DOCSLIB.ORG

Eindhoven University of Technology MASTER Process Mining In

Total Page：16

File Type：pdf, Size：1020Kb

Download full-text PDF Read full-text
Eindhoven University of Technology MASTER Process Mining In Eindhoven University of Technology MASTER Process mining in intensive care unit data Lybeshari, E. Award date: 2012 Link to publication Disclaimer This document contains a student thesis (bachelor's or master's), as authored by a student at Eindhoven University of Technology. Student theses are made available in the TU/e repository upon obtaining the required degree. The grade received is not published on the document as presented in the repository. The required complexity or quality of research of student theses may vary by program, and the required minimum study period may vary in duration. General rights Copyright and moral rights for the publications made accessible in the public portal are retained by the authors and/or other copyright owners and it is a condition of accessing publications that users recognise and abide by the legal requirements associated with these rights. • Users may download and print one copy of any publication from the public portal for the purpose of private study or research. • You may not further distribute the material or use it for any profit-making activity or commercial gain EINDHOVEN UNIVERSITY OF TECHNOLOGY Department of Mathematics and Computer Science Master Thesis Process mining in Intensive Care Unit Data By Edlira Lybeshari In partial fulfillment of the requirements for the degree of Master of Science in Business Information Systems Supervisors: dr.ir. I.T.P. Vanderfeesten (Irene) TU/e, IE&IS prof.dr.ir. U. Kaymak (Uzay) TU/e, IE&IS dr.ir. R.S. Mans (Ronny) TU/e, M&CS Eindhoven, August 2012 2 Acknowledgements It is a pleasure to thank the people who made this thesis possible. This work would not have been possible without the great support from my supervisor Irene Vanderfeesten under whose guidance, I chose this topic. She has been abundantly helpful and has assisted me in numerous ways. I specially thank her for the frequent valuable feedback and for believing in me from the first day of this project. I would like to say a big thanks to Ronny Mans who assisted me during the whole process of this thesis project. His advices and feedback were very important for the research done in this thesis. I am grateful to professor Uzay Kaymak. Thank you for helping me in the most crucial phase of this thesis, for your feedback and for being part of assessment committee. I would like to thank also André Fialho who even though was not officially involved in this thesis project was always available to answer my questions. The next thanks are for Leo Celi (doctor at BIDMC hospital), Erik Korsten (doctor at Catharina hospital) Walther van Mook (doctor at Academic hospital of Maastricht) and Dennis Bergmans (doctor at Academic hospital of Maastricht) who supported me in the early phases of this thesis. My final words go to my family. I want to thank my family, whose love and guidance is with me in whatever I pursue. Thank you mom and dad for your unconditioned support during all my period of studying. Thank you Lenci for being extremely patient with me and my strange attitude during this thesis project. The most special thank you is for my little baby boy, Princ who made this thesis project an unforgettable journey. I feel lucky having you all in my life. Edlira Lybeshari Eindhoven, August 2012 3 4 Abstract Intensive care units (ICUs) of hospitals provide health care services to critically ill patients. The number of such patients is continuously increasing and the services provided to them by ICUs take a significant part of hospitals’ budgets. So, improving the quality of ICU services is important but also challenging. In this thesis, we use process mining to investigate ICU healthcare services by mining the data of clinical processes (such as treatment, diagnosis and monitoring processes) related to these services. More specifically, we focus on applying process mining for checking whether medical guidelines are followed correctly by ICU staff, by contributing so in the improvement of ICU clinical processes and as a result having a better health care in ICUs. So, to reach our goal we have followed a research approach moving from specific observations to broader generalizations, by first selecting a specific ICU database and some ICU clinical processes and then trying to mine their data from the selected source of data. This attempt can be successful (in cases when we have some mining results) or it can fail due to the lack of the required process data (in cases when we cannot do process mining). In this last case, we suggest solutions on how to store process data and how to collect them so that they are suitable for process mining. The results of applying our approach in the selected ICU database (MIMICII database) and for the selected ICU processes (‘Daily checklist’ and ‘ST‐elevation treatment’ processes) showed that the data of these processes stored in the MIMICII database were not suitable for process mining. Consequently, we have not obtained mining results but we have designed a process oriented database schema for MIMICII and further generalized it to an abstract process oriented database schema that can be suitable for different healthcare clinical databases (including here, also ICU databases). These schemas make it clear what is the basic information needed for process mining and how it should be stored in a database. In addition, we have also provided procedural solutions on how to collect these process data. Finally, in this thesis we realized that even when a healthcare database is large and varied in data, it is not sure that it contains the right data needed for process mining. Keywords: intensive care, ICU, process mining, database 5 Table of Contents Acknowledgements ....................................................................................................................................... 