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Volumn 28, Issue 1, 2009, Pages 80-92

Analysis of functional traits in reconfigured channels: Implications for the bioassessment and disturbance of river restoration

Author keywords

Benthic macroinvertebrate; Bioassessment; Channel reconfiguration; Disturbance; Functional traits; River restoration

Indexed keywords

ABUNDANCE; BIOASSAY; CATCHMENT; COMPARATIVE STUDY; DISTURBANCE; FRESHWATER ECOSYSTEM; MACROINVERTEBRATE; MOBILITY; PIEDMONT; RESTORATION ECOLOGY; STREAM; SWIMMING; TAXONOMY; URBANIZATION;

EID: 61449157731     PISSN: 08873593     EISSN: None     Source Type: Journal    
DOI: 10.1899/07-122.1     Document Type: Article
Times cited : (102)

References (67)
  • 2
    • 61449221867 scopus 로고    scopus 로고
    • nd edition. EPA 841-B-99-002. Office of Water, US Environmental Protection Agency, Washington, DC.
    • nd edition. EPA 841-B-99-002. Office of Water, US Environmental Protection Agency, Washington, DC.
  • 3
    • 18244402914 scopus 로고    scopus 로고
    • BERNHARDT, E. S., M. A. PALMER, J. D. ALLAN, G. ALEXANDER, K. BARNAS, S. BROOKS, J. CARR, S. CLAYTON, C. DAHM, J. FOLLSTAD-SHAH, D. GALAT, S. GLOSS, P. GOODWIN, D. HART, B. HASSETT, R. JENKINSON, S. KATZ, G. M. KONDOLF, P. S. LAKE, R. LAVE, J. L. MEYER, AND T. K. O'DON. 2005. Synthesizing U.S. river restoration. Science 308:636-637.
    • BERNHARDT, E. S., M. A. PALMER, J. D. ALLAN, G. ALEXANDER, K. BARNAS, S. BROOKS, J. CARR, S. CLAYTON, C. DAHM, J. FOLLSTAD-SHAH, D. GALAT, S. GLOSS, P. GOODWIN, D. HART, B. HASSETT, R. JENKINSON, S. KATZ, G. M. KONDOLF, P. S. LAKE, R. LAVE, J. L. MEYER, AND T. K. O'DON. 2005. Synthesizing U.S. river restoration. Science 308:636-637.
  • 4
    • 61449210754 scopus 로고    scopus 로고
    • BRIGHAM, A. R., W. U. BRIGHAM, AND A. GNILKA (EDITORS). 1982. Aquatic insects and oligochaetes of North and South Carolina. Midwest Aquatic Enterprises, Mahomet, Illinois.
    • BRIGHAM, A. R., W. U. BRIGHAM, AND A. GNILKA (EDITORS). 1982. Aquatic insects and oligochaetes of North and South Carolina. Midwest Aquatic Enterprises, Mahomet, Illinois.
  • 7
    • 0031819380 scopus 로고    scopus 로고
    • Bioassessment through biological traits of benthic macroinverte-brates: Perspectives for a general tool in stream management
    • CHARVET, S., A. KOSMALA, AND B. STATZNER. 1998. Bioassessment through biological traits of benthic macroinverte-brates: perspectives for a general tool in stream management. Archiv für Hydrobiologie 142:415-432.
    • (1998) Archiv für Hydrobiologie , vol.142 , pp. 415-432
    • CHARVET, S.1    KOSMALA, A.2    STATZNER, B.3
  • 8
    • 84977435070 scopus 로고
    • A fuzzy coding approach for the analysis of long-term ecological data
    • CHEVENET, R, S. DOLÉDEC, AND D. CHESSEL. 1994. A fuzzy coding approach for the analysis of long-term ecological data. Freshwater Biology 31:295-309.
    • (1994) Freshwater Biology , vol.31 , pp. 295-309
    • CHEVENET, R.1    DOLÉDEC, S.2    CHESSEL, D.3
  • 9
    • 0021029661 scopus 로고
    • On the evidence needed to judge ecological stability or persistence
    • CONNELL, J. H., AND W. R SOUSA. 1983. On the evidence needed to judge ecological stability or persistence. American Naturalist 121:789-824.
