From 8087935fbaa7edf0cb6aa5bc40db163b4a482e77 Mon Sep 17 00:00:00 2001 From: beckermr Date: Thu, 12 Feb 2026 09:08:01 -0600 Subject: [PATCH 1/8] fix: do not support trunc or high maxk thresholds for Moffat profiles --- jax_galsim/moffat.py | 122 +++++++-------------------- tests/GalSim | 2 +- tests/jax/test_moffat_comp_galsim.py | 3 - 3 files changed, 32 insertions(+), 95 deletions(-) diff --git a/jax_galsim/moffat.py b/jax_galsim/moffat.py index fe596398..51aefe44 100644 --- a/jax_galsim/moffat.py +++ b/jax_galsim/moffat.py @@ -1,13 +1,18 @@ import galsim as _galsim import jax import jax.numpy as jnp +import numpy as np from jax.tree_util import Partial as partial from jax.tree_util import register_pytree_node_class -from jax_galsim.bessel import j0, kv +from jax_galsim.bessel import kv from jax_galsim.core.draw import draw_by_kValue, draw_by_xValue -from jax_galsim.core.integrate import ClenshawCurtisQuad, quad_integral -from jax_galsim.core.utils import bisect_for_root, ensure_hashable, implements +from jax_galsim.core.utils import ( + bisect_for_root, + ensure_hashable, + has_tracers, + implements, +) from jax_galsim.gsobject import GSObject from jax_galsim.position import PositionD from jax_galsim.random import UniformDeviate @@ -19,65 +24,21 @@ def _Knu(nu, x): return kv(nu, x) -@jax.jit -def _MoffatIntegrant(x, k, beta): - """For truncated Hankel used in truncated Moffat""" - return x * jnp.power(1 + x**2, -beta) * j0(k * x) - - -def _xMoffatIntegrant(k, beta, rmax, quad): - return quad_integral(partial(_MoffatIntegrant, k=k, beta=beta), 0.0, rmax, quad) - - -@jax.jit -def _hankel(k, beta, rmax): - quad = ClenshawCurtisQuad.init(150) - g = partial(_xMoffatIntegrant, beta=beta, rmax=rmax, quad=quad) - return jax.vmap(g)(k) - +@implements( + _galsim.Moffat, + lax_description="""\ +The LAX version of the Moffat profile -@jax.jit -def _bodymi(xcur, rm, re, beta): - x = (1 + jnp.power(1 + (rm / xcur) ** 2, 1 - beta)) / 2 - x = jnp.power(x, 1 / (1 - beta)) - x = jnp.sqrt(x - 1) - return re / x - - -@partial(jax.jit, static_argnames=("nitr",)) -def _MoffatCalculateSRFromHLR(re, rm, beta, nitr=100): - """ - The basic equation that is relevant here is the flux of a Moffat profile - out to some radius. - - flux(R) = int( (1+r^2/rd^2 )^(-beta) 2pi r dr, r=0..R ) - = (pi rd^2 / (beta-1)) (1 - (1+R^2/rd^2)^(1-beta) ) - For now, we can ignore the first factor. We call the second factor fluxfactor below, - or in this function f(R). - We are given two values of R for which we know that the ratio of their fluxes is 1/2: - f(re) = 0.5 * f(rm) - - nb1. rd aka r0 aka the scale radius - nb2. In GalSim definition rm = 0 (ex. no truncated Moffat) means in reality rm=+Inf. - BUT the case rm==0 is already done, so HERE rm != 0 - """ - - # fix loop iteration is faster and reach eps=1e-6 (single precision) - def body(i, xcur): - x = (1 + jnp.power(1 + (rm / xcur) ** 2, 1 - beta)) / 2 - x = jnp.power(x, 1 / (1 - beta)) - x = jnp.sqrt(x - 1) - return re / x - - return jax.lax.fori_loop(0, 100, body, re, unroll=True) - - -@implements(_galsim.Moffat) +- does not support truncation or beta < 1.1 +- does not support gsparams.maxk_thresholds > 0.1 +""", +) @register_pytree_node_class class Moffat(GSObject): _is_axisymmetric = True _is_analytic_x = True _is_analytic_k = True + _has_hard_edges = False def __init__( self, @@ -93,6 +54,14 @@ def __init__( # let define beta_thr a threshold to trigger the truncature self._beta_thr = 1.1 + if has_tracers(trunc) or np.any(trunc != 0): + raise ValueError("JAX-GalSim does not support truncated Moffat profiles!") + + if self.gsparams.maxk_threshold > 0.1: + raise ValueError( + "JAX-GalSim Moffat profiles do not support gsparams.maxk_threshold values greater than 0.1!" + ) + # Parse the radius options if half_light_radius is not None: if scale_radius is not None or fwhm is not None: @@ -106,12 +75,8 @@ def __init__( super().__init__( beta=beta, scale_radius=( - jax.lax.select( - trunc > 0, - _MoffatCalculateSRFromHLR(half_light_radius, trunc, beta), - half_light_radius - / jnp.sqrt(jnp.power(0.5, 1.0 / (1.0 - beta)) - 1.0), - ) + half_light_radius + / jnp.sqrt(jnp.power(0.5, 1.0 / (1.0 - beta)) - 1.0) ), trunc=trunc, flux=flux, @@ -183,12 +148,8 @@ def _inv_r0_sq(self): @property def _maxRrD(self): """maxR/rd ; fluxFactor Integral of total flux in terms of 'rD' units.""" - return jax.lax.select( - self.trunc > 0.0, - self.trunc * self._inv_r0, - jnp.sqrt( - jnp.power(self.gsparams.xvalue_accuracy, 1.0 / (1.0 - self.beta)) - 1.0 - ), + return jnp.sqrt( + jnp.power(self.gsparams.xvalue_accuracy, 1.0 / (1.0 - self.beta)) - 1.0 ) @property @@ -202,11 +163,7 @@ def _maxRrD_sq(self): @property def _fluxFactor(self): - return jax.lax.select( - self.trunc > 0.0, - 1.0 - jnp.power(1 + self._maxRrD * self._maxRrD, (1.0 - self.beta)), - 1.0, - ) + return 1.0 @property @implements(_galsim.moffat.Moffat.half_light_radius) @@ -320,10 +277,6 @@ def _stepk(self): self.beta <= self._beta_thr, self._stepk_lowbeta, self._stepk_highbeta ) - @property - def _has_hard_edges(self): - return self.trunc != 0.0 - @property def _max_sb(self): return self._norm @@ -344,14 +297,6 @@ def _kValue_untrunc(self, k): self._knorm, ) - def _kValue_trunc(self, k): - """Truncated version of _kValue""" - return jnp.where( - k <= 50.0, - self._knorm * self._prefactor * _hankel(k, self.beta, self._maxRrD), - 0.0, - ) - @jax.jit def _kValue(self, kpos): """computation of the Moffat response in k-space with switch of truncated/untracated case @@ -360,12 +305,7 @@ def _kValue(self, kpos): k = jnp.sqrt((kpos.x**2 + kpos.y**2) * self._r0_sq) out_shape = jnp.shape(k) k = jnp.atleast_1d(k) - res = jax.lax.cond( - self.trunc > 0, - lambda x: self._kValue_trunc(x), - lambda x: self._kValue_untrunc(x), - k, - ) + res = self._kValue_untrunc(k) return res.reshape(out_shape) def _drawReal(self, image, jac=None, offset=(0.0, 0.0), flux_scaling=1.0): diff --git a/tests/GalSim b/tests/GalSim index 3251a393..04918b11 160000 --- a/tests/GalSim +++ b/tests/GalSim @@ -1 +1 @@ -Subproject commit 3251a393bf7ea94fe9ccda3508bc7db722eca1cf +Subproject commit 04918b118926eafc01ec9403b8afed29fb918d51 diff --git a/tests/jax/test_moffat_comp_galsim.py b/tests/jax/test_moffat_comp_galsim.py index 04376cd3..4b8549c4 100644 --- a/tests/jax/test_moffat_comp_galsim.py +++ b/tests/jax/test_moffat_comp_galsim.py @@ -22,9 +22,6 @@ def test_moffat_comp_galsim_maxk(): galsim.Moffat(beta=1.22, scale_radius=23, flux=23), galsim.Moffat(beta=3.6, scale_radius=2, flux=23), galsim.Moffat(beta=12.9, scale_radius=5, flux=23), - galsim.Moffat(beta=1.22, scale_radius=7, flux=23, trunc=30), - galsim.Moffat(beta=3.6, scale_radius=9, flux=23, trunc=50), - galsim.Moffat(beta=12.9, scale_radius=11, flux=23, trunc=1000), ] threshs = [1.0e-3, 1.0e-4, 0.03] print("\nbeta \t trunc \t thresh \t kValue(maxk) \t jgs-maxk \t gs-maxk") From 1846f04a9af6986bb53d9ae4e1d22a76688ee9e6 Mon Sep 17 00:00:00 2001 From: beckermr Date: Thu, 12 Feb 2026 09:16:32 -0600 Subject: [PATCH 2/8] test: fix tests and exclude the jax galsim error --- jax_galsim/moffat.py | 10 +++++----- tests/galsim_tests_config.yaml | 1 + 2 files changed, 6 insertions(+), 5 deletions(-) diff --git a/jax_galsim/moffat.py b/jax_galsim/moffat.py index 51aefe44..95cf7f90 100644 --- a/jax_galsim/moffat.py +++ b/jax_galsim/moffat.py @@ -57,11 +57,6 @@ def __init__( if has_tracers(trunc) or np.any(trunc != 0): raise ValueError("JAX-GalSim does not support truncated Moffat profiles!") - if self.gsparams.maxk_threshold > 0.1: - raise ValueError( - "JAX-GalSim Moffat profiles do not support gsparams.maxk_threshold values greater than 0.1!" - ) - # Parse the radius options if half_light_radius is not None: if scale_radius is not None or fwhm is not None: @@ -114,6 +109,11 @@ def __init__( gsparams=gsparams, ) + if self.gsparams.maxk_threshold > 0.1: + raise ValueError( + "JAX-GalSim Moffat profiles do not support gsparams.maxk_threshold values greater than 0.1!" + ) + @property @implements(_galsim.moffat.Moffat.beta) def beta(self): diff --git a/tests/galsim_tests_config.yaml b/tests/galsim_tests_config.yaml index 2d532570..68b2e3f7 100644 --- a/tests/galsim_tests_config.yaml +++ b/tests/galsim_tests_config.yaml @@ -145,3 +145,4 @@ allowed_failures: - "module 'jax_galsim' has no attribute 'LookupTable2D'" - "module 'jax_galsim' has no attribute 'zernike'" - "Invalid TFORM4: 1PE(7)" # see https://github.com/astropy/astropy/issues/15477 + - "JAX-GalSim does not support truncated Moffat profiles!" From f4f8bef39287c592714e5103acc3b344839b113e Mon Sep 17 00:00:00 2001 From: beckermr Date: Thu, 12 Feb 2026 12:54:36 -0600 Subject: [PATCH 3/8] perf: use an approximation for maxk for Moffat profiles --- jax_galsim/moffat.py | 2558 +++++++++++++++++++++++++++++++- tests/galsim_tests_config.yaml | 2 +- tests/jax/test_benchmarks.py | 2 +- tests/jax/test_implements.py | 4 +- tests/jax/test_jitting.py | 2 - tests/jax/test_vmapping.py | 2 - 6 files changed, 2553 insertions(+), 17 deletions(-) diff --git a/jax_galsim/moffat.py b/jax_galsim/moffat.py index 95cf7f90..1624a13e 100644 --- a/jax_galsim/moffat.py +++ b/jax_galsim/moffat.py @@ -2,13 +2,12 @@ import jax import jax.numpy as jnp import numpy as np -from jax.tree_util import Partial as partial from jax.tree_util import register_pytree_node_class from jax_galsim.bessel import kv from jax_galsim.core.draw import draw_by_kValue, draw_by_xValue +from jax_galsim.core.interpolate import akima_interp, akima_interp_coeffs from jax_galsim.core.utils import ( - bisect_for_root, ensure_hashable, has_tracers, implements, @@ -54,8 +53,14 @@ def __init__( # let define beta_thr a threshold to trigger the truncature self._beta_thr = 1.1 - if has_tracers(trunc) or np.any(trunc != 0): - raise ValueError("JAX-GalSim does not support truncated Moffat profiles!") + if has_tracers(trunc) or ( + isinstance(trunc, (np.ndarray, float, jnp.ndarray, int)) + and np.any(trunc != 0) + ): + raise ValueError( + "JAX-GalSim does not support truncated Moffat profiles " + f"(got trunc={repr(trunc)}, always pass the constant 0.0)!" + ) # Parse the radius options if half_light_radius is not None: @@ -73,7 +78,6 @@ def __init__( half_light_radius / jnp.sqrt(jnp.power(0.5, 1.0 / (1.0 - beta)) - 1.0) ), - trunc=trunc, flux=flux, gsparams=gsparams, ) @@ -89,7 +93,6 @@ def __init__( super().