3 Abstract ......................................................................................................................................................... 5 Table of Contents .......................................................................................................................................... 6 Tables of Figures ........................................................................................................................................... 9 Tables of Tables........................................................................................................................................... 10 1 Introduction ........................................................................................................................................ 11 1.1 Context ........................................................................................................................................ 11 1.2 Motivation ................................................................................................................................... 12 1.2.1 Why process mining? .......................................................................................................... 12 1.2.2 Why process mining in healthcare and ICU? ...................................................................... 12 1.3 Research question ....................................................................................................................... 13 1.4 Outline......................................................................................................................................... 14 2 Background ......................................................................................................................................... 16 2.1 Description of intensive care units ............................................................................................. 16 2.2 Processes and Process mining .................................................................................................... 16 2.2.1 What is a business process? ................................................................................................ 17 2.2.2 Process mining basics .......................................................................................................... 17 2.2.3 What data do we need to do process mining? ................................................................... 19 2.2.4 Process mining tools ........................................................................................................... 21 2.3 Related work ............................................................................................................................... 21 2.3.1 Applications of process mining in healthcare ..................................................................... 21 2.3.2 Mining ICU data .................................................................................................................. 23 2.4 Structured Query Language (SQL) ............................................................................................... 24 3 Methodology ....................................................................................................................................... 26 3.1 Select an ICU database ................................................................................................................ 26 3.2 Select ICU process (es). ............................................................................................................... 27 3.3 Look for process(es) data. ........................................................................................................... 28 3.4
Load more

Recommended publications
  • The Yes Catalogue ------1
    THE YES CATALOGUE ----------------------------------------------------------------------------------------------------------------------------------------------------- 1. Marquee Club Programme FLYER UK M P LTD. AUG 1968 2. MAGPIE TV UK ITV 31 DEC 1968 ???? (Rec. 31 Dec 1968) ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- 3. Marquee Club Programme FLYER UK M P LTD. JAN 1969 Yes! 56w 4. TOP GEAR RADIO UK BBC 12 JAN 1969 Dear Father (Rec. 7 Jan 1969) Anderson/Squire Everydays (Rec. 7 Jan 1969) Stills Sweetness (Rec. 7 Jan 1969) Anderson/Squire/Bailey Something's Coming (Rec. 7 Jan 1969) Sondheim/Bernstein 5. TOP GEAR RADIO UK BBC 23 FEB 1969 something's coming (rec. ????) sondheim/bernstein (Peter Banks has this show listed in his notebook.) 6. Marquee Club Programme FLYER UK m p ltd. MAR 1969 (Yes was featured in this edition.) 7. GOLDEN ROSE TV FESTIVAL tv SWITZ montreux 24 apr 1969 - 25 apr 1969 8. radio one club radio uk bbc 22 may 1969 9. THE JOHNNIE WALKER SHOW RADIO UK BBC 14 JUN 1969 Looking Around (Rec. 4 Jun 1969) Anderson/Squire Sweetness (Rec. 4 Jun 1969) Anderson/Squire/Bailey Every Little Thing (Rec. 4 Jun 1969) Lennon/McCartney 10. JAM TV HOLL 27 jun 1969 11. SWEETNESS 7 PS/m/BL & YEL FRAN ATLANTIC 650 171 27 jun 1969 F1 Sweetness (Edit) 3:43 J. Anderson/C. Squire (Bailey not listed) F2 Something's Coming' (From "West Side Story") 7:07 Sondheim/Bernstein 12. SWEETNESS 7 M/RED UK ATL/POLYDOR 584280 04 JUL 1969 A Sweetness (Edit) 3:43 Anderson/Squire (Bailey not listed) B Something's Coming (From "West Side Story") 7:07 Sondheim/Bernstein 13.
