Acknowledgements

Our models rely upon data that has been generously contributed by a large number of people and organisations:

Afghanistan

Malaria risk

Simon Brooker

Inherited blood disorders

Toby Leslie (HealthNet TPO), Nader Mohammed (HealthNet TPO)

Angola

Malaria risk

Ana Paula Arez, Assumpta Bou-Monclus, José Figueiredo, Dina Gamboa, António Langa, João Mário Pedro, Akiko Matsumoto, Cristina Mendes, Susana Nery, Claudia Videira, CISA Project - Health Research Center in Angola

Azerbaijan

Malaria risk

Elkhan Gasimov, Mikhail Ejov, Karen Taksoe-Vester, World Health Organisation Regional Office for Europe

Bangladesh

Malaria risk

Ubydul Haque, Nazrul Islam

Inherited blood disorders

David Sullivan

Benin

Malaria risk

Umberto D'Alessandro, Georgia B Damien, Marie-Claire Henry, Florence Migot-Nabias, Alain Nahum, Christophe Rogier

Bhutan

Malaria risk

Thinley Yangzom, Sonam Gyeltshen Karma Lhazeen

Bolivia

Malaria risk

Juan Carlos Arraya, Ilona Carneiro, Nigel Hill, Annick Lenglet

Botswana

Malaria risk

Colleen Fraser, Musa Mabaso, Graham Root

Brazil

Malaria risk

Fabiana Alves, Mercia Arruda, Wornei Braga, Luis Marcelo Camargo, Crispim Cerutti Jr., Josue da Costa Lima Jr., Izilda Curado, Ana Maria Duarte, Marcelo Urbano Ferreira, Cor Jesus Fontes, Tony Katsuragawa, Simone Ladeia Andrade, Martha Suarez-Mutis, Joseli de Oliveira-Ferreira, Marinete Povoa, Ellen Silbergeld

Inherited blood disorders

Simone Martins de Castro, Antonio Fabron, Marcelo Urbano Ferreira, Amauri Leite, Luciana de Souza Ondei, Paulo Roberto de Melo Reis, Francisco Salzano

Burkina Faso

Malaria risk

Heiko Becher, Claudia Beiersmann, Diadier Diallo, Amadou Konate, Bocar Kouyaté, Christian Lengeler, Olaf Muller, André Lin Ouédraogo, Hermann Ouédraogo, Christophe Rogier, Yazoume Ye

Burundi

Malaria risk

Marc Coosemans, Natacha Protopopoff

Cambodia

Malaria risk

Verena Carrara, Thierry Fandeur, François Nosten, Francois Pailin, Shunmay Yeung

Inherited blood disorders

Chanaki Amaratunga, Rick Fairhurst, Didier Ménard, Duong Socheat

Cameroon

Malaria risk

Eric Achidi, Kenneth Ndamukong, Maria Rebollo, Peter Uzoegwu, Samuel Wanji

Cape Verde

Malaria risk

Ana Paula Arez

China

Malaria risk

Nigel Hill, Liqun Jin, Hong-wei Zhang

Inherited blood disorders

Keren Shan, Jianhui Jiang, Weiying Jiang

Colombia

Malaria risk

Socrates Herrera, Juana Vergara, Maria Victoria Valero

Costa Rica

Inherited blood disorders

Jorge Azofeifa-Navas

Côte d'Ivoire

Malaria risk

Bassirou Bonfoh, Marie-Claire Henry, Benjamin Koudou, Barbara Matthys, N'Goran K Eliezer, Giovanna Raso, Fabian Rohner, Kigbafori Silue, Marcel Tanner, Andres Tschannen, Juerg Utzinger, Rita Wegmüller

Democratic Republic of the Congo

Malaria risk

Mike Bangs, Mark Divall, Didier Kabing, Astrid Knoblauch, Jolyon Medlock, Steve Meshnick, Janey Messina, Eric Mukomena Sompwe, Edouard Swana, Mirko Winkler

