We present a data-driven typology framework for understanding patterns in drinking water accessibility across low- and middle-income countries. Further, we obtain novel typology-specific insights regarding the relationships between possible explanatory variables and typology outcomes. First, we conducted exploratory factor analysis to obtain a smaller set of interpretable factors from the initial set of 17 drinking water accessibility indicators from 73 countries. The resulting seven factors summarize the key drivers for water accessibility, and also serve as a vehicle for framing discussions on country outcomes. We clustered the countries based on their seven-dimensional water accessibility factor scores, referring to the resulting three clusters as 'typologies,' namely, Decentralized, Centralized and Hybrid. The typologies serve as a vehicle for analyzing water accessibility among countries with similar patterns, in contrast with geographically-based approaches. Finally, we fitted a decision tree classifier to analyze relationships between a country's typology membership and socioeconomic, geographic and transportation explanatory variables. We found that private car ownership, population density and per-capita gross domestic product are most relevant in predicting a country's drinking water accessibility typology.
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Fred Hutchinson Canc Res Ctr, Global Oncol Program, Seattle, WA 98109 USA
Fred Hutchinson Canc Res Ctr, Clin Res Div, Seattle, WA 98109 USA
Univ Washington, Sch Med, Seattle, WA 98195 USAFred Hutchinson Canc Res Ctr, Global Oncol Program, Seattle, WA 98109 USA
Radich, Jerald P.
Briercheck, Edward
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Fred Hutchinson Canc Res Ctr, Global Oncol Program, Seattle, WA 98109 USA
Fred Hutchinson Canc Res Ctr, Clin Res Div, Seattle, WA 98109 USAFred Hutchinson Canc Res Ctr, Global Oncol Program, Seattle, WA 98109 USA
Briercheck, Edward
Chiu, Daniel T.
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Univ Washington, Dept Chem, Seattle, WA 98195 USA
Univ Washington, Dept Bioengn, Seattle, WA 98195 USAFred Hutchinson Canc Res Ctr, Global Oncol Program, Seattle, WA 98109 USA
Chiu, Daniel T.
Menon, Manoj P.
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Fred Hutchinson Canc Res Ctr, Global Oncol Program, Seattle, WA 98109 USA
Fred Hutchinson Canc Res Ctr, Clin Res Div, Seattle, WA 98109 USA
Univ Washington, Sch Med, Seattle, WA 98195 USA
Fred Hutchinson Canc Res Ctr, Vaccine & Infect Dis Div, Seattle, WA 98109 USAFred Hutchinson Canc Res Ctr, Global Oncol Program, Seattle, WA 98109 USA
Menon, Manoj P.
Torra, Olga Sala
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Fred Hutchinson Canc Res Ctr, Clin Res Div, Seattle, WA 98109 USAFred Hutchinson Canc Res Ctr, Global Oncol Program, Seattle, WA 98109 USA
Torra, Olga Sala
Yeung, Cecilia C. S.
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Fred Hutchinson Canc Res Ctr, Clin Res Div, Seattle, WA 98109 USA
Univ Washington, Sch Med, Seattle, WA 98195 USAFred Hutchinson Canc Res Ctr, Global Oncol Program, Seattle, WA 98109 USA
Yeung, Cecilia C. S.
Warren, Edus H.
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Fred Hutchinson Canc Res Ctr, Global Oncol Program, Seattle, WA 98109 USA
Fred Hutchinson Canc Res Ctr, Clin Res Div, Seattle, WA 98109 USA
Univ Washington, Sch Med, Seattle, WA 98195 USA
Fred Hutchinson Canc Res Ctr, Vaccine & Infect Dis Div, Seattle, WA 98109 USAFred Hutchinson Canc Res Ctr, Global Oncol Program, Seattle, WA 98109 USA
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Childrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USAChildrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
Jalloul, Mohammad
Miranda-Schaeubinger, Monica
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Childrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USAChildrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
Miranda-Schaeubinger, Monica
Noor, Abass M.
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Childrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
RAD AID Int, Chevy Chase, MD USA
Hosp Univ Penn, Philadelphia, PA USAChildrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
Noor, Abass M.
Stein, Joel M.
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Hosp Univ Penn, Philadelphia, PA USAChildrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
Stein, Joel M.
Amiruddin, Raisa
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Childrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USAChildrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
Amiruddin, Raisa
Derbew, Hermon Miliard
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Childrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
Addis Ababa Univ, Coll Hlth Sci, Addis Ababa, EthiopiaChildrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
Derbew, Hermon Miliard
Mango, Victoria L.
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RAD AID Int, Chevy Chase, MD USA
Mem Sloan Kettering Canc Ctr, New York, NY USAChildrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
Mango, Victoria L.
Akinola, Adeyanju
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Lagos State Univ Teaching Hosp, Lagos, NigeriaChildrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
Akinola, Adeyanju
Hart, Kelly
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Tufts Med Ctr, Boston, MA USAChildrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
Hart, Kelly
Weygand, Joseph
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RAD AID Int, Chevy Chase, MD USAChildrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
Weygand, Joseph
Pollack, Erica
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RAD AID Int, Chevy Chase, MD USA
Univ Colorado, Anschutz Med Ctr, Aurora, CO USAChildrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
Pollack, Erica
Mohammed, Sharon
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RAD AID Int, Chevy Chase, MD USA
Bellevue Hosp Ctr NYCHHC, New York, NY USAChildrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
Mohammed, Sharon
Scheel, John R.
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RAD AID Int, Chevy Chase, MD USA
Vanderbilt Univ, Med Ctr, Nashville, TN USAChildrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
Scheel, John R.
Shell, Jessica
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RAD AID Int, Chevy Chase, MD USA
Siemens Med Solut USA Inc, Cary, NC USAChildrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
Shell, Jessica
Dako, Farouk
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RAD AID Int, Chevy Chase, MD USA
Hosp Univ Penn, Philadelphia, PA USAChildrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
Dako, Farouk
Mhatre, Pradnya
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RAD AID Int, Chevy Chase, MD USA
Emory Univ, Sch Med, Atlanta, GA USAChildrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
Mhatre, Pradnya
Kulinski, Lauren
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RAD AID Int, Chevy Chase, MD USAChildrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
Kulinski, Lauren
Otero, Hansel J.
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Childrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USAChildrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA
Otero, Hansel J.
Mollura, Daniel J.
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RAD AID Int, Chevy Chase, MD USAChildrens Hosp Philadelphia, 3401 Civ Ctr Blvd, Philadelphia, PA 19104 USA