    [Show full text]
  • A Progresszív Rock
    A PROGRESSZÍV ROCK monográfia írta: Bernáth Zsolt 2007. TARTALOM BEVEZETÉS............................................................................................................................ 4 I. A PROGRESSZÍV ROCK HELYE A ROCKZENE TÖRTÉNETÉBEN I.1. A rockzene születése és az ifjúsági kultúra kialakulása (1950-es évek) ................ 7 I.1.1. A rockzene gyökerei ................................................................................ 7 I.1.2. A rockzene születése és hatása .............................................................. 10 I.2. A beatkorszak (1960-as évek) .............................................................................. 13 I.2.1. A Beatles ............................................................................................... 13 I.2.2. Az els ő közismert concept-album ..................................... ................... 15 I.2.3. A progresszív rock közvetlen el őzményei ............................................. 17 I.2.4. Szimfonikus kísérletek .......................................................................... 19 I.3. A progresszív rock megjelenése és fénykora (1970-es évek) .............................. 20 I.4. A progresszív rock második hulláma (1980-as évek) .......................................... 28 I.5. A progresszív rock harmadik hulláma (1990-es évekt ől napjainkig) .................. 32 I.6. Magyar vonatkozások .......................................................................................... 37 I.6.1. A magyar beatzene ...............................................................................
    [Show full text]
  • 80S 697 Songs, 2 Days, 3.53 GB
    80s 697 songs, 2 days, 3.53 GB Name Artist Album Year Take on Me a-ha Hunting High and Low 1985 A Woman's Got the Power A's A Woman's Got the Power 1981 The Look of Love (Part One) ABC The Lexicon of Love 1982 Poison Arrow ABC The Lexicon of Love 1982 Hells Bells AC/DC Back in Black 1980 Back in Black AC/DC Back in Black 1980 You Shook Me All Night Long AC/DC Back in Black 1980 For Those About to Rock (We Salute You) AC/DC For Those About to Rock We Salute You 1981 Balls to the Wall Accept Balls to the Wall 1983 Antmusic Adam & The Ants Kings of the Wild Frontier 1980 Goody Two Shoes Adam Ant Friend or Foe 1982 Angel Aerosmith Permanent Vacation 1987 Rag Doll Aerosmith Permanent Vacation 1987 Dude (Looks Like a Lady) Aerosmith Permanent Vacation 1987 Love In An Elevator Aerosmith Pump 1989 Janie's Got A Gun Aerosmith Pump 1989 The Other Side Aerosmith Pump 1989 What It Takes Aerosmith Pump 1989 Lightning Strikes Aerosmith Rock in a Hard Place 1982 Der Komimissar After The Fire Der Komimissar 1982 Sirius/Eye in the Sky Alan Parsons Project Eye in the Sky 1982 The Stand Alarm Declaration 1983 Rain in the Summertime Alarm Eye of the Hurricane 1987 Big In Japan Alphaville Big In Japan 1984 Freeway of Love Aretha Franklin Who's Zoomin' Who? 1985 Who's Zooming Who Aretha Franklin Who's Zoomin' Who? 1985 Close (To The Edit) Art of Noise Who's Afraid of the Art of Noise? 1984 Solid Ashford & Simpson Solid 1984 Heat of the Moment Asia Asia 1982 Only Time Will Tell Asia Asia 1982 Sole Survivor Asia Asia 1982 Turn Up The Radio Autograph Sign In Please 1984 Love Shack B-52's Cosmic Thing 1989 Roam B-52's Cosmic Thing 1989 Private Idaho B-52's Wild Planet 1980 Change Babys Ignition 1982 Mr.
