diff --git a/README.md b/README.md index 11b4cb54..c854e7e7 100644 --- a/README.md +++ b/README.md @@ -1,19 +1,33 @@ # FAIR Finite Amplitude Impulse-Response simple climate-carbon-cycle model -Reference: Millar, R. J., Nicholls, Z. R., Friedlingstein, P., and Allen, M. R.: A modified impulse-response representation of the global near-surface air temperature and atmospheric concentration response to carbon dioxide emissions, Atmos. Chem. Phys., 17, 7213-7228, https://doi.org/10.5194/acp-17-7213-2017, 2017. +References: +Smith, C. J., Forster, P. M., Allen, M., Leach, N., Millar, R. J., Passerello, G. A., and Regayre, L. A.: FAIR v1.1: A simple emissions-based impulse response and carbon cycle model, Geosci. Model Dev. Discuss., https://doi.org/10.5194/gmd-2017-266, in review, 2017 -Bibtex reference: -@Article{acp-17-7213-2017, -AUTHOR = {Millar, R. J. and Nicholls, Z. R. and Friedlingstein, P. and Allen, M. R.}, -TITLE = {A modified impulse-response representation of the global near-surface air temperature and atmospheric concentration response to carbon dioxide emissions}, -JOURNAL = {Atmospheric Chemistry and Physics}, -VOLUME = {17}, -YEAR = {2017}, -NUMBER = {11}, -PAGES = {7213--7228}, -URL = {http://www.atmos-chem-phys.net/17/7213/2017/}, -DOI = {10.5194/acp-17-7213-2017} +Millar, R. J., Nicholls, Z. R., Friedlingstein, P., and Allen, M. R.: A modified impulse-response representation of the global near-surface air temperature and atmospheric concentration response to carbon dioxide emissions, Atmos. Chem. Phys., 17, 7213-7228, https://doi.org/10.5194/acp-17-7213-2017, 2017. + +Bibtex references: +@Article{gmd-2017-266, +AUTHOR = {Smith, C. J. and Forster, P. M. and Allen, M. and Leach, N. and Millar, R. J. and Passerello, G. A. and Regayre, L. A.}, +TITLE = {FAIR v1.1: A simple emissions-based impulse response and carbon cycle model}, +JOURNAL = {Geoscientific Model Development Discussions}, +VOLUME = {2017}, +YEAR = {2017}, +PAGES = {1--45}, +URL = {https://www.geosci-model-dev-discuss.net/gmd-2017-266/}, +DOI = {10.5194/gmd-2017-266} +} + +@Article{acp-17-7213-2017, +AUTHOR = {Millar, R. J. and Nicholls, Z. R. and Friedlingstein, P. and Allen, M. R.}, +TITLE = {A modified impulse-response representation of the global near-surface air temperature and atmospheric concentration response to carbon dioxide emissions}, +JOURNAL = {Atmospheric Chemistry and Physics}, +VOLUME = {17}, +YEAR = {2017}, +NUMBER = {11}, +PAGES = {7213--7228}, +URL = {https://www.atmos-chem-phys.net/17/7213/2017/}, +DOI = {10.5194/acp-17-7213-2017} } ## Installation diff --git a/_version.py b/_version.py index 9047590a..3df44eac 100644 --- a/_version.py +++ b/_version.py @@ -3,4 +3,4 @@ # 1) we don't load dependencies by storing it in __init__.py # 2) we can import it in setup.py for the same reason # 3) we can import it into a module -__version__ = '1.0.0' \ No newline at end of file +__version__ = '1.1.0' diff --git a/fair/RCPs/__init__.py b/fair/RCPs/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/fair/RCPs/aviNOx_fraction.csv b/fair/RCPs/aviNOx_fraction.csv new file mode 100644 index 00000000..7817620e --- /dev/null +++ b/fair/RCPs/aviNOx_fraction.csv @@ -0,0 +1,741 @@ +Aviation NOx fraction as a proportion of total anthropogenic NOx emissions,,,, +Original sources: ,RCP emissions database pik.potsdam.de/~mmalte/rcps,,, +,RCP database tntcat.iiasa.ac.at/RcpDb/,,, +Method: ,Linearly interpolate between decades. 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b/fair/RCPs/fossilCH4_fraction.csv new file mode 100644 index 00000000..04b5e24e --- /dev/null +++ b/fair/RCPs/fossilCH4_fraction.csv @@ -0,0 +1,741 @@ +Fossil CH4 fraction as a proportion of total anthropogenic CH4 emissions,,,, +Original sources: ,RCP emissions database pik.potsdam.de/~mmalte/rcps,,, +,RCP database tntcat.iiasa.ac.at/RcpDb/,,, +Method: ,Linearly interpolate between decades. 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+1,88 @@ +# Convenience module for loading in RCP emissions datasets +# +# Usage: +# +# import rcp3pd +# rcp3pd.Emissions.co2 + +import numpy as np +import os +emissions_filename = os.path.join( + os.path.dirname(__file__), 'RCP3PD_EMISSIONS.csv') +forcing_filename = os.path.join( + os.path.dirname(__file__), 'RCP3PD_MIDYEAR_RADFORCING.csv') +aviNOx_filename = os.path.join( + os.path.dirname(__file__), 'aviNOx_fraction.csv') +fossilCH4_filename = os.path.join( + os.path.dirname(__file__), 'fossilCH4_fraction.csv') + +aviNOx_frac = np.loadtxt(aviNOx_filename, skiprows=5, usecols=1, delimiter=',') +fossilCH4_frac = np.loadtxt(fossilCH4_filename, skiprows=5, usecols=1, + delimiter=',') + +class Emissions: + emissions = np.loadtxt(emissions_filename, skiprows=37, delimiter=',') + year = emissions[:,0] + co2_fossil= emissions[:,1] + co2_land = emissions[:,2] + co2 = np.sum(emissions[:,1:3],axis=1) + ch4 = emissions[:,3] + n2o = emissions[:,4] + sox = emissions[:,5] + co = emissions[:,6] + nmvoc = emissions[:,7] + nox = emissions[:,8] + bc = emissions[:,9] + oc = emissions[:,10] + nh3 = emissions[:,11] + cf4 = emissions[:,12] + c2f6 = emissions[:,13] + c6f14 = emissions[:,14] + hfc23 = emissions[:,15] + hfc32 = emissions[:,16] + hfc43_10 = emissions[:,17] + hfc125 = emissions[:,18] + hfc134a = emissions[:,19] + hfc143a = emissions[:,20] + hfc227ea = emissions[:,21] + hfc245fa = emissions[:,22] + sf6 = emissions[:,23] + cfc11 = emissions[:,24] + cfc12 = emissions[:,25] + cfc113 = emissions[:,26] + cfc114 = emissions[:,27] + cfc115 = emissions[:,28] + carb_tet = emissions[:,29] + mcf = emissions[:,30] + hcfc22 = emissions[:,31] + hcfc141b = emissions[:,32] + hcfc142b = emissions[:,33] + halon1211 = emissions[:,34] + halon1202 = emissions[:,35] + halon1301 = emissions[:,36] + halon2402 = emissions[:,37] + ch3br = emissions[:,38] + ch3cl = emissions[:,39] + + +class Forcing: + forcing = np.loadtxt(forcing_filename, skiprows=59, delimiter=',') + year = forcing[:,0] + total = forcing[:,1] + volcanic = forcing[:,2] + solar = forcing[:,3] + ghg = forcing[:,5] + co2 = forcing[:,8] + ch4 = forcing[:,9] + n2o = forcing[:,10] + fgas = forcing[:,11] + halo = forcing[:,12] + aero = forcing[:,41] + cloud = forcing[:,48] + strato3 = forcing[:,49] + tropo3 = forcing[:,50] + stwv = forcing[:,51] + dust = forcing[:,47] + landuse = forcing[:,52] + bcsnow = forcing[:,53] + diff --git a/fair/RCPs/rcp45.py b/fair/RCPs/rcp45.py new file mode 100644 index 00000000..ee94ed36 --- /dev/null +++ b/fair/RCPs/rcp45.py @@ -0,0 +1,88 @@ +# Convenience module for loading in RCP emissions datasets +# +# Usage: +# +# import rcp45 +# rcp45.Emissions.co2 + +import numpy as np +import os +emissions_filename = os.path.join( + os.path.dirname(__file__), 'RCP45_EMISSIONS.csv') +forcing_filename = os.path.join( + os.path.dirname(__file__), 'RCP45_MIDYEAR_RADFORCING.csv') +aviNOx_filename = os.path.join( + os.path.dirname(__file__), 'aviNOx_fraction.csv') +fossilCH4_filename = os.path.join( + os.path.dirname(__file__), 'fossilCH4_fraction.csv') + +aviNOx_frac = np.loadtxt(aviNOx_filename, skiprows=5, usecols=2, delimiter=',') +fossilCH4_frac = np.loadtxt(fossilCH4_filename, skiprows=5, usecols=2, + delimiter=',') + +class Emissions: + emissions = np.loadtxt(emissions_filename, skiprows=37, delimiter=',') + year = emissions[:,0] + co2_fossil= emissions[:,1] + co2_land = emissions[:,2] + co2 = np.sum(emissions[:,1:3],axis=1) + ch4 = emissions[:,3] + n2o = emissions[:,4] + sox = emissions[:,5] + co = emissions[:,6] + nmvoc = emissions[:,7] + nox = emissions[:,8] + bc = emissions[:,9] + oc = emissions[:,10] + nh3 = emissions[:,11] + cf4 = emissions[:,12] + c2f6 = emissions[:,13] + c6f14 = emissions[:,14] + hfc23 = emissions[:,15] + hfc32 = emissions[:,16] + hfc43_10 = emissions[:,17] + hfc125 = emissions[:,18] + hfc134a = emissions[:,19] + hfc143a = emissions[:,20] + hfc227ea = emissions[:,21] + hfc245fa = emissions[:,22] + sf6 = emissions[:,23] + cfc11 = emissions[:,24] + cfc12 = emissions[:,25] + cfc113 = emissions[:,26] + cfc114 = emissions[:,27] + cfc115 = emissions[:,28] + carb_tet = emissions[:,29] + mcf = emissions[:,30] + hcfc22 = emissions[:,31] + hcfc141b = emissions[:,32] + hcfc142b = emissions[:,33] + halon1211 = emissions[:,34] + halon1202 = emissions[:,35] + halon1301 = emissions[:,36] + halon2402 = emissions[:,37] + ch3br = emissions[:,38] + ch3cl = emissions[:,39] + + +class Forcing: + forcing = np.loadtxt(forcing_filename, skiprows=59, delimiter=',') + year = forcing[:,0] + total = forcing[:,1] + volcanic = forcing[:,2] + solar = forcing[:,3] + ghg = forcing[:,5] + co2 = forcing[:,8] + ch4 = forcing[:,9] + n2o = forcing[:,10] + fgas = forcing[:,11] + halo = forcing[:,12] + aero = forcing[:,41] + cloud = forcing[:,48] + strato3 = forcing[:,49] + tropo3 = forcing[:,50] + stwv = forcing[:,51] + dust = forcing[:,47] + landuse = forcing[:,52] + bcsnow = forcing[:,53] + diff --git a/fair/RCPs/rcp6.py b/fair/RCPs/rcp6.py new file mode 100644 index 00000000..99d44103 --- /dev/null +++ b/fair/RCPs/rcp6.py @@ -0,0 +1,88 @@ +# Convenience module for loading in RCP emissions datasets +# +# Usage: +# +# import rcp6 +# rcp6.Emissions.co2 + +import numpy as np +import os +emissions_filename = os.path.join( + os.path.dirname(__file__), 'RCP6_EMISSIONS.csv') +forcing_filename = os.path.join( + os.path.dirname(__file__), 'RCP6_MIDYEAR_RADFORCING.csv') +aviNOx_filename = os.path.join( + os.path.dirname(__file__), 'aviNOx_fraction.csv') +fossilCH4_filename = os.path.join( + os.path.dirname(__file__), 'fossilCH4_fraction.csv') + +aviNOx_frac = np.loadtxt(aviNOx_filename, skiprows=5, usecols=3, delimiter=',') +fossilCH4_frac = np.loadtxt(fossilCH4_filename, skiprows=5, usecols=3, + delimiter=',') + +class Emissions: + emissions = np.loadtxt(emissions_filename, skiprows=37, delimiter=',') + year = emissions[:,0] + co2_fossil= emissions[:,1] + co2_land = emissions[:,2] + co2 = np.sum(emissions[:,1:3],axis=1) + ch4 = emissions[:,3] + n2o = emissions[:,4] + sox = emissions[:,5] + co = emissions[:,6] + nmvoc = emissions[:,7] + nox = emissions[:,8] + bc = emissions[:,9] + oc = emissions[:,10] + nh3 = emissions[:,11] + cf4 = emissions[:,12] + c2f6 = emissions[:,13] + c6f14 = emissions[:,14] + hfc23 = emissions[:,15] + hfc32 = emissions[:,16] + hfc43_10 = emissions[:,17] + hfc125 = emissions[:,18] + hfc134a = emissions[:,19] + hfc143a = emissions[:,20] + hfc227ea = emissions[:,21] + hfc245fa = emissions[:,22] + sf6 = emissions[:,23] + cfc11 = emissions[:,24] + cfc12 = emissions[:,25] + cfc113 = emissions[:,26] + cfc114 = emissions[:,27] + cfc115 = emissions[:,28] + carb_tet = emissions[:,29] + mcf = emissions[:,30] + hcfc22 = emissions[:,31] + hcfc141b = emissions[:,32] + hcfc142b = emissions[:,33] + halon1211 = emissions[:,34] + halon1202 = emissions[:,35] + halon1301 = emissions[:,36] + halon2402 = emissions[:,37] + ch3br = emissions[:,38] + ch3cl = emissions[:,39] + + +class Forcing: + forcing = np.loadtxt(forcing_filename, skiprows=59, delimiter=',') + year = forcing[:,0] + total = forcing[:,1] + volcanic = forcing[:,2] + solar = forcing[:,3] + ghg = forcing[:,5] + co2 = forcing[:,8] + ch4 = forcing[:,9] + n2o = forcing[:,10] + fgas = forcing[:,11] + halo = forcing[:,12] + aero = forcing[:,41] + cloud = forcing[:,48] + strato3 = forcing[:,49] + tropo3 = forcing[:,50] + stwv = forcing[:,51] + dust = forcing[:,47] + landuse = forcing[:,52] + bcsnow = forcing[:,53] + diff --git a/fair/RCPs/rcp85.py b/fair/RCPs/rcp85.py new file mode 100644 index 00000000..fea1d997 --- /dev/null +++ b/fair/RCPs/rcp85.py @@ -0,0 +1,88 @@ +# Convenience module for loading in RCP emissions datasets +# +# Usage: +# +# import rcp85 +# rcp85.Emissions.co2 + +import numpy as np +import os +emissions_filename = os.path.join( + os.path.dirname(__file__), 'RCP85_EMISSIONS.csv') +forcing_filename = os.path.join( + os.path.dirname(__file__), 'RCP85_MIDYEAR_RADFORCING.csv') +aviNOx_filename = os.path.join( + os.path.dirname(__file__), 'aviNOx_fraction.csv') +fossilCH4_filename = os.path.join( + os.path.dirname(__file__), 'fossilCH4_fraction.csv') + +aviNOx_frac = np.loadtxt(aviNOx_filename, skiprows=5, usecols=4, delimiter=',') +fossilCH4_frac = np.loadtxt(fossilCH4_filename, skiprows=5, usecols=4, + delimiter=',') + +class Emissions: + emissions = np.loadtxt(emissions_filename, skiprows=37, delimiter=',') + year = emissions[:,0] + co2_fossil= emissions[:,1] + co2_land = emissions[:,2] + co2 = np.sum(emissions[:,1:3],axis=1) + ch4 = emissions[:,3] + n2o = emissions[:,4] + sox = emissions[:,5] + co = emissions[:,6] + nmvoc = emissions[:,7] + nox = emissions[:,8] + bc = emissions[:,9] + oc = emissions[:,10] + nh3 = emissions[:,11] + cf4 = emissions[:,12] + c2f6 = emissions[:,13] + c6f14 = emissions[:,14] + hfc23 = emissions[:,15] + hfc32 = emissions[:,16] + hfc43_10 = emissions[:,17] + hfc125 = emissions[:,18] + hfc134a = emissions[:,19] + hfc143a = emissions[:,20] + hfc227ea = emissions[:,21] + hfc245fa = emissions[:,22] + sf6 = emissions[:,23] + cfc11 = emissions[:,24] + cfc12 = emissions[:,25] + cfc113 = emissions[:,26] + cfc114 = emissions[:,27] + cfc115 = emissions[:,28] + carb_tet = emissions[:,29] + mcf = emissions[:,30] + hcfc22 = emissions[:,31] + hcfc141b = emissions[:,32] + hcfc142b = emissions[:,33] + halon1211 = emissions[:,34] + halon1202 = emissions[:,35] + halon1301 = emissions[:,36] + halon2402 = emissions[:,37] + ch3br = emissions[:,38] + ch3cl = emissions[:,39] + + +class Forcing: + forcing = np.loadtxt(forcing_filename, skiprows=59, delimiter=',') + year = forcing[:,0] + total = forcing[:,1] + volcanic = forcing[:,2] + solar = forcing[:,3] + ghg = forcing[:,5] + co2 = forcing[:,8] + ch4 = forcing[:,9] + n2o = forcing[:,10] + fgas = forcing[:,11] + halo = forcing[:,12] + aero = forcing[:,41] + cloud = forcing[:,48] + strato3 = forcing[:,49] + tropo3 = forcing[:,50] + stwv = forcing[:,51] + dust = forcing[:,47] + landuse = forcing[:,52] + bcsnow = forcing[:,53] + diff --git a/fair/ancil/__init__.py b/fair/ancil/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/fair/ancil/cmip5_annex2_forcing.csv b/fair/ancil/cmip5_annex2_forcing.csv new file mode 100644 index 00000000..6de02853 --- /dev/null +++ b/fair/ancil/cmip5_annex2_forcing.csv @@ -0,0 +1,263 @@ +Year,CO2,GHG OTher*,O3 (Trop),O3 (Strat),Aerosol (Total),LUC,H2O (Strat),BC Snow,Contrails,Solar,Volcano +1750,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,-0.001 +1751,-0.023,0.004,0.000,0.000,-0.002,0.000,0.000,0.000,0.000,-0.014,0.000 +1752,-0.024,0.006,0.001,0.000,-0.004,-0.001,0.000,0.000,0.000,-0.029,0.000 +1753,-0.024,0.007,0.001,0.000,-0.005,-0.001,0.000,0.000,0.000,-0.033,0.000 +1754,-0.025,0.008,0.002,0.000,-0.007,-0.002,0.000,0.001,0.000,-0.043,0.000 +1755,-0.026,0.010,0.002,0.000,-0.009,-0.002,0.000,0.001,0.000,-0.054,-0.664 +1756,-0.026,0.011,0.003,0.000,-0.011,-0.002,0.000,0.001,0.000,-0.055,0.000 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skiprows=1, delimiter=',') + year = forcing[:,0] + co2 = forcing[:,1] + ghg_other= forcing[:,2] + tropo3 = forcing[:,3] + strato3 = forcing[:,4] + aero = forcing[:,5] + landuse = forcing[:,6] + stwv = forcing[:,7] + bcsnow = forcing[:,8] + contrails= forcing[:,9] + solar = forcing[:,10] + volcanic = forcing[:,11] diff --git a/fair/ancil/cmip6_solar.csv b/fair/ancil/cmip6_solar.csv new file mode 100644 index 00000000..aebc2bd9 --- /dev/null +++ b/fair/ancil/cmip6_solar.csv @@ -0,0 +1,743 @@ +Solar radiative forcing from the CMIP6 dataset, +Sources:,SOLARIS HEPPA v3.2 1850-2300 transient and 1850-1873 mean datasets +,solarisheppa.geomar.de/news +Method:,Take annual mean of total solar irradiance in transient dataset and subtract the 1850-1873 period mean. +,Multiply this quantity by 0.25 * 0.7 (planetary view factor * planetary co-albedo). +,Years prior to 1850 revert to the IPCC Annex II solar forcing. 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+2486,0 +2487,0 +2488,0 +2489,0 +2490,0 +2491,0 +2492,0 +2493,0 +2494,0 +2495,0 +2496,0 +2497,0 +2498,0 +2499,0 +2500,0 diff --git a/fair/ancil/cmip6_solar.py b/fair/ancil/cmip6_solar.py new file mode 100644 index 00000000..6c46635d --- /dev/null +++ b/fair/ancil/cmip6_solar.py @@ -0,0 +1,9 @@ +import numpy as np +import os + +forcing_filename = os.path.join(os.path.dirname(__file__), 'cmip6_solar.csv') + +class Forcing: + forcing = np.loadtxt(forcing_filename, skiprows=7, delimiter=',') + year = forcing[:,0] + solar = forcing[:,1] diff --git a/fair/ancil/cmip6_volcanic.csv b/fair/ancil/cmip6_volcanic.csv new file mode 100644 index 00000000..6aa6d834 --- /dev/null +++ b/fair/ancil/cmip6_volcanic.csv @@ -0,0 +1,745 @@ +Volcanic radiative forcing from the CMIP6 dataset, +Sources:,input4MIPs 1850-2014 transient and mean datasets of volcanic aerosol extinction +Method:,Take annual mean of integrated shortwave aerosol extinction at 550 nm from the HadGEM3 input grid +,Take sum of extinction * thickness of each layer = total optical depth +,"Multiply by -18, which is the OD to ERF relationship in HadGEM3, from online model tests as part of the SMURPHS project" +,"Revert to CMIP5 ERF time series for years prior to 1850, scaled by 18/26 and quiescent year positive ERF from 1850-2014 (~0.107) added back" +,Subtract 1850-2014 mean from all years +,Set 2015 onwards to zero +Year,Volcanic ERF +1765,0.104971077 +1766,0.107048 +1767,0.107048 +1768,0.107048 +1769,0.107048 +1770,0.107048 +1771,0.107048 +1772,0.058586462 +1773,0.093201846 +1774,0.103586462 +1775,0.106355692 +1776,0.107048 +1777,0.107048 +1778,0.060663385 +1779,0.057894154 +1780,0.094586462 +1781,0.104278769 +1782,0.106355692 +1783,-5.332413538 +1784,-0.254336615 +1785,0.023278769 +1786,0.088355692 +1787,0.105663385 +1788,0.014971077 +1789,0.078663385 +1790,0.100817231 +1791,0.106355692 +1792,0.107048 +1793,0.107048 +1794,-0.001644308 +1795,0.107048 +1796,-0.433644308 +1797,0.057894154 +1798,0.095971077 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+forcing_filename = os.path.join(os.path.dirname(__file__), 'cmip6_volcanic.csv') + +class Forcing: + forcing = np.loadtxt(forcing_filename, skiprows=9, delimiter=',') + year = forcing[:,0] + volcanic = forcing[:,1] diff --git a/fair/ancil/natural.csv b/fair/ancil/natural.csv new file mode 100644 index 00000000..a45b11f5 --- /dev/null +++ b/fair/ancil/natural.csv @@ -0,0 +1,738 @@ +UNITS:,MtCH4/yr,MtN2O-N/yr +v YEARS/GAS >,CH4,N2O +1765,209.5,11.16 +1766,209.14881,11.16 +1767,208.79762,11.16 +1768,208.44643,11.16 +1769,208.09524,11.16 +1770,207.74405,11.16 +1771,207.39286,11.16 +1772,207.04167,11.16 +1773,206.69048,11.16 +1774,206.33929,11.16 +1775,205.9881,11.16 +1776,205.6369,11.16 +1777,205.28571,11.16 +1778,204.93452,11.16 +1779,204.58333,11.16 +1780,204.23214,11.16 +1781,203.88095,11.16 +1782,203.52976,11.16 +1783,203.17857,11.16 +1784,202.82738,11.16 +1785,202.47619,11.16 +1786,202.125,11.16 +1787,201.77381,11.16 +1788,201.42262,11.16 +1789,201.07143,11.16 +1790,200.72024,11.16 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np.loadtxt(emissions_filename, skiprows=2, delimiter=',') + year = alldata[:,0] + ch4 = alldata[:,1] + n2o = alldata[:,2] + emissions = alldata[:,1:] diff --git a/fair/constants/__init__.py b/fair/constants/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/fair/constants/br_atoms.py b/fair/constants/br_atoms.py new file mode 100644 index 00000000..7a6b6a72 --- /dev/null +++ b/fair/constants/br_atoms.py @@ -0,0 +1,21 @@ +# Number of bromine atoms in each species +cfc11 = 0 +cfc12 = 0 +cfc113 = 0 +cfc114 = 0 +cfc115 = 0 +carb_tet = 0 +mcf = 0 +hcfc22 = 0 +hcfc141b = 0 +hcfc142b = 0 +halon1211 = 1 +halon1202 = 2 +halon1301 = 1 +halon2402 = 2 +ch3br = 1 +ch3cl = 0 + +aslist = [cfc11, cfc12, cfc113, cfc114, cfc115, carb_tet, mcf, hcfc22, + hcfc141b, hcfc142b, halon1211, halon1202, halon1301, halon2402, + ch3br, ch3cl] diff --git a/fair/constants/cl_atoms.py b/fair/constants/cl_atoms.py new file mode 100644 index 00000000..cae02333 --- /dev/null +++ b/fair/constants/cl_atoms.py @@ -0,0 +1,22 @@ +# number of chlorine atoms in each species +cfc11 = 3 +cfc12 = 2 +cfc113 = 3 +cfc114 = 2 +cfc115 = 1 +carb_tet = 4 +mcf = 3 +hcfc22 = 1 +hcfc141b = 2 +hcfc142b = 1 +halon1211 = 1 +halon1202 = 0 +halon1301 = 0 +halon2402 = 0 +ch3br = 0 +ch3cl = 1 + +aslist = [cfc11, cfc12, cfc113, cfc114, cfc115, carb_tet, mcf, hcfc22, + hcfc141b, hcfc142b, halon1211, halon1202, halon1301, halon2402, + ch3br, ch3cl] + diff --git a/fair/constants/fracrel.py b/fair/constants/fracrel.py new file mode 100644 index 00000000..52a59385 --- /dev/null +++ b/fair/constants/fracrel.py @@ -0,0 +1,24 @@ +# Fractional stratospheric release for ODSs. +# Reference: +# Daniel, J. and Velders, G.: A focus on information and options for +# policymakers, in: Scientific Assessment of Ozone Depletion, WMO, 2011 +cfc11 = 0.47 +cfc12 = 0.23 +cfc113 = 0.29 +cfc114 = 0.12 +cfc115 = 0.04 +carb_tet = 0.56 +mcf = 0.67 +hcfc22 = 0.13 +hcfc141b = 0.34 +hcfc142b = 0.17 +halon1211 = 0.62 +halon1202 = 0.62 +halon1301 = 0.28 +halon2402 = 0.65 +ch3br = 0.60 +ch3cl = 0.44 + +aslist = [cfc11, cfc12, cfc113, cfc114, cfc115, carb_tet, mcf, hcfc22, + hcfc141b, hcfc142b, halon1211, halon1202, halon1301, halon2402, + ch3br, ch3cl] diff --git a/fair/constants/general.py b/fair/constants/general.py new file mode 100644 index 00000000..379c5618 --- /dev/null +++ b/fair/constants/general.py @@ -0,0 +1 @@ +M_ATMOS = 5.1352e18 # weight of atmosphere, kg diff --git a/fair/constants/lifetime.py b/fair/constants/lifetime.py new file mode 100644 index 00000000..aa08a6e2 --- /dev/null +++ b/fair/constants/lifetime.py @@ -0,0 +1,37 @@ +# all lifetimes in years +CO2 = 1000. # dummy - to preserve indexing order +CH4 = 9.3 # for constant lifetime runs +N2O = 121. +CF4 = 50000. +C2F6 = 10000. +C6F14 = 3100. +HFC23 = 222. +HFC32 = 5.2 +HFC43_10 = 16.1 +HFC125 = 28.2 +HFC134A = 13.4 +HFC143A = 47.1 +HFC227EA = 38.9 +HFC245FA = 7.7 +SF6 = 3200. +CFC11 = 45. +CFC12 = 100. +CFC113 = 85. +CFC114 = 190. +CFC115 = 1020. +CARB_TET = 26. +MCF = 5. +HCFC22 = 11.9 +HCFC141B = 9.2 +HCFC142B = 17.2 +HALON1211= 16. +HALON1202= 2.9 +HALON1301= 65. +HALON2402= 20. +CH3BR = 0.8 +CH3CL = 1. + +aslist = [CO2, CH4, N2O, CF4, C2F6, C6F14, HFC23, HFC32, HFC43_10, HFC125, + HFC134A, HFC143A, HFC227EA, HFC245FA, SF6, CFC11, CFC12, CFC113, + CFC114, CFC115, CARB_TET, MCF, HCFC22, HCFC141B, HCFC142B, + HALON1211, HALON1202, HALON1301, HALON2402, CH3BR, CH3CL] diff --git a/fair/constants/molwt.py b/fair/constants/molwt.py new file mode 100644 index 00000000..6a6c20ef --- /dev/null +++ b/fair/constants/molwt.py @@ -0,0 +1,48 @@ +# all weights in g/mol +CO2 = 44.01 +CH4 = 16.04 +N2O = 44.013 +CF4 = 88.0043 +C2F6 = 138.01 +C6F14 = 338.041845 +HFC23 = 70.01 +HFC32 = 52.02 +HFC43_10 = 252.055 +HFC125 = 120.02 +HFC134A = 102.03 +HFC143A = 84.04 +HFC227EA = 170.03 +HFC245FA = 134.05 +SF6 = 146.06 +CFC11 = 137.37 +CFC12 = 120.91 +CFC113 = 187.376 +CFC114 = 170.92 +CFC115 = 154.466 +CARB_TET = 153.81 +MCF = 133.4 +HCFC22 = 86.47 +HCFC141B = 116.94 +HCFC142B = 100.49 +HALON1211 = 165.36 +HALON1202 = 209.82 +HALON1301 = 148.91 +HALON2402 = 259.823 +CH3BR = 94.94 +CH3CL = 50.49 + +N2 = 28.013 +N = 14.0067 +C = 12.01 +S = 32.065 +SO2 = 64.066 +NO2 = 46.0055 +O3 = 48.0 +O2 = 31.9988 + +AIR = 28.97 + +aslist = [CO2, CH4, N2O, CF4, C2F6, C6F14, HFC23, HFC32, HFC43_10, HFC125, + HFC134A, HFC143A, HFC227EA, HFC245FA, SF6, CFC11, CFC12, CFC113, + CFC114, CFC115, CARB_TET, MCF, HCFC22, HCFC141B, HCFC142B, + HALON1211, HALON1202, HALON1301, HALON2402, CH3BR, CH3CL] diff --git a/fair/constants/radeff.py b/fair/constants/radeff.py new file mode 100644 index 00000000..de4e6bff --- /dev/null +++ b/fair/constants/radeff.py @@ -0,0 +1,38 @@ +# all efficiencies in W/m2/ppb from AR5 WG1 Ch8 SM +CO2 = 1.37E-5 +CH4 = 3.63E-4 +N2O = 3.00E-3 +CF4 = 0.09 +C2F6 = 0.25 +C6F14 = 0.44 +HFC23 = 0.18 +HFC32 = 0.11 +HFC43_10 = 0.42 +HFC125 = 0.23 +HFC134A = 0.16 +HFC143A = 0.16 +HFC227EA = 0.26 +HFC245FA = 0.24 +SF6 = 0.57 +CFC11 = 0.26 +CFC12 = 0.32 +CFC113 = 0.30 +CFC114 = 0.31 +CFC115 = 0.20 +CARB_TET = 0.17 +MCF = 0.07 +HCFC22 = 0.21 +HCFC141B = 0.16 +HCFC142B = 0.19 +HALON1211 = 0.29 +HALON1202 = 0.27 +HALON1301 = 0.30 +HALON2402 = 0.31 +CH3BR = 0.004 +CH3CL = 0.01 + +aslist = [CO2, CH4, N2O, CF4, C2F6, C6F14, HFC23, HFC32, HFC43_10, HFC125, + HFC134A, HFC143A, HFC227EA, HFC245FA, SF6, CFC11, CFC12, CFC113, + CFC114, CFC115, CARB_TET, MCF, HCFC22, HCFC141B, HCFC142B, + HALON1211, HALON1202, HALON1301, HALON2402, CH3BR, CH3CL] + diff --git a/fair/forcing/__init__.py b/fair/forcing/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/fair/forcing/aerosols.py b/fair/forcing/aerosols.py new file mode 100644 index 00000000..2b9cb543 --- /dev/null +++ b/fair/forcing/aerosols.py @@ -0,0 +1,60 @@ +import numpy as np +from ..constants import molwt + +def regress(emissions, + aNOx = -2.62e-3, + aSOx = -5.66e-3, + aBC = 14.28e-3, + aOC = -8.90e-3, + aNH3 = -5.89e-3): + + """Calculates aerosol forcing based on a multi-linear regression of + aerosol emissions to the aerosol ERF time series in AR5. + + Input: + emissions: anthropogenic emissions database + Keywords: + aSOx, aNOx, aBC, aOC, aNH3: radiative efficiency of each aerosol + precursor, W/m2/(Mt/yr) + Output: + F: aerosol effective radiative forcing + """ + + em_SOx = emissions[:,5] + em_NOx = emissions[:,8] + em_BC = emissions[:,9] + em_OC = emissions[:,10] + em_NH3 = emissions[:,11] + + em = np.array([em_SOx, em_NOx, em_BC, em_OC, em_NH3]).T + beta = np.array([aSOx, aNOx, aBC, aOC, aNH3]) + + F = np.sum(beta * em, axis=-1) + return F + + +def Stevens(emissions, E_SOx_nat=60, alpha=0.001875, beta=0.634, ref_isSO2=True): + """Calculates aerosol forcing based on Stevens (2015) that relates sulphate + aerosol forcing to SOx emissions in a logarithmic fashion. + + Input: + emissions: anthropogenic emissions database + Keywords: + E_SOx_nat: natural emissions of SOx in Mt/yr + alpha: scaling parameter for ERFari + beta: scaling parameter for ERFaci + ref_isSO2: True if E_SOx_nat is in units of SO2 rather than S. + Output: + F: aerosol effective radiative forcing + """ + + factor = 1 + if ref_isSO2: + factor = molwt.SO2/molwt.S + em_SOx = emissions[:,5] * factor + + ERFari = -alpha * em_SOx + ERFaci = -beta * np.log(em_SOx/E_SOx_nat + 1) + F = ERFari + ERFaci + return F + diff --git a/fair/forcing/bc_snow.py b/fair/forcing/bc_snow.py new file mode 100644 index 00000000..1556957c --- /dev/null +++ b/fair/forcing/bc_snow.py @@ -0,0 +1,3 @@ +def linear(emissions, E_ref=8.09, F_ref=0.04): + E_BC = emissions[:,9] + return E_BC * F_ref/E_ref diff --git a/fair/forcing/contrails.py b/fair/forcing/contrails.py new file mode 100644 index 00000000..dde0179a --- /dev/null +++ b/fair/forcing/contrails.py @@ -0,0 +1,26 @@ +import numpy as np +from ..constants import molwt + +def from_aviNOx(emissions, frac, E_ref=2.946, F_ref=0.0448, ref_isNO2=True): + """Calculates contrail radiative forcing from emissions of aviation NOx. + + Inputs: + emissions: Raw emissions data. + frac: fraction of total NOx emissions due to aviation. + Keywords: + E_ref: reference-year emissions of aviation NOx, Mt/yr. 2.946 + is 2005 emissions of aviation NOx in RCP4.5 measured in + Mt NO2/yr. + F_ref: Forcing from linear persistent contrails + contrail + induced cirrus. The default of 0.0448 W/m2 for 2005 is + from Lee et al, 2009 (Atmos. Environ., + doi:10.1016/j.atmosenv.2009.04.024). + ref_isNO2: True if E_ref is in units of NO2 rather than N. + """ + + em_NOx = emissions[:,8] + factor = 1 + + if ref_isNO2: + factor = molwt.NO2/molwt.N + return em_NOx*frac * F_ref/E_ref * factor diff --git a/fair/forcing/ghg.py b/fair/forcing/ghg.py new file mode 100644 index 00000000..93f44c0c --- /dev/null +++ b/fair/forcing/ghg.py @@ -0,0 +1,69 @@ +import numpy as np + +def etminan(C, Cpi, F2x=3.74): + """Calculate the radiative forcing from CO2, CH4 and N2O. + + This function uses the updated formulas of Etminan et al. (2016), + including the overlaps between CO2, methane and nitrous oxide. + + Reference: Etminan et al, 2016, JGR, doi: 10.1002/2016GL071930 + + Inputs: + C: [CO2, CH4, N2O] concentrations, [ppm, ppb, ppb] + Cpi: pre-industrial [CO2, CH4, N2O] concentrations + + Keywords: + F2x: radiative forcing from a doubling of CO2. + + Returns: + 3-element array of radiative forcing: [F_CO2, F_CH4, F_N2O] + """ + + Cbar = 0.5 * (C[0] + Cpi[0]) + Mbar = 0.5 * (C[1] + Cpi[1]) + Nbar = 0.5 * (C[2] + Cpi[2]) + + # Note the original formula uses 5.36 in place of F2x/log(2). + F = np.zeros(3) + F[0] = (-2.4e-7*(C[0] - Cpi[0])**2 + 7.2e-4*np.fabs(C[0]-Cpi[0]) - \ + 2.1e-4 * Nbar + F2x/np.log(2)) * np.log((C[0]+Cpi[0])/Cpi[0]) + F[1] = (-1.3e-6*Mbar - 8.2e-6*Nbar + 0.043) * (np.sqrt(C[1]) - \ + np.sqrt(Cpi[1])) + F[2] = (-8.0e-6*Cbar + 4.2e-6*Nbar - 4.9e-6*Mbar + 0.117) * \ + (np.sqrt(C[2]) - np.sqrt(Cpi[2])) + + return F + + +def MN(M, N): + return 0.47 * np.log(1 + 2.01e-5*(M*N)**(0.75) + 5.31e-15*M*(M*N)**(1.52)) + + +def myhre(C, Cpi, F2x=3.74): + """Calculate the radiative forcing from CO2, CH4 and N2O. + + This uses the Myhre et al. (1998) relationships including the band + overlaps between CH4 and N2O. It is also used in AR5. + + Reference: Myhre et al, 1998, JGR, doi: 10.1029/98GL01908 + + Inputs: + C: [CO2, CH4, N2O] concentrations, [ppm, ppb, ppb] + Cpi: pre-industrial [CO2, CH4, N2O] concentrations + + Keywords: + F2x: radiative forcing from a doubling of CO2. + + Returns: + 3-element array of radiative forcing: [F_CO2, F_CH4, F_N2O] + """ + + F = np.zeros(3) + + F[0] = F2x/np.log(2) * np.log(1.0 + C[0]/Cpi[0]) + F[1] = 0.036 * (np.sqrt(C[1]) - np.sqrt(Cpi[1])) - ( + MN(C[1],Cpi[2]) - MN(Cpi[1],Cpi[2])) + F[2] = 0.12 * (np.sqrt(C[2]) - np.sqrt(Cpi[2])) - ( + MN(Cpi[1],C[2]) - MN(Cpi[1],Cpi[2])) + + return F diff --git a/fair/forcing/h2o_st.py b/fair/forcing/h2o_st.py new file mode 100644 index 00000000..bd19295a --- /dev/null +++ b/fair/forcing/h2o_st.py @@ -0,0 +1,12 @@ +import numpy as np + +def linear(F_CH4, ratio=0.15): + """Calculates radiative forcing from oxidation of methane to H2O. + + Stratospheric water vapour forcing follows a practically linear + relationship with the CH4 radiative forcing in MAGICC and AR5. + """ + + F_H2O = ratio * F_CH4 + return F_H2O + diff --git a/fair/forcing/landuse.py b/fair/forcing/landuse.py new file mode 100644 index 00000000..ed1c9b3f --- /dev/null +++ b/fair/forcing/landuse.py @@ -0,0 +1,5 @@ +import numpy as np + +def cumulative(emissions, aCO2land=-0.00113789): + E_CO2land = emissions[:,2] + return np.cumsum(E_CO2land) * aCO2land diff --git a/fair/forcing/ozone_st.py b/fair/forcing/ozone_st.py new file mode 100644 index 00000000..2f1d8d40 --- /dev/null +++ b/fair/forcing/ozone_st.py @@ -0,0 +1,22 @@ +import numpy as np +from ..constants import cl_atoms, br_atoms, fracrel + +def magicc(C_ODS, + C0, + eta1=-1.46030698e-5, + eta2=2.05401270e-3, + eta3=1.03143308): + + Cl = np.array(cl_atoms.aslist) + Br = np.array(br_atoms.aslist) + FC = np.array(fracrel.aslist) + + EESC = (np.sum(Cl * 1000.