    • (1983) American Naturalist , vol.121 , pp. 789-824
    • CONNELL, J.H.1    SOUSA, W.R.2
  • 10
    • 37149004850 scopus 로고    scopus 로고
    • Biological traits of stream macroinvertebrates from a semi-arid catchment: Patterns along complex environmental gradients
    • DIAZ, A. M., M. L. S. ALONSO, AND M. S. V. GUTIERREZ. 2008. Biological traits of stream macroinvertebrates from a semi-arid catchment: patterns along complex environmental gradients. Freshwater Biology 53:1-21.
    • (2008) Freshwater Biology , vol.53 , pp. 1-21
    • DIAZ, A.M.1    ALONSO, M.L.S.2    GUTIERREZ, M.S.V.3
  • 11
    • 0035501320 scopus 로고    scopus 로고
    • Vive la différence: Plant functional diversity matters to ecosystem processes
    • DIAZ, S., AND M. CABIDO. 2001. Vive la différence: plant functional diversity matters to ecosystem processes. Trends in Ecology and Evolution 16:646-655.
    • (2001) Trends in Ecology and Evolution , vol.16 , pp. 646-655
    • DIAZ, S.1    CABIDO, M.2
  • 12
    • 0001804380 scopus 로고    scopus 로고
    • Functional implications of trait environment linkages in plant communities
    • P. Weiher and P. Keddy editors, Cambridge University Press, Cambridge, UK
    • DIAZ, S., M. CABIDO, AND F. CASANOVES. 1999. Functional implications of trait environment linkages in plant communities. Pages 338-362 in P. Weiher and P. Keddy (editors). Ecological assembly rules: perspectives, advances, and retreats. Cambridge University Press, Cambridge, UK.
    • (1999) Ecological assembly rules: Perspectives, advances, and retreats , pp. 338-362
    • DIAZ, S.1    CABIDO, M.2    CASANOVES, F.3
  • 14
    • 0343185954 scopus 로고    scopus 로고
    • Species traits for future bioassessment across ecoregions: Patterns along a human-impacted river
    • DOLÉDEC, S., B. STATZNER, AND M. BOURNARD. 1999. Species traits for future bioassessment across ecoregions: patterns along a human-impacted river. Freshwater Biology 42:737-758.
    • (1999) Freshwater Biology , vol.42 , pp. 737-758
    • DOLÉDEC, S.1    STATZNER, B.2    BOURNARD, M.3
  • 15
    • 0031284508 scopus 로고    scopus 로고
    • Species assemblages and indicator species: The need for a flexible asymmetrical approach
    • DUFRÊNE, M, AND P. LEGENDRE. 1997. Species assemblages and indicator species: the need for a flexible asymmetrical approach. Ecological Monographs 67:345-366.
    • (1997) Ecological Monographs , vol.67 , pp. 345-366
    • DUFRÊNE, M.1    LEGENDRE, P.2
  • 16
    • 0003469468 scopus 로고    scopus 로고
    • FISRWG FEDERAL INTERAGENCY STREAM RESTORATION WORKING GROUP, processes, and practices, Available from
    • FISRWG (FEDERAL INTERAGENCY STREAM RESTORATION WORKING GROUP). 1998. Stream corridor restoration: principles, processes, and practices. (Available from: http://www. nrcs.usda.gov/Technical/stream-restora tion/newtof c.htm)
    • (1998) Stream corridor restoration: Principles
  • 17
    • 0025229526 scopus 로고
    • Time scales for the recovery potential of river communities after restoration: Lessons to be learned from smaller streams
    • FUCHS, U., AND B. STATZNER. 1990. Time scales for the recovery potential of river communities after restoration: lessons to be learned from smaller streams. Regulated Rivers: Research and Management 5:77-87.
    • (1990) Regulated Rivers: Research and Management , vol.5 , pp. 77-87
    • FUCHS, U.1    STATZNER, B.2
  • 18
    • 0242485338 scopus 로고    scopus 로고
    • Invertebrate traits for the bioassessment of large European rivers-an initial assessment of alternative metrics
    • GAYRAUD, S., B. STATZNER, P. BADY, A. HAYBACHP, F. SHOLL, P. USSEGLIO-POLATERA, AND M. BACCHI. 2003. Invertebrate traits for the bioassessment of large European rivers-an initial assessment of alternative metrics. Freshwater Biology 48:2045-2064.
    • (2003) Freshwater Biology , vol.48 , pp. 2045-2064
    • GAYRAUD, S.1    STATZNER, B.2    BADY, P.3    HAYBACHP, A.4    SHOLL, F.5    USSEGLIO-POLATERA, P.6    BACCHI, M.7
  • 19
    • 0034086252 scopus 로고    scopus 로고
    • Irrigation in the American west: Area, water and economic activity
    • GOLLEHON, N., AND W. QUINBY. 2000. Irrigation in the American west: area, water and economic activity. Water Resources Development 16:187-195.
    • (2000) Water Resources Development , vol.16 , pp. 187-195
    • GOLLEHON, N.1    QUINBY, W.2
  • 20
    • 85041146431 scopus 로고
    • Stream channel reference sites: An illustrated guide to field technique
    • RM-245. Rocky Mountain Forest and Range Experiment Station, Forest Service, US Department of Agriculture, Fort Collins, Colorado
    • HARRELSON, C. C., C. L. RAWLINS, AND J. P. POTYONDY. 1994. Stream channel reference sites: an illustrated guide to field technique. General Technical Report RM-245. Rocky Mountain Forest and Range Experiment Station, Forest Service, US Department of Agriculture, Fort Collins, Colorado.
    • (1994) General Technical Report
    • HARRELSON, C.C.1    RAWLINS, C.L.2    POTYONDY, J.P.3
  • 22
    • 33748510827 scopus 로고    scopus 로고
    • Hydrologic changes in urban streams and their ecological significance
    • L. R. Brown, R. H. Gray, R. M. Hughes, and M. Meador editors, American Fisheries Society, Bethesda, Maryland
    • KONRAD, C., AND D. B. BOOTH. 2005. Hydrologic changes in urban streams and their ecological significance. Pages 157-177 in L. R. Brown, R. H. Gray, R. M. Hughes, and M. Meador (editors). Effects of urbanization on stream ecosystems. American Fisheries Society, Bethesda, Maryland.
    • (2005) Effects of urbanization on stream ecosystems , pp. 157-177
    • KONRAD, C.1    BOOTH, D.B.2
  • 23
    • 33847705641 scopus 로고    scopus 로고
    • Linking ecological theory with stream restoration
    • LAKE, P. S., N. BOND, AND P. REICH. 2007. Linking ecological theory with stream restoration. Freshwater Biology 52:597-615.
    • (2007) Freshwater Biology , vol.52 , pp. 597-615
    • LAKE, P.S.1    BOND, N.2    REICH, P.3
  • 24
    • 4944240504 scopus 로고    scopus 로고
    • Biological traits of stream macroinvertebrate communities: Effects of microhabitat, reach, and basin filters
    • LAMOUROUX, N., S. DOLÉDEC, AND S. GAYRAUD. 2004. Biological traits of stream macroinvertebrate communities: effects of microhabitat, reach, and basin filters. Journal of the North American Benthological Society 23:449-466.
    • (2004) Journal of the North American Benthological Society , vol.23 , pp. 449-466
    • LAMOUROUX, N.1    DOLÉDEC, S.2    GAYRAUD, S.3
  • 25
    • 61449130429 scopus 로고    scopus 로고
    • LAZORCHAK, J. M., D. J. KLEMM, AND D. V. PECK (EDITORS). 1998. Environmental Monitoring and Assessment Program-Surface Waters: field operations and methods for measuring the ecological condition of wadeable streams. EPA/620/R-94/004F. US Environmental Protection Agency, Washington, DC.
    • LAZORCHAK, J. M., D. J. KLEMM, AND D. V. PECK (EDITORS). 1998. Environmental Monitoring and Assessment Program-Surface Waters: field operations and methods for measuring the ecological condition of wadeable streams. EPA/620/R-94/004F. US Environmental Protection Agency, Washington, DC.
  • 30
    • 34248594347 scopus 로고    scopus 로고
    • Analysis of ecological communities
    • Gleneden Beach, Oregon
    • MCCUNE, B., AND J. GRACE. 2002. Analysis of ecological communities. MJM Press, Gleneden Beach, Oregon.
    • (2002) MJM Press
    • MCCUNE, B.1    GRACE, J.2
  • 31
    • 61449094642 scopus 로고    scopus 로고
    • rd edition. Kendall/Hunt, Dubuque, Iowa.