    [Show full text]
  • Acquaintance Rape Is a Sexual Assault Crime Committed by Someone Who Knows the Victim
    If you have issues viewing or accessing this file contact us at NCJRS.gov. ~ ___________________________________ -L~~D WHEN THE RAPIST IS SOMEONE YOU KNOW 146610 U.S. Department of Justice National Institute of Justice This document has been reproduced exactly as received from the person or organization originating it. Points of view or opinions stated in this document are those of the authors and do not necessarily represent the official position or policies of the Natlonallnstilute of Justice. Permission to reproduce this copyrighted material has been granted by Illinois Criminal Justice Information Authority to the National Criminal Justice Reference Service (NCJRS). Further reproduction outside of the NCJRS system requires permission of the copyright owner. • Published by the Illinois Coalition Against Sexual Assault Updated 1993 "I " , illinoiS Coalillon Agaiml Sexual Assault (J123 South Seventh Streel, Swto 500 Sprlngfiald. IL 62701-1302 (217) 753-41~7 TERMS Victim - The words "victim" and "survivor" are both commonly used to describe a person who is raped. In this booklet, the word "victim" is used, as it is more often associated with a person who • was recently assaulted. Attacker - In this booklet, the person who raped the victim is referred to as the "attacker." "She" - In this booklet, the sexual assault victim is referred to as "she" because women are most commonly the victims of sexual assault. Men are also sexual assault victims, and this booklet is for both male and female victims. Sexual Assault and Rape - The terms "sexual assault" and "rape" are used interchangeably in this booklet. Photos by Ginny Lee ILLINOIS CRlMINAL JUSTICE INFORMATION AUTHORITY Funding for the printing of this booklet was provided through the Victims of Crime Act of 1984 by the Illinois Criminal Justice Information Authority.
    [Show full text]
  • When Trust Is a Weapon- Rev 5-2011 OOA PH NO-2.Pub
    is a crime! County of Riverside Department of Public Social Services C.A.R.E. Program Curtailing Abuse Related to the Elderly 800-476-7506 This publication was developed by the Riverside County C.A.R.E. Program, and made possible through funding from the Older Americans Act Title VII—Elder Abuse Prevention Fund. RIVERSIDE COUNTY OFFICE ON AGING ADRC of RIVERSIDE 800-510-2020 NOTES Table of Contents Regrets…I’ve Had A Few………………….. 1 The “Con” in Confidence…………………… 2 Affinity Fraud………………………………… 3 Charity Fraud………………………………... 3 Distraction Burglary…………………………. 4 “Grandma, It’s Me” Scam…………………... 5 Home Health Care Fraud……...…………… 5 Home Repair Fraud………………………… 7 Identity Theft………………………………… 8 In-Home Solicitation Contracts……………. 9 Insurance Fraud…………………………….. 11 Investment Fraud…………………………… 12 Jury Duty Scam……………………………... 13 Lotteries and Sweepstakes Scams……….. 14 Medicare Drug Benefits Scam…………….. 15 Phony Collection Agencies………………… 16 Real Estate Fraud…………………………... 17 Telemarketing Fraud……………………….. 18 Stop Junk Mail Form………………………... 20 Work-at-Home Scams…………………...…. 22 Resource and Reporting Guide…………… 23 (Rev. 5/2011) REGRETS… I’VE HAD A FEW NOTES So…you had a bad day. You weren’t at your best. Maybe you were worrying about the balance in your retirement account and making ends meet. Maybe you weren’t feeling well. Maybe you trusted or believed the wrong person, and you said “yes” when you should have said “no.” Maybe you became the victim of a consumer scam. So…it happens to all of us, no matter our age. It does not define who you are – it does not define your tomorrow. It is only ONE MOMENT in time.
