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Volumn 140, Issue 6, 2012, Pages 1828-1842

Tropical cyclone lightning and rapid intensity change

Author keywords

Atmospheric electricity; Convection; Hurricanes; Lightning; Satellite observations; Statistical forecasting

Indexed keywords

ATLANTIC CYCLONES; EAST PACIFIC; EASTERN NORTH PACIFIC; GROUND BASED; INTENSITY CHANGE; LIGHTNING ACTIVITY; LIGHTNING DENSITY; LIGHTNING LOCATION; OVER WATER; PER UNIT; SATELLITE OBSERVATIONS; SHORT TERM PREDICTION; STATISTICAL FORECASTING; STORM CENTER; TROPICAL CYCLONE; TROPICAL STORMS;

EID: 84864829871     PISSN: 00270644     EISSN: 15200493     Source Type: Journal    
DOI: 10.1175/MWR-D-11-00236.1     Document Type: Article
Times cited : (138)

References (55)
  • 1
    • 79951619720 scopus 로고    scopus 로고
    • The World Wide Lightning Location Network and convective activity in tropical cyclones
    • Abarca, S. F., and K. L. Corbosiero, 2011: The World Wide Lightning Location Network and convective activity in tropical cyclones. Mon. Wea. Rev., 139, 175-191.
    • (2011) Mon. Wea. Rev. , vol.139 , pp. 175-191
    • Abarca, S.F.1    Corbosiero, K.L.2
  • 2
    • 77957604061 scopus 로고    scopus 로고
    • An evaluation of the World Wide Lightning Location Network (WWLLN) using the National Lightning Detection Network (NLDN) as ground truth
    • doi:10.1029/2009JD013411
    • Abarca, S. F., and K. L. Corbosiero, and T. J.Galarneau Jr., 2010: An evaluation of the World Wide Lightning Location Network (WWLLN) using the National Lightning Detection Network (NLDN) as ground truth. J. Geophys. Res., 115, D18206, doi:10.1029/2009JD013411.
    • (2010) J. Geophys. Res. , vol.115
    • Abarca, S.F.1    Corbosiero, K.L.2    Galarneau Jr, T.J.3
  • 3
    • 0022830684 scopus 로고
    • Observations of the distribution of ice in hurricanes
    • Black, R. A., and J. Hallett, 1986: Observations of the distribution of ice in hurricanes. J. Atmos. Sci., 43, 802-822.
    • (1986) J. Atmos. Sci. , vol.43 , pp. 802-822
    • Black, R.A.1    Hallett, J.2
  • 4
    • 0032717721 scopus 로고    scopus 로고
    • Electrification in hurricanes
    • Black, R. A., and J. Hallett, 1999: Electrification in hurricanes. J. Atmos. Sci., 56, 2004-2028.
    • (1999) J. Atmos. Sci. , vol.56 , pp. 2004-2028
    • Black, R.A.1    Hallett, J.2
  • 5
    • 0000901761 scopus 로고
    • Unusually strong vertical motions in aCaribbean hurricane
    • Black, R. A, H. B. Bluestein, and M. L. Black, 1994: Unusually strong vertical motions in aCaribbean hurricane. Mon. Wea. Rev., 122, 2722-2739.
    • (1994) Mon. Wea. Rev. , vol.122 , pp. 2722-2739
    • Black, R.A.1    Bluestein, H.B.2    Black, M.L.3
  • 6
    • 0035104722 scopus 로고    scopus 로고
    • Combined satellite- and surface-based estimation of the intracloud-cloud-to-ground lightning ratio over the continental United States
    • Boccippio,D. J.,K. L.Cummins,H. J.Christian, and S. J.Goodman, 2001: Combined satellite- and surface-based estimation of the intracloud-cloud-to-ground lightning ratio over the continental United States. Mon. Wea. Rev., 129, 108-122.
    • (2001) Mon. Wea. Rev. , vol.129 , pp. 108-122
    • Boccippio, D.J.1    Cummins, K.L.2    Christian, H.J.3    Goodman, S.J.4
  • 7
    • 0036752015 scopus 로고    scopus 로고
    • Performance assessment of the Optical Transient Detector and Lightning Imaging Sensor Part I: Predicted diurnal variability
    • Boccippio,D. J, W. J. Koshak, and R. J. Blakeslee, 2002: Performance assessment of the Optical Transient Detector and Lightning Imaging Sensor. Part I: Predicted diurnal variability. J. Atmos. Oceanic Technol., 19, 1318-1332.