    • rd edition. Kendall/Hunt, Dubuque, Iowa.
  • 32
    • 70350344979 scopus 로고
    • Meteorological applications of permutation techniques based on distance functions
    • P. R. Krishnaiah and P. K. Sen editors, North-Holland Publishers, Amsterdam, The Netherlands
    • MIELKE, P. W. 1984. Meteorological applications of permutation techniques based on distance functions. Pages 813-830 in P. R. Krishnaiah and P. K. Sen (editors). Handbook of statistics. Volume 4. North-Holland Publishers, Amsterdam, The Netherlands.
    • (1984) Handbook of statistics , vol.4 , pp. 813-830
    • MIELKE, P.W.1
  • 36
    • 0036222027 scopus 로고    scopus 로고
    • Long-term recovery of stream habitat structure and benthic invertebrate communities from in-stream restoration
    • MUOTKA, T, R. PAAVOLA, A. HAAPALA, M. NOVIKMEC, AND P. LAASONEN. 2002. Long-term recovery of stream habitat structure and benthic invertebrate communities from in-stream restoration. Biological Conservation 105:243-253.
    • (2002) Biological Conservation , vol.105 , pp. 243-253
    • MUOTKA, T.1    PAAVOLA, R.2    HAAPALA, A.3    NOVIKMEC, M.4    LAASONEN, P.5
  • 37
    • 61449205047 scopus 로고    scopus 로고
    • NCDENR NORTH CAROLINA DEPARTMENT OF ENVIRONMENT AND NATURAL RESOURCES, Division of Water Quality, North Carolina Department of Environment and Natural Resources, Raleigh, North Carolina, Available from
    • NCDENR (NORTH CAROLINA DEPARTMENT OF ENVIRONMENT AND NATURAL RESOURCES). 2006. Standard operating procedures for benthic macroinvertebrates. Biological Assessment Unit, Division of Water Quality, North Carolina Department of Environment and Natural Resources, Raleigh, North Carolina. (Available from: http://h2o.enr.state.nc. us/esb/BAUwww/benthossop.pdf)
    • (2006) Biological Assessment Unit, Standard operating procedures for benthic macroinvertebrates
  • 38
    • 21044442369 scopus 로고    scopus 로고
    • PALMER, M., E. BERNHARDT, J. ALLAN, P. LAKE, G. ALEXANDER, S. BROOKS, J. CARR, S. CLAYTON, C. DAHM, J. FOLLSTAD SHAH, D. GALAT, S. GLOSS, P. GOODWIN, D. HART, B. HASSETT, R. JENKINSON, M. KONDOLF, R. LAVE, J. MEYER, T. O'DONNELL, L. PAGANO, P. SRIVASTAVA, AND E. SUDDUTH. 2005. Standards for ecologically successful river restoration. Journal of Applied Ecology 42:208-217.
    • PALMER, M., E. BERNHARDT, J. ALLAN, P. LAKE, G. ALEXANDER, S. BROOKS, J. CARR, S. CLAYTON, C. DAHM, J. FOLLSTAD SHAH, D. GALAT, S. GLOSS, P. GOODWIN, D. HART, B. HASSETT, R. JENKINSON, M. KONDOLF, R. LAVE, J. MEYER, T. O'DONNELL, L. PAGANO, P. SRIVASTAVA, AND E. SUDDUTH. 2005. Standards for ecologically successful river restoration. Journal of Applied Ecology 42:208-217.
  • 40
    • 0001342886 scopus 로고
    • On r- and K-selection
    • PIANKA, E. R. 1970. On r- and K-selection. American Naturalist 104:592-597.
    • (1970) American Naturalist , vol.104 , pp. 592-597
    • PIANKA, E.R.1
  • 41
    • 0030973348 scopus 로고    scopus 로고
    • Landscape niters and species traits: Towards mechanistic understanding and prediction in stream ecology
    • POFF, N. L. 1997. Landscape niters and species traits: towards mechanistic understanding and prediction in stream ecology. Journal of the North American Benthological Society 16:391-409.
    • (1997) Journal of the North American Benthological Society , vol.16 , pp. 391-409
    • POFF, N.L.1
  • 42
    • 0028794130 scopus 로고
    • Functional organization of stream fish assemblages in relation to hydrologic variability
    • POFF, N. L., AND J. D. ALLAN. 1995. Functional organization of stream fish assemblages in relation to hydrologic variability. Ecology 76:606-627.