__init__( beta=beta, scale_radius=fwhm / (2.0 * jnp.sqrt(2.0 ** (1.0 / beta) - 1.0)), - trunc=trunc, flux=flux, gsparams=gsparams, ) @@ -104,7 +107,6 @@ def __init__( super().__init__( beta=beta, scale_radius=scale_radius, - trunc=trunc, flux=flux, gsparams=gsparams, ) @@ -122,7 +124,7 @@ def beta(self): @property @implements(_galsim.moffat.Moffat.trunc) def trunc(self): - return self._params["trunc"] + return 0.0 @property @implements(_galsim.moffat.Moffat.scale_radius) @@ -245,7 +247,7 @@ def _maxk_func(self, k): @property @jax.jit def _maxk(self): - return bisect_for_root(partial(self._maxk_func), 0.0, 1e5, niter=75) + return _moffat_maxk(self.beta, self.gsparams.maxk_threshold, self._r0) @property def _stepk_lowbeta(self): @@ -345,3 +347,2541 @@ def _shoot(self, photons, rng): photons.x = r * cost photons.y = r * sint photons.flux = self.flux / photons.size() + + +# START OF GENERATED CODE +# The code in this block is generated by the notebook dev/notebooks/moffat_maxk_interp.ipynb. + +MKTS_MIN = 1e-12 +MKTS_MAX = 0.1 +N_MKTS = 500 +LOG_MKTS = np.log(np.logspace(jnp.log10(MKTS_MIN), jnp.log10(MKTS_MAX), N_MKTS)) + +# RATIONAL_POLY_VALS is an array of 7-th order ration function approximations +# for maxk as a function of log(beta) at fixed maxk_threshold values. the coeffs +# are stored from highest degree to lowest. The shape of the array is +# (500, 2, 8). +# fmt: off +RATIONAL_POLY_VALS = np.array( + [[[+1.3772407257259811e+00, +8.2308765855395478e+01, -2.7113255852810147e+02, +2.8334246555296641e+03, + +1.9765894617972574e+03, -3.0250584335304524e-02, +5.2517275092954705e+01, +3.1088883127707301e+00], + [-6.6159277500114799e-01, +2.3300377617130614e+01, -1.2112785124653568e+02, +8.2257031521055592e+02, + +6.1224358735540159e+02, +9.9091301692586009e-02, +1.6041932331486805e+01, +1.0000000000000000e+00]], + + [[+5.3633625405583718e-01, +1.7971392144278209e+01, -6.5358075263328260e+01, +6.8160487543318038e+02, + -1.0890567306842483e+01, +4.1723322659875732e+00, +7.7808886362551178e+01, +3.0977809700488854e+00], + [-1.3015943669278329e-01, +5.3476172464178466e+00, -2.8994985786005781e+01, +2.0541172077533992e+02, + -3.2528739478349833e-01, -1.1391539819735386e+00, +2.4037331092961217e+01, +1.0000000000000000e+00]], + + [[+1.3423320607378904e+00, +7.8721078239030049e+01, -2.5914051908709365e+02, +2.7141742733036504e+03, + +1.8567443650441635e+03, +9.1003467828745521e-02, +5.4230600424155902e+01, +3.1037735944788047e+00], + [-6.3269261473562866e-01, +2.2333813681258459e+01, -1.1609451715629991e+02, +7.8925640256142071e+02, + +5.7604630014287693e+02, -2.6669628461230867e-02, +1.6601684492117208e+01, +1.0000000000000000e+00]], + + [[+5.4623786829667609e-01, +1.8319775592248327e+01, -6.6288687791255740e+01, +6.9340870774525035e+02, + -2.5346128535056960e+00, +4.5684928118818320e+00, +7.7762600432495688e+01, +3.0932597902653036e+00], + [-1.3304558783899662e-01, +5.4545915330902517e+00, -2.9510385363598125e+01, +2.0906802673389026e+02, + +2.2716683302508645e+00, -1.0223472607835760e+00, +2.4052209691642165e+01, +1.0000000000000000e+00]], + + [[+2.7667509967506767e+00, +1.8985243550104815e+02, -6.1221769605014401e+02, +6.4222288125758432e+03, + +5.3344183870167726e+03, -2.1779531826296154e+01, +6.0788050607009323e+00, +3.1167540373195926e+00], + [-1.5582229536005099e+00, +5.3415898164254251e+01, -2.7534872188664826e+02, +1.8546640397730253e+03, + +1.6512609780064986e+03, -2.1413226000634134e+00, +1.3906924651252279e+00, +1.0000000000000000e+00]], + + [[+3.0697033598082957e+00, +2.0424471069612724e+02, -6.5541994653546340e+02, +6.9136394933304528e+03, + +5.7219487448937098e+03, -1.9920805355578086e+01, +2.4678458315957732e+00, +3.1157226820197228e+00], + [-1.6705722194358683e+00, +5.7517732815130529e+01, -2.9573559614968985e+02, +1.9979657883406351e+03, + +1.7722144445977101e+03, -1.1278535390725055e+00, +2.4598813371452108e-01, +1.0000000000000000e+00]], + + [[+5.3433663499502741e-03, +6.9220722781467749e+00, -4.8263326958062471e+00, +1.6600519154016362e+02, + +8.2293516173280125e+02, +7.6681724474289570e+02, +1.3852724498978702e+02, +3.0695926367934208e+00], + [-6.2153052225400379e-02, +1.6968462467171856e+00, -4.9675949236887069e+00, +3.7643131301054403e+01, + +2.3842156652863005e+02, +2.3392470475956452e+02, +4.3484785671278630e+01, +1.0000000000000000e+00]], + + [[+5.1302304037927193e-01, +1.7454402226768099e+01, -6.3349222634205063e+01, +6.6022841191237853e+02, + -5.6224409897460967e+00, +7.9107792260975138e+00, +7.7456467989174854e+01, +3.0843802025513898e+00], + [-1.2826132421236217e-01, +5.2128131863473817e+00, -2.8278771426071216e+01, +1.9951265737202843e+02, + +1.1923708647853661e+00, +7.0973320318004993e-03, +2.4016779398714935e+01, +1.0000000000000000e+00]], + + [[+6.8611590585977624e-03, +5.4573104139953932e+00, -1.9509309250033762e+00, +1.2649593704379241e+02, + +7.0052900896329538e+02, +7.1478767563743713e+02, +1.3506728389655692e+02, +3.0658359208568493e+00], + [-4.8954785265577623e-02, +1.3250513741895948e+00, -3.4456090027279984e+00, +2.7579497339522959e+01, + +2.0204450850029201e+02, +2.1805663728027983e+02, +4.2434699137986676e+01, +1.0000000000000000e+00]], + + [[+1.4117341920458888e+00, +7.9894412696326739e+01, -2.6009315897701509e+02, +2.7550825359627934e+03, + +1.8749221702645973e+03, 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-4.6912830942707870e+01, +7.7103211477286720e+02, -1.2089549270742355e+03, + +1.1976536292237954e+03, +2.4709195073842479e+03, +3.1972861935968200e+02, +1.0000000000000000e+00]], + + [[+8.6906430494928539e+00, +9.5272396528866548e+00, +1.9401815714973997e-01, +5.5674196814405434e+02, + +2.7062482090943222e+03, +1.4165124232682142e+03, -7.3949439353785408e+01, -1.4216238489454629e+01], + [+6.1370951678907581e-03, +1.7193470289133863e+01, -1.5937740299351709e+01, +7.7229300243858425e-03, + +1.3414241275310801e+03, +1.6554018754633498e+03, +2.4209088031233784e+02, +1.0000000000000000e+00]]], + dtype=np.float64, +) +# fmt: on + + +@jax.jit +def _moffat_maxk(beta, maxk_threshold, r0): + log_beta = jnp.log(beta) + log_maxk_threshold = jnp.log(maxk_threshold) + maxk_vals = jnp.array( + [ + jnp.exp( + jnp.polyval(RATIONAL_POLY_VALS[i, 0, :], log_beta) + / jnp.polyval(RATIONAL_POLY_VALS[i, 1, :], log_beta) + ) + for i in range(N_MKTS) + ] + ) + coeffs = akima_interp_coeffs(LOG_MKTS, maxk_vals) + return akima_interp(log_maxk_threshold, LOG_MKTS, maxk_vals, coeffs) / r0 + + +# END OF GENERATED CODE diff --git a/tests/galsim_tests_config.yaml b/tests/galsim_tests_config.yaml index 68b2e3f7..2f96d201 100644 --- a/tests/galsim_tests_config.yaml +++ b/tests/galsim_tests_config.yaml @@ -145,4 +145,4 @@ allowed_failures: - "module 'jax_galsim' has no attribute 'LookupTable2D'" - "module 'jax_galsim' has no attribute 'zernike'" - "Invalid TFORM4: 1PE(7)" # see https://github.com/astropy/astropy/issues/15477 - - "JAX-GalSim does not support truncated Moffat profiles!" + - "JAX-GalSim does not support truncated Moffat" diff --git a/tests/jax/test_benchmarks.py b/tests/jax/test_benchmarks.py index 02a1dce2..303631bd 100644 --- a/tests/jax/test_benchmarks.py +++ b/tests/jax/test_benchmarks.py @@ -292,7 +292,7 @@ def test_benchmark_invert_ab_noraise(benchmark, kind): def _run_benchmark_moffat_init(): - return jgs.Moffat(beta=2.5, half_light_radius=0.6, trunc=1.2).scale_radius + return jgs.Moffat(beta=2.5, half_light_radius=0.6).scale_radius @pytest.mark.parametrize("kind", ["run"]) diff --git a/tests/jax/test_implements.py b/tests/jax/test_implements.py index ab01887a..afe27990 100644 --- a/tests/jax/test_implements.py +++ b/tests/jax/test_implements.py @@ -37,7 +37,7 @@ def test_implements(): p = _parse_galsimdoc(docstring) assert p.signature == "" - assert p.summary == "The summary is\n cool." + assert p.summary == "The summary is\ncool." assert "This is front matter." in p.front_matter assert "LAX" not in p.front_matter assert p.sections == {} @@ -45,7 +45,7 @@ def test_implements(): docstring = LAXTestImplements.