Djibouti

Malaria risk

Mouna Osman Aden, Ifrah Ali Ahmed, Christophe Rogier

Dominican Republic

Malaria risk

David Joa

Ecuador

Malaria risk

Luis Enrique Castro, José Sucre Dávila, Mauricio Espinel, Axel Kroeger

Equatorial Guinea

Malaria risk

Ana Paula Arez, Estefanía Custodio, Cristina Mendes, Gloria Nseng

Eritrea

Malaria risk

Tewolde Ghebremeskel, Joe Keating, David Sintasath

Ethiopia

Malaria risk

Estifanos Biru, Peter Byass, Karre Chawicha, Wakgari Deressa, Yeshewamebrat Ejigsemahu, Paul Emerson, Tekola Endeshaw, Teshome Gebre, Asrat Genet, Asefaw Getachew, Patricia Graves, Afework Hailemariam, Don Hopkins, Bernt Lindtjørn, Daddi Jima, Ayenew Messele, Aryc Mosher, Jeremiah Ngondi, Frank Richards, Niko Speybroeck, Zerihun Tadesse, Adugna Woyessa, Delenasaw Yewhalaw, Mulat Zerihun, Trigray Health Bureau

Inherited blood disorders

Cynthia Beall, Amha Gebremedhin

Gabon

Malaria risk

Dieudonné Nkoghe, Odile Oukem

Inherited blood disorders

Florence Migot-Nabias

Georgia

Malaria risk

Mikhail Ejov, Merab Iosava, Irine Kalandadze, Giorgi Kurtsikashvili

Ghana

Malaria risk

Collins Ahorlu, Irene Ayi, Michael Cappello, Stephan Ehrhardt, Debbie Humphries, Kwadwo Koram, Margaret Kweku, Juergen May, Seth Owusu-Agyei, Harry Tagbor, Mitchell Weiss

Inherited blood disorders

Kwaku Ohene-Frempong

Guinea

Malaria risk

Mark Divall, Astrid Knoblauch, Mirko Winkler

Guinea-Bissau

Malaria risk

Poul-Erik Kofoed, Amabelia Rodrigues, Michael Walther

Honduras

Malaria risk

Jackeline Alger, Fabiana Alves

India

Malaria risk

Vas Dev, Hema Joshi, Sant-Rayn Pasricha, Arun Shet, Surya K. Sharma, Uragayala Sreehari, Sarala Subbarao, World Health Organisation Regional Office for South East Asia

Inherited blood disorders

Ranbir Balgir

Indonesia

Malaria risk

Kevin Baird, Mike Bangs, Mazie Barcus, Iqbal Elyazar, Andrew Griffiths, Herdiana, Dave Jenkins, Akira Kaneko, Rita Kusriastuti, Jason Maguire, Tom Plummer, William Rogers, Hanifah Rogayah, Alan Rogerson, Elvieda Samoedro, Suparmi, Inge Sutanto, Din Syafru, Siti N Tarmizi, Emiliana Tjitra, Trihono, Desak M Wismarini

Inherited blood disorders

Christian Nixon, Josef Tuda, Frilasita Aisyah Yudhaputri

Iran

Malaria risk

World Health Organization Regional Office for the Eastern Mediterranean

Iraq

Malaria risk

World Health Organization Regional Office for the Eastern Mediterranean

Kenya

Malaria risk

Timothy Abuya, Kubaje Adazu, Willis Akhwale, Victor Alegana, Pauline Andang'o, Fred Baliraine, Nabie Bayoh, Philip Bejon, Simon Brooker, Jon Cox, Meghna Desai, Ulrike Fillinger, Joana Greenfield, Andrew Githeko, Laura Hammitt, Carol Gitonga, Helen Guyatt, Katherine Halliday, Mary Hamel, Allen Hightower, Susan Imbahale, Chandy John, Elizabeth Juma, Jimmy Kahara, Simon Kariuki, Charles King, Chris King, Rebecca Kiptui, Feiko ter Kuile, Kayla Laserson, Tjalling Leenstra, Hortance Manda, Kevin Marsh, Margaret McKinnon, Noboru Minakawa, Sue Montgomery, Eric Muchiri, Richard Mukabana, Tabitha Mwangi, Miriam Mwjame, George Nyangweso, Christopher Nyundo, Christopher Odero, Edna Ogada, Bernard Okech, George Okello, Maurice Ombok, Simon Omollo, Judy Omumbo, Beth Rapuoda, Evan Secor, Larry Slutsker, Lia Smith Florey, Jennifer Stevenson, Willem Takken, Juliana Wambua, Vincent Were, Shona Wilson, Guofa Zhou, Dejan Zurovac & the Kenya National Bureau of Statistics, NUITM-KEMRI project (Nagasaki University Institute of Tropical Medicine and Kenya Medical Research Institute)