    • (1995) Ecology , vol.76 , pp. 606-627
    • POFF, N.L.1    ALLAN, J.D.2
  • 44
    • 0025107173 scopus 로고
    • The physical habitat template of lotic systems: Recovery in the context of historical pattern of spatio-temporal heterogeneity
    • POFF, N. L., AND J. V. WARD. 1990. The physical habitat template of lotic systems: recovery in the context of historical pattern of spatio-temporal heterogeneity. Environmental Management 14:629-646.
    • (1990) Environmental Management , vol.14 , pp. 629-646
    • POFF, N.L.1    WARD, J.V.2
  • 46
    • 0030621333 scopus 로고    scopus 로고
    • Catchment and reach-scale properties as as indicators of macroinvertebrate species traits
    • RICHARDS, C., R. HARO, L. JOHNSON, AND G. HOST. 1997. Catchment and reach-scale properties as as indicators of macroinvertebrate species traits. Freshwater Biology 37:219-230.
    • (1997) Freshwater Biology , vol.37 , pp. 219-230
    • RICHARDS, C.1    HARO, R.2    JOHNSON, L.3    HOST, G.4
  • 48
    • 61449136744 scopus 로고    scopus 로고
    • th Federal Interagency Sedimentation Conference. 2. March 25-29, 2001. US Inter-agency Committee on Water Resources, Subcommittee on Sedimentation, Reno, Nevada.
    • th Federal Interagency Sedimentation Conference. Volume 2. March 25-29, 2001. US Inter-agency Committee on Water Resources, Subcommittee on Sedimentation, Reno, Nevada.
  • 52
    • 0000276215 scopus 로고
    • Habitat, the templet for ecological strategies?
    • SOUTHWOOD, T. R. E. 1977. Habitat, the templet for ecological strategies? Journal of Animal Ecology 46:337-365.
    • (1977) Journal of Animal Ecology , vol.46 , pp. 337-365
    • SOUTHWOOD, T.R.E.1
  • 53
    • 0024225977 scopus 로고
    • Tactics, strategies, and templates
    • SOUTHWOOD, T. R. E. 1988. Tactics, strategies, and templates. Oikos 52:3-18.
    • (1988) Oikos , vol.52 , pp. 3-18
    • SOUTHWOOD, T.R.E.1
  • 54
    • 0035051346 scopus 로고    scopus 로고
    • Species traits and environmental constraints: Entomological research and the history of ecological theory
    • STATZNER, B., A. G. HILDREW, AND V. H. RESH. 2001. Species traits and environmental constraints: entomological research and the history of ecological theory. Annual Review of Entomology 46:291-316.
    • (2001) Annual Review of Entomology , vol.46 , pp. 291-316
    • STATZNER, B.1    HILDREW, A.G.2    RESH, V.H.3
  • 55
    • 0030743696 scopus 로고    scopus 로고
    • Reproductive traits, habitat use and templet theory: A synthesis of world-wide data on aquatic insects
    • STATZNER, B., K. HOPPENHAUS, M. ARENS, AND P. RICHOUX. 1997. Reproductive traits, habitat use and templet theory: a synthesis of world-wide data on aquatic insects. Freshwater Biology 38:109-135.
    • (1997) Freshwater Biology , vol.38 , pp. 109-135
    • STATZNER, B.1    HOPPENHAUS, K.2    ARENS, M.3    RICHOUX, P.4
  • 58
    • 61449223505 scopus 로고    scopus 로고
    • TEMPERTON, V. K., R. J. HOBBS, T. NUTTLE, AND S. HALLE (EDITORS). 2004. Assembly rules and restoration ecology: bridging the gap between theory and practice. Island Press, Washington, DC.
    • TEMPERTON, V. K., R. J. HOBBS, T. NUTTLE, AND S. HALLE (EDITORS). 2004. Assembly rules and restoration ecology: bridging the gap between theory and practice. Island Press, Washington, DC.
  • 59
    • 0025693832 scopus 로고
    • Intercontinental comparison of small-lake fish assemblages: The balance between local and regional processes
    • TONN, W. M., J. J. MAGNUSON, M. RASK, AND J. TOIVONEN. 1990. Intercontinental comparison of small-lake fish assemblages: the balance between local and regional processes. American Naturalist 136:345-375.