    [Show full text]
  • Cosmos: a Spacetime Odyssey (2014) Episode Scripts Based On
    Cosmos: A SpaceTime Odyssey (2014) Episode Scripts Based on Cosmos: A Personal Voyage by Carl Sagan, Ann Druyan & Steven Soter Directed by Brannon Braga, Bill Pope & Ann Druyan Presented by Neil deGrasse Tyson Composer(s) Alan Silvestri Country of origin United States Original language(s) English No. of episodes 13 (List of episodes) 1 - Standing Up in the Milky Way 2 - Some of the Things That Molecules Do 3 - When Knowledge Conquered Fear 4 - A Sky Full of Ghosts 5 - Hiding In The Light 6 - Deeper, Deeper, Deeper Still 7 - The Clean Room 8 - Sisters of the Sun 9 - The Lost Worlds of Planet Earth 10 - The Electric Boy 11 - The Immortals 12 - The World Set Free 13 - Unafraid Of The Dark 1 - Standing Up in the Milky Way The cosmos is all there is, or ever was, or ever will be. Come with me. A generation ago, the astronomer Carl Sagan stood here and launched hundreds of millions of us on a great adventure: the exploration of the universe revealed by science. It's time to get going again. We're about to begin a journey that will take us from the infinitesimal to the infinite, from the dawn of time to the distant future. We'll explore galaxies and suns and worlds, surf the gravity waves of space-time, encounter beings that live in fire and ice, explore the planets of stars that never die, discover atoms as massive as suns and universes smaller than atoms. Cosmos is also a story about us. It's the saga of how wandering bands of hunters and gatherers found their way to the stars, one adventure with many heroes.
    [Show full text]
  • 90125 by Yes
    90125 by Yes Ebook 90125 currently available for review only, if you need complete ebook 90125 please fill out registration form to access in our databases Download here >> Audio CD:::+++Publisher:::: Japan Publications Trading Co. (August 6, 2013)+++Language:::: English+++ASIN:::: B00CIXE5BC+++Product Dimensions::::11.8 x 3.9 x 7.9 inches++++++ ISBN10 ISBN13 Download here >> Description: The early to mid-1980s was a most innovative period in rock and roll history, especially for bands that rode the so-called wave of producing new music and continued to be presence in the industry. Bands that helped to contribute to that wave had been predecessor to conceptual music in appearance and in sound during the late 1960s and 1970s, and the band Yes continued their presence through the following decade and on their album “90125”; the title originated from the band’s then record label ATCO and its catalog number that was misprinted. Aside from that, it was the most commercially produced albums in the band’s discography and of the decade, and it did not hurt that they became a major part of the MTV age in music and videos.By far, the single “Owner of a Lonely Heart” is the most memorable of the tracks on the album that is followed by “Leave It” and “It Can Happen.” Each song had a music video that played in heavy rotation on the music video channel. On the deluxe edition of the album and in addition to the initial album’s list of tracks, listeners have the chance to listen to alternate versions and extra tracks that are not on the original record,
    [Show full text]
  • Social Emotional Learning in the Music Classroom: a Cross-Case Analysis of Teacher Experiences in the Rock and Roll Academy
    SOCIAL EMOTIONAL LEARNING IN THE MUSIC CLASSROOM: A CROSS-CASE ANALYSIS OF TEACHER EXPERIENCES IN THE ROCK AND ROLL ACADEMY by PAUL ATKINSON STEPHEN TOMLINSON, COMMITTEE CHAIR JOHN DANTZLER AARON KUNTZ DOUGLAS MCKNIGHT JOHN PETROVIC A DISSERTATION Submitted in partial fulfillment of the requirements for the degree of Doctor of Education in the Department of Educational Leadership Policy, and Technology Studies in the Graduate School of The University of Alabama TUSCALOOSA, ALABAMA 2015 Copyright Paul Atkinson 2015 ALL RIGHTS RESERVED ABSTRACT The purpose of this study is to examine the experiences of teachers in the Rock and Roll Academy, a music program designed to meet social emotional learning (SEL) objectives. This endeavor was undertaken to fill the existing research gap related to understanding the unique challenges and dynamics experienced by teachers within a commonly designed SEL environment. It employed a qualitative case study approach, providing individual and cross case analyses based on the analysis of text collected through field observations and multiple interviews of five teacher participants who trained for and teach within a Rock and Roll Academy program. Findings indicate that prior to teaching RRA, participants possessed a bias for traditional, teacher-centered educational practices. Additionally, findings identified value related to teacher preparation and training. Within the area of teacher activity, RRA evidence shows teachers engage in student-centered pedagogy, and promote social engagement within the classroom. Last, in the area of teacher outlook, research findings show teachers demonstrate program commitment and commonly identify developing SEL focus. Information contained within this study may be helpful to those who teach a classroom-based SEL program.