Inherited blood disorders

Carolyne Kifude, Alex Macharia, Shivang Shah, Sophie Uyoga, John Waitumbi

Korea, Republic of

Malaria risk

Jung-Yeon Kim, Eun-Gyu Lee

Lao People's Democratic Republic

Malaria risk

Paul Newton, Rick Paul, Yoshihisa Shirayama, Minoru Takakura, Indra Vythilingam

Liberia

Malaria risk

Richard Allan, Kristin Banek

Madagascar

Malaria risk

Ronan Jambou, Milijaona Randrianarivelojosia, Vincent Robert

Inherited blood disorders

Céline Barnadas, Didier Ménard, Pete Zimmerman

Malawi

Malaria risk

Cameron Bowie, Bernard Brabin, Marian Bruce, Job Calis, Michael Coleman, Timothy Holtz, Gertrude Kalanda, Lawrence Kazembe, Immo Kleinschmidt, David Lalloo, Don Mathanga, Malcolm Molyneux, Kelias Msyamboza, Themba Mzilahowa, Kamija Phiri, Paul Prinsen Geerligs, Arantxa Roca-Feltrer, Anja Terlouw, The IVCC Consortium (Liverpool)

Inherited blood disorders

Ella Nkhoma

Malaysia

Malaria risk

Christina Rundi

Inherited blood disorders

Endom Ismail

Mali

Malaria risk

Amadou Ballo, Diadier Diallo, Alassane Dicko, Abdoulaye Djimde, Ogobara Doumbo, Issaka Sagara, Mahamadou Sissoko, Ousmane Toure, Manijeh Vafa and Malaria Research and Training Center (MRTC), Department of Epidemiology of Parasitic Diseases, Faculty of Medicine, University of Bamako, Mali

Inherited blood disorders

Mahamadou Diakite, Rick Fairhurst, Carole Long

Mexico

Malaria risk

Angel Betanzos, Juan Eugenio Hernandez, Lilia Gonzalez Ceron, Mario Henry Rodriguez

Mozambique

Malaria risk

Pedro Alonso, Michael Coleman, Albert Kilian, Immo Kleinschmidt, Samuel Mabunda, Allan Schapira, MRC South Africa, The Innovative Vector Control Consortium

Myanmar

Malaria risk

Verena Carrara, Thart Kler, François Nosten, Eh Kalu Shwe Oo, Frank Smithuis, Soe Soe

Inherited blood disorders

Hiko Kawamoto, Issarang Nuchprayoon

Namibia

Malaria risk

Colleen Fraser, Frank Hansford, John Irish, Richard Kamwi, Stark Katokele, Musa Mabaso, Kudzai Makomva, John Mendelsohn, Bruno Moonen, Benson Ntomwa, Andreas Reich, Christine Theron, Petrina Uusiku

Nepal

Malaria risk

Sean Hewitt, Suman Thapa

Inherited blood disorders

Shigeru Kobayashi

Nicaragua

Malaria risk

Axel Kroeger

Niger

Malaria risk

Jean-Bernard Duchemin

Nigeria

Malaria risk

Emmanuel Adegbe, Grace Adeoye, Chiaka Anumudu, Samson Awolola, Ebenezer Sheshi Baba, William Brieger, Marian Bruce, Paul Emerson, Emmanuel Emukah, Bayo Fatunmbi, Patricia Graves, Celia Holland, Nnaemeka Iriemenam, Albert Kilian, Paddy Kirwan, Peter Olumese, Yusuf  Omosun, Sola Oresanya, Frank Richards, Peter Uzoegwu

Inherited blood disorders

George Ademowo, Zaccheaus Jeremiah, Michael Kaplan

Pakistan

Malaria risk

Mark Rowland, World Health Organization Regional Office for the Eastern Mediterranean

Panama

Malaria risk

Jose E. Calzada

Papua New Guinea

Malaria risk

Michael Alpers, Thomas Burkot, Jackie Cattani, Karen Day, Freya Fowkes, Blaise Genton, Global Malaria Program, Patricia Graves, James Kazura, Ivo Mueller, Tom Smith, World Health Organization

Inherited blood disorders

Céline Barnadas, Freya Fowkes, Karen Day, Livingstone Tavul, Pete Zimmerman

Paraguay

Malaria risk

Servicio Nacional de Erradicacion del Paludismo (SENEPA), Ministerio de Salud Publica y Bienestar