*(C_ODS-C0) * FC/FC[0]) + + 45*np.sum(Br * 1000.*(C_ODS-C0) * FC/FC[0])) * FC[0] + + # EESC takes ODS concentrations in ppb, we provide ppt. + EESC = np.max((EESC,0)) + + F = eta1 * (eta2 * EESC) ** eta3 + return F + diff --git a/fair/forcing/ozone_tr.py b/fair/forcing/ozone_tr.py new file mode 100644 index 00000000..89b76762 --- /dev/null +++ b/fair/forcing/ozone_tr.py @@ -0,0 +1,19 @@ +import numpy as np + +def regress(emissions, + aCH4 = 2.8249e-4, + aCO = 1.0695e-4, + aNMVOC = -9.3604e-4, + aNOx = 99.7831e-4): + + em_CH4 = emissions[:,3] + em_CO = emissions[:,6] + em_NMVOC = emissions[:,7] + em_NOx = emissions[:,8] + + em = np.array([em_CH4, em_CO, em_NMVOC, em_NOx]).T + beta = np.array([aCH4, aCO, aNMVOC, aNOx]) + + F = np.sum(beta * em, axis=-1) + return F + diff --git a/fair/forward.py b/fair/forward.py index 5845b420..bde30fa9 100644 --- a/fair/forward.py +++ b/fair/forward.py @@ -1,326 +1,309 @@ -# Import required packages +import inspect import numpy as np from scipy.optimize import root +from constants import molwt, lifetime, radeff +from constants.general import M_ATMOS +from forcing import ozone_tr, ozone_st, h2o_st, contrails, aerosols, bc_snow,\ + landuse -# Define a function which gives the relationship between iIRF_100 and scaling factor, alpha -def iirf100_interp_funct(alpha,a,tau,targ_iirf100): - iirf100_arr = alpha*(np.sum(a*tau*(1.0 - np.exp(-100.0/(tau*alpha))))) - return iirf100_arr - targ_iirf100 +def iirf_interp_funct(alp_b,a,tau,targ_iirf): + # ref eq. (7) of Millar et al ACP (2017) + iirf_arr = alp_b*(np.sum(a*tau*(1.0 - np.exp(-100.0/(tau*alp_b))))) + return iirf_arr - targ_iirf -# Define the FAIR simple climate model function -def fair_scm(tstep=1.0, - emissions=False, +def fair_scm(emissions=False, other_rf=0.0, - co2_concs=False, q=np.array([0.33,0.41]), tcrecs=np.array([1.6,2.75]), d=np.array([239.0,4.1]), a=np.array([0.2173,0.2240,0.2824,0.2763]), tau=np.array([1000000,394.4,36.54,4.304]), r0=32.40, - rC=0.019, - rT=4.165, - F_2x=3.74, - C_0=278.0, - ppm_gtc=2.123, - iirf100_max=97.0, - in_state=[[0.0,0.0,0.0,0.0],[0.0,0.0],0.0], - restart_out=False): - - # # # ------------ CALCULATE Q ARRAY ------------ # # # - # If TCR and ECS are supplied, overwrite the q array - k = 1.0 - (d/70.0)*(1.0 - np.exp(-70.0/d)) + rc=0.019, + rt=4.165, + F2x=3.74, + C_pi=np.array([278., 722., 273., 34.497] + [0.]*25 + + [13.0975, 547.996]), + iirf_max=97.0, + restart_in=False, + restart_out=False, + useMultigas=False, + tcr_dbl=70.0, + F_volcanic=0.0, + F_solar=0.0, + aviNOx_frac=0., + fossilCH4_frac=0., + natural=np.array([202., 10.]), + useStevens=False, + efficacy=np.array([1.]*13), + scale=np.array([1.]*13), + oxCH4_frac=0.61, + lifetimes=False, + ghg_forcing="Etminan"): + + # Conversion between ppm CO2 and GtC emissions + ppm_gtc = M_ATMOS/1e18*molwt.C/molwt.AIR + + # Conversion between ppb/ppt concentrations and Mt/kt emissions + # in the RCP databases ppb = Mt and ppt = kt so factor always 1e18 + emis2conc = M_ATMOS/1e18*np.asarray(molwt.aslist)/molwt.AIR + + # Funny units for nitrogen emissions - N2O is expressed in N2 equivalent + n2o_sf = molwt.N2O/molwt.N2 + emis2conc[2] = emis2conc[2] / n2o_sf + + # If TCR and ECS are supplied, calculate the q1 and q2 model coefficients + # (overwriting any other q array that might have been supplied) + # ref eq. (4) and (5) of Millar et al ACP (2017) + k = 1.0 - (d/tcr_dbl)*(1.0 - np.exp(-tcr_dbl/d)) # Allow TCR to vary if type(tcrecs) in [np.ndarray,list]: - q = (1.0 / F_2x) * (1.0/(k[0]-k[1])) \ - * np.array([tcrecs[0]-k[1]*tcrecs[1],k[0]*tcrecs[1]-tcrecs[0]]) - - # # # ------------ SET UP OUTPUT TIMESERIES VARIABLES ------------ # # # - # the integ_len variable is used to store the length of our timeseries - # by default FAIR is not concentration driven - conc_driven=False - # here we check if FAIR is emissions driven - if type(emissions) in [np.ndarray,list]: - integ_len = len(emissions) - if (type(other_rf) in [np.ndarray,list]) and (len(other_rf)!=integ_len): - raise ValueError("The emissions and other_rf timeseries don't have the same length") - elif type(other_rf) in [int,float]: - other_rf = np.full(integ_len,other_rf) - - # here we check if FAIR is concentration driven - elif type(co2_concs) in [np.ndarray,list]: - integ_len = len(co2_concs) - conc_driven = True - if (type(other_rf) in [np.ndarray,list]) and (len(other_rf)!=integ_len): - raise ValueError("The concentrations and other_rf timeseries don't have the same length") - elif type(other_rf) in [int,float]: - other_rf = np.full(integ_len,other_rf) - - # finally we check if only a non-CO2 radiative forcing timeseries has been supplied - elif type(other_rf) in [np.ndarray,list]: - integ_len = len(other_rf) - if type(emissions) in [int,float]: - emissions = np.full(integ_len,emissions) + q = (1.0 / F2x) * (1.0/(k[0]-k[1])) * np.array([ + tcrecs[0]-tcrecs[1]*k[1],tcrecs[1]*k[0]-tcrecs[0]]) + + # Convert any list to a numpy array for (a) speed and (b) consistency. + # Goes through all variables in scope and converts them. + frame = inspect.currentframe() + args, _, _, values = inspect.getargvalues(frame) + for arg_to_check in args: + if type(values[arg_to_check]) is list: + exec(arg_to_check + '= np.array(' + arg_to_check + ')') + + # Set up the output timeseries variables depending on options and perform + # basic sense checks + if useMultigas: + ngas = 31 + nF = 13 + if type(emissions) is not np.ndarray or emissions.shape[1] != 40: + raise ValueError("emissions timeseries should be a nt x 40 numpy array") + carbon_boxes_shape = (emissions.shape[0], a.shape[0]) + thermal_boxes_shape = (emissions.shape[0], d.shape[0]) + nt = emissions.shape[0] + if np.isscalar(fossilCH4_frac): + fossilCH4_frac = np.ones(nt) * fossilCH4_frac + # If custom gas lifetimes are supplied, use them, else import defaults + if type(lifetimes) is np.ndarray: + if len(lifetimes)!=ngas: + raise ValueError("custom GHG lifetime array must have " + str(ngas) + + " elements") else: - emissions = np.zeros(integ_len) - + lifetimes = lifetime.aslist + # Select the desired GHG forcing relationship + if ghg_forcing.lower()=="etminan": + from forcing.ghg import etminan as ghg + elif ghg_forcing.lower()=="myhre": + from forcing.ghg import myhre as ghg + else: + raise ValueError("ghg_forcing should be 'etminan' (default) or 'myhre'") + else: - raise ValueError("Neither emissions, co2_concs or other_rf is defined as a timeseries") - - RF = np.zeros(integ_len) - C_acc = np.zeros(integ_len) - iirf100 = np.zeros(integ_len) + ngas = 1 + nF = 1 + if type(emissions) is np.ndarray: + carbon_boxes_shape = (emissions.shape[0], a.shape[0]) + thermal_boxes_shape = (emissions.shape[0], d.shape[0]) + nt = emissions.shape[0] + elif type(other_rf) is np.ndarray: + carbon_boxes_shape = (other_rf.shape[0], a.shape[0]) + thermal_boxes_shape = (other_rf.shape[0], d.shape[0]) + nt = other_rf.shape[0] + emissions = np.zeros(nt) + else: + raise ValueError( + "Neither emissions or other_rf is defined as a timeseries") + + # Check natural emissions and convert to 2D array if necessary + if type(natural) in [float,int]: + natural = natural * np.ones((nt,2)) + elif type(natural) is np.ndarray: + if natural.ndim==1: + if natural.shape[0]!=2: + raise ValueError( + "natural emissions should be a 2-element or nt x 2 array") + natural = np.tile(natural, nt).reshape((nt,2)) + elif natural.ndim==2: + if natural.shape[1]!=2 or natural.shape[0]!=nt: + raise ValueError( + "natural emissions should be a 2-element or nt x 2 array") + else: + raise ValueError( + "natural emissions should be a scalar, 2-element, or nt x 2 array") - carbon_boxes_shape = (integ_len,4) + F = np.zeros((nt, nF)) + C_acc = np.zeros(nt) + iirf = np.zeros(nt) R_i = np.zeros(carbon_boxes_shape) - C = np.zeros(integ_len) - - thermal_boxes_shape = (integ_len,2) T_j = np.zeros(thermal_boxes_shape) - T = np.zeros(integ_len) - # # # ------------ FIRST TIMESTEP ------------ # # # - R_i_pre = in_state[0] - C_pre = np.sum(R_i_pre) + C_0 - T_j_pre = in_state[1] - C_acc_pre = in_state[2] + C = np.zeros((nt, ngas)) + T = np.zeros(nt) + C_0 = np.copy(C_pi) - if conc_driven: - C[0] = co2_concs[0] - + if restart_in: + R_i[0]=restart_in[0] + T_j[0]=restart_in[1] + C_acc[0] = restart_in[2] else: - # Calculate the parametrised iIRF and check if it is over the maximum - # allowed value - iirf100[0] = r0 + rC*C_acc_pre + rT*np.sum(T_j_pre) - if iirf100[0] >= iirf100_max: - iirf100[0] = iirf100_max - - # Determine a solution for alpha using scipy's root finder - time_scale_sf = (root(iirf100_interp_funct,0.16,args=(a,tau,iirf100[0])))['x'] + # Initialise the carbon pools to be correct for first timestep in + # numerical method + if useMultigas: + R_i[0,:] = a * (np.sum(emissions[0,1:3])) / ppm_gtc + else: + R_i[0,:] = a * emissions[0,np.newaxis] / ppm_gtc - # Multiply default timescales by scale factor - tau_new = time_scale_sf * tau + # CO2 is a delta from pre-industrial. Other gases are absolute concentration + C[0,0] = np.sum(R_i[0,:],axis=-1) - # Compute the updated concentrations box anomalies from the decay of the - # previous year and the emisisons - R_i[0] = R_i_pre*np.exp(-tstep/tau_new) \ - + (emissions[0,np.newaxis])*a*tau_new*(1-np.exp(-tstep/tau_new)) / ppm_gtc + if useMultigas: + C[0,1:] = C_0[1:] - C[0] = np.sum(R_i[0]) + C_0 + # CO2, CH4 and methane are co-dependent + F[0,0:3] = ghg(C[0,0:3], C_pi[0:3], F2x=F2x) - # Calculate the additional carbon uptake - C_acc[0] = C_acc_pre + emissions[0] - (C[0]-(np.sum(R_i_pre) + C_0)) * ppm_gtc + # Minor (F- and H-gases) are linear in concentration + # the factor of 0.001 here is because radiative efficiencies are given + # in W/m2/ppb and concentrations of minor gases are in ppt. + F[0,3] = np.sum((C[0,3:] - C_pi[3:]) * radeff.aslist[3:] * 0.001) - # Calculate the radiative forcing using the previous timestep's CO2 concentration + # Tropospheric ozone. Assuming no temperature/chemistry feedback it can live + # outside the forward model. + F[:,4] = ozone_tr.regress(emissions) - RF[0] = (F_2x/np.log(2.)) * np.log(C_pre/C_0) + other_rf[0] + # Stratospheric ozone depends on concentrations of ODSs (index 15-30) + F[0,5] = ozone_st.magicc(C[0,15:], C_pi[15:]) - # Update the thermal response boxes - T_j[0] = RF[0,np.newaxis]*q*(1-np.exp((-tstep)/d)) + T_j_pre*np.exp(-tstep/d) + # Stratospheric water vapour is a function of the methane radiative forcing + F[0,6] = h2o_st.linear(F[0,1]) - # Sum the thermal response boxes to get the total temperature anomlay - T[0] = np.sum(T_j[0]) + # Forcing from contrails. As with tr O3, no feedback dependence + F[:,7] = contrails.from_aviNOx(emissions, aviNOx_frac) - # # # ------------ REST OF RUN ------------ # # # - for x in range(1,integ_len): - if conc_driven: - C[x] = co2_concs[x] - + # Forcing from aerosols - again no feedback dependence + if useStevens: + F[:,8] = aerosols.Stevens(emissions) else: - # Calculate the parametrised iIRF and check if it is over the maximum - # allowed value - iirf100[x] = r0 + rC*C_acc[x-1] + rT*T[x-1] - if iirf100[x] >= iirf100_max: - iirf100[x] = iirf100_max - - # Determine a solution for alpha using scipy's root finder - time_scale_sf = (root(iirf100_interp_funct,time_scale_sf,args=(a,tau,iirf100[x])))['x'] - - # Multiply default timescales by scale factor - tau_new = time_scale_sf * tau - - # Compute the updated concentrations box anomalies from the decay of the previous year and the emisisons - R_i[x] = R_i[x-1]*np.exp(-tstep/tau_new) \ - + (emissions[x,np.newaxis])*a*tau_new*(1-np.exp(-tstep/tau_new)) / ppm_gtc + F[:,8] = aerosols.regress(emissions) - # Sum the boxes to get the total concentration anomaly - C[x] = np.sum(R_i[x]) + C_0 + # Black carbon on snow - no feedback dependence + F[:,9] = bc_snow.linear(emissions) - # Calculate the additional carbon uptake - C_acc[x] = C_acc[x-1] + emissions[x] * tstep - (C[x]-C[x-1]) * ppm_gtc + # Land use change - scales fairly well with cumulative land use C emissions. + # We assume no feedbacks from the carbon cycle. Perhaps future improvement. + F[:,10] = landuse.cumulative(emissions) - # Calculate the radiative forcing using the previous timestep's CO2 concentration - RF[x] = (F_2x/np.log(2.)) * np.log((C[x-1]) /C_0) + other_rf[x] + # Volcanic and solar copied straight to the output arrays + F[:,11] = F_volcanic + F[:,12] = F_solar - # Update the thermal response boxes - T_j[x] = T_j[x-1]*np.exp(-tstep/d) + RF[x,np.newaxis]*q*(1-np.exp(-tstep/d)) - - # Sum the thermal response boxes to get the total temperature anomaly - T[x] = np.sum(T_j[x]) + # multiply by scale factors: note does not apply for CO2, scale CO with F2x + F[0,1:] = F[0,1:] * scale[1:] - if restart_out: - return C, T, (R_i[-1],T_j[-1],C_acc[-1]) else: - return C, T - -# Define a function to plot FAIR's inputs and outputs -# Shifts variables to appropriately represent their definitions (continuous -# throughout timestep or end of timestep) -def plot_fair(emms, - conc, - forc, - temp, - y_0=0, - tuts=False, - infig=False, - ax1in=None, - ax2in=None, - ax3in=None, - ax4in=None, - colour={'emms':'black', - 'conc':'blue', - 'forc':'orange', - 'temp':'red'}, - label=None, - linestyle='-', - ): - """ - One line summary - - More details of behaviour if required. - - # # ------------ ARGUMENTS ------------ # # - # sublime snippet for variable description is 'vardesc' - - * => Optional argument - ^ => Keyword argument - - # # ------------ RETURN VALUE ------------ # # - # sublime snippet for variable description is 'vardesc' - # fig: (matplotlib axes object) - # the matplotlib axes with all our plotted variables - - # # ------------ SIDE EFFECTS ------------ # # - # document side effects here - - # # ------------ EXCEPTIONS ------------ # # - # sublime snippet for exception description is 'excdesc' - - # # ------------ RESTRICTIONS ------------ # # - Document any restrictions on when the function can be called - - """ - - # One line break before anything else - - # # # ------------ IMPORT REQUIRED MODULES ------------ # # # - # # ------------ STANDARD LIBRARY ------------ # # - from math import ceil - - # # ------------ THIRD PARTY ------------ # # - import numpy as np - - from matplotlib import pyplot as plt - plt.style.use('seaborn-darkgrid') - plt.rcParams['figure.figsize'] = 16, 9 - plt.rcParams['lines.linewidth'] = 1.5 - - font = {'weight' : 'normal', - 'size' : 12} - - plt.rc('font', **font) - - # # ------------ LOCAL APPLICATION/LIBRARY SPECIFIC ------------ # # - - # # # ------------ CODE ------------ # # # - # # ------------ SORT OUT INPUT VARIABLES ------------ # # - pts = {'emms':emms, - 'forc':forc, - 'conc':conc, - 'temp':temp} - - integ_len = 0 - - for j,var in enumerate(pts): - if type(pts[var]) == list: - pts[var] = np.array(pts[var]) - integ_len = len(pts[var]) - elif type(pts[var]) == np.ndarray: - integ_len = len(pts[var]) - - if integ_len == 0: - for name in pts: - print "{0}: {1}".format(name,type(pts[name])) - raise ValueError("Error: I can't work out which one of your input variables is a timeseries") - - for j,var in enumerate(pts): - if type(pts[var]) == np.ndarray and len(pts[var]) == integ_len: - pass - elif type(pts[var]) == np.ndarray and len(pts[var]) != integ_len: - for name in pts: - print "{0}: {1}\nlength: {2}".format(name, - type(pts[name]), - len(pts[name])) - raise ValueError("Error: Your timeseries are not all the same length, I don't know what to do") + if np.isscalar(other_rf): + F[0,0] = (F2x/np.log(2.)) * np.log( + (C[0,0] + C_pi[0]) / C_pi[0]) + other_rf else: - if type(pts[var]) in [float,int]: - pts[var] = np.full(integ_len,pts[var]) + F[0,0] = (F2x/np.log(2.)) * np.log( + (C[0,0] + C_pi[0]) / C_pi[0]) + other_rf[0] + + if restart_in == False: + # Update the thermal response boxes + T_j[0,:] = (q/d)*(np.sum(F[0,:])) + + # Sum the thermal response boxes to get the total temperature anomaly + T[0]=np.sum(T_j[0,:],axis=-1) + + for t in range(1,nt): + # Calculate the parametrised iIRF and check if it is over the maximum + # allowed value + iirf[t] = rc * C_acc[t-1] + rt*T[t-1] + r0 + if iirf[t] >= iirf_max: + iirf[t] = iirf_max + + # Linearly interpolate a solution for alpha + if t == 1: + time_scale_sf = (root(iirf_interp_funct,0.16,args=(a,tau,iirf[t])))['x'] + else: + time_scale_sf = (root(iirf_interp_funct,time_scale_sf,args=( + a,tau,iirf[t])))['x'] + + # Multiply default timescales by scale factor + tau_new = tau * time_scale_sf + + if useMultigas: + # 1. Concentrations + # a. CARBON DIOXIDE + # Firstly add any oxidised methane from last year to the CO2 pool + oxidised_CH4 = (C[t-1,1]-C_pi[1]) * (1.0 - np.exp(-1.0/lifetimes[1])) * ( + molwt.C/molwt.CH4 * 0.001 * oxCH4_frac * fossilCH4_frac[t]) + oxidised_CH4 = np.max((oxidised_CH4, 0)) + + # Compute the updated concentrations box anomalies from the decay of the + # previous year and the additional emissions + R_i[t,:] = R_i[t-1,:]*np.exp(-1.0/tau_new) + a*(np.sum( + emissions[t,1:3]) + oxidised_CH4) / ppm_gtc + # Sum the boxes to get the total concentration anomaly + C[t,0] = np.sum(R_i[...,t,:],axis=-1) + # Calculate the additional carbon uptake + C_acc[t] = C_acc[t-1] + 0.5*(np.sum(emissions[t-1:t+1,1:3])) - ( + C[t,0] - C[t-1,0])*ppm_gtc + + # b. METHANE + C[t,1] = C[t-1,1] - C[t-1,1]*(1.0 - np.exp(-1.0/lifetimes[1])) + ( + natural[t,0] + 0.5*(emissions[t,3] + emissions[t-1,3])) / emis2conc[1] + + # c. NITROUS OXIDE + C[t,2] = C[t-1,2] - C[t-1,2]*(1.0 - np.exp(-1.0/lifetimes[2])) + ( + natural[t,1] + 0.5*(emissions[t,4] + emissions[t-1,4])) / emis2conc[2] + + # d. OTHER WMGHGs + C[t,3:] = C[t-1,3:] - C[t-1,3:]*(1.0 - np.exp(-1.0/np.array( + lifetimes[3:]))) + (0.5 * ( + emissions[t,12:] + emissions[t-1,12:])) / emis2conc[3:] + + # 2. Radiative forcing + F[t,0:3] = ghg(C[t,0:3], C_pi[0:3], F2x=F2x) + F[t,3] = np.sum((C[t,3:] - C_pi[3:]) * radeff.aslist[3:] * 0.001) + F[t,5] = ozone_st.magicc(C[t,15:], C_pi[15:]) + F[t,6] = h2o_st.linear(F[t,1]) + + # multiply by scale factors + F[t,1:] = F[t,1:] * scale[1:] + + # 3. Temperature + # Update the thermal response boxes + T_j[t,:] = T_j[t-1,:]*np.exp(-1.0/d) + q*(1-np.exp((-1.0)/d))*np.sum( + F[t,:]*efficacy) + # Sum the thermal response boxes to get the total temperature anomaly + T[t]=np.sum(T_j[t,:],axis=-1) + + else: + R_i[t,:] = R_i[t-1,:]*np.exp(-1.0/tau_new) + a*(np.sum( + emissions[t])) / ppm_gtc + # Sum the boxes to get the total concentration anomaly + C[t,0] = np.sum(R_i[...,t,:],axis=-1) + # Calculate the additional carbon uptake + C_acc[t] = C_acc[t-1] + 0.5*(np.sum(emissions[t-1:t+1])) - ( + C[t,0] - C[t-1,0])*ppm_gtc + + if np.isscalar(other_rf): + F[t,0] = (F2x/np.log(2.)) * np.log( + (C[t,0] + C_pi[0]) / C_pi[0]) + other_rf else: - pts[var] = np.zeros(integ_len) - - # # ------------ SORT OUT TIME VARIABLE ------------ # # - # state variables are valid at the end of the timestep so we - # go from 1 - integ_len + 1 rather than 0 - integ_len - time = np.arange(0.99,integ_len+0.99) + y_0 - - if not tuts: - tuts = 'units unknown' - - # # ------------ PREPARE FLUX VARIABLES FOR PLOTTING ------------ # # - # Flux variables are assumed constant throughout the timestep to make this appear - # on the plot we have to do the following if there's fewer than 1000 timesteps - fmintsp = 1000 - if integ_len < fmintsp: - # work out small you need to divide each timestep to get 1000 timesteps - div = ceil(fmintsp/integ_len) - ftime = np.arange(0,integ_len,1.0/div) + y_0 - fluxes = ['emms','forc'] - for f in fluxes: - tmp = [] - for j,v in enumerate(pts[f]): - for i in range(0,int(div)): - tmp.append(v) - pts[f] = tmp - - else: - ftime = time - 0.5 - - if not infig: - fig = plt.figure() - ax1 = fig.add_subplot(221) - ax2 = fig.add_subplot(222) - ax3 = fig.add_subplot(223) - ax4 = fig.add_subplot(224) + F[t,0] = (F2x/np.log(2.)) * np.log( + (C[t,0] + C_pi[0]) / C_pi[0]) + other_rf[t] + + T_j[t,:] = T_j[t-1,:]*np.exp(-1.0/d) + q*(1-np.exp((-1.0)/d))*F[t,:] + T[t]=np.sum(T_j[t,:],axis=-1) + + # add delta CO2 concentrations to initial value + C[:,0] = C[:,0] + C_0[0] + + + if restart_out: + restart_out_val=(R_i[-1],T_j[-1],C_acc[-1]) + return C, F, T, restart_out_val else: - fig = infig - ax1 = ax1in - ax2 = ax2in - ax3 = ax3in - ax4 = ax4in - - ax1.plot(ftime,pts['emms'],color=colour['emms'],label=label,ls=linestyle) - ax1.set_ylabel('Emissions (GtC)') - if label is not None: - ax1.legend(loc='best') - ax2.plot(time,pts['conc'],color=colour['conc'],ls=linestyle) - ax2.set_ylabel('CO$_2$ concentrations (ppm)') - ax2.set_xlim(ax1.get_xlim()) - ax3.plot(ftime,pts['forc'],color=colour['forc'],ls=linestyle) - ax3.set_ylabel('Other radiative forcing (W.m$^{-2}$)') - ax3.set_xlabel('Time ({0})'.format(tuts)) - ax4.plot(time,pts['temp'],color=colour['temp'],ls=linestyle) - ax4.set_ylabel('Temperature anomaly (K)') - ax4.set_xlabel(ax3.get_xlabel()) - ax4.set_xlim(ax3.get_xlim()) - fig.tight_layout() - - return fig,ax1,ax2,ax3,ax4 \ No newline at end of file + if not useMultigas: + C = np.squeeze(C) + F = np.squeeze(F) + return C, F, T diff --git a/index.ipynb b/index.ipynb index f1a5d33c..a4459d8b 100644 --- a/index.ipynb +++ b/index.ipynb @@ -2,29 +2,37 @@ "cells": [ { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "deletable": true, + "editable": true + }, "source": [ "# FAIR\n", "\n", "This notebook gives some simple examples of how to run and use the Finite Amplitude Impulse Response (FAIR) model. \n", "\n", - "The Finite Amplitude Impulse Response (FAIR) model is a simple climate model. It allows the user to prescribed CO$_2$ emissions or radiative forcing, non-CO$_2$ radiative forcing and climate and carbon cycle parameters in order to estimate global mean atmospheric CO$_2$ concentrations, radiative forcing and temperature anomalies.\n", + "The Finite Amplitude Impulse Response (FAIR) model is a simple emissions-based climate model. It allows the user to input emissions of greenhouse gases and short lived climate forcers in order to estimate global mean atmospheric GHG concentrations, radiative forcing and temperature anomalies.\n", + "\n", + "The original FAIR model was developed to simulate the earth system response to CO$_2$ emissions, with all non-CO$_2$ forcing implemented as an \"external\" source. It was developed by Richard Millar, Zebedee Nicholls, Pierre Friedlingstein and Myles Allen. The motivation for developing it and its formulation is documented in a paper published in Atmospheric Chemistry and Physics in 2017 (doi:10.5194/acp-2016-405).\n", "\n", + "The emissions-based model extends FAIR by replacing all sources of non-CO$_2$ forcing with relationships that are based on the source emissions, with the exception of natural forcings (viz. variations in solar irradiance and volcanic eruptions). It is useful for assessing future policy commitments to anthropogenic emissions (something which we can control) than to radiative forcing (something which is less certain and which we can only partially control).