    [Show full text]
  • James Waller, Ph.D., It Can Happen Here
    It Can Happen Here: Assessing the Risk of Genocide in the US (02/24/17) James E. Waller, Cohen Professor of Holocaust and Genocide Studies Keene State College (NH-US) The Center for the Development of International Law (CDIL) was established to promote the development of international law and strengthening of the international legal order. A non-governmental organization with consultative status with the United Nations, CDIL advocates increasing the application of international law to individuals. CDIL also works to further the awareness of the interdependence between international and local laws and initiatives. The Institute for Global Policy (IGP) is the research and policy institute of WFM dedicated to the promotion of human security, international justice, the prevention of armed conflict, and the protection of civilians. Through an emphasis on the democratization of international and regional organizations and the development and global application of international law, the Institute works to find pragmatic and action- based solutions to some of the world’s most pressing challenges. CDIL and IGP are honored to publish papers related to the purposes and principles of our missions. However, the views are solely the views of the author(s) and not necessarily the view of the organizations. Executive Summary purpose of this paper is to offer a sober Could a long, slow attrition of real-time analysis of those warning civil and human rights bring our country signs and assess the degree of risk for again to the point where genocide – at genocide in the US. home or abroad – stands justified as It would be the epitome of sound political, social, national, and American exceptionalism to believe that economic strategy? If so, could we we, alone among nations in the world, recognize the warning signs in that are immune to genocide.
    [Show full text]
  • AC/DC BONFIRE 01 Jailbreak 02 It's a Long Way to the Top 03 She's Got
    AC/DC AEROSMITH BONFIRE PANDORA’S BOX DISC II 01 Toys in the Attic 01 Jailbreak 02 Round and Round 02 It’s a Long Way to the Top 03 Krawhitham 03 She’s Got the Jack 04 You See Me Crying 04 Live Wire 05 Sweet Emotion 05 T.N.T. 06 No More No More 07 Walk This Way 06 Let There Be Rock 08 I Wanna Know Why 07 Problem Child 09 Big 10” Record 08 Rocker 10 Rats in the Cellar 09 Whole Lotta Rosie 11 Last Child 10 What’s Next to the Moon? 12 All Your Love 13 Soul Saver 11 Highway to Hell 14 Nobody’s Fault 12 Girls Got Rhythm 15 Lick and a Promise 13 Walk All Over You 16 Adam’s Apple 14 Shot Down in Flames 17 Draw the Line 15 Dirty Deeds Done Dirt Cheap 18 Critical Mass 16 Ride On AEROSMITH PANDORA’S BOX DISC III AC/DC 01 Kings and Queens BACK IN BLACK 02 Milk Cow Blues 01 Hells Bells 03 I Live in Connecticut 02 Shoot to Thrill 04 Three Mile Smile 05 Let It Slide 03 What Do You Do For Money Honey? 06 Cheesecake 04 Given the Dog a Bone 07 Bone to Bone (Coney Island White Fish) 05 Let Me Put My Love Into You 08 No Surprize 06 Back in Black 09 Come Together 07 You Shook Me All Night Long 10 Downtown Charlie 11 Sharpshooter 08 Have a Drink On Me 12 Shithouse Shuffle 09 Shake a Leg 13 South Station Blues 10 Rock and Roll Ain’t Noise Pollution 14 Riff and Roll 15 Jailbait AEROSMITH 16 Major Barbara 17 Chip Away the Stone PANDORA’S BOX DISC I 18 Helter Skelter 01 When I Needed You 19 Back in the Saddle 02 Make It 03 Movin’ Out AEROSMITH 04 One Way Street PANDORA’S BOX BONUS CD 05 On the Road Again 01 Woman of the World 06 Mama Kin 02 Lord of the Thighs 07 Same Old Song and Dance 03 Sick As a Dog 08 Train ‘Kept a Rollin’ 04 Big Ten Inch 09 Seasons of Wither 05 Kings and Queens 10 Write Me a Letter 06 Remember (Walking in the Sand) 11 Dream On 07 Lightning Strikes 12 Pandora’s Box 08 Let the Music Do the Talking 13 Rattlesnake Shake 09 My Face Your Face 14 Walkin’ the Dog 10 Sheila 15 Lord of the Thighs 11 St.