Peru

Malaria risk

OraLee Branch, Eva Clark, Jean Paul Guthmann, Angel Rosas, Elisa Solano

Inherited blood disorders

Walter Curioso, Humberto Guerra

Philippines

Malaria risk

Dorina G. Bustos, Effie Espino, Ma. Cristina Galang

Inherited blood disorders

Mario Baquilod, Carmencita Padilla

Rwanda

Malaria risk

Caterina Fanello, Jean-Bosco Gahutu, Alain Kabayiza, Corrine Karema, Frank Mockenhaupt, Alphonse Mutabazi, Alphonse Rukondo

Inherited blood disorders

Béatrice Gulbis

São Tomé and Príncipe

Malaria risk

Jih Ching Lien, Hailay Desta, Tom Smith, Awash Teklehaimanot

Saudi Arabia

Malaria risk

Suleiman Al Seghayer, World Health Organization regional Office for the Eastern Mediterranean

Senegal

Malaria risk

Oumar Gaye, Sylvia Males, Florence Migot-Nabias, Rick Paul, Badara Cisse, Ibrahim Socé Fall

Inherited blood disorders

Florence Migot-Nabias

Sierra Leone

Malaria risk

Matthew Burns

Solomon Islands

Malaria risk

Patricia Graves

Inherited blood disorders

Michelle Gatton, James McCarthy, Anita Pelecanos

Somalia

Malaria risk

Imanol Berakoetxea, Mohammed Borle, Matthew Burns, Waqar Butt, Craig Von Hagen, Abdi Hersi, Grainne Moloney & the Food Security Analysis Unit (FSAU) team, Bruno Moonen, Abdi Noor, Ismail Rage, Tanya Shewchuk & the Ministries of Health of Puntland, Somaliland and the Transitional National Government

South Africa

Malaria risk

Karen Barnes, Frank Hansford, Gerdalize Kok, Philip Kruger, Aaron Mabuza, Rajendra Maharaj

South Sudan

Malaria risk

Robert Azairwe, Steve Barya, Bill Gueth Kueil, Margaret Lejukole, Charles Agono Mona, Heidi Reid

Sri Lanka

Malaria risk

Rabindra Abeyasinghe, Priyanie Amerasinghe, Deepika Fernando, Gawrie N Galappaththy, Wim van der Hoek

Inherited blood disorders

Gawrie Galappaththy

Sudan

Malaria risk

Mohamed Abbas, Alnazear Abdalla, Tareg Abdelgader, Nasruddin Abdul-Hadi, Dalin Abdelkareem Altahir, Abdalla Ahmed, Mubashar Ahmed, Sahar Bakhite, Mustafa Dukeen, Khalid Elmardi, Salah Elbin Elmubark, Tayseer Elamin El Faki, Ibrahim El Hassan, Fatih Malik, Jaffar Mirghani, Alaa Moawia, Tasneem Moawia, Abdullah Sayied Mohammed, Maowia Mukhtar, Fazza Munim, Samia Seif Murghan, Ali Elamin Nasir, Bakari Nour, Abdelhameed Elbirdiri Nugad, A. Omer, Abdala Sayaid, Jihad Eltaher Sulieman, Mohamad Tarig, Limya El Yamani, Ghasem Zamani

Suriname

Malaria risk

Marthelise Eersel, Leopoldo Villegas

Swaziland

Malaria risk

Sabelo Dlamini, Simon Kunene, Joe Novotny, Graham Root

Tajikistan

Malaria risk

Mikhail Ejov, Barbara Matthys, Nargis Saparova, World Health Organization Country Office in Tajikistan

Tanzania (United Republic of)

Malaria risk

Ali Abdullah, Mike Bangs, Jubilate Barnard, James Beard, Michael Beasley, Achuyt Bhattarai, Anders Bjorkman, Bob Black, Teun Bousema, Ilona Carneiro, Daniel Chandromohan, Chris Drakeley, Yvonne Geissbühler, Francesco Grandesso, Kara Hanson, Deus Ishengoma, Patrick Kachur, Rose Kibe, Gerry Killeen, Paul Lango, Martha Lemnge, Rose Lusinde, John Lusingu, Tanya Marchant, Caroline Maxwell, Ben Mayala, Leonard Mboera, Bruno Mmbando, Fabrizio Molteni, Frank Mtei, John Owuor, Hugh Reyburn, David Schellenberg, Sunil Sazawal, Masanja Segeja, Tom Smith, Jose Sousa-Figueiredo, Thor Theander, Andrew Tomkins, Jacobien Veenemans, Hans Verhoef