    • (2002) J. Atmos. Oceanic Technol. , vol.19 , pp. 1318-1332
    • Boccippio, D.J.1    Koshak, W.J.2    Blakeslee, R.J.3
  • 8
    • 0036537704 scopus 로고    scopus 로고
    • Reflectivity, ice scattering, and lightning characteristics of hurricane eyewalls and rainbands Part I: Quantitative description
    • Cecil, D. J., E. J. Zipser, and S. W. Nesbitt, 2002: Reflectivity, ice scattering, and lightning characteristics of hurricane eyewalls and rainbands. Part I: Quantitative description. Mon. Wea. Rev., 130, 769-784.
    • (2002) Mon. Wea. Rev. , vol.130 , pp. 769-784
    • Cecil, D.J.1    Zipser, E.J.2    Nesbitt, S.W.3
  • 9
    • 0242376424 scopus 로고    scopus 로고
    • Global frequency and distribution of lightning as observed from space by the Optical Transient Detector
    • doi:10.1029/2002JD002347
    • Christian, H. J., and Coauthors, 2003: Global frequency and distribution of lightning as observed from space by the Optical Transient Detector. J. Geophys. Res., 108, 4005, doi:10.1029/2002JD002347.
    • (2003) J. Geophys. Res. , vol.108 , pp. 4005
    • Christian, H.J.1
  • 10
    • 0242275270 scopus 로고    scopus 로고
    • The relationship between storm motion vertical wind shear, and convective asymmetries in tropical cyclones
    • Corbosiero, K. L., and J. Molinari, 2003: The relationship between storm motion, vertical wind shear, and convective asymmetries in tropical cyclones. J. Atmos. Sci., 60, 366-376.
    • (2003) J. Atmos. Sci. , vol.60 , pp. 366-376
    • Corbosiero, K.L.1    Molinari, J.2
  • 11
    • 43149094916 scopus 로고    scopus 로고
    • Hurricane vortex dynamics during Atlantic extratropical transition
    • Davis, C. A., S. C. Jones, and M. Reimer, 2008: Hurricane vortex dynamics during Atlantic extratropical transition. J. Atmos. Sci., 65, 714-736.
    • (2008) J. Atmos. Sci. , vol.65 , pp. 714-736
    • Davis, C.A.1    Jones, S.C.2    Reimer, M.3
  • 12
    • 84910014311 scopus 로고    scopus 로고
    • Tropical cyclone intensity change predictability estimates using a statistical-dynamical model
    • Tuscon, AZ, Amer.Meteor. Soc., 9C.5. Available online at
    • DeMaria, M., 2010: Tropical cyclone intensity change predictability estimates using a statistical-dynamical model. Preprints, 29th Conf. on Hurricanes and Tropical Meteorology, Tuscon, AZ, Amer.Meteor. Soc., 9C.5. [Available online at http://ams.confex.com/ams/29Hurricanes/techprogram/paper_167916.htm.]
    • (2010) Preprints, 29th Conf. on Hurricanes and Tropical Meteorology
    • DeMaria, M.1
  • 13
    • 0032710897 scopus 로고    scopus 로고
    • An updated statistical hurricane intensity prediction scheme (SHIPS) for the Atlantic and eastern North Pacific basins
    • DeMaria, M., and J. Kaplan, 1999: An updated statistical hurricane intensity prediction scheme (SHIPS) for the Atlantic and eastern North Pacific basins. Wea. Forecasting, 14, 326-337.
    • (1999) Wea. Forecasting , vol.14 , pp. 326-337
    • DeMaria, M.1    Kaplan, J.2
  • 14
    • 0035298064 scopus 로고    scopus 로고
    • A tropical cyclone genesis parameter for the tropicalAtlantic
    • DeMaria, M., J. A.Knaff, and B. H. Connell, 2001: A tropical cyclone genesis parameter for the tropicalAtlantic.Wea. Forecasting, 16, 219-233.