    [Show full text]
  • Angra Discografia Download Torrent Angra Discografia Download Torrent
    angra discografia download torrent Angra discografia download torrent. Reaching Horizons (Demo) - (1992) Angels Cry - (1993) Evil Warning [EP] - (1994) Eyes of Christ (Demo) - (1995) Live Acoustic At FNAC (Single) - (1996) Freedom Call (EP) - (1996) Holy Land - (1996) Holy Live (Live) - (1997) All Acoustic (EP) - (1997) Acoustic. and More (EP) - (1998) Rebirth World Tour: Live In São Paulo - (2002) ( CD 1 ) 01 - In Excelsis 02 - Nova Era 03 - Acid Rain 04 - Angels Cry 05 - Heroes of Sand 06 - Metal Icarus 07 - Millenium Sun 08 - Make Believe 09 - Drum Solo. ( CD 2 ) 01 - Unholy Wars 02 - Rebirth 03 - Time 04 - Running Alone 05 - Crossing 06 - Nothing To Say 07 - Unfinished Allegro 08 - Carry On 09 - The Number of The Beast (Iron Maiden Cover) 5th Album Demos (Demo) (2004) Hunters and Prey (EP) - (2002) Temple of Shadows - (2004) Aurora Consurgens - (2006) Best Reached Horizons (Compilation) - (2012) Angels Cry 20th Anniversary Tour (Live) - (2013) Secret Garden (2015) ( CD 1 ) 01 - Newborn Me 02 - Black Hearted Soul 03 - Final Light 04 - Storm of Emotions 05 - Violet Sky 06 - Secret Garden 07 - Upper Levels 08 - Crushing Room 09 - Perfect Symmetry 10 - Silent Call. ( CD 2 - Bonus CD - Live At Loud Park 2013 ) 01 - Angels Cry 02 - Nothing To Say 03 - Waiting Silence 04 - Time 05 - Lisbon 06 - Winds of Destination 07 - Gentle Change 08 - Unfinished Allegro 09 - Carry On 10 - Rebirth 11 - Nova Era. Angra discografia download torrent. 01 - Beyond and Before 02 - I See You 03 - Yesterday and Today 04 - Looking Around 05 - Harold Land 06 - Every
    [Show full text]
  • The International Response to Genocide in Rwanda
    NORTH CAROLINA JOURNAL OF INTERNATIONAL LAW Volume 22 Number 3 Article 4 Summer 1997 It Happened and it Can Happen Again: The International Response to Genocide in Rwanda Dorinda Lea Peacock Follow this and additional works at: https://scholarship.law.unc.edu/ncilj Recommended Citation Dorinda L. Peacock, It Happened and it Can Happen Again: The International Response to Genocide in Rwanda, 22 N.C. J. INT'L L. 899 (1996). Available at: https://scholarship.law.unc.edu/ncilj/vol22/iss3/4 This Comments is brought to you for free and open access by Carolina Law Scholarship Repository. It has been accepted for inclusion in North Carolina Journal of International Law by an authorized editor of Carolina Law Scholarship Repository. For more information, please contact [email protected]. It Happened and it Can Happen Again: The International Response to Genocide in Rwanda Cover Page Footnote International Law; Commercial Law; Law This comments is available in North Carolina Journal of International Law: https://scholarship.law.unc.edu/ncilj/ vol22/iss3/4 COMMENTS "It Happened and It Can Happen Again": The International Response to Genocide in Rwanda I. Introduction ......................................................................... 900 II. W hat is G enocide? ................................... .. .. .. .. ................... 903 III. The Jewish Holocaust of World War II .............................. 906 IV. The Genocide in Rwanda .................................................... 911 A. Rwanda's Colonial History ..........................................
    [Show full text]