    • (1990) American Naturalist , vol.136 , pp. 345-375
    • TONN, W.M.1    MAGNUSON, J.J.2    RASK, M.3    TOIVONEN, J.4
  • 60
    • 84977377974 scopus 로고
    • Species traits in relation to a habitat template for river systems
    • TOWNSEND, C., AND A. HILDREW. 1994. Species traits in relation to a habitat template for river systems. Freshwater Biology 31:265-275.
    • (1994) Freshwater Biology , vol.31 , pp. 265-275
    • TOWNSEND, C.1    HILDREW, A.2
  • 61
    • 0030618963 scopus 로고    scopus 로고
    • Species traits in relation to temporal and spatial heterogeneity in streams: A test of the habitat templet theory
    • TOWNSEND, C. R., S. DOLÉDEC, AND M. R. SCARSBROOK. 1997a. Species traits in relation to temporal and spatial heterogeneity in streams: a test of the habitat templet theory. Freshwater Biology 37:367-387.
    • (1997) Freshwater Biology , vol.37 , pp. 367-387
    • TOWNSEND, C.R.1    DOLÉDEC, S.2    SCARSBROOK, M.R.3
  • 62
    • 0030885567 scopus 로고    scopus 로고
    • Quantifying disturbance in streams: Alternative measures of disturbance in relation to macroinvertebrate species traits and species richness
    • TOWNSEND, C. R., M. R. SCARSBROOK, AND S. DOLEDEC. 1997b. Quantifying disturbance in streams: alternative measures of disturbance in relation to macroinvertebrate species traits and species richness. Journal of the North American Benthological Society 16:531-544.
    • (1997) Journal of the North American Benthological Society , vol.16 , pp. 531-544
    • TOWNSEND, C.R.1    SCARSBROOK, M.R.2    DOLEDEC, S.3
  • 63
    • 33748149452 scopus 로고    scopus 로고
    • Development and application of a bioindicator for benthic habitat enhancement in the North Carolina piedmont
    • TULLOS, D., D. PENROSE, AND G. JENNINGS. 2006. Development and application of a bioindicator for benthic habitat enhancement in the North Carolina piedmont. Ecological Engineering 27:228-241.
    • (2006) Ecological Engineering , vol.27 , pp. 228-241
    • TULLOS, D.1    PENROSE, D.2    JENNINGS, G.3
  • 64
    • 38049097197 scopus 로고    scopus 로고
    • A database of lotic invertebrate traits for North America
    • U.S, US Geological Survey, Reston, Virginia, Available from
    • VIEIRA, N. K. M., N. L. POFF, D. M. CARLISLE, S. R. MOULTON, M. L. KOSKI, AND B. C. KONDRATIEFF. 2006. A database of lotic invertebrate traits for North America. U.S. Geological Survey Data Series 187. US Geological Survey, Reston, Virginia. (Available from: http://pubs.water.usgs.gov/dsl87)
    • (2006) Geological Survey Data Series , vol.187
    • VIEIRA, N.K.M.1    POFF, N.L.2    CARLISLE, D.M.3    MOULTON, S.R.4    KOSKI, M.L.5    KONDRATIEFF, B.C.6
  • 65
    • 25144454513 scopus 로고    scopus 로고
    • WALSH, C. J., T. D. FLETCHER, AND A. R. LADSON. 2005. Stream restoration in urban catchments through redesigning stormwater systems: looking to the catchment to save the stream. Journal of the North American Benthological Society 24:690-705.
    • WALSH, C. J., T. D. FLETCHER, AND A. R. LADSON. 2005. Stream restoration in urban catchments through redesigning stormwater systems: looking to the catchment to save the stream. Journal of the North American Benthological Society 24:690-705.
  • 66
    • 0029176791 scopus 로고
    • Assembly rules, null models, and trait dispersion: New questions from old patterns
    • WEIHER, E., AND P. KEDDY. 1995. Assembly rules, null models, and trait dispersion: new questions from old patterns. Oikos 74:159-164.
    • (1995) Oikos , vol.74 , pp. 159-164
    • WEIHER, E.1    KEDDY, P.2


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