__doc__ p = _parse_galsimdoc(docstring) assert p.signature == "" - assert p.summary == "The summary is\n cool." + assert p.summary == "The summary is\ncool." assert "This is front matter." in p.front_matter assert "LAX" in p.front_matter assert p.sections == {} diff --git a/tests/jax/test_jitting.py b/tests/jax/test_jitting.py index 2f4c44e3..295c137c 100644 --- a/tests/jax/test_jitting.py +++ b/tests/jax/test_jitting.py @@ -55,13 +55,11 @@ def test_eq(self, other): def test_moffat_jitting(): # Test Moffat objects - fwhm_backwards_compatible = 1.3178976627539716 objects = [ galsim.Moffat(beta=5.0, flux=0.2, scale_radius=1.0, gsparams=gsparams), galsim.Moffat( beta=2.0, half_light_radius=1.0, - trunc=5 * fwhm_backwards_compatible, flux=1.0, gsparams=gsparams, ), diff --git a/tests/jax/test_vmapping.py b/tests/jax/test_vmapping.py index 28db011e..6b8d7c40 100644 --- a/tests/jax/test_vmapping.py +++ b/tests/jax/test_vmapping.py @@ -55,13 +55,11 @@ def test_eq(self, other): def test_moffat_vmapping(): # Test Moffat objects - fwhm_backwards_compatible = 1.3178976627539716 objects = [ galsim.Moffat(beta=5.0, flux=0.2, scale_radius=1.0), galsim.Moffat( beta=2.0, half_light_radius=1.0, - trunc=5 * fwhm_backwards_compatible, flux=1.0, ), ] From 52b001718011acd71059656467ebccf7e6e0aed9 Mon Sep 17 00:00:00 2001 From: beckermr Date: Thu, 12 Feb 2026 13:34:13 -0600 Subject: [PATCH 4/8] perf: use 100 insteadof 500 --- jax_galsim/moffat.py | 2993 ++++++---------------------------- tests/jax/test_implements.py | 4 +- 2 files changed, 498 insertions(+), 2499 deletions(-) diff --git a/jax_galsim/moffat.py b/jax_galsim/moffat.py index 1624a13e..ca550eda 100644 --- a/jax_galsim/moffat.py +++ b/jax_galsim/moffat.py @@ -354,13 +354,13 @@ def _shoot(self, photons, rng): MKTS_MIN = 1e-12 MKTS_MAX = 0.1 -N_MKTS = 500 +N_MKTS = 100 LOG_MKTS = np.log(np.logspace(jnp.log10(MKTS_MIN), jnp.log10(MKTS_MAX), N_MKTS)) # RATIONAL_POLY_VALS is an array of 7-th order ration function approximations # for maxk as a function of log(beta) at fixed maxk_threshold values. the coeffs # are stored from highest degree to lowest. The shape of the array is -# (500, 2, 8). +# (100, 2, 8). # fmt: off RATIONAL_POLY_VALS = np.array( [[[+1.3772407257259811e+00, +8.2308765855395478e+01, -2.7113255852810147e+02, +2.8334246555296641e+03, @@ -368,2500 +368,500 @@ def _shoot(self, photons, rng): [-6.6159277500114799e-01, +2.3300377617130614e+01, -1.2112785124653568e+02, +8.2257031521055592e+02, +6.1224358735540159e+02, +9.9091301692586009e-02, +1.6041932331486805e+01, +1.0000000000000000e+00]], - [[+5.3633625405583718e-01, +1.7971392144278209e+01, -6.5358075263328260e+01, +6.8160487543318038e+02, - -1.0890567306842483e+01, +4.1723322659875732e+00, +7.7808886362551178e+01, +3.0977809700488854e+00], - [-1.3015943669278329e-01, +5.3476172464178466e+00, -2.8994985786005781e+01, +2.0541172077533992e+02, - -3.2528739478349833e-01, -1.1391539819735386e+00, +2.4037331092961217e+01, +1.0000000000000000e+00]], - - [[+1.3423320607378904e+00, +7.8721078239030049e+01, -2.5914051908709365e+02, +2.7141742733036504e+03, - 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[[+1.1688414330116196e+01, +1.0144349021402589e+02, +1.6900004185736304e+02, -1.2811792036916057e+00, + +2.1126994796248855e+03, +1.1947519899795302e+03, +7.3751741916276512e-03, -6.4719724282879811e+00], + [+6.2090921764046153e-02, +2.1444090499982039e+01, +1.7210862669779306e+02, -2.0928951756371566e+02, + +9.3903304647264247e+02, +1.1989538847982978e+03, +1.5998761675959199e+02, +1.0000000000000000e+00]], + + [[+1.6646475603527315e+00, +1.6960167767429451e+02, +3.2805008155320621e+02, -4.6225346635233683e+02, + +3.0042779529578120e+03, +1.6009517758562783e+03, -4.7624142304532704e+01, -1.0592424633550428e+01], + [+1.7839465508966271e-01, -1.7488582405808746e+00, +3.9386812306906342e+02, -5.4705576869918411e+02, + +1.2274306017658782e+03, +1.7601168868203802e+03, +2.2481716236035817e+02, +1.0000000000000000e+00]], + + [[-1.8455874948987820e+01, +2.7638602759959178e+02, +4.8696507602769066e+02, -1.9427781334218873e+03, + +3.9351405024490878e+03, +2.2685872646182474e+03, -1.3922308487032595e+02, -1.9317439557367759e+01], + [+4.3485673251043783e-01, -4.8909807093428938e+01, +7.7763263921335340e+02, -1.3939406189455046e+03, + +1.1104785813500052e+03, +2.6164503600222411e+03, +3.4507048421206957e+02, +1.0000000000000000e+00]]], dtype=np.float64, ) # fmt: on @@ -2883,5 +883,4 @@ def _moffat_maxk(beta, maxk_threshold, r0): coeffs = akima_interp_coeffs(LOG_MKTS, maxk_vals) return akima_interp(log_maxk_threshold, LOG_MKTS, maxk_vals, coeffs) / r0 - # END OF GENERATED CODE diff --git a/tests/jax/test_implements.py b/tests/jax/test_implements.py index afe27990..ab01887a 100644 --- a/tests/jax/test_implements.py +++ b/tests/jax/test_implements.py @@ -37,7 +37,7 @@ def test_implements(): p = _parse_galsimdoc(docstring) assert p.signature == "" - assert p.summary == "The summary is\ncool." + assert p.summary == "The summary is\n cool." assert "This is front matter." in p.front_matter assert "LAX" not in p.front_matter assert p.sections == {} @@ -45,7 +45,7 @@ def test_implements(): docstring = LAXTestImplements.__doc__ p = _parse_galsimdoc(docstring) assert p.signature == "" - assert p.summary == "The summary is\ncool." + assert p.summary == "The summary is\n cool." assert "This is front matter." in p.front_matter assert "LAX" in p.front_matter assert p.sections == {} From 976bbe64cd43bdb9bfcc6ec7c3aa6bccfb37d9f2 Mon Sep 17 00:00:00 2001 From: beckermr Date: Thu, 12 Feb 2026 13:34:51 -0600 Subject: [PATCH 5/8] style: pre the commit --- jax_galsim/moffat.py | 1 + 1 file changed, 1 insertion(+) diff --git a/jax_galsim/moffat.py b/jax_galsim/moffat.py index ca550eda..4473cbdb 100644 --- a/jax_galsim/moffat.py +++ b/jax_galsim/moffat.py @@ -883,4 +883,5 @@ def _moffat_maxk(beta, maxk_threshold, r0): coeffs = akima_interp_coeffs(LOG_MKTS, maxk_vals) return akima_interp(log_maxk_threshold, LOG_MKTS, maxk_vals, coeffs) / r0 + # END OF GENERATED CODE From efc4afb234399968ee2c72f65032aae88e9504a6 Mon Sep 17 00:00:00 2001 From: beckermr Date: Thu, 12 Feb 2026 13:54:04 -0600 Subject: [PATCH 6/8] doc: add dev notebook --- dev/notebooks/moffat_maxk_interp.ipynb | 884 +++++++++++++++++++++++++ 1 file changed, 884 insertions(+) create mode 100644 dev/notebooks/moffat_maxk_interp.ipynb diff --git a/dev/notebooks/moffat_maxk_interp.ipynb b/dev/notebooks/moffat_maxk_interp.ipynb new file mode 100644 index 00000000..0a3de9c4 --- /dev/null +++ b/dev/notebooks/moffat_maxk_interp.ipynb @@ -0,0 +1,884 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "9ac27263", + "metadata": {}, + "outputs": [], + "source": [ + "import jax\n", + "\n", + "jax.config.update(\"jax_enable_x64\", True)\n", + "\n", + "import galsim\n", + "import numpy as np\n", + "import jax.numpy as jnp\n", + "import jax_galsim.core.interpolate" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "989bc7ae", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "id": "96dff6ba", + "metadata": {}, + "source": [ + "## Define Range of Interpolant and Spacings" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "id": "e5b33ede", + "metadata": {}, + "outputs": [], + "source": [ + "beta_min = 1.1 + 1e-6\n", + "beta_max = 100\n", + "n_beta = 100 # used to fit the rational function approx\n", + "mkts_min = 1e-12\n", + "mkts_max = 0.1\n", + "n_mkts = 100 # we build this many rational function approximations\n", + "RATNL_ORDER = 7\n", + "\n", + "betas = np.logspace(np.log10(beta_min), np.log10(beta_max), n_beta)\n", + "mkts = np.logspace(jnp.log10(mkts_min), jnp.log10(mkts_max), n_mkts)\n", + "\n", + "# this is the function we are interpolating\n", + "def _fun(beta, sr, mkt):\n", + " return galsim.Moffat(\n", + " beta,\n", + " scale_radius=sr\n", + " ).withGSParams(maxk_threshold=mkt).maxk" + ] + }, + { + "cell_type": "markdown", + "id": "e54bf87a", + "metadata": {}, + "source": [ + "## Build rational function apprx. in beta at fixed maxk_threshold" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "id": "4c3d3535", + "metadata": {}, + "outputs": [], + "source": [ + "import scipy.optimize\n", + "import numpy.polynomial\n", + "from numpy.polynomial import Polynomial\n", + "\n", + "numpy.polynomial.set_default_printstyle(\"ascii\")\n", + "\n", + "\n", + "def get_ratnl_func_polys(coeff):\n", + " p_coeff = coeff[0 : RATNL_ORDER + 1]\n", + " q_coeff = np.concatenate([[1], coeff[RATNL_ORDER + 1 :]])\n", + " pm = Polynomial(p_coeff)\n", + " qm = Polynomial(q_coeff)\n", + " return pm, qm\n", + "\n", + "\n", + "def get_ratnl_func_coeffs(coeff):\n", + " p_coeff = coeff[0 : RATNL_ORDER + 1]\n", + " q_coeff = np.concatenate([[1], coeff[RATNL_ORDER + 1 :]])\n", + " return p_coeff, q_coeff\n", + "\n", + "\n", + "def ratnl_func(x, *coeff):\n", + " pm, qm = get_ratnl_func_polys(coeff)\n", + " return pm(x) / qm(x)\n", + "\n", + "\n", + "def make_poly_code(pm, head=\"\", base_indent=0):\n", + " res = \"\"\n", + " indent = base_indent\n", + " for c in pm.coef:\n", + " if c == pm.coef[-1]:\n", + " end = \"\"\n", + " else:\n", + " end = \" + x * (\"\n", + "\n", + " if c == pm.coef[0]:\n", + " _hd = head\n", + " else:\n", + " _hd = \"\"\n", + " res += \" \" * 4 * indent + f\"{_hd}{c}{end}\\n\"\n", + " if c != pm.coef[-1]:\n", + " indent += 1\n", + "\n", + " for _ in pm.coef[:-1]:\n", + " indent -= 1\n", + " res += \" \" * 4 * indent + \")\\n\"\n", + "\n", + " return res" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "id": "be97104b", + "metadata": {}, + "outputs": [], + "source": [ + "eps = 1e-6\n", + "\n", + "poly_res = []\n", + "\n", + "for mkt in mkts:\n", + " vals = np.array([_fun(beta, 1.0, mkt) for beta in betas])\n", + "\n", + " res = scipy.optimize.curve_fit(\n", + " ratnl_func,\n", + " np.log(betas),\n", + " np.log(vals),\n", + " p0=np.ones(2 * RATNL_ORDER + 1),\n", + " full_output=True,\n", + " maxfev=100000,\n", + " ftol=eps,\n", + " xtol=eps,\n", + " )\n", + "\n", + " coeff = res[0]\n", + "\n", + " pm, qm = get_ratnl_func_coeffs(coeff)\n", + "\n", + " poly_res.append((pm[::-1], qm[::-1]))" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "id": "e12b5c4f", + "metadata": {}, + "outputs": [], + "source": [ + "import textwrap\n", + "\n", + "pstr = textwrap.indent(\n", + " np.array2string(np.array(poly_res), floatmode=\"unique\", threshold=100000000, separator=\", \", max_line_width=120, sign=\"+\"),\n", + " \" \",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7da4a8c5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# START OF GENERATED CODE\n", + "# The code in this block is generated by the notebook dev/notebooks/moffat_maxk_interp.ipynb.