\n", "\n", - "It was developed by Richard Millar, Zebedee Nicholls, Pierre Friedlingstein and Myles Allen. The motivation for developing it and its formulation is documented in a paper published in Atmospheric Chemistry and Physics in 2017 (doi:10.5194/acp-2016-405)." + "The emissions based model was developed by Chris Smith with input from Piers Forster, Leighton Regayre and Giovanni Passerello, in parallel with Nicolas Leach, Richard Millar and Myles Allen." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { "data": { "text/plain": [ - "'0.1.1.dev0'" + "'1.1.0'" ] }, "execution_count": 1, @@ -33,372 +41,73 @@ } ], "source": [ - "import numpy as np\n", - "\n", - "%matplotlib inline\n", - "from matplotlib import pyplot as plt\n", - "plt.style.use('seaborn-darkgrid')\n", - "plt.rcParams['figure.figsize'] = 16, 9\n", - "plt.rcParams['lines.linewidth'] = 1.5\n", - "\n", - "font = {'weight' : 'normal',\n", - " 'size' : 12}\n", - "\n", - "plt.rc('font', **font)\n", - "\n", "import fair\n", "fair.__version__" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Basic run\n", - "Here we show how FAIR can be run with step change CO$_2$ emissions and sinusoidal non-CO$_2$ forcing timeseries." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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q6tSpuvnmmy80OgAfRocOgOqaPn26Pv30U0VERKht27aSTj8KNXDgQJOTAQBQ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\nFiNHjsSkSZNw5MiRmM9dt24d+vTpg4MHD+o4wxiidGtSVB+EtzKL6NY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D/7vvvvsAAKqq\n4vHHH8fIkSNRWFiIefPm6T19IiKiVsf4/W5YNm2Ac9JtgLHxh0uuX1+PQKc8ZCxckNDrWdatha/f\nAAQ6dxE8U3216ho6KSf0xkor7V3Ep5dxAjqCMnTq31jJzjTR2qJkjHhOy8eJfn7EvlEMvljsT/7F\nvvHVqgUjcj1amTMiA3uxaw+JPT9aGSAiA0dyx9FcD3T6/QllhOm0HiGB19iZJqIzwmL+myCwFhnU\nBMbRqH+TuDgZRwzoAACKioowcOBAzed07twZxcXFjR5///33sWXLFrzzTrBb4U033YTi4mIUFhY2\nei4REVFbYVmzEgDgHnNV9CfYbHBO/g0yH/srjLu+g//MPrFfrKYG5s0b4ZxSFPs5KYIZOkJpfCJf\n+7iYNzy1W6Fi1TEQVi9Ba2uKEmzDLuSNr05blHQuvqxZPFbkeiRvIdPt/GhttYH44xY9I0yf4sv1\n10bLt3ZpbYXSbWukyK1qiJ0JJHzrXdxAi6jAeKx/akWeH63MGZHXtR/R61yJ3O6b+oqKijBt2rRm\n/WxxcTHGjh0Li8UCi8WCMWPGRA38EBERtSWWNavhO7MPAj3yYz7HOfE2qDYbMhb9U/u1Nvw/KF4v\nPJdcKnqaumNARyDNT+SB2k8vJW8dQl2tHoGfyGtsIZO+dUhg5ozmVhuRW7u0ao3oXKxY6Hokb1FK\nZKuN0N8fraLVQjObJG/t0qlYsaKZGSj2ulahIGq3AeFb1bSLFQs7PzEDLQK3qkGjKLLg6zp2FqqY\nIH86GDRoUNznVFdXo6ioCIWFhbj11luxZ88eAMC+ffuQn19/s5qfn48ffvhB2lyJiIhavepqmDet\nh+eyX2g+Te3UCa5xN8C2/FUox47FfJ5l1UqoGRnwDhkmeqa645YrkTQDE3UZNSKLk8oOHMXJOBK0\nHv3bVevU5lunoq6aW2CkF1+WEQjTymiR3BY7JduwJ7Ae2W2+hV7XcToFAhC1noS2KLV4HP3WE+vD\nBJFt2OOdH2Ft2NNcZmYmRo8ejcmTJ6Nbt25YvHgxioqK8N5778HpdMJqtYaea7PZ4HQ6G71GVpYV\nJlOs4FrLGI0G5Obapbw2Rcdjri8eb/3xmOsvnY658slaKB4PLFeOhjnemu6dAbz8Etr/+yUE/vxQ\n4+87HDC99TrUsVcjt0sHofNMxjFnQEekeMWKFUFboeIWX1Z0aPMNndZT96YgXdp8S2jDrtXmW/J6\ndGvzLXA9ehbdDdK43gRe17q1YdelqHi8zBnZW5TEFn2PleUovA17rCCK8KLiibRhlxNoSBft27fH\n7NmzQ19PmjQJTz/9NPbt24eMjAy43e7Q95xOJ+z2xjeH1dXuRo+JkptrR3m5Q9rrU2M85vri8dYf\nj7n+0umYZ614F0Z7Jsr6nwvEW1PnHsgZOQrmRQtRPuVOIOLfUOtrryCnshIV198Er+DjI+uY5+Vl\nx/wet1wJpdWmGLWfXorcciW7daxWTRMIywTSLr6sBN/0COyi1CqKugrdeqdPsWK9imNLPz+hoIPk\nNt+agTAJRZFlZ4RpBngF//7EzZwRtUVJY9sqAGHdwXRYTyLFl8WcH73Wk94qKipw4MCBsMcCgQBM\nJhN69eqFkpKS0OMlJSXo3bu33lMkIiJqHVQVlg/XwHPxJUCDDFYtzql3wlBaioylixt9L2PJi/Cd\ncWZabLcCGNARS7Otb+3jAosVRy3qCtRmzkgugoq6Nz2Siy/XPq6oAoqt6lx8OdqbK6FbU7S22sjY\nQqYRoBKSMYEE1iO5aLXQrV2a6xGXmZFI0WohgWTNgIHITJPY44jdeqeVRSLy/MQPUImrRRYn40hQ\n4DXWvz1it96lt6+++gq33HILSktLAQDLly9H165d0aNHD4waNQrLly+Hw+FATU0Nli9fjiuuuCLJ\nMyYiIkoOw4H9MO4vgWdEQcI/4x36M3hGFMD+6F9gOFj/AYpx5w6Yt34K100T02Z7OLdcCaTdRhoC\nAy3aW66EdRoJZUxoBahErkdru4DsLWQ6bR0SvJUDiHV+ard26VZ8WXLRapFb73S+DqJut5HShl3u\nepREAgairmutvzmixtFq4S3y/EDjuAnceqfZhl14bSgdii+nsBMnTmDChAmhr2+66SYYjUY8/PDD\n+Ne//oUXXngBF154IW644QaMHz8eiqKgc+fOWLBgAYxGIwoLC7Fz505cddVVUBQFo0ePxqWXpn4X\nDiIiouYwb9oAIBikSZiioGrefHS4eCiyp9+JimVvQakoR07RbQhkZsE1bryk2eqPAR2hEshokd3m\nu+5x2W3LAYhrwx5nq5oeW8hCbdjTpM23hOLLuq1HcmZTIm2+Za9HRhv26F2u9GnzLbINu3amiciM\nsASKIgtZTwJbu4SsJ4GtaqLasGsWyg+eHxEN7FNVp06dYrYZHzx4cOi/b7vtNtx2221RnzdjxgzM\nmDFDyvyIiIhSiXnzRgTa5cLft1+Tfi6Q3xPVDzyE7Fn3IPfnFwMAjHu+R8Urr0Pt0FHGVJOCAR2R\nEmjzLfaNYuxPfaW3+a57XHKbb6A2A0V6JgPEnZ+21OY7FduwJ1CsWMj50WrzLXg9sdp8i2/DLr/N\nt2bAQHiRZz0ygWJvUUpGG/YWB1p0asNOREREBAQzdLyDhwCGpleLcU26DVAU2Ja9AtNX21G56AV4\nm7B1KxUwoCNSvIABjII+WdYoHhsaX3YRVHFbu+rfBErOONIquls7vvSiyDKK4WrWgpGcESah+LL8\notVa65Gx9U5u0WqtrTYiAy3BwIQOxXATWI+wLZjxMo6EXNfx25aLuq51OT+JtJVnQIeIiIgEUE6c\ngGn3Lriuu7F5L2AwwDX5N3BN/g3gdidcVDmVsCiyQEq8zBlhmSba3aeEdYVKoFix0PVobe0SETiK\nkwkkqmuXdjctgcVJNTOBxBcR1gqAiOnelsB6UqpotY5FuOO+wRa0Hh229AABqLH+tgnfQqa9tUtc\nwFpjOykAcVu7YtUhE9vtLGYbdpFb1YiIiKjNM2/eCKCJ9XNiScNgDsCAjmBxAi2iM1r0CkxobCET\n24ZdcneweFvIRAXctLbaQGDATatotdCirokU3ZXd5ltG5ozGViih13W0N9miiyLH26IkIiAaO2Ag\nfOtd3C1XcgMTYs9P/OLLYtqwa9U4Ern1LoEMKmboEBERkQDmTRug2mzwnTMo2VNptRjQESmB2jb6\nFSuW37Y8WKxYZBt2rUwgEZ9ga7SRDo0vsCiyxhYyIW3YE2nznULFivVaj35t2BPZApMmbb6FBo7i\nZwIJywjTpQ177K1q4s9PvJpAogJ7ehStJiIiorbOvHkDvOeeD1gsyZ5Kq9WsGjputxs7d+5EaWkp\nAKB9+/YYMGAArGmaxpSweDVahHWFitfm2wj5bb4R/LReh/UEP0WX3eYbEJ4JpPmpvOyi1XoXK5bc\n5jsl27BrvcEW2IY93dp861SsWNEpcyZ4jvUpvhwvQKXb+WnjbcuJiIhIgOpqmL7aDsdd05M9k1at\nSQGdb775BgsXLsS6devQqVMndOwYbPdVWlqKEydO4KKLLsLUqVPRv39/KZNt/TSK4YYeF7eVQ36b\nb+1ixaqgrV31gSN9iiJrZRmIDBjEDhwJXk/UjJa6NuwiuzVpFCsW1kVJexyhW+I023zLfYMttiiy\n1pYrkUV3NYoii6xxpLnlSvB1oEPmjHbgSOD50TEjTJ9i0kRERNSWmT/bAsXvh3eIgPo5aSzhgM5T\nTz2F4uJi3HzzzZg9ezY6deoU9v3S0lKsXr0a9913Hy6//HL8/ve/Fz7Z1q4+zVx2m+94W4fEFl/W\nfpMgfz3BLUqyt9rUPS5iK5T2OKICYYmdHxFb1eJvURK21SbWOKE3imLWo8IQtR6M0C0wCRUrFnR+\ndCpWrFfx5aRvIRO59S6BzBlRgXFVMUefguDjFrsNu8CtakRERNSmmTdtgGowwHfB4GRPpVVLuIaO\n3+/HihUrMH78+EbBHADo0KEDrrvuOvz3v/+FKqQ+SApKpM23yIwWzUKo+hQrFvaGp/b1ohK0RSnu\n+RG05SpuYE+n4svB8yOyq5o+W66ijSOyqKtmxoTgLTBaBcWDc5G8Fapua5fkTCChRau1uk8J3noX\nPzAhqM23HluUdCtWHL+WkpiMIyIiImrLzJs3wjfwbKhZ2cmeSqumGdDx+/1YtWoV1qxZg7vuugtm\nc/DTvw8++CDmz5jNZtx9991iZ5kq9OqiFG+LkqA38ol10xK5RUl2G/Z450eHrVBAcGuX9Bo60Gc9\nMgI6mplAcrfaCK81EneLkpj1xG/zLbv7lLj1aLb51ns9kreqiS0qHrsLmcitXYrWcRO59Y6IiIhS\nklJeBuvb/wGczua/iMcD89ZP4R06TNzE0pRmQOe+++7Djh078M033+DGG29ESUkJAODVV1/VZXKp\nJ5iZpLUFRkytkQS2Dgnq0hOktXVIj65d+m1REtI9J956RNU4inMdCNvalcgWMlFbOaBEf1MqsnuO\nZremusdbnmWoaGSaCH0jn9CWKzFbCePV0BF2fnTYqqbd5lt0TSA9tqrFDuyJ7Xqn03qIiIgo5RgO\nHkDu6F8g5zcT0WHoIFjfWNas1zF9uQ2Ky8X6OQnQrKFz7NgxzJs3DwBw9dVXY+bMmbjjjjt0mVgq\nilvcV1gNnThFdwW+wQ6+ntZ2AX22kIltw65PlyvN7TZ6rEd0N62Yryfo/GhttRGcCRTrd0cVuuVK\no8uV0G5a8btcidt6l+TzI3DrnXabb4Fb1RCIWdtGbEaYqvFvj7j1aAX2xG69IyIiolRiOHIYub/8\nORSHA1Vz58G2/N/IKfoNynqeBt8FQ5r0WuZNGwEA3iHM0IlHM0PH6/XC4/EAALp3747MRmVRAAAg\nAElEQVRFixbhxRdfxK5du3SZXMpJ5A227JomELlFKV5Gi+AaLZIDVJpFd+vG1ytzRmAmUOysCX3W\nI+z8aBaprbs20qO4b+iNfAqtR9HsbiT4/MQpViws8yzOcRNXI0z+FiWtwJ7YjDA/QgGiRpPglisi\nIqK2KuP5f8Fw7CjK33oPrsm/Qfkb78DfrTuy75sO+HxNei3zxk/g630G1Lw8SbNNH5oBnfvvvx+V\nlZWhr7OysrBw4ULMmjVL+sRSUwJtvkVmtGjWttGrWLHINuz6ZM5oFnYV2uY7xpsendYjLOAWuq51\nWE/Ma1pgG3bNN6R1gRbJ6xFcfDneesTVHpK/nmBgIs75kV20WmQAUbNtuehi0nG6aQlbj3bglUWR\niYiI2hinE7aXX4Jn1Gj4B54VfCwrC9WPzIVp51fIePHZxF/L7YZlwyfwXnyJlKmmG82AzllnnRXW\n0erkyZMwGo248sorpU8sJSXQFUqfjAnRRZEl14JJqM23/OLLwreqadSz0OX8CAzsxWrzDQg+PzGv\nNUBU+/qEihWLCuzpVTslbi0YUb8/OmW0xD1uogJHehRfTqANu7C/b9qZQEL+7ui1NZKIiIhShu0/\nr8NQVgbnb24Pe9wzegw8l1wK+7y/ATU1Cb2W+dPNUBwOeC65TMZU007CbcsBtN3uVYlKpOiuwACI\n9naO1Cm6q8QNgAhaTwLFikXW6pF+fuIFwiAqI0yrNgfEBY40i+5CYMBNYz2iixXH6z4l5DrQOj91\nb7BlbyETuRUqgfVIzjQR230qgTbfgv4e6HJ+Eioqzi1XREREbYaqIuO5RfD17Q/vsOHh31MU1Eyf\nCUNZGWzL/p3Qy1n+txaqyQTvhRdJmGz6aVJARxXQWSSd1X/6qbVdQIetNsLbfGusR2i76tjrEZrR\nkuT1CKtxlMiWOOlbbQAoirgtSpp/ksStJ3bBaoHFY7W2DoneohSnWLG4Nuxx1iPoOoh1fsQW3Y2/\ntUtYUfF02nqXUFFxBnSIiIjaCuPXO2H6egeck26Lem/lGzIU3vPOh33RPwF//HsR87oP4R08FGpW\ntozppp0mBXSUmDfzFJRIu2r5bb6FtatOqM136rUt16tYsR7ridnmu3YcIZ/8axYrBkRtvdPcygHB\n17VGJpDI6yBexoRubb6FtWHXIaNFrzbsaiB2m2+hbdgT2dol4PxojJOSbdiJiIgoJVjWrgIAeAp/\nGf0JigJH0TQY9+2Fpfh9zddSjh2D+asv4b3kUtHTTFtNCuhQHHEDBmJq6MRv861j23KBxZc123zr\nth6RmUCS27DHCYCILFYcu2A1ILY7WJxxpGdMAMLasLeGNt+p2IY9geLLwrrr6VWsOF7GkZDMJn3a\nliuJbCFjDR0iIqI2w7J2NbwDzkKgS9eYz/H88lfw558G+zPztV/row+Dzy9g/ZxEccuVSPG6NaXq\nFiXNNt8i16NRC0bgFjL5bdgTKFYsKjChlTkj8vzEy2gRFpjQygQS2LUrbk0gyUV3RW5RQvxixdKv\nA9HdwTSD1ZB+foRu7dIMiAo8P1qBsFBGmOytdwKLcBMREVGrp1RWwLxlE7yXXa79RKMRjtuLYP50\nM0xbNsd8mvWdtxHIOwW+gWcLnmn6MjXlyU888YSseaSJBLobCcw00dzOIbL7lEZhVxHrCb2GZht2\nX4vHSaT7lNgtVxpv4vTaOqTDViihGWF6FF9WAxrtqiH2Ooj5O6rU1lISVFQ83ht52VvIQoGJFCtW\nHHdrlz5byERlhMXcQiZyq5peW++S7MiRI/j8889RWloKAOjQoQPOOeccdOvWLckzIyIiaj3MH62D\n4vfDEy+gA8B1/QRkPvZX2BcuQOXgIY2+bzhyGJbVxXAWTQMM3EiUqCYFdOpamB84cADHjh1DIBB+\n03bBBReIm1kKUhLInBHb5lsrjV9km2+d2rBrbVEKiMw4kr+FTCtgoArNnIm3RUnUlrh4W5Rkb7WB\nwK1d2uOILVqtvR5xNVrkF91VVD9UxRzjm6K7acXZCiW9CHfd1iHJAVHBmUD6FF/WCIimQdvyjz76\nCE8//TR2796Nvn37omPHjgCA0tJS/PGPf8Tpp5+O3/3udygoKEjyTImIiJLP8uFqBHLawXv+4PhP\nzsqCc+JtsD81D4Yf9iDQ6/Swb9teXQrF74fzxpslzTY9NSmgAwD3338/3n33XeTl5cForP+UTlEU\nrFy5UujkUk5Cbb5FvLGKk2kirBtQ/OK+wmpZQHsrlC5tvoW1YY/X5lvcerS3KIlqw67TeuIUXxbV\nhh2abbEhNhNIjzbsWusRXazYoEcbdq3rQGQXJb3afGttjRTXhj2hosjSizyLbMOuv1mzZmH//v2Y\nOnUqLrzwQpjN4QFMn8+H9evX4/nnn8eqVavw6KOPJmmmRERErYCqwvLhGnhHFACmxMIKrlunwP7M\nfGQ+NgdVi16s/0YgANvSJfBcNKJRoIe0NTmg88knn+Djjz9Gbm6ujPmkOL2KFcfJNFHEvJFPrA27\nDutJtzbfomrBJJABIr3NNwRntGh10hO0Hs023wCEtmHX7AwosGi1Hm3Ytdp8i27DHiejRdzvjx5t\n2GNnHIltw55AJpCQ2l1aWyNTO0NnwIABmkEak8mEESNGYMSIEXj11Vd1nBkREVHrY9i3F8bDh+C4\naETCPxPo3AWOu2Yg8++Pwn3VtaHOWJb3VsB4YD9qHnhI1nTTVpM3p/Xt25fty2NJYIuSPkV3xXaf\nkt2GPfTmWXobdn8Cbb5FnR/5GSDxujWJLFasT0ZLnKLIwjLC4qxHWBt2/YpJ69KGXfXHrdEi/fwI\nzDRJLKMlddajXRtK4PlJoPhyqtbQueiii2J+z+fz4aGH6m8yx48fr/laXq8Xc+fORZ8+fXDkyJGo\nz1m7di2uvPJKjBo1CuPHj8euXbsAAAsWLMCQIUNQWFgY+t/q1aubsSIiIiJ5zJs3AgC8Q3/WpJ9z\n3DUDvn4DkHXPXTDu2Q3T558h586p8PUfCPeo0TKmmtaanKFTVFSEsWPHYuDAgbDb7WHfa/Ppx3Vd\nwGQHWpBAUWQhb+C01yOqDbt+xYrjbLURWBMo6VttAEDQFiXtT+QhLCMsoa1QgrZ2aZ0fcQFEFXED\ne4KKiquKReMZOmy9E1ysONb5Ebq1S6f1aLf5Flu0Ot5WKHF/r/XYeqe/m2++GU8//TT69+8f9vjR\no0cxbdo0mBJMJweC90oDBw6M+f2jR4/iD3/4A1599VX07t0br7zyCmbPno3XXnsNADBhwgTceeed\nzVsIERGRDsybNiDQvj38Z/Zp2g9aLKhasBC5v/w5Ogw7D6rFgkDXbih/7T+A1SpnsmmsyRk6M2fO\nxIABA3DGGWcgPz8/7H9tXf2nn1pp7/K3DgnbAoM4GUcp2YZdhy1KOhbd1e7WpMj/RB4Qdl3HPT9Q\nBF7Xyb8OAEHnR3PrEMRuVYu5nrrxddoKJT3TJDi+/K13greqxfo3QXgbdj3Oj/4effRRTJ06FevX\nrw89tnnzZlx99dU477zz8H//938Jv1ZRURGmTZsW8/smkwnz5s1D7969AQDnnXcevv/+++ZPnoiI\nSGfmTRvgHTKsWR2pfAPPRummbaj+8xx4Li9E+bK3oHbuLGGW6a/JGToAMH/+fNHzSBNxiu7CWJ/1\n0gKJtfnWJ3NG2CfLgD7riZOZIawNe7w236LasOuV0aIZaBF0frQyDCAuc0azzTcgMIMqgUwtHa7r\nVGvDnlCbb2HXtQ5t2PVq853AcROVEaZLG/YkGDZsGJ577rlQMObEiRN4/vnnMWfOHFx66aVNeq1B\ngwZpfr9jx464+OKLQ19//PHHOPvss0Nfb9iwAevXr0dZWRkKCgowffp0WCxamXhERET6UY4ehemH\nPXDdNKnZrxHofiqcRXfCCWaktkSTAzrXXnstVqxYgcLCQt5cRArV0NG42RXYFUqr+LKIT5ZbVZtv\nYZ+UaxcrFld7KE67ahFt2BMovqxLm2+hmVo6tWHXoWi1ZptvQGCtK4023xCbEaZHG3btgKhObb5F\nt2GP1+Zb2N837WLFLT4/cYP8qZ2hAwB9+vTBK6+8gt/85jeorq7GG2+8ge7du0sdc+PGjViyZAmW\nLFkCAOjXrx8yMzMxYcIEOBwOFBUV4dlnn8Udd9wR9nNZWVaYTFrbbpvPaDQgN9ce/4kkDI+5vni8\n9cdjrj+Zx1xZ+zkAwHZ5Aaw8ryHJuM6bHNBZvHgxysvLMXPmzFDbclVVoSgKduzYIXyCqcL+/cPI\n+LE2HVvjTYLir0bupotQNeA5+LN+2uRxMnf9EbbDwT32sT/9V6B4TiJ308WoPOslBOxNb/2W9e09\nsB55s/blYn+6bHAfQu7mEag8aykCGT2aPs7Xd8J67J24tW2Mjr3I3VyAinNeg2ptejpe9o4psBwv\njpsxYar+BrlbLkPFOcuhWjo2fZztt8By8n+AQSPYqRhgqvoSuZ/+AhWD3oBqymnaIKqKnC/Hw1z2\nCVRT+9hPU4wwl29Gu09HoeLcNwFjE/+4qH602/ZrmMo3I2DrFvt5igGWsv+Hdlt/hYpBb2qvPZqA\nF+22XQNzxafw2c/QeKIRlhOr0e7zsag453XA0MQ/X35n7Tifw5dzVuznKQZYjr+HnG3jUHnOa3GC\nP1F+3FeFdtuuhalyG7y5w2I+T4UR1qNvwuA9icqzX27SGACgeMuC56fma3isGtkDihG2Q/+GwXMc\nVQNfaPo47mNo98V1MDr2wJfVT3ucH1+E4jmG6v5PN3kcg+tH5Hx5IwyugwBiFNer/f3N2L8IBvcR\nVPd9ounjOPYiZ/tEGDzH42bO2Pc9CYP7MGr6NL0+nLFmF7K/uhWKrzJuoCXzh8dgdB1CzRl/bvo4\nVTuQvfN2KKpHY3ts7Xq+fxgG10E4Tp/V5HFMFVuR/XXtJ2hxAm6Zu/8Eg+sAnD+Z3uRxkmn79u2h\n/545cyZmz56NDRs2oE+f+toAZ52l8bejGdasWYNHHnkEixYtCm2/uuyyy0Lft1gsmDhxYtSATnW1\nW+hcGsrNtaO83CHt9akxHnN98Xjrj8dcfzKPeeaH/4MxIwNlp/UBeF5DZB3zvLzsmN9rckBn2bJl\nLZpMU2zcuBGPPfYYHA4HunXrhkcffRRdunQJe87atWsxf/58eDwe5Obm4qGHHsKZZ56p2xzrWI9/\nAFUxwpH/O6jmTlGf4+58NYw1u2A9sRKmqi+bFdCxHHsPqsEKx2l3A8bMqM9xdb0ORudeWE6uhalq\nJzzNCOhYjr0L1ZiFmlNvjflmxN31BhhdB2EpXQdTzTfwNCOgYz22AqopF878opjPcXW/CQbPMVjK\n/h9MNbvgbUZAx3r0bfht3eHqfrPGOBOheMtgKd8Ao/MH+JoR0LEdfQu+zD5wdZ8Y8znOU2+D4quG\nuXwTDM798GcPaNogATesx9+HL6sfnKfeGvNprh5ToJQsgKV8PYyuQ/Bn9m7SMIqvEpaTa+DLGghn\njymwxXieM38qMkoWwlL6EQye4wjYmvZptsFzApbSdfBmnwNn/u0xn+fseQdsB/4Fy8m1UHwVTQ64\nGdyHYSn7BN6cc+HsMSXm8xw970LGwedhPVEMBFxNDoQZXAdgLt8Ib7sLNM+P8yd3w3bwJViPvV1b\noLdp3QONjh9grtgCb+4wuE6dGPN5jp/cA9uPS2A9tgJVTRohyOTYDXPlVnjaXwhXtwmxx+k1E9Yf\nl8J67J1mBXSM1d/AXPk5PB1GwNXthuhPUhTU9PoDbIdfg+XYe0AzAjqm6p0wV22Dp+OlcHUZF2My\ndjhOmwHrkeWwHn+vWQEdU+WXMFd9CXenX8Dd5Zqoz1HNHeDoeSesR96E5fgHzQromCu3wVy1He68\nX8JzypVRnxOwdoWjx+2wHn0Llv/P3pmHR1Vkbfy93ekleydhUSHggOKCInvYRCJEdlBwYRRUBEVB\nQUFGBxUUQRFZREcUBUVUFHdh2D4WQQ2ETUXFdRwRGEDWrN1Jb/f7o5MOEZKuU9W3ujvU73mcZ+i+\nt6vOrZuk673nvOfYGj5Bp3AX4oq/R1m9ASird+YOFL748+FqOBK2Pz+B9dj/xZygcyYT4n/961/B\n/69pGjZt2hS28bZs2YLp06fjtddeQ9OmlX+n//jjD2RkZCApKQlAoMMWxZBZoVAoFAqjseRthadN\nO0BV7EQc8jcEo1OPK3A6nRg/fjwWLlyI5s2bY8mSJZgyZQoWLFgQPCZUlwip6H54U9vV+MXfm9oG\nxRc9A9uxtdyp/Br88Dg6oeTCJ6o9xuvIQnGz6UjfugHcJSq6H+463eC84NFqD/Gkd0GJOR7W7Zv4\nSxN0HWV1roGzyT+qHyfjajhNNlh39gZ/yY0f7nr94Dr//mqPcNftCV0zw/r1IL54yv2RyupfB1fj\nMdWPU74ZSt19M/jiCZxTes5NKM28s9qjys4ZBOg+WL4fAYDDu6n8GpQ2GIrShrdVK+iUnTsEmt8D\nyw9jOO+D8nEajkBZdRt5BIQ9+F2w/PQgeOKpKDdxNboHZedcX/04mSOg+UqQ9OujnPdB4Bxn43Fw\n1x9Q7WGuRvdA8xYi7rfpQE2dkKqlfJy/TYC7zjXVj3P+WJg8JxD/xwvEzy+nIp4m/4Qnvfq2zs6/\nPQjNfRT2g29zDVPhi1NywWR4U9tVP07TSTCV/Qnb0ZVc41TEU3zhtBrF1JILp8BU9j9YTm7lG6ci\nnmYzqhdTNQ0lzabD7NoPc8mPfMNUxHPx7OrFVM2Ekotnwuz6HaayP4XGKbpkXvViqikOxZfMgdn5\nKzS/cdkjRrF582ZpY7lcLvzzn//Eiy++WEXMAQI+hQ6HA48++ijcbjeWLVuGbt26SZubQqFQKBQ1\noRUVIm7Pd3A+MDHSU1GAo8tVdfz4I+eX0WrIy8tDZmZmsH3o4MGDkZubi+Li4uAx0dUlwg+myxlM\nVecXQNhKQMQ8EzRyPLxmzyEMaoOfLuhpocuIJ4S3URUE1qfiHJb7QMgLRC//X4b1EbmvKfEI3QcV\na8p+3fjMdyXFU34O+/rwi6EA2OMR+hkt/4xQCPkPUddHLJ6a/I2Ch4YjHubfOyJ/E2D8fRBBRowY\ngSNHjoQ87ujRoxg5cmS17x87dgy9evVCr169AADDhg1Dr169sH37dowYEcja27BhA06cOIEHH3ww\neGyvXr1w7NgxTJo0CYcOHULPnj0xcOBAXHzxxbjjjjvCE6RCoVAoFILE7dgGze+Hp0M1JfIKqYQt\nh/eZZ57B4sWLw/Vx2Lt3LzIzK0t4EhMT4XA4sG/fPlx6acDHIVSXCKmEMCatpGIDJyCASBGO2IQW\nsQ02OIQW/k0PZX2MF1q0qucQ0AgbOHlCC388FXNjWp9ThBbyT5CkeDSCMCG0PhVXgDUeQaGFRTgS\nM0YmxsMrTFDXR4pwxB8PRTgSWh+S4CYQTwS5+eabccMNN+DKK69ETk4OLr/8cqSlBXzKTp48ie++\n+w4bNmzA5s2bMXny5Go/p06dOlizZs0Z32vfvj0AoF+/fujX78ylawAwf/58gUgUCoVCoTAOy7at\n0M3mQMmVIuIwCzr79u1Do0aNqn0/nGIOEEhHttlsVV6z2WxwOs9sMvTXLhF/xehuEJoJMFktoV2t\nrQHfm4SEOMRzOGCbNB1WmzX0OOW+HwkJFq5xNNZxEHg/MdGCBJ5x4IfNboUlxLmaLx4AkJRoge5I\noDuI637Y7VZYQ43jLh8nKTAOCV+gxMAebw89jiswTnKylT6O2w0AiE+wh3SV14orx0EqcRxX4Ocv\nISEe9hDXXCsIjJOSYgOSiOPEVYxjD3mvaifslePEE8fRAjW+CYnxIccxHQ2Mk5pqB6y0cTR/YJzE\nJHvInwlTfCB2R6odMMdXeS/UPa55Ah20kpLiQ95Dpng7NOhwpMaTvXq00sA4yckM49htAPxc7v5a\nSXk8yQkAwzgadL5xCsvjSUkAUqqe/9drbrZZoWmc45wMjJOSkggk1ny+2WaFVgyucUzHAn/GU1MT\nAXuIcawWaGWc4/xZPo4jCbCEGMdiAfxs40RT15Pu3bsjKysLb7/9NubNm4effvqpyvsXX3wxcnJy\nsGLFCqSkEM3sFQqFQqGoJVjytsLb4gqg3OtNEVmYBZ1+/fqhbt266Ny5Mzp16oSOHTsiNTXVsIkl\nJCSgrKxqDX5paSkSE083Aj5Tl4i/YnQ3CJPPC49HR1EIV2tTqRsZAFwlpSjlcMBO9/vg9ugoDjWO\nMzCOs8SFMo5xMvw+lLn9KAlxrrnYg3QAJcUuuDnGqaP7UebWQ44TV+xBGoCSIhfcdifNQVzXURc6\nSsv8cIY4x1LihQNAcZELHgsxHp8LdQG4Sn1wMY5TVOiE10QbR/MUow4AV6k35DhWpxep5eP4dNo4\nptKSwD3k8qI0v+ZrbnN6kQKgqKAEPi9xHGflOKHuVbvLh2QAhQUl8JfRxjEXOQP3qtMb8l61lwbG\nKcgvgW6tzj3ozMQVOQP3KsM48aV+JAHIzy8GzFVzjkLd45YiV+BeLfHCE2KchFIfEgHk55eQu3ZZ\nigPjFJV44I2reZzEMj/idT+Xu7+1xBW4V4s98GkhxnH7Yeccx1biCtyrRW74/FXP/+s1T3LrsPp9\nXOPYnaWBe7XIDb+n5vOTPTosguMUFJZBL635/BQPYPZ5ucaJd5UF7tXCMsBc88ORFC9g8rLFE4lu\nEDWRlJSEUaNGYdSoUXC73cjPz4eu60hLS4NVGT8qFAqFIobRjh+HbeVylA24Frqj+k65NVJWBstX\nO+EaXr2Pp0IuzN/sd+7ciWnTpiEtLQ2LFy9Gly5dcP3112Pu3LnYtm0bPB5PWCfWpEkT7Nu3L/jv\noqIiFBQUoHHjxlWOO7VLxOWXXx7WOdBg87YRK7EAvURJpPyBUnIlKx6R0hSWEguhEjIObxsus2J2\nbxsxLyU58XCVKBkdj8h9TSxRAiSuj5QSMsGSHsM9WoglSqLxsP6cCvmdgfD3R1I8MVhy9VesVivq\n1auH+vXrKzFHoVAoFDGN6Y+9cPTtgeQHxyG9bQvEv/g81+fEffM1tLIy5Z8TRTALOlarFR07dsQD\nDzyAd999F3l5ebjvvvug6zqefvrpYF14uMjKysLBgwexc+dOAIGSruzsbCQkVKZmV3SJeOGFF07r\nEiEdstDi4xpGYzQRlu1tw++bIcF7iMdEmGMzQtn4iq0Ph1ePwcKEmNBC9U4BDF8f2fEYbIosJogS\nvWBkmPuGQ2iRFA+zKbIUoYU/Hg3lf7OM9upRKBQKhUIRVrQ//4Sjbw5MJ46jcP6r8LRrj6QnHoV1\n7WryZ1m2bQEAeNp3CPc0FZxwmSIfOXIE27ZtQ15eXlBw6du3b1gnZrfbMWfOHEydOhUulwuNGjXC\njBkz8O2332LevHlYtGhRlS4Rp/LWW2+hTp06YZ1PaKjChMiXdwYPDKEuPRThSMQMF8zxiGU2STL3\nDW4UDV4f6cIRi+dKGDJaDO/aRY9H0wXMl6NIaBHKPNNp3cG4f+dIy9ChdjuL9owjgoAoYvJMvq+V\noKNQKBQKRTQQ//orMB09gpMbvoTvsstRNuA6pHXvgqRJE3HiyquABHYvO2vuF/A2uwi69L22ojqY\nBZ1Vq1Zh27Zt2LZtG3RdR7t27ZCVlYWxY8eifv36hkwuKysLy5cvr/Ja3bp1sWjRIgChu0RIRfeB\nvfsHv9AC3ScpQ4ctnspNOEfGka5zZBzxjBM4h1YCw5NBRXiCLRBPcG6UEj+B62Z45hllHAisD088\nHPc1aX2EhJaKubELiFw/p+XnkAVrolcPOR7eLEfq+gj9DgXY27DzxRP8/SarhIxZoOKMJwqYOXMm\n+vXrF+yoqVAoFApFzFJWhvglr8Pdszd8l5Xbk1itKJ45F46BvZE491mUPDKF7bNKS2HZmgvXsNsN\nm66CDrOgM2nSJCQkJOD6669HTk4OLrvsMmjEbim1GlltvqFLKLGApHioT8oB4zN0RDJNCN424cg0\nIV03AW8bo9u9S/MeIpTAhCOzyeD7mnd9pGQc8Qg6FG8bEY8WajzC3jZsGWHR7tVTeb1ZMypjN0PH\n6/Xi3nvvRVxcHHr37o0+ffrgoosuivS0FAqFQqEgY/vkQ5iOHYNrxKgqr3s6dkbp9TchfsGLcI4a\nw5RxY9m2FVppKTzZ3Y2aroID5m/cO3bswLx582CxWDBjxgx06tQJd999N1577TXs2bMHOo+3SS0i\n8GXc4A0pwLxREtuQApARjyTBgM87hWd9qOakp5xDgeO6RbPgJs97iFKaIu49ZPz6yPIEkiWIssej\na2Hw6mGMR4rQIisewRIyHRqjQCUST+SZNGkSNm7ciLlz58JsNmP8+PHo06cP/vWvf2Hv3r2Rnp5C\noVAoFGzoOuIXLYC32UXwdO122tvO+x+EVlqK+MULmT7O+tkG6FYr3B27hHmiChGYM3QsFgvatWuH\ndu3a4b777kNpaSm++uor7Ny5E5MmTcLhw4exbds2I+ca3eh+pi+6okILXTgS+PJO9BqhI2lDSthg\nh0VoYTUnrXIOBbrnjJBXj+FeStG4PuICCGl9uDJnos9MWp45trjQwpxJJ8vbRtR7iLWLn4hwxJp1\nJXTdoofmzZsjIyMDKSkpWLJkCd544w2sXLkSDRs2xOOPP44GDRpEeooKhUKhUFTPzz/D8s3XKJ7+\nzBn3qb5mF6Hsml6If+0VOMeMA+Lja/w466aN8GR1BBITDZqwggdqTjwA4ODBg1i5ciU++ugjfPzx\nxzh69Ci6dDnblTrGL7vSSqHEzIrJwpFIlx6DN6SUUgGRjTypBCYspsjGxsMjTIgJLQavD0dpF5dQ\nyROPwH1tuJk0T8aRtC5kxmbShcMUmalLHEycsQDkeHj/Jug62L8yCAhuUUB+fj7eeecd3HLLLejd\nuze++eYbTJo0Cbm5uVi9ejX69euH++67L9LTVCgUCoWiRkxr1wAAynpV37zINQLiwMEAACAASURB\nVHosTMeOwf7eOzV/1p+HEffD93BfdXVY56gQh2SKnJeXhy1btuDo0aNo3bo1OnXqhBEjRuCSSy4x\nco6xgc7obROOUijDBQPak/LgvMhIevIvqW155TlmhmPDIRwxjBMWoSX0OGHxnJEmHFHuaw7vIZ54\nhIQjlp+fijUUEECYzIrLx5EqHLH8vJ1hHFbBLQZKoQIYnNlEztCJ3TLsbt26ISsrCzfeeCN69OiB\nxL88iRw4cCA+/PDDCM1OoVAoFAo2tLVr4G12EfyZjao9xtOxMzwtWyH+pRdQOux2wHTmv/WWTRsB\nAG7lnxN1MAs6CxYsQKdOnfD444+jXbt2sNlsRs4rBpEgtADlX96jx5sjNoQWglmxSAkZVzw8mx52\nbxv5QouAWbHR6xOVQksYBESjvXo42spr4Cgh4y3BZBE2Tz2VXOInR2gRF45Yu4MZ/bcHEDKtjgI+\n++wzpKWl1XjMkiVLJM1GoVAoFAoOSkqgff453HfcVfNxmgbX6LFIuWs4rGtXw937zNk89o8/gO/c\n8+BrfpkBk1WIwCzoXHLJJbj33ntPe1L1V1wuF5588kk89dRTwpOLKaQILQDgJ5ZYGGxWLGKGS9nA\nIfrjoXfpQVQLYTxmxXxCC4dZsYgwYbjQwuFtI8nsW0hoMbrUk0M4kuJ1Jdzlii0evp8dlJsVswot\nGviFFvYMHT1GPXRatGhRbfdOXdehaRp2794teVYKhUKhUNCxbvkCmtsNd/eckMeW9RsIX2YjJMx/\n/oyCjmnfH7B8tgHO8f+oNoNHETmYBZ0rrrgC/fv3x6BBg9CjRw9cfPHFVd7/+eefsX79enz44YcY\nOXJk2Cca7WisT4qDJQk+voEYhaPKEguecSo2VsaWDtGEicBceDKbKjdWkuJhautbMZdY8E4xttSG\nVkImft3YNqXipUNMPz9hicfo+7pCAjK4xI8Qjy60PuUZe4zro0EPnMNkEn/qONT7mlcA0ZmzlHTN\nLJCh42P8mwDBeCLHv//97xrfLysrkzQThUKhUCjEsG5YBz0xEZ4OnUIfHBcH16jRSHr0YcTt3A5v\n2/ZV3rYvfRMAUHrLrUZMVSEIs6Dz97//HVdeeSUWLVqEESNGoLi4GA6HA0DAQDApKQk5OTl44403\nkJmZadiEoxfWkiuRdsh6YHMhKwOE+OSfjtySkagqgZFU0iO9C5nR7apjILOJdN3CUeLH5G0Thkw6\nlhKlcGTSGRwPXxt2HWyeO6cgqeRKYzbKR/lxnN421JKrGMzQadSo0mNA13UcO3YMfn8gDqfTiXvu\nuQfr16+P1PQUCoVCoWDGunE99G7ZAKNNSunNw5AwawYSp05GwSerKjNxvF7Yl74Jd/cc+BuejXv8\n6IdZ0AGAhg0bYsqUKZgyZQr+97//4fjx4wCA9PR0NGzY0JAJxgyEL7v8rWPZvVNiQ2hh97aJBaGF\np0RJWjwCQgtLJlAsePVIKyGT5qUkaX14uk8ZLByduj70du+8Xj3UFGP2DDchrx7WjoQAhIQj+Nmz\nlLTY7nK1atUqPPLIIygtLQUQEHesViuys7MjPDOFQqFQKEJjOnQQ5r2/w3fvvczn6EnJKH7iKaSM\nGw3766+idMQoAID9nbdgPnwIxTNmGzVdhSAkQedUGjRogAYNGoRzLjEOo7cNwP+UlKcLjCRvDpEN\nqayMFlIXMhGzYoPbYnMJR1wdZ+jxCAlHssy+jc6ki0pTcfF4pHlDMf3eEfDqkSiIkrxtRMyKCX97\njDfkB4TiiQLmzZuHl156CW3atMGAAQPwySef4I033kCTJk0iPTWFQqFQKEJiydsCAPB36UI6r2zI\nLXB/+hGSnpwS6IylA0kPjYe7S1e4r+llxFQVYUC5GoUL3Qf2lHxeA8xyPxzDBZCKcVifLJ9yDgEt\neA5lo8jhCUSIp1JoERiH1Wy1yjkc4zB36QF4vJRo6yMQD8d9zbc+PEKYwHUjCSDRGw/lfgvL+pCE\nFmPva13kuhHbfGvwc5aq+QjCkYnfv4253BeB47jHiTxmsxkdOnSAxWKBruuw2Wy48847MX/+/EhP\nTaFQKBSKkFjytsCfmAS0uIJ2oqahaPbz8CenIHXoTUgddhO8F1+KwjeWAnHceSAKg1GCTjggedug\n/DijMxnCkGEQVd2aAvEIlZAZnQFCKVEKi0cLi4Ao13PGcC+YMJSqkdanlnjbhGd95JQS0krIorfr\nnUZu8w1wZzqShBb+DB1W4ShwHKdXTxSQmpqKxYsXw+/3w+FwYMuWLSgsLAyWmSsUCoVCEc1Y8rbC\n2649lwjjb9AQJ3Z+h4I3l8F57/0oePcj6MkpBsxSES6UoBMWCN42FcdJKBnRedPeCd42ss1jxboo\n1Y54otncV6g9ejSZSUvytgmPKbKxpYSVwhFBoIpirx4eQZTbVJwk8kPgurFnh8poWy4kHEUB06ZN\nQ25uLkwmE0aNGoV77rkHHTt2RJ8+fSI9NYVCoVAoakTLPwnzTz+wdbeqDpsN7p69UTJ5KvR69cI3\nOYUhkGW7q6++GtoZvthrmoaUlBS0bNkS9957L9LT08MywZiA5G1TvtEz3DulYj5yMnSi2zyWXXAT\nMY+ltd8Wj4fSVl5sfQjxcHn1cHjOxELmmSxhgunnR7wNe21aHx2aJIGKmqHDmanF/LdH0KuHEE8s\nmyI3bdoUr776KgAgOzsbO3bsQElJCdLS0iI8M4VCoVAoasayYxs0XYcnqyOskZ6MQgpkQWfkyJFY\nvXo1Bg8ejPr16+PIkSP49NNPcfXVVyMzMxOrV6/GI488gpdeesmI+UYpkoQWonAU8OoRaR8sZ0Mq\nrUuPrIyWaMrMENmQ8pQocd3XBPNl8Jvh8ph9821K5cRDKcEUE1oo8YRBEKWsD0+XK0qmiUjpqs5u\nlC9e4me80EIRjmI9Q+fQoUP46KOPcOTIkWDb8gqefPLJCM1KoVAoFIrQWPK2QrdY4GndNtJTUUiC\nLOh8/PHHePvtt2G1Vmp+vXv3xu23346lS5eia9eu6NXrLHPBJninBBAsuWJNr+cUjkglMGHJZDDW\na4RWAiO+wSbFw7PxJQlHYhvSqp9RE3KEIyGhJaq7xEV3RgtAK8HkLlE65TNqRqTETwdNfAf/fU35\nm1BxDhWd6t9WcQ5rmVbFOAThSKgNe+S566670KhRIzRr1gxmM0smpEKhUCgU0YElbwu8V7QC4uMj\nPRWFJMiCzv/+9z8UFRUhIyMj+JrT6cTBgwcBBJ5s6VxlFzEMuRRKg8bRnYUnQ4e7O0vF+aEQaIcs\nXzgyOjNDzoaUqwTGaOEoDG3LDfceogii4YhHVuaZJEGUdl9Lygw0WGjRheORIxyRulyVnwMQhQrd\nRxCBYjtDx+Px4MUXX4z0NBQKhUKhoOFyIe6br+AaNSbSM1FIhCzo3HrrrejVqxeysrKQmpoKp9OJ\nbdu24dprrwUAXHfddRg/fnzYJxrd8Agt/KUPzF/eedPeqZ5AgvFEpdAiqwTGcHNsuUKL4ZkZIt5D\nlC5kYRGOjI2HlqkVOyV+LKKBLiyIGi+0BEqUKGbFgXPId4JOLIUKnkPNPCF0uYrxDJ1+/frh3//+\nN6655poq2cgKhUKhUEQzlq93QfN44OnQMdJTUUiELOjcfffd6N69O3bu3InCwkIkJSVh+PDhaNGi\nBQBg9erVZ5chMkAzj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oxjx47hiSeegMViARDwD9Q0TXnoKBQKhYKbuJ07oPn98GR1Ip1X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+DesX21Hx9PMQh41Axb+fgtzmbGT/9S7A6yUWx/34I6Hj9txLofk89SyUM5sj++4/AYEAsThZ\nD0+F5YfvUT7rldB8np4F1ZMXmk8wSC7OtPsh7NmNihdnQxx+JcqffRGq0xmaj0Ku+i/rvr+B//UA\nyl96HeKIq0JVaByH7Ml/IerklvW3v4I/egTlr8yBeOVIlD//EjhJRNbf7s48jt8Py1dfQOrZK623\nq2ecAXHgEATGXw/Vk5fZWBgMhinUy4TOli1bUFhYiI4dOwIAxo4di40bN6KysjLh9s899xyuuuoq\nuN1uM4dJjNKiT+BrdSegitHnOCX0B/fkFT9CbEbAKpDjcKrnJvhb3BLdNwAg/P8n+u2HWDAk8zi8\nBacu245A83HglNh8oASggsPJ/ocg5ffNPI5gR0mvnRDPGBk3H04RofIunOx/EEHPpQTiuFHS+zuI\nTQcD1ebDqQEo1iY42e9XBHO7ZRxGteah5IqfIDbpU2N9RMj2FjjZ7wDk7I6Zx7EV4GSfXyDlXlLr\nPAi62uFk3/2QSSTCHC1xsu9eSNmda61PMKsTTvbdC8XZKvM4rnY42Xcfgq5zoudyKE4AUm4PnOyz\nG6q9WcZx5KzzQ2vgKASnxq+PmNcbJX12QbVm3mIQzLkIJ/v9CsXaNO58gxJAIH8QSq74Aaolc6eJ\noKcIJ/v9BkXIij9uagDiGVeipNdOQHBmHEdq0hsn+x8KtV7VWJ/Amdfg1OVfAnzmiRap6SCc6Hsg\nuu8oSgD+FjfhVM8tRKpNxDOG42Sfn8Nxqq+PCF/hHSi9lEyyInDmWJzs9W143/HHzdfm/1B6MZmq\ngcBZ16PksvAd+8jfH1UFp0rwtv07yrovTv7mFPC3vBWnLv0MQI31YTQsVBWOObMh9bgEwaLEf18D\nY66GsG8vLF99kXk8vx+Oea8hcOUoiIOHhp7jeVTMfB5cVRVcs57Rfr9RRBHOV19EYMhQBK4eF3rO\nbkfF07MgHDpIruLI54PztVdC87lyVOg5lwsVM5+HsG8v+JdeJBOnshKOua/Bf/U4iENCx03NzkHl\nk0/D8tOPcLz1hs4OjMGVnoJj/jz4rr8JUv+BoThN2n+LKQAAIABJREFU8lHx+JOwfv0V7O8uJBPn\n+HE4FsyHf+Lt0RYitVkzVE5/DNZtW2BbSuZ7ij98CPb3FsF355+i57fSshBVU6fDtv4TYtVa/L69\ncCz5H7x/vhvBrt1Dcdq2Q9U9D8C+cnnG1VqWHV+BE0VIl15GYrgMBqMBUC8TOvv27UNhYezuvdvt\nhsfjwYEDB2pt+9NPP2HTpk245ZZbTBwhBTgLOEWKPVaD0efJxhEANRYnGpNwHJWzxMdRg+TngrBG\nR9xxk6DyFKShOAu4avOBQmc+tdZHlSgdN0vsHAPA0ZxPzfWhEscSOseiccyZD831qfV9QOm4Ie68\nbsDrE9kf5c9P9PjQPg+iAtmU1ye8v+j5ptL5mxDTOZK0t2PUW6wbN8Cy+xf4NPREAsOvhGqzwf6/\nd5NuYxT70sXgT52qFU9ufw7EwUPheHchIGV+PtlWfAT+xAn4Jt4e93yw+8UQe/eBY8F8IlUg9qWL\nwZeW1oojXd4bUvce4OfOJVIF4vjgPfBVlbXiiAMGI9ihExwL3kzyztSwv7sQnN8P/62/i49z5SgE\n27YLHTcCOBa+BU6S4JsYHydwzXjIZ7WA420y83G89QY4RYHvltvinvffcDOUpk3heItcHJXn4b8p\n/rz2TbwdSk5uxgk367bNAADp4qKM9sNgMBoO9VIU2efzwV7DwcBut8NboxxVVVVMmzYNDzzwAKw6\nPZ5ZWXZYLISEJGsgCDw8HldG++CdTkANRvfD20M6DLl5uYDgyHiMsTgucKocF0cFB09e5nf94+I4\nnOBRLY4NAG/N+DhFiBxzweEEV6HE4lg5cATjROPZHeD8sTiCFeAEG/k4NgeglMXiWADOQiOOHVDE\nanFUcBa7Zpx0znPBaodgUWNxBBWwUpiP1Q6+ehxeAQTt+aQDb7HDZkV8HBuNODag2ufHwilQ7Q7i\ncTjBCruNgzUyH04BTyEOeCvsNkTj8JBhcziJx1E5AQ47B1t4v1yKcQyd40rob43TwcEe2VYNwu50\nRudHBCkYjsOH4qgKOChwOJ3R+RHBnwMAcDl5ODwuIJx3c7hcZONYI3EEOKvtl8TfT4Y5OOa+BsXj\nQeCq0Um3UXM9EAcMhv2D91H10KOAkP7vLse81yG3OTuhsKt//PWwf7QEtrWrIRYPSzsGADjnzYFc\n2ApSn/6144y7Djl33Qnrlk2QLkuvhSWC4405CJ7dFtLlvWvHGX8Dsv92Nyw7voxWbaQf53UEL+iA\nYI9L4l/gOPjHX4esqfdD+PEHyOdn0M6vqnC+MQfSRV0RvLBGaybHITD+erj/NR38vr1Q2mTQLq6q\ncLzxOqSinpDPrSELIAjwj5sA1zNPgT98CErzs9KPI8twzJ8H8Yp+tcdrtcI/dhycr70M7uRJqPkZ\nuFFJEhxvvQFx0JDabmBOJwKjxsLxztuorJgBNTsnrRDWLZsQPPe8zMbJYDAaFHWa0Fm1ahWeeOKJ\nWs9PmDABgRo9vn6/v1ZL1cKFC9G+fXv06NFDN1ZlJb0yb4/HhdLSzHqfXQHArUooPVUFcBxcXi/c\nAErLJYAj1x/sFgGnIkXH6/b54OSsGY+/JlkSYFfEWBy/Dw6CcSLHPEviYJNjcbL8PthgIT6f7CAH\nSzAQ3W92wAcrhTg5QR6CFIuTE/BDUAXicXJlHly1+eSIfvCKdpx0zvNcOdRqUxZ+X64UAKcTJx08\nCg8l4Ed5eL8eKQBVcEfjkiJPFSBXjxMUoVj46GNSNFEFcNXO67xgAMEghwrScWCB6PehMrzfJrII\niUKcfFgQ8PlQFd5vviwiICEalxRNOWtcnKaKhICI6GM9DJ3jqooCAH6vF95qcfwioo+JIEsoAOCr\n8sJX6gUUMRQ3QDYOJ0poCsBXVQVfqRecVBZ6HEAoLiF4fxD5AHyVVfBX2y+Jv5+JKCgge5PidIc7\ndgz2j5bAd9udgFO7HTMw5mrYly+FdfPG1Fx2qiH89CNsWzah8sHpAF+7mFzsPxBKwRlwLJifUUKH\n37sHtvWfoOreBxImnwLDr4Jy7xQ4FszPKKEj7PopNJ+pDycUTg+MGoOsB++FY8F8VGaQ0LF88zWs\nX32Jin/9J2Ec/9hxcE+fCseC+ah66JH043zxOSw/fI+KGc8mfN1/zXi4HnsYjoVvwXvPPxJuYwTr\nxg2w7N2D8sn3JHw9MO46uGc+Cfs7C+D7v0npx/n0Ywi//YrKJMfEP/56uF6aBcf7i+D73R/SjmNb\ntQLCsaOovOGWxHEmXA/nvNdgX/w/+G+4OfUAigLrtq0IjByT9hgZDEbDo05brgYPHozVq1fX+q9d\nu3Zx7VUVFRUoKytD69bxYq1r167F2rVrcfnll+Pyyy/H4cOHcfXVV2PLli1mTyVzou0CcvhfKeyY\nQriqqGaLBc2WHqV6S49Efi5A7VYoSvOp1TKiSIRsqmvHqZP1USWApzAfvmarmlktPXTihI5bjZZF\nM+LQPK+Vumm5MmN9oEgA6RZMjgt99iPzCVfO0Gohi35+wv8SP24RDaPI90G03Zfs94EaEaVmLVcN\nEucbr4MLBg3ZNwcGDoFqt8O2cpnutslwvLMAqsUC//jrE29gtcJ/9TjYVi0Hd+JE+nEWvhVqf5lw\nQ+IN3G4ERo6GfckHQBIdR0NxFswPzWfcdQlfV3M9UEeOgv39d4GwLXc62BfMh+pwxLSAasYpKIA4\ncAgc7yzIqF3N8fZ8qC43AqPHJnxdadESUp9+cCx6O6N2Ncfbb0LJ9SAQ0Ryqgdy2PaSinqH2rgza\n1RxvvQmlaVOIxcMTx+nYCVLni2BfkJm7mmPBm5CbnwVxwKCErwe79UDwnHPTbiMTfvwBfHkZpCQa\nVwwGo3FSLzV0ioqKcOjQIWzfvh0AMGfOHPTr1w8uV3xZ9iuvvILNmzdj48aN2LhxI5o3b453330X\nl17a8L7I1MiP6vCPaU6V6WlzqMHYHz41GItNEs5a4wJOjv2gJwlfQwtGDRIRWa2JyllrxJGJuObU\nisPXuCBVg3SOG2etkQijMx+YlJgIrU/1RAud8yBRApFKAoSPP99A6bxGTS0lWuvD1/z8BOmdbyYk\njuK+36IJEMLziSb5w38TIgkXwueBWiNO5F/i3ztRTSByzjcMkxBFOF5/FWL/gZDbGxDNd7sh9roC\n9pXL077Iti1fCumy3lALkrv6+cddBy4YhD0DUVz78o8gXXqZZruOf9z14LxVsK/4KL0gqgrbsg8h\n9e6jOR/lppvAl5XCtnZ12nHsy5ZC7DtA053IP/568MePwbohTRF3WYZ9+VIEBg+BmpW8Es4/7joI\nvx6AdVuaN1klCbZVK0IVWBpVYf5x18Hyy8+wfP1VenH8ftjXrEJg+EjAZku6WWDcBFi/+RrCTz+m\nF6eyErZ1HyNw1SjAkuTvEsfBP+56WD/fmpZVunXLJgCAVNQzvTEyGIwGSb1M6DgcDjz11FOYPn06\nBg0ahB07dmDq1KkAgJ07d+K2227T2UMDJPzjOe5uLJUESCRxFKoEolVhgBoX2FAleokWpWblDK0L\nuJqVM7QSLXLsoUqhwgC1L7BDx41WIkyu9gSlBCJfM4FIK2EQPx+qCcS4ShM6ib1a5wGtxCtnrVUJ\nRCVBVf08iFbOUF6fSOUM6flwXLx4eTTRQroSKP5vT/R7jvRxq1kJxGgw2Be/D+HYUXjvMN5qIg4q\nhrBvL4Tdv6QcT/h5Fyw/70JgaOJqiQjyBR0QPLtt2okWft9eWH74TrdlK3hJEZSCM2BbkV7FkfDz\nLlj27EYgSfVHBLVvPyi5nrTnY/l2J4SDv+keN7HfAKguV/pxvtgO/sRxiENHaMcZXAzVaoVteXpx\nrFs2gS8rRUAnTmDoCKg8D1ua87F99ik4bxUCQ7XPg8DwkONs2nE+WQsuEEhaBRSNMyIUx55GhZt1\n22bIzc+C0qq1/sYMBqPRUC8TOkCoSmfJkiVYvXo1Zs+ejYLwXY3OnTtj9uzZCd/z8ccfo2XLlmYO\nkxw1HUAUicqFb+xubORihFbrgxBXCUS1ZcQENy3w5rg11XQHo+qmVatyhn5LnLluWuTnU2t9aLpp\n1XJrMmF9qH1OBdRM8FJbH9puTQDACbEECCWnwMg+I/vnaM2n5t8EJZKgIu0Odnq1XG3evBmjR4/G\nkCFDMHHiRBw5csTwNqqq4sknn8SQIUNQXFyMGTNmmD38GKoK