    • (2001) Wea. Forecasting , vol.16 , pp. 219-233
    • DeMaria, M.1    Knaff, J.A.2    Connell, B.H.3
  • 15
    • 34547865364 scopus 로고    scopus 로고
    • Evaluation of long-term trends in tropical cyclone intensity forecasts
    • DeMaria, M., J. A.Knaff and C. Sampson, 2007: Evaluation of long-term trends in tropical cyclone intensity forecasts. Meteor. Atmos. Phys., 97, 19-28.
    • (2007) Meteor. Atmos. Phys. , vol.97 , pp. 19-28
    • DeMaria, M.1    Knaff, J.A.2    Sampson, C.3
  • 16
    • 30044433066 scopus 로고    scopus 로고
    • Long-range lightning applications for hurricane intensity
    • San Diego, CA, Amer. Meteor. Soc., P2.8. Available online at
    • Demetriades, N. W. S., and R. L. Holle, 2005: Long-range lightning applications for hurricane intensity. Preprints, Conf. on Meteorological Applications of Lightning Data, San Diego, CA, Amer. Meteor. Soc., P2.8. [Available online at http://ams.confex.com/ams/pdfpapers/84498.pdf.]
    • (2005) Preprints, Conf. on Meteorological Applications of Lightning Data
    • Demetriades, N.W.S.1    Holle, R.L.2
  • 17
    • 84874358606 scopus 로고    scopus 로고
    • Validation of Vaisala's Global Lightning Dataset (GLD360) over the continental United States
    • Tuscon, AZ, Amer. Meteor. Soc., 16D.2. Available online at
    • Demetriades, N. W. S, M. J. Murphy, and J. A. Cramer, 2010: Validation of Vaisala's Global Lightning Dataset (GLD360) over the continental United States. Preprints, 29th Conf. on Hurricanes and Tropical Meteorology, Tuscon, AZ, Amer. Meteor. Soc., 16D.2. [Available online at http://ams.confex.com/ams/29Hurricanes/techprogram/paper_168042.htm.]
    • (2010) Preprints, 29th Conf. on Hurricanes and Tropical Meteorology
    • Demetriades, N.W.S.1    Murphy, M.J.2    Cramer, J.A.3
  • 19
    • 79955019849 scopus 로고    scopus 로고
    • High-resolution simulation of the electrification and lightning of Hurricane Rita during the period of rapid intensification
    • Fierro, A. O., and J. M. Reisner, 2011: High-resolution simulation of the electrification and lightning of Hurricane Rita during the period of rapid intensification. J. Atmos. Sci., 68, 477-494.
    • (2011) J. Atmos. Sci. , vol.68 , pp. 477-494
    • Fierro, A.O.1    Reisner, J.M.2
  • 20
    • 79954996774 scopus 로고    scopus 로고
    • Evolution of eyewall convective events as indicated by intracloud and cloud-to-ground lightning activity during the rapid intensification of Hurricanes Rita and Katrina
    • Fierro, A. O., X.-M. Shao, T. Hamlin, J. M. Reisner, and J. Harlin, 2011: Evolution of eyewall convective events as indicated by intracloud and cloud-to-ground lightning activity during the rapid intensification of Hurricanes Rita and Katrina. Mon. Wea. Rev., 139, 1492-1504.
    • (2011) Mon. Wea. Rev. , vol.139 , pp. 1492-1504
    • Fierro, A.O.1    Shao, X.-M.2    Hamlin, T.3    Reisner, J.M.4    Harlin, J.5
  • 21
    • 33747888194 scopus 로고    scopus 로고
    • Performance assessment of the World Wide Lightning Location Network (WWLLN), using the LosAlamos SfericArray (LASA) as ground truth
    • Jacobson,A.R., R.Holzworth, J. Harlin,R.Dowden, andE.Lay, 2006: Performance assessment of the World Wide Lightning Location Network (WWLLN), using the LosAlamos SfericArray (LASA) as ground truth. J. Atmos. Oceanic Technol., 23, 1082-1092.
    • (2006) J. Atmos. Oceanic Technol. , vol.23 , pp. 1082-1092
    • Jacobson, A.R.1    Holzworth, R.2    Harlin, J.3    Dowden, R.4    Lay, E.5
  • 24
    • 1642520965 scopus 로고    scopus 로고
    • Large-scale characteristics of rapidly intensifying tropical cyclones in the North Atlantic basin
    • Kaplan, J., and M. DeMaria, 2003: Large-scale characteristics of rapidly intensifying tropical cyclones in the North Atlantic basin. Wea. Forecasting, 18, 1093-1108.