\n", + "\n", + "MKTS_MIN = 1e-12\n", + "MKTS_MAX = 0.1\n", + "N_MKTS = 100\n", + "LOG_MKTS = np.log(np.logspace(jnp.log10(MKTS_MIN), jnp.log10(MKTS_MAX), N_MKTS))\n", + "\n", + "# RATIONAL_POLY_VALS is an array of 7-th order ration function approximations\n", + "# for maxk as a function of log(beta) at fixed maxk_threshold values. the coeffs\n", + "# are stored from highest degree to lowest. The shape of the array is\n", + "# (100, 2, 8).\n", + "# fmt: off\n", + "RATIONAL_POLY_VALS = np.array(\n", + " [[[+1.3772407257259811e+00, +8.2308765855395478e+01, -2.7113255852810147e+02, +2.8334246555296641e+03,\n", + " +1.9765894617972574e+03, -3.0250584335304524e-02, +5.2517275092954705e+01, +3.1088883127707301e+00],\n", + " [-6.6159277500114799e-01, +2.3300377617130614e+01, -1.2112785124653568e+02, +8.2257031521055592e+02,\n", + " +6.1224358735540159e+02, +9.9091301692586009e-02, +1.6041932331486805e+01, +1.0000000000000000e+00]],\n", + "\n", + " [[+2.9301469618244234e+00, +1.9578029891852051e+02, -6.2803645654830518e+02, +6.6256004664146676e+03,\n", + " +5.4991268969242346e+03, -1.7182829186219774e+01, +4.5945943580134934e+00, +3.1150415531210349e+00],\n", + " [-1.6017455969648438e+00, +5.5117319843179246e+01, -2.8338460269113045e+02, +1.9144719224876337e+03,\n", + " +1.7031742463637518e+03, -5.2313256402460717e-01, +9.2160303794572862e-01, +1.0000000000000000e+00]],\n", + "\n", 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+6.1939140587158498e+01, +1.0232485284220567e+02, +5.4598067005363430e+02,\n", + " +2.4612800976675068e+01, +3.2882554271999652e+02, +4.9163635369584306e+01, -1.3424725480376145e+00],\n", + " [-2.3482472842980322e-02, +6.0134665456986113e+01, -4.6590499573734405e+01, +3.6481265157888873e+02,\n", + " +2.1832601588301404e-01, +1.9212246496800284e+02, +6.1844623872500250e+01, +1.0000000000000000e+00]],\n", + "\n", + " [[+1.5034584568195925e+01, +7.8102038949331089e+01, +1.9777543214511900e+02, +5.6066196658173453e+02,\n", + " +1.6740241497400125e+03, +9.2481059962351139e+02, +4.5789855887813651e+01, -2.4844757805759792e+00],\n", + " [-3.1623286402431773e-03, +2.9949827798954281e+01, +7.9959771778487408e+01, +1.5140683735733742e+02,\n", + " +8.5284570034542821e+02, +7.7835994419565952e+02, +1.0404456957154936e+02, +1.0000000000000000e+00]],\n", + "\n", + " [[+8.6426665856523357e+00, +7.6031062903421571e+01, +1.9664998206736399e+02, +3.7879630330639122e+02,\n", + " +1.9525306337298821e+03, +1.0483428330537661e+03, +3.4843646192322396e+01, -3.4331398156675208e+00],\n", + " [+3.1950064364225206e-02, +1.6273371987426799e+01, +1.2102508696736690e+02, +1.0955874365308185e+01,\n", + " +9.6786569835326975e+02, +9.4285097247548856e+02, +1.2086189373315057e+02, +1.0000000000000000e+00]],\n", + "\n", + " [[+2.4487930878946464e+00, +8.7512434517932164e+01, +2.4183723831998248e+02, +2.6897333568611390e+02,\n", + " +2.3518231795074180e+03, +1.2007062791187602e+03, +1.7723766440024072e+01, -4.8287449442261847e+00],\n", + " [+7.3162459585742579e-02, +2.8389351243855097e+00, +1.8793394576460014e+02, -1.0103009758970187e+02,\n", + " +1.1510321388551117e+03, +1.1648998166820222e+03, +1.4416745338080560e+02, +1.0000000000000000e+00]],\n", + "\n", + " [[+1.1688414330116196e+01, +1.0144349021402589e+02, +1.6900004185736304e+02, -1.2811792036916057e+00,\n", + " +2.1126994796248855e+03, +1.1947519899795302e+03, +7.3751741916276512e-03, -6.4719724282879811e+00],\n", + " [+6.2090921764046153e-02, +2.1444090499982039e+01, +1.7210862669779306e+02, -2.0928951756371566e+02,\n", + " +9.3903304647264247e+02, +1.1989538847982978e+03, +1.5998761675959199e+02, +1.0000000000000000e+00]],\n", + "\n", + " [[+1.6646475603527315e+00, +1.6960167767429451e+02, +3.2805008155320621e+02, -4.6225346635233683e+02,\n", + " +3.0042779529578120e+03, +1.6009517758562783e+03, -4.7624142304532704e+01, -1.0592424633550428e+01],\n", + " [+1.7839465508966271e-01, -1.7488582405808746e+00, +3.9386812306906342e+02, -5.4705576869918411e+02,\n", + " +1.2274306017658782e+03, +1.7601168868203802e+03, +2.2481716236035817e+02, +1.0000000000000000e+00]],\n", + "\n", + " [[-1.8455874948987820e+01, +2.7638602759959178e+02, +4.8696507602769066e+02, -1.9427781334218873e+03,\n", + " +3.9351405024490878e+03, +2.2685872646182474e+03, -1.3922308487032595e+02, -1.9317439557367759e+01],\n", + " [+4.3485673251043783e-01, -4.8909807093428938e+01, +7.7763263921335340e+02, -1.3939406189455046e+03,\n", + " +1.1104785813500052e+03, +2.6164503600222411e+03, +3.4507048421206957e+02, +1.0000000000000000e+00]]],\n", + " dtype=np.float64,\n", + ")\n", + "# fmt: on\n", + "\n", + "\n", + "@jax.jit\n", + "def _moffat_maxk(beta, maxk_threshold, r0):\n", + " log_beta = jnp.log(beta)\n", + " log_maxk_threshold = jnp.log(maxk_threshold)\n", + " maxk_vals = jnp.array(\n", + " [\n", + " jnp.exp(\n", + " jnp.polyval(RATIONAL_POLY_VALS[i, 0, :], log_beta)\n", + " / jnp.polyval(RATIONAL_POLY_VALS[i, 1, :], log_beta)\n", + " )\n", + " for i in range(N_MKTS)\n", + " ]\n", + " )\n", + " coeffs = akima_interp_coeffs(LOG_MKTS, maxk_vals)\n", + " return akima_interp(log_maxk_threshold, LOG_MKTS, maxk_vals, coeffs) / r0\n", + "\n", + "# END OF GENERATED CODE\n", + "\n" + ] + } + ], + "source": [ + "code = f\"\"\"\\\n", + "# START OF GENERATED CODE\n", + "# The code in this block is generated by the notebook dev/notebooks/moffat_maxk_interp.ipynb.\n", + "\n", + "MKTS_MIN = {mkts_min}\n", + "MKTS_MAX = {mkts_max}\n", + "N_MKTS = {n_mkts}\n", + "LOG_MKTS = np.log(np.logspace(jnp.log10(MKTS_MIN), jnp.log10(MKTS_MAX), N_MKTS))\n", + "\n", + "# RATIONAL_POLY_VALS is an array of 7-th order ration function approximations\n", + "# for maxk as a function of log(beta) at fixed maxk_threshold values. the coeffs\n", + "# are stored from highest degree to lowest. The shape of the array is\n", + "# ({n_mkts}, 2, {RATNL_ORDER + 1}).\n", + "# fmt: off\n", + "RATIONAL_POLY_VALS = np.array(\n", + "{pstr},\n", + " dtype=np.float64,\n", + ")\n", + "# fmt: on\n", + "\n", + "\n", + "@jax.jit\n", + "def _moffat_maxk(beta, maxk_threshold, r0):\n", + " log_beta = jnp.log(beta)\n", + " log_maxk_threshold = jnp.log(maxk_threshold)\n", + " maxk_vals = jnp.array(\n", + " [\n", + " jnp.exp(\n", + " jnp.polyval(RATIONAL_POLY_VALS[i, 0, :], log_beta)\n", + " / jnp.polyval(RATIONAL_POLY_VALS[i, 1, :], log_beta)\n", + " )\n", + " for i in range(N_MKTS)\n", + " ]\n", + " )\n", + " coeffs = akima_interp_coeffs(LOG_MKTS, maxk_vals)\n", + " return akima_interp(log_maxk_threshold, LOG_MKTS, maxk_vals, coeffs) / r0\n", + "\n", + "\n", + "# END OF GENERATED CODE\n", + "\"\"\"\n", + "\n", + "print(code)" + ] + }, + { + "cell_type": "markdown", + "id": "c252b268", + "metadata": {}, + "source": [ + "## Testing" + ] + }, + { + "cell_type": "code", + "execution_count": 174, + "id": "6072c527", + "metadata": {}, + "outputs": [], + "source": [ + "from jax_galsim.core.interpolate import akima_interp, akima_interp_coeffs\n", + "\n", + "exec(code)" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "id": "3e87bba5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 175, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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bi+b6Nc+bJvpENfN2IGRj9txS/6Z5T+BGAaeDxsc+9jHcd999uO+++2rK11f6HKXzeNyhQ4cOHTrscagd+rcbuOuuu8DM3s+VRneS06FDhw4dOuxxSGbIGYWGWdM/EdGd5HQoY+Y50JzBLHOMdzHvDrNjJv608K5j7axov6xuxmxzbzfnZjc2OjShE3JCCMyc7GKiJ2yVbv9O0UxXlb8d+kRGWN/sB+kAkKXCS2cGYqEACS8drM2DJ2kUTM8MZDKc/2baxziLve1TDAwohZTCu6AxA6MshlRh+pxIoZR/QWQGRmkCqShIH2cJVAN9mCZQbBUdXaLRR1Gc90OVDgCbac9Lt38rWf7bpTO024EQnQBkGQXpKQtsTpIAnTDhGBuTnpeumLAoRuDA2GPWfnUm0j82FGvl07GMve1XDMxHY6gG3q6mfaQN9D6ljbw9Od6HVIk67wz9cLzm552hj2QM1cDbE1v7zdigWloiYJxF4AA9JoVl2sr/ruafcoTzo3lDr6cHdP6+9Mza7HeY+ceOYsKYY2yk/SB9Jdpq5P1G1scwSwK8JcSQyGQUnncyRqr8dMXAluwh5cjLO8VApghZA29vGFxs5O29G0cgFXl5o+e1CvIWAIj9817PW4GTo+W8L8p0/ffJzZ1XNvZBgXfkc62hu64KoH8eSOeRLwqkgGSNED8yB5rrAzeNgP1ZsWhkBPXIADifAHMKdHwILEm9gRp69vgc1HoMDBTEoTEwUIU+YEaQ5/s4MVzA/NII1918HoP5Sb7IjkYJTj1yAJsbAywuD3HdDRfQH6Q5fTjs47GT+7G11cdgcYx9RzYQxXrXJQImWwlWTy/h0VGMfQc2cd315xEnBX1jbQ6PPXIQ41GC/QfXcd0N5xHFKqevrs3jsVP7kaYRbj16Fk+98STiSIKhFYIfPbcfX3v0BozSGEcPruH6IxdKispnLi7i0bP7oVjg5sNnccvhczmdATzy+EF86+RhSBY4cHANBw6WPXKev7iIcxcWIYhxw6ELuO7AWk5jJjx6dh8eO7sPcSTxpOvO4NiBizldKoEHTx3Co2cOoJ9keOoNJ3HjwYv5opbKCF9/7Do8dPYgBr0UT7ruDA6vbJTo3zp9GKcuLmNpMMLTjz2GI8vrOX2UxfjqY8dwcnUflgYj3H70cexbGBb0NMF9p4/g7Poi9s9v4enHHsPK/DDn3ea4j68+dgxnN5awf2ET33b0NBYGkxL93lNHsDqcw7HlVXzH9Y9goTfOeXNuax6fP3kc57fm8W37H8f3Hr8Pi71xwZv1ffj4o7fj7HABR5fWceuhc0iigvfn1hfwwKnDGI57uOngOTzt+lMl+mOrK/ja6WMYZzGedvgxfMexE4iNtQ8BuP/iYXz+9HGMZIxjy6u4cd/FEu9PrS3jxIX9YAaefvgxPP3QKZBD/8b5o/jK2eu0ufK+C7hh5WJJ0frhi/tw4uKT0I8yPP/o/fj2g4/AnkxIRfi/J2/Hp0/fAiEYNx08hyPLxdhRTHjk4j6cXl9CP87wpAPncGSx4G0mI9x3+jBOnn8a9s9t4oU3fx23HzgDZQTPrayHjz92O7524TocHGzie4/dhxuXLub0jckA/78Hn4xvnjuKhcEEx4+cx+L8uBBe0hiPnN2Pv9u6GUcW1vHcGx7CgfmtnLdrkwE+e+o4Tm8t4+jCGp599BEs98c5/eJ4Dl88ez3Oj+Zxw8IqnnP4BBaSSc6bs1sL+PSpm3B+tICn7TuFF15/LxaTgvcPrR/AXzz6FJwdLeK6pTXcdvBsibdn1hfxzcePYJTGeNqhU7jz+oeRGCs7QcC3Lh7EZ07dhK2sh1v3n8NTD59G5Chpn1jbh2+cO4pMCTzt4Gk84+DJEu+/efEwvnzuegDAcw6dwLcffMThLfCFczfi787cBCLGnYcexjMPnMx5qxj43Nnj+NzZ42Am7FvYwuKgcBDIAC5uzuOhMwfw2eQmPP+6+/G0/aeNMMJIVYxPnr4VX75wPebjCZ5z+ARuWi7m/VjG+MK5G/CttYOYTyZ48v7HcXh+s0T/2tmjOLn+dBydW8Pfv+HruGnxQs77tXSA/3PyKfjaqWUA/wu7DQWGnFFIuRaFnM6EvAJrrvfcH3sX1P4BVm8HRAYk6wSqWi8tZ+Drx+DNCDjdB0p0Bi9nwLEJeDOGvFA1j2XwQgaxkoK3YvBGXKMvH9zAvsMbuHh+EasXqua5jH0HN7C8fxPnzy9hbXW+Rl/cN8RgfozNC/MYb5TLJ1I4dHgN80sjnD29D5vrZf8cQmifQIP5MR4/u4KtrbJpehxlePINp7AwGOHex45hdWu+Qpc4duQCklji5Ll9GE7KPib6cYpbD59FTAoPPHYEw3HZ70+cZDh4eBUAcPbCErKsLI8PehPccOgipBJ49Mx+pBX6wmCEW4+cxTiN8eCpQ8hkmb4yv4Xbj53CxniA+04fQaaiGv344fPYGA1w4uwBqIp10qHFNTzp8Fmc21zAt84dqtAZBxc3cMP+izi3sYiTF/ZVrEMYx1ZWceP+C3hsdQWPXNiPKu+uW1nF0ZU1PLa6gsfXlkp0AuNJB8/ihuULuP/cYTy6tq9Ej0jhWUdP4KblC/jCmRvx0NqBEl2Qwg3Lq1gajHDi7AGsblZ4JyRuv+5xLM2NcN+ZI7g4LNN7UYpvP3YCS/0xvnjmBlwYlX2/JCLDDSsXkUQSJy7sxzAt834unuCOo48iEgpfPns9NtMy7wdxilv2n4diwkMXDmBc4d2B/ib+3uFvYZgl+L+P3o6trJx+vjfGTYfPY5LFeHRtGbLC26X+CMcXL2JzPMCDZw7W6MeXz+G7jj+Ax7aW8dkzNyFjl864afE87tj/GB6+eBBfOHW8YrnG2Le4hcP713Fxcx5n1xZR5e0t+8/iSQfP4OG1A3hw9WBtbNyy7xxuWr6Ah9YP4NGNFVR5f9vyGVy/sIp7zx/FIxv7UOa9xHMPPYzjixfwmTM346H1Q6W2CVI4vnIBS/0xHjx3AKsV3iYiw7df9wj2z23hC4/fiLPDsk+nJMrwlEOnMZek+Ob5I1iflNeFQZTijsOPoBcpfPncMaxXXFosxiPcefhhEBifPnNLjb6cDHHnoYeRqgifOXNTjbdJlGFlfgipBC5uztXm5eG5dXz3kW/h4mQenzlzEyYqKdEPza3jmQcfw4XxPL5+4WiFt8D+/iZuWrqAC6N5fOviwdq8vm35DO489DAeWD+Ez50/DsUCcmuEB37yV3bdhPxbXz+GpRlNyNfXFW596mO7Vte9iE7IqcAVcuJkgPUbCV7f6QaVOVQCA8jqvr8cOjeepTEYaMmfm/wtMSCalOkZaDStFAyOOPwIceOFJ4tmOjICqYbyI9Wcvs1kvsWQgEVD22BMaoP0lrbNjOa6tYIY1MSbjMBZQwMFgxrGFkWq0V8Ut/Q9CdVYvzbISVS7+nER97LG/ss26071XETzYZ9AzEC2WXUMV3oC1HRGToyo1xCHiBhxHO5ApQAlG5jTMq+VBFg1dD5xI29JKDTFoSRq5i23rTsNa0KRPgxBzXMnEipIZwayrHlRrbb9cgk593/9uh0Rcm576qlrSsjprqs6dOjQoUOHPY7Oumo6dIrHbVBofnVg1JV8d5p+Jct+ItPbcKXr10APKVruFL0dzZXf7fpth97Ut9tr//Ttm5X5Tflf6b7FHuDtE5neYW+hO8lpweJj+kpovJ+RDVBzC0rmVFxFKIuMrK9LeusACyAbAFzqbeMBlvPHy0eoCogyAo0JHDFkj4GyagCEBCAJTAwVV8qXgEih9YiIddnlq//iCzthXY1AmOseSUAEcMxlOuu8WZpyowpdAZSZCiUMTir0jECp+cI6JHXpEhDW4qSv/OmtNVJs+qZSvyBM/cCkPf3GjJJTVJM/K8PuxE+HIv1domq8QUaA6XtEXOaNApAJk551eofODEAKgDVvEZWP/9nyBZZe9ias6TrGEAsFSgp6STiIzBcK5cYRnPLKgyNPnwlIABQzRKJK+XNK4LHpkEQBFbreRDVdRAoUlevHowhqGAMEiLkM1JdleiZM+1GMmwpv5Kin0w8yUKV8lYmiv1W5fYDub5ZCK+9G+mqjlF4SRF8ByuRV0cWj2PAr3wwrdLBuQ4B3nEaYjBKISCLqy9LVkZIEOYrBSugrv7g+NpSddwSIat8qAqdC141QLt8Wowgs9bpT5Q0YYBVBQectYlXLXxkdqihWNbpMBeRE8z7q1ekqE5DGglTEql5/Z17n1lEuXVJ+FRclCiS4ln8qIxDpK81S/gpIJxGULMqv922k+95cObaH+Nk5KGBmV3674wpwb6MTckIgvbIRAJLA3FlA9oDhPgb3XUVADSGhFz27vjhjnxSQbAEqBrI+F73uLG5kFxBTHimArDN6SYiGWkhSiVFTdBZWYoJIGSy0QCUylHVdmECGrhf30IU0KsKBqYHUdVJGGHAVsAnIZx+bCU+Sygt/ClBKUAkDgiFSbUps22dnHpPuAJGRmzswFhATQPb0hlOlU0aAZF0/alaj0QIOubnr9GT0j9jU3xUAJwQIBmKzM0hU6JGhK013hQYmLfBYYccKRy59EgFCaWFLUUUAJSATuTCj6WXeItN8B3noSoDHnG9Ybtm5zhEBrHTnUD2+Y955rFAMcPttBsgs0pstATyJ8v4FoDfUTIATqeuf103/VFLo8RUpLbBvJUX7GVBbMTCKQHMZIBhsXSC4/c9O2109IwbUMAGNFWigY6ZpAcAZJJFJr7SgSfmmZesXgYjBQvOWXd4JQPS02wYlSW+IzqaqhSO9MzM7/ZoLFQTOTJcI1v3k9K+SEdSWgIgVoiSDnMQlXRxWAjwhXedIacG2NDYAlVmBVfddSd+FYcaOmTdVHSdJYKnHHYvy2NH1M/0TKQjBRjgo6DITkJmAiHU4XzmJS0KfnGiBRiSGnkWlsa8yAZZa2EBD3DGl9LhiWa6fTDXvKJYAO7yHFnjScQIhFKJEQikrXDntyyJo3Tal+9rJn5mQjWOtn3SZJAeJ2a2rZk3/REQn5FwCooneGDgw39ic3oR2WcoYsMYMvmfYCCgeIoGAjEGRfxcnEEgCnLE3PWA23yalvMbxr/MPSxAEyhB4QH8n0qLu3qcyjwUbTNsZEKlA8IKVCaQqJy5VNOh6gu3JUIC5ioDU3/eaDn06E6RTfvriLd5u0F4yFadDIbpyfvfRpT5D8CrTEnRMtiZlUY+A45bHEyNhh+ouhd7IQ+mHCZAG0itzMtS0WpnTCV/7WQlwGpvyvZMHsC8P3nlNuv4h5grdf8F92I75AO/Yjp1AYpUJqGDgWnOaqqLg2FAZgKCish47YUVhU7+GhrH0+7gphJkYfiMBI8hO4mDdmY38GQUXHrBs4D2T5n1gXisloMYiSGdFYFkRrEt0gXR8ebZRyfozax7XGjoh5xKhmo0y2mktWlB+AcVJ35T/ttK3ZNCc+awP7C5a+2c79buC/dOWfpb8qYX1bXm3WLK1ZtCm/df2NtyWPrDJ5QhJMNsjtxFb07dPu1mYs71Hdg27XHZr37XxHrPSZ56YHa4gOiHnktEN6CuGbq3pEETH/GaEr3v2Otpr/cRs16Wi08mZDp2Q06FDhw4dOuxxKBDkjAKdukYEQhedCfkl4xq81HRxJZvfVvY1zpprGx3zm/HE3dzaOdvxvkMYnZBziYhGLQ80zTeGVn4NPcMAWxMrHxQ8FlCespvoTemb0rbRtvtME51M+3cj77YH2vplO1m39l0Db9t4swP0Nt8yjemNlVCYDjQ6T7fj3vcIQ1teNaFJadyUP3V62zfT0mGaNm3fb2NsbIt3IVDbA+3tbyt7O36LpiobaPae3XYLtx3ebWfeNufQQt8Z2ODCs36uNXTXVSHkIWyNBQG0CTmlQET695KiK5t9wFgqsEchn0BI1hmqB8iBk94MPJEBMCafXDW2YGhT8aH2ecOJk79Nn+r0HKPwyePSJcApgMTUz6k7AG2dpaBFX4+xBzGBMy580rh0ZcpnU37VmIN1/pbuFa+tYrZvUVOAkNq6SCVc9ktjk0uhTaFdnz4WGbRvHVA9VIURPikFSBhT9wpv7YU4CdKm3qjSCchYDw4vHdq6KjfjR2XsEDhl43PIodusUqHzT6B9BtXo2hwZCcrl20VNCmDCYXoa6RUwYa/PIzGMtBVPj4uxZ6FM3ypT9ypvlcl/AqAvdRkuMgJtadPz3GdRFUoAKdd9Dtn87ZjxbXgMbRknSfvtqfJWAhgLcARQz6GbanJGwITAsaE7fcem/pwREAEUl+l5+tSkTzx0RbnPpZoCsyNAsI9uM3N36sq8zn0K+fqFoDNm1rrlVQV1hrEsM/OqOu8UtAsEJs3bmGt0To1puC9MC+v6sYI2ha9WVQGcxZAZI+qpmoUepwI8igFiUE/W/U1lBEwEWADUlyXecz6vSfetFbRL80bzDhHq8xq6vuS1Gtx5yB24rpo1/RMRnZATgBgziBiqR1ARkM0DHBm/OZn+qARQPeQbQT5/rN8Yu2FVBJ1oAogJQw4A1dd5iRQo+Y2x6e2k5SI9ZQBnrC29Yr05l9JnAEuGTHR6shu0fSJ10gsjfLh0BbDyOBAkU4aCPnGxPoEynUfu18fNnwrhJqdnAFsHhVUQtE8OwPjbqaRnQIx1v6pefVHUwoLpN6F3IUpF2TQ9c8phQEwc03VphMHYCBOs61HizQRaULI+VvK2kzbVlig2BCsAOOnZmrpby1WHtyV6ZPo2pSL/vG+Vnr3GqWKVt2wdFErKeWvTa2HJ0DNyTNsdeqw3DBoJYCKK/McApwzVNxtW6uav+wKuKb8pH4Z3GMbARAF9fSxJwxhInf4xvOPYmVD5pk2ad9b5pNkgUfENUwKjyEQBGAudNuGcN3B4z0MjpCaqvIGbccMZgRPWwook7dTPSa8kaZ8/MZsNUtTSIzF0VfHtwtCnYa6Qlde/TK+bfFNx6mAEIiin72t9Uv3dpHfLl1Tuv3xsGN6kAq5bBB7FOlieESY4FSXfOmxdLFhB0PUJxdBCuitsuD6fFEGOtE+g3O/NMDYCmM6j4J3UaV2fTRLgLdP3PeUIb07fZuZNNWI9jtOoxFsYn0FWULaOBltCbXW4wuiEnAAIerMbLsMboJMARKnnxMKhQ8G/kcMIO6NwAM08fWACWWGJJgE6U3P9mPTJS+DCUm+4XD7xqdApRTAIZmv+TMVmXs9c/5DwBvAkI0yQrZ+37lq48ZZthaWRv3NzQTJ/tfaXHzql1j6NKHhFQjBtD8DmLyaB+jFBTCK96QToSEXYlMI6IHQFiCp9GOuTM1/+ikDjZp9FCPpMAiAFaF2EfSKZPcifP+Vv340ImrwboS7Y/4Z3WahxpE9lZJjOWQQK8AYoPA4H83cEXz+96eTA+LVpNflvTu/jDWDyHQc9RmrnkyMK847R4E+KCsE1VDdJWpjydoHhXWDea95F0I5eA3RF2vlnKL0ExNzlObmpojvJmQ6dkNOhQ4cOHTrscSgmqKmF1yKPaw2d4nGHDh06dOjQ4apEd5ITgD0xHpxjqISRLhI4ptoD8ZbWnZE91AJ0AoAYaToHPCWT1UHwKBqLDKAxoGKPp+W2E1OjyyImOr0vQCdl+go6VxR26UaRmBQg+576S922PH2l/lz7pd5+kjof9iirWj0lcL1uuQVWqp/jBPW+V+Yqjzz5N14HFHQx1qfz3vxN/4H8fVv6GboWUgE6h68BNZmL/rZ18eldWP0VT/65pV7kPOPUS4zNtZCHnuuruiFMfPmjgV76pV53mugrDfYFP3Xzr45boyMlxvpKQvXZOzZglNjhBn710atK7AwdfiTTCuzcC+Qf4j3DKKmjUGat0jNz7RKzny7NlYqPrqBpkgq9ME//lOpWSU/2Os0qeV8Kb90yqgr2tn72OiqkyGyvIqtK5rZsZUcgKuPS9IWjr0XVgQsAY4f31fyr19CecavWEyBWOnDsZTwm6K6rpkMn5IQgCBAEofRmF40Z2TwjndffkyoWe5IADY0istnw3BBRpAAeV4QJ91pY6WeUjR2ojKWVQWQUi1XP5I/gjXi+ELi6PiKDVoo0wghVN9FM6x9JW3cTkNMuEPEI4AkgB3pzFeNyjC1KdTqZcFnY8S1+zndFAFJdZxVpZdBoTCV9EJJmb4ugA1Xm/UdmQwRYFIrMIqWifXazt8KIbXtIyFGAcPQ9iKEDXDoWY27wVK3YbMq39Gqe7BSXr81UoRcPiYC+iV3Eubp5ELRCqiPsFIrOutOtMjcYZX0LK2gayxGaGF0rm97whqMKb+0Tebac941P2s33fFXKwhDtQ26/G96OI9231uopV1Z16k+cW+WJsSj0uBgQJrCttUgj6aRnGCVy5FY7VAnwidT0t2Aj+BfBZSnT1obc46L/qrxj858tUzmcd/teGFrqlG8sAtkEtrVK8FU6LN1YcbkGCHn+RiDWgYOd9jEKRX9jgVak1wtZnj6fN076nGHur3bsmcfyvkWJx9rirci/FtjXBraNuRD+qtct+dDhslUgQdddse5XdseN+X0MvQNaRedqYGAAudsEsnU3tDTSulV92WqivlOQEJAzXr60eWK4GnHVXFc9+OCDePWrX41bb70Vc3NzuO222/COd7wDk0lAM/cSQdCnNtG4EBCoQhepEQ48g55gJ3kloQNhTl4oq9MIejMvbRJVsE5bVWY28x0iNcKJhw42wtRE16NaBikg3iLEm0CUVd6QnLK9b4eV50Lfi5Euw6fwquvIwby1MqwWkHztIyOMUJPCsPQLGASCyLQycvCERbXzpgmkio8/uRaiuHoy09bfVuhRul9CCqU0IYhN0gKih7ewwVmb+t9nyVNtX6iKVhjwpqXidML3CBNoRIiGUU3IyHk3NgFYa+lJW8+lBPIGyTT0kdDK3lzuHwLpeZmRV0keQGHl5KWbsseiLOAYWk5PRVnAceiYCGAotNBQpbNJL60FoWd8Z7p9JIWH91pwKgQMTxuMsBREpueeVxnaCnY+AcaWP6GylVr1EaH8biMIhQWkt36m3Ak5AVI97Xd/VtLzOAJvVn0q7A7Y6OTM8uFAH17NuGpOcr7+9a9DKYUPfvCDuP322/HlL38Zr33ta7G5uYl77rlnR8ogGJPxJoSC/W6T3jQEyTUp98Ezz2uZt4zxtinQFAA0ZMm13QKE8mywbv5NEcYBiNbat6Dtjawt+7ZXhhbmtNa+lXft3AtC7QBvW8pv504jc5tTtllbtb7OtdW9cWYGIqxvN//tTsy2PKbMnlva15a+hd46Lqntidl463vprJbf8kAz7RoUHJ5IuGqEnJe+9KV46Utfmv/9pCc9Cd/4xjfw/ve/f8eEnA7bwC7O9/yFf5YMGsndYtWIPdw9M/NuD7dtR9Bwgnz14+poeKeTMx2uGiHHh9XVVRw4cKDxmfF4jPF4nP+9tra229Xq0KFDhw4dLgmSBSTPqJNzmfSH9hKuGp2cKu6//378xm/8Bl73utc1Pvfud78bKysr+ef48eOXqYYdLhXX4PzssG3MODqu9sF17b3AO7jamduhCXteyLn77rtBRI2fz3zmM6U0J0+exEtf+lL82I/9GF7zmtc05v+2t70Nq6ur+efEiRONzzcprgJoV8JroTdOR0Zz+oBe5vYy3wa9Ba133y301qvt7fTdTH2/jQ6YlfcNtG3VvzH9tAML7Vd5DSbtlwVtvKNttH+G8dk6Npry58rPSy98e/WfIusdSb8T9Fny2MbYaMUsfXSZZCgFgoKY8XPtSbt7/rrq9a9/PV7+8pc3PnPLLbfkv588eRIvetGL8LznPQ+/+Zu/2Zp/v99Hv9+vEyoBOgGt+BqNWfuNiVBTWCPoKOWqGgDToQtDr/mvALQCoLVi8YiflAHxug7uyVUFaEZu4eNVBGRj3ZLqtL4AmiXfKQFDB1BYmKFUW3YpT/BSAHkICg7QAUARQwTMRIUJU1EKPurmb63SqsFRXXogeCpcy6aAIiXZMBm+4KWKQJus+9bjE8kGb/X6rQFyn0al4KuV/PMwG4Hgp5QSEAqOauKt1Xhv+8aYM/vaBsD4T0HYJ5AxNUeVN/YZa4nry5vdX/yLsDX9ZjeIopPWZuFNrYDI+ovqeR60Y9/Ou0vcBwikY3pZvys+3o504NfavDV0ZDqAp5e3GYFGAPc9wVFt3SWCa0rul8fn0wcw1luo+4Oyz9gyGngLdtJ65rWXte7YIU/+lt40rxk6xEjM4H5lbABln0U+MHR4lMC8LtUvsK5eLrvsTidnOux5IefQoUM4dOjQtp599NFH8aIXvQjPfe5z8aEPfQhCTH9QNf/YEOpgjHQxBogge3aBJ0QZwBJQMYMjj6CTApxBB8i0E9OZf9FECwyqhzyIY8n0nHX++aSr0MUWoMaAnNcbFinkjv3y9HZRsekdOo90OmUdGNr8bXLrV8bGp6ss/jYqMlXeoAhkfAZpvzLWEo0yYxpvMtABJB1Ltbx8Kp1GlXzdOPmzrPitqfj1YSsMiIKeWw+Z9MqJhG5jcOXpgbIw4ivfChvGaaLOXwAjgCcM2Wcd8TvvI5O7MqcCxlLOboC52bwEODXprfmrykvXgor1LSJs3xa+YXjCIAEdST2nU246ziM2vOeifJcuWfOg4u+IyDDGRErPBaVq31fppkOpNHgqMP3ThLz8DNrvSs5bKgKkUpG9HetF8FihhciUId1I6sqpH+uxk294XKG31I8y0oFnTfBWkoAYCgjjf0VIQE0YaqD0WiKtTyeTt/H35AbOFWOHvqXXHDVQxbrh+Kuq8U6iFFyWRwxErIUx0uNejIoYYjw2bgps35ixK0xnF7x1eGh5x9AKH+4LmjN29d9l3lO17ydlId4K3sF5nTq8N7xVfVVEuc/IbzXonqzZ8s28hi3fCi9u/Zx5m79UVlwKdNh72PNCznZx8uRJvPCFL8RNN92Ee+65B2fOnMlp11133SXnJySjd36C4eHEbHgVYYa1MJMFA2BqYUYOwnRhHAQC9SWeoAUdn08eXT8Am4Dqt6T3+byBWUBM+T56fn3iM1s3mz978tZk41Mm4/zvGj0tNpTaIuGsiU35s2zIXzbTowzagZ6XDuRR4BvKxySQXungqzLfDOrlc8aIx+TdQEkRxIihBvCnZ31yIKyTs0reUMYbtX22WnfjvBLkp2shOXAqYfJHQ9+6glx9A6hueC0bhKd8Urr/fOXbP8UY/r5lQjwmpMZpj7f+dux46K31M35pxIa/fKEI2CItSDTwPneGWE2fmfR99tedoSOFezZf3TYCJgzB4bGhmM260Mxb78phhR1f59i/JZsl5NLnLUmAJ/DTmRCNIkglm3mXr6kB3quWsR2g7zZ2RvG46Vjr6sRVI+R87GMfw3333Yf77rsPN954Y4nGszCWUBNwdhJNOdNloLdihqa3e7+YrV9nzX+3y2/qPEJdQLmUvLeTvklHKt8Qg3Q06jLM3rfb6PtdLH/m+reR23jbwptZx0b72GtL31zCLPS2s48rzdvdXjemhdbJma3sa1EnZ88rHm8Xd911F5jZ++nQoUOHDh06XHu4ak5ydgNMwNzjKWRfYLIS6XhWpQeAaGh0HBLUT3xYh4FQEbyKyFYhtOaq39JSozDpUWTOVT2agjDC5G31Z2oNRFmZ1kMTqQ7Q6VOI1K7q4b3WsG0Dmys5X/42LlJVmdWhE+D3dGzTU4DeBqMHxBSov22jhY9OCL+RMxANG4KjWkVd+32Vdza9T4nd9K1IUdItqqYPISeZ+te71jwRUkR2dFUaeY8W3nPDvLC8DSnTNvGGAWVjPXl0MhgoAuP68jdjo43OAkFlXxWzvmqulM/gbVn7sImVpZtXX1doQrnuT61x1gK0ad4E5q0N/sr52KiXLVJ9EqWqisw53fRBkyKzhY+3aKADxWLG9QcYXMwr34EWA4XCYoDemt75/jIejKgdiF2lGrWwr050Qk4AKhYQSYTepgJvKvRXM4wOJkgX9cqg4wDpZ1ka/Zy+DdJIRYBOqfVnmHSkcnulms8fZ0FXVhk100ExyWjtC7OgWqsuRrH4kl3U3A3BvRI3k5DNc+6cdJUzmVBYLbEp02aRaZocmC8qAURhgpW6ir4unU0QRHZGG9ny2aHXFInN38qE/aHi73xzNhuZ7bvWRcdZ5PM6KC2IlhY1KvJ3fuR1L/1i+iTPH2ZzyHQ/aN5xrmwaTSjnbS3jysZc8F6PLcpMelNelGreKUeQCl1FlIQb+5OQK5I7lS+qY9vlKJOWQigoLoc0qgQ4zZXEY4fuWKNYIZ+dsePmT9IEbnUU+Kvtcw9ryRW+2OQrudgQTdaCCWzmpoo5L1/HdtMPsWKIjCCt1ZQR3uxVEhmrJmUDbNrvTH/ZFwxkWsfGxh/b9m2PUYBl5ejfkBkbytRTsi7fjp1Ml2PXHsCZV0oLKJpOZsxaoYa9los2cCwxmXnv8MYEP1U9o6OSGUVqSzfBQZWjyFyLDVc7aQ/Q3a9tv5KhW/baAMegXBjJA/oCZUVnT/Fu7DVm3UcsnPRuVT3rwm6j08mZDp2QE0IkYE9mCHrCzj+eYpTGSJfLK5XdDJMRkPVgIhKXJyuxPtWRPvNtk15kRYDMKkjpN/t0sSwsuOmRIWj+DXNiwYEgicQAUpQOo0p7YQZgA2CPtX3+rEQ4uKjUZXvNqw29yRRT2DesEF2Z9a5pEwkoYgOFMBFKny9wVZr9WyBYf807K5EGKhdQMLfp46GzOXnqRin0bA5kn7/0hsZGRcApkQCnbfUOsIIiMYpToIKqBZnMc+pgn7EnJ978ASGpsHoKVd8VfCtZcYyye4VKSSIjU+ty/9rfo5RyPzzeUxVjguzdf8zLw9TX5lYQDfAeirRrBuEmqaw9JrBsLpyVX3UAVtqAwWdgAOTuA6o7emFgUDxbyVkHRZXQlobBBjbBfWvzJ8uFbO+8pea5BTinS3XekzLzNlBN8gjduwXr62a2PDohp0ML0qXwLsoAOG6ZtFHDtGa/gJOTK6chNYQ2scojjbSGfTg3rQxN+KYo3GgRQHYAbddWIQEnTz9L/cLroFuDGaj1zatEI7Rfg7Qxv7UBDQ/kL9yhwdGWd8tDbWt7W/83jeucFJ7Xmtpcv10b2oRGReRWcHN6jq0AHijeY8VXqV4zdlPzkyo/Wx7zwnPtVSLu4prVYffRCTkdyphlo7zCsK5UgvTLVpMOlxuzCIjXAoInQU8EzLgmPUFbXYNkgpwx4vms6Z+I6IScDh06dOjQYY9D7oDisbwGr6uuGhPyDh06dOjQoUMHF91JziWCVIvuRyXeVZ3ekLaN3CaE77aQXjWfDBTfWP+W9s+CNie6u1j09vKfhfd7AW1juzU9ZtJ5AsLp27Ke+bqmvYA9zbzGtreuG2yaN8PgbaK3LRwz9v3MrNkjvFUsoGa0rlLXoHVVd5JzCWAA/QsZROYfKARtQQXloRst/HiTHUuSSuZUWF5Vc2BoCyMxhGMNUCmfARqH6bkPiBDdV7Cbv7Weasi/Gs+qmj734eErt42emU+o7AnCfcvO7wFQBr8Fl0lPY3itx3Kl24b05PZ9KP8UU/OmZAET6p8m3smWsWMtoJrq19Q+1UJnwJoDe+mhsm3fZQ28YTv2wh3YqsvVOOaNhVPD2EHT2FAmtluofwjaFLqhgm2qFk1R1Gmi46c18TZYtxYwUARvDfE2ReO8zsdOqIAQ3eV9E29Sasifmtcky9vLAHtdNevnWkN3khPA8ECChS2CyPTyoHoCqq/NypMNBZUA2ZzIA3TmLyOsBZ0i0J5ePETGuXVPlDJUD0jnqPC/YeJUkRV07OQ1v3KsfcEIQEckzh0QwuRfWDdxpmkundLCuogBfRp1KU7wlJGIsyL/3BrJBKms+eiqWOwQYGLToBxxuRKANKfb+ZhV8s8AtuU76QWgA/W59TN9K9KiKnn7K20ns1nmPoNs305sgFFonz7WZ5DlXVrkb/Nmp+/tR5i2gZzy2aS1vJEorOjcCod4YxdyU/+SzyHLe9O3pfytnyVlhUP9ns5mbOb1VxXfMdJxQFjJH0A5MKxTPwE9D6pBFu04t6cEefMqbc/jCoFLATQp0/MtDzKZcZn3duzAU3+bvalrNbin29dk2+a2zwgotv42cGsezdvOOxNE0/rJqY0tS0914FjVc9rvVMAKKpRX2vHRY+tvTeXh1I+L9uftcngnzEbOE0AOOC+/GiC0xttS7wBenzbQa5qO+YSCdzC8cXlnx57jU6k0NqwbAXdeKTO24IwtKmjVwL1uekqhI7DDxEITjgNDZwxY3oJQGvdWeKOq758OewqdkBOA6gsMFxL0VqUWVBxvx1pQAUSqMNofFV86dFIAjQGOuGZaTdCejCllZAuUb1LlDLQDPJ9HXisskBEGvPmnehLnPkKq2Stz4NQ0Apw3O1/+ynpb9uQP+1Lumf8EI0yYDb/6kprTVVHXEp31xqxCwU2VCX4awevHgoAiAKevfubtkjLtf8dNb+uGDYB7KDmFzOkKUGPk0Zx9fQMrlPp4IwGldP5BNPCGJKAkcpN/H53N22fVrJ5A2st2xnpsVDz2EoAoM84Z7UbuaV/IqWweBFLphPUgiPX0qKRnyYhGhreVDYYUQYy1gzti1EyfiR0v3tXN2u7VQG1Mu+1gy/Na250AkxFKEbRL9IxBVN6ALT3KACiGmqu33T6q+55r64JmDkqnbn7fOoH6MyEeko6UHvvqh8Z5bb9k38C0f0o9d8kjHNjAtlnfjo1Kei6EEV/biEkHJ0WYzhlDSIKNIF7UzXw35twXWJW3YOSBYd38fYc8uwGF2a2jGlyNXbXohJwmEIFj4Z/PMJOgYcz5NugavWmG2EVrhvybRrV9IWlC05TKr2CmRJsTrTa/O02+9bbTN21dLxr86lhhoSl9EwhagJq2fm1l5MJUiM4t/eM4UZsq/4a6afr0izWBdN8FyidQ+7yoCjiVB9r6tjXAZePYoEZ/WK0907Iu6BeH5lwa66+a67ctNK2LLacfzfOaWsZdO51kQ9nhpNvKfzexM84Ar73rqmuvxR06dOjQoUOHawLdSU4TFENM9HUVx3V5kAkgaWL3VIN3oq4+4aNTZuLmeNKDWQdhjAJ0t5DQK0gT3d4rh65trKv+UJBGq+cRoqMhf+e6JRhI0L6Nh966mzrY1Z8I0bcTiM+X1pJagp/amGK+VwmG5mv1ust9IBg8Na9AuH7bQRGEMZC/2z++srmBvk3eNgbgbOKNPWloqh+cZ6pk27ZA37LRjwuOu1DfVMufZtq28V410ylDcVU9ZfmNvOf2daGRd+4pnIcuTJgK5QkBs615K5vpVok7eNrVMG+v1CkOsFOxq669c41OyAkg3pSYG02KjTxSkP0IiHScG5UAsk/5lQMrNkEeqZgHziRzdfIYxQIhrCKuMAEciQDWSsr2yFhHm2Z/pHMLz6LhHqsrBOhGua8U4FIBkVGEZpgghhHKyrJmoWLo31WEIoaMWQTJ0ElVAmCqom01uqlsVLG2UNVI61Z5sbgiLzoXTtmWLsp0+4w9GlcOvRpg1O1bBmqBDDlXcHTKh/7O1stuOHk9hSMLSKt8itImQhKA2axcJfLaNZKzqeT5b1foJeQKtW4SQlEOu33v9K/NrxQ7SJXHBkkrpDv0rKCLDJButGpHAMqHg6NoLIyicV5fcsauK3xVYfvGBM4UtvO5zPtSAFHP2KkGj2Wqjy1yk7v97dKp/Iw7NLXeEAEp13hfKHmTEWS4UBKXQLylA7gyAKRGAd9RdC69OABeXWHLe0Jl3nF53gpovbhS/zBAoDzApXICXOp5TWX+uL+bec82DwFkc6Z9dowqJ4Yb6XUz570ycc4cuorKnUu24gQdT8zoHRVrtnPVWVVkvsJQIKhp32icPK41dEJOAMl6BoqL7iHJiLYyZPMC6XJsJn4xYMgswDpiMtU3GfO3AvyKxAraMobYGw8uMiayqs/N8bHshleBYGdT9dEV8rdjt/z8pxV6Kk3LZQ7pLPgBug92Y8+FCit4eOpXsnqqNMNnul6iq2KTq9GtQGF/BsBkLF+qmQtTtywQ49C8masY/iCakd7Ixdivp0PGdJ5dYaBat6a3Z1OHesb1PHxJS33necA1jw+NDVQEh5zOWglfCZT0TErdKwFkRpneI+AJo6gdvHy3Y98GiaQyzfI8pMdDSveNT0eL3JODwNgHPH3r6fviuzw8pMP7QHDWjLSSvGJjAWhTaogUuTWilzmB+uXpHQtPL921RizRyaSnXAAJ6gFZCz4upyUFJJs6CrzqO2utIyGSJEByXYnY0m3wUJc37uIWGWHHpi8xjYqT9j0gG3QnOdOhE3IC8C72gBZwQldHQGOQRwbaFYkb3hhIoD0AaNtkbKGLQPkEZyFsat8saFE0njnAZ0NaAsxbXRhe0143j4YOKG2yvsJVWBAEtDzduD55Ntltw76Ftz3ThLb0bYOjbVxOmvu3LX1tk68mbVKgDwg4l1J+67BtGldNkw5aGIgmfjrBOWkLPjDbsmGvPYMPNQk4KAs43uRta15j8FBq9THUVPc9cIDTYUZ0Qs6lonU12D2Rf09MuD3wRjM1Zt2IZsn+idxvFlewDVe6+2YRUvYEmoSQncAu5m3lkCtQ9GUqYHvYmdhV3UlOhw4dOnTo0GGPQTFBzeon5xqMQn7tiXUdOnTo0KFDh2sC3UnOpaLt2HfWIIZ7Hbt97L2baKn7rE1rTL8n7hpnxBXk/ZUedle6/Jmx25XfxQ5qmzq7zps9wny1A9dVnTPADgUC0VqTDYlQIEHrMj5IB8LB3rYBUgCl/rx1nVH2QVGlWUuQJvqsHoyb2tZGp0YdwiJA5LRoChSIwton1D+NASzRrBjcGDzV/K1CSunWPLYlgGYjb+0zTfQmtPF1u/kE0MZbFbeMDdu2EG+3E/y0ibdtCuctwUtbu6bpAYXGAJZMJgRMqH7GTUSwXFv/pno16e62zcuWXSY47g0iy7tQ+bZ9oWe2G1jWu6ZTa3BYMQ7XbSdho5DP+rnW0J3kBCDGEoiLUxmOCHIggEgg3mKohKESY7ZgNeOk9i8jUjh0FG8BXARpLPkeCcC+QLDJgyMdTI+NI7A8kKd9mJ3nq75DjP8Sa22R+7ewZpuysCCxQRxLixMXQkCeP5XIOp+qubHNv7JI5HONnL/t72xMU51HSn50PG9W1fWH3OesiaqpW+57BA49LdfdrR8ZPzgRoIMY9ium5IzCd4pPS9IsopFCETzUKT8PIBoQfkRqYp2xNrXOFkzsJed561enFNzU9r1xP2B5z0mZ963Cp+3PEG8d8/GSKXs1g6aNCshNsWvrsMlTmThtQpaHgJ0f/kGgvxcMsIln5vo4gjJ944zr0th0eeupUy6AojJv3Llh+oOdfs7Hp/mZ9121LWxenlTB29K8N/HPtCk0ShaCDJSDtVbrD221lgeXNQ74uCp0uOOE6t8RjBApjJsED+/zgKmqnt7yFlzwFtBLrzRjmapjw87Liekb21Z3XhveCROzqsp7ksZqTxnfZ7FnbEhAwKSPnb4hPW7iEaDGe+CYp0MQnZATgJgoRGqCyaE5cEzadNsIPAQToDNjZMZ/QzVIY5QClDHkHBUCgkMnZV6uWjjAdtF1ffIARRDHQBDGPOqvXQxcOpsAm2bRqJrH2g2HGX6PqtB558FDA3Qr/1XrB1s/18FgpQIqQf52GfKsyrVKO2SzYNpNgJzH7KavEjhRpJ1s7JuhKIQzlx6PATXRwkbNY7Fti/N2Wev7CcCpFpRq5rP24cw4vstQ8t8iFNBbB9JUl+8dW1nBOzdCuC2fJo5zR0/XNiHnrU3nKb+0WVcTmzS+7/ONX6Ik6JDzC0eAFEYIZk96W74rhDmPlQRBI6CEeA/Ab9rM9bRu/kpCB1f1jOt8bFTGVan+jiBQHTtkAuP6AvOCjABvhaaAywUyAn117NnAtrkDQR8qAnEpe6WFBuXz52QFPSMcVHlj6cryjcovNu7YsH6ZXOGzxFsr6JTmrRM8VbjpnTU9032reqgF9iVon0U2QKfItOPBywkJgryk2erP41pDJ+Q0gBhQfRH0i+OLcF2jN+WP1hdocBTOoe16qK1+wiwaobrlpzYBelPdg8KNmz4gJOUPtBxjt3WuaDhGJ1S8GnvozQEs/Y773AzaxkaUNpcfT8J0Ibcx9praZ8fOFGvetnjbmkF7/o0FNOTR1iQrxDfSbeiA0DMtp1JtPo1aA4i28bZp7Inm8pvGHhl627rUyJqm9BWB1Edv8oeVz9uGed3EO4L2FN1UvcbAuUyIGublbmInrpuuxeuqa6/FHTp06NChQ4drAt1JTgMY8Hr7dulF8JfAaY/k2nVTkYGOURWkA8XZszc9ireWYAVtRXx0Lt6YLyEmVonWREfLYYGte4M7/qa8c2XKUKiDhuStJ2jO78H02+37UAEN6a2OgNWl2ZXyt9tBProbAylQ/1DSbT2wHXpocG2Hefm4nzJ9GxoC325r3rbxpiV9sa746Y3du936Nc3bpjAb9rpu2nnf1P9u2dPybpaFYxeho6PMel117aETcgKQPUJ6dF5HH2fWluHOET0ToCJyAkTWhR0io38BrYjMJoAnmPNgdPZoX/XYKO056YE8rk4eaI6ouM9ml45iUTKLkHvsWlam5HKgQQJkzPm1XGmNrwZpdGkOXYUWFVtd93rDLERCQgcZFIDsoRyk0bmOKQVBNHThKItahcmcrspXUdU1i/PKw7toMaAVOXPmlOtvY/XU+sbp+2AMLA9v3ACWeXViIE102fHIUQ6FbqvqF2EgfLzfzpVNiXdu31fyUNW+T4uxw1bZVDjNc4K9sum/Eu+r/WEr5JSfs6aF96H0+UZOzsfSpZO/qOfv1jWvrjNWCOXnqyDo6yAGCmVVKsp2lcxLwUttv7vztlo+awV2q6QtK+lLBgSk9UtyZVk7LhmFTlJFURlk6p/ZNQ71eWn5qTwGAab+As68tOmVDq5q52Y+dpp4Xwnc2xT6JJ9XRnk5VzR282+xHiVy5oU7dsw4jhqugHcb3XXVdOiEnABGxxYQJ2Z1IMoXbGZzMlPR0ykJO+b5nAZjWp4BKuaasipBC0MiBbI+6wCfFQizqCnhf33N6YQ8GGepfgqwp05V6xSwUUQWRtDy6CD5gjS6TwmrSO1umBXkgmKlcqSAaGQ2BGP14+adm+g6z1u63axpbBZcLtPdjLyWP1V6tf52kwW0snXV6gyOsOMskP4O8C/SVkFaRqjrIQkgmzeb1xjgHmqxiPLgqOQbGRV4HhDKjG0zdkL0XMBws7PKpgLgPur6FKTbwB4l7BJcZWa3qvZUwv7OZd5bsKffbXorrNTGnSmXlK4/+ZTo7bwO1b1F2EGm+SOFtrysjg/LeyXq9auWb62IcrARRqD7vTqvibVQwULPjdrYM8I62/WoMq7IzV+grujM0Mq4hsfVLrGKzGzaZgV1uPQJcgMEL+9t/oaPXtg5X1lTyQSG9Vp8+VB5xkaqV2jXgbsc6AJ0Todrr8WzgKAVgQOKyKU3x3rS0ltoEA0c4byA0APFJuV9ytlkg7k0BB9tWygo0HabtklR2t1wfFlYYUY00IUM04tMwvWHR4Bx03EcoAPtb4lNpztA0JItpwtADdB4BTGNgJOT2C/g5HRVF3BK2bonFoFy2+rXRCel69cwvBrZ27ZBtfnvbCQ39RugTwB8EdRt8m2MHeERAt0yGud12wmIFVICjcxfJAI0W8dQ2iitCzjV9I2K3Kos3NboOyGAhDLfzprdAQDwQz/0Q7jpppswGAxw7NgxvPKVr8TJkyevdLU6IWfHMdNquY30u4n8nLjlmQAaox23J28VQmbumSvYta3Fb6PvriTaLAV3u/57uGu2hVkE0B3BjJv0rPXfzfbvdtftlbHHIKgZP7yLrXnRi16E3//938c3vvENfPSjH8X999+PH/3RH9218raL7rqqQ4cOHTp02OPY69dVb3zjG/Pfb775Zrz1rW/Fj/zIjyBNUyRJ0pByd9EJOR06dOjQocM1hLW1tdLf/X4f/X5/x/I/f/48/vN//s94/vOff0UFHKC7rupQw969fJ65Znu3aVcHdrF/O9bNiL1y57ILuFbGhmLakQ8AHD9+HCsrK/nn3e9+947U8ed+7uewsLCAgwcP4uGHH8Yf//Ef70i+s6ATckIIavIzCn/yZWglwzC9MV9Ly1qmbFPebflTy4LQ5kTBcUfvzb4tSGHbvX1T/lz56aO3WGC00lUD3c2jiT4tuWJBNkX2s9e9adg6ZsQ+0KQhD2u5sx3eTsv7Jvp2sMu8b8UsY2cH8m9tXwPagqNue96H6oVm+kz527xD9LY10zxzOSBNFPJZPwBw4sQJrK6u5p+3ve1t3jLvvvtuEFHj5zOf+Uz+/Jvf/GZ87nOfw8c+9jFEUYSf+ImfALftWbuM7roqADGRgA3CaE2vJwySWgNT9oWOZ1WB9t9RNiexa7xryiiqE4+MmSejHMCz/IgxtWWwoDKdAVKFaRULs6uUFJkJLLTPH2tmnlvACmMdY2d1tWmy8BFRC3Bp6mXjIuVBAS3dCBAlC5JK3QHkgTBrQQWNZZINU8BV3yJA7h8EQBF8lCp5qyK9LwihjYnDFd8gbvu0hV2dbn3HgEzsn4rfmRLdZ8VFjil31UrJLMIllpSYV4SwYIFykEGnX0N0GN8tYE3jCm8p06a+YJRDBjiCi1CAWNUWYHJQbpqYaFNmsPHxUzm9psyUD1N+XKeTM/ZKlkBV4dRnZtW2xlrLITe4qZvOzb/qF8bUD+7YqNBFhty5ns8CreTXxzPvbX+4gWtrYyHPrN48Mmkt/0oZSCdMgm9soCxElKyM7Lg0c7MW/NTSQ1Zlpr1NFoM2xhSAkv8lS9+O1ZMVcvL0eeF6bFKmv1c9p/7OuuJzfJmv6ZHxI/UEw/LyMpaXl1ufe/3rX4+Xv/zljc/ccsst+e+HDh3CoUOH8OQnPxlPe9rTcPz4cfzN3/wNnve8581a5anRCTkB9DYyiGyCyWJsNilHL52BeKSgIkDOObulE8DTLirWB4SqeDVWrrCRB6o06c1bPRNqflPyHIwnZNc3S8mcU7I/NpTx4aOsdM0o+cbJ1w+7KHLdR4TddGTP1K8aqNAEyrNCXTCKs/O7N71pe803iw3EF6BbR2Yygtf8lSTAytQvVL5CEamby31Lrm8ShbJXYja+P0gvmCQr9bMbVdURmhUoGEDm8J5L5HL/2Q3EqR8pgB3fI1b4qdHN5mKjs+dtzwA2ASBZeEyflf7kG1Olb6OR9o0i53Qb4nE5vQ5sC0jjvLEafZ0yZ+zA41slK/rW1qe64beZ4+f9h3LflPK3fV+hsz1tM35jao4OHUG85DjPofvmNWDWDSsMuRu6M0ZUovMImpy7wl4lb9j8HeGrJCQoABMt5OaWklWBC8WYQ2Ve5/PW8DZkds6mQkGXA3ZMV/NXKHxVAWWLv4pgWW24XQdYFW0ojS3jq0tF2tFmjbeorOmWR54+2i24102z5HEpsELLNLAnOOPxeKr0O4VOyGmAyBjxWCFk1i0kIEPhHGBeRJLAoLLCRiAIJQHF210DPfQm05YeRMViHkrf4F+DUDiha6I3LgDV04lK+ibvogQ0B9hk4xm2gU4qXD97qtOYfyBQXy5YBea25U1oI87pLW+pTbwpvYGG6IH+I0BHqg6Ua8dGU9/Fw2Z6NGmhNwVRNBtsMD1au641uGko/3zeNfQduDiZCtGb5jUD4ZXZvri0eO4NYTvzulFINBUM+XzK532Tz6eQPyqDtsC6jac3LXs4wZwqhugyvK7kh1NXaNdUEFAzapjMmj6ET33qU/jUpz6F7/me78H+/fvxwAMP4Bd+4Rdw2223XdFTHKDTyenQoUOHDh06zIC5uTn84R/+Ib7/+78fT3nKU/Av/sW/wDOf+Uz85V/+5Y5abU2D7iSnDYrNsXHgFaEpgCaAtgCe7XSE307a0tpnmsrmlrKbYE8bgvUzP3eJ3pZ8t8vfVfp2+nbWvp8lvX1mL/bd1UK/krzf63RMT9/1dWOXIJkgZ7yumjV9CHfccQf+/M//fFfynhWdkBMCM2icobepAEHIFhOoXlQIBKxjUPXWMrAAsrkInIhyegUkW8gDULIbk0ox4pQhjO6J7Ffo5jrFXgm5QRABgCRr/Qelg3dmA9RCMuT30PBEQmcugtkJNoHsbNv0p8nNP2D0iUyAzZrCJRdH4l5FYlcRuHq37eqbIKwfgIIV7p9OGytXF5Xyo1R/lysKO3QxMcfWBGTVmEz2uN7Nv3R5j7LORHXBNvRkqHW1SsFJbflW98VeKbq8z0zQThlIb0MwMOrBSyt9C0bZU7XprDz+ma17pXPzdlcXfMsL89PHWxsiAjBK4p6xk/dtlffbyF9kxXWK7Pnzz1niqT9ZXRV33rn5p0ZJnDxK5GZslKpb5T1Q1v3x9C2lKHSPXLpZE/JrpWr+JvSJLbfWdveqKrBZCwXwGP4Al44BQG1sVNaNkAFBbA0EevWxSan+AKgrGlfhG3uOLk1edpX3dter6KsxkCtmh+a1yEzQZWHW7Mu4g14JnZyrAZ2QE4AYZhCRUVhRjGRtApUIZAsJEImysqQCepsSKlZa2CHU6PGIoSKGTEyMJUcZVUhAbDFUzMh6xay0dGudo5VFGfEEpXtjIYFkE1AJmw2vLuxoHQodK70qvBTKqloYEor8C6DnOytI2YjEef5u+22gPKOwF6lifbTlAybqr6d+YN0HuRWDxzIJQB6kkVD5aRdduwhXBJB80TKKxCWFRAYSo5AoAwqVJesYwK8z4PSJm1YoQNj8PbPRKiKDdB3jUVlXSSiARnozVrHZAF1FYqUVge2GU+WNLcMY7ZX63u2DmqBYaYft+xprKryNJErBLkWm26eMsmstiKbtW1Evs5o/MWpK6LHlbSD/HEbZtaSrwiaauA1wqcoCTB7A0gg71ejtpfp79pYSb6sbsqWnyC2QakritpqucOGOMSOwsTDzMhDjKReWKkE23QCXDDPuPHPTpq+tK9V5X7EMEyYosauEXuo/8yKURzoPKVdYReWKnpK1ZqxaWubrhROJPe97qqwbViCuKCKT0npnKgLkZZIbeAeikPM1GKCzE3IC8I1bkSo92AORwCljQDEoEORSSLNIBiYFZQC5bzaV+pBkiJG/bgRjtRK4/iy9tYboEqAmSb9lMje1DSgrJHr7N1C/0rMzzNGmAJmkgDjzlGeLtWb9DQE6Q2m3QycJUMDaxPIm2WrmfUiROudtQwWE8n+fg9HY95X9uZ6/s8GWhAD7U8JrcZQ/559yOewG7O0fu0E11T8QfNSmjwKWQgAK4SjwQOlErJo3jJAQ6MCcd031sycYIbpsP5Vt5G3aPO3a4pq5gmON9xxWQt/2vG/yL+UR6quFcNQwvionc1UIqS0IO+xddELOpSJqWc6bonijWQjQC13DAy2LSe1KKlBEI1o2k5mwy288bdnPSm8V8mZJ3jKsWgNkthXQJoXMkvcOYNZT9FZ/KbPmP+sDM/Jm5rE7Ay7TQcXUFdiR+k3/bnfZ+keCIGcsbdb0T0R0Qk6HMvbyHNjLdetwZeFeR0yZvMMexRV+OdorUDy7To2aYY48UXHtXdB16NChQ4cOHa4JdCc5HcrYzeuqWbGX69bhymLGN9RuaO1h7DJznii8VzugeDxr+icirr0Wz4q0RUNzOwE2AwHLmNF6nthIVTb/aTNof6A9ecMTbUqAs+S9jaxnpbc9MFP+jMb+sRYywTxa0s/e9+3pZ4odOyNzWps2pYfgbeff1j9ttBbe5crLU2S/Lfpuju1t0GdJPOu8nTX55boBUqAd+Vxr6E5ytgkGtJ8cIfSCWQl0xzAhHKoB8NwMjABCrlmjS04o/EphFE9tPCXvpiCMubDP9wi0lUjust2n7NhgHeKW7fVLw0CU6fapmMs+fyzsRhOKWdMEY/3ExFA9qoejcNyx13yLOI1gNGyoATqjMNEG/JZIbHRCGs2Um0DGTUBUHxuWng2MFZHH0iaPeRXyLdJkFebTZ6EKucEqDsa6J6f5WG/MdUNmzDY4qWoaG9Z6zMPbpnmR80QW7SjNjTbhQZg8EA6H0HgcYMYVQmODdN3gqxu0ZRWs9ZlvXtswCFRJb2BDx1jfVG5yIie0jOmLWvc6cbx8fZXPRZ8VEtm4fU493bTCmVceE3Vv/L3SAyjWXM+8tXUIprVuAchph7suE4BYj00f77nyfIe9h07IaYF22CUg57R/nBzKpQOyHwGCigXECjVmAylZxzB0AE0BsCAdFK5HdcsoJ4hmnt4s8sxOHXJnfLr8UoBMG0iQnf3B+KmxgeaKxbE+W+0k9jplk7p+1UCEUQaw1D6BihXeab+NedXk6Mu2n4vFj2D6YcS6z3s6cTXIY+5bpCoIORs34NlwKnSw4W3F2Z4iII9K7qZ101c2XJ/MVU1LQB5EUAmUTKot71UCINbCbC5sOf3rBjH0BnmsViC0cdmfVB4jtbZVN0bztxUmSuPGbnjWWWGlTOvnBlQWdtzn8sCxzjh0hSuXd0Ah7OfPKOc5RtA8OB/3Tj0Y2ieK68iyXsHyxud7mSkGYPEhm9bSBPJAuKV540ZKrwgtbtnslu3UxUYyt2NbOfXL62Y38wrvGunQ9WLTpwBqvn+UEZZy30YVR4sqMW1yfQf5BBxn7PkE65LfnxBzGbXAufYloSTsOOmV0G3PeV9dE3cZe9nj8V5GJ+S0IFseeDf/nL7o78JcbmgIkggG0vnmG8Og/xKzCHhPTEz+IkPQ9wjBLAaB9EDLWxQ5m5KPbGjBAKB2QW+YczXhxak7SQBjf/pckAstcpU34RA9m2tI3xQk0W7ObSc6DQE6c4/DgQc4hm5/ID0D7bO7pX4h3sEn5PmyDqU3zu18c8POi5DfktKmFKobGsadzb/JtwrgPw00GbBo521j3zVsjHbsiqbgrxkax44Cwp54raAcgllXgtOS0OjPKB+boXlDRrgJ0a1w3lREC+/blDBCwV/zdSPUP21t32V0OjnT4dprcYcOHTp06NDhmkB3ktOhQ4cOHTrscSjsQOyqy3W3tofQCTkBMICt63pYu6WHeMhYfCzT7scd+ni/wPCwQDRm9Ne4pJjG0IrIskcQGSMec+mYlQnYOkQYHQTiLaC/Vj6+ZwGM9hMmy0B/FZg7x3X6MiGb13Grks3yMW6uF1DVGzFQApgs6qPreKyPx93hryJgsqzpySYQjer08bI+mu5fBOLNCl1oRVmQudKquMVXMZDOAzDxmKrXXkyaTgxEY9T6Nv8t12+gMr1hLlt9JNXXfR5N6n0n+0A2r+nCRx9oejQBko0K78BIl4F0yfD2gokH5rRtsghki0A0BHrrlfyJMVkG0kWdXvO2kn5F16G3BvRWy+mVAMYrgJzTQUCjYZ036YI+lo83PfTI0GPN9+rY0AFpAQidtjZ2hC6bhaFVQyI4ATp9Vze5HpDzSKnzTR4AanoXbL7LlW0rOjdWV4V7ph5pnbcc6+CRYNTCKTAYcs7wfmx4p8pjzwaeJAUdcLJavtU1qerU2PR93f/RuD7vGJpvHJu6Vdsn9LzhpIgNVaKTHjcszLhPa91f9KNBjXemz1TsuRK2Ojdc18mx5ec3Juwp2zEgqAYlzhWFbQDPCt32rTS8jWq81bwbH2SICdC7SBCSSvTJMiPdzxBjIFkTNXq2TyFdUYg2Cb2zUYm+22DMbh3FnZDTweLscxbB++cBBiZ94Pw+gbkzEnOnJeScwNZ1sYmgS8giQjbP6K0zknVHKZY0XSWEScKIxgwxYUz2EbauE0a5kpAu6Q2tv8qI14F0BRgdonwBGR0ExvuBuTOM3gX97HiF9MZOwGRJL4q9NUY8NA3w3fuzER4WgGye8ueyOYD6ZrOTenPOFop8JiuAWACSdb3ATRb1JgajMTk8DIhlYHCeEU1M1G4nqrlyNhQmvUEoJ8ZWuqAXtmhYLJ568SKtDxgDlLKOEeNY2JQ3PzYbGHkjO+ePmajcuWKsALJIly8mmpYtFjoVNnCnjY7MPd03ljdyoD/xJhBt6UV0sq9Y4HPeXmQka4CcI0xWivTZgu6P3joQbTKyRZ3etjFb1M/01hhiCMh5QrpQ0Mf7tTDaP6/rkC3pvy09XdD8TTZ0/eW8Ls/yNl3R+SfrAE00XfPWtG8BUAMg2tJjQw4cnQXS5VFmhFxDV72iv9VAfy8m+mdUCTKZKyobwYY9OhmuonhNj8dVvhf1jZEJYKsoXKUbYYgyaGV1I/iW0guAJbShQM+MDcv7OWA4ByQbjGgTQEQ6dpzpe9seshZxVaVWU2dYZfHE6TuTvxxoQZcm0FY+Tt9zbISdVOch58q8U309XsVYl8/9ev7UB8SwYjlUFTqNjpRIy0JVZOZzKXCtq2xv4nnZAJ01RWJCrkhuI9O7/M2Do1rLvLTCf2tgEMMYbzj9a+dtptOpHiNb5lxXScbAcJ4Rr5t5OSBMDqlcX0hGgJxXiNcJ8TqgFoDJQZnnn60wsuUMvXMC4lSb8t3OoItCPh06ISeAbC7SOmb5mCAMD0cY74tA1VWA9H+TRYCJ6qaGhp71ga2bBVTfk56A0T6COsJ1qwACOCJsHQHGi2YhcZWhzQIyWa6fSrhQETA6gFw4qqZPl/SiWtTZSRvrDbVkGeLSe8DoICFZZ33qUJ1LQm+uoQCiKgZ4zigFeuYhJwTJXDs1KD1jFrwQZBKgk3OyFKBzogWGGt1UJl1gjPehrphohZF9Whit1d3SlxnYX/xdpU9WACyVy8zrFgOjw4DYH6BHJj08dOj0k30olHGr9Ehv7iWrkkr6dAlBZV4ruMTDMO8UIaywCuSRpkNQEfwKowQtvFRPBRw6W+EhRI8Y2ZIn/5z3+vSqFgTT0INWQoauhBYGQ7zPFoAoRl0Z26bvF6emNd6TI/gAdd6Zsmkz3PWk9KmSj05cCCOhIyFm03feDApBxEtWaAxKDKVfUtSc/wGOgcmS0id3tcTmpWAfAxF76emSQnqA/QrHBEwOKfAgYH3RYU/gqlQ8Ho/HePaznw0iwuc///npMvHOKt/xSDlN0I8GtKBSE3BcCGhrp5A1F5MWsAJ0kYUFHMBYVQiPAJLXz/zSJOyHuoDsQhXOPzcLDtBDUbRzekMkZqB+AlCjt1iFtFmNzEqvCcfV9G0m9VXh1IXdAKfh3XbSz0iPAptYjpa2twUobeQtmvPeTr8FLW4MXTS9ITewDYBue0P78yut0LxtSW/rEMy/ZV41ReEGUHZD4UOLX6y2/Bv7DuWTQ1/iNt41h1jH9qzJLgOsddWsn2sNV2WL3/KWt+D666+/0tXosMNoCbAOanugwxMWbZztON+Cy3OjMhVm5d21wnt7XTXr51rDVSfk/Omf/ik+9rGP4Z577rnSVenQoUOHDh06XEFcVTo5p0+fxmtf+1r80R/9Eebn59sTQF9tjceFV7W1tbXdql6HGdHiO7BDhw4hdBPnCY+diD11LZqQXzUnOcyMu+66C6973etw5513bjvdu9/9bqysrOSf48ePb6Ow8Pc2hpEPOn5OgyvbbQTYZITpSjSfSlObfpzViWloXxOm9lSaP9CSPzVXgVVz37Upr4ZCHGyLzu30Jt5tJz2a0jckLRGv0LWFaltp2sZWW/I23m4rkwZaU/6Wt9MW3TLu2oblrO1uu8FoVePYgfJnGpaemFgltPCu9NNH3868vwzorqumw54Xcu6++24QUePnM5/5DH7jN34Da2treNvb3nZJ+b/tbW/D6upq/jlx4oQmeDZMkQHxpjYF9wkjUQpEQwmR2kiYlfQpY999Ev0Lyps+GTEWHtEmqQBqE7C3wZh/nBEPKwkZADOSLUY8VCBPJHSGVoruXWSIqltzk763zpg/ySV/QAUdSNYY/TOh9PpXGRVf1SChzV2rC4P9299tpedb56gvA2ZAAck6Ixqyd2EiBSQXtRm7jy5SYO60NrUu0c3PZAisfJMxOOsfG/EYGJwL5x+NCb1z2i+Km6/9GW/p8nM6HDpr6xdr4u+jx1tA71wzPVn1CMI2/y0gbqCLiTZFpuqGYvhKLby1PmGCY8PkU+03+6eN8+TddBja3Di0GSptZp2nr0BIwuCs7iPv2MigTbwD6cFauTYUBoSUcZ/gewlhFLGyAnmLFIjWw+lFWrgAqNLA5r2mYV6pBEiN3yNf16Ll5QoywBvztzX/99V9O8J5shGeVySBwSlCsuqniwkw/wihd5H883JC6D8aIV4jb32iEWFw8qq6ELnqQMzepWfP4OzZszh79mzjM7fccgte/vKX47//9/9eUj6VUiKKIrziFa/Ab//2b2+rvLW1NaysrODv/YO7MblhAZN9AqRI+8JwzCjZOLtTxtlf/4JCPCxcLSkBZH0BTggkGfFIlRzeZQNg81iEdJEgJtqPSuzEIsr62iw4myPEW4z5044PHEvfp6214i3G3BmF2BFOVARkAwIEFQ64rEkrjD+YBYAjQjRi9NYLyzCGNosdHQQ4MhvkapmeLQDjfZRbVUVj56TG2dgAFP5AnPLdQHiU+QM2Woi0YgFSESIK