5yv/RbD9OZD6DjD8NnHQEAAhzZBU\nsS1fGtqHnjYOx0EsHg7rhk/BVZSnHCeS0NBLtIDnESgeFqqcCaSux2h4PlYrxIGDYVu9Agimnvi0\nLVsKlechDirW3tDphNh3QChBlUY7lH3FR1Ct1qRtQxHU7BxIvfvAvnxpWpVatuVLoTocEPv0046T\nnw+pqCfsy9NLuNmWfwQlKxvS5dp6T8pZLSBd1DU0nzSwL18KJS9Pt3pGadsOwfMvSCsRZt26JdRu\nlUA/icFgNF7qbULndEOtWTmjBildwEXuxla760vpTnlo/+FqBoVe60Ot1hQTKk1ClRlmVALRbLmq\n0ZpCI4HIJ6jUorY+9FvvwNeuNKG1PnGVDJTOg0QVblQqjvhqnx9VAQeVYoVbjYoWWt9v0fmE/qWT\n4K12XlNr7YpoAlX72wNQ1ARq/BU6Xq8XkyZNwiOPPIKVK1eiX79+mDZtmuFtli1bhm3btuHDDz/E\nkiVLsG3bNqxYkXpihAT2Jf+DdcdX8N3xx4TixMlQClsheEHHUHIi1ZjLl0K6qCuUFvo36AJDR4CT\nJNg+XpNyHNvyjxDs0MmQC5M4dDj4qkrYPku9Tcm+4iNIXbsZcmEKDBsBvqQkrTYl+4plkC65FGrT\npvpxhg6HcORwWm1KtuVLIV3eG2pOrn6c4uGhSq1U25RUFfYVyyD27Q/UMERJhFg8HJYfvgO/b29q\ncRQlFGfAIKCGu27COENHwPrlF+CPHE4tjiTBtmYlxMFDk7dbVSNQPBzWLZvAlZw0HIL/9QCEg7+x\ndisG4zSEJXTqC5FEi1K9coaS5gwQvcimqmkSF4dSooWvqQkkEb+zDKB2ooVSC0xtTSBKLVc1EyAK\nRU2TWokJOpoztUV3zdCcoVOhUzMRRi1BVUsTiKbmTI3KGVoViCZUzlRvuaLWogTEi4pTqpwBEN8S\nR10TqPFX6GzZsgWFhYXo2LEjAGDs2LHYuHEjKquJ6mpts2LFCowePRo2mw02mw1XXXVVnSR0+COH\nkfX3v0Lq1j0txx1xcHHoorSsNKWY1i+2Qxx2paHtgxdfAqVp05SrGbiTJ2HduhkBgw5ZYq8+UF1u\n2FKsAonOR6dtKILUbwBUmy3l+fD798Hy3TeG44iDhkAVhJTjCD/vgmX3L/pVTZE44eObalWL5dud\nEH77Vbc9KUJkHVNtI7N88Tn448cg6rSpxeKEtku1/c66ZRP40lLjx23ocHCyDNvqlcZjbN0MAJCK\nLktpbAwGo+HDEjr1BS5BooVmy1XkIpuiqw1QUxOIXpyYcCjFOCa0ptR0n6JX2VQ37mC0Kptqt6pR\nXB9TRHcTuDVRO68puzWhRitUJDFBJbFnguYMEP/5odxyFfk+oFY5g0iCl7KbVlgTiDsNNHT27duH\nwsLC6GO32w2PxxPn3qm1zb59+9CqVavoa61atcKePXvMGXw1sv4+CZzfj4pZLxuqKqhJYFBx6KL0\nk7WG3xO5UNbTTYkiCAgMKoZtzaqUXJtsq1eAUxSIwwzGcTggDhgU0k9JoU3JtnI5AANtXWHUrGyI\nV/SFfflHKbUpRfRWjCao1Cb5kC69LOUEiOH2sTDKmc0hdeuesu6MbflHUHkegcFDjcU5uy2CF3RI\nOUFlX7EMqsWi2z4WQT7/Ashtzk79uK34KNQ+1re/oe2DXbpCPrM57Ckkjqxbt0DJzoF8QYeUxsZg\nMBo+FH6BMtIhodMIrRYlhC4OVICaW1OsEig2Hxp3lmOVQEEAVmqirqFKIDn0A4vjQvGE5K4LaVOj\nEoiaG1BCNy367lP0WpTi7bepacHwNdaHlrgvZwHUqthjWppN1UWRKVbOVE/s0UxMVG+54mhVmqBG\nYi/a2tVAW66AcCUQXTet0M5rtMg2Unw+H+w12jfsdju8Xq+hbWq+5nA44PP5asXJyrLDYqHQmg1A\nEHgITTyQ//sSsrt3SW8nA66Amp+PrHVr4LzlRmNxVy+D2v4cZF/S1bAOCHf1WPBvv4m8nZ9DHTDQ\nWJw1K6AWFiKrd0/jccaOgfDhB8j75TuolxQZjLMcavv2yC7qphtHEHh4PK5QnD/8Hp7f9gAXXmgs\nzurlUDt2Qk7XToa2BwB+9CgIUybDc+IQ0L694ThK9x7I6WDA7SwaZzSEBx+Ap+oU0KKFofdYVi2H\n2rMnctu30t84DDdqFKz/fhyeoBcw0HYmCDwsK5dB7dsXua312+GijBoJ66xZ8PBBICdHf3tVDcUZ\nMBCeFsldzmoxciRsb8yDx85punxFsHy+BeplPeHJT+48VtdEznGGebBjbj51ccxZQqe+wEdaruhW\nztQSplRpiS/HO5qEKmcoXSAgdAGvwhn6l09uO5lpnKhGD1XXocarOcNRdAerVTljhvsUxfXh5MiF\nvExXc0YOX2RGK2doac5QtsVGjfVRKCaoqs2HZuIoUasaFU2g6pWBtCp0Ivs8DVquXC4XAjXEc/1+\nP9zVtEC0tnE6nXGv+Xw+uFy1fxxWVqYu0GsUj8eF0qf/G3pQ6tXeWIPs/oNgW74MpScrAEE7+cSV\nlSL/k0/gu/NPqCqrncBKSveeaOp0QnrnPVR2N9Bu4vWi6epV8F93IypTiMNd1gf5ggBx0XuoOlc/\n0cJVlIfmc9udhubj8bhQWuoF12sA8jkO4qJ34S1spx+n5CTyN2yA9y+T4E1hrfg+g5APILDoPfj+\n+Gf97Y8eQf7Wrai678GU4gh9B6MJHoB/0XvwT7xdP86B/cjf+TWqHnoUvhTiWPoNRt5j/4Lv3f8h\nMP563e09Rw7AuusnVE78HfwpxLH2L4bn6afh+98SBEaO0d1e+GYnmhw4gMpJ96QWp99geF56Ed4P\nl4W0dzTgTpWg6fffwTtqbEprYzaRc5xhHuyYmw+tY15QkDxZy1qu6gk13aeoVWaEhZa56hc9lNxz\ngOotV7S0U8Jjr+5sQ8s9J7J/UKwA4YRYJVA4Hg03oJqtUPRa74RaiRZq61NLE4jW+tRsuaKwPtUr\nqCLxqGinCPHfOZHnCFO95YquK5RQOwFC6/NjgpuWWn19aGsC1ToP6LTEcadBQqdt27Zx7VUVFRUo\nKytD69atDW3Ttm1b7N+/P/ra/v370d5gBUV9QxxcDP7UKVi2f667rW3tanDBoPF2qwguV8i1aeVy\nQ21KtvXrwPl8htugIqiePEiX9TbcPmT7eA04UUx5PmqzZgh2v9iwTott9cpQ+1iKcZTWbRDs0Mmw\nvk2q7WMR5HPPQ7BtO8NxYu5jxtq6IgS7dIXc/KxQu5oB+A+XADDePhZBurgISn5+tP1MD/vypVA5\nDgE997GacXpdASU7x1AbmfXzraH3MEFkBuO0hCV06gsJ3KeoubMAiHfTolihU/0uNs1KoKibFp2W\nq4TuYBTjxI6bTNF1qKb9Nv1KIJrnNWdC5UxcJRDFypm440axcibOvY1i5Uwi9yl6lTOR7zY5Gps0\niVqh6Ltp0dQESrA+1NzbZP3tGjhFRUU4dOgQtm/fDgCYM2cO+vXrF1dlo7XN0KFDsWjRIni9XlRV\nVWHRokUYPjy1i+j6gti3P1SLBXYDble25R9BKTgDwR4XpxwnMHQ4hIO/wfLN1wbiLIWSkwvpsl5p\nxBkGy66fIOz+2UCcj6A0bYrgxZekHqd4OKxffwX+4G+629qXfwS5+VkIdumaepyhw2H5fCu4Eyd0\nt7UtXwq5zdmQz78gtSARe/mNG8CVl+nHWbEMwfMvgNJWvzqpdpxhsK1bC3j1745zSxZD6mLMTS0O\nQUBg8FDY1qwGRFF3c9uKZQhecinUghTarQDAZoM4YCDsK5cDsvb3pnX9OqgOB6SLuqUWg8FgNApY\nQqe+UNMBhFLlTO2WK7puWnF3salqAlWvnKGoCVRtPnQ1gWLnATXNmWqVQLTctBJqzlDXNFFDrXe0\nNGdqivtSa4Gp6aJEd304ii1Kca02VFt6rPHVeqCVaLHUPm60Ei1KzcoZGusjxP/tAZ3jdrq0XDkc\nDjz11FOYPn06Bg0ahB07dmDq1KnYuXMnbrvtNs1tAKC4uBi9e/fGqFGjMGbMGAwePBj9+xsTU61v\nqLkeSJdepm9fHgjAtmZVqPojBXv0COKgYqg8D9synaoJWYZ91XKIAwcD1tTP8Yjrkq7blSSF5jN4\nqG6rWcI4YbFm3Sodnw+2dWtDVSYGtYDi4gwdDk5RdNeHq6yAbcOnofVJI07UXn7tau04p0pg3bwx\n5SqguDg+H2zr12luxx89Am7bNsPuVjURi4eDLy+DddNn2nEO7If1251pz0ccOgL8ieO6FW62Nasg\nXt7bkNYOg8FofLCETj0h+uO5uqMJZc2Z6L+0xC+BalUGFDVnAPM0gaoLh9LSGgGqXcTR1R6indiL\nczeKxKOuNRK+k0XZ5puuXbU1bm0AihfYtVqHGrLmTKJEC+1KLcqaQDXdtKhVuEXWh3KC6jRI6ACh\nCpwlS5Zg9erVmD17NgoKCtC5c2fMnj1bc5sIkydPxqpVq7By5Ur8+c/6+ib1GXFwMSw/fA/hl+RV\nLbZVK8BXVSIw3JhdeU3U/HxIRT11XYGsmz4Df/IkAkbdrWqgtCyEdGEX3fYh2/pPwJeXGbbdronc\n/hwEzzlXt33I9vEacF5v2gmD4IVdILdoqT+fVSvAiWLaCZBgj4tD9vI67Wq2FcvAyXLacaTLeoXb\nlHTm89GH4FQ1/URLn35QnU5dtyv7Rx+Gth+aWltXNM6AQVCtVs04wp5fYNmzG+LAIWnFYDAYDR+W\n0KkvRDVnqrVcUdTQiXfToqk5Uz1BRUkDBIiJSVOaT+L1oTefuPXhTVgfapozlpAVtqqEK2coas6Y\nYFcdqjCIb4GhpzlTw3WItq189LhR1myi6gpV+zygvj5UNWeEBOtDqdKxWith6DkaFW7xWleM04PA\n6KuhCgIcC+Yn3cbx9huQm58FqU+/tOOIw6+E5ftvIfz4Q/I4C+ZDyc6BmKKeSa0427eBP7A/6Tb2\nBW9BadIEYn9jrlsJ4wy7EtaN68EfPZJ0G8fC+ZCbnQmpd5/0gnAcAsNGwPbJWnCnSpLHWTAfcmGr\n9DVaBAGB4uGwr1wBrrIieZy330SwXXsE020dstkgDi4OJaj8/uRxFs6HemHn9C2+XS6I/QbC/uFi\nQEqSpFZVOBbMh9StO+S26WlgqTm5kHpdAfvi95O2XdlWrwSAUNUZg8E4LWEJnXpCzVYbWpUzNSuB\naFXO1KwEolU5U0tzhlLlTM1KIFqVMzUrgei1xMVXAlHVnAFC86FYOaMmbFGiXQlEUTslQYtSQ66c\nSSyK3HDdtKpXAlGtnOGqr485osh03bRilUCM0wel2ZkQBw6GfeFbQLD2+vNHDsP28Rr4x1+XVntS\nBP/YcVBtNjjenJPwda6iHPalixEYNTaj1hT/tRMAjoPjrXmJ45Segn35UvjHXgvY0nfd9I+/Dpws\nw54kEcYdOwbb6pUIXPP/7d17dFNVvgfw70lO0rRNn7wfLQ5vRJxREXoFRcCuFqgw6MizPEXGqeiM\n4xUW3ksHB3AqQwcso6M8hA4VsIzeQauWlyiDQLUKo4IP0FJaAUFLStImaR7n/pE0JW2KQ3POSVO+\nn7Vcy5xTzm+fnU345de995kCiC3/XLBNnQHBbodhx/aA5zVnv4Pu/f2e+27BcriGOJkQamsQ8X+v\nBY7z7TfQHzkE25TpLVrWdWUcjcmEiKKdAc9rv/wCuqOfwD1zZnBxpmVCc/EC9LsDL1cTPz0G8Yvj\nsE3JbHEMT5wZ0FZWQPf+uwHP6/fshrNvP7h73BBUHCIKXyzotBaN95xR7OlTKi25arznjFuZPXQC\nPoZdoS9wQKMCiCJPHWr0/ii55wzgLbR495xRYsbElYUw394pCn1R9M0Eqv+CrcyeM2oUJgLuBaP0\nnjNK7gmkafr4bcX3nFFyTyBNgAKI4nsCKbn5slalpWrXxx461JRtSia035+Hfv/eJuciCrdBcLth\nm/zTj5q+GqldO9jHZsBQuC3g7IyIN/4JwWqFbWpwcdzdk1A3OhWGV7YELFBFvP4PCHV1QX+Rd/Xq\ng7rhdyFySz7gdjc5b3itEILL5SmABBPnpkFw3HobDFs2I9BTwgyF2yBIEmyTpwUVxzl4CJwDboRh\ny6aA5w2FWyFpNLBPmhpUHMfwu+C64Wee+wkUZ/srkEQR7mnB9VvdqFS4unRFZHP3s60AUkQE7L/8\n6UebX419TAbc7dt7xkEjgsUM3eGDXG5FdJ1jQae1aLQERtE9TYBGBRCFlj6g4bf+yi258i+0KPc4\n8Ubvj1uZJVe+oopvHKhwPwousWh4f5zKLk0JcD/KjGstmi7pUeh+fGNayffnii/ySt+PKkvitE0K\nLYotVVNjyZUQqNCiUCHZfcVnDpRZeuc3E4iuK3WpaXC3bw/D1gL/Ey4XDFu3oO6O4df+VKMAbDPm\nNDs7w7CtAM7efeC87dqfotUkTuZsT4HKu9zFL86rr8A5cBBcg26WIc4saM+chu5f7/ufkCQYthfA\ncdtguPr2Cz7OjDkQv/oS4kcfNokTsa3A8/7c8LPggggCrDNmQ3fsaNOnkblcMLy6DY67R8HdpWtw\ncTQaWDNnQ3/4A2hPfu1/zuGAYcd2z5K7a33qVGOiCNu0GdDt39d0+Z3djojXd8A+NgNSfEJwcfR6\n2CZPh37X202W3+nfLoLgcKAulQUdousZCzqthFqP+W6YCdRQmFDy6VPKLx1qWghTYmZGwPdH6ZlA\n9XvOKD0TSNFNXa8stCg3c+bKmUBKb4bbeCZ1cIbbAAAToklEQVSQInuaXLl0SNGnDl35WGyFl/Q0\n3hNIsZlAau85o+Cm1QGWkCn9GHYlH/fueToYl1xdl/R62KbNhP7tN6E7eMB3OPL5PIjffgPrvIdl\nCeMYdidcN/wMkRtf8pvVont/P3QfHoFtWnDLbOrVpabB1akzIje85DerRffuHuiOfgLbtOBm59Sz\nj70X7sRERG5c53dc/85bEL84AdvUGbLEsU24D25jDCJffsnveMTO1yGWfQvbVJnu51eTIRkMMLy8\n3j/Oju3QflcpWxzblOmQRBGGTf5xDFu3QHPxgnxxps8EAET+3X+WTmT+RmhMJvnen8yZEJxO/1lH\nLhei1qyCc8CNcPzXMFniEFF4YkGntQi054zSe5pAucJEwD1nFHz6lO9LglJ7AgXYc0bxPYEU/GIl\nXbEkTuk9ZwDv++9Wdk8ToL4QpuDSLr/CkXKFCdX2BNKotydQ0yVXShcmFN4TSKWnaQlNZs4oUUBU\nZ0+gKwt7dP2pefxJuHr2QsyCX0MwXYL2ixOIXrkC9owJqGvh062a0GhQ+9snoPu4FJF/XeM5ZrEg\n5onH4OzZC9YH58sTRxRhfeQx6P/1HgybPU8uE8yXEfPEb+Hs1x/WmXPliWMwwPrrRxBR/JZnDyJ4\n9ugxLnwczoGDZCtMwGiE7cH5MLz+D+jf/Kcnzo8/wvjUk3Dccivs90+SJYwUnwDrzDmIfOXv0O/1\nzG4Svv8exuzFcAxJgf3eX8oTp2NH2KZMR+TGdb4Coua7SkQ/vQR1d45AXdoYWeK4uyfBPvFXiHwh\nD2KpZ3aT5nQZop/5I+yjU4Pa5PtKrl59YB+Tgag1q3yzmyJ2vg7x1EnUPLEoqL2NiCj8KZAZUot4\np7drLV9CNJVAcNYosodO/ZcB0XICbn17CK5aRZ/WJJqPQ9IaAbddoT2BPG3Xmj+FJGghSHWKLX0A\nANH8b8+XeYWfDiZe/gSauh/8jsnKe03d5Y/hFuM9xxR4mlZ9HLH6I/jqxwou8dOZSiC4arxxlHt/\ndJcOQ2M/53dMVt6ng4mmIxAtX3mPKfT+uOsgmkogmj9tOCYzT4HK7oljOe49ptDTtFy1EE0l0FpO\neOIospeSCMFV44lT86UvtuwEEYLL7Om3mpOKxZEEERqHyXM/tad8x2QniNA4qiCaSgAAbkN3AH3k\nj0OtU3Q0zH/bgPix9yAx5RYINhuk2FiYV66WZdZMPdu0GdC99y6i/7QMEHXQfXgEmoozMO0sDmoz\n5Mas87Oge38/jNmLAUGA/r13oTn7HUxv7QEiImSLU/vY76E78B5iFv0egtMJffFb0Pz4A0xbdwA6\n+QqvNU8uhu5f7yHmdwtgqa1FxM7XIVRXw/zaC0Ftutwkzv8shf6Dg4hZ8GtYVqyEYfsrEKxWmNc8\nL2thwvLHP0FXchgxDz+ImuU5MPx9EwS3C+bcPFnHm+XZXOhKP0Ls/DmwPL0CUev+BkmjhWXVc7LG\nMf9lLRJGDUPMvFmoWfJHRK3KgbNff9RlTJAtBhGFJxZ0Wgm3Lg4AEF22EtFlKwEAdWKc7HEk7zWj\nv1mG6G+8x3RKxPEUCYwn/9d3zK3A/dT3W8xXCxtiK3A/9W2P+eK3DXGUeH+8bY89/htl43ivGftZ\nw28RlXx/4v7dsPmgkvcTd+yBhmO6eMXixH8yvskxWeN4+y3ho4bHkLoVuB+3GAdBciDho9SG2Ard\nj8ZlaRRHmfdH46hS/n7EOGjt5/ziuMVY2eO4xThorad9cSRoIIlG2eNIYhzE2pMNcQQRkla+L76+\nOLo4iJcO+OK49J3hnlApexxqvZy/uBWXX9qEiF1vQ4qKgm1qJqT27eUNIgiw/CUP4uefwrj0fwAA\nNb/7bzhTWvjI7eZoNDD/dR0SRg9HzMLHPXF+vxDOwUPkjaPVwvziRiSMHIaYxxd44ixeAufNv5A3\njl6Py+s2I+GeOxH7qGcJnCV7Wcsf7d2cyEhc3rAZ8feMQOxv5nniLM+Bq7fMxV2jEZfX5yNhzCjE\nzp8DSRBgefYvwe8F1IgUF++5n3GpiHtwpifO6r/C3a27vHHatcPllzYhfuJYxM3NhKTV4vLLBZyd\nQ0QQJCnAlvZt0MWLZsWuHR8fBZOpNujriJf/DcHxg++1M3awIsUJ8fJRCI4q7ysBzrjbIYkx8sep\nLoXgrPa+0sARPwTQRstybV+fSxLE6o8guOrfXw0c8UMBbZQscXwkCWL1hxBcFu8BLRzxKYDWIHMc\nt2eGlts7ngTRE0cj32/7PHFc0JlKALfVG0fvjdP8b/taNM7dTuhMRwDJ7o0T4Y0jcy3Z7fDGqfO8\n1hg8ceSeBeKu88ap39cmCs74oYAgc0LlsiHBdQwWs2e2kaQ1whk3RNbf9nniWD3jAC6F49RAZ/oQ\ngGdPC0mMhTMu+I1JGxOcZu9sMMkbJwHOuFv/4z//n45xwXkZYnVpQxxdOzhjZf5yBUBwmCBe/tj3\n2q3vCFfMIPnj1P0I0Xzsijid4YoZqECcHzyzHL1ckTcgtusgWf79bKxDB/n/TWttwiGvCSmbDdqz\nlXB17gpEyZwTXEGwmKGprIS7Sxd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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "emissions = np.zeros(250)\n", - "emissions[125:] = 10.0\n", - "other_rf = np.zeros(emissions.size)\n", - "for x in range(0,emissions.size):\n", - " other_rf[x] = 0.5*np.sin(2*np.pi*(x)/14.0)\n", - "\n", - "C,T = fair.forward.fair_scm(emissions=emissions,\n", - " other_rf=other_rf)\n", - "\n", - "fig,ax1,ax2,ax3,ax4 = fair.forward.plot_fair(emissions,C,other_rf,T,tuts='yrs')\n", - "fig.tight_layout()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Emissions only\n", - "We can also run FAIR with just CO$_2$ emissions and no forcing." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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+yeuMRiOLFi0iOjoagM6dO7NkyRKXa3bu3InVaqVnz57k5+eTk5PjLMy0atWK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\nt2+vc889VwkJP3zTZbRMbI0EAIgGFHTQIGboAABak3bt2ik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98OABg3bhy2bNmCUaNG2SxGIiIiko5XXnkFI0eOxO9+9ztERESga9eu8PX1BQBcv34d//nPf7B/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\niOzl4MGDSExMRPfu3fHDDz/g5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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "emissions = np.zeros(250)\n", - "emissions[25] = 1.0\n", - "other_rf = 0.0\n", - "C,T = fair.forward.fair_scm(emissions=emissions,\n", - " other_rf=other_rf)\n", - "\n", - "fig,ax1,ax2,ax3,ax4 = fair.forward.plot_fair(emissions,C,other_rf,T,tuts='yrs')\n", - "fig.tight_layout()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Forcing only\n", - "Or we can set emissions to zero and just have radiative forcing. Here we simply have a step change in radiative forcing from 0.0 W.m$^{-2}$ to RF$_{2 \\times CO_2} = 3.74$ W.m$^{-2}$" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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iSxX7zAwd3ntQOkmfnUDBPQ0tzDO0ME/fJCVV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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "emissions = False\n", - "other_rf = np.zeros(40)\n", - "other_rf[10] = 1.0\n", - "\n", - "C,T = fair.forward.fair_scm(emissions=emissions,\n", - " other_rf=other_rf)\n", - "fig,ax1,ax2,ax3,ax4 = fair.forward.plot_fair(emissions,C,other_rf,T,tuts='yrs')\n", - "fig.tight_layout()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# ECS and TCR\n", - "\n", - "\n", - "Here we perform a 1% per year increase in CO$_2$ concentration with stabilisation experiment to confirm that our input values of ECS and TCR actually manifest." - ] - }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 2, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CO2 levels capped at: 556.0329ppmv\n", - "Diagnosed TCR: 1.6001K\n", - "Diagnosed ECS: 2.7499K\n" + "\n" ] - }, - { - "data": { - "image/png": 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2miorKxUREaHU1FRdeeWVWrp0qTZv3iyTyaThw4crOTlZkpSfn685c+YoPz9f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\n+ANeuQIAAPCBkydP6pFHHnF9njRpksx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EeCMPAACA37r66qvP2aSx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\n8uXL4+HhQdu2HWyuq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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "# To get the doubling slightly more accurate, we use a monthly\n", - "# concentrations time series rather than an annual one\n", - "\n", - "co2_concs = np.zeros(2000*12)\n", - "C_0 = 278.0\n", - "# set number of months of pre-industrial concs\n", - "pic = 120\n", - "# CO2 concentrations double in August of year 69 of the 1% per year increase\n", - "dblt = 12*69+8\n", - "co2_concs[0:pic] = C_0\n", - "co2_concs[pic:pic + dblt + 1] = C_0*(1.01**(np.arange(0,dblt+1)/12.0))\n", - "\n", - "print 'CO2 levels capped at: {0:.4f}ppmv'.format(co2_concs[pic+dblt])\n", - "co2_concs[pic + dblt:] = co2_concs[pic + dblt]\n", - "\n", - "C,T = fair.forward.fair_scm(tstep=1/12.0,\n", - " co2_concs=co2_concs,\n", - " C_0=C_0,\n", - " tcrecs=np.array([1.6,2.75]))\n", - "\n", - "fig,ax1,ax2,ax3,ax4 = fair.forward.plot_fair(0.0,C,0.0,T,tuts='months')\n", - "\n", - "ax2.plot([0,len(C)],[2*C_0,2*C_0],color='black',label=r'2$\\times$CO$_2$: {0:.4f}ppmv'.format(co2_concs[12*79+8]))\n", - "ax2.plot([pic+dblt,pic+dblt],[0.0,2.0*C_0],color='grey',ls='--')\n", - "ax2.legend()\n", - "\n", - "ax4.plot([0,len(C)],[T[pic+dblt+1],T[pic+dblt+1]],color='pink',label='Diagnosed TCR: {0:.4f}K'.format(T[pic+dblt+1]))\n", - "ax4.plot([pic+dblt,pic+dblt],[0.0,T[pic+dblt+1]],color='grey',ls='--')\n", - "ax4.plot([0,len(C)],[T[-1],T[-1]],color='maroon',label='Diagnosed ECS: {0:.4f}K'.format(T[-1]))\n", - "ax4.legend()\n", - "\n", - "fig.tight_layout()\n", - "\n", - "# In FAIR, the radiative forcing due to increases in CO2 concentrations\n", - "# isn't actually seen by the climate system until a year after they happen\n", - "# (see FAIR-maths.pdf for an explanation of why this has to be the case). \n", - "# As a result, it's necessary to look at the temperature the year after CO2 \n", - "# concentrations double to determine TCS, rather than in the year of doubling,\n", - "# as this point represents the climate system's actual response to the \n", - "# full linear increase in forcing. If we didn't do this, we'd be chopping off\n", - "# the last year of forcing.\n", + "import numpy as np\n", "\n", - "print 'Diagnosed TCR: {0:.4f}K'.format(T[pic+dblt+1])\n", - "print 'Diagnosed ECS: {0:.4f}K'.format(T[-1])" + "%matplotlib inline\n", + "from matplotlib import pyplot as plt\n", + "plt.style.use('seaborn-darkgrid')\n", + "plt.rcParams['figure.figsize'] = 16, 9\n", + "print plt.style" ] }, { "cell_type": "markdown", - "metadata": {}, - "source": [ - "The plot above isn't very illuminating so we can split our axes instead" - ] - }, - { - "cell_type": "code", - "execution_count": 16, "metadata": { - "collapsed": false + "deletable": true, + "editable": true }, - "outputs": [ - { - "data": { - "image/png": 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LFpjNZqzW7D8z16xZAxT8fFwuF1FRUXn6ziyM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\nuKx7dsvxr8VyLF6oq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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "spltyr = 100\n", - "spltmon = spltyr*12\n", - "\n", - "fig = plt.figure()\n", - "\n", - "ax1 = fig.add_subplot(221)\n", - "ax1.plot(np.arange(0,spltmon)/12.0,C[:spltmon],color='blue')\n", - "ax1.plot([0,spltyr],[2*C_0,2*C_0],color='black',label=r'2$\\times$CO$_2$: {0:.4f}ppmv'.format(co2_concs[12*79+8]))\n", - "ax1.plot([(pic+dblt)/12.0,(pic+dblt)/12.0],[0.0,2.0*C_0],color='grey',ls='--')\n", - "ax1.legend(loc='lower center')\n", - "ax1.set_ylabel('CO$_2$ concentrations (ppm)')\n", - "ax1.set_xlim([0,spltyr])\n", - "\n", - "ax2 = fig.add_subplot(222, sharey=ax1)\n", - "ax2.plot(np.arange(spltmon,C.size)/12.0,C[spltmon:],color='blue')\n", - "ax2.set_ylabel('')\n", - "\n", - "ax3 = fig.add_subplot(223)\n", - "ax3.plot(np.arange(0,spltmon)/12.0,T[:spltmon],color='red')\n", - "ax3.plot([(pic+dblt)/12.0,(pic+dblt)/12.0],[0.0,T[pic+dblt+1]],color='grey',ls='--')\n", - "lns = ax3.plot([0.0,spltyr],[T[pic+dblt+1],T[pic+dblt+1]],color='pink',label='Diagnosed TCR: {0:.4f}K'.format(T[pic+dblt+1]))\n", - "ax3.set_ylabel('Temperature anomaly (K)')\n", - "ax3.set_xlabel('Time (yrs)')\n", - "ax3.set_xlim([0,spltyr])\n", - "\n", - "ax4 = fig.add_subplot(224, sharey=ax3,sharex=ax2)\n", - "ax4.plot(np.arange(spltmon,C.size)/12.0,T[spltmon:],color='red')\n", - "lns += ax4.plot([spltyr,C.size/12.0],[T[-1],T[-1]],color='maroon',label='Diagnosed ECS: {0:.4f}K'.format(T[-1]))\n", - "\n", - "ax3.legend(lns,[l.get_label() for l in lns],loc='upper center')\n", - "ax4.set_xlabel('Time (yrs)')\n", - "ax4.set_ylabel('')\n", - "ax4.set_xlim([spltyr,C.size/12.0])\n", - "plt.tight_layout()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, "source": [ - "## RCPs\n", + "## Basic run\n", "\n", - "We can run FAIR with the CO$_2$ emissions and non-CO$_2$ forcing from the four representative concentration pathway scenarios" + "Here we show how FAIR can be run with step change CO$_2$ emissions and sinusoidal non-CO$_2$ forcing timeseries." ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 3, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { "data": { - "image/png": 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hKGgetmzZhAkTApGdnY3AwPHo2bMP5s0LglQqRXx8HGbOnAK1Wo3+/QcAAAIC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"text/plain": [ - "" + "Text(0,0.5,u'Temperature anomaly (K)')" ] }, + "execution_count": 3, "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure()\n", - "ax1 = fig.add_subplot(221)\n", - "ax2 = fig.add_subplot(222)\n", - "ax3 = fig.add_subplot(223)\n", - "ax4 = fig.add_subplot(224)\n", - "\n", - "rcps = ['RCP3PD','RCP45','RCP6','RCP85']\n", - "colours = ['green','blue','red','black']\n", - "\n", - "for i,rcp in enumerate(rcps):\n", - " emms_file = './fair/RCPs/' + rcp + '_EMISSIONS.csv'\n", - " emms_data = np.genfromtxt(emms_file,skip_header=36,delimiter=',',names=True)\n", - " emissions = emms_data['FossilCO2'] + emms_data['OtherCO2']\n", - " \n", - " forc_file = './fair/RCPs/' + rcp + '_MIDYEAR_RADFORCING.csv'\n", - " forc_data = np.genfromtxt(forc_file,skip_header=58,delimiter=',',names=True)\n", - " other_rf = forc_data['TOTAL_INCLVOLCANIC_RF'] - forc_data['CO2_RF']\n", - " \n", - " C,T = fair.forward.fair_scm(emissions=emissions,\n", - " other_rf=other_rf)\n", - " \n", - " fair.forward.plot_fair(emissions,\n", - " C,\n", - " other_rf,\n", - " T,\n", - " y_0=1765,\n", - " tuts='yrs',\n", - " infig=fig,\n", - " ax1in=ax1,\n", - " ax2in=ax2,\n", - " ax3in=ax3,\n", - " ax4in=ax4,\n", - " colour={'emms':colours[i],\n", - " 'conc':colours[i],\n", - " 'forc':colours[i],\n", - " 'temp':colours[i]},\n", - " label=rcp\n", - " )" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## RCPs with uncertainty\n", - "\n", - "We can run FAIR with the CO$_2$ emissions and non-CO$_2$ forcing from the four representative concentration pathway scenarios with an uncertainty plume for concentrations, temperature and radiative forcing highlighting high and low responses." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, - "outputs": [ + "output_type": "execute_result" + }, { "data": { - "image/png": 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tePHFV/jLH4BeH4LffvsVx4//g2bNmosdDlUC+cNHPHD2jE6nQWY5r3JV2EMn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\nJxf7Pc2wtWyFftlSr0zoABgMvZk+/RUuXDhPZCXuTCZEVVG3bl1Gjx7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MY+3JNTzb1r3F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TalTTj22FEoisKiRQuSbYpAIBAIBAccwWCQN96YTVZWTryuqGgry5cvY+jQIxJeONG+pmly/vm/\nsbNaRSK4n3sG5+JFtmfNbsQcx/p1eJ59CteCjzCzsgle8BvCp58pxByBQLBftGtBp6amhmnTpjFx\n4kQuu+wy1q7tGA9pgvbB57NeRQVuefV5HEr79UyJ0TW1G11TurF46yetMv6IEQahkMR337XfzyI8\n5WwsScL9+qxkm9Im+P0pHHXUMCHoCAQCgUCwDyxevJCamlp80Xg1hmHw4YfzSElJ4dhjR8X7WZbF\n9u0lnHvu+WRnZ0MohPvpJ1CWL8Po2m2XWaek6ipcb79h35vIEqEzzyZ0znmYDbJjCQQCwb7Qbpdc\n+Xw+TjnlFC699FLy8vKYMWMG06ZNY+7cuYkAZIDf70I5AB626+JwyKSnt8NUQW3EgTB/Qzf4oWIN\nQxzpHHPC8BYbt7XnftqhpzF92ePUOsrJT8lv0bEnTLD3y5e7mTjR2uvz2+R7T++DNWYM3jdew/nP\nf7SbdeitOfeJEydwxx23o2m15OTk7P6ENuZA+O+9NenI8+/IcxcIBO2fnTvLeP/998jNTXjILFny\nLTt2lDJ58pk4nYnYdMXF2xgy5HCOPno4hEJ4np6O4+efMQsKm7/XsCyUlStwLpgPlknk2OPQjjx6\n98uyBALBrrGsxL5uuWEd0bJFk/0lYm11+zU4p9m2xF6KjikZeqtMd3e0239RMjIyuP322+PHl1xy\nCY888ggbNmygd+/e8fqamna8/qMZ0tO9VFQEkm1G0jgQ5v/AtFvZjMGYvke3qK2tPfeL+/6OR5c+\nwn2fPsAdx9zVomM7HHDYYV4WLrS48srgXp/fVt+7a/LZpF43jZoFi9GPOKrVr7cntObchw+33yC+\n8857nHnm2a1yjf3hQPjvvTXpyPNvzbnn5IgU4wKBYP+YO/dtJAmc0SDGFRUVfPnlZ/Tpcwi9ex8S\n71dTU4PT6eTcc89D0jTczz4VFXMKmhdzAgHkdz/E9fPPGIVdCU84GSs9ff+NtiyIRJCCQaRwCLRo\nWnRJSmzxB1ZAirbVew/XxEs5y4rOJfqQWrfc6JTowJLdLmF7MMXbLMCpIEf0xOcTsy1G3Xq7UGcn\nxQ/r9wGr0ect1dvVO7HRV7OvL/msXR7GK+rWuxxI4cTDvWQ1HKPOcT3hoImLNBQsmivXrav3OUpI\nsRElwGrwGdX9vuue2xRWU011vi/LSnz3zQ4QPafeXGO/twZzsBrMq26TJNmecZJs2y/bvzFLlhP1\nst3HiveR7QeaaFuib6xftE+dzZJkcMTGk+1zpFh7/f5qbjaoajNzbz3araBTWVlJVVVVvSxXpmnW\n884RCFqD4s1FvDL7UQpwcO0T/5dsc/aKbqndOa3XZJ7/6VmuP+IvpLrSWnT84cMNZs1S0fX2+4Ip\nMulUrJv+hPu1V6hpJ4JOazJo0BAyMjJYtGhBuxR0BAKBQCBob6xbt5avv/6KggL7OcOyLD7++ANk\nWWbcuPHxfoZhUFa2g6uuupZUrw/388+i/PTDLj1zHOvX4Zz3HgQDdgryI4/ed4/hUAipugopHLYf\nIi0TKzUVMy8PM7czZk4nrJQULI8XXE4sRbUfWO1J2ZtpxstSQ++DWFusHDsvWp/o32CLj0kTY1uo\nPifhqmCin2nWL1sWkmmCFauLjWHaY8bbGthVd4vXRfc0qKNBfUMsq5E2YYsezX1XDUWpun1jgppd\n5/Q60QOR+kJbbOyGdTFBQQILKSFQSMTLVrxPTMRItNGorf74FnWv2YQNDbb6/RtsslxvnKb6Kuk+\nAtWhxuNKDWyL2VLH5sZ9mphTrK4d4kn3QhJe4rXTRzJYuXIlt99+O7NnzyYzM5NZs2bRpUuXegKP\nQNAa3DbpPDagc8MZV9O9T49km7PXXD3kOt5cM4fnf5rBNUOva9GxjznG4NlnnaxcKTN0qNmiY7cU\nVmoa4Qkn43rzdWruuicpSnlb4nA4OO64sSxatADLsuIpVwUCgUAgEDTGMAxee+0V/H5/PIPVTz/9\nwIYN6xk3bjwpKQkPwKKiIsaMGcuA/gNwvfYy6tJv7Zg5Tf2t1TScny5CXbYUMysb87zz0NOz9tY4\npIpypEDAfsBNTUUfPBTjkEPjAg7e9r+U1Ur3onVQ71SwH+zDHXX+6V7Mjjr3JNFuBZ1jjz2W888/\nn/POOw9JksjNzeXhhx+2o8oLBK1EJBxhSfH3HCGncsP0u5Ntzj4xuNNQjs0/jie/f4wrBl2F0+Fs\nsbGHDzcA+OILR7sVdADCZ52L+605OBd+TOTEk5JtTqszZsw43nprDr/88jN9+x6WbHMEAoFAIGi3\nfPPNV2zevJHCwm4AVFdXsWDBxxQUFDB06OHxfjt3lpGb24lTTz0D9eMPURctbFbMkbeX4Jr7DnLZ\nDrTDjyQyajTuFC+EtN0bZBhIO8tsLxyHA/2wfuhDj8To0RMrK2vfvXsEAkGHoN0KOgCXX345l19+\nebLNEHQg/nXRH9iKwcnDxu++czvmmqHXMfXdKcxZ/RpT+17QYuPm5lr07Gny1VcKV1+9+5sUy4JQ\nCIJBSGvZ1V+7JDLuBMzMTFyzX+0Qgs7o0WMBWLhwvhB0BAKBQCBohurqKubMmU1OTi6SJGFZFh98\nMA/DMJkwYVLcyzUcDhMMBrnmmj/i/+lHXG++jplf0Hiph2miLvkW9bNPsDweQlPOwejRc/eGWBZS\nTQ1SZQVIEvrAIWjDR2D07gNudyvMXCAQHKy0a0FHIGhLDN1g8SdvUIiDv818ONnm7BdjC0/gsMz+\nPLr8v5x76PktugznmGN03nhD5eqr3QSDEAxKBAL2PhiEQKD+3ooGXxs/3mLmzDZa9qqqhCdPwf3S\nTGqqKrFS21BNSgIFBYX06XMIixbN56qrrkm2OQKBQCAQtEveffctNC2Cx+MB4IcfvmfDhnWMGzee\njIwMwI6ns21bEVOnXkC3cAj3jKcwO+U2WsIt1dbgevdtHJs3ofc5hPD4ibtfDmWaSGU7kEIhzE65\nhKdegDFoMJZfBHoXCNozsfBPhpHYTBN0HQxDwjQhEgFnyy2M2GOEoCMQRPnvH//Oj1aQqYeMwZ/q\nT7Y5+4UkSUwbci3XLriS+Zs+5IRuE1ps7NNP15k/X+Hrrx14PBZeL3g8FllZFl6vhcdDvXqvF4qL\nJZ56ysmMGSqXXroH7sctQOisc/E88yTOue8QPu/CNrlmMhkzZhwzZ84gFArhFm/3BAKBQCCox9q1\nq/nss08pLOwKQFVVJQsXzqewsGu9pVaxFOXH9eqN58H7sNLSICoAxZC3bsH19ptI4RDhCSehDxi0\n66VRhoFcuh00DWPgICLjxmP07NVug7sKBE1RNx52LM51bINEW3k5mKbUqH/D82LxrQ1DatQWG69h\n/7rjNhRW6gsuUvw4JrrE2uzjxN4+X4of220N+ycygTVM0hbbe70Sd97Z9uE7haAjEET5+PXnyEbi\n5pcfT7YpLcIZfc7i7q/v4pHv/tuigs7o0QYrVtTu1TmWBRs2qNx1l4sTT9QpKGgm40ALoh9xFHqP\nnrhnv9phBJ0nn3ycr7/+Mr4ESyAQCAQCgb2E6sUXZ5KWlo4sy9GlVu9jWTBx4slxT+bKygp8Ph8X\nTDwZ32MPYzkUrJTUxECWhfLdUpyLFmClphI86zdYOZ2av7Bp2kJOREMbNgzt+BMxu+S17mQF+0TD\nBF5NCQ/126RGbXUFjYoKqU6b1Gjc5q/VWNyoKzTEBAhbrJDq1cWObZGksehRty0meMTqY7bYZale\nfV3b6mYNq5usy7LsF8oul0Q47GpW37T77b6+bjIzkJAkq0Fdwoa6tuwusZidJCshzDSVREtVwem0\nGiTasnYbzqqkpMks662OEHQEAuDGCefzrVHBmflH0rnw4PhD63Q4uWLwNP7+xS18V7KUoblHJM0W\nSYJHHzUZMkTmhhvcvPRSsPVj/EkS4Snn4L3/XqSyMjuw4EHMMceMQlVVFi1aIAQdgUAgEAjq8NFH\n8ygt3R73zlm69Fs2btzA+PETSUtLByASiVBZWcWff38VOc8/ixQO21mlYlgWzoUfoy5bit6rN+GT\nTmk+3o1lQWkpjvJKtCOOInLyKZi5nVt7mi1CwmuiKQHBfthv+KBfXxCQ8PmgslJu5GGR2Op7WTQU\nLHQ9MVZdL4qGIkRTokVT/epeKyZWNLTbNOuLFZBwoGpKhNiVYOF2S4TDjdfexB72Jal+5vVoLWDV\nEwRi190ToaJuXaJs7fE5Doe9t5cMWc1cd3eihoXb7SAUamlVIwkqyQGEEHQEHZ5//eY6nv/uXQbL\nfu6d/0ayzWlRLup3MfcvuZdHlv+XpyY8l1RbuneHm28Oc+utbl5/XeGss/RWv6Z27HFI992Duuxb\nIuMntvr1konP52PYsBEsWrSAO+64K9nmCAQCgUDQLti4cQPz5r1PXp79wq6kpJjFixfRu3cfBg0a\nDCTi5kyZdBr9PngfeWcZZucuiUEMA9f776L8vMoWaMaMa/6JvrYWeUcp9D+M2suuwuzeY7c2WhZo\nmh2DQ9dB0yQ0zS7bm9RomYiuS3Hvjfp9bZEiNoamSfE+iX5S/Dg2VuzcmAACiQf5uoJGw2lbli18\n1BUinE6JcFht0C92olVPzNgXwaKuWNFU34b1smwLFk2JFRATbnbvgbGnuN3sg6ghRAvBviEEHUGH\n5sqh45izdQm9cfLkp5+TlnlwBc9Ncaby2/6X8cjyh1hfuY4eaXuQeaEVuewyjTfeULn1VhejRxvk\n5LTuHy9t8FAsWUZZuuSgF3TAXnb1z3/+nZKSEnJzc5NtjkAgEAgESSUUCvH888+SkuJHURQikQhz\n576N1+tlwoTEUqtt24oY3H8AJ61djWPLZsy8/MQgkTDut97AsXEDkePGoB01rGkxR9OQS4qx/H5C\nl16BMvZY9IoQleVQXi5RVSVRUSFRViaxc6dEdTVUVUkEAhKhUEIYgV17f9hiiO3NYZoNl5LY/eou\nI4mVZdmKHyfqbKHD5bLq1e2vsNG0oCEEC4GgNRCCjqDD8tzdj/LW1iUcLqdw81PP073P7t+gHIj8\nbtCVPL7ifzy+4n/ce9wDSbXF4YAHHwxx/PFebr3VxfTpoda9oM+HPngInhlPoY0ajTZyVOteL8nE\nBJ3Fixdy9tlTk22OQCAQCARJZe7cd9i+fTuFhYUALFw4n507d3LOOefFM12Vl+8kzZ/CJYaJ+uuv\nmAUFiQFqa3HPeQ15ewnhiZPQBwxsfBHLQtpeglars+2oSazrcyLr13op+cLBunWuuOgSC/SqqrHN\nQlUhLc0iK2tvRRQhjggEAhsRWl3QYZn54F1kIvF/77zHcaccn2xzWo3Ovi6cdci5vPLzi5QFy5Jt\nDoceanL99RHeeENl3jxHq1+v+tEnMbOySTvrNNxPPZ6caGVtxIABg8jKymLRogXJNkUgEAgEgqTy\n008/smDBR/GlVj/99CMrV67g6KOH07VrNwCCwSCBmlquycgg45efbTEnqqxIFRV4Xn4BuWwH4clT\n0AcMRNOgulqitFRi0yaZX7+t4ed5m3ljVT/+av4/7lo5hZmzU/j6awdVVdCpk0V+vkVenkVBgb3l\n5lpkZlqkpNieLKq6/x4xAoGg4yI8dAQdktmPzeR7q5azug5n4FGDk21OqzNtyB94+ecXeHrldG48\n+uZkm8O110Z4+22FG290c8wxtaSm7v6cfcXo1YeKeQtIufoKUm6+EXXFcqr/78HmAxkewMiyzOjR\nY1m0aAGWZcVdyQUCgUAg6EhUVJTz3HPPkJWVjcPhYPv2Ej788H0KCgoZGfXWNQyD7cVF/D4nlx7r\n12EWdo0rK/qWEvxvzsI0TX4ccgHbigoIrrWDAUsSyKZGRqCIoCeTJf2vZ2f+APyqhL+O54y97Cgp\n0xcIBB0I4aEj6JDM/e+jyMCF/7ol2aa0CYdm9mVij0k88f1j7Awl30vH6bSXXm3fLnHnna5Wv56V\nkkrVjJeoveFvuF99ifTTJuBY9VOrXzcZjBlzPKWl2/nppx+TbYpAIBAIBG2Ork0aoncAACAASURB\nVOvMnDkDTdPw+/0Eg0HeemsObreHU0+djMPhwLIstm7ayCRFZURZGWZhV2pqZdaulfnx3c14Z71I\n2HCwoOvFbNALMQzweCxSUy1ylR0USFvZMGgSiyfcSVX3gSiqeIEiEAiSg/DQEXQ4Nq3dyPKynznc\nkcYxE0Yn25w2429H38aYV0fw0NIHuHPkv5JtDkOHmlx5pcajjzoZOtTkwgu11r2gLBO44W/oAwaR\n8sdpZBx/LMErr6H2zzeBz9e6125DYinLFy1aQP/+A5JsjUAgEAgEbcu8eXP55ZefKSzsimmazJ37\nDjU1NUydegG+6N/7bZs3MbS6itN8GWx2dmf9ZzI1NRIFVT9x1Ja3CLozWXrYVHCl4ol63UimQXrV\nFqp8XfjkqOupSOuWzGkKBG1KLCB33QxlzR0Hg/XrGrbXr5Ma9dl1/6br6rc3HnNPrtFUn7pp7RNl\nmiwHgxLbt0sUFLRteAch6Ag6FM/d/SiP/ec2ijA4c9zkZJvTphyW1Y9z+57P0yunc/mg31OY0jXZ\nJnHLLWFWrZL5y19cZGebTJxotPo1IydNYufRy/DddTve/z2I683XqfnH3UQmnXpQLGLv0iWPvn0P\nY+HC+Vx99R+SbY5AIBAIBG3GypUreO+9dykoKESSJD75ZCEbNqxj/PiJdOlix9LZUbSF7DUbOFHp\nxsKinpiWhMtpMqD2Ww7d/CEVKQV81/ccdMUTH1fVAqTWFvNLj/F8f8gUDGXfvIt1HQKBxmnI7XLi\ngTFGU+Xm9nvbP9FX2ou+e9bP4ZDQdcde2tGwrrFd+zfe/vaV9rivJEmYptoGdjb/3TU3zr4IHXZW\ntb2h9b3v2wOSZDXKGFdUJAQdgaDV2Fm6k3/952+4kPjLGVdzw/S7k21Sm3PTUbfwxurZ3PvNv/jf\n8dOTbQ6qCk8/HWTKFC9XXOHhtdeCDBvW+qKOlZVFzYOPEDrvIlJu/CNpl16INvRwam+6FW3s8Qe8\nsDN69DhmzHiKQCCA1+tNtjkCgUAgELQ6RUVbefbZp+jUKRdFUfjuu6UsWfINQ4cezqBBdrzE7Ru2\nEfzye05WBrA+pSc+n4UDnb7rP6Bw+3eUZBzCyj6TMR1qfFxvsAxVD/P54dPY3PnIJu8RDANqa6G2\nVqKmRqKmBkIhicpKJX5cWysRDB7Y9xd7hyP+UTW331XbvvRtvs1q9WvX7dsw/XzT41ktcG1rL/om\n9onNqlfXuH33dQ3bVVVG141djrEn12n6GtY+nLO7Omu358gy9YSbWLnhPwUlJSpDhpi0NULQEXQY\nZj/0DBVYXHHMWR1SzAHITyng8oFX8ujy/3LV4Gvpn538JTl+P7z4YpBTT/Vy4YUe3nknQN++bfOP\noT5sOOXzP8M962W8999L+tQz0Y4aRuDq64hMOMmW2g9Axo4dx/Tpj/DVV18wbtwJyTZHIBAIBIJW\npbKygscffwSn04XX62Xt2tUsWPAxvXr1ZuzYE9A0ifVLi4h8/zVTM4eS2qUHkmShagEG/zqHzKqN\nrMs/hjWFY+JPaYYJemWAX+nL54XnsKMkm8B6iUBAIhCwl1cEAhAISNElJvWf7iTJwu+X8fks0tPt\nDFd+v4XXa6crVxT7NkNRrHhZbhDddNcP51a9B8qWET523XdPz3O7VUKhVl5K347pyPN3u2VCobYX\nNToyQtARdBi+/9hO5XzCJecm2ZLkct3hf+KFVc/xz6/u4OVTXk+2OQBkZ1u8+mqASZO8nHuuh7lz\nA23nrqgohM6/iNBZ5+J+8Xm8D/+HtN+ej9GtO8HfXUno/Iuw/CltY0sLMXz4SFwuF4sWLRCCjkCQ\nBLZs2cKECRMoLCyM1w0aNIh7772X+++/n48++ghJkhg/fjx//vOfASgqKuKWW26hqKgIr9fLTTfd\nxPDhw5M1BYHggCEYDPLEE49TU1ND586d2bZtG++88zadOuVy8smnsXWLg23frsO9/Vum5B9FXlYv\nAPyB7Qz5eTauSBXf9z6dpf7RLCvpxS81Bayt6czGYCeM2KPSz4nrud22KOP1QmamLdR4vRYpKRY+\nH/j9tnCTkaESiXTMh3qBQNB2CEFH0GHYvGkVeTgYc/qJyTYlqaS7M7ju8D/zjy9v47Otizk2/7hk\nmwRA164Wr7wS5PTTbVHnnXcCZGa2oQFOJ6FLLid00W9xvv8u3umP4r/1r/j+312ETj+D8HkXog0b\ncUAsx/J6vQwbdgyffLIg2aYIBB2W3Nxc5s2bV69u7ty5fPPNN7zzzjsAXHTRRcybN4+JEydy2223\nMXr0aH7729+yatUqLr/8cubPn4/b7U6G+QLBAYGmaTz33DNs2bKJ/PwCSku38/rrr+LzeTn++HNY\n8rUT/6bleGtXMaFwGN0zeoNlkVe6gsPWf0BQ9nFj+nRe3HwmJeEMADKUKvq513HoIdUYXbvjT5Xj\nnjUez5477zb0thEIBILWQPxTIzjoqdxZyVmFh/KlXkb/lG7JNqddcNnAK8jz5XPXl7djNYx0l0T6\n9zeZOTPIpk0yF1zgZefOJBihKEROnUzFux9S/sFCQmeehevtN0k/bSKZw4bgvfsfOH78oXGEwHbG\nmDHjWLXqJ4qLtyXbFIFAEGXevHmcccYZOJ1OnE4np512GvPmzaO6upqvv/6ac845B4DDDjuMLl26\n8PXXXyfZYoGg/WIYBi+9NJMffvievLx8ysrKeO21V3A4VIYOvYCfl8jkbVyMI/gzo/KG0S+jNw4j\nQvdfPmLA2rl8Zo2kl/4Lj1ZeSE/vNq7p/javHfJX3hrwV047W6b/ad0ZNAR69jTp1MnC7z9gV2IL\nBIKDGOGhIzho+Xr+57jcLh656s8sDtsPtcdffEmSrWofeBQPfx12K39YcBXvrH2T03qfkWyT4owY\nYfD44yEuu8zN0KF+zjpL44orNA49tO3X4+pDj6Bm6BHU3HUPrnfexP3aq3gfegDff+5D792H8Cmn\nEzlhAvoRR7a7u7yxY4/nH/+4jQ8+eJ+LL7402eYIBB2Ompoapk2bxrp168jPz+fmm29mw4YNTJ06\nNd6na9euvPrqq2zcuJGMjIx6Qcy7du3K+vXrGT16dDLMFwjaNYZhMGvWS3zzzVd07dqNnTttMcc0\noUf3CzA2BRlQ9RkleoBjOh/FkPTerC9yM37zK3Q313End/Bx2hQuz1nIsIxf8FFLWk0R23IG8OHA\n6wm501vF7ljWoIZpj2NtTfWPsSsH4ebi3eyJPfvK7q4TCjXfZ09sbKpPW9QJBA1pmDmsucxiRuvn\ndWkSIegIDjruuewGvvngDT6LbMcBmMBRjnRmr/kFj8+zu9M7DGcfMpXHlj/Mv76+k5N6nIJaJ6ND\nspk0SWfRogBPPqny2msqM2c6GTNG5/e/jzB2rNH2bsw+H+GpFxCeegFSaSmu997B9fYbeB/+D74H\n78PMzCQy9gQiY8ahjRiJ2TX5nmD9+vWnd+8+PPPMk+Tn51NeXk55+U7Kynawbt06Vq/+lfLynXi9\nXrxeH16vF5/PFy/H6hvW+Xz+Om2N6xRF/FkRCHw+H6eccgqXXnopeXl5zJgxg2nTpmEYBi5XIp2r\n2+0mGAwSCoXq1QO4XC4CgUCjsf1+F4rSvgTk3eFwyKSnd9yMex15/q0xd8MweOGFF/jmmy/o06cX\nxcXFvPzyS5imTM+CqfQLbya1ZgNbsBjZZRjVkcmsWvIN1xn3UEonHsi9h4HdLUY5ZwPgCe7EFani\nh4FTWdNrAsgO9nSho2XZKccjEXvTNHtvGKAoEpaVSF0d2xTFzvIZC4ysqo2z5jSVQaepa8ceJGOi\nUEwkaijU7I3A0VR9U2PWbWt4bBgSiqLu0YPwrtKuN9feVP2+pgGPHe+NyFS3f1PnSlLiu9/VOHVt\naaquYf2u2vbkO28Ldjf3lqap32XD76ap72tXv4GGv6WG2a5i5VjWq9g+P18iK8vb5u94xZ234IDk\nz+POxtA0/jn3Bfypfoo3F3HjuFPZXl3Md2Y1mUgcIaey1KwCYPi404WY0wCH7ODW4X/ngvfOYeaq\nGVw64HfJNqkeffua3H9/mJtvjvDCCypPP61y3nleevc2uPxyjSlTNNLS2t4uKyeH0MWXErr4UqSK\ncpyLFuD86AOcCz7C/fosAIyCQrThx6CNGIl2zEg4fFCb2ylJEldeeQ1/+ct1nH/+2fF6WZbp2rUb\nffocwuDBQwgGAwQC9lZRUU5R0VZqa2sJBGoJBAIE7dQde4zT6cTr9eJ2e3C73fh8PpxOZ/zY7fbg\n8dh7l8uFy+XG7XbXKdt7+zhRbrpPoqyqKpJ41SZoJ2RkZHD77bfHjy+55BIeeeQRwuEw4XA4Xh8M\nBvF6vXg8nnr1AKFQqJ7HToyamnCjuvZOerqXiorG4lRHoSPPv6Xnrus6L788k6+++oLCwm6sWbOe\nOXNmI0keBnU5kYG132PoIdajkK5ezaLVfXlA/wNDWc53qaPYccgwBqn2vaER0UmvKaLGm8PCo/9G\neXoPzJBJMGgSCkmEw7ZA0lTWJ0iICF4vpKRYZGXZ2ayysiwyMqBzZxemGcTnA5fLwuUCl6tjxNY5\nkH7zTYk8TT3s7005Pd1LeXn9+e/OA2tXdXvStitaMkrA7sZKS/NSWdn0d98St2n7MsaeZGZrLm35\nnoirMVrzd5+T03yCFiHoCA4otm7YzPXHncii0FYAqkacyDM/fsG1I8fxSagIgH6Sh+e/+IauvbrR\nvVMqBnDzcw8m0er2ywndJjAibyT3fXsP5xx6Hn7Vn2yTGpGVZXHddRGmTYvwzjsK06c7+etf3dx+\nu4vjj9c580yd8eN1mnjuaXWs9AzCk6cQnjwFTBPHqp9Qv/oc5xef41y0APfsV+1+2dmk9R+IPmAQ\nev8B6AMGYfTuY7+aa0V+85tLGDFiJBUV5WRmZpKRkUlaWjqOvXh1YJomgUCgnsgT2zdXFwwGCIVC\nBINBDEOjurqGUChEZWUFxcXFhEK2R0IkEiYUChMOh9B1fb/na4s+jQWgusdOp6tJQaixaOTG6XQ2\n2cfj8cb3Ho8tVMkd4Q5dsMdUVlZSVVVVL8uVaZqMHj2ajRs3MnLkSAA2btxI79696datG+Xl5dTW\n1uLz+eJtU6ZMSYr9AkF7JBQK8fzzz7JixXIKC7uxYsWvLFz4LqqSyvE5A8kPrKJc8vBD+CwCoYv4\ng/4I13EVIYePZb3OYkfWofGxPMGduCPV/Nh1Ap9nn0ZNjQep1n5S7dTJont3k06dTDIz7axWMY8a\nVbWFGbfbrvd4mhdo0tOhoqJ9x9sTNC/Y7Q+x30hHJC2t3YeZPOgQgo7ggODZfz7E16+/xebiNXxr\nVDBcyUKSJOaW/sAZBb35PLKdSVn9OWLSJM6/aRqZOXZ6pFdeeA+3z43jAHNPbyskSeK24Xdy8pwT\neHz5//jLUX9NtknNoqpw5pk6Z5yhs2KFzOuvq7z5psL776v4fBYnnaRz5pkao0cbqMlYPSbLGP0H\nYPQfQOiy34Nl4Vi7BvWLz/Ct/A7pu+V4nnwMKRIBwHK50A/rh95/IPqAgRh9+2H06o2Z27lF7yr6\n9Dlkv86XZRm/34/fv29i356+rTAMI+q9ECIcDhMKheLHMdGnfjkcF4Wa7x87tssVFeXxtkgkUu+c\nht4Re4vtfdRY7ElJ8aGqrqhnkife7vV64nWxve3Z1HiM2BbzahKeSO2flStXcvvttzN79mwyMzOZ\nNWsWXbp0YdKkSTzxxBNMnjwZy7KYNWsW119/PX6/n5EjRzJz5kyuvPJKvvrqK0pLSzn66KOTPRWB\noF1QWVnBk08+zqZNG+nSpZC5c7/kl18+Jc2VzaSUzrgiNSyJnM3P1ZdyhvUJ/5GGk8MONucM4pfC\n0URUF5YRRtIj+CtL2KbkMb/H76jK7s5h/SP076fRvUChS2c5OfcQAoFAsI9IVntKcbMPlJZWJ9uE\nveZAckNsDerO/72Zb7Dk/fn88Nl8DMtgXbiUYYVHUFu5k2VVa0lHxSc72WTWshOLVGB0p8E8/cOn\nzPjX/7jxoZsBmJTZj0eXLmz3y6ra63d/6byLWLh5Pt9csIIcb06rXKM15m4Y8OWXDubMUXj3XZWK\nConMTJNTT7U9d4YNS8TbMc3kuTnH565pOFb/ivLjSpQfotuP3yPXSedleX3oPXth9OqN0bMnRs/e\nGD17YXbthpnT6YDz1W6vv/mGmKZJJBJpUjSqKw4Fg6G4h1EwGCAYjO2DhELB+D4QCBIMBtD1CNXV\ntfG2xBbANPc+0LckSfUEnsb7uoKQXdeUeNT0GPXFpP0Vj5LletxeeOqpp3jttdeQJInc3Fxuv/12\nevXqxf33388HH3yAJEmccsopXHvttQAUFxdz0003UVRUhN/v57bbbuPwww9vNK647znw6Mjzb4m5\nb9mymenTH6G2NoBlZfPee+9RXv4TPd3ZHOvtxGp9Mitqfsfh5mbul/7I0dYytrszWNz5cLZ7sgCw\nNInMmhpkLBZ2P5I1ozz4uxXjzSwH2cKyTCwsvKqXFDWVNFca6e5MMqObT/XhV/34VD8+px+f4tvt\nv4/ie++Yc4eOPX8x97a/7xGCThLoyD90SMz/ubsf5a7//JUqbFexFCTKSfwcPUDd6B1/OuV33PDE\nv+t521w36nQK+vXjhul3t5X5+0V7/e7XlK9m1CtH89sBl3H3qPta5RqtPfdIBBYudDBnjsoHHygE\nAhJ5eSZdulisWSNTWSnhcFikpEB+vklhoUlhoUXPnia9e5v06mWSl2e1il6yy7lbFvK2Ihy//oJj\n7Roc69fiWLfWLm/aiFQnZL6lqph5+RgFhZj5BRgFBZj5hZh5eRidOmPmdsbKympXGbfa62++rWhu\n/pZloWlafHlaLF5RU6JQQjyKtYfqLWuL9a17bkPBaV/+1MfEo4ZeQwnvIXcTQlGi7oILziMlJasl\nPsZGHAiCTmsh7nsOPDry/Pdn7pZl8d13y5g58xnAy+rVJt9/N5uQVs4QdyaqfA6rwtfTywhwL39k\nAp9Qq3hYmjOI1Rm9sHCghVRSI9WkUUnRwE6sntQVq5vZTOBfC93U0UwNzYwQMTV0Q0O3dGRJRsI+\nybRMZEkmzZVGhjuTLE8O2e5sMj1Z+FU/fqcfv5pCQU4ngjVJSnuTZDrybx469vzF3EUMHUEHIBKO\ncPNpv2XWV3NQkTir23Aue+Aujhh1NJvWbuSeqVeQ27Mnp1xzCQ9c/Du69DiUwSeO5aKbrmo01kOf\nvpWEGRx89M7ow4X9fstzPz7D7wZdRc+0Xsk2aa9xOmHCBIMJEwxqauCDDxTeeENlzRqZyZM1cnIs\nDAPKyyW2bpXZuFHm009lamsTd3Vut0WPHiY9e5r06GHSo4cV3dvCUKs4x0gSZl4+Zl4+2phx9ds0\nDcemDTjWrUXesgXHls3IWzfj2LIF9fNPcW0rQmrg5WHJMmZ2DmZuZ8xOnbByOmGmZ2BlZmKmZ2Bm\nZmKlZ2ClpWGmpmGlpWGlprV6PB9BfSRJwul04nQ6Wz24t2VZRCKReuJRTPBpKPyEQqFG3kR1hSK7\nzu5bUVHe5Bgx8UhVZS67bFrrTk4gEByUaJrGu+++zQcfzKOqNoNVS75jW9k3qJJEP9cJrNcfoI8e\n4nmu4wzmEZKdfJszlB+z+qJZTkIhBScVZKRspby3g6Vj8qns7EaSdkDYlmYcsgOnw4VTdiJJEpIk\noTrUaNbPXQfmMy2TiBFhR6CUrTVb0YwIhmXgkOwXKhYWiiojGQ7SXRlkeDLJcmeR7c4hzZ1GijMV\nv+onxZmCX03BIbefFzECgeDAQnjoJIGOrFy++vAMXrz773yl76QPTv75+IuMPXNCss1qM9rzd19S\nW8ywF4dwYveJPHHijBYfvz3O3bJg+3aJNWtk1q6VWbNGZt06mQ0bJDZskIlEEmKPy2UHSezRw6Rb\nN4u8PNujJ7bPzbWa1URabe66jly8DXnrVuTtJfZWWoJcEi2XlCDvKEWuKEdqIv1xXUyfHys9HSs1\nDTMtIfSY0b2Vlo4ZbbfS0rB8PiyvD8vrxfJ4sbxe8Hgaxf9pj997W9LR5h8Tj8LhEF27dunQS65a\nC3Hfc+DRkee/L3MvLS3lueee5rOvV7JjrUZ58ReU6lVkOHKxeJYjDYWbuZOxfE61IjPnsDSeGuph\nS2qEKneIancQTdk7zxhVduJyuPAqHryqD6/qxav48Cre+LFPsfcexYsi7/4liMulUBsMETEiRMwI\nESNMxLDj6EmShISEFf2fX00hy5NFpjuLTp5OZHlzSFFTSHGmxEUfW2g6MOjIv3no2PMXcxceOoKD\nlBVfLePBS65mUdmPhIFTcwby0Jcf4E9tf1mVOiq5vs5cOfhqHlj6f0wb8geGdGocu+FgQ5IgN9ci\nN9dg5Mj6N3+GAUVFEuvXy3U2W+hZvFgmEKgvXMiyLerk5Vl06WKSn2/v8/IsevQAj0cmO9skPb0F\nw+AoCmZBIWZB4e77hkK2sLNzp72vrESqrECuqrTLVZXIlYmyY8sWpKofkSorkasq98gcS5IgKu5Y\nXh+Wz4uc4ifN5YnWeeMiEDExyOvFcnuwoikhLJcby+UElxvL5cJyuaP10bLLGd13kNyvBxiSJMVT\nzgsEAsHeYFkWS5Z+w33//R9bV5bg2rGZ9eFtGEhkKZdwkd6P30vX0pe1FPnhLyPgiSNMLIKkBiA7\nrHBIyEWaK4XqglxCWekoigtVVpAlB7bfTPT/LQvDMogYEcJGmIgZIayHCOgBAnqAnaEyAloA3Wo6\nA6Mt/kSFH9UXF3tidT7FR4aVisNy4VE8eKXmPX4sy0IzI1SEKtheW8L3xnIMy4jG6JGifUw8qocM\nlx3TJ8OdSbYnxxZ7nCn4VF9088c9jgQCQcdAeOgkgY6gXK78dgULX3qTnz/7gp83rWCVFcAARqjZ\n/O2Zpxk+YWyyTUwK7f27r45UcfQLg+mXNYDZp73dojcE7X3ue4NlQWUlFBXJbNtmL+EqKpLYtk1m\n61YpXtdQ9AFQFIusLIvsbHvLyrJIT29qg7Q0i4wMi7Q0OzVq0jAMpJrqqAhUiVxZgRSoRQoEbM+f\neLkWqTaQKAcCqFoIo7K6Qb9ou7F/sQUsZ0LcsdxuLGdUCHK7wOmyj1U1undiqSo4nViqE5xqdO/E\nUpSm6xv2V+J5a7EcjuhesesUxR5HUerUK6RlpVJRq9n17Si2UVvQ0YMitxbivufAoyPPf0/nXl6+\nk/se+i+fvjWf7PIq1oSLKTaCpDt6cavRl2v4CBcRvuzsYG73FLam9SGrvDN5FakcqpSQnr6Tqh4+\nVg3vQ3HXbCzH/gv+ttCiEdBqCegBaqN7+7iWWi0QbwtotYSMUJPjKJKCp46Hj1e1PX98qq+eKORV\nvHgUD7LU2PZYfB/b0ydCxAyjGRpgZ6PEAhM7uLPqcJLqjAZ2dmWQ4cogw52J3+nHo3gTXkeKB4/i\nbZXlXh35Nw8de/5i7sJDR3AAsWH1el6551E69+zG2iXfsXPrVoqL1lISqWA14Xh44764OSl7ACdc\n9lvO//MVHfo/9PZOijOVPx15I7d8dhMLN89nXNcTkm1Su0SSID0d0tNN+vUDaCxMWBZUV8PWrTKh\nkJsNGyKUlkrs2CFF9zI7dtgeP5WVEpWVYFnNC2huty3sxASf1FTw+y18PgufL1H2+2Nle99Uea91\nBYcDKy0dKy2dpmfbPM3+925ZEInYwk4kAqEQUjiMFA7VL4cj0X0YKRSqX45EIBxCCsX61i2HkcJh\nqK1BimhIWsS+nqZF9xHQdCQtYvdrRWJ54yxJqiP+qKA4onsFFBVLsUUiHIotJimOaL2SEIzi7fY5\nKNG+Dkd0HxWUoucmrqXY15Md0bJii1IOR2JsR1R0Uhy2IBUVoexytF9z58f7y4nj9F3HoBAIBAJd\n13nxlVm8/NB0vCWlWEYtn+uVKJaDW8jhH8ZaKh1beCnHyTKlG92cR5K3zcehxdXkpW7Fk7eVTQNz\nWDJwCCXZXgxMDK0SI2JgWSYmJvar69hdqYQkgYyMJMk4JBlZcqDICorkQJFVOwByNKaO0+HE6XCS\nTsZu52KYBkE9QK1eS0ALoBGiIlgdF4ACWoCaSDXbAyUE9ACm1TjToYRke/TU9fpRfXii4otH8cSF\nnxR3Km7F3UgAMkyDiBmhLFhGcU0xmhlBN21PI1mSkJCxsDCxr+9RPKSoqaQ4U0h1pZHmSiPNmY7f\nmYJHccev61Y8UTuaFp0EAkFyEIKOYI8o3lzE29NfYtvqtWz6YSVlFUX8pJVRQX0HrwwkejlSOSXz\nUHodcRSHjDics666KElWC/aFi/tfxvTvH+OuL+9gTOE48Ud7H5EkSE2F1FR7mVVFRdNu2zFME6qq\noKJCim+VlRLl5XX3ifbiYonaWpmaGqipkZr0BmoOj8fC67Vw26uZ8HisJvdut+0Z1FS903Ziwem0\nUFV7BZSqWrhciXqnE4JBCIWI91GUaJgdSbI9a1wuku4maln2GruY0BMTgDStvgAUiSDpOui63Wbo\noOlg6HY/TbO9jjQNdB1J1/CoMsHqgH2epiXO16PluucbOpJWp13TbLs0zRa4dA10I7qPnhMdL94W\nHQdNaxQwu60x7n8ALro8qTYIBIL2iWVZfPTeh8y4+0FCG9cTUB2s0nYSNAJMReL/0NjqUblD6cQK\nJZPBymEMwEuOWYI380eC+RZfDM1lXc88wh4nPtWJT3HjU20PFKfDjUtxokoqDtmBHFu6BBimjmbp\n8eVWQT1AQAsQ0GspD5ajmVo8q1Uszk3M+0WRFBRZQZVVFNkOoKxGRSCH7MAfXQIF4HarhEJas/MP\nGSECWm0Dz59APY+gippyAnoAzWx6HAC3IyG62DF+bPHHrXhwO9y4FVd078HlcONW3PFlWXUze5UG\ntlNUU4RuamimhoUVvQeM5feyg0FbWLgVN341JZ7Ry471k0qaMxW34iUnC3V4/QAAIABJREFUlI4e\nlHA5XFEhyI3L4UaVVbEcTCBoYYSgI4gTrA3i8dVf17F+1RoWv/khD/7nFrZG38tLQDcUBrpy6dXv\nSCSHTN9jjuLwE0Yx4MjB9dKKCw48nA4nNw+7jSs/uozXf53F2YdOTbZJHQJZjnn92Cv89xbThEDA\nFndqa+39rsq20NJwbwtGoZAUrwsGJUIhMIz9uQFLuIlKUn0xKLoqKi4MRVcyRVcuWdRZxYSiWPG2\nuu2JusRxrH/d8+uOFzs/ca6CojibHF9x28eybNvncFj1jmPlpu5RXelegsnySDTNhPhkGlHxx7CF\nKMM+lgy7rv6xDoaJHtLRgjpa0EAPG+ghHT0UKxsYYd3eIiZGWMeM2HWmZmBqBj0Pm7QH77QFAkFH\nY/G8Bbx0z0OUrF1FmTeTUq2GsnAVRwB34qUktSc3mFUUKW4OVwo416GS6i3B2UUnPLo/DDuf7J79\nOMOdSYozFY/iaVGRQDM0gnqAoB6ss9miT2W4gspIJVXhSqoiVVRHqigLlWGY9VObW1ioYZlIxM58\npUSFH1VWbCFIVuPeLlme7N3bZGqEGtqjBwlqgfhxUA9SGa6guHZbsx5AMSQk3FGRxR0VeWJij9vh\nxqW464lBseOYKGNiops6FaEKdgR2oJsauqmjWzoSEi6XSiSSeG6wsLAsWyCKL/ly+vArvmgMIDvj\nl1f14ZKd0eu5cMWv7cLpcAlBSCBoAiHodEBeuv8JFs54AU0LEwxWUx6uoNQMsg2D3rhIdbipMIJs\nJ0JV9Bw38JtBJ9HziCGcftWF5HffgyCsggOWyb2n8Ojyh/nTomupCJdz+cArxR/Qdo4sE19uZdOy\nfi+aRlzgCYft43BYImI7rhCJJMqaZveJREBRXFRURHbZJxyWYroDhiERdXZB1yEQkEg4vUhomkQd\nx5XoeRIJx5nk/U5l2aon8CTKPuqsTqonDMXq62+7r5flRFiehv1jbWB/vqGQ/RmHw0Q3Kb4PhRLf\nQaxf7JxdLQHcEx483eT8I2tb4JMVCAQHA4ve+pDX73uEjRvXoDlT2RapoihcTH/gerULQV8295nV\n6EaA4Uo2p/nS6dLTj/+kYeSMOg5v7wFtEovMTl2eRqorbY/6W5ZFxIzUE1cCehDVY1Gys4yKcCWV\nkUpqIlVUR6rjIpBpGvFsVzHZIybCKA3EH0VWop4wqXtsk2ZGCOkhQkaIkB4ibNQth6NtwXifynBF\nvN3azT1ELCtYbHM6XLgcznjZ5/LisJRofWJTHSqSJBPWw4SMEKVmSVQIMjBMHQsLCRlZAkj8DYp5\nSDkkR3z5l0/14Yl6ZPlVP17VR4rqx6V4ora4cTmcdmr6qH0xe4T3ueBgQgg6BwGGbvDTdz+wetkP\nbPl5DaUbt1C5vYTainKCgUqCkVpq9SBVZpgKdHZG/5F2AhnI5Eoeerk60U91s6ZmCwEzTI6aSg93\nKilpWaR3zuOYc07ltN+ek9yJCtoMWZJ5edLr/HHhNG757Cbmb/qIh8Y9Rq43N9mmCZJEzOslNbXu\nTd7uRaP0dCcVFc27irc0sdVTdUWfmOCTqJPqiEGNRSRNk+qca7dHHVgwzbgzC4Yh1TuOlQ1Dih8r\nikIgoMfrG/dN1DfcIpGG9VK9fcwBp6lxTNP+LFwucLnspXJOp70kzu2261JTLXJyrGifuv0SZZcr\ndo4VrbfLdc+pe26s7HRCp05eKira7KsXCATtEEM3eHvGLD58/DmKSosxIxo/hrdQHbIYgoMJ3l6E\nVCfv6QG84QqGuXM4und3upw6ll4nj0Lq1r3dZzSUJCkuWNSNtZOe7qXC17SHZnMiUEALUKvVUBEu\npzJcSWW4gupINTVaNQE9AFYi5XlUA8K07EVhjlgsIFlBkRQcsoJbceNT/fG4QHvCrsSgsB5OZAUz\nomU9TCjqHRQx7bpYzJ5doUj1BR+no7FI5IwJMrIdy0iRFUzNJGSEqA5XIskOJAtMTAzTiHsIJYQy\n4p+T7f9sC2aqrOJxROMCqbG4RLGA0V58qh+P4sHpcKI6nLhkVzyeUkwcUqM2CXFIkGzataDz5Zdf\n8u9//5tAIEBeXh533303nTt3TrZZrc72omJ+XvYjG1etoWTdRiq2lVBdtoNAZQWhQDXBcA21WoBq\nM0wlGmWYNPfPZgYSGSikyC46q+n0dPrwpWRw5SP/xxGjjm7TeQkOLHK8Obxw8ixm/Pg0d3x+M2Ne\nGc5/xj7CxB4nJ9s0gaBZJCmxZCpBQ+Gp7aL2pKc7qKho3aDLAoFA0N5Y8+OvvP3YTL6bvxAjFKYi\nsI1lVhUSMEpOJze1KzsiFaw1g6REdE7o0ouhk0/l8Ckn4Ondtek1rAcRzYlAu8K0TEJ6iKAeJKQH\nCRlBgnoovhSrKlJFTVT8qYnUUKPVEtRqqdUD6KaGJEl2LCFJAkuKRgayU6IDURHIgSO6VyQHKc5U\n0l0ZKLISF0r2BNUpU1lbQ8QIEzbDhPWwXY6JQEZCEErUhanVauP9ImZkzz5LJFSHMy76xPfRsuqo\nX6/KzqjXkwNZUnBIDhyyjIwczxhmWIbtLSTFIik1FIes+DIyp8MZX47mVb24FTeZKWmgKbZQFI/r\n5MIpq3GhSpXVqNeSE6esxufQGlnHBAc37VbQCQQC/OlPf+Kpp56if//+PP/889xxxx1Mnz492abt\nMYZusGn1en5d8RObV61hx+atVBRvJ1C+k9qqCkLBGkIRW5GvNcNUo1OOwa6iLfiATBTSJCcZio98\n1YvXk4o3NZ2U7BwyC/Lo0qs7vYb0o/9RQ0jL3DN3UYGgKSRJ4pIBlzMybxRXfXw5v3l/Kr/pdyl3\njvwXPtWXbPMEAoFAIBC0E4o3FzHv+Tl8+sa7BHeUUhosYqVViwkUojDO1R3F4yUYqqQ4VEZeaicO\nHz+BCZecQ+eBvQ56EWd/kSU5mvVq7zMI6qZex8MmVK8cNiKE9CA1kWpqtdpolq5agnU8hoJGKB4n\nCIgGi45+ZZa9UMqKBkyWkfG4XRiahSw5bKFD8dnCiSQjyw4ckmO3ni0xL6aIEUvVHkGLikEN6xvV\nGWECeoCIEUGL1hvWnuXodEiOuPCTEIXspW+JsjMaE8leDmeLQol5ucud6JqJJDmQJaIZ1RzEsqxJ\nklTn3VJsgZuFaVkosmrHD4rHM3LhcXjjwaVjnkQe1RO1UY3bqspqHdvVOuKVIkInHMS0W0Hnq6++\norCwkP79+wMwZcoU/v3vf1NTU4Pf729zeyLhCKu++4H1K3+haM0GyrYUUVmynUBFOcGaKoKhakJa\nkIARosaMUIVOOSbNLTSQgDQk0nHgl5ykOrzkqh48Lh9ub0pUoMkiMz+P3B6FdD2sN4ceMZCc3Jxm\nRhQIWo9DMg/l/Snzueebf/5/9u47Psoqb//4Z0pm0gkkEGroINKkSVO6CyqIsIr6ALafz+PKYt21\noAsrNpAFXSlrQ5QF17KrrjSp0jsqvaSSBAKhhpIy9f79MclApAgaMknmer9emOQ+k5nvN6GcXJ77\nHKb99A5rs1Yxpdd7tK+uVV4iIiLB6tSJU8z/5N8s/fQ/5B/NJqvgIHsoAKAxNnqGNsAUFonj7BHc\nJid2cxgdbhnALfffxQ03d8Bk1g+ZpcFqthJpjiQy5Nf/DOX2uv0raZxel++tx4HTU/i+14nD7SDf\nnY/J7ubYqRzyXfnkefJwuPPJdztwePJxOM/icDvwGB7MJhNgLoqH/CdvFYUcvhPnfSuJzCYzIYWn\nZpmLwqHz3ppNZt9pY4Xv/zzAKDrO3XmJUMhV+L7D6xt3/ewxua7cwmu+U8Dclzl57KLfA5PVHwyF\nFAZDtqJgyPLzgMj6s6DI15epsEczJkwms//xZpPZv3rIp+jrZ/hv07P59xWy+zfCPncSWqh/k+4w\nazhWc0ixQMhfd9FqovNq1i1ngVdmA539+/dTp865jXcjIiKIiYkhIyOD66+//pq//lsj/sL8rz7i\njOELZ3L8d11eyIrv1qZKhBBhtlE1JJoEaxihoRGERVYiIqYyUVWrElu7BjUb16dlp1bUbtToghOl\nRMoym8XGmM6v0CuhDyOXPsptX/fh1vr9eeHGv9As9tr/mRQREZHAO5p9lK/+MYuN33xH7omDZDiz\nSS38X5gtTGH0CWuM1xaCpyAHDw7CTXau6/47evzPILr266HTUMupov15rmSFdkxMODmXOeHRMAw8\nhgenx4nb6/KFJIUBitvrwulx4fI6cXlduAoDo3yP7/Yy394+DpznbfDs8DhxegrIdztxeJ24Pb7f\nj75MxwwY/tumio6iLwo5Qsw2Is67hcpyXjjkC4bMWArf+sIUs/9EM4/hKfzlxu1x4zJ89WLxkufI\nv6APl9flC48K+3V5XRQ48wuvu/zXf2lT6gu+N4UBkC/g+dmG2pZzeyr5VklZigVFZpMFk8mEBd9b\ns9lMiCkEizmEELMFizkEa+HnmEymc3sRFd56VnTrmM1ix261UykiClzmwpPTwggrOro+JJxQS6g/\nLLL6g6Fzq5+Kai8Ki4peUy6vzAY6+fn52O32Ytfsdjt5ecX/coiMtGO9Bv8wWKwm7GYrlSwRhNki\nCA2LJCI6hsjYWCpXj6davdrUbd6YZu2a0+j6Jlf1j5PFYsbjufRRghWdxWImJubql4tWBBWh9/4x\n/ejeaCeTN7/D2xvfoscXnbm3+X2MvnkMjao0uuTnVYTefy31Hpy9Q3D3H8y9i1Q065as5rNx0zie\nspfsgsPsMfJw4zsFtbkpmlvC6+M0G5hceWByUb16Ha7vdhe977mVhi2bB7p8KWNMJpM/hLgWDMPA\n7XX7V9K4Co9UdxeGKh7Djatw3ON/6/GvxnF4Cnx7/5y/AqlwFZIvYPKFMW7DXRjYuPF43YX7+VgJ\nsVkJIdS/8ui8zsFkFK5C8n3sC0cKV9QY54KnorDIa3hwe4ve+k4E8xqewk2gfWGSx+vGXbgptO99\nX08ur4t8d15hne7Cr4XrijatvpiLnb5m/dlqIps1BMNLsVVTvhDMt6qoaAVSyM9uVSt632yy+Pcz\nspgs2K127GbfXkNFt6D5VhmFYbfaC4Mj3wqjosAoxGzF6l8BdX69xcf8q5vKuTIb6ISHh+NwFN9I\nsqCggIiI4qnw2bPXZrPJJye/ypOTX72ix565yhp+KbWu6IK5/4rTu4U/tniG+xo9wLSfJjN9x3t8\nufsL/qfZcO5s9HvaVGtLpC2q2GdUnN6vnnoPzt4huPu/lr1XrRr1yw8SkV/txw0/8unYv5O9bzfH\ncw+z1zhNLr61Ds0Io5u9LiZ7JC7nGULMJmJr1qRJl07c0LMTN/a+CZvdBgT334ESOCaTqfD4+ZBS\ne82iEMltuImMsnH85Gn/cewefxjjxuP1+D8+N1a4ysfr9odFvtPCClf1eJznhTROfwBVtPLHc15g\nU/SaXsNb7DS0opUuJkz+FVJuw43X8ODyePAYrmJ1+AIilz8gchtuf7BU1IOn8P08d56/F48/bPL1\nerWrjc5nwuQPi36+V5FvJZWl2G12ZpMZq9lSfDXSz1Ym+VdamUyYTRZsFjuhFhth1qJ9isIKTzuL\nIDwk3BceFYZGRben+VcSmUOKhVvVrbGEEl1Cv6OuXJkNdBo0aMCCBQv8H585c4ZTp05Rt27dAFYl\nIuerEhrL6M5j+b9Wj/H3Hyfyz10fM2v3J5gwcV2VZrSL70Db+Pa0i+/AjdFtAl2uiIiI/MzWNVv4\n77szydi6jdM5h8l2nSQJB158Pws2xEb7kJqEhFXG5c3HhkGV6nVo0L4NLbt3pmu/ntpGQIKeP0Qi\nhCh7OJ7QwN5a6DW8xYKXohU+HsPr+/j8UMbw4PV6f/bx+Z9r+D+/aIVP0eond1Hg4/WFSrZQE2dy\n8/1j/hVP/hPNLtzcumg1UVEY5DW8eAxfKOUPkc4Li4reuryO864XD5R+S5BUxISp2O135wKkc/s3\nWUwW/0bfEbZwZt/6H+pVqvfbv4FXocwGOh07duTFF19ky5YttG/fnk8++YSePXsSHq7l2yJlTXxE\ndcbdPJEXbvwLP2Rv4cfsLfyQvZl5qd8ye89MAKJsUbSp1p4edXrRs05vro9trvtiRURErjGP28PO\nLdv46ft17F69gaP7Uzlz5hgnXac5ZORz7LwffOIwkWCKpIetBiZ7BG5vPjGRlajZtBlNO7WlZbeO\nXN+mhfbBESnjzCYzZouZEEpvlRL8+lV5huHbx6gosPEaXrxGUbjjC5U8hgfD/7H3Z48z/Nc8hge3\nx0mBp4A8dz4O/75Lvl/5bt9+TA6Pw3/im9PrKHzrLAydivZ0Kgqdzt2y5vpZkOX2uCgwCijw5HPK\nkXMNvqqXV2YDndDQUN566y1eeeUV8vPzSUhIYPz48YEuS0Quo5I9hl4JfeiV0Afw/eWcdiqFLdmb\n2XlyKyv3r+SV9aN5Zf1oqoXH+8Od7nV6ERcWF+DqRUREyiaP20NmWgYZ+1LJSknn+IHDnMo+ytmT\nJ8jNyaHgzGkK8nJxOPJwugt/aDGc5BhOjuIuPHfqnHjMVDeF0cxaDXtIJIYtFAMPlSIjqVa/AfVv\naEmT9i254aYbiYwu/dNlRSS4mEwm34qYAIRQJSVQt5iW2UAHfKt05syZE+gyRORXMplMNIhpRIOY\nRvxfzP8jJyePQ2ezWJH5Pcszl7Jk/0K+3PcZJky0qnoDPev0pmdCb9rH31iq9z2LiIhcC06Hk9S9\nh0jcnsKRrCxOHjrGqaPHyT1xktycU+Tl5FBw9gwF+Wdx5OfhcOXj9Dgo8DjJN1zk4eYsXk5j4PmF\n17IC0ZiIwEwEVkJNIdSxxNDIEobZGorJEoLJGkJoaAixNWpQtW4dqtVLoFaTejS5oTm16tbWyhsR\nkXKmTAc6IlLx1IisyX3NhnFfs2F4vB62Hf2pMOBZxpSf3ubvP04kMiSKm2p386/gqV+pQaDLFhGR\nUuZxe3A6nOTn5eMsKKCgwIEzvwCHw4mzwIEjLx9ngQO304mzwIXL6cTldOJ2unA5XXicLtxOJx63\nG5fDiTOvAGeB73NcBQ7cTgduhxO3w4Hb5cLjPv+XG6/Hjcfj9u0l4T23mem5vSW8uA0vHjy4DQM3\nXtx4cWHgxEseBrlX2KsJiAKisBCOhTBTCNHmUOJMvqN8LeYQTGYrZrMVw2wBswlMZjCbsdltRERG\nEh4VSXRsFSIrxxAaFUFkTCWiqsQQVyueWvUTqNUgwb9ZsYiIVAwKdEQkYCxmC23j29M2vj3PtH+O\n045TrD64iuUZy1iRuYyFafMBqBddn5qRtQJc7a9ntZpxu72BLiMggrl3CO7+X7j5eTrFdg90GXIV\nnrjpDvYkbfbvqGIUbitZtLlk0X+9Bv6rxnmP42cfG5x7nJfin+PxHdZ7kbfgLnwbyD85FsAGhAAh\nmPy/rJgJwYQFM1aTGQtm7IQQZva9f+6YXt/pKmaTFZPZgslsAbPFH8KYzWYsNjv28DCiYitTtUZ1\noqtWJjQiDHt4BKERYYRFRRAVE01kpWgqVYmhSnxVIqMjtYpGRET8FOiISJkRba/E7Q0GcHuDARiG\nQeqpZFZkfs/KAys47TgV6PJERCq008dO4tvFwLdiBMyF7xcdd1t49K2J866eP1741nTu8cU/u/jR\nuSaTufD1TGAyFX/fVPjKhW+LxjGdq+7n14qe2zCdGz/30oWPKwxTzGYzJosFi7XolxWrzUaIPQSb\nzUZYeDi2sDBCw8OwhYcRFhVOWFQU4ZUiiYquREhoCCF2O/ZQOza7DVtYKGERYdjCQomMjMRmt/mD\nFx3dLSIi14oCHREpk0wmEw1jGtMwpjH/r+WjgS7nNwnmyXww9w7B3X8w915efbJ39TV5Xv1eEBER\nuTbMgS5ARERERERERESujgIdEREREREREZFyRoGOiIiIiIiIiEg5o0BHRERERERERKScUaAjIiIi\nIiIiIlLOKNARERERERERESlnFOiIiIiIiIiIiJQzCnRERERERERERMoZBToiIiIiIiIiIuWMAh0R\nERERERERkXJGgY6IiIiIiIiISDljMgzDCHQRIiIiIiIiIiJy5bRCR0RERERERESknFGgIyIiIiIi\nIiJSzijQEREREREREREpZxTolBCXy8X48eNp2rQphw8fBiA3N5fnn3+evn37cttttzF+/Hg8Hg8A\nWVlZPPTQQ/Tt25dBgwaxYcMG/3PNnz+f/v3707dvXx5//HHOnDkTkJ6u1KV6HzVqFH379qV37958\n++23/sdXpN6XLVvGwIEDufXWW7nvvvtITEzEMAwmTpxI37596devH5MmTfI/vqL3DpCRkcGgQYN4\n8MEHiz2+IvUOF+/f7Xbz6quv0q9fP/r27cuYMWNwu91Axer/Yr27XC5efvnlYr27XC6g4vd+viee\neILhw4f7P67ovU+ZMoWOHTvSr18//68lS5YAFat3uZDmPZr3BNu8B4J77qN5j+Y9mveU0XmPISXi\nkUceMd555x2jSZMmxqFDhwzDMIy33nrLePrppw2Px2M4HA5j6NChxpdffmkYhmE8/PDDxscff2wY\nhmHs3r3b6NKli5Gfn28cPHjQ6Nixo3Hw4EHDMAxj3LhxxtixYwPS05W6WO8TJkwwnnjiCcPj8RiH\nDh0yunbtamRkZBiGUXF6P3z4sNG+fXsjKSnJMAzDmD17tnHPPfcY8+bNM+6++27D4XAYDofDGDJk\niPHdd98ZhlHxe09JSTH69etnjB492njggQeKfU5F6d0wLt3/9OnTjYceesj/vb/33nuNL774wjCM\nitP/pXp/7733jMcff9xwu91GQUGBMWTIEGP27NmGYVT83ossX77c6NmzpzFs2DD/tYre++TJk43J\nkydf9HMqSu9ycZr3aN4TTPMewwjuuY/mPZr3GIbmPWV13qMVOiVkxIgRPPHEE8Wu7du3jxtvvBGz\n2YzNZqNt27YkJiZy5swZNm7cyJAhQwBo1qwZNWrUYOPGjSxbtozOnTtTs2ZNAO666y4WLlxY6v1c\njYv1vm7dOgYPHozZbKZ69er06dOHZcuWVajerVYrkyZNolGjRgC0a9eO5ORkFi5cyKBBg7DZbNhs\nNu644w4WLlwYFL3b7XZmzpzJDTfcUOzxFal3uHT/HTp04KWXXvJ/71u1akVSUlKF6v9yvf/pT3/C\nYrFgt9tp27YtaWlpQdE7QH5+PhMmTGDkyJH+xwdL7xdTkXqXi9O8R/OeYJr3QHDPfTTv0bwHNO8p\nq/MeBTolpE2bNhdc69y5M0uWLKGgoIAzZ86wdu1aunbtSnp6OpUrVyY8PNz/2ISEBNLS0ti/fz8J\nCQnFrh8/fpxTp06VSh+/xsV6N5lM/mXWAOHh4WRkZFSo3mNjY+nWrZv/41WrVtG6deuL9pGamhoU\nvdeqVYtq1apd8PiK1Dtcuv9WrVrRsGFDANxuN+vWraN169YVqv9L9d62bVvq1q0LwJEjR1i1ahU9\ne/YMit4Bpk6dysCBA6lVq5Z/PFh6X7duHffeey99+/Zl/PjxOJ3OCtW7XJzmPcVp3lOx5z0Q3HMf\nzXs07wHNe8rqvEeBzjU0dOhQ3G43nTt3pnPnztStW5fu3btTUFCA3W4v9li73U5eXh75+fnYbDb/\ndZvNhslkIj8/v7TL/026dOnCp59+isPhICsri6VLl+JwOCps7+vXr2fmzJmMGjWK/Pz8Yj2GhoaS\nn58fFL1fSkXtHS7ev2EYjB07lvj4eG699dYK2//Feh86dCh9+vShT58+dOnSJSh637dvH2vWrOHh\nhx8u9phg6P3666/nlltu4Z///CdffPEF27dv54MPPqiwvcvlad6jeQ9U/HkPBPfcR/MezXs07ylb\n8x4FOtfQ3/72N2rXrs2mTZvYvHkzeXl5TJ8+nbCwMBwOR7HHFhQUEB4eTnh4OE6n03/d4XBgGEax\ntK88GDFiBPHx8dxxxx389a9/pVu3bkRHR1fI3pcuXcoLL7zAe++9R6NGjS7oMT8/n/Dw8KDo/VIq\nYu9w8f7dbjfPP/88hw4dYurUqVgslgrZ/6W+959++inr1q0jNTWViRMnVvjeGzZsyNixYxk9ejQh\nISHFHlfRe2/UqBG9e/fm4YcfxmazERMTw4MPPsiKFSsqZO/yyzTv0bwHKva8B4J77qN5j+Y9mveU\nvXmPAp1raO3atdx2222EhIQQFhZG79692bx5M3Xr1uXkyZPk5ub6H5uenk6jRo2oX78+6enp/uv7\n9++natWqREdHB6KFXy08PJw33niDRYsW8eGHH5Kbm0uTJk0qXO/r1q3j9ddfZ8aMGbRs2RKABg0a\nFOujqL9g6P1SKlrvcOn+R48eTUFBAe+++y6hoaFAxev/Yr0vXbqUrKwsACIjIxk0aBBr1qyp8L0f\nOnSIvXv38uSTT9K1a1cef/xxfvrpJwYMGFDhewdfP2fPnvU/xu12Y7VaK1zvcmU079G8ByruvAeC\ne+6jeY/mPZr3lM15jwKda6h+/fosX74cAI/Hw+rVq2ncuDGRkZF07dqVWbNmAbBhwwaOHj3KjTfe\nSJ8+fVi/fj2pqakAfPLJJ/Tv3z9gPfxaH3zwAePHjwcgOTmZ9evX07t37wrVe35+PqNGjWLKlCn+\n+4cBbr31Vr788kvy8vLIzc3lyy+/5Pbbbw+K3i+lIvUOl+5/8eLFJCcnM2nSpGL/16Ii9X+p3pct\nW8aUKVPwer0YhsGKFSto2rRphe+9Zs2a/Pjjj6xdu5a1a9cyZcoU2rRpw9y5cyt87wCTJ0/m7bff\nxjAMHA4HX3zxBT169KhQvcuV07xH856KOu+B4J77aN6jeY/mPT5lcd5jMgzDKLFnC1LHjh1j2LBh\nAKSlpZGQkIDFYuGjjz7ilVdeIS0tDYCWLVsyduxYIiMjOXz4MM8//zxZWVlERkYyevRo2rZtC8CC\nBQuYMmUKHo+H66+/ntdff52IiIiA9Xc5l+v9hRdeICsri9DQUMbNdLpDAAAgAElEQVSMGUPHjh0B\nKkzv8+bNY9SoUcU2AwOYPXs2M2fOZNGiRZhMJvr378/jjz8OVPze+/fvz7x58zh79ixnz56levXq\ntGrVigkTJlSY3uHS/VetWpWUlJRiiXubNm0YN25chen/cr/v33jjDXbt2oVhGDRq1IhXXnmFuLi4\noOg9Li4OgI0bNzJ16lT/P+jB0PuYMWNITk7GbDbTvXt3/vSnP2Gz2SpM73IhzXs07zlfMMx7ILjn\nPpr3aN5zPs17yta8R4GOiIiIiIiIiEg5o1uuRERERERERETKGQU6IiIiIiIiIiLljAIdERERERER\nEZFyRoGOiIiIiIiIiEg5o0BHRERERERERKScUaAjIiIiIiIiIlLOKNARERERERERESlnFOiIiIiI\niIiIiJQzCnRERERERERERMoZBToiIiIiIiIiIuWMAh0RERERERERkXJGgY6IiIiIiIiISDmjQEdE\nREREREREpJxRoCMiIiIiIiIiUs5YA13Ab3X06JlAl3DVIiPtnD3rCHQZARPM/at39R5sgrl3CO7+\nr2XvVatGXZPnLQ807yl/grl/9a7eg1Ew96/eS3/eoxU6AWC1WgJdQkAFc//qPTip9+AVzP0Hc+9S\nXLD/Xgjm/tV7cArm3iG4+1fvpU+BjoiIiIiIiIhIOaNAR0RERERERESknFGgIyIiIiIiIiJSzijQ\nEREREREREREpZ8p0oLNs2TIGDhzIrbfeyn333UdiYmKgSxIRERERERERCbgyG+hkZ2fzwgsvMGnS\nJL777jv69+/PmDFjAl2WiIiIiIiIiEjAldlAx2q1MmnSJBo1agRAu3btSE5ODnBVIiIiIiIiIiKB\nV2YDndjYWLp16+b/eNWqVbRu3TqAFYmIiIiIiIiIlA3WQBdwJdavX8/MmTOZOXPmBWORkXasVksA\nqvr1LBYzMTHhgS4jYIK5f/Wu3oNNMPcOwd1/MPcuIiIiUhrKfKCzdOlSXn31Vd577z3/7VfnO3vW\nEYCqfpuYmHBycvICXUbABHP/6l29B5tg7h2Cu/9r2XvVqlHX5HlFREREypMye8sVwLp163j99deZ\nMWMGLVu2DHQ5IhLEsrMPYxjGBdc9Hg8LFy4gNzf3grGTJ0/w9tt/48iRIxeMJSUl8swzj3Pw4IEL\nxjZsWM8DD/wPGRnpF4wtXbqIe+8dzIEDmReMLVgwj2HDhlz09UREREREpOQZhoHb7Q7Ia1tefvnl\nlwPyyr8gPz+fhx56iKlTp3Lddddd8nF5ec5SrKpkhIaGUFDgCnQZARPM/av30ul9166dhIWFYrfb\ni13Pzc3lb38bR1RUFDVq1Cw2tmPHNu6+eyChoWG0bNmq2NisWZ8waNDt5Obm0qNHr2Jjzz77NGPH\n/oWMjP0MGHBnsbF77x3MZ5/NZvfuXQwadLf/umEY9OvXi9WrV7Jnz26GDLnPP+Z0OunTpxs7d25n\n3769xcbOnj1Lr143kZKSTFpaKoMHn3vOEyeO06dPN1JSkjl8OIv+/Qde5Vft2gjm3/MQ3P1fy94j\nIuy//KAKSvOe8ieY+1fv6j0YBXP/Fb13h8PB8ePHyMzMYN++Paxfv5bFixcyZ87XfP/9Mm66qQdm\nc8mvmbncvKfM3nK1bNkyTpw4wZ///Odi12fPnk1cXFyAqhKR0nT27FlCQ0OxWov/VXXs2DGefPIx\nevToxf/+72PFxr766ksee+wROnToyJw5C7FYzu2xNWbMKGbN+oRZsz7mhx92ERER4R97/vk/sXfv\nHv70pyfo1+82KleuAoDX62XChDcwDIN//GMyI0Y8QbVq1QA4c+Y0X375LwC++eYrxo59g+rVawCQ\nmZnB+vVrCQsLY+HChWRnHyY+vjoAP/30A+np+6lbtx6rVi3n6NGjVK1aFYA1a1Zy6lQOLVu2ZtWq\nFeTknCQmpjIAS5YsxO12065de5YvX0Zubq6/h+++mw9A27btWLRoIS6Xi5CQkBL4LoiIiIiIBAfD\nMDh9+hTHjx/nxInjHDqUxYEDmWRlZXHqVA5msxnDMPB6vdjtdkJDw4iMjOLkyWN4vd5Sr7fM3nLV\nv39/duzYwcKFC4v9UpgjEhz27NlNhw4tGTLkzguWMI4b9ypLlizipZeeJykpsdjYu+9OBWDz5o2s\nW7fGf93pdPLtt99QrVo8J06cYO3aVf6xrKyDbNmyiVtu6Yvb7WbNmnNjP/ywmezswzz66AjAF7gU\nWb58GQ6Hg9dffxOA1avPjS1evBCAyZPfvWBs2bIlmM1m3nxz0kWe83vCwsIYM+YVDMNgzZrV/rGV\nK5dTpUoV/vznF3C5XGzcuP68se+pWbMWf/zjU+TmnuXHH3+4zFdXRERERCR4eTwejh07xr59e1m3\nbg2ff/4pEyeO589/fpLRo0fxzjuTmDnzY77/fimZmRmEhIRQq1ZtatasRa1atalTJ4Fq1eKJjo7G\nZrMFrI8yu0JHRCo+l8vFs88+Ra1atXn22VHFxqZMeZvjx4+zZs0qFi36jttvHwD4/vJdsGAOnTp1\nYcOGdSxZsojGjZsAvlUx27dv5U9/ep6//30iq1ev5OabuwO+gOf06VO89dZkRo58lNWrV/K7390K\n4A9+nnvuRdavX8eqVSv9t0/98MNmAEaOfJrPP/8Xq1ev9N/qtHPnDqxWK/ff/zATJ45n9eqV3H33\nvQDs3buHypUr07//QKpUqcKqVSu46657AEhM3EdCQl26detJdHQlVq9eyaBBdwGQlLSPxo2b0rlz\nV8LDw1m9egX9+99ROJZIs2bN6dSpKyEhIaxevZJevfoUjiVx/fXNuemmmzGZTKxevYKOHTvh9Xpx\nuQK39NXhsOBwlL/N60tKcPevE65EREQksLxeLydPnuTYsaMcOZJNRkY6GRnpHDmSXbiixoRheLDZ\n7ISFhRMbG3fB3QFlWfmpVEQqnOnT3+df/5oFQIcOHf3707hcLpYsWcTgwXezaNF3rFjxvT/Q2bVr\nB8ePH+f11/8fJ04cZ9Wq5YwY8TgA27ZtBaBfv9tYvXolq1Yt58UXxwC+gAWgY8fOdOzYmVWrVvjr\nSE5OxGKx0KxZc7p06cqqVcvPG0umSpUqxMfH07XrzaxatQLDMDCZTCQlJVK/fgPsdjtdu3Zj9eqV\n/rHk5EQaNWqCxWKhe/cexcaSkhJp3LgJVquVLl1uYtWqcyt0kpIS6dChIzabjU6duvhX9hiGQVLS\nPgYO/D0RERG0b3+jf8zr9ZKSkkS3bj2oXLkKLVu2ZvXqlTz99LP06NGZffv2lvj3TuSXTJr0FsOH\nPxLoMkRERCQIGIbBmTOnOXr0CEePHiU9PY309HQOHcry3wrl9XoJDQ0lPDycatXii23NUF4p0BGR\na87pdOLxXLiZ1/z5c2ja9DoyMzNYuHC+P9DZu3cPp07l0LfvrZw9e6ZYwJKYuA+A5s1b0q1bDz79\n9J84HA7sdjvJyb7brxo2bEy3bj14660J/j1okpMTiYyMolq1eG6+uQevvfZXsrOziY+PJykpibp1\n62Gz2ejWrQeLFy8kMzODOnUS/MEMQLduPViwYC7796dRv34DkpMTadiwsX9s3rxvSUlJplGjxiQl\nJdKnz+8A6NWrF9988zVJSYk0bNiI1NRkunfvWfh53Vm4cD4pKUnUqFGLzMwM/ud/hheO9eTll19i\n//40IiOjyMnJoXHjc683YcIbHD58CIfDQUFBgX+l0s03d+eDD/7BwoUL2LdvL//zP8OpX79ByX5T\nr1BF3xzvlwRz/7fddnugSxAREZEKyOVyFQY3Rzhw4ABpaSlkZmaQn5+P2WzG6/WtuKlIwc2lKNAR\nkWvK4XBw2219cLmc/Oc/c/0bCp86lcPmzRt55pnn2L59K8uXL/N/TlEw06TJdXTv3pPFixeSkZFO\nQkJdkpOTsFgs1KtXn+7dezF9+vts2bKJrl1vJikpkZo1axEZGUm3bj2YOHE8a9aspn//O0hKSqJx\n48aYTCa6d+/Ba6/B8uVLuffeoSQnJ/rDkO7dfaHSggVzefTRP5KUlMgtt/QF8N/e9PXX/+aJJ54h\nNTXFf9vWLbf0xWw289lnsxk58kmOHMn2hz0DBtzB008/xaxZH/PQQ48UC1/69x/ImDEv8vHH0/23\ncjVp0hSAgQMH8eqrY5gx40N6974FgMaNfWODB9/NhAlv8PHHH3LDDe0uGJs27R0eemgo4eERvP76\nhGIbQJemmJhwcnLyAvLaZUEw9x/MvYuIiEjJOHv2LEeOZHPkSDapqSmkpaVx5Mhh/7jJZCI8PIKo\nqGhiY4Nvv10FOiJyTX3++afs2LENgE8/ncnTTz8L+G4tMgyDG25oS2xsLEuWLGL//jTq1atPcnIS\nJpOJBg0a+k9qWrHie+6//yGSk5NISKiL3W6nSxffXjLz58+ha9ebi62madu2PXFxcXz++Wxuv30A\n+/btoVu3HgC0bNmaxo2b8NFHH3DHHYNITk6iTx9faNO06XV06NCRDz98nz59fsfRo0e4/vrmANSr\nV59evfowffp7tGjRCpfLRatWrQGoVas2t99+BzNmfEhcnO/Eqnbt2gNQs2ZNBg26i08++Qin03fk\ncIcOHQGoXr0Gd999LzNmfEhGRgYAN97Yyf+cv//9EKZPf4/t27diNptp374DAPXrN2DAgDuZNm0y\nrVrdgN1up3XrGwr7a0XXrjezdu1q7rxzcMDCHBERERGRK1F0ulR2djaHDmWRnJzE/v2pnDp1CpPJ\nhGF4sdnsREREUqNGzWtyPHh5pK+CiFxT33+/lISEenTo0IHFi7/zX09JSQagUaNG9OzZG8C/Sicl\nJYnatesQFhZG48ZNaNCgIZ9+OhPDMNi7d7d/dUtUVDR33vl7PvvsU9LT97Nr106aN28BgM1m48EH\nH2Hx4oXMmvUJ2dmHadfOF4aYzWZGjnyKbdt+4v7778PlctGxYyd/bc899yIZGfvp3Nm38qVz55v8\nY2PGvEpubi7Dh/s2OO7Uqat/bOzY17HZQvjrX18EfKHSubE3iIuryscfT8dqtfpX4RR9XkJCXRYu\nnE98fHX/8eYAr702nnr16rNu3RoaN25CVFS0f2z8+EnUqFGTLVs20aJFK0JDQ/1jU6e+z6BBv/cH\naCJSdrhcLsaPH0/Tpk05fPjwBeNPPPEEw4cPD0BlIiIi115ReJOYuI/ly5fx4Yfv8dJLzzF69Cim\nTXuHr776ksTEvYSE2KhVqza1atWmdm3fqVIREREKc86jFToics14PB7Wrl3NHXfcScOG9XnllbEc\nOXKEatWqkZqajMViISGhHlarlcaNm/Cvf83iwQf/H7t37/IHHiaTiT/8YSTPPfc006ZNJjFxn/8k\nKYCnn36WefO+pUOHVgB07nwuYPnjH59k3rxv+fOfn7xg7N57h7JixTK++eYr4NyqGIDu3Xvyyitv\nMGbMi5hMJv8KHYDrr2/Oxx/P5r777qJFi1bEx8f7x2rXrsPXX89n5MhHadq0abGAJS4ujrlzFzF6\n9ChatGiJyWTyj8XEVGbu3MW8+ebrtG3brtjXsGjs73+fSKdOXYqNxcXFMX/+UiZPnuS/HaxIrVq1\nef/9jy/7/RGRwBgxYgQtW7a86NiKFSvYuXMntWrVKuWqREREro28vDwOH87i4MGDJCUlkpKSxJkz\nZwpX3hiEh4cTGRlJTEzlQJda7ijQEZFr5uDBA5w+fYo2bdpx881dGDv2ZZYtW8x99w0jOTmZunXr\n+W+pGjHiCZ5+eiR/+9s49u7dw513/t7/PMOGPcDcuf/llVdGA8VXxTRq1JgPPvjEv2Lmxhs7+sci\nIiL497/n8OSTj3HixHGaNr3OP2YymfjHP6bTvv2NFBQ4LvgH5A9/GEnXrt1wuZwXbKTWu/fvSE3N\nwuv1XNBz8+YtWL587UW/HrVr1+Hjj2dfdKxq1apMnPj3i47Fxsby6qvjLjpWrVo1XnvtzYuOiUjZ\nNGLECNq0acO0adOKXc/Pz2fChAmMHDmSb775JkDViYiI/Hput5sjR7LJyjpIcnISiYn7OHbsqP+2\nqbAwX3gTHV2p2P/glF9HgY6IlIizZ89QUOAgLu7cZmT796cB0KBBQ1q3bk2dOgnMnj2Te+8dyrZt\nP9Gq1Q3+x95771AWLVrAxInjAYqtRrFarcya9QWvvfZXkpISueGGNsVeu2/fW9m+fR+HDmVRpUps\nsbH4+Hg+//zri9ZssVj43/997JI9tWzZ6pJjkZGRlxwTEbmcNm3aXPT61KlTGThwoFbniIhIuVB0\nVPjBgwdJT99Penoye/cm4vV68XoNbLYQoqKiqVWrtsKba0SBjoj8ZoZhcPfdA/nhhy18/vlX9Orl\nO5EpLS0V8G3gazKZePzxp3nuuad55pnHychI55FHHvU/h8Vi4aOPZvH++/9gz55d/v1uioSHh/PG\nG3+7ZA3Vq9egevUa16A7EZFrb9++faxZs4b//Oc//Pjjj5d8XGSkHau1fB2/arGYiYkJD3QZARPM\n/at39R6MKnL/Ho+Hw4cPc+BAJnv27GHXrl2cPHkCk8m3p02lStEkJNSu0MeEX4rJZCImJhybzVaq\nr6tAR0R+s5Url/PDD1sAmDHjw2KBjt1u9wctw4c/yJYtm/j0038C5056KhISEsLIkU+WYuUiIoFn\nGAZjx45l9OjR/ttQL+XsWUcpVVVygv0I+2DuX72r92BUkfp3OBxkZR0kIyOd3bt3kZychNvtwus1\nsNttREVFU7VqDf/qm9DQEAoKXLhc3gBXXvoMwyAnJw+bzV3iz121atQlxxToiMhv9v33S7Hb7Qwf\n/iAzZ87g5MkTVK5chZSUJOrXb+Dfid5isTBlynsMHXo/Bw5kFjsFSkQkWB06dIi9e/fy5JO+QNvl\ncpGXl8eAAQOYO3dugKsTEZFgkZeXx4EDmaSmprB7907S0/cDvr1vIiIiiI2NxWpVhFCW6LshIr/Z\nxo3raNOmHffeO5Tp099n/vy5DBv2AFu3/kS3bj2KPdZkMhU7bUpEJNjVrFmz2G1WGzduZOrUqcya\nNSuAVYmISEWXm5tLZmYGyclJ7Nq1g4MHDwAmTCaIioqiRo2aOiK8jFOgIyK/idPpZMeO7YwY8QQt\nW7amSZOmTJnyNk2aXEd29uELNjAWEQlmx44dY9iwYf6Phw8fjsViYebMmcTHxwewMhERqejy8vL8\nAc6OHdvIyjqIyWTCZDJp8+JySoGOiPwmBw5k4na7adSoMSaTiTfffIu77x5I//6+fXR+vrmxiEgw\ni4uLY+HChZd9TMeOHenYseNlHyMiIvJLnE4nBw5kkJyczPbtW8nIyMCX15ioVEkBTkWgQEdEfpOM\njHQA6tatB0DXrjezYsV6li9fSt269WnTpl0AqxMRERERCQ5er5dDh7JITU1l27YfSU5OxjB8GxRH\nRUVTs6ZuoapoFOiIyBXbvXsXhw9n0bNnH3+a79ss7VygA9CkSVOaNGkagApFRERERIJHTs5J9u9P\nY8eO7ezcuZ38/HwAIiIiiY+PD8ojxIOJAh0RuSJnz57lrrsGcOzYMSZOfIf7738I8AU6NpvNfzS5\niIiIiIhcG06nk8zMdPbu3cvWrT+SnX0YALvdTqVKMcTGxgW4QilNCnRE5IrMnftfjh07BsDs2Z/4\nA53k5ETq1auv5ZsiIiIiIiXMMAxOnDhBamoKW7f+wO7du/F6PZhMJipVqqR9cIKcAh0RuSKrV68k\nLi6OkSOf5uWXXyIlJYmGDRuzc+cObrxRm3eKiIiIiJQEt9tNZmYGe/fu4YcfNnPkSDaGYRAeHk7V\nqlWxWvVjvPjod4KIXJF169bQtWs3Bg++i7Fj/8KXX37Go4/+kQMHMnn44f8LdHkiIiIiIuVWbm4u\nqanJbN26lW3bfsLlcgIQExOjVThySQp0ROQXnT17hqysg7Rs2Zrq1WvQt+9tTJnyd+bO/RaAtm11\nkpWIiIiIyJUyDIPjx4+TlLSPzZs3kZKShGEY2Gw2YmIqY7PZAl2ilAMKdETkF6WlpQFQv359AN55\nZxrPPfcMmZnpvPbaeDp37hrI8kREREREyjzDMDh0KIvdu3exadMGDh8+BPhOpKpRQ0eKy9VToCMi\nxbz55ussWDCXd975Bzfc0BaA/ft9gU69er5Ap3LlKnz44SeBKlFEREREpFzweDxkZmawc+d2Nm7c\nwKlTOYBupZKSoUBHRPwyMzN4++2/4fV6mThxPLNnfwlAWloqcC7QERERERGRi3O73aSnp7Ft21Y2\nb95Ibm4uZrOZypWrULt2nUCXJxWIAh0R8VuyZBFer5fbbhvA4sXfcfz4cWJjY0lNTSYuripRUdGB\nLlFEREREpMxxu93s359GUtIuVqxYRX5+PhaLhSpVqlC5cpVAlycVlAIdEfHbsGEtNWvW4s9/foEF\nC+YyZ843PPTQI2zbtpVWrVoHujwRERERkTLD4/GQnp7GTz/9yKZNGygoKCAszEZUVCViY+MCXZ4E\nAQU6IuK3efMmOnbsRPPmLWjW7HqmT3+P22+/g127dvC73/UNdHkiIiIiIgHl9XrJzMxg69af2LBh\nLbm5uYUrcWKJjY0jNDSEggJXoMuUIKFAR0QAyM/P5+DBAzRt+iAmk4mXX36de+4ZRIsWjQDo0KFj\ngCsUERERESl9hmGQnX2Ybdu2smbNKk6dysFsNlOlSqxup5KAUqAjIoBvQ2SAunXrAdCzZ2/mzl3M\nsmWLady4Cb17/y6A1YmIiIiIlK6cnJPs3LmD1atXcuhQFgBVqsRqY2MpMxToiAgA6em+o8mLAh2A\njh070bFjpwBVJCIiIiJSugoKCti3bw9r165m797dGIaJSpUq6YhxKZMU6IgEIcMwyMk5SUxMZf8/\nTOnp+wGoW1dHk4uIiIhI8PB6vezfn8qmTRvZvHkjTqeTiIgIatasjdlsDnR5IpekQEckCI0e/QIf\nfPAuzz47imefHQVASkoyERGRxMVpR34RERERqfiOHz/O1q0/snLlcnJyTmK1WomNjSMkJCTQpYlc\nEQU6IkHm5MkTzJr1CQAzZnzAE088g91uZ+fOHTRv3kJLSUVERESkwnI6nezbt4dVq1awb99eQPvi\nSPmlQEckyKxcuZz8/HxeeOEvjB//GnPmfMPvfz+EnTt3cM899wW6PBERERGREnf48CE2btzA2rWr\nyM/PJzw8gpo1a+mWKinXFOiIBJkffthMWFgYI0c+xb///TkTJrzBDz9sJjf3LK1a3RDo8kRERERE\nSoTT6WT37p0sX76M1NQULBYLsbFxxMVVDXRpIiVCgY5IkNmyZROtW7fBZrMxadJkhg+/lxkzPuS2\n2wYwcODgQJcnIiIiIvKbnDx5go0bN7B8+VLy8nKJjIyidu062lpAKhwFOiJBJikpibvuGgJAly43\nsXNnEg5HATExlQNcmYiIiIjIr+P1esnKOsjKld+zadNGAGJj44iN1YEfUnEp0BEJIjk5Jzl9+hQJ\nCfX818LCwggLCwtcUSIiQcblcjFp0iQ+/vhjVq5cSfXq1XG73YwbN461a9diGAYdO3ZkzJgxWK2a\nqomIXIphGOzbt5dVq1aQmLgXp9OJ1WqlevUaWCyWQJcncs1pliASRDIzMwBISKgb4EpERILXiBEj\naNmyZbFrM2fOJC0tjTlz5gDwwAMP8PXXXzNkyJBAlCgiUuY5HA6++uoL1q5dQ0REJJUrV9Fx4xJ0\nFOiIBJGMjKJAJyHAlYiIBK8RI0bQpk0bpk2b5r/WoUMHevTogc1mA6BVq1YkJSUFqkQRkTLLMAwy\nMzP4/PNPyczMpE6dBJ1UJUFLgY5IEMnISAegTh0FOiIigdKmTZsLrrVq1cr/vtvtZt26dTz66KOl\nWZaISJnl9XpJTk5i+/atbNv2Ezk5OYSFhVGnTp1AlyYSUAp0RIJIUtI+qlSpog2QRUTKKMMwGDt2\nLPHx8dx6660XjEdG2rFay9e+EBaLmZiY8ECXETDB3L96V+8lITs7mw8//IC0tDRCQkKoXLkyVavG\nltjzlzSz2URoaHDe+hXMvZtMJmJiwv0rbUvLrwp0HA4Hu3bt4sSJEwBUrlyZFi1aYLfbS7Q4Efn1\njh49ytSpf+eWW/py003dANi9eyfXX99CRzaKiJRBbrebF198kRMnTjB16tSLbuh59qwjAJX9NjEx\n4eTk5AW6jIAJ5v7Vu3r/rVJTU3jvvWkYhpf4+Jr+6wUFrhJ5/mshNDSkTNd3LQVz74ZhkJOTh83m\nLvHnrlo16pJjVxXo7Nmzh3fffZcVK1YQFxdHbKwvGT1x4gTHjh3j5ptv5rHHHqN58+a/rWIR+c3+\n8pfn+Oabr5g7979s2PATVquVvXv3MGzYA4EuTURELmL06NEUFBTw7rvvamNPEQlqJ0+eYMuWzcyd\n+1+io6OJjq4U6JJEyqQrDnTeeecdFi5cyP3338+YMWOIi4srNn7ixAmWLFnCc889xy233MJTTz1V\nIgVe7GhPEbm806dPsWDBPOrVq8/+/WlMn/4+p0+fIi8vj1atbgh0eSIi8jOLFy8mOTmZf/3rXwpz\nRCQoud1uduzYxsqVy0lJScFkgmrVqmGz6S4QkUu54kDH4/EwZ86cS04yqlSpwj333MPgwYOZOnVq\niRV4saM9ReTyNm3agMPh4O23pzJ+/Gu8/PJLAAwZch+DB98d4OpERILXsWPHGDZsmP/j4cOHY7FY\nqFGjBgcPHmTAgAH+sTZt2jBu3LhAlCkiUqpOnjzBjBkfkpaWSlRUNLVr19YWASJX4LKBjsfjYdmy\nZZjNZp588kn/vdzffffdRTfqAwgJCeHpp58usQIvdrSniFze1q0/YTKZaN36Bj755F98+eVnNG16\nHb169Ql0aSIiQS0uLo6FCxcGugwRkTLjyJEjTJnyNnl5uSQk1A10OSLlivlyg8899xw7d+5kz549\nDB06lPR035HHn332WakUBxc/2lNELm/btp9o3LgJkZFRxO0SXckAACAASURBVMbG8thjIxXmiIiI\niEiZYRgGe/fu4a233sTpdBAfr601RK7WZVfoHDlyhEmTJgEwePBgnn/+eUaOHFkqhV0pHd9Z/gRz\n/6XVe1LSPtq1a1+mvs76vqv3YBTM/Qdz7yIicmkOh4Pt27eydOliDh48QExMjDY9FvmVLhvouFwu\nnE4nNpuNWrVq8d577/HMM8+QmJhYWvX9Ih3fWf4Ec/+l0bvX6yUzM5Pbbx9Ypr7O+r6r92AUzP1f\ny94vd3yniIiUXbt37+LTT2dy+vRpKlWqRJ06CdorR+Q3uGyg8+KLL3L69Gn/iVaRkZG8++67zJs3\nr1SKE5Grl519GJfLRe3adQJdioiIiIgIAOvXr2X27JnExsZSp05CoMsRqRAuG+i0atWq2MfHjx8n\nNjaWgQMHXtOiROTXy8zMBKBOHQU6IiIiIhJ4GzeuZ/bsmVSvXgO7XceQi5SUy26K/HMleXrVlTh2\n7Bj9+vWjX79+gO9oz379+pGdnV2qdYiUJwcOZABQu/Y1+D8f+fmYzpwu+ecVERERkQonNzeXefO+\nZebMGVSvXl1hjkgJu+wKnZ8zDONa1XFROtpT5Oqlp+8HKPlbrgoKiBnQF0vWAXLmLMLTqHHJPr+I\niIiIVAh5eXmsXbuaxYu/w+FwULt2HazWq/rRU0SuwFWt0NGGVSJl3759e6hduw6RkZEl+rz2/35F\nyPatmI8dI3TGB8XGzGmpVLrzNiJe/kuJvqaIiIiIlC+JiYm89trLzJnzX6KjoxXmiFxDVxXoiEjZ\nk5ycRE7OSf/He/fupWnT60r8dWxLF+OpXgNnz97YVnxfbCz87xOxrVtD+D8mY0ncV+KvLSIiIiJl\n3549u5kw4U3MZjN16tTBbg8NdEkiFdpVBTqlfcuViFze559/Spcu7XjwwaEYhoHL5SI5OZGmTZuV\n7AsZBrbVK3D16IWzZ2+syUmYM3179eByEfrt1zj63YZhMmGf+9+SfW0RkTLm8OHDLFiwgNmzZzN7\n9mwWLFhAVlZWoMsSEQmo/fvT+OCDaVSpUoXo6OhAlyMSFK5q7dvbb799reoQkV/h/ff/AcC6dWtY\nsmQhK1cux+l00q1b99/2xIYB591iaTp2DPPJk7hbtMTZrScAtpXLKRj2AJa0VEx5eTj6D8SSlop1\ny6bf9toiImXUypUrmTZtGklJSTRr1ozY2FgATpw4wUsvvUTDhg354x//SM+ePQNcqYhI6UpJSeLd\nd6cSHh5JZGQkBQWuQJckEhSuKtCJi4sDfMciHzlyBK/XW2y8Q4cOJVeZiFxWamoKu3btYOzYN/jk\nk+kMG3YPAP/3f4/Rq9ctl/3cr7+2kp5u5qmnnPx8ayzbU08T+d8vODv9Y5x9+gJgSU0BwNOgIZ6m\n1+GpURPb0sW+QGffHt/Ydc1wdeiIfd634PWC2bcA0Hwgk8gXn8Pc7SZ45I8l+SUQESk1o0aNIiMj\ng8cee4ybbrqJkJCQYuNut5u1a9cyffp0Fi9ezLhx4wJUqYhI6Tl1KofvvpvHmjWriYmJITq6UqBL\nEgkqV7071Ysvvsi8efOoWrUqFovFf91kMrFo0aISLU5ELu2nn34AoFu3HnTtehPTpr1Du3YdeOSR\nPwBw5IiJ1FQznTp5in3exo0W/vCHMADq1/dy551u/1j2ujSu/9cMzBhY/zbpXKCT5gt0jsY0Ij/b\nTMTAwYRNfw9TdjbWPbsxTCbcjZrgbn8jYbNnYklJxtO4CQDhE8djXzgfY9ECzP3uwFvSp2+JiJSC\nFi1aXDaksVqtdO/ene7du/PZZ5+VYmUiIqXPMAzWr1/L11//G4/HQ61atYv9bCgipeOqA501a9aw\natUqYmJirkU9InKFtm79idDQUJo2vQ6r1cr773/sH8vPh9tuCycjw8z77+czaNC50Oabb6zY7QZR\nUQZffRVSLNBJfmcpLTD4B48x4qd3KUhLxVu/AZbUFAyLhRvuvJ6IGCsbZz1E3Q/+QcSENzAfzsLT\noCGEh+NqfyMA1i2bfIGOw0Hof7/GeXN3bKtXYp/7LfmPjTzXhNeL/et/46lTF3fHThc2WbRvl07Y\nE5EAu/nmmy855na7ef311/nrX/8KwH333VdaZYmIlDqv18tXX33J8uXLqF69BqGh2vhYJFCu+pSr\nZs2a6fhykTJg587tNG/e4qLHQH7/vZWMDN8f7xkzit8WsHSplV693Nx6q5t16yy4z+U52Les57A9\ngQWtn8eLidAvff+X2bpzO1lRTch12jhyxMxHq5uT/4eRhM36GPuSRTi79eDLL63MTWyGt1IMIRvX\nA2BJTsKUl0vB8Acx6tcnZNOGYrWEzviA6BH/S8zg2zEdO1ZszJK4jyo3tibqyREX9Gc+lEWlewYR\n9uG7F35h8vMJn/Qm1h82//IXUUTkCt1///3s2rXrguvZ2dkMHTqUxMTEAFQlIlK6DMPgu+/ms3z5\nMhIS6irMEQmwqw50RowYwaBBg3jyyScZNWpUsV8iUnrS0/dTv37Di44tW2YhKsrgiSccbN5s4WTh\nqeZ5eZCRYaZVKy/dunk4c8bE1q2+vwby86HFmQ0catCZpr2rs5i+hE5/H3PWQUJ+3MKqgo4MGODi\nuus8rFtnIffFMbhatwFgecjvGDkyjAcfjuBk+57YFy8Etxvr3t0AvPZNa7ZHdvEFOuedlhf6r9kY\nZjMmlwv7nG+K9RD+1gQs6fsJ/fxTQjasKzYW8fpYbMuXEfnS85gL9/cpEvnKaCLefJ1KQ+/GdPbM\nr/8Ci4icZ9y4cTz22GOsXbvWf23jxo0MHjyYdu3a8c9//jOA1YmIlI4tWzYxf/4cateug9l81T9K\nikgJu+o/hc8//zwtWrSgcePGJCQkFPslIqXD7XZz6FAWNWvW4eDBC1fMrV9vpWtXN/36ufF6TSxf\n7lvFk5Li+yPftlIyt9hWArBmjW8sbVcBdTiAp+l1dO3q4SnexihwEntDM8wnTrCioBMdO3ro1MnD\npk0W3GYbOXMXkfPFN7y5+07Cww1MJoO5YUMwHzuKbeX3WPfuwWO28vfvmvPujpswHz2CeX8aAObD\nhwjZuZ0/eydw0FIH86rV5xooKMC6cCHf2IbgMVkIWbb03JjDQcj8+WyO7gWAfel5e3e53di++Yoz\nYVUxnzhByMoVJfUlF5Eg17lzZz788EPGjBnDt99+y0cffcRTTz3Fq6++ynPPPae9I0SkQjMMgy1b\nNjNz5gyqV69x0RXiIlL6ftWfxMmTJ5d0HSJyFQ4fPoTH42HdugZMnhzJ228XMHSo73hItxvS0030\n7++lTRsvsbFeliyxMniwm+RkM7U4wJAXWwAwvN5y/j975x1XZfn+8fdZ7L1ko0wRELeCDHfukZU2\nNMtMK23Z1Cwr25llWpZZbnNv3AtFQUBFRVkyVGTvDWf8/njgwAkr+30dpc/79fL1Ojyf577PdT/P\noXg+57qv68iREF59FfJirgFgFOBGt24qMvR8+Gx0FG/yFcVZVWyPHsVCLzW2thqWL9cjMVFKYKAB\nZT37E/W4nBkz6omMlLMsbwQTHJ0w+voLNCYmpMnb08FXRkxib1CCIuYUde3ckSUJ3bHi6cpBVV8e\nOxah7Y4lv5yIvLqCVYyjDdfwiYiE2cLa5efPIasq5xNm8DVZWO2NhOeFbVnyM/HIiot4nrX8wnNw\n+BgMG3GX746IiMj9io+PD2vWrGHKlClUVlayadMmnJyc7nVYIiIiIneUysoKtmzZREzMKezs2ojb\nrERE/kX84wydRx55hB07dlBfX38n4hEREbkFrl8XzJe4OHcAfvihuU7O1asSlEoJ3s6VKLKu8NBD\nSvbskVNQICEpScqTkrXac98wXMypU3JSU6WUJ2QBYN3NDUND6NlTxfLYjpQvXMLqMb+Thz3e3mqC\ngoSuWadOCd9GX7kiRa2WEBCgpndvJTHnjCh5dTaK+Fj0jh1hT31/Hn64AePuHSiXWaAXJWTiqC4m\nAdDtKQ/iTMIxrCrUmjyqRKEWRbuhXhyV9sMiLR5JRTkA6kupAJj08uUQ/TGKPUFTISDJZWHOKzY9\nOE4o6kMtsn5ERERE/gfOnz/P+fPnyc/P5+2330YikXDy5Ent8fPnz9/rEEVERERuOykpyXzyyYec\nOROHi4srhoaG9zokERGRFvzjDJ3ly5dTWlrK22+/rU0v1mg0SCQSLl68eNsDFBERaU2ToQNuTJtW\nz5IleqSkSPH2VpORIUWCmkdXjcX6zWO8/9ka1q9/nFdfNaCwUMKvRtto8OiEyrcDHfbuwcRQyXvv\n6TMiMxMAmWdbNMC4cQ1Mn27I0aMykpKkGBtrcHTUIJEI7c4jI+VMm9ZASorgC3t5qTEx0bBokYSj\nbScyqvMvKM6eIYKhTPFVU1cnYcup0UzctRm+XEB1XAoSLAnob82JvDA4AIrjx1B18KM0JhVz5HQa\n60ZMZh9klz5BcSqK+kFDKD2Vggl6DHnBkZj0Phjk/0zN+XMou3SjKCoVfQx4fl4bTszoy+Ab71CU\nkY7Rt18jLSu7J/cKQKaQYdag+vsT70Me5LXDg71+yWuvQGCPex3GbWPGjBmtji1atEj7WiKRcPTo\n0bsYkYiIiMidJS7uNMuXL8PS0gpHR6t7HY6IiMhN+MeGzvr16+9EHCIiIn9CcXERO3ZsIzg4BG9v\nHwDS0lIBKU5Orrz4omDo7N4tx9u7nrQ0KeEcw/a8UCPHfdsiPv/8Yd580wAJajrIz9EQ9CzKwE4Y\nrF/L4hkxPP19b8aQTo3CFI2NDQAjRyr54gs1s2YZUFMD3burtN3DhwxR8vPPCgoLJaSkSJHJNLi7\nq3FxAZlMQ9RJOeFbIzj6YTQHfhvIV95VWFho+PjTZ5hUtRzDFctQJyZwEX+8fdQUPuTMpQO+uPy+\nGaa+iORyCml44u0nJWlwd6ovGcL2CBg0BJJTScEbnw4SToWHwkaQ79+Psks3JMmpJOND525wplM4\nxILZ9KkoYmNQ+rQH6b2pcSGRSZGp1Pfkve81D/La4QFff1HxvY7gtnLs2LF7HYKIiIjIXSM1NYXl\ny38Vt1iJiPzL+ceGjrhXXETk7vLJJx+xatVvdOjgz5EjUUgkEpKTk1AoPBnrkUi7nUfo1vV1tm2T\n88or9Zw7J2Os0R40DQpqJk/F8OcfmPRbDo6Obdj8TQ568TXUeXpRH9YXgIfNDpAyuxtdPztLtVcA\nTa6NgQEsXFjLmDFGADz7bIM2pvHjG/jhBz2WLFGQmCjD01ONvj7o60OvXiq2b1fwzjtGHJAPwdgY\nHBw0uLvDab0QLrYZhP/7szABlkre41k3DVKpkp+YyneJr6I6EYlVejwHJb0JcdXQq4+CNd88yTPb\n19Dw/ntYZSZwRtqbUGcNnR+yZt/GQYSvWEHtazOxuHaROFlvwp01tBkcQEmsBZaxMaSZd2GKfbR2\nbXcbhUJGwwOapfEgrx0e7PW/aSqhO9X3OozbxuTJk/nss8+ws7P7y/MKCgp49913+eWXX+5SZCIi\nIiK3l+LiIn75ZQmWlpaimSMi8i/ntpUnv3z5Mr6+vrdrOhEREaCiopyNG9cBcOnSRaKjTxIU1Juk\npMtIlV58F9kDIuGbMRC29S2+/lqPo0dlfKo4TENgD+rGPorRkkXoHdzHwPFPMlR+AcaByssbjZ0d\nSr8A9Pft4ZVdr2H9bQJ1QU9Q2eL9e/dWsW5dNQsX6jFqVLOh0769mnHjGli4UB+AZ55prqn11FMN\nvPCCIbt3y0lIkNK+vRqJRDCI+g9QMf7UMi7iAsBlx74oFNCunYYDbpO5lrcIl4eHA5BoF0YfOXTp\nomKE0Uyerl2F5bAByKquk2zfmz4yCA5W8TJv8FDRICRTJqFfeY00hyD6SiEkHD79eBZf8RYTy76n\ntlzKvequKZeDUnlvzKR7zYO8dniw119Xd68juL088cQTPProo4SGhjJw4EACAgKwtLQEoKSkhAsX\nLnDo0CGOHTvG+++//5dzNTQ0MH/+fH777TeOHTuGvb09Go2G+fPnc+DAASQSCQMHDmTmzJl3Y2ki\nIiIiWmpqali2bCkqlQpTU9N7HY6IiMjfcNsMnS+++ILly5ffrulERO47TkQcZseCn3h/8zJMzExu\nacyZM/HU1tZiYbGF+vrJ/PjjIgwNDcnMTCdAI2y/0ujr0ytlNSNGvMbXX+sDGtz0klH6PYmyYydU\nDo7o79lN3fgnkacJxYaVHl4A1I5/ApM572I+ZhjSqkoaOnZqFUP//ir6969pdfzTT2s5elRGXp6U\n0NDmDISRI5UsWqRixgwDqqslvPxy81Pd5MkNjI1w5pMXrpC/6jDKoN5APRIJjHtGzuC520hE6MBV\nHBgGgJ4edHncnWnLf+LXq5MAKPQPBcDGRoOmf1+WnpzBlL3fA5DfQdD8/dWMNZvJr+XP0q6rBfv2\n3LtMAQsLI0pL759MhX/Cg7x2eLDXL6z9Xkdx++jfvz89e/ZkzZo1fPfddyQlJeno7du3Z+DAgezc\nuRMzM7O/nOvFF18kICBA51hERASnT59m586dAEyYMIG9e/cyePDg27sQERERkT+huLiI3377hevX\nr+Lk5HyvwxEREbkFbtnQuXr1Kq6urn+qi2aOiMifU1xQzAuTHiYPNTldwliVduaWxkVHxwISSkv7\nYW4+nb17P2bv3t1YWzvxUlE9hRbWbO9nweQtF/j19yyOTHCkNCkP/fcrqXD3AImEutFjMfxpMbLE\ni8jPnkFtY4umcctAzdOTURw7guLUSWoef4q6MY/c8ppMTeHkySr275czZIhSe1yhgF9+qSEoSDCt\ngoObzZ7QUBUPP9zAez+6A+4s6F2r1SZObGD5cl+sMwvx5yIjH/IChKygF16oJ/z3ieRL3fCsOIfz\nIB9AeM+XXqpn7KFvUXs5o0hNwr6fD6BCKoW336ln1ixrfv+s6pbXJSIiIvJnmJiYMHXqVKZOnUp9\nfT2lpaVoNBosLS3R09O75XlefPFFOnfuzOLFi7XH9u7dy5gxY7TzjBw5UjR0RERE7hpJSZf59Vch\nM8fRUSyxISLyX+GWDZ3hw4dja2tL7969CQ4OJigoCHNz8zsZm4jIfcOKDxeQhxoJcKo8jcryylvK\n0jlwOAZoD357KUucy8sv22FhUYpEMomBH/Zmn301P9gUMRnQO3aYPo89jsJAyML5ufIgJw+c5scZ\nX2CwYS0Wj4xAWlRE3fBRzbVkDAwoX7vp/70uU1MYO1bZ6riHh4YLFyo5elRGnz669UO+/baW6mqI\njJQTHt481sQEVq6sISzMmkjC+TKkefOXq6uGRYtqeeaZPkAfono3GzQhISqmvaBk2o9vARAZ2qw9\n91wD48c3YHJrCVEiIiIit4yent7f1tP5Mzp37tzqWGZmJuPHj9f+7OrqKjaiEBERueNoNBqOHj3M\n5s0bsLKywsRE3GYlIvJf4pYNnbi4OOLj44mOjmb58uW8+eab+Pj4aA2eLl26oFAo7mSsIiL/WRIO\n7kcBPBk4hOUJe/j1g/m8vOCDvx2XdiUV6IRfn/e5lDSGurrnmT69jndfUeHGVZY7yJAFdqfI5AzG\nRw9T99jjSDPSAfixYj9XUmGA20OM230A88fGQFER9cG97+xiG2nTRsO4ca3NHgMDWLmyFqVSqC/S\nkvbt1aSlVZCWJsXdXaOjDRum5NChKhITpXh66nYNmju3DicnNcnJUnx8dDXRzBEREfkvUFNTg76+\nvvZnAwMDampab3c1MdFHLr83Hfv+v8hkUiwsjO51GPeMB3n94tr//Ws/ePAg27dvom1b13+UafhX\nSKUSDAwe3OfCB3n9D/LaJRIJFhZGt+336Fa5ZUNHT0+PoKAggoKCAKiqqtKaPJ999hlZWVmcPXv2\njgUqIvJfJr/sBp4SA1758XNWBe/h7J498DeGjkajoboil1BFKpGLU/jY+kkWbFrH669DWZxg2kh9\nfBniOZI97WIZf3AfVFcjv3SRWj0palcXXGUSdqRt5ZGh4yiOjEEv8ij1ffvfjSX/LX80c5owM4Mu\nXW7e5jkgQE1AQGtNIoHnn2+4yQgRERGR/waGhobUtagkXVNTg5FR64fBysr/XrXpB7mWFDzY6xfX\n/u9ee1paKsuXr8De3gG1WkJt7e35W8rAQHHb5vov8iCv/0Feu0ajobS0Gj291l9o/6/Y2v555tz/\nq+dLfn4+hw8fZv/+/ezbt4+amhqGDRv2/w5QROR+J1dViY2eBX7d/PCXmJBWfOVvxxQWFoKmljEN\nlwF4uXwLdSW1BAcbI0lNA0Du3ZEw53CWdAN5aSmGvyxBfiaesw4SwtsOoLdjCKdzo9FoNGBkRP3g\noUJvcRERERGR/xdffvklly5duu3zuru7k5WVpf05KysLT0/P2/4+IiIiIiB0Uv3tt6VYWPyzGmAi\nIiL/Lm7Z0ImIiOCDDz5g8ODBTJgwgZiYGHr27MnKlSvZt28f8+bNu5Nxioj8Z8m/kUs2KizMhFoL\nbdt4kUwdyQnNDwRnzsfx8DPDORS7X3vsckoqAF6oqXzrXcwb1Lwx8llCQ1U81j6KBimY+ffA36Yj\nl7wtOd3NGZN5c9GLjeGUgwofK196OgRRXFtMWmmqTkxn8uJIL/t7U0lERERERBelUsn06dMZNGgQ\nCxYsIDk5+bbMO2TIEDZs2EB1dTVVVVVs2LBB/LJMRETkjqBSqVi3bg3V1dV/25VPRETk380tb7ma\nNWsWRkZGPPLIIwwcOBB/f38kTYVVRURE/pTDGyPQALZu7QBw8fOH3LMcWrcDn8AOqNVqJkx5goKM\nXGLjY7makItEIuFo9DkAHOV61Ex/jbqlC+idtI0pR8qQDzvAWXtwt/dHKpES4hzO+JFRXPCZSH3c\nCdb7p/OOVXvsjRwAOJ0TjZelNwAHMvfyZMRjGMmNuTApGVM98X/kIiIiIrfKrFmzmDVrFomJiRw6\ndIjXX38djUbD0KFDGT58OG3btv3L8YWFhTz11FPanydMmIBMJmPFihWEhoYyevRoJBIJw4cPp1+/\nfnd4NSIiIg8aKpWKzZs3kJBwFldXt3sdjoiIyP/ILRs6sbGxnDt3jujoaD7//HPS09MJDAykR48e\n9OzZkw4dOogGj8gDz0dPTGfdwVX8vuMIgb26AHA56jQAnt2FriZdHwqHQ6tIPR0PwKXLFynIyAU6\nUZd7jm0nNjMm9BFi4i8gQ4K5ux8YGJA7dgSDftlI2qP9aXs+hQ1dYYSVLwDjfB5n55VtrJgWQmFN\ne06fnIWPpS82hjZYG1gTk3uKJztMBGDJ+R8AqFZWse7yap4PfPFuXiIRERGR+wI/Pz+sra0xMzNj\n5cqVrFixgt27d+Ps7MzcuXNxcrp5218bGxv27t17U23mzJnMnDnzToYtIiLyAFNbW8vq1Ss4ezYe\nZ2cX8dlNROQ+4Ja3XCkUCrp3786MGTNYs2YNR44cYeLEiVRWVjJr1ix69ep1J+MUEflPsOjgSorQ\ncObgce2xvDRhu1PY2CEA9H90BIZAwbUMANbv3g6AO+8Acub/+CMAV5KS8UKKRYAfALbvL2Z/Nyss\nz5xnXzsV+4b7YaInFMga4PYQATaBzIl6h82pG3A398DWyBaJREIPhyBOXI9Eo9GgUquIzYlmauBL\neFp4cTz72N24LCIiIiL3DaWlpaxbt44nn3ySIUOGcO7cOWbNmkVUVBR79uxh+PDhzJgx416HKSIi\nIqJDZWUFixcv5Pz5BFxd3ZDJ/lvd8kRERG7OLWfotOTGjRucOnWKU6dOER8fT11dHSEhIbc7NhGR\nfy3vDp9IQVYGv1xoNm7Kistuem5JUQ42SPDuKGTTGBgb4oIeZVVFABzYH405plxhPP60IzHyMsfP\nH6M0J4khqND39aQGkBgYYL/hJKG7HuZy8SVmdBykfQ+pRMrSQb8xZvtwzhecY5LfZK02tN1w9mTs\nIi7vNJb6VtSqavGz9qesrpSDWfvQaDTab2jUGjW/XVwKwOSAqa3WUlFfTr2qAWtD61ZaetkV0Ghw\nt2hdxDOzLANbmQXGWP7dpRURERH5V9OnTx969uzJY489xoABAzA2NtbRR40axebNm+9RdCIiIiKt\nqaqqYvHiheTm5uDk5CRm5oiI3EfcsqETERFBdHQ0J0+epKCggC5duhAcHMzkyZPx9fW9kzGKiPzr\nWHZ6GwAqpQqZXPiGI/ZQs7mjrG9uV1dcV4qjRLf1rLnUgHJVDQB5mdkEUwnAYskN+tSrGDtgBACj\nAFXbdtpxDiaO7H/0GAez9tPbUddEdbfwZM/YQ3x06n0m+T+nPT7UfThvRxqzJGExozzGAOBn7U+d\nqo7fk9aQVZ5JW3PhPbambuLd428CEGjbmW72PbTzZFdcZ/BmoZ7DkXEnsTG00WoJ+WcZuCkcI7kx\nMU+epY2xvVY7mX2C0duH0s6iHccei8FAbvA3V1dERETk38uRI0ewtPxrc3rlypV3KRoRERGRv0at\nVrN27Spu3MjGycn5XocjIiJym7llQ+enn34iODiYuXPn0r17d/TF1sciIpw7FU/XUMH0uHTqrPa4\nsqEBEAyf6+oqOhrq1lIwURhxra4AgIbKXDzQUPXGO4R//Tn9+JQjMg19VBIeZRYlLQwdAH2ZPsPc\nR9w0HkcTJ5YMXKZzzFTPjJc6v8xXsZ9RUJ2PQqrAy9IHiUTYcRmfF6s1dNYlrcHawJpaVR2/J63V\nMXRWX15BXnUuAL9e+Jm3eszSaisvLQeEujxrLq/k9W5vabXlib8AkFGawba0zYxv/6RWu1qexdQD\nz9DRthNfhH3Taj351fmYKEwwUhi10kRERETuJh07dvzTb7WbMh0TEhLuclQiIiIif0109EnOno3H\nza3tvQ5FRETkDnDLNXR8fX2ZPn06ISEhf2nm1NTUMGvWrD/VRUT+6+TfyNW+jt5xUPs6NzVN+7qh\nTjB09m/YSREa7F29dOYwMTSjEBVlZWXUq6txQkb1Vn0rGgAAIABJREFU9FdR29qxrFssj497g0/7\nl6GRyVB6ev/PMb/QaQa2hnZE55ykh30vDOQG+Fp1wEhuTHxeLABKtZKYnJM84jOeIIdgTt04oTPH\n7vQdBDuG0NmuC5HXj2qPazQa9mTsZIznWPxtOnL8enNdnnpVPfsz9zGhwyRsDG2Iyj6uM+e38V8T\nnxfHbxd/4XROjI4Wef0oXVZ2YPyuh1Fr1DpaWV0pM4++zI60rTddb/SNkxTWFN5U++NcIiIiIrfC\nrl272Llz503/7dq1i02bNt3rEEVERER0KCwsZNOm9djbO4jbrERE7lNu2dAJDAxkxIgRLFq0iKSk\npFZ6cnIyixcvZtiwYfj7+9/WIEX+d2qqani9z1ii95/4+5NF/pIjm5u7k2SeO699XXwjW/ta3Zih\nE7l2CwBdhj6kM4eJmRVKYM8ewRDSM3EAIyPqRo7G7UIE37+cSBdVLCofXzD637NTTBQmzAv5HIAh\n7YYBIJPK6NKmK6dunAQgqzyDOlUdftb+BDuFklqaQl51HgCVDZUkFV8mzLkPoU59OJMfR2WDsE0s\np+oGhTWF9HQMJtQpnNjcGKobqoXrU5ZBtbKKIMfehLiGcupGlDamBlUDu9K3M7jdMGQSGQez9unE\nvPjsd9Sr64nOOcnhqwd0tHnRH7Lq0nKm7J9EblWOjvbL+SWM3DaYJ3aNRaVW6WgnsiPx/bUdX57+\ntNU1ulZxlcn7JnIiO7KVVt1QzU8Ji8mpvNFK02g0RN84Sb2qvpUGgvkkIiLy38fV1VX7z8XFBUND\nQ/T19dHX10elUvHCCy/c6xBFREREtCiVStauXYVEIsXAQNzuLiJyv3LLhs7jjz/OypUrKSoqYvLk\nyQQGBhIeHk54eDiBgYE8++yzFBQUsGLFCp544ok7GfO/hpqqGirLK+91GLfEZxNfYfWlA7z61ChU\nStXfD7jPqK+rp76u9QP32vk/s/D1j//RXBcPN2eZlOY1mwmVpUXa10qlUEMnOzkRQ2DsSxN15jC3\nswNgx+Y9AJjaCXuaq19+HY2+ARaD+6F39DANnbv8o9j+ijFej3DksZM8G/C89thAt8EkFl0gvewK\nycXJAHhb+hDs2BuA6EYDJr00rVFrT6hzOEq1UqullqRox4U5h1Ovricm55SglQqal4U3Ya5hXK3I\n4nrFNa1WWlfKKI8xdLLromOklNaWEHn9KM93fAF9mT6RLbJ+GlQN7LyylQ7W/mjQcDBrv1bTaDQs\nu/gzAOcKzhKdc1LnGsw79QEldSV8Hfe5No4mXj8yg51XtjFl39PUKGt0tFcOv8icqHeZsn8SGo1G\nR3vvxNuM3DaY2SfebnXNvz/7LV7LXPkpfkkr7fekNfj95smxa0daafsz9zBsy0CSi1ub56duRDHt\nwLPkV+e30s4XnGPuyfeoaqhqpaUUJ/PDue9RqpWttIyydDYkr2u1NoDrFddamW1N5FbltMqsaiKv\nOo/Ewos31QqqC4Qi2jehsKaQG5XZN9WKaopuuu4mraS2+E/nrKgv/9NYmgzIP5JfnU+tsvamWl5V\n7p+aeDmVN256nUGoRfVHo7GJq+VZf5pBllGW/qfaldLUm947jUZDcnHSTTW1Rs2losSbakq1kouF\nF26q1avquVBw821F1Q3VnMs/c1PtfiIiIoIuXboQFhZGnz59CA8PZ9SoUfj5+d3r0EREREQAoW7O\nli0bSEm5jF3j35wiIiL3J7ds6AA4OzvzwQcfEBUVRUREBN9//z3ff/89u3fvJioqirlz5+Li4nKn\nYv1XseWnNQS3c2SApxu7VjSnWWdnXuPd4RO5EPvv2kcfE7UbgHQadOJ9EPj6hVl0drHlmQ7ddY5v\nX7aeV794g3mrv+Lg5ohbni8rMQG9xtdqVfODWUVtc5crdYPwMFdUWYAb+piYmejMYesq/J4knosD\nwNm3vTDOwZHSHXup79OP+n4DqH362VuO61bws/FHLm0unTXCYxQSJKy+tILk4suAYMx0tO2EscKE\nk43brppMG09LL3o49NIxWdJamDY9HYNRSBXaLVlpjeM8LL0IdQ0D0GbppJY0GkhW7QlxCuNcwRlt\n1s+lokRUGhX9XAfS3b6njtlzsfA8xbXFvN71TdoY2XOiRev15JIkrpSm8X7Qx8gkMp227FfLsziT\nH89jPo8D6GwbK6gu4Hj2MTradqKotkhrSIGQYRORsROpRMrp3GhSGuMGIXNpVWP9oBWJyyiubTb1\nqhuqmR8rZEXNOvKuzsN/jbKGdyJnUlCTzxvHXtF5cK5R1jBl/yRic2N449grOvevuqGacTvHsCV1\nE7OPv6WjVTVUMWzLQH44t5BPoz/U0Srqy+m7IZi5J2ez+Ox3OlpZXSnBa7sy/dBU1iWt1tGKa4vo\nsSaQJ3Y/yr7MPTpaQXUB3VYFMHzrQKJbXC8QjJ5uq/zpuyGYC/kXdLTrFdfovjqAPr8HkVmWoaNl\nlKXTbVUAfdcHk1eVq6OllqTQbXUAAzeGUVpboqMlFl6k2+oABm/up/0MNXEu/wzdVgUwYuvgVuZM\nTE403Vb7M3bHiFYGTOT1o3Rd5ceTux9tZaTsz9xD51UdeHbvU61Mjx1pW+m8qgMvHnyulfZ70ho6\nr+rAzKMv80eWXfiZbqsDmH3irVbawjML6LmmE/Oi57bSPo3+iKC1Xfkq9rNW2qwTbxL6ew++P/tt\nK236oan0WR/ELxdam43P7H2Sfht6s/ryCp3jGo2GR3aMpP/GUDYkr9PRlGolQ7cMYNCmPuy8sq3V\nnPcT3333HT/++CPnz5+nbdu2JCQkMH36dEaMuHltMxEREZG7iUqlYuPG3zl27AhOTi7iVisRkfuc\nf2TotMTJyYmOHTvSsWNHnJ3v/4rpmakZTOkYrn3wXzvvI7JRcY0G3n3zOQryhAK3r4YNZNnpbSx6\n/rU7Gk9NVQ3FBTf/NvqPxB45RYK6glB9ofPQoWWr/2ZEMxGrttLdzopnfIP+X3Hea+KPn2bJ5kUU\noOFARQYHN+7SapGrN2pfr3nv1rN0bpRl4y0xQgaoW3zTXqaswqzxtaoxQydHVYGtnkWrObqHC8WG\nc8rScQE8grtqNVUHPyp+Xk7Z71tQdrp9GTo3w9nUhTFej7Dswk+sS1qNt6UPJnqmyKVyQpxC2ZOx\nmwZVA6mlKUglUtqZu2MoN6S3Uyg70rbSoGogpSQZUz0z7IzaYKIwobdTKFtTN2k1B2NHTBQmBNgF\nYKFvwdFrhwFIKUlGggRPCy+CHUNQqpWczonWaiCYSyFOYY0mjmCWJJcIWSt+Nv6EOIVx/Hqk9sE5\nsVAwDwa4DaKTXWdOXG82gppqBU0LnI6toZ2OoXMi+xhqjZqPgj9FLpXrjDt67TAN6gZ+GLBUe24T\nR64epFZVy3u95gIQld28pfHQ1QNUK6t5LmAqFfUVnMmP12qHrx6kWlnNSI8xZJVnkl7WXH/pUNYB\napQ1hDiFEZNzSqcW0KGrB6hV1eJr1YG9mbt1DIqDWfuoU9Vhb+zA5tQNOibE/sy9NKgbMJAZsOay\nbvedPRm7UWmEz/GvjS3rm9h1ZYfW6Pg54QcdbXvaZurVgkm15NwiHW1TygbqVHUAfBuzQEdbn7yW\namU1tapafj6vO+eaSyupVlZRUlfCr42ZVk2sSFxGVUMlOVU3tEW4m/j14s9UNVRqM41a8lPCD1Qr\nq7hUdJHtaVt0tB/OLaRGWUN8Xix7M3RN3e/PLKBOVcfx7GOtsqi+jZ+PUq1kf9ZeYnNP62jfxH+F\nWqNmW9oWEouaM5Q0Gg3z474AYG3SKp0MJZVaxYL4rwDB2Gm5ta9eVc/CM0LB8MVnv9PJQqpsqGRJ\ngnDtF575Riczq7i2iOUXhQLp38R9qWMo3qjMZlPKegC+jv1c57OSWpKiNe++jv1cx5RKaJH19k3c\nlzrrjs45yaXG9S6I/5r7GZlMRq9evVAoFGg0GvT19ZkyZQo//PDD3w8WERERuYOoVCp+/30NkZFH\ncXFxQyaT3euQRERE7jD/b0PnQWDb0nX0sLNijLMHb/R7iO25Z3nzhSdZ//1youtyGGjajufCHicP\nNWs/XQxAem1jzZGyor+a+n/i4MZdhLRz5KmOgTfVty9br5Nxsn7eAtTAyBdfpS0KItKO8US7jmSm\nZtx0fEvWzJ1LFkp2FyWSlphyu5ZwR1j42ods+WkNEau2knFZeEBePedzyoGpIeMA2P5N87fRNzKT\nMQPaoqCkPO+W3qOsuIwUTRVOZo7I0TV0CjV12CMUDFcplWRnXiMbFVaWDq3m6TF8AE25bP6AQ69O\n/3S5t405vT5ErVGTWZ5BmHMf7fEnfZ8mtyqHzakbOJd/Bm9LH/Rlwvqe9Z/CjapsVl9eQVxuLB1t\nArXfAD3r/zw3qrJZkbiM2NwYAu06AyCVSBnhMZpd6dsprysjtSQZFzM3DOWG9HDohUKq0Jo9aaUp\nGMmNcTRxIsQpHGg2S9JKUlFIFbiatiXUOZyCmnytAZRakoxMIqOduTshTuE6tX5SSpKRSqR4WngR\n6hzGiexmI6hJ69KmG13suumYNpeLLyGTyBjmPhJXUzed7V8XCs4jl8p5LmAaxgoTnXFn8+PRk+rx\nere3kSDheAsDKTrnJIZyQ97uMRtAZ84T2ccwUZjydo/3ADjZopD00WuHsNC34J2ec6hT1RGb27zd\n6WDWfmwMbZjV832Ka4t1zIT9mXtoY2TP7F4fkFmewbWKq1ptb0YEziYuvNHtHS4UJOgYBnsydtHO\n3J2pHV8kNjdGx0CKyNhFeytfnmg/gagbx3W2Ee1O30GgbWdGeIzmaNYRHVNgd/pOejoE0celn04B\nbYDdGTsId+5L1zbdda6JRqNhd/pOBrcdiq9VBx0zTq1RE5EuFOV2MXUl8lqzVq+qZ1/mHp5oPwFr\nA2udcVUNVRy+eoBJfpMxkhsTeb3ZtCmpLeZEdiRTAqbpZJyBsJ0qLu800wKnI0GiMy697AqXii7y\nUichs6rluItFF8gqz2R651cFrUWcsXmnya/OY0Zn4YuAlpllJ7KPUV5fxsudX0eDRsc0bDIUX+3y\nRuNWx+Ythvsy9qDSqHit6xtUK6t0DMWI9J0AzOz2NiV1JVwsbK4Ftjt9BwCvd3uLnKobXClNa6Ht\nRC6V83q3t0gvu0J2xXWdcUZyI17pMpOLhecpqrlz/w+815ibm7N8+XLUajUWFhacPHmS8vJyioru\n3zWLiIj8+9FoNGzYsI6TJ0/g4uKKVCo+5omIPAiIv+l/wYnft5KJkqj6AiLrcvGTGFKEihkfv0w9\nMOaNNxj3zktIgPMHD5J09iLXEB5qKusq7khMKqWK+TOmcQ0Vcaoyln+yqNU5z787hSdeGK/N4MlK\nPY81Ep56cyoz58zHW2bOoapMngsJ/ssaQPk3compyMAG4UF968Lf7siabgcfPDKVeWvmM23OCzw7\n82nGhHfnXFQcKclxuCBn7oYluCAnKytROyanOh8PqSnWUkPKlK1rjtyMzYuWUwu4dghEAWgaH2KL\nC4opQI2V3BgQ7tOxLfvQALZ/aDsOIDU1xRIFAN2QofTx/Z/W/7/gZOrMmmEbcTNry6Pe47XHB7o9\nRLc2PXgnciaHrx6kl0OwVhvg9hDhzn15O/J1LhQmENRYcwfgobZD6O86kFkn3iKzPENbjwdgkt9k\napQ1fBX3ObG5pwm0FYwsY4UxA9weYlPK79Sp6kguTsLT0gupREpnuy6Y6plpH0JTSpNpZ+6OQqYg\nxEnYxnX02iEAUktTcTNri75MnxCnMKFzV2PR57SSVFxN3TCQGxDiFE5+dZ52K1lLLdQ5nHMFZ7XF\njFNLUrRzhjqHc/LGCa15kVqaQjszd4wURgQ5BOsYFGklKXhYeGJjaENne90aQWklKXhaeONp4YWT\nibOOllqaio+VD13bdMNEYapjbCQXJ+Fr7UeIUygyiUx3u1nxZfysAwh37gugE0tS8WU62XUm7Cba\n5eJEurbpTphL31aGQWLRRXrY9yLUOZxaVa3WQNJoNFwsPE9Ph2BCncMpqyvlQqGwzVSozXJRKITt\nFMa18mtkNGaj1KvquVyUSLBjb0Kd+5BckqTdWlVZX8GV0jR6O4US5hzOufwz2ro3hTWFZFdeJ8Qp\njFDncE7nnNKaS9cqrlJUW0Socx9CncJ1zKUrpWlUNlQQ5tKHEKdwjmcf05pLScWXqFPV0c91IEGO\nwX/Y1ncBlUbFQ+2G0s2+h47BklBwDoCRHqMJsA3U0Zrqxzzm8zieFl46Jl6TNslvMo7GTn8YJ5gt\n0wKnY2VgpXN/zjaOm9HlVYzkxhzPbjnnWfSkeszo8mqj8dRizoIzmOqZaY2nlrEkFJzD3tiBp/2E\nLZ0txyUUnMPDwrN5a2J2y3Fn8bMOYIT7aEDXeDpfkECgXWcGtR0MQNRNiovfL8ybN4+oqCikUilT\np07lhRdeICgoiKFDh97r0ERERB5gjh8/xvHjx0QzR0TkAUP8bf8LKooKdH4eMXYKT/V6GD1gkKkH\nj7wwgQ7dOuKOHgUl19n76wbtueV/YRBMaB/Os37B5F5r3THn73h32ATi1eUMtRIMgIR9h1qd0/Rd\n+NzRTwOQXpuPt8IamVzGuBmTiMi5xjjPcM5rqlj7pZCxMnvUM4TZ2VFT1VwMdtGM9ykHRvcaA0Bq\ntG6djH8TiTHCt+QdJIa4IOcGKpa+PodzqlL8zN2RyWV4GzlySVlEZXklKqWKLE0NtsZ2mOqbUqip\n+9O5V33xIz/NFrYXnNsrdKXqO/HRxi1XwlaF2EMn0ACmhsL2KrVSSeE1obCrhYP9TecdZ+bKZOAR\nBy/Q07vpOXeLMOc+xD51ns5tmrd+yaQylg5ajomeKQC9nUK1mlQi5edBvxFoK2Tf9HXtr9UkEgk/\nD/pNa/L0dRmg1QJsA5nkN5mfEhaTXXldZ87nAqZSWFPIgrgvic+Lo5OtsN1MIVPwqPc4dl7Zxo3K\nbBILL+DT+Pl3NXOjo20n1lxeiUajIaU4CS9Loc17D4demChM2ZIq1IxKKUnWak2ZSHszhUy21NIU\nvC19AAh1CketUTfXCCpJ0Y4LcQqjrK6U840P9WklKXg2ac7hpJWmarfLpJQka7W+bfsSl3tauyUm\ntSQFL0svJBIJoc7hRGVHare9pJYk42nhjVwqJ9ixt84DfFqpYASZ6pnR2a6rNkaNRkNqaSpelt44\nmDjqmAkqtYorpWl4WnjT3spXZ7tZnaqOrPJMPC296GLXVccwqKgvJ7cqBy9Lb4Icews1iRrfr6i2\niNK6UrwsvAhxFjKommK5XnGNGmUNXpbehP1ByyzLQKVR4WXpQ1hj5lWTKZBWmgqAl6UPoc59UGlU\nnGyst6St09So1apqics7rb0HzZquuaQ7Lpzcqhzt+zQX8/Ym1LmPzr1rKubtbelDqFO4TubSH7U/\n3lepRIq7hQehzuGcatH9LKUkGUO5Ic6mLje556lYG1hja2RLb6cwjl9vNp5SS1JwMXXFXN+CIEdd\n0zC1NAV3Cw9M9cwE40nHUEzF29IbSwMrOtp20tVKU/Cy9MHe2AFvSx8ds0f4vPvQzswdZxOXVnN6\nWnjha90BG0Mb7edIo9GQWpKMl4UPne26tjIi7zc8PDxYulTYnti3b19iY2OJiori7bdbF0YXERER\nuRvk5uawefMGHB0dRTNHROQB4x//xvfr14/+/fu3+jdgwAAefvhhPvroI4qLb622y7+dqopSTBHM\nmzB9BybPe5NPdywnNSOP1VfOas+zlBlSrqohO0n4Q7+jxJgSjfBH/DAHV/q3cdAWSV76/nzWp0ex\nq+Ai03qFsnb+z63e92YkRJ/hzYHj2XB2FwESY2ZtWA5AXbWucdSyrs7vqceY7BfCNZQ4OXrpnOcb\nLjxs52cKWy82n9pCErUsfU8wLlZ99RORJ7bhgJRZqxfhjoKcgsxbivV2sGvFJsa6eDPn4Sk6x9MS\nU3jGN4iYQ1E6xzPqCglW2HA0L4/oGwXYIGFjRhQNQI9RwrfJHp16Ug6s/OR7ju8+RBVg7eiKqYkV\n+aj/tCbRzPlvM2fpPACK865jBvQd9RByJKgba49cOiHUZzG3agOAWqWkJEfoxmPl0Oam8z4zcSS/\nAB6P/3sLaTqZOnP6yQTWDN3ACI/ROpqlgRX7HznKmQmJdLfvqaOZ6pmxbVQEqZOv4mPVXkf7OORz\nQhsf5vu49NMeD3UOZ6zXY3wT/xWVDRWEtDB7Xug0A7lUzoitD3Gt4ipBLbKFnguYSlLxZb4/u4Dk\nkiS62HUDwFBuyLj2j7M9bQsXChJIKUnCzzoAEIygYMcQViQuo7yujLSSFLwb4+xu3xMHY0dWJP5K\nnapOa4aAYFzpy/T5PXkNDaoG0suu4NWo9XcdCMCW1E1ao8TLQvi9G9BuAA3qBg5k7qW6oZprFVe1\nc4Y596G4tpjTuTE6JkrTNckoS+dKaSpFNUUU1xbjZenVqIVxLv8MRTVF5FblUNVQqTWQmsyEGmUN\nVyuyqFfX42Xp3WggCYaBSq3Sdk7ysvRGT6ZHkGMwkdePotFoSCsRjA9dA0kwTpsKWntaetPGqA3t\nrXy1pkDLItnu5p44mzprTZuWXc/8bTpioW+hNQyaDBYvC2+6temBgcxAO6dWs/QmWGsuCVqKVmtt\nLjWN8zD3JFSrNc+pkCpwNWvbSksrScFEYUobI3tCnfugQcOJxq1vaSUptDGyx0zfnFDncBrUDdoi\n2mklzRlioU59qFZWEXuj2XjysBCyzkKdw4VtcY01n9JKBQ0EQ/FGVba2rlJaqWCiCPdVMJ6auoA1\nmX9N41rWmkptNP+aPg/xebFUNlQKxmdJivazGeocTkzOKepUdSjVSu1nuqXZqFKrqGqo4nrlNbws\nvZFKpI31qwTjqcng87ZsNiIjrx+5aZes+4GcnBwWL17MBx98wJw5c/j444/55ptvmDNnzr0OTURE\n5AFEpVKxdu0q9PT00dPTv9fhiIiI3GX+saHz3HPP4ejoyIwZM5g3bx4vv/wybm5uTJo0iVdeeYXq\n6mpmz559J2K961TXVWCNgtVXzrLpWjLmVuYAGBob6pxnrDCmRFNHRaHwAN/GpA35qEg6e5FYVSkX\nNFX8/PJsIdNjySe0Qcpgcy9ONhTw6hdvMLVT379sJf5SzyEMGdmHFQkRuGLAJ6s20tbHAwlQV6Nr\n6JyJFIrKDrbwxhIJOwuE2ghdhj6kc55Le08AyvKEmNtKhSyMuF07mTNmMjO/epNLmloGdRqCiZkJ\nLga2XFGW3LWW50vffZPjdblsP7GRsuLm7lGvDBjA7qJEVrzzkfZYzKEorqHEwd4DAJlchr+hIwAG\nwPOfCF1jHm3cHncmIoLTu4XMpraBHTG3tUeDkGXzRyJ3NWdAZVxOo66hBlNkyOQyZEjQNGbopMcL\nBl+7LkJWiUqlorLR2LR3d73pGuVz5lJ09hLVb876p5fnrmKkMGJg28FIJa3/cyGRSHA2vXlnO4lE\ngrl+64LQ+jJ9No3cQfKzmbibe+hoC/ouYnDboZjrW2gfzgHczNoyv89Cbe2X4BZmz2M+jxPm3Ffb\nAail9nLn1zFSGNF/YygqjYpgpxCt9kqXmVyruMrgzf2oV9fTy0Eo/K2QKXiu4zQirx/hw5PvUa+u\np5u9UMTaysCaMV6PsO7yajalrKdB3UAnO+Ge+1i1J8ixNz+f/0F4CNao8LPpCEAft764mbXlh3ML\nOV+YgAYNvtZCi+PB7YZhpmfOzwk/aNt8N2UgjfJ8GLlUzq8XlmoLznpbCsbTGK9HUWlUrLm8gsvF\niY2akGU0wmM01coqtqZuIqmxe1mTSTTMfSQFNfkcvLpf29msyTAY3G4YV0rTiM09rS0+3awN5Ux+\nPCnFydqaRU3aQLfBnMiOJLvierPWaCAN8RzKwax9lNQWa40gD0svZFIZ/VwHEJGxi6qGKlJLUpBJ\nZLQ1b6fd+ra9sfB2akkyRnIjHE2cMNUzo4dDL7albUGtUZNWmoK1gTVWBta0MWpDgE0g29I2NxoX\nyTibuGCkMKKtWTvambuztTFjK7U0BXdzD+RSOX7W/tgbO7A1rSmbqzmDqotdVyz0LdiWtrlRa870\n6uUQjJHcWFezaMrmCkVPqseGSxsa3y9Va6KEu/RDJpGxtTHO1BZzNmW7bU3dLKyvJFWrNZmG29K2\nUK+qJ7MsQ2vw9XcdiAYN29O2tjIGB7gOokHdwK4r28mvzqOivlxHq1ZWsy8jgqzyDBrUDc2a20OU\n1pVy+OoBrmgzqJq1vOpcom4c1zH4AIZ7jCKzPINVF1ZxP/L8889z6dIlrKysaNOmjc4/ERERkbvN\nqVNRXLmSho2Nzb0ORURE5B7wjw2drVu3smzZMkaPHk1QUBCjRo1iyZIlREREEB4ezmeffUZ6evqd\niPWuU6msxlzy91thjI3MKUBNZXkJJoCVrRNKYM3Hze2Bj105wcfz36EKFS9OeoOVqfHsWB1BqL49\nW2/E88Ejz//p/DEZMTij4IOn3yEiLZ1eg0LQ09fDBKivq9E5NzVOMHB8evVmwqCntcfHz9Sd37uz\n8DBZVSKYDvUaoZNNSVUhcaf24YKMtYvX8tV+oWOMg6s3hWjY+VvztrKFr31IBztzdizfwO3kQmwC\np5VFtEVOLmp+fldo/Xwp7jxnVUJdk4K8LO35ET8JDw1+fZsNgCfeex+A/tZ+6OkL9zCwVxfaSwzI\nyk/j6nnhm/GeIwZg29YNaL52Ldm3tLkj2M6l66hT1iH0twIZaLsDFeZkYokEjy7+AKiVKqrLhFhd\nfNxvvlCJBLWTMzyAHQgkEgmWBlatjhvIDVg59HeSnsnAxlD3D5Ox3o+xZdQu3uv1Ib5WHbTHpRIp\nywevZnC7YXhaeNHZrrkzmIOJI78NXqP9uWUmUV/X/szo/Jp2C05Ph+ZObtM6vkS3Nj345cJPAAQ5\nNmcEze75AcYKY1458mKj1lwj6P2gj8ivzmM/FkDNAAAgAElEQVT8rrE6mkwq4+0eszlXcJaRWwVz\ntakmkYnChKmBL7IrfTsvHXoeCRJ6NMZpb+zAY96P8+vFpXwT9yVSiZRubboD0N7Kl74u/fk2fj6r\nL61EJpFpzaXejqH4WQfw+el5RKTvRE+qh3+juTS47TCcTJyZd+oDjl47jKHckPaN1/MR73GY61vw\ncfT7RN84iZmeOR4Wgvn7hO9E9GX6fBLzIadzorExtMHFVDArn/Z7Fg0avor9jLjcWJxMnLE2sAZg\natdp1ChrWHhmAXG5p/Gw8MREYQLAJP8plNWVsvT8j8TnxeJr7YeeTPh9fcb/OfKqc1l1eTlxebF0\nsPbXmoqT/CaTUZbO5pQNxOfFaY0zYc7JXCw8z/6svZzJi8PfRsjKkkgkTPJ7jtO50ZzIjuRMXhx+\njZpUImVih2c4fPUgcbmnOZd/RpvNpZApeNL3aSLSd5KQf5bEwgv4WQu/50YKI8a1f5ytqZuas8Bs\nBM3CwJLRXmNZeX4FCflnuVqeqY2zjVEbhrqPYNWl5cTnxVJYU6iN082sLf1cB/DrxaWcuhFFtbJK\ne++0pmHCD5zIPoZKo9Jqney60Mm2Mz+cW8jxxi5tTVqQY2/aW/ny/ZkFRN043qgJRfX7uPTHzawt\nC+K/5lRjvamARm1w26E4GDsyP+4LbRZSkzbSYwzWBtZ8FfuZtjtd0/uN83mCqR1fxEy/qe/f/UVD\nQwOLFy/mlVdeYfr06Tr/RERERO4m165dZePG37G3txfbk4uIPKD8Y0MnOzubigrdgr/V1dXcuCHU\nHsjJyblv0qzL1HWYKIz+9jwTC2uUQFFVAVbIMbERHmTSzjZmy5h7kYuaUjTMn7+cd3/+FIBeg0JY\nekY4Jy897aZzAxSjxMfMjZe+moWJmYn2uDFS6htqdc7Nbexc5ezrw3urFzItdDxTez+qMw7Ao4M3\nCqC6QjAdyhpryOQpKzirLqejlQ8DHh2uPf/hN6ejD6z9WMiMUSlVLFwzn0I0HF+j2wq4JX9VdPnP\nOPDbRlRA7w59hDWlCA/cv836DCVgjYTrtc2tnDMTzqAAHnv9Oe2x0VMeZ9OvW/k+5oDO3O0s2pKo\nqeLq1Uu0QUrP/iE4eAmGS0HmtVaxVBQ2v8+V2Dhq1XUYSoRixjIk2ho6eTWFuEqNkesLmlqlorZK\nWLtHB+9/fA0edGTSm5tcIU5hvNzltVZ/tJjombJyyDpOPhGvNQSa6O0Uyvmnkzn06HGMFcY62nu9\n5vJ9vyV8GvKlTjaRQqZg3fBNjPV6jEe9x2PVaE4AtDG2Z8OIbdgY2tDdvifWhs1a1zbd+a6f0LrY\n16qDjik11usxpnYUTCBnExedca92eYM+Lv24VnEVF1NXHbPrw96f4G7uQdSN43iYe2Kmb67Vvgr/\nFgO5PrvSt+Nr7ac1SiQSCd/1W0xpbQnrk9cSYBuIodxQu7Zv+nxPamkKay6vpItdN+01M1YY82nI\nl8TknGJt0ip62PfU3guhg9YH7MnYxcaU3+nl0Ft7H1zN3Jje6VXWJq1ix5WtBDk2ax3tOjKhwzMs\nPvcd+7P2EuzYnCXV074XIzxG82nMRxzPPqZTQLuf60DCnfvyTuRM4vNidcaN8BhN1zbdeenQ81wq\nuqgz7jGfx+lg7c+EiHFklmcQ1GLcBL9JuJt78PD24eRX5+nMOaXjNJxMnBm6ZQDl9WU6Rt2LnV7G\n0sCKgZuE4tAt53yly0wM5YbaLLCW2sxubyORSBi4STCbW8b5dvfZ1KvqGLpFqDHVctzsnh9QVlfK\nmO3DGsc1a3N6fUheda7WNOzl0Ft7zz8InsfV8iwm7X0CQGsMSiQS5gZ/QmppCtMOTAbQGp8yqYyP\nen9GYtEFXj86A32ZPr7WHbSflbnB8ziTH8/sE29jbWCNm1lbQDBfPwiex6kbUXwS8yFtzdphZ2Sn\nfb+PQz5ntI/uNs37heHDh7Nr1y7q6+v//mQRERGRO0ReXi4//LAQY2Nj9PUN7nU4IiIi94h/bOhM\nnDiRwYMHM336dGbPns1rr73G0KFDtd0dxowZw+TJk297oPeCYhow0jf92/Ms7IW21BnqCiwk+pg1\npjzmVOdhBvxy8RRjnLrx6QtzGTphjM5Yc0vh4UytUt507qtXsqgEjE1bb10xQka9SreYb0mOYKz5\ndBW+Kf1o8898vHVZq7EyuQwrpNTUCqZDUWN3rkwaUAPOvn465/cZNYhwUw9O1GYTuesQC2bMobxR\na9pq9kfKistw93TkaZ8eN9X/jIyzQsHZQc9PBKC0II/3Rk9mxbnduCEn2DaAdOr5afaXfPn829wo\nvYa3xBA7R93iw2HD+7cysnqMHoMSiFYW49FYKNqzs/DwUpqX2yqWmopy7evq0hJq1Q0YSIWHXzkS\nNBp1Y4HlauyMbFE0FjdWq1TU1VRiCq1iELn72Bs7EGAb2Oq4RCJhXPsneK7jtFaaub4FPw78hcUD\nWte5CrAN5MLTqWwZtauV9pjP45yZkMjaYZtavddHvT9j/fCt/DZ4tY6mkClYNXQ9n4R8wVfh37aK\nY8eYfTwXMJV3er6no7maubFzzD4GtxvGtMCXdLSOtp3YOHIHne26MKHDJB2tr2t/fhm0EgdjRx72\nflRHe9RnPF+EfYNcKme4xygdbVrgS7zeTdjC2NTNqIl3e85hQodnAKFDWks+Df2SIe0Eg7hlkWyJ\nRMJ3fRdrs5X6ujQX15ZKpPw06FdtNlYf1+Z6S3KpnOWD1+BsImz3aypyDcKWvpVD1mHRaNCFtti6\nZ6IwYdXQ9ejLhBoDLes0metbsGroeu3PLQt22xrZsrqF1suxOZvL0cSJFUPWaX9umQXWztydDWM3\nAmAgM9AWEQfwtvLh50HLAbDUt6S9VXOnuwDbQJYM/BUAV1M3XM3ctFo3+x58318oZu9r5Yetka1O\nzAv6Cp0Pe9j30hY0B+jnOoAvwr7Rvm5pfA5pN4xPQr4AhAyultsrx3g9wvtBHwPwUNuhOmbqOJ8n\nmNXz/UZtCA8Ktra2zJkzh8DAQPz9/fH398fPzw9/f/97HZqIiMgDQl5eHgsXfoNarcbCwvJehyMi\n8kChVquprKwkLy+X9PQrXLhwnpiYU5w9e4a8mzxP3mkkmv9HOk1qaipxcXGUl5djYmJCQEAAHTsK\nBsL/sffm8VHV9/7/8yyzZrKvBAgIKAqKIlhxqZUr4lZxu2rrUvVWa9Vb++3O9SreUr2tVqvdrOvv\nuu/aai2IohUV1AruiLIJBEgIyWQmmcx6lt8f58xGEjKThWyf5+MBmTnnzJn3J5NMZl7zer/efr+f\nsrLOrRQDxe7dAzMevGlnIwcfdgBn1Mzkvk/2Pq3jDz/+FTc9+lsAjnZUcOplV3P9vYvxADU4eK+p\nJev4khIvgUA4dX1cVRHzyg7iwS/e63TuJY/8lUt/cgnfmXEKty1/Kmvf3OpqvLKLfzRsS237/qx5\nPF//L1a/8yl1kyfsebosjq2qpEwt4A8r/snXjjmUYiCZVvPnRX/i3P/8Tpe1nD12Nlsb1lNvhGjH\n4BjfRB7f3Lld6Z/PL+P871tvFr9Yu4WyyrIu178n397vEN7v2MqXO1s5pLaMasnNWtNqLfv21LlU\nTpjAH155EC9gABpwQtEUHtn4wV7XC5az6Bu1NawnxnmTjuVP7y4h6A+y/4HjWVB9KPd/+lbW8d85\nYDYrAutRgaOLpvB52xYmuip4rn49c6rKGeMs4Zo7fs8F11zAt6fO5fT/dyUXXPUtLp4+n22bPmNj\ndBcfNrWmztfT2kcyYu3Da+3JPw1dWbjDiTAe1dPlvpZIC2XustS+zLXvaN9OrW9sp9uZpslXwU1M\nstu7MtENnY2BDZ3CtQESeoL1rV+m2pwyiWpRNgY2pFqZMulIdPBVcHOX+9rjbdS31zOtfHqnfYFo\nKw0dDSkHy57r9kdbUhkzSUpKvGzYuZX2eLDL9e0K7yKSCDOxeL/O+zoaSRiJLnOqGjsaAEus7Gqf\nIqlZYk/mPpfi6rLlsbGjAa/qzXKBZdbpc/g6udwAmsJNFDmLcKvZnxAP5M99ZWXPH7YMFEcffTSL\nFy9m6tSpnabJjB07dsDvf6Be9wwkw/E5sD8ZzesXa+//tTc3N3Pnnb8lkdAoLy/v+QaDgNvtIBpN\nDHYZg8ZoXv9wXbtpmsTjMTo6Oux/oW4udxCJhLvsSHK5XDz//EscccSRXdxD39jb6x61Nyfcf//9\n2X///bvcty/FnIHkk5WrASgq7/yCeE8OOfZrYH/g7nX5qJli5UpEgGK557R5J907dL76xAotLR/X\n+UWiS3IQNbJ/YXTbAl5W2fMTvE920qHH+GzVGgAmy0V8YFiOlPkXnNHp+FMvPotJP7mc93d8RD0a\nZ4+dzWc7PqU9Gux0LMD6NR+nLq9a8jrfvOTfe6wJwB/xUyd5UVSFClwpMeehOx9m/nmn8/7r7/CH\nVx4k809k3fTO7ouuUFSFX939KCuf/wffu9UKIy4uK6YUiXBH53XEYmGKkFGRiMbDdKDjst+0KEgY\npsk7f1sGwP5HHoHTZT3ehq4T06IU9O5XTCAYdPbWi+/dSytqZivZnowtHNftfXUldoDVEtSVmAOW\ns6krMQeslqCuBBuwWsu621foLOpSzAErF6fE3fUnoeWe8m7XXumt7FJcAStPpzuqC2q63deVkDOQ\n+/ZWZ7LVarQwfvx4TjjhBJFXIRAI9jnhcJi77/4TsViMysrR9dwrEPQWTdPo6AgRCoVob28nFGon\nFArZX5OXQ2ha5/fjsixTUOCjoKCAoqIixoyppaCgIOOfD6/Xuuz37+bQQ2d2UcHAkve7zaVLl3Ln\nnXfS0NCQyg8xTRNJkvjss8/6vcDBYvPH1oSX0rG1PR4756TjUpdLK2rZb/rU1PVCtfOnmXviQEI3\nuhZ0mr6ywn+TOS+ZuBQn7Ym2rG2alkAltzYfl+KiLdFGa+NuAMaWT+SD3Z9wuFyUmui1JxM81fwz\nsh2AS29ZzM2XXkSr1tHlsTs3pMOxGzdvY8eWehZ98wIW//UhxnaxniTtRoxK1VIhi1UvaFFrfPx5\np6OoCnPmH8tknFQ5ingv0YwBLLj28m7Ptydzzz6JuWdnt4SUohKOdc77iWlRClFRkYgkIrRh4nRZ\nWSSWoGOwY93nAMy78MzURC5d14gYcbyyI+e6BAKBQDD0OfHEE7nmmmuYO3cuBQXZf+OT7ecCgUDQ\n35imyfPPP83u3U2MHdv1ByQCwWjCNE2i0SihULst1KRFmvb29OVIJNLptqqq4vP58PkKqampxeez\nRJvkV6/X+up2u4f8Bzh5Czq/+c1v+K//+i+mT5/eyWrc37zzzjvceuuthMNhamtr+fWvf01NTfef\nWPYnDRutcOGayRN7PDZzjPmEGTOYMu0AJMAEvO6ebeEOJAy963HgrY2WrT6Z85KJU3ESTmTfTtfi\n5BqLpkoKGgbhNsu+PXnWEXy4+AnGTux6DDXAgUd8nX+++QSzlWLmzD8Wr8PLVi3Qde07dqQu+3c0\ncsd3f8Lfmz6m7d9O4Zn6L1P7Pn3/Y646bR4FspOH3n+fNjTqbAdAsacU2v1U4kBR00G5L366Dp/P\nx0v/9wx1B03myBPSYaO9oUh20aF1/mWP6DG8kgNVUgjqYTTA5bFewMuSjGEaRMMhVODAmQfzke3s\nMnWDmJGwBCmBQCAQjBhef/11wJr6mYkkSULQEQgEA8bnn6/lnXdWMX583WCXIhDsEzRNo729nfb2\nIG1tbbS1tdHenv21K1eN1+vF5yuksLCQMWMssaawsBCfrzAl4gwHoSZX8hZ0ioqKOPnkk3s+sI+E\nw2F+/OMfc//99zN9+nQefvhhbrzxRu65554Bv2+AgD21a8rh+YUczjnzJDwFHlQgQddhxntiOXS6\nFnTi9qSkuqmTO+1zOlyEo0bWNk1P4CK3H05ZVkhgEg5ago7bV7BXMQfgl8/ew1krr6CmznIuSZKE\n0c2xodZ0dlCgqYkt660WrC9iu7KOu/2iK1hPDIwYT956N34M3G5LNJl1yjd55enfs5Ps1rLKaqt9\nYc+cn95SoHrZEW/ttD1sxClRC1BlhY1xyw3lKrDcT7Lt0EkkYiRlm+SIdMPQ0TBRpNE3klwgEAhG\nMo8//vhglyAQCEYZkUiEJ598lLKysgH/QF0g2BeYpkk4HO4k0GReDoc7d4EUFBRQWFhERUUl++03\nmaKioiyhxufzoSij6/1X3oLOeeedx+OPP87ZZ5+N2z1wI/Leffddxo8fz/TpVpbBOeecw6233koo\nFMLnG/ipQUkxYsbRs3M6foZUwCdmB8ecfDxASn4orOw+dyCJioRudi3o6Lbq2FUmjtPhoR0TXdNT\n7hVd13DmKOgotqATDVm/LJ7i3L6vhx2T/p7IkoJO17naHR1p505HayubYtY0rOgeEtDO4PaUo6lp\ny1Y0wOOzWr6uuf0GXn3uQQ6dNTen2nqL1+WjNd55WlcIjWrFhUNx0mZPqPUWWbUpkoyOgabF8dgD\n45we63fCNAw0DCHoCAQCwQgjFovx8MMPs3LlSlpaWqioqOD444/nggsuwOEQbbYCgaD/efnlJQSD\nQcaN2/sHrwLBUCIWixIMBgkGAwSDQQKBQOp6W1uwk7tGVR0UFRVRVFREZWUVRUVFFBYWpbb5fIWo\nqsgn3ZO8vyP33HMPgUCAxYsXp76hA5Ghs2XLFsaPTz9pFRQUUFJSwrZt25g2rXP7UX+TiEepQk5N\nZuqJ+99exVefrk8JKxVINGPy3Vv+u8fbqsjdOnQ0LYFM15k4qtOFBgRbg6k6dUPDmeM0ekVWLUEn\nbMULe4uKcrpdJpIs0XXlWJNbUNmCRjgYoNE+0tZF+N/v/IinX36QnegcJvv4yAjRsr0egAJ7BKPT\n5WRJQ33edeWLt6CYYDvs3rU75f4BaEfH7fTicLhIpjCX1FghdAoSmmmg6QncSUHHbYci2w4dWRaC\njkAgEIwkFi9eTEtLCxdccAFFRUUEAgGeffZZ6uvruf766/t07ueee44HHngA0zSpqalh0aJF7Ldf\n5wloAoFg9PDZZ5+yfPkykZsjGHLouk5bWzBDrAkQCrXh97cSDAaIRqNZx7tcLoqLiykvL2fSpMkp\nocYSbYqHdhuUaSLF4xCLIcVjEIsjRcJI4TBSuAMpEkHqaIduYlQGkrwFnaeeeqrng/qBSCSCy5U9\nIcrlchEOZ4//8/lcqGr/v2n+2UN/4bN3P6CkJLcMlMOOmM5hR6Qno9x1zxO4vR7mzP1ap2MVRc46\nr4qEYepd3pdp6Dihy31Ol+UG0WNhSkqsJ3nN0HAg51S3qjqIY6Lbv2yVtRU5rzeJLCkYmF3eLmLE\nKZbdOI0Qfv9OdCyhqwWTQp+Lt199lp22yFNXMYmPmj6hLWAFNJfV1uRdS18oqqiERtj00Wfsf/5p\n3P7DxUw8+ADaAZfbg9vrA791bN20/Skp8doZOjpxI4ELhZISL9FqewKOaZLARJGVrHXs+diPJsTa\nxdpHI6N5/SN17R9++CH/+Mc/sl50zps3jwULFvTpvJs2beLWW2/lxRdfpLq6mieeeILrrruOJ554\noq8lCwSCYcrmzZu4//67qaioFM4EwaCQSCQIBAIEAn5aW5NfWwkEArS3Zw/nURSF4uJiioqKqakZ\nQ3FxCcXFxRQXl1BSUjKg3T19Jh5HiseQYnGIRW2BpsMWa8IQi9kH2n0lpn1RUUFRMBUF4vGhLehc\nfvnl3H///Vx22WXdKmfLli3rt8K8Xi+x1DfOIhqNdpooEQplH9NfTJ8zi+lzZhEIhHs+uAuOP8sK\nRuzq9iUl3qztqiSjm0aXx2paAmc355FVy9q9Y2sjleOSgo6OQ5JzqluSFeJAtMM61un15r1eSbIc\nOl3dLmIkKFN9FBsd7Ihbakit5KXZ7GD7tiY8ihv0IIdKBXzrxoW8eM0FBKNWm1ZxTU2vv/e9oajK\nao37/L1PmHPSXP7rL4tT+xwuj9U6Zw0co3b/SQQCYStDB4OEoeGSVAKBMLG41X6m67ZDR1Ky1rHn\nYz+aEGsXax+NjOb1D+TaKyt7HjgwUJimSSKRwOl0prbpuo5pdt1+nCubNm1i4sSJVFdbf4/mzJnD\n7bff3qdzCgSC4cv27fX8+c+/x+cr7PT+RyDoTzRNIxBotYUa62trq59AoJX29vasYz0eL6WlpYwf\nP94WbCyxpri4GJ+vEI/HSTSa6OaeBgnDsFw1UctdI0WjSB0hpI4OCIeRIhEwDEhqHKZ9OSnWqAr4\nCtP7u2Vw3EU5CzrXXnstADfddNOAFZPJpEmTWLJkSep6e3s7wWCQCRMm7JP735coyN1n6Bgajm5+\nOBy2gynQ7E9t00wdB7k5lhTFQQKI26PcCstK86jaQpIVuh64buXP1KpuCjWVzXaqUJm7BCIdtLb4\nCSRCHCb7eKVxJ/7d1hr8uvXif8yUffs4V+1ntfc1bNzcaZ/T7aVm8n5gDbBi+pyZgDXlSjNN4liC\nDqQnnhmGQUK0XAkEAsGIY968eVx44YWcddZZFBcXEwgEeOGFFzjppJP6dN5DDz2Ubdu2sX79evbf\nf39eeeUVjj766H6qWiAQDCeampr405/uxOVyUdSLSASBYE9M06StLYjf78fvb8Hvb7GFm9ZOThuP\nx0NJSSnjx9dRWlpGaWkpJSXWvyHpsjEMpFgMolGkpLsmFLJEm0gYorEMMcYE0wRFAUXFVBTMgoIc\nxJqhS86CzowZMwA47LDDePTRR7n00kuRZZmWlhaee+45Lr300n4t7Mgjj+S6665j9erVzJ49mwcf\nfJC5c+fi9Y48+7YiyWhm17OirEycrn/AVFvQCQXSv4SaqaPmGMSr2NbNWNiapFVeU7m3w7tEluRu\nM3Ta0XE5PRTEnGBagk5paQ1EdhBsaWW3GWGqyxpDX1ZZhhNotoWfsVMm5l1LX5h4yIEAtO5spLF+\nZ9Y+V0EBU2bPALvbMJmxI0syBiYxU8OnWEJOcsqVaeokAEUR9liBQCAYSfzoRz/i73//O2+++SZ+\nv5/y8nIuueSSPo8sr66u5sc//jFnnnkmBQUFeDweHn300U7HDVSr+UAyUtvvcmU0r1+sPf+1RyIR\nHnroPlRVpqqqagAqG3hkWcLtHr0h8YO5/kQigd/vp6WlmebmZpqbW2hpaaalpSUrhNjtdlNeXs6E\nCRMoKyulrKyMsrJySktL8Xg8vb7/AVm7aUI0mvonRcLQ3g7tIQh32IINgGQdC6AqoKrgdILXwz5x\nz0iWO9np27fPeXm/27zhhhuIRCJomobT6cTlcvHll19y/fXXc+utt/ZbYW63m9/97ncsXryYSCRC\nXV0dv/nNb/rt/EMJRZKJm137XAxDR+0m5Nhp/7JlCjoJdNySs8vj90R1WMfFItaUq7KqipxrTiLJ\nXQs6obYQ7YDTXUBhxAuJDkqR8BRaE6Iat2xnFwZHFKandxUg0WpPzBozcd8Gv00/0nLdhPzNrP94\nXdY+d2EhXzvx2E63scQsEx0Th5J+4lIA0zCJA7IQdAQCgWBEIcsyZ5xxBmeccUa/nvfzzz/nL3/5\nC8uXL6e2tpYXXniBq666ipdeeimr1X2gWs0HktHcegije/1i7fmv/ZlnnqC+fjvjxo0feq0rOeJ2\nO4Zt7f3Bvlh/JBKhpaUZv7+FlpYW23nTTDAYzDquuLiYsrJyxo2ro7y8nLIy69/eTBJ9qb3Xa4/H\nLXdN1P4XakcKhaCjAykasQ/KyK9RbYeNqkJBD5Oata6NE/2OacWQOLXcBhTlw95azfN+t/nxxx/z\n8ssvp677fD5uu+02Tj755N5VtxeOPPJIXnzxxX4/71BDkZRuHTqaoXffcmVb3iIZvY0J00DNsc1H\nsTN4YvEIMlBcWpxH1RaSJGNC1uh0gK++3ASAu8BHYawYgrupxJmqecunX2ACBcXpKWJeZFrRkYCx\nE/atoFNpT67SEwm2rtuYtc9bVEhVbU2n2yQFnShGJ0HH0DV0hKAjEAgEI41XX32VO+64g4aGBgwj\n+2/3xx9/3OvzvvPOO8ycOZPa2loATj31VH7+85/T2tpKWVluEzcFAsHwZvPmTaxY8YaYaCVIEY/H\naWlpobl5d8a/Zjo6QqljVFWltLSMmppapk8/xBZtyigtLcPhGCJOKbstSopGLJdNR0dKtJHCHaAn\nM2zslijZctiYqoqZU37N6CXvd5umadLc3ExFRdrN0dDQgD4Iic4jBcUWBrpCN3Uc3Th0XAWWshoO\ndqS2JTBQ5dweVtUOdIwnorghS5DJFVmxbhMJR7JGq9d/YWXReItLMA0DghtxSyoOe6x3a8MuIC1K\nAbhRAB1fL2vpC54Cj3Xvukbz1u1Z+woysoXGZDwWkv24RTBQlbQrSgE03VKmxUQCgUAgGFncfPPN\n/OxnP2PatGkoSv/9rdpvv/147LHHaG1tpbS0lBUrVlBZWUlpaf75dgKBYPihaRpPPfUYhYWF/frc\nIhge6LqO399it0mlhZtgMJA6RlVVyssrmDhxIhUVlZSXV1BWVk5xcfHQGPet6xCKIQfbIWK5bORQ\nO4RCVvAwWMKMaVpmG1W1RBuPF+T+d7WMFvJ+t3nVVVexYMECDj/8cAoLC2ltbeXDDz9k8eLFPd9Y\n0CWKpKDRTYaOqaNKXf+Au71Wy1WsI23njGOg5CjoKLagE9NjuHvZVyjbv3zhUChL0Gn8ahsAvrIy\n3AXe1IQohz1qvW13MwBOb7pH0y0pYFpOncHAiSXo+Hc2Zm0vKrdeTL+9/D1rLTayJKNh0gE4nGlh\nSgF0zRJ0hENHIBAIRhaFhYWcdtpp/X7ef/u3f2Pt2rV861vfAiwH9J133jk0XqQLBIIBZ+XKt9ix\nYwd1dSNvAIwgm46OEE1NTTQ17aKpqYnm5t20tvpTrk9JkigrK6empoaDDz6EiooKKiqqKC4uTr33\nGjR0HSkasYKHIxHLZdNut0fFYkiqgs67MigAACAASURBVKobSKaJKctpl40I9x4w8n63eeaZZzJ7\n9mxWrVpFa2srM2fO5Je//GVqzKYgf2RZIdGNQ0czu8/Q8dgCSjSUdujEMXMO4k26ZaJGotvg5Z6Q\n7CeVaCS7p79lhyWKlFRXpgQnCXDZ/ZodAUttdmb0b7okB5gRPDlO6epvHFitUiF/S9b2Ujss+oAZ\nB2VtlyWFCAYG4HC60tsBzbAEHWWo2BwFAoFA0C+cc845PPXUU5x11llZo8v7gx/84Af84Ac/6Ndz\nCgSCoU9Dw07+9rdnxfupEYZhGLS2trJ7964sASccTr93KyoqprKykilT9qeiopKKigpKS8sG1+Vv\nGJZYkxRu2tuR2tuQQu0Qi0HSbGAa1rQoVcVUHeBygapgat31nggGgrx/Ui6++GIeeeQRzjvvvIGo\nZ1SiyApaty1XJo5upla5fZagE9i1izdfeo3jvnkCMUxUJTcRQbVFiLCZwNlLV0xyLHc8mi3oJB04\nZePGcMS8Y3jsxXs5/YLvp46LhazcH3eGoOOUHWAkW6/2PQ4kdEMjkmFtBKgc1zk/Byx3UjKO2uFO\nO41UJDTDCrkWgo5AIBCMLB588EGam5v55S9/mcomME0TSZL6lKEjEAhGJ21tQe655y5cLjcu1xAc\nCS3IiXg8TnPzbpqamvD7d9PQ0Mju3U2pyVKyLFNRUcF++02iqqqKqqpqKiurBm8MuGlamTaRMCTH\nfLdZoo0UiaSGQllOGwUcSdFG/IwONfIWdKZNm8YLL7zAvHnzKCgoGIiaRh2KrKYcOv7dfhbOO5ub\nlj5JVW0NGjoeqWtRoKDESrt+8MOXePA/XqKpqY0ooKi5fWLo9Fi/kGF0vL0UUSS7xzceiWZtD7e2\nAjBu8kQOnHkwHzdZIsmffnoTAFF7spanMN2m5VScoIErx5ax/saBhKHrxFJJ6hZV48Z0ebyU0Qrn\nzBjvJwMJW9BRVSHoCAQCwUji4YcfHuwSBALBCCEajXLffffQ1hakpqbr15uCoYemaeze3URjYwON\njY3s2tVIS0szpj0y2+12U1lZxaGHHkZlZTVVVVWUl1cMTjaSpllOm3AEKdyBFAxabpuODsthkxz1\nLUugOjq1RwmnzdAn73fOS5Ys4bHHHmPhwoWpH8rkJ1OfffZZvxc4GpCVdMvVf598Pn9r+AD59Iu4\ne81yNNNA6cahU1CcPb4s1BZCI3cRIRlIHEKnpBvRqMfabYdOZE9Bp80amTfxoMlZ25MZNLGo1Ybl\nLU4/YfgKSiDWgFMaHEFHRUI39VT+TZKxE8d3ebyc8aTscGVm6EhophUSrvSzHV8gEAgEg0tdXV2n\nbfF4nIsvvpinnnpqECoSCATDEV3Xeeyxh9m69Ssx1WoIo+s6zc272bWrkcbGRhobG2hu3p3Ku/F4\nvNTUjGHKlP2pqamxBZxyYjFtn9YpxWMQDtstUm3IwSBSe7JFKnPct2q5bQoKxOSoEULe75yffPLJ\ngahjVKPIKnH7ciRkCSGmPTUsgYnSzRjy4vLsyRcfvf0v63w5igjJUOU2wNFrh47lUklE4lnbo+EQ\nMlC3/35Z25MCTkyzXDC+0rSgU1ReBf51xI1sQWVfoSJjGDq6kaAIUu1UngJPl8fLGY+L6kp/z2Ug\nYQs6mdsFAoFAMPz517/+xY033sj27dtTn8YahsHBBx88yJUJBILhxLJlS/ngg9XU1U0Q4edDBNM0\naWlpznLeNDXtSk1zdrvdVFfXcMQRR1JdXUNNzRgKCws7PX4D9niaJlI0arVEhTuQ24JIwTakUBto\nutUmZZJ22zhUcIkw4pFO3oLO2LFjgXTIU2lp6eCnbQ9zZNUSdHRNR7PdIcl8G20vU6sKy0qyrq97\n90Prto4cW64yJkyp3biAeiIpNsXj2Rk68ViYYqRO48eTrqKYbglAvvL0GiomTIANVqbPYJBy6Oga\nbmTaupk8liRL0HFkCjoS8aSgk+NjIRAIBILhwa9+9Ssuv/xyZs2axRVXXMHdd9/NM888w/z58we7\nNIFAMEzYvHkjS5b8nbFjxwkxZxAJh8M0NOzM+NeQek/jdDqprq5h5sxZ1NSMoaamhuLikn3zeKWE\nmzBSh90m1WY7buw2Kck0MRXZEm7cHjH2exSTt6BTX1/PokWLeO+99zBNE0VROOaYY1i8eLFIZu8l\niuLABCLhCJotdCRbeBKY3bZclVWWZV3fuX4zYAlEueApTAcSq73MrUm2HcVj2YJOLBHB14XrJ5n7\nEzGsdRaVpgWdCYdMg+VgNY7te1RkS9AxdBxI/L+Tv8vWT7sPuJQyBJ3kxDCwBJ2ELQZlbhcIBALB\n8EfTNM455xwAFEVh8uTJ/PSnP+WCCy7g6aefHuTqBALBUCeRSPD4449QVFQ0uJOMRhm6rrN7dxM7\ndybFmx0E7Km7kiRRVVXFtGnTGTNmDDU1tZSVle0T8SYp3NDRgRwM2Bk37WAYVkuUaVqTpByOrDYp\nkW0jSJL3s8gNN9zAN77xDf74xz/i8/kIBoM8+eST3HDDDdx7770DUeOIR7GfzIP+VjTdEjOS+TZ7\nG0NeVlmRdT2wcyeQe4aOy5sOte61oGPXHg9nCzpRLYaviyycwpJiADpsF05pdXoNh82dA3fQgy9m\n4FAlGd000A0NBzLXPXzHXo/PdKY53JkZOhBPCToiCV4gEAhGEh6Ph1dffZUTTzwRr9fLxo0bmTBh\nArt37x7s0gQCwTDgnXdW0tjYQF3dxMEuZUQTj8fYsWMH9fXb2LFjO7t2NaYmThUU+KitrWXGjJnU\n1tZSXV2Tmlo4YCQSVihxOIwUDCIHWpHa2kDXQcpw3DicIt9GkBd5v4tvamrisssuS10vLi7myiuv\n5NRTT+3XwkYTii3AtLcG0ez8GNMO2kpgZoXvZuIp8KBCys/S3mqNCs/VoeMt7AdBx64tEc/O0IkY\ncTxS53ajUttVlHThVNRUpvYdPPtQvllxMHMvubhXtfQVRZLRMhw6PR6f8bi4PGnhRkYiit5pu0Ag\nEAiGP9dddx2LFi3ihBNO4KKLLuLss8/G5/Nx1FFHDXZpAoFgiNPe3saLL/6VqqqawS5lRNHR0UFD\nww78fj/BYJBdu6z8G9M0kWWZ6uoaDj10JrW1YxkzprbL3Jt+wzQhFEL2B60R4K2tlvMmFsNMOm5k\n2XLceNKtUsJxI+gteb+LVxSF+vp6xo9PT/7Zvn374IxhGyEotiIc9AfR7HHXmi2QxLBasrrDRVrQ\n6QhZtkHFmZvC7CtJT8lS5V5OuVKzBZ1/Hz8Vn7eYsJmgWu0cJlxSYQU5t9tPW5Vj0m16iqrw/32+\nqld19AcqMnFTRzN1HFLPfahyhhNqz5aruL0+0XIlEAgEI4vZs2ezZMkSAM4++2yOOuooWlpaRCiy\nQCDokZdfXkIikcAtHNx9xjRNGhsbWLPmfb788ouskeEVFRUceeRRjB9fx5gxtTgHaupsImFl3HR0\nWI6bQCtSezuSIqHqds+B6sB0OjBFOLFggMhb0Ln66qs5++yzmTNnDkVFRbS2trJmzRpuuummgahv\nVJBsqUrEYsRNS57RNQ1d00lk7O8KFxIdtngQjoUAUHO0DHqL0oLO3u5jbyQdOlrccha9GWuAWAPV\nyNSpnf9YlZRbDp0o4AScQ2gKlCLJ6GYczZRRc5j6lemccmUETMtIRLrYLhAIBIKRx5gxYxgzZsxg\nlyEQCIY469d/yYoV/xQjyntJe3sbW7ZsYdeuRpqbd9PS0kwkEsHpdDFr1hEccMBUyssrcLkG5sNU\nKRqxxJv2dqRWP3IggBSNpl03yXYpn88aC67pA1KHQLAnOb+LX7lyJccccwwFBQW8+OKLrFy5Er/f\nz6xZs7jxxhtFIHIfkGyrXSKaQDMtNVfXEvhb/EC6JasrHKn5dBCz27VynayUOSWrt9OYkrUlojGC\n/mBq+24MvN7iTsc7XU4cQAIYap9NKJKCZpooGLk5dDIEHXdBOmBaJu2aytwuEAgEAoFAIBh9tLS0\n8MAD91JaWiq6GvLE72/hvffe4fPP12KaJk6ni4qKCvbf/wCqq8dw0EEH4XT2o4hjmlbOTUcIqa0N\n2d+CFAxYWTdJVAemw4FZJFw3gsEnZ0Hn+uuv5+GHH+bmm2/mkUce4etf/3rW/l27dglRp5ckhQFd\nT6TGXetagpAtkOxNbHEik4wRTrp7cm25ypySpai9FXRsh04izvv/XJnabgAl1V1/YukmKegMrfF6\nsqxYY+LR8Ug9fw8zXU2ZI+BlSUo1wjqFQ0cgEAgEAoFg1BKLxXjggXvQdZ3CwvLBLmfIEwgEqK/f\nRmOjNY2qqakJVVU5/PDZHHzwDCoqKvov/8Y0raDiUMgKKva3IAWD9mhwAMnKuhFjwQVDmJwFnVmz\nZnHSSSdhGAbHHXccQOqXyTRNJEli3bp1A1PlCCfp0IlHE8TtMF1D02gLtgF7DzkuQCHpB0mKQY4c\n+0RrxtWmLvc22T1ZmxbX+PLdj7L2jZkypcvbOG1XkSuH4OF9iSIpVgi1aaDkEBKtZHzPMkfASxnr\nytwuEAgEgpGBaZp8/PHHBAIBjj/+eGKx2IDZ/AUCwfDFNE2ee+6pTvmjgmxM0+SrrzazcuVb7NrV\nCIDT6WLMmDEcc8zXmTHjMAoKCno4S493knbeBALZ4o2JNVXK6cT0eoV4IxhW5Czo3Hbbbdx2221c\nfPHFPPLIIwNZ06gjc1JUwrZ26LpGtCOStb8rvLITDGtkeFIMUnN8UZl011i36V0DVNKloiUS7Fy/\nIWvf1KNmdXmbZJuYM4ecmn2JknLogCr1XFum+8Zb6EtdljOcR5nbBQKBQDD8WbduHVdddRWFhYUE\ng0HefPNNrrvuOr7+9a9z5plnDnZ5AoFgCLF69b9YufJtxo+vG+xShiTBYJBt27aydu2nbN9eT3Fx\nCXPnnsCECftRXl7eJyeOFI0gtYeQgrZ4EwiAkWybssUbMR5cMALIOwlXiDn9T3JSlK5paBmCTiJm\nCTWy3L244FbcYLQDELNbr5y9mKzk6GXvqWq3dyViCVp37Mjad/Q3/63r+7LbxBxDsOUqgYmMudfv\neRKXN+2+8frSnxpktlxlbhcIBALB8GfhwoXcdtttzJ49m1NOOQWA//7v/+aSSy4Rgo5AIEjh9/t5\n8snHqKqqRhaOjxS7djWydu1nbN68kUDAmtDr8xVywgnzmTHj0N5lDCUSyKF2pLY2pJZmZL8fEglS\npnmHM2tEuEAwkujdaCNBv5IKRY4n0G0lwDA0tITVSrU3h47b4bYCaYBoL0Zlq1gNWw5P77JeZIf1\nI2QkErQHmikA/uPES/ji3TeprK7s8jZOW8hx5uCC2ZcoskoCEwkDNYeWK5cv7b4pKE5PDJMzWq6E\noCMQCAQji2g0yuzZs4F063lZWRmapu3tZgKBYJTx178+j2EYeHr5GnukEQqFeOutFaxd+ymKojBh\nwkRmzpxFXd3E/HJxTNOeNtWG7PcjtTQjdXSQmhPjcGA6nSC+74JRghB0hgBJJVpPaCSNgIauo8Xj\nQFrw6Qq3qwDC1uWUoJPHKPCkoOPs5ZOemszQ0TTaI0GqcHDDY3/c620ctuDhGGKCjqwotjZmIucw\nxt1blBZ0iorTKfeZgo6vRKTfCwQCwUiisrKSF154gTPOOCO1bfny5ZSXi7BTgUBgUV+/jZUrV1Ld\nzYCQ0UI8HmfLls1s3LiBDRs2oOsaRxxxJEceeRRud45xD4kEcnub1Tq1ezdSa2s690aRMZ0uMW1K\nMKrptaBjmiatra2UlZX1fLBgr0hyUtBJO3R0QyORg0PnwGO/wZK/fwFAxN6WjziT/AHo7TQm2Q4G\nNhIabVoHpXLP51ElBUxycsHsSxTFQRxrQpeSk6CTduX4ytIj2jM/YfAUiE8HBAKBYCSxaNEirrnm\nGn79618TCoU49thjKSsr44477hjs0gQCwRDANE1eeukFPB73qG212rp1K++++x6bN29E13XcbjcH\nHHAAc+YcTWnp3t87SuEwUps9caq5GbmjAzPpvhGhxQJBJ/J+Rx0IBFi0aBGvv/46xcXFrFy5kptv\nvpnTTjuNww47bCBqHPFkjv5OGrYNwyCRg0Nn4QO/Zc4LJ3Lj9y5inRkFwOXNPeA4KRW5e9ka5HBZ\ngo4WT9BiRjnAVdPjbVRJtgWdoebQUdGwHEuK0vPUL19ZSepycUla0Ml06Hj6msgvEAgEgiHFAQcc\nwLJly9iwYQPt7e1UVVVRVycCTwUCgcXmzRtZu/Yz9t9/MrHY6GrFDIfDvPHGa3z++Vo8Hi+HHnoY\nU6YcwLhx47sWtwzDGhneFkTevRu5pRm0hCXeyDKmy4Uh3DcCwV7JW9D5yU9+wpFHHsmvfvUrvvWt\nbwFw+umnc9NNN/H000/3e4GjASnVcqWnBB3d1DESVgPW3hw6AMefMR/le+knSXcebhvVbjh1+3o3\njUl1JEORozRhMMvXs2MrOUFKlXs3Kn2gUDPGw6uOntvWispKU5edGW1uspR+LHxFYsqVQCAQjCRO\nOeUUli5dytSpUwe7FIFAMMTQdZ3nnnsGn8/XpwlNwwnTNGlq2sXnn69l7dpPicfjHHvsscyadSQO\nxx6v9XXdyr4JBJB3NyH5/WBYQ11QVUyXS2TfCAR5kregs23bNh544AEg3VoyY8YMOjo6+reyUYSS\nNeXKQjd0EjEr0UVWerYVKhmuEFcebT6KLej0NutFdVo/QsFdTehAQfHwFXQUNV2PsucfoC4oqep6\nrUlBRyZb6BEIBALB8Oess87igQce4Pjjj6ekpCRrn8jREQhGN2+9tYJt27YwfvyEwS5lwInFonz6\n6Sd88snH+P0tyLLM5MlTOOaY4xg3bgzRaAJ0HbktiBRoRd61yxodjinapwSCfiRvQcftdrNp0yYm\nT56c2lZfX5/lbhDkh2J/7xKxuD14HAwz3XKVS0CvYrcxAbjd+Qg6Ft6MKU35kHSyxKNWgo/D1fOE\nLcXOzlHVoSvo5OLQKavq+oV7UtARvxECgUAw8vjd734HwG9/+9us7ZIksW7dusEoSSAQDAG2b6/n\n+eefpaZmzIh352zcuIFXXnmZcLiD2tqxnHjiyRxwwFQ8Tqc1OnzjRhzbdyAFWtM3cjoxfT4Y4d8b\ngWBfk/d7zh/+8Iecd955HHnkkezevZsf/vCHrFmzhl/96lcDUd+oQLazZOLhaGqbburoem4tV5Dd\n5uPJIw9HtZ093uLetQYlR6RrMav2XJwtSYeOMtQEHUd+gk55bXWX24WgIxAIBCOXtWvXDnYJAoFg\niBGNRnnwwfvxer04nT1/uDlcCQQCrFr1Np9//hmVlVWcdcbZ1Pp8yIFW5E8/tlqoMEGRkRQV01co\nBByBYIDJ+z3nvHnz+Nvf/sZbb73FoYceSlVVFddffz2VlZUDUd+oQHZYD0PS5QKgmwZ63Gq5knJp\nucoUdIq8Od93slVLs9u78kV12hk6tptIzaHFKDlBKhfRZF+iZriL1BycRmXl3bVc2S1l/VOWQCAQ\nCIYQy5Yt63bfqaee2ufz79q1i4ULF7J161YKCgpYtGgRRxxxRJ/PKxAIBgbTNHnxxedpampi3Ljx\ng11Ov2MYBps3b+Sjjz5iy5bNSJLEUdMP5tjKahxrPwX7A+gsB46qYGr64BYuEIwS8n7Pef7553Pq\nqady8sknU13dtUNBkB+K7cCJZTp0MDDsJ0glh3Y2mbSgU1CYu9vmoot+xIuP3cXxZ5+S820ycTgt\nUUbTbEEnB4dOStAZYp9gZI5uz2WMezL7aE+SKf6ZuUYCgUAgGBk8+uijWdfb2tqor6/nqKOO6hdB\nZ+HChRx33HFcdtllvPvuuzz66KNC0BEIhjDr1n3OihVvjEgxZ/36L3jrzTdoDQTwuVwcWzOGw4qK\nKUKCVj+mxyMycASCQSZvQeeKK65g+fLl/OUvf2HSpEmccsopnHzyycKh0wcU26GTiGa2XBlotkOn\nyzF/e5B5TD6Tla793Q1c+7sbcj5+TzoJOq6eR6ar9khwhzP38er7AldGqr6rDwn7wqEjEAgEI5fH\nH3+807bVq1ezdOnSPp+7oaGBtWvXcu+99wIwZ84c5syZ0+fzCgSCgSEajfLEE49SVlaW+oB22GOa\naK0tvP76a3yy5Suq3G7OGl/H1OISJI/HmkY12DUKBIIUvWq5mjdvHrqu8/7777N8+XIuuOACampq\neOSRRwaixhFPMiMnEY+ltmmmga5bM69ycuhI6T8inoLcM3T6itNruWx0zRKfnO4cQpHt7Byne4gJ\nOgXpVjVXL8e4QzoTSTh0BAKBYHQwe/Zsbrzxxj6f54svvmDcuHHcfvvt/POf/6SyspLrrruOadOm\n9UOVAoGgv1m58i0CgQDjxw9zd048jhxohcYGNn75JSsadtISj3F0dQ3HTpg4csQqgWAE0msTgSzL\nOBwOnE4nPp+Ptra2/qxrVJF06GjRtKCjY6AnLEFHyjMUOR+HTl9x2lkzmmEJOrlkzyQFHdUztAQd\nT2F60pe3D99DIegIBALByGXJkiVZ1w3D4IsvvkDTtD6fu62tjfXr13P11VezcOFCnn76af7zP/+T\nV155JTVN1OdzoXbT8jtUURSZkpLc8/1GGqN5/SN57aFQiNdee5m6urG4XJ0jB2RZwu0eWgNAsgiF\nkJqbYft29OZmPmn1s6q5GX8sRqnbzUUHH8J+paW9OrUkMeyep/qT0bz+0bx2JCgp8eL07dvnvLwF\nnVdffZXXXnuNFStWMGbMGE4++WTuuOMOJk6cOADljQ6SuTNaIp7apmGmBJ1cHDpKRptPd9kuA0Ey\nyV8zrFpd3hxaruz1ujxD6w+8JyN7yFvUuzHuIDJ0BAKBYCSzZ4aOoihUVlZy++239/nchYWFlJeX\nM2/ePADOPfdcbrnlFrZs2cKUKVMACIViezvFkKSkxEsgEB7sMgaN0bz+kbz2ZcteJhQKU1JSTjTa\nebiI2+3ocvugYZpIwSDy7ibkHduRItYwlo2RCK/sqCcQi1FTUMCZdROZWl6OLElovQw2VlWl17cd\nCYzm9Y/mtWNCIBDGqfV/rlRlZffvTfMWdO69915OOukkrrnmmuFvLxwiJAUbLZ4p6KRDkVVHDi1X\ntitkX38O4PDYGTq2oOPIoeUqOd3KvQ9bw3LBU5z+RfGVlfT6PLId+iwEHYFAIBh5/PznP+ewww7r\ntH358uUcfPDBfTp3bW0tHR0dGIaBLMtIkoQsyzll6QkEgn1HKBTi1VeXUVVVNdil7B3DQA4EkBsb\nkHfugEQCJDDdHozCQt6q38bKHdup9Hg598CDmFxSiiTGjAsEw4q8BZ1nnnlmIOoY1Si2YyWZQ+MC\nEphotkNHzqXlSh6cIF6P3TaVMC3xyV3Qc5hwcrqVZx+2huVCYUlR6rIv4/LeOFwuRNpDuJHsx0IW\ngo5AIBCMGCKRCB0dHfziF7/giSeewDTTsaBtbW0sXLiQ1atX9+k+pk6dSlVVFc888wznn38+S5cu\npaioiLq6ur6WLxAI+pG33lpBIhFPOdWHFJqG3N6G3NiIvKMeEhrIEqbHC/bQj0A0yrKNG9gcaOWQ\nyipO2m8SDpGTIxAMS3J+/3/55Zdz//33M3/+/G6V22XLlvVbYaMJ2W6R0hNpQccEzOTY8jwcOuo+\nFhGcewg6Lm/PrhuHnbPjLhxaDp3i8rLU5ZLKsr0cmeblxh2dtiWD40wxA0AgEAhGDK+//jq///3v\n2bZtG0cffXTWPlmWOemkk/p8H5Ik8Yc//IGFCxdy7733Ul5ezu9///tUfo5AIBh8mpubWbZsCZWV\n1YNdShZyQwPKpg1I7W1WkAkSptcLGREHoXicVTu28+GuRmQkTtpvEjOra4QrRyAYxuT8CuHaa68F\n4Pvf/z7jxo3L2meaJh9//HH/VjaKcDizHToOJAxMdC0Ph44yOA6d5FSreB4OHYc93cpXUjxwhfWC\nosp08FtZVUWvzyOLF94CgUAw4jjttNM47bTT+MUvfsH//u//Zu2TZZlEon+yMqZMmcKzzz7bL+cS\nCAT9i2EYPPnkoyiKitPpHOxyLOJx1LWfojTsxHR7MIs6v77WDIN/7dzBqh3b0QyDw6qrOWbseApz\nGGYiEIwmTBMMAwxDsr9m/9P15D8pdTm5PRQFTYN9/cyQ8zvPGTNmAHD//fd3mvDQ0dHBtddey/e+\n973+rW6UoCYFHXtMuYqEholhJDN0ek7GSQs6+1Zhd3tsQQcDAE8OrpvT//NSvvhwFSdecMaA1pYv\nZRVpV05Fbe97opNuKYFAIBCMPG655RZM06S5uRnDMJAkiY6ODq644gqWL18+2OUJBIIB5O2332Td\nus+pq5swqHVI8ThSWxtSqx9l6xbQNIzirvMfO+JxnvlyHQ2hEFPLyjm+bgJlnp4/gBUIhitpASZ/\nUSYXJKnzP4cDjLB1nn1NzoLOM888w6233kp7e3un0D/DMDj88MP7vbjRQtJKnenQSWCi2wnhstJz\nGKIiW+fYM89loPH6rBycpKBTkMN0qJPPP405J20Y0Lp6Q+XYmtTl8qrKXp8nOZZdIBAIBCOPpUuX\nct111xGJRJAkCdM0cTqdzJ07d7BLEwgEA0hDw06ee+5pamrGDFqLkhQMon65DqmlBeslv4Tp8aSy\ncfZkd7iDZ75YRziR4KwDpnJgee8d6ALBvmRvokxShNE0KUuM0XXLYdMTe4oxALIMipK+PpzIWdA5\n99xzOfvss/mP//iPTlZjVVWHfsr7ECbp0Ek5cpAxMFItV2oOls7BavPxeK0/ILGkQ6dgaI0izwdf\nRkhzX0a/5zJmXiAQCATDkzvvvJO//OUvzJo1iwULFvC3v/2Nhx56iEmTJg12aQKBYIBIJBI88siD\nuFxuXIPUpiTXb0P97FNQVcyivQ/v0A2D1Y0NvF2/DaeicOH0QxjjG1rDSASjgz2FmaQAYxhWe9Ke\nTpnk/p7oziUzHAWZvpLXO09FI0mT1gAAIABJREFUUXjooYe63HfLLbfwi1/8ol+KGm0kQ491I91y\nZWBi6tZPs+Ls2fGhKIMjIiiqNZw7ZgcAF5b07NAZ6SQFHRGJLBAIBCMPRVGYM2cOYGUIulwurrji\nCs455xzmzZs3yNUJBIKB4I03Xmfbtq2D0molxWIomzagbPkKw1do2Qj2wqbWVpZv+Qp/NMKkklJO\nmTSZIpGVI+gHksJMpiiTKcRomoRpQjwu5yTMdCXKqOroFGX6Qt4qQENDA3fddRf19fUY9qMUDodp\nbGwUgk4vcbgsB05a0JExASM55SqHUGRpECcrqUDYvuzNoeVqpCPbmUdC0BEIBIKRR3FxMQ8++CDf\n+c53KCkpYdWqVUyfPp2WlpbBLk0gEAwAzc3N/OMfL1JTM2bf3ammITc1oWyvR/I3A2AUFe/1nW5M\n03hp0wbW+/2Uut2ce+BBTCnNbWqrYHRiiS7ZbUtJ54ymSRkOmp7zZZKCjKJYbU+KYjlmBANP3oLO\nz372M+rq6liwYAF33HEH1157LUuXLmXRokUDUd+oIJWhY0+KUiUZw0y3YDlyaLlKukIK9vmcK+uH\nKDnbo7i060C20YSag6NKIBAIBMOTm266id/85jdceumlXHnllVx11VUkEgkuvfTSwS5NIBAMAC+/\n/BKSJO+zqVZy0y7UTz6GRBwcTkxfYY+WhWAsyjPr1tESjXB83QS+NqYWRe45g1Mwski7ZqQ9smay\nBRpN27t7Zk/XjCxbzplckOXBCQYezeT97n/37t08+uijANx3332ce+65zJs3j5/+9Kc88MAD/V7g\naCA5+lu3BRwlKejYociKo2eHjmJLoGXKvs+wyfwhysyhGa2IUGSBQCAYuRQWFnLfffcBMHfuXN5/\n/306OjooLS0d5MoEAkF/09Cwk/fee5exY8ftk/tTtm5BXfsphreg26DjPdnR3s6zX65DNwzOP2ga\nE7uZdiUYnphmds5MUqhJJNIiTVKo6S4QWLQ1jWzyFnQURaGpqYmqqipkWSYYDFJaWsr27dsHor5R\nQdKBo5uWnGmFIoNpy5uqq2eBQIvFASh0FQ9MkXvBStExcdC3MOGRQjrzSDRdCQQCwUjjkksuYenS\npanrTqdzn31yLxAI9i3Lli3F4XAgD7TbxTBQNm1E2fBlTjk5AAldZ9WO7by3cweFThfnTjuYCu/w\nHU4y2kg6abIzaCCRSIs0mtazSCPLozsQWNALQeeyyy7jxBNPZM2aNcydO5cLL7yQsWPHUlzcv0JC\nIpHg9ttv5//+7/9YsWIFNTU1Pd9omOKwBQDNzHDokM7QUZWeBZ02fxMAvqJ93yub/JMjXs5aqKJh\nVCAQCEYsp59+OosXL+b444+npCT7k/AZM2YMUlUCgaC/2blzB2vWvD+g7hwpHkPeuRNl8yaIRjEL\ni6x36D2wsdXPK19tJhiLMb2iknkT98MrXn8OCQzDcs/EYlInocZy1Vj/uiMp0MiyEGkEuZG3oHPu\nuedywgknoKoqP/7xj5k6dSp+v59vfvOb/VrY1VdfzSGHHNKv5xyqOF3ZDh1FUrIEHae75ydop8uy\nZY4/eN9/z1TboTMShnUf5xqDKvdtJcmQa+HPEQgEgpHHU089BcBrr72WtV2SJN54441BqEggEPQ3\npmny97+/gNPpHBh3jq6jbN6EsnkjGCamxwM5fDge0TRe2byJz1uaqfB4uGDawUzo5w/VBd2TdNVk\nZtEkEmlXTSJhOWpkGUxTynLXZAo1TqcQagT9R6/euZaVWS4QWZY5/fTT+7WgJFdffTUzZ87kz3/+\n84CcfyiRDNHVsAQcWVayW65ysHLf8tpfqb3mOv774d8PWJ3dYbVcgYPh/8z0bP2XfT6HKkZDCgQC\nwYhlxYoVg12CQCAYYNau/ZRPPvloYMaUJxI4PlyD1NyMWViYkyMHoC0W48l1a2mNRvn6+DqOqh0r\ngo/7kcwWqKSLJpGAeFzaa/tTV21PIhhYsC/JWdC5/PLLuf/++5k/fz5SN5LismXL+q2wmTNn9tu5\nhjpOjxuARIZDJ3Nsuero+WEqqyzjl0/fPWA17o1ky9VIEHT6g1ymkgkEAoFg+PL222/zyiuvEI1G\nufXWW1m1ahWzZs3CJQR9gWDY097exmOPPUx5eUW373l6jabhWPM+UqAVMw9nTWNHiOe+WEdM1/n2\nQdOpE66cvLGEGinLWROPS7bDZu9ijWh/EgxlchZ0fvjDHwLWuM6u6PcnvBzx+VyowyyIV1FkSkrS\noWWVlVYPfsJu0lFkez12pk5pWXHW8UONpENHRcqpzj3XP9IoKCoArJarPdc50te+N8TaxdpHI6N5\n/SN17ffddx//+Mc/WLBgAY8//jgAH3zwAS+88AK33HLLIFcnEAj6gmmaPP30k0SjUUpL+zeXUgq1\no37yMVJb0MrKyQHDNFm1Yzsrt9fjVR1cOP1gqgvERNmuSAo2e7pr4vGuM2syQ4WFWCMYzuQl6PQk\n2uzZT94Tr7zyCr/97W87bf/e977Hueeem9M5QqFYXvc5FCgp8RIIhFPXwzHrWSaB5dCRbUEnEU8A\nEE3oWccPNeSUoCPnVOee6x9xyGmBcc91jvi17wWxdrH20choXv9Arr2ysnBAzpsLTz75JC+99BIe\nj4dnnnkGgGuuuYZTTjll0GoSCAT9w5o1q/ngg9X92moltbWhbN6I3LATVDVnMaclEubvGzbQ0BFi\nWnkF8/ebhGcUBx8bRrZgE49nO2z2JNNdIzJrBCOZnAWdpPCyatUqvvzySxYsWEBRURF+v58XX3yR\n2bNn533n8+fPZ/78+XnfbqTh8ViBxlrKoWM9LOlQ5KFt4ZYzHDoCcLjdg12CQCAQCAYIVVVTY8qT\nH3SZpjloTmWBQNA/tLb6efLJR6mqqu6f32dNQ/3sU+T6raAolpCT43k/aGzgtS1bcCgyZx4wlYPK\nK/pezzBA162AYeurNSkqHrcu75lJIwQbgcAiZ0Fn1qxZANx8880899xzWU90J510Ev/+7//O5Zdf\n3v8VjgKSU67itqAjK5bDw9At545jiLeUJVuuFEQwG4DLawk6YsqVQCAQjDyOOeYYrrzySi688EKi\n0Shvv/02Tz/9NMccc8xglyYQCHqJaZr87W/Po+t66oPWPpFIIK35ALmpOS8hxzRN3ti2lXd37mBS\nSSmnTZ6Cb4RlMyZFm2RbVKZos2eOTVKwUVUh2AgE3ZH3lCu/309ra2tq0hVAW1sbra2t/VZUc3Mz\nF110Uer6xRdfjKIoPPTQQ1RXV/fb/QwVkoJOKkNHseyUui3ouIa440ORJDBBlYSgA+D29sMLAYFA\nIBAMSRYuXMjdd9/NH//4R2RZ5q677uKEE07g4osvHuzSBAJBL/nqq02sXv0vxo+v6/vJdB3Hhx9A\n0I9ZlFt7FVh5OS9v3sjHTU3MrK5h/n6TkIepimEY2e1QsZhELLZ30Ubk2AgEvSNvQee8887jlFNO\n4Wtf+xo+n49QKMSaNWs4//zz+62oiooKXn755X4733BABpJpQLJit1wZdsuVZ6i3XFlCjiJaroD0\nGHrh0REIBIKRh9Pp5Nprr+Xqq6+mra2N4uJiFGVoO2kFAkH3WO6cv+Lz+ZD7OAZcikWt4OOWZigr\nAS232dWRRIJ/bNrIhlY/x4wbz9fHjR8WbZxWno1kizZpt41hgGmm6xeijUAwcOQt6Fx99dXMnz+f\n1atXEwwGKSoq4pprruHAAw8ciPpGDQqQzPNS1ewMHYdzaAegJTN0FEm8oIV0qLWQcwQCgWDk8dln\nn/E///M/rF27FrBydGbMmMGiRYuYNm3aIFcnEAjyZcOG9WzevLFv7hxNQ9m6BWXjBgDbmZObcrGp\ntZUlmzYQ1jROnDiJ2WPG9L6OASIp2sTj2cJNpttmz0ybPTNvBALBwJC3oAMwZcoUpkyZkrXtlltu\n4Re/+EW/FDUayRR0FNUScJIOHZd7aLfwyHbLlSJargQCgUAwwvnRj37Ed7/7Xe69916Ki4sJBoMs\nXbqUa6+9luXLlw92eQKBIA9M0+Sll17E5/P12hEjNzejfvIRxGKYBQWQo2Mvoeu8tnULH+5qpMLj\n5dwDp1HjG9yR5FaujSXeRKPdCzeKItw2AsFQIW9Bp6Ghgbvuuov6+noMW3oNh8M0NjYKQacPZEoh\nUioU2W65cg3tMLRkGLIQdAQCgUAw0pFlmW9961up62VlZVx44YU8/PDDg1iVQCDoDRs3buiTO0du\n2In64Qfg8eSVlxOIRnn2y3XsDoc5ckwtx9VNQO1ju1c+GIYl3CQdN9GolXEjhBvBaMM0TUxMDNPE\nyPhqmkbWdcMwcGDgNDScho4XA7dp4jFN3KaOxzRQEzHkaATYt8Js3oLOz3/+c8aPH8+CBQu44447\nuPbaa1m6dCmLFi0aiPpGDUktXyWjZce0BLOhLujItpAji5YrAOac/A0m/8TJglO/M9ilCAQCgaCf\nOe6441i+fDnz5s1LbVuxYgVz584dxKoEAkG+6LrO888/g89X2Ct3jtzqR/3oQ8uVo+b+lioQjfLY\n2s+I6zrnHzSNSSWled93PiQdN/G4JdxEo5YTJ0myVUoIN4KhiCW4gJESWDKElj1FF9PANE0wwSMZ\neE0Tj2HgNXXcpoHXNHCbeuq6x7T2ebGEGa9p4sFIiTRu08Bl6rgMA6ep5TTPufnTjzFr5/V8YD+S\nt6DT1NTEI488AsB9993Hueeey7x58/jpT3/KAw880O8FjhaSz58OQJKta4ahIwHKEB9bnkzgFw4d\ni7LKMt5pah7sMgQCgUAwAKxZs4bHH3+coqIiioqKCAQCdHR0MH78eN58883UcUuWLOn1fbzxxhtc\neeWVvPbaa4wbN64/yhYIBHvwzjsrqa/fyvjxE/K+rRSJoK5ZDS5XXmJOMBbl8c8tMefb06dTU9B/\nn+SHwxKRSDKQuOt2KVm2XDeuoT1vRTBMMU0T3TTRDAMDA8M00U3DFlwyrmO5YiQk6z2wCR4MvIaB\nFx23YeCxXS8eU6fANPEBBRgUAAWmidc0MoQZHbeh4zJ120GTyHlUjy6p6IoTXXGgy04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SQJb3rTm7jhhhuoVCoMDQ3x0z/907zxjW80wsMLRFntP0U7h46pcmUwGAwGg8FgMABs2/YI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\niXDbbbdRVlbG2WefzcyZM7FtG4CKigquvPJKy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KC6WePaP09dd2rVtXrBtv9JhdUsAg2AIWcnJVZEZsgVA2Y8YMTZo0SZdZ/YErAAghbrfU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SK746qrrkIkEsEuu+yCt99+G1deeSXmzJnjes9BBx2Ezz//vOZ4IpFAY2M5aiEejyORSFQdj8fj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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -406,393 +115,66 @@ } ], "source": [ + "emissions = np.zeros(250)\n", + "emissions[125:] = 10.0\n", + "other_rf = np.zeros(emissions.size)\n", + "for x in range(0,emissions.size):\n", + " other_rf[x] = 0.5*np.sin(2*np.pi*(x)/14.0)\n", + " \n", + "C,F,T = fair.forward.fair_scm(emissions=emissions,\n", + " other_rf=other_rf)\n", + "\n", "fig = plt.figure()\n", "ax1 = fig.add_subplot(221)\n", + "ax1.plot(range(0,emissions.size),emissions,color='black')\n", + "ax1.set_ylabel('Emissions (GtC)')\n", "ax2 = fig.add_subplot(222)\n", + "ax2.plot(range(0,emissions.size),C,color='blue')\n", + "ax2.set_ylabel('CO$_2$ concentrations (ppm)')\n", "ax3 = fig.add_subplot(223)\n", + "ax3.plot(range(0,emissions.size),other_rf,color='orange')\n", + "ax3.set_ylabel('Other radiative forcing (W.m$^{-2}$)')\n", "ax4 = fig.add_subplot(224)\n", - "\n", - "rcps = ['RCP3PD','RCP45','RCP6','RCP85']\n", - "colours = ['green','blue','red','black']\n", - "year0 = 1765\n", - "for i,rcp in enumerate(rcps):\n", - " emms_file = './fair/RCPs/' + rcp + '_EMISSIONS.csv'\n", - " emms_data = np.genfromtxt(emms_file,skip_header=36,delimiter=',',names=True)\n", - " rcp_emissions = emms_data['FossilCO2'] + emms_data['OtherCO2']\n", - " \n", - " forc_file = './fair/RCPs/' + rcp + '_MIDYEAR_RADFORCING.csv'\n", - " forc_data = np.genfromtxt(forc_file,skip_header=58,delimiter=',',names=True)\n", - " rcp_other_rf = forc_data['TOTAL_INCLVOLCANIC_RF'] - forc_data['CO2_RF']\n", - " \n", - " C_low,T_low = fair.forward.fair_scm(emissions=rcp_emissions,\n", - " other_rf=rcp_other_rf,\n", - " tcrecs=[1.0,1.5],\n", - " r0=32.40*0.87,\n", - " rC=0.019*0.87,\n", - " rT=4.165*0.87,)\n", - " C,T = fair.forward.fair_scm(emissions=rcp_emissions,\n", - " other_rf=rcp_other_rf,\n", - " tcrecs=[1.6,2.75],\n", - " r0=32.40,\n", - " rC=0.019,\n", - " rT=4.165,)\n", - " C_high,T_high = fair.forward.fair_scm(emissions=rcp_emissions,\n", - " other_rf=rcp_other_rf,\n", - " tcrecs=[2.5,4.5],\n", - " r0=32.40*1.13,\n", - " rC=0.019*1.13,\n", - " rT=4.165*1.13,)\n", - " \n", - " fair.forward.plot_fair(rcp_emissions,\n", - " C,\n", - " rcp_other_rf,\n", - " T,\n", - " y_0=year0,\n", - " tuts='yrs',\n", - " infig=fig,\n", - " ax1in=ax1,\n", - " ax2in=ax2,\n", - " ax3in=ax3,\n", - " ax4in=ax4,\n", - " colour={'emms':colours[i],\n", - " 'conc':colours[i],\n", - " 'forc':colours[i],\n", - " 'temp':colours[i]},\n", - " label=rcp\n", - " )\n", - " \n", - " ax2.fill_between(range(year0,year0+emissions.size),C_low,C_high,color=colours[i],alpha=0.5)\n", - " ax4.fill_between(range(year0,year0+emissions.size),T_low,T_high,color=colours[i],alpha=0.5)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "## Carbon cycle range\n", - "\n", - "Here we provide code that approximately produces figure 4b from Millar et al. to show how FAIR parameters can be modified so that it can reproduce the carbon cycle response of more complex models.\n", - "\n", - "Producing figure 4 as it was done in the paper requires the ability to prescribe temperature timeseries to FAIR as well as back out emissions from concentrations so will only be given in the 'FAIRPro' package." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Read Joos et al. data into a dictionary structure\n", - "\n", - "We read the data into a dictionary structure of the following form\n", - "\n", - "```\n", - "JPI100 = {'name':{'AF_timeseries':timeseries}}\n", - "\n", - "JPI100: (dictionary)\n", - " Dictionary of Joos et al. PI100 data. Each element must have the \n", - " following substructure:\n", - " ['model-name']: (dictionary)\n", - " The data for 'model-name'\n", - " It must have the following sub structure:\n", - " ['AF_ts']: (numpy array) - airborne fraction timeseries\n", - " ['year']: (numpy array) - time\n", - " ['iIRF100']: (float) - 100 year integrated impulse response\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# read in Joos et al data (doi:10.5194/acp-13-2793-2013, 2013) \n", - "Joos_PI100_CO2_fn = \"./fair/Millar-et-al-4-data/IRF_PI100_SMOOTHED_CO2.csv\"\n", - "Joos_PI100_CO2 = np.genfromtxt(Joos_PI100_CO2_fn,\n", - " skip_header=17,\n", - " delimiter=',',\n", - " names=True)\n", - "JPI100 = {}\n", - "\n", - "# also create a list of iIRF100 values so we can plot in that order later\n", - "iIRF100ls = []\n", - "for key in Joos_PI100_CO2.dtype.names:\n", - " if (key == 'YEAR') | (key == 'MULTIMODEL_STDEV'):\n", - " pass\n", - " elif Joos_PI100_CO2[key][0] > 1000:\n", - " print key\n", - " print 'PI dud data' \n", - " else:\n", - " JPI100[key] = {}\n", - " JPI100[key]['year'] = Joos_PI100_CO2['YEAR']\n", - " JPI100[key]['AF_ts'] = Joos_PI100_CO2[key]*2.123/100.0\n", - " JPI100[key]['iIRF100'] = np.sum(Joos_PI100_CO2[key][0:100]*2.123/100.0)\n", - " iIRF100ls.append(JPI100[key]['iIRF100'])\n", - "\n", - "# sort our iIRF100 list\n", - "iIRF100ls.sort()\n", - "\n", - "# read in FAIR fitting parameters\n", - "Ffitpfn = './fair/Millar-et-al-4-data/example-FAIR-fit-parameters.csv'\n", - "Ffitp = np.genfromtxt(Ffitpfn,\n", - " delimiter=',',\n", - " skip_header=0,\n", - " names=True,\n", - " dtype=['S50']+['f8']*9)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Make the plot" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/zebedee/anaconda2/lib/python2.7/site-packages/matplotlib/figure.py:1742: UserWarning: This figure includes Axes that are not compatible with tight_layout, so its results might be incorrect.\n", - " warnings.warn(\"This figure includes Axes that are not \"\n" - ] - }, - { - "data": { - "image/png": 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RERGRbyimA538/DB4bHRNsQKQkZ4ZcT67V2r0jjsP8dfVO7naN5D+wXQOWuqY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Eo02MGphhp7C3k8J8F2PzneTES3z11TIWLHiLefMXEPA3d29wbfTq1ZvCwnGMHTuOwsLxDBgw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\n1YgSJpc7GZkZI0O00dbaRHNzE21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4JZUcyUGp4mWiLZsveIZQoXp6fpT7OPg03HAm0Ht8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bBo/p7Tu7o7wNBhxw7Bjh0a27YLHtzq8fiAjdWuInGHGmlauAJKAUTFRJZUmpaQ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\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0oNO5c0qOsmduh6JFrZw7dzbPxqtduw7jxo0iNvYia9aspHv3nkREHHM6JmMPnCtXrvDJ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\n7gnHtpMnT3Do0J8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GXrcEKU1qairr169xBIOaN2/J8uU/OR2zcOHXhId3IDy8A02a1GP3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\n6dOGYRiF5lSvXr2MDz/80DAMwzh48KDRvHlzIys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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# illustrate FAIR's emulation ability\n", - "from matplotlib.colors import Normalize, rgb2hex\n", - "from matplotlib.colorbar import ColorbarBase\n", - "\n", - "# set up figure\n", - "fig = plt.figure()\n", - "ax = fig.add_subplot(111)\n", - "\n", - "# create our colour bar\n", - "cmapPI=plt.get_cmap('winter')\n", - "normsPI = Normalize(min(iIRF100ls),max(iIRF100ls))\n", - "ax2a = fig.add_axes([0.66, 0.90, 0.3, 0.05])\n", - "# ColorbarBase derives from ScalarMappable and puts a colorbar\n", - "# in a specified axes, so it has everything needed for a\n", - "# standalone colorbar. There are many more kwargs, but the\n", - "# following gives a basic continuous colorbar with ticks\n", - "# and labels.\n", - "cb2 = ColorbarBase(ax2a, \n", - " cmap=cmapPI,\n", - " norm=normsPI,\n", - " orientation='horizontal',\n", - " label='PIiIRF100 (yrs)')\n", - "\n", - "# emissions timeseries and C_0 for FAIR runs\n", - "emissions = np.zeros(101)\n", - "emissions[0] = 100\n", - "C_0=278.0\n", - "\n", - "for iIRF100 in iIRF100ls:\n", - " # determine our model\n", - " key = [key for key in JPI100 if JPI100[key]['iIRF100'] == iIRF100][0]\n", - " \n", - " if key != 'MULTIMODEL_MEAN':\n", - " # choose colour based off iIRF100 value\n", - " col = rgb2hex(cmapPI(normsPI(iIRF100)))\n", - " lw = 1.5\n", - " \n", - " # plot our timeseries\n", - " ax.plot(JPI100[key]['year'],\n", - " JPI100[key]['AF_ts'],\n", - " label=key,\n", - " color=col,\n", - " ls='-',\n", - " lw=lw)\n", - " \n", - " # plot FAIR run using appropriate fitting parameters\n", - " r0=Ffitp['r0'][Ffitp['Model'] == key][0]\n", - " rC=Ffitp['rC'][Ffitp['Model'] == key][0]\n", - " rT=Ffitp['rT'][Ffitp['Model'] == key][0]\n", - " a=[Ffitp['a{0}'.format(j)][Ffitp['Model'] == key][0] for j in range(0,4)]\n", - " C_0=278.0\n", - " C,T = fair.forward.fair_scm(emissions=emissions,\n", - " other_rf=0.0,\n", - " r0=r0,\n", - " rC=rC,\n", - " rT=rT,\n", - " a=np.array(a),\n", - " C_0=C_0)\n", - " \n", - " ax.plot(range(0,len(emissions)),\n", - " (C-C_0)*2.123/100.0,\n", - " color=col,\n", - " ls='--',\n", - " lw=lw)\n", - "\n", - "# lastly plot multimodel mean\n", - "key = 'MULTIMODEL_MEAN'\n", - "col = 'black'\n", - "lw = 6.0\n", - "ax.plot(JPI100[key]['year'],\n", - " JPI100[key]['AF_ts'],\n", - " label=key,\n", - " color=col,\n", - " ls='-',\n", - " lw=lw)\n", - "\n", - "# plot FAIR run using appropriate fitting parameters\n", - "r0=Ffitp['r0'][Ffitp['Model'] == key][0]\n", - "rC=Ffitp['rC'][Ffitp['Model'] == key][0]\n", - "rT=Ffitp['rT'][Ffitp['Model'] == key][0]\n", - "a=[Ffitp['a{0}'.format(j)][Ffitp['Model'] == key][0] for j in range(0,4)]\n", - "C,T = fair.forward.fair_scm(emissions=emissions,\n", - " other_rf=0.0,\n", - " r0=r0,\n", - " rC=rC,\n", - " rT=rT,\n", - " a=np.array(a),\n", - " C_0=C_0)\n", - "ax.plot(range(0,len(emissions)),\n", - " (C-C_0)*2.123/100.0,\n", - " color='grey',\n", - " ls='--',\n", - " dashes=(6,6),\n", - " lw=lw-2)\n", - "\n", - "# add labels etc\n", - "ax.set_xlabel('Time (years after pulse)')\n", - "ax.set_ylabel('Pre-Industrial Airborne Fraction')\n", - "ax.set_ylim([0,1])\n", - "ax.set_xlim([0,100])\n", - "ax.legend(ncol=2)\n", - "\n", - "plt.tight_layout() " + "ax4.plot(range(0,emissions.size),T,color='red')\n", + "ax4.set_ylabel('Temperature anomaly (K)')" ] }, { "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Fit for a single model" - ] - }, - { - "cell_type": "code", - "execution_count": 22, "metadata": { - "collapsed": false + "deletable": true, + "editable": true }, - "outputs": [ - { - 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6upwi4wsbMA79BRiH/gKMQ38BxjH0HTrvvfee0/H8+QW/7Bb4rQYN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\njHOm9C9gNNC/APMkpSjyhRdeqNbWVgWDwcg3T4ZhyGazxVR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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ - "# set up figure\n", - "fig = plt.figure()\n", - "ax = fig.add_subplot(111)\n", - "\n", - "# emissions timeseries and C_0 for FAIR run\n", - "emissions = np.zeros(101)\n", - "emissions[0] = 100\n", - "C_0=278.0\n", - "\n", - "# choose our model\n", - "# options (can be printed with `print [key for key in JPI100]`): \n", - "# 'CLIMBER2LPJ', 'GENIE_ensemble_median', 'Bern3DLPJ_reference', 'NCAR_CSM14', 'UVic29', 'LOVECLIM', 'BernSAR', \n", - "# 'MULTIMODEL_MEAN', 'DCESS', 'Bern25DLPJ', 'MESMO'\n", - "key = 'MESMO'\n", - "\n", - "# plot\n", - "lw = 6.0\n", - "ax.plot(JPI100[key]['year'],\n", - " JPI100[key]['AF_ts'],\n", - " label=key,\n", - " color='black',\n", - " ls='-',\n", - " lw=lw)\n", - "\n", - "# plot FAIR run using appropriate fitting parameters\n", - "r0=Ffitp['r0'][Ffitp['Model'] == key][0]\n", - "rC=Ffitp['rC'][Ffitp['Model'] == key][0]\n", - "rT=Ffitp['rT'][Ffitp['Model'] == key][0]\n", - "a=[Ffitp['a{0}'.format(j)][Ffitp['Model'] == key][0] for j in range(0,4)]\n", - "C,T = fair.forward.fair_scm(emissions=emissions,\n", - " other_rf=0.0,\n", - " r0=r0,\n", - " rC=rC,\n", - " rT=rT,\n", - " a=np.array(a),\n", - " C_0=C_0)\n", - "\n", - "ax.plot(range(0,len(emissions)),\n", - " (C-C_0)*2.123/100.0,\n", - " color='grey',\n", - " ls='--',\n", - " dashes=(6,6),\n", - " lw=lw-2,\n", - " label='FAIR fit')\n", - "\n", - "# add labels etc\n", - "ax.set_xlabel('Time (years after pulse)')\n", - "ax.set_ylabel('Pre-Industrial Airborne Fraction')\n", - "ax.set_ylim([0,1])\n", - "ax.set_xlim([0,100])\n", - "ax.legend(ncol=2)\n", + "## RCPs\n", "\n", - "plt.tight_layout() " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Make a panel plot for each model" + "We can run FAIR with the CO$_2$ emissions and non-CO$_2$ forcing from the four representative concentration pathway scenarios. To use the emissions-based version specify ```useMultigas=True``` in the call to ```fair_scm()```." ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 4, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { "data": { "text/plain": [ - "" + "Text(0,0.5,u'Temperature anomaly (K)')" ] }, - "execution_count": 23, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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ul5qaytWrV6hS5T82b7tcuXJ0797D+GCymzcj+OabbcyZM9/ivqyZMuVtLlw4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n1169bF09OT/v37YzQaGTFiBB999BEjR47MVdduF53Z4Z7sBLMWCXy/1czT3WD91zbGDbfh6/qa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BSipqaGNm3aRNdrjsWOHTsoLCyMPk5LSyMrK4tdu3bRo0cPAHJychg8eHB0nxUrVtC7d+/o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\nj5WSkhJGjBjB5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5nDp1DDs7BwBmzpyHi4uLEuWXWAkJCURERBi+379/P6tXr2b58uVkZWVx5swZ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\nzzF06eJg5Uo1u3YpadWqYKfTpnbvjd+7E9D9tAzzO+8XaNv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riYu7Qo0aNbwQWe4Uxt+R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\nq6L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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -800,294 +182,69 @@ } ], "source": [ - "# illustrate FAIR's emulation ability\n", - "from matplotlib.colors import Normalize, rgb2hex\n", - "from matplotlib.colorbar import ColorbarBase\n", + "from fair.RCPs import rcp3pd, rcp45, rcp6, rcp85\n", + "from fair.ancil import natural\n", "\n", - "# set up figure\n", "fig = plt.figure()\n", + "ax1 = fig.add_subplot(221)\n", + "ax2 = fig.add_subplot(222)\n", + "ax3 = fig.add_subplot(223)\n", + "ax4 = fig.add_subplot(224)\n", "\n", - "# create our colour bar\n", - "cmapPI=plt.get_cmap('winter')\n", - "normsPI = Normalize(min(iIRF100ls),max(iIRF100ls))\n", - "\n", - "# emissions timeseries and C_0 for FAIR runs\n", - "emissions = np.zeros(101)\n", - "emissions[0] = 100\n", - "C_0=278.0\n", - "\n", - "ij = 0\n", - "nrows = 4\n", - "ncols = 3\n", - "for iIRF100 in iIRF100ls:\n", - " # determine our model\n", - " key = [key for key in JPI100 if JPI100[key]['iIRF100'] == iIRF100][0]\n", - "\n", - " ij += 1\n", - " if ij == 3:\n", - " ij += 1\n", - " if key == 'MULTIMODEL_MEAN':\n", - " pij = ij - 1\n", - " ij = nrows * ncols\n", - " \n", - " ax = fig.add_subplot(nrows,ncols,ij)\n", - " \n", - " # choose colour based off iIRF100 value\n", - " col = rgb2hex(cmapPI(normsPI(iIRF100)))\n", - " lw = 1.5\n", - "\n", - " # run FAIR using appropriate fitting parameters\n", - " r0=Ffitp['r0'][Ffitp['Model'] == key][0]\n", - " rC=Ffitp['rC'][Ffitp['Model'] == key][0]\n", - " rT=Ffitp['rT'][Ffitp['Model'] == key][0]\n", - " a=[Ffitp['a{0}'.format(j)][Ffitp['Model'] == key][0] for j in range(0,4)]\n", - " C_0=278.0\n", - " C,T = fair.forward.fair_scm(emissions=emissions,\n", - " other_rf=0.0,\n", - " r0=r0,\n", - " rC=rC,\n", - " rT=rT,\n", - " a=np.array(a),\n", - " C_0=C_0)\n", - "\n", - " # plot our timeseries\n", - " ax.plot(JPI100[key]['year'],\n", - " JPI100[key]['AF_ts'],\n", - " color=col,\n", - " ls='-',\n", - " label='{0}\\nr$_0$: {1:.2f}yrs\\nr$_C$: {2:.4f}yrs/GtC\\nr$_T$: {3:.2f}yrs/K'.format(key,r0,rC,rT),\n", - " lw=lw)\n", - " \n", - " ax.plot(range(0,len(emissions)),\n", - " (C-C_0)*2.123/100.0,\n", - " color=col,\n", - " ls='--',\n", - " lw=lw)\n", - "\n", - " ax.legend(ncol=2,loc='upper right',fontsize=10)\n", - " \n", - " # add labels etc\n", - " # start of rows gets a y label\n", - " if ij % ncols == 1:\n", - " ax.set_ylabel('Pre-Industrial\\nAirborne Fraction',fontsize=12)\n", - " # everything else gets labels turned off\n", - " else:\n", - " ax.set_yticklabels([' ' for item in ax.get_yticklabels()])\n", - " # last row gets an xlabel\n", - " if ij > (nrows-1)*ncols:\n", - " ax.set_xlabel('Time (years after pulse)',fontsize=12)\n", - " else:\n", - " ax.set_xticklabels([' ' for item in ax.get_xticklabels()])\n", - " # set axis limits\n", - " ax.set_ylim([0,1])\n", - " ax.set_xlim([0,100])\n", - " \n", - " if key == 'MULTIMODEL_MEAN':\n", - " ij = pij\n", - " \n", - "# plot our colour bar\n", - "ax2a = fig.add_axes([0.67, 0.80, 0.23, 0.05])\n", - "# ColorbarBase derives from ScalarMappable and puts a colorbar\n", - "# in a specified axes, so it has everything needed for a\n", - "# standalone colorbar. There are many more kwargs, but the\n", - "# following gives a basic continuous colorbar with ticks\n", - "# and labels.\n", - "cb2 = ColorbarBase(ax2a, \n", - " cmap=cmapPI,\n", - " norm=normsPI,\n", - " orientation='horizontal',\n", - " label='PIiIRF100 (yrs)')\n", - "\n", - "fig.suptitle('C$_0$ = {0:.0f}ppm a = {1}'.format(C_0,a),\n", - " fontsize=14)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Timestepping\n", - "\n", - "Firstly, show that timestepping in FAIR produces the same results as a 'continuous' run. " - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(,\n", - " ,\n", - " ,\n", - " ,\n", - " )" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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Nm24yOoqIuLjMzEwOHz7MiBEjiI+PJzExkZEjR2I2m/H09Cy5zsvLi7y8PPLz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\nWU9nhkshIWZHAeAD2NABYAsBZgcAAADwo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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "rlength = 400\n", - "emissionsc = np.zeros(rlength)\n", - "emissionsc[rlength/2:] = 9.0\n", - "other_rfc = np.zeros_like(emissionsc)\n", - "other_rfc[rlength/2:] = 0.9\n", - "\n", - "Ca,Ta = fair.forward.fair_scm(\n", - " emissions=emissionsc,\n", - " other_rf=other_rfc,\n", - " )\n", - "\n", - "fig,ax1,ax2,ax3,ax4 = fair.forward.plot_fair(emissionsc,Ca,other_rfc,Ta,tuts='yrs',label='continuous')\n", - "\n", - "emissions = np.array([0.0])\n", - "other_rf = 0.0\n", - "restart = ([0.0,0.0,0.0,0.0],[0.0,0.0],0.0)\n", - "\n", - "# start lists to store output timeseries\n", - "allt_emissions = []\n", - "allt_other_rf = []\n", - "allt_concentrations = []\n", - "allt_temperature = []\n", - "\n", - "for j in range(0,rlength):\n", - " # make our decision about whether to emit more or less\n", - " if (j>=rlength/2):\n", - " emissions[0] = 9.0\n", - " other_rf = 0.9\n", - " \n", - " # timestep FAIR\n", - " C,T,restart = fair.forward.fair_scm(\n", - " emissions=emissions,\n", - " other_rf=other_rf,\n", - " in_state=restart,\n", - " restart_out=True\n", - " )\n", - " # store the result\n", - " allt_emissions.append(emissions[0])\n", - " allt_other_rf.append(other_rf)\n", - " allt_concentrations.append(C)\n", - " allt_temperature.append(T)\n", - "\n", - "fair.forward.plot_fair(allt_emissions,\n", - " allt_concentrations,\n", - " allt_other_rf,\n", - " allt_temperature,\n", - " tuts='yrs',\n", - " infig=fig,\n", - " ax1in=ax1,\n", - " ax2in=ax2,\n", - " ax3in=ax3,\n", - " ax4in=ax4,\n", - " colour={'emms':'red',\n", - " 'conc':'orange',\n", - " 'forc':'grey',\n", - " 'temp':'green'},\n", - " label='time-stepping',\n", - " linestyle=':')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here we use the timestepping capability built into FAIR to see what happens if we apply a simple criteria to emissions in each year based off observed warming to date." - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(,\n", - " ,\n", - " ,\n", - " ,\n", - " )" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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gAwcOzOJE9m/dutWMHj0ctVqNp6e30nEyjUqlwtu7IsuWLSYwsA7ff7+aAgUK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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "emissions = np.array([0.0])\n", - "other_rf = 0.0\n", - "restart = ([0.0,0.0,0.0,0.0],[0.0,0.0],0.0)\n", - "\n", - "# start lists to store output timeseries\n", - "allt_emissions = []\n", - "allt_concentrations = []\n", - "allt_other_rf = []\n", - "allt_temperature = []\n", - "\n", - "for j in range(0,300):\n", - " # make our decision about whether to emit more or less\n", - " if (j>=1):\n", - " if (T > 0.5):\n", - " emissions[0] -= 0.3\n", - " else:\n", - " emissions[0] += 0.3\n", - " \n", - " # timestep FAIR\n", - " C,T,restart = fair.forward.fair_scm(\n", - " emissions=emissions,\n", - " other_rf = other_rf,\n", - " in_state=restart,\n", - " restart_out=True\n", - " )\n", - " # store the result\n", - " allt_emissions.append(emissions[0])\n", - " allt_concentrations.append(C)\n", - " allt_other_rf.append(other_rf)\n", - " allt_temperature.append(T)\n", - "\n", - "fair.forward.plot_fair(allt_emissions,\n", - " allt_concentrations,\n", - " allt_other_rf,\n", - " allt_temperature,\n", - " tuts='yrs',\n", - " )" + "C,F,T = fair.forward.fair_scm(emissions = rcp3pd.Emissions.emissions,\n", + " F_solar = rcp3pd.Forcing.solar,\n", + " F_volcanic = rcp3pd.Forcing.volcanic,\n", + " natural = natural.Emissions.emissions,\n", + " useMultigas= True)\n", + "ax1.plot(rcp3pd.Emissions.year, rcp3pd.Emissions.co2_fossil, color='green', label='RCP3PD')\n", + "ax2.plot(rcp3pd.Emissions.year, C[:,0], color='green')\n", + "ax3.plot(rcp3pd.Emissions.year, np.sum(F, axis=1), color='green')\n", + "ax4.plot(rcp3pd.Emissions.year, T, color='green')\n", + "\n", + "C,F,T = fair.forward.fair_scm(emissions = rcp45.Emissions.emissions,\n", + " F_solar = rcp45.Forcing.solar,\n", + " F_volcanic = rcp45.Forcing.volcanic,\n", + " natural = natural.Emissions.emissions,\n", + " useMultigas= True)\n", + "ax1.plot(rcp45.Emissions.year, rcp45.Emissions.co2_fossil, color='blue', label='RCP4.5')\n", + "ax2.plot(rcp45.Emissions.year, C[:,0], color='blue')\n", + "ax3.plot(rcp45.Emissions.year, np.sum(F, axis=1), color='blue')\n", + "ax4.plot(rcp45.Emissions.year, T, color='blue')\n", + "\n", + "C,F,T = fair.forward.fair_scm(emissions = rcp6.Emissions.emissions,\n", + " F_solar = rcp6.Forcing.solar,\n", + " F_volcanic = rcp6.Forcing.volcanic,\n", + " natural = natural.Emissions.emissions,\n", + " useMultigas= True)\n", + "ax1.plot(rcp6.Emissions.year, rcp6.Emissions.co2_fossil, color='red', label='RCP6')\n", + "ax2.plot(rcp6.Emissions.year, C[:,0], color='red')\n", + "ax3.plot(rcp6.Emissions.year, np.sum(F, axis=1), color='red')\n", + "ax4.plot(rcp6.Emissions.year, T, color='red')\n", + "\n", + "C,F,T = fair.forward.fair_scm(emissions = rcp85.Emissions.emissions,\n", + " F_solar = rcp85.Forcing.solar,\n", + " F_volcanic = rcp85.Forcing.volcanic,\n", + " natural = natural.Emissions.emissions,\n", + " useMultigas= True)\n", + "ax1.plot(rcp85.Emissions.year, rcp85.Emissions.co2_fossil, color='black', label='RCP8.5')\n", + "ax2.plot(rcp85.Emissions.year, C[:,0], color='black')\n", + "ax3.plot(rcp85.Emissions.year, np.sum(F, axis=1), color='black')\n", + "ax4.plot(rcp85.Emissions.year, T, color='black')\n", + "\n", + "ax1.set_ylabel('Fossil CO$_2$ Emissions (GtC)')\n", + "ax1.legend()\n", + "ax2.set_ylabel('CO$_2$ concentrations (ppm)')\n", + "ax3.set_ylabel('Total radiative forcing (W.m$^{-2}$)')\n", + "ax4.set_ylabel('Temperature anomaly (K)')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true + "collapsed": true, + "deletable": true, + "editable": true }, "outputs": [], "source": [] diff --git a/setup.py b/setup.py index 2ce48ffb..78dbb77f 100644 --- a/setup.py +++ b/setup.py @@ -27,10 +27,10 @@ def readme(): version=verstr, description='Python package to perform calculations with the FAIR simple climate model', long_description=readme(), - keywords='simple climate model temperature response carbon cycle', + keywords='simple climate model temperature response carbon cycle emissions forcing', url='https://github.com/OMS-NetZero/FAIR', - author='OMS-NetZero, Richard Millar, Zebedee Nicholls, Myles Allen', - author_email='richard.millar@physics.ox.ac.uk', + author='OMS-NetZero, Chris Smith, Richard Millar, Zebedee Nicholls, Myles Allen', + author_email='c.j.smith1@leeds.ac.uk/richard.millar@physics.ox.ac.uk', license='Apache 2.0', packages=find_packages(exclude=['tests*']), install_requires=[ @@ -38,4 +38,4 @@ def readme(): 'scipy', ], zip_safe=False, -) \ No newline at end of file +)