    • (2003) Wea. Forecasting , vol.18 , pp. 1093-1108
    • Kaplan, J.1    DeMaria, M.2
  • 25
    • 77953569301 scopus 로고    scopus 로고
    • A revised tropical cyclone rapid intensification index for the Atlantic and eastern North Pacific basins
    • Kaplan, J., M. DeMaria, and J. A. Knaff, 2010: A revised tropical cyclone rapid intensification index for the Atlantic and eastern North Pacific basins. Wea. Forecasting, 25, 220-241.
    • (2010) Wea. Forecasting , vol.25 , pp. 220-241
    • Kaplan, J.1    DeMaria, M.2    Knaff, J.A.3
  • 26
    • 80055031734 scopus 로고    scopus 로고
    • How much tropical cyclone intensification can result from the energy released inside of a convectiveburst?J
    • doi:10.1029/2011JD015954
    • Kelley, O. A., and J. B. Halverson, 2011: How much tropical cyclone intensification can result from the energy released inside of a convectiveburst?J. Geophys. Res., 116, D20118, doi:10.1029/2011JD015954.
    • (2011) Geophys. Res. , vol.116
    • Kelley, O.A.1    Halverson, J.B.2
  • 27
    • 65549159673 scopus 로고    scopus 로고
    • Possible aerosol effects on lightning activity and structure of hurricanes
    • Khain, A., N. Cohen, B. Lynn, and A. Pokrovsky, 2008: Possible aerosol effects on lightning activity and structure of hurricanes. J. Atmos. Sci., 65, 3652-3677.
    • (2008) J. Atmos. Sci. , vol.65 , pp. 3652-3677
    • Khain, A.1    Cohen, N.2    Lynn, B.3    Pokrovsky, A.4
  • 29
    • 65249170413 scopus 로고    scopus 로고
    • An objective model for identifying secondary eyewall formation in hurricanes
    • Kossin, J. P., and M. Sitkowski, 2009: An objective model for identifying secondary eyewall formation in hurricanes. Mon. Wea. Rev., 137, 876-892.
    • (2009) Mon. Wea. Rev. , vol.137 , pp. 876-892
    • Kossin, J.P.1    Sitkowski, M.2
  • 31
    • 0028572986 scopus 로고
    • Observations of lightning in convective supercells within tropical storms and hurricanes
    • Lyons, W. A., and C. S. Keen, 1994: Observations of lightning in convective supercells within tropical storms and hurricanes. Mon. Wea. Rev., 122, 1897-1916.
    • (1994) Mon. Wea. Rev. , vol.122 , pp. 1897-1916
    • Lyons, W.A.1    Keen, C.S.2
  • 32
    • 41949134952 scopus 로고    scopus 로고
    • Application of oceanic heat content estimation to operational forecasting of recent Atlantic category-5 hurricanes
    • Mainelli,M., M. DeMaria, L. K. Shay, andG.Goni, 2008:Application of oceanic heat content estimation to operational forecasting of recent Atlantic category-5 hurricanes. Wea. Forecasting, 23, 3-16.
    • (2008) Wea. Forecasting , vol.23 , pp. 3-16
    • Mainelli, M.1    DeMaria, M.2    Shay, L.K.3    Goni, G.4
  • 33
    • 0000241951 scopus 로고    scopus 로고
    • Landfalling tropical cyclones: Forecast problems and associated research opportunities
    • Marks, F. D., and L. K. Shay, 1998: Landfalling tropical cyclones: Forecast problems and associated research opportunities. Bull. Amer. Meteor. Soc., 79, 305-323.
    • (1998) Bull. Amer. Meteor. Soc. , vol.79 , pp. 305-323
    • Marks, F.D.1    Shay, L.K.2
  • 34
    • 84864855674 scopus 로고    scopus 로고
    • Comparison of the 2008 and 2010 snapshots of tropical cyclone R&D
    • Miami FL, Office of the Federal Coordinator for Meteorology, 24 pp. Available online at
    • Marks, F., and R. Ferek, 2011: Comparison of the 2008 and 2010 snapshots of tropical cyclone R&D. Proc. 65th Interdepartmental Hurricane Conf., Miami, FL, Office of the Federal Coordinator for Meteorology, 24 pp. [Available online at http://www.ofcm.gov/ihc11/linking_file_ihc11.htm.]