Inherited blood disorders

Bruno Mmbando, Method Donald Segeja

Thailand

Malaria risk

Verena Carrara, Jirapat Ketkaew, Saranath Lawpoolsri, Hla Yin Myint, Kaewpoonsri Nantawan, François Nosten, Ric Paul, Aree Pethleart, Supawadee Poungsombat, Vijaykadga Saowanit, Wichai Satimai, Pratap Singhasivanon

Inherited blood disorders

Germana Bancone, François Nosten

The Gambia

Malaria risk

Onome Akpogheneta, Steve Allen, Sarah Atkinson, Kalifa Bojang, Sian Clarke, David Conway, Umberto D’Alessandro, Chris Drakeley, Sam Dunyo, Malang Fofana, Brian Greenwood, Adam Jagne-Sonko, Cherno Jallow, Ebrima Jarjou, Momodou Kalleh, Steve Lindsay, Karafa Manneh, Ousman Nyan, Margaret Pinder, Eleanor Riley, Judith Satoguina, Lorenz von Seidlein, Sheriffo Sonko, Michael Walther

Togo

Malaria risk

Kodjo Morgah, Anja Terlouw

Turkey

Malaria risk

Seher Topluoglu, Fadile Yildiz

Inherited blood disorders

Yusuf Turan

Uganda

Malaria risk

Seraphine Adibaku, Miriam Akello, Paul Ametepi, Martha Betson, Teun Bousema, Jon Cox, Allison Elliot, Thomas Egwang, Francesco Grandesso, Stephen Hillier, Narcis Kabatereine, Macklyn Kihembo, Moses Kizza, Jan Kolaczinski, Steve Lindsay, Caroline Lynch, Lawrence Muhangi, Sussann Nasr, Juliet Ndibazza, Gloria Oduru, Ambrose Onapa, Niels Ørnbjerg, Erling Pedersen, Carla Proietti, Rachel Pullen, Denis Rubahika, Paul Simonsen, Claire Standley, Laura Steinhardt, Anna-Sofie Stensgaard, Russell Stothard, Ambrose Talisuna, Emily Webb, Adoke Yeka

Inherited blood disorders

Sunil Parikh, Philip Rosenthal

Vanuatu

Malaria risk

Akira Kaneko, Jason Maguire, Kathryn Maitland, Dennis Shanks

Venezuela

Malaria risk

Marcos De Donato, Magda Magris, Jorge Moreno, Yasmin Rubio-Palis, Adriana Tami, Leopoldo Villegas, Livia Vivas

Inherited blood disorders

Annabel Arends, Gilberto Gòmez

Viet Nam

Malaria risk

Mary Chambers, Peter de Vries, Annette Erhart, Jeremy Farrar, Nguyen Manh Hung, Le Xuan Hung, Nguyen Phuong Mai, Nguyen Van Nam, Sean O'Riordan, Chau Tran Thi Hoang, Tran Tinh Hien, Doan Hanh Nhan, Ron Marchand, Le Dinh Cong, Carsten Flohr, Nguyen Tuyen Quang, Nguyen Quang Thieu, Ngo Duc Thang, World Health Organization Regional Office for the Mediterranean, Yemen

Inherited blood disorders

Sarah Dunstan, Nguyen Khac Han Hoan, Nguyen Thi Hue, Pham Nghiem Minh

Yemen

Malaria risk

Ahmed Adeel, Hafiz Ali, Adel Aljasari, Hussien Alkadi, Abdullah Al-Talar, Jamal Amran, Hoda Atta, Mustafa Kamal, Ghasem Zamani

Zambia

Malaria risk

Pascalina Chanda, Elizabeth Chizema, Mike Coleman, Thom Eisele, Aniset Kamanga, Joe Keating, Immo Kleinsmidt, Mulakwa Kamuliwo, Sungano Mharakurwa, John Miller, Boniface Mutombo, Eric Njunju, Richard Steketee, Philip Thuma, The Innovative Vector Control Consortium

Zimbabwe

Malaria risk

Graham Root, Tim Freeman, Nicholas Midzi, Francisca Mutapi, Ministry of Health and Child Welfare of Zimbabwe