7 ABC (WWSB) 34 USA 768-769 SEC NETWORK (OVERFLOW) 248 DAYSTAR 762 CSN - CHICAGO 8 NBC (WFLA) 35 BET 249 JUCE 764 PAC 12 9 THE CW (WTOG) 36 LIFETIME DIGITAL PREFERRED 250 SMILE OF A CHILD 765 CSN - NEW ENGLAND 10 CBS (WTSP) 37 FOOD NETWORK 1 includes Digital Starter 255 OVATION 766 ESPN GOAL LINE <14> 11 MY NETWORK TV (WTTA) 38 FOX SPORTS SUN 57 SPIKE 257 RLTV 785 SNY 12 IND (WMOR) 39 CNBC 95 POP 261 FAMILYNET 47, 146 CMT 13 FOX (WTVT) 40 DISCOVERY CHANNEL 101 WEATHERSCAN 271 NASA TV 14 QVC 41 HGTV 102, 722 ESPNEWS 279 MLB NETWORK MUSIC CHOICE <3> 15 UNIVISION (WVEA) 44 ANIMAL PLANET 108 NAT GEO WILD 281 FX MOVIE CHANNEL 801-850 MUSIC CHOICE 17 PBS (WEDU VENICE SOUTH) 45 TLC 110 SCIENCE 613 GALAVISION 17 ABC (WFTS SARASOTA) 46 E! 112 AMERICAN HEROES 636 NBC UNIVERSO ON DEMAND TUNE-INS 18 C-SPAN 48 FOX SPORTS ONE 113 DESTINATION AMERICA 667 UNIVISION DEPORTES <5> 19 LOCAL GOVT (SARASOTA VENICE & 49 GOLF CHANNEL 121 DIY NETWORK 721 TV GAMES 1 includes Limited Basic VENICE SOUTH) 50 VH1 122 COOKING CHANNEL 734 NBA TV 1, 199 ON DEMAND (MAIN MENU) 19 LOCAL EDUCATION (MANATEE) 51 FX 127 SMITHSONIAN CHANNEL 735 CBS SPORTS NETWORK 194 MOVIES ON DEMAND 20 LOCAL GOVT (MANATEE) 55 FREEFORM 129 NICKTOONS 738 SPORTSMAN CHANNEL 299 FREE MOVIES ON DEMAND 20 LOCAL EDUCATION (SARASOTA, 56 AMC 130 DISCOVERY FAMILY CHANNEL 739 NHL NETWORK 300 HBO ON DEMAND VENICE & VENICE SOUTH) 58 OWN 131 NICK JR.