    • (2011) Proc. 65th Interdepartmental Hurricane Conf.
    • Marks, F.1    Ferek, R.2
  • 35
    • 69949154702 scopus 로고    scopus 로고
    • Forecasting lightning threat using cloud-resolving model simulations
    • McCaul, E. W., S. J. Goodman, K. M. LaCasse, and D. J. Cecil, 2009: Forecasting lightning threat using cloud-resolving model simulations. Wea. Forecasting, 24, 709-729.
    • (2009) Wea. Forecasting , vol.24 , pp. 709-729
    • McCaul, E.W.1    Goodman, S.J.2    LaCasse, K.M.3    Cecil, D.J.4
  • 36
    • 0032744618 scopus 로고    scopus 로고
    • Convective structure of hurricanes revealed by lightning locations
    • Molinari, J., P. Moore, and V. Idone, 1999: Convective structure of hurricanes revealed by lightning locations. Mon. Wea. Rev., 127, 520-534.
    • (1999) Mon. Wea. Rev. , vol.127 , pp. 520-534
    • Molinari, J.1    Moore, P.2    Idone, V.3
  • 38
    • 41549091833 scopus 로고    scopus 로고
    • Development of the national lightning detection network
    • Orville, R. E., 2008: Development of the national lightning detection network. Bull. Amer. Meteor. Soc., 89, 180-190.
    • (2008) Bull. Amer. Meteor. Soc. , vol.89 , pp. 180-190
    • Orville, R.E.1
  • 39
    • 65549097337 scopus 로고    scopus 로고
    • Development of a long-range lightning detection network for the Pacific Construction, calibration, and performance
    • Pessi, A. T., S. Businger, K. L. Cummins, N. W. Demetriades, M. Murphy, and B. Pifer, 2009: Development of a long-range lightning detection network for the Pacific: Construction, calibration, and performance. J. Atmos. Oceanic Technol., 26, 145-166.
    • (2009) J. Atmos. Oceanic Technol. , vol.26 , pp. 145-166
    • Pessi, A.T.1    Businger, S.2    Cummins, K.L.3    Demetriades, N.W.4    Murphy, M.5    Pifer, B.6
  • 40
    • 67649230046 scopus 로고    scopus 로고
    • Maximum hurricane intensity preceded by increase in lightning frequency
    • doi:10.1038/NGEO477
    • Price, C., M. Asfur, and Y. Yair, 2009: Maximum hurricane intensity preceded by increase in lightning frequency. Nat. Geosci., 2, 329-332, doi:10.1038/NGEO477.
    • (2009) Nat. Geosci. , vol.2 , pp. 329-332
    • Price, C.1    Asfur, M.2    Yair, Y.3
  • 41
    • 0024849871 scopus 로고
    • Cloud-to-ground lightning: Climatological characteristics and relationships to model fields, radar observations, and severe local storms
    • Reap, R. M., and D. R. MacGorman, 1989: Cloud-to-ground lightning: Climatological characteristics and relationships to model fields, radar observations, and severe local storms. Mon. Wea. Rev., 117, 518-535.
    • (1989) Mon. Wea. Rev. , vol.117 , pp. 518-535
    • Reap, R.M.1    MacGorman, D.R.2
  • 42
    • 16244390223 scopus 로고    scopus 로고
    • Location accuracy of VLF World Wide Lightning Location (WWLL) network: Post-algorithm upgrade
    • Rodger, C. J., J. B. Brundell, and R. L. Dowden, 2005: Location accuracy of VLF World Wide Lightning Location (WWLL) network: Post-algorithm upgrade. Ann. Geophys., 23, 277-290.
    • (2005) Ann. Geophys. , vol.23 , pp. 277-290
    • Rodger, C.J.1    Brundell, J.B.2    Dowden, R.L.3
  • 45
    • 0028668904 scopus 로고
    • Cloud-to-ground lightning in tropical cyclones: A study of Hugo (1989) and Jerry (1989)
    • Samsury, C. E., and R. E. Orville, 1994: Cloud-to-ground lightning in tropical cyclones: A study of Hugo (1989) and Jerry (1989). Mon. Wea. Rev., 122, 1887-1896.
    • (1994) Mon. Wea. Rev. , vol.122 , pp. 1887-1896
    • Samsury, C.E.1    Orville, R.E.2
  • 47
    • 0036573146 scopus 로고    scopus 로고
    • Aerosols and ice particle size in tropical cumulonimbus
    • Sherwood, S. C., 2002: Aerosols and ice particle size in tropical cumulonimbus. J. Climate, 15, 1051-1063.
    • (2002) J. Climate , vol.15 , pp. 1051-1063
    • Sherwood, S.C.1
  • 48
    • 84855815204 scopus 로고    scopus 로고
    • Intensity and structure changes during hurricane eyewall replacement cycles
    • Sitkowski, M., J. P. Kossin, and C. M. Rozoff, 2011: Intensity and structure changes during hurricane eyewall replacement cycles. Mon. Wea. Rev., 139, 3829-3847.
    • (2011) Mon. Wea. Rev. , vol.139 , pp. 3829-3847
    • Sitkowski, M.1    Kossin, J.P.2    Rozoff, C.M.3
  • 49
    • 44949246413 scopus 로고    scopus 로고
    • The morphology of eyewall lightning outbreaks in two category-5 hurricanes
    • Squires, K., and S. Businger, 2008: The morphology of eyewall lightning outbreaks in two category-5 hurricanes. Mon. Wea. Rev., 136, 1706-1726.
    • (2008) Mon. Wea. Rev. , vol.136 , pp. 1706-1726
    • Squires, K.1    Businger, S.2
  • 50
    • 77649289471 scopus 로고    scopus 로고
    • Reexamining the vertical structure of tangential winds in tropical cyclones: Observations and theory
    • Stern, D. P., and D. S. Nolan, 2009: Reexamining the vertical structure of tangential winds in tropical cyclones: Observations and theory. J. Atmos. Sci., 66, 3579-3600.
    • (2009) J. Atmos. Sci. , vol.66 , pp. 3579-3600
    • Stern, D.P.1    Nolan, D.S.2
  • 51
    • 79951627578 scopus 로고    scopus 로고
    • Polarity and energetics of inner core lightning in three intenseNorth Atlantic hurricanes
    • doi:10.1029/2009JA014777
    • Thomas, J.N., N. N. Solorzano, S.A.Cummer, and R. H.Holzworth, 2010: Polarity and energetics of inner core lightning in three intenseNorth Atlantic hurricanes. J. Geophys. Res., 115, A00E15, doi:10.1029/2009JA014777.
    • (2010) J. Geophys. Res. , vol.115
    • Thomas, J.N.1    Solorzano, N.N.2    Cummer, S.A.3    Holzworth, R.H.4
  • 52
    • 84864833322 scopus 로고    scopus 로고
    • Aclimatology of hurricane eye formation
    • Vigh, J. L., J. A. Knaff, and W. H. Schubert, 2012:Aclimatology of hurricane eye formation. Mon. Wea. Rev., 140, 1405-1426.
    • (2012) Mon. Wea. Rev. , vol.140 , pp. 1405-1426
    • Vigh, J.L.1    Knaff, J.A.2    Schubert, W.H.3
  • 53
    • 31144457936 scopus 로고    scopus 로고
    • The 29 June 2000 supercell observed during STEPS Part II: Lightning and charge structure
    • Wiens, K. C., S. A. Rutledge, and S. A. Tessendorf, 2005: The 29 June 2000 supercell observed during STEPS. Part II: Lightning and charge structure. J. Atmos. Sci., 62, 4151-4177.
    • (2005) J. Atmos. Sci. , vol.62 , pp. 4151-4177
    • Wiens, K.C.1    Rutledge, S.A.2    Tessendorf, S.A.3
  • 55
    • 0020332207 scopus 로고
    • Concentric eye walls, secondary wind maxima, and the evolution of the hurricane vortex
    • Willoughby, H. E., J. A. Clos, and M. Shoreibah, 1982: Concentric eye walls, secondary wind maxima, and the evolution of the hurricane vortex. J. Atmos. Sci., 39, 395-411.
    • (1982) J. Atmos. Sci. , vol.39 , pp. 395-411
    • Willoughby, H.E.1    Clos, J.A.2    Shoreibah, M.3


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