6xLK84fzW9W/B5NetLWvHtJm91mZt+l84Sww3iib0KoYGO9jZAsEMWHMn2Lth8byZgBsXA+kK4a3F4B45IzLxDha7Ou6xRvleDoyYaQr2mokGgH9c3qxtcj6wPiApouxXuRd3qjEOOMzzvySCm/lQJt8c6w3h3i9iJHGKJzRWWd/yWbBS5s+M756xMQ4rONy+dbiJRoZ0/HQKuOJjC17RXylavBX1izzBwA1dLbRuk3+diPP6Y45OaWV/Mn4UYqRx5Byx46KtKNGNUDuH0i7NaBSethglBWLRysU2BPTqmWREoW/F5LGJYQKpFcoRf62bcvmdPmUll1KWLr15UNZxeWE89P2c8lqywpMRtAuAgPX08PUszrv4Qg0pFB2EmoFOunkw/XsYetWAZNuu+ojF9xdlxMqYkz2MeSiLqN3gYwTU/2EihmjQyr3/ZRcFMYZo6EnjMlBCbnAoAnQOxchHgrI8Qj33vOvsLq6iuXl5XrFZoTdk/7h//e1SBaaTMnakW5O8Kcv/f/sWl33Iva8kLNdPPzwwyV9mpMnT+IlL3kJPvKRj+C7v/u7ceONN24rHzug/l/ffzfieICtIzG06bYfyaYMm0Ay8usrH117NY7CkZANa0ICACuGsAuph54lQLYgwtKDcd4VCgIqjeO8ED3tA2qOwhtY/podIJvyQ9UjE2k7aLVsE4dM6scc7HsAyIw5f+PhUKh8ZkQTDvY9EzA8RIa39ScU9GZW8wZs0yvWbQ+kl8arcDCAq2zmrQL0RhigM+tuDdGlAGB9t/iQar8xQbps5n1mBJHg0I3RaLqcezwOpLdjMzi2zH9e3kA7l9Njo/5ELmgF8mcn31D+aFo3OEwDtM+hJt5YYSNIZzSbtE+M0Bya12hO37IsaOeFDe1rvV5r6DsA4IiD80q/4LGZl/4cVFxOf7mEnJf86U/tiJDzZ//wN68pIeeqOWe76aabSn8vLi4CAG677bZtCzg+tPluafKLAzQs8ttIT6iHO7hUeqN/CjRsktukN7avZTFq2KO2RW/0G9NefDDSdU5vaDvQ3PcAGl2+t/etx6nkJaVvpwejqBt6U/sJaLxCaBsb2+F9I1oyaOV9G71l3rqhHC41/221vaXvWstuS982b2dtwAy82e4zwbSta25z7qKFt5czlEOH2XHVCDkdOnTo0KHD1YourMN0uGqFnFtuuQUz38Qx0FuVUAkhmxe1axGRKtBYAZGNl1QZQJIhUgWOCBxTnc5AvCGhejq+VYnODMp0GIM8nk+VXlWkdLNnrSDcvyCRzhNUvxoQiHNdFe12vly3/Lhewu+ynY0+RsrI5qDb50Ixkk1dx3SR/PR1fSycLRA4qtNzZcVq2536wZ7GeOqnBIp7/iq5ba4za0VVm7fnSizrEUhx8Dox2WCtH9OrpDf1FiOtI1GLtWXqHOIt2/o7cbyqdRcTfdKkYmgv2iW6uQbjQLgDS1eeurn1U/CHYuDC+3Zo7Dg/vOQ8yGMgPU0AsnGNKnSSrBVRbSDRCu9Iar0SFkZ/o5q/NHHWIn/7SWkla4795VvdFRae+lt9NenkXaVX4UuvGvpGAZTzvk7PfwbmTT42fKEuDD009vLqB8cmcgXp0Nhx8wmQwzDtr+pqVevPBO+VGhMq895fRo7LKDNo1s9W4FWhm3KJuGqFnJlhRkM8YfCEkQwVJosRZJ+0Jc66RDzWD7HZ6KRdFBiIxqpQoJMMThmqJ0rCELEOWBhlDBUxsoGjqDzmIr1Z0GTMWhhRXIuwC5i7dIKmZ1y0YczI+gqTpShXaIzde28FsGCj52Amkb0JYuST3o0eXOiLaGFH9lkHfiSjqLxe6MPEQ0a2wJgs6kyTTWNBZus3YmTzjHRe00VaVhiEKvRv3PpVeeX+TQzdV3ajVJxfz+Qbu3cB43yRz/PmovwiEWkBhfViLVIudKtI39ZHqf7EYyCdYy3IKnNFafOfGN5aZVVP9GSXt7liq8sfq/sFPQ5ja+UEXRZHbIIo6vKjrNjjxMQou5oNxwZKzG/yMlOus1m6V1FsN3NDt4FO8671jJ28beS0DeXvbNtIGmHVfm8FROi+EplRdI50RvG4KJ+hFcazOdbKtkyIh0WcJIZWvJUD06dGOMmVtJVufx7QlSsBRqVuf+YEhnSvCK0wIJ2o427oFTJ9qyw9tAPl89rkb9Pb8ez0bSTLvM3HVmizdq5sSZZ5bwUxq0ReizHF5XGpH2rOv6TgLx0h39Ir8dN8Y8M7950XA3d8lsaOqwdmnrehZtzgsGTaRXAEyZBscRmlhu4kZzpMJeQ8+OCD+PjHP44HH3wQW1tbOHz4ML7jO74Dz3ve8zAYDNozeALAHddWEOivSSizEVDlWTAQTTg3Pa8OJWJAjBVkn0wsl/ITQgLJptJCiGdGkQLiCcDg4HzTpzPsvZOOx4AYS8iF+omUzZ8mAHvebF1hp9Zu8zMeA9HQKMt6+ife1Ob3dnep1iDe0orCMqAMTFYmanq78uSbL5YC+rSoacGSHFQEtgufjsLoPEHaek32SbsWkHX+kNQWUOmA66cqMLwdmwU2UDVAR04OxtFRjGTLr+NFUm9+OghhvX+F5T2VeZr/ZGhhx7NakKk/y0J4882N/O3YB9+gqtQvRCNY6766ErgtO9kqLIJ89HgIqEm9/4t5XWziNd4qIB7p0zpv/Cw2ASz91c9PNhqDkzIa40uVNu9qG415vPfEyqIqfDn5kATIseqstR/Oy1VwXvmNJwim7VlD2paxASAXhn3kklDoyUpILQRWT+TyPrAnZi3ld9i7uCQh53d/93fx67/+6/jUpz6FI0eO4IYbbsDc3BzOnz+P+++/H4PBAK94xSvwcz/3c7j55pt3q85XFE3KnGC/gFFC3OyaqDGII5o3QXLfkr1lk1fAyREBDctxS81034T6x337C9G1gBdGayDAJlgl5Yb0IQGneCD/z1M5LeAF+5fgFXBq2TcRGwIFiqxFCb6p7tstvwFCtYy97WBK3trNsm1uND/QSm5Gy9htTd848Nvzbsy/LUBmC+/a6t42L1vn1XbQIAS18b4pORC4cjRgoH5ld4XQneRMh20LOc95znMghMBdd92F3//9369ZM43HY3zyk5/E7/3e7+HOO+/Ev//3/x4/9mM/tuMVfkLjCTG+9nAlWwJwzrSRbCf9tYwr3TltvDMnhM0P7FFcjqq1CXl7GTPO2ydqs6vohJzpsG0h55d+6Zfwj/7RPwrS+/0+XvjCF+KFL3wh3vWud+Fb3/rWjlSwQ4cOHTp06HD148SJEyU1mGc84xno9/sz5bltIadJwKni0KFDOHTo0FQV6tChQ4cOHTqUcbWe5Dz00EP4wAc+gP/yX/4LTpw4UbKK7vV6+N7v/V781E/9FF72spdBiEu/O9x2irW1tW1/rmU0qiUw4A/g4z6zi1psrWVjGxfwzZf3M9e+KYPW4KUz5L2d9LNkvy3ez1B4K99myNumn7X6s9Rh5rJn7IC25LvYtpnvW7Yxr2fm3W5Onhl5v6tr0mUEM+3IZy/hDW94A+644w5885vfxDvf+U585StfwerqKiaTCU6dOoU/+ZM/wfd8z/fg7W9/O571rGfh05/+9CWXse2TnH379pXiQjVByhY3wE9QMIowB9Vgd1pBjXQsq1TVlEBzyyDlt7CxdBURhGPCWDzAWq9AsTGN5pqeAUdAGpM2bfcoKypBkLHfCgbQVgQqClsqQDKEZBNXqK6paRUQw678DcHj9wbQViwqYaMIWM1cBw5VAuDERwcoYxCh7nPH0HXfoeYTqGqSO5WiIRHSOUY8qSsA2+7I/dbUOt7sQvnYqPOWFBBtMdSAgoqerXuZYoS8RGvzWy767lLXwlzp3pO/CZBqlct9vC35bblkurGACYVHgR2bDAot8hJ+BV07NqTpG8/YIACU2nHpK9z4zYkdSx2HTgBo4owNXxVdz+sVOlkLrShANzG4bDywYCeFaNZCKeB2QUz099bUvPQMOx9f/sYyCoSgT6a87QGfP7lPqYB1W9VlQTWLJus2gmM95iuejIl+h6nQ6/Vw//334/DhwzXakSNH8OIXvxgvfvGL8Y53vAN/8id/goceegjf+Z3feUllbFvI+Yu/+Iv89wcffBBvfetbcdddd+F5z3seAOCTn/wkfvu3fxvvfve7L6kCexWjlQjz48JvhEq0AAMiKONLJRorbWIIQPUJsq/NsyULiJQRb8mC3iOwdfhXEQJs/nYDkMzlQHX2IdbmyazKNpFMgOwRlLGeknOMaGQikkMLLpPlCNmcLV9HUrdBJ3VASjL+VzTdDYpJiiHGnFtOiZS1yawrjNhYLxF0/9gAnQTjG6awPNP+MRhcETYI2txWZIDsFRsuSdcvEEOlOkildTBIWdlvEBPr/hbIN0hShW8VJjZ9hbytkRvIjwpfNLbrvZurZUtU9MWkr/NLtpCbvSvH4R8pvauxzY8LASPnrQA44oKeFabtbPpeDkx6pf0Qub5f8s50qkumsmylZ6d8kTlCSMZOfXUGeQDUUsM5L19kDm/dwU2UO6Zzea9iR5hix2yfbX86Qp4qm/Xb/s79yphNkKAFEGa3Lrru7jjliq+ZXC4jTQNQbOZmnlvzZ85Yvwj09Nix+dv0JZ9Chhli4vjlMYKOdg4Jh/eGHdYvTeLQjV+e2mZr83eCz7JJXw2aafMmacai3dCt6bjPItKW7/iMYtc5JGmaGBcWlTy2QYtNFsrUz+1rm7epU4lOZVN8uwbmTbF+bayTT+ODKk8vyj6NrICTp7eCmiVHjmBpx5IzzovAv27li/S2L3mMywIFmtkZ4Kzpdxrvec97tv3sD/7gD05VxraFnBe84AX57+985zvxq7/6q/hn/+yf5d/90A/9EO644w785m/+Jn7yJ39yqsrsJXAiMJqPkayr+ts/aUdwWST0phlRja56hEmsHd1xLb0pA0a4qZ5skBZ4JBhRym6S0u8KxoFg9e2YCHKOkM5pg3Q5oDp9QMj6WnBR1ZMRIqgeEGcKYsQQHv848YSRse6Hav1s/UmayOtcT08ZICP/qRaxXryU0G0XlQVGKKA3ZGSxyYvr6cWYi0jWnvxFatrlMZ8VDNBEC1JNwk3uEbbUON1341j7ral6paU8MXIpqMZbBX0qIQrhw6XHE3PqFXPZOZtTVOjtMxcmJCDgzz/KgIxQnEz41kUJCI9PqLx9EiD20FkLstIIczXewGz2qI/7/G/JYBNfqFY1IjA4d/JWO7UTWoitOp1zf2UrlHv6hhSAkY5AHxIkYRwKVk9E7biHRB4pu0aXmg4TBd3XtywR9EdF0hyYBnwaRRmgJHLnhLX+Y+f7hvoRe9rHQDIEpPGSXpuXNk8b+d0zb+NxcTLinbeZ/uSOEV269QnUC6SH5q3so/B4jPKzrALjvpDJdZT4hgCku4WrVSdntzGVM8BPfvKT+MAHPlD7/s4778RrXvOamSu1Z0A6HEFwWJA5nWlM35Q//FcrDr1xSBLq4RJcCMqd64XoqmUEVAWcUvEcIGzzGc8LUrls94j+Eum58NNAbwuA2RYAtMlvTf5G35R/S980Bsg0wsK0aM0faPR/4hMuL5XeVr9p04Io7NHaZtA87Rp9uxDQeKW5nbHV2jctvGkLvto0r8gK2W3PNNAa29cyb9v8eW1r3gbSb2fetwooTdfVLfO6w6Xhwx/+8FTpnv3sZ+NZz3rWtp6dSsg5fvw4PvCBD+C9731v6fsPfvCDOH78+DRZdujQoUOHDh0C2AnF4b2mePyhD31oqnSvetWrdlfI+bVf+zW87GUvw5/92Z/h7/29vwcA+Ju/+Rvcf//9+OhHPzpNlnsTxiIj+GLADEqNbonvREYxyATorB2bm3wbFf5gFIEDHknbg0wClLFf2RMASQal9trFXz+ZmFhKHhoLUwf207Vuhw534E3fUP+SvoPnrXobh0jlIIG1DLiizFl5QDGSDQXVM7pWtQoyopG9l/fxXl9NePVZTP5CWh0Df0e0DI2ZwaErC1uuDIwdRwfCf+Vh+jbv//ITOe8DY6emqOop3o471MkaTbxHMfa8JwocHte2/EbmcHPfMrXw1lwFhU4cmJAbEITWhbb8c3gnpi+Rk1QAkvyhGhhOvKjQumAiy/gMHLYzNvJ1I5B/87xHETzVt/uZ6zQWCCoyizH8wU93GVfjdZWr67tbmErI+cEf/EHce++9eP/734+vf/3rYGb88A//MF73utddPSc5khHJYhbZhU1fM5g4OZnVG9CbgeyJ3PIpGitEI30mTKnWEVCJpjO0FVXp2NNdlZzfVUTaZbw0egLQkzzrm8jlDRCAjguTWWVPwFpoRRO9yTJ0EEPZN3fZhi4y6OusvtYfiMaF/ocSWs+HI2c1dRQodRBJAosIYEY2R4i3dJkuPW+r02a7iOaKwbq7tXKs0y9aaZmLDbS6MJNzLE7uwsu5wiNQbBIsTF5WKXuo8vZkA4XxcqSvJq3SuYmkHAOQCSMbQAu6RviJjDKi3axyZU+j6GzLFymgIi763qm/7ZfS2Ku0sdp2tt+7gpWnbxChUMQ0AollQx5ew8SjUjEXemO2TwVpJWZBWgnE1k9yHsTSslYJzoUdJbRQmCuFW4tBywtzFZK/WFjeiaJtucK6UTDlqjDh8h4o9HPc9pvxwIzCKssKTazrylaR2ekbleix6wZwdTflfA7YOnOxmdv07rwvryvlF5p87NggkjZfKvISTtBMJkfJ3Y5rVxC0bHDamt9amQo2XYPZscGx/kP1jMJ+VqwLub5KzvxKJqY9VhgRE5SsGksWYC5v7diwAozlvdO3Ng87jvRYQekB4sLIQEVG705U8rd5RkZJ3NKNHhDD6sTpdfNy4Wo8ybkcmDoK+fHjx/Erv/IrO1mXPQWRMshnGigZYmKFmwIkoTdGFBHAXbpWRFTI5oQ5GaDyAxalDcnZ6GMgM5YFWrgJpK9UzP4qMgCpXvndNyj7Mxpzycw0z8JsvLKvJzwplE8ubP3MpqnfgFy6NnlOFwkyVTr6eXXDMT8Z5g2perJhhKLcVJSqieHti/wru3EyB99+oQBKFZKRqr2BxyNGNMp0G/pRrbjICC0qZn+QSgXwRFfE9/YbSUAMdST3PIiop10ltwKVZ9j9vlqAKwx58nY3ZDd9zprMyCIxo6ShZi2WYi3o2ACt1WKFCXKoo3V70kdk3BM4G3zeaCNoMcBVQdA+GNUFnercU/bNvHrEYdPLioJ7TiewYLOBVzrGPsIV3lTyZzLvAHGF5rTRp0gLmLGjHKujSloVI3f7UNJDqpYROFWywmDD4U0hXLmCs8lM9gEkOv/SyYazLuTzoVoBAaiBqbsVuEuVQ86byLGIK7UxRmEV56u4NEPGtyZKbQUpE3hPZfSabtckT/pMz43ddG12reHjH/84PvjBD+L+++/HRz7yEdxwww34T//pP+HWW2/F93zP90yV57aFnC9+8YvbznS7d2V7GV75gQAxCUcBJ2ZtTtuQqRzMcMZp/PA0IkDO14WAwqB9EwzXnYo3owBC12J5Fi0KidxwdQOYPXqGFxGfgJHXDUAyVEGFSAKgeqIxvT3d8dKNgBV+AM1K5GjsOo02/z5tQnHD2GGC9jETeCZKuVGRWSZUcxngIih8Gnh9J10KmiJJExrrzsZirokBTTVjQrMBAlpOUEJXK27BoWWF0HwlWfkZfKjpAWoovzVzM7YanmlSNG5D24ghYPp5Y0jR5JKqNDV4B66r9vJJzkc/+lG88pWvxCte8Qp87nOfw3isj8PX19fxK7/yK/iTP/mTqfLdtpDz7Gc/G0RUcrnsAxFdtc4At4O9O4SwvYWi+rZ/qZghbdv8m7VvW9N3b2RB5NdgDWjt3xkYSESN7Nn1sbGnJ3Y7ZpnWbVHGZ8W2BJHdLGC30+8QGLOfGu3lJe5d73oXPvCBD+AnfuIn8Hu/93v5989//vPxzne+c+p8ty3kdAE3O3To0KFDhw67gW984xv4vu/7vtr3y8vLuHjx4tT5blvIufnmm6cupEOHDh06dOgwPRQIDV7btp3HXsWxY8dw33334ZZbbil9/4lPfAJPetKTps53asXj+++/H+973/vwta99DUSEpz3taXjDG96A2267berKXA2Y9bZnV0FoP6/c5co39c92FCBnqV5r+u30zzWK7XTNbo59Drlw3qGyW9Pv6Yndjr1c9baunbnrd31wXB5c7dZVP/3TP403vOEN+I//8T+CiHDy5El88pOfxJve9Cb8wi/8wtT5ThOKEH/2Z3+Gpz/96fjUpz6FZz3rWXjmM5+Jv/3bv8UznvEM/K//9b+mrsxeQmhBTxeMGWyVQFpBcbJEUFEgPQNg5dU9sVaP6TxKfi6qdJm0bDb2wVD6QN3sdyqgQMjQFipZwGTS6myoOFy7bI50zKUAuEWxuRWBtuflDxDmDYDRAeHvX7Lt16bUof5L5xGmE2G85KfbamcDBhP76QRMFhn6X50OAaRz4boxAekgTFdC948P1rpG9vw9xwDSFt6S5Eadq9C4y9O3eOiVvWbeKuGfV3n6fph3bekZbHgXSs/I5pSXtwDAxEjnfZw1+TFrM/4AnYmR9UN0BkeMdBCmq0jX319zBgQHeQ+giAEVgIoZMgmnV77ApVV6w9iRSTPvsgE3j42eAgt//wAMNS/BUbj/0gMNFgcdto23vOUt+JEf+RG86EUvwsbGBr7v+74Pr3nNa/DTP/3TeP3rXz91vlOd5Lz1rW/FG9/4Rvzrf/2va9//3M/9HP7+3//7U1dor2B0kBCvIzd/lAkwWRbafFsx+qsK/YuFL5XJAmHzWAQ5R6CMsXBKYv5xWdAXCcNDMVRPaEdzW4xoqMsiAJNlYHhUW09Ryph7nNG/WNRnsqzrxLHOv39Rmz/mcExvXXNi+7vsQYd4IAJJXb4NPgoA6aIW4CB0/skmCjoB4/26DhCEaMQYnNVWBZY+WQayBQBEEGMg2XDSC2C8Ah3vB0CyCcyf5txXDITuP+tzQmRAPDR9n0tfFQYRkPtZYejAl46JKQvKrcVUrMuXfW0n3VsH+hc55002ALaOEuScAJTA/GMKiycLU/LxMmHt1gjZIgGSMTgHDM7D4S2wdUz7DiLJmHscGJwtqjleATavB1Rf83bhJDB3pqCPDgPrN2t/RGICzD3G6F8ouDk+CGxdB3CiHZEtPMroXywUcccHgOFhbYEjxsD847r/XfroAIAIECNg/gwQb5V5O95X5m08KuijQ5YOREPG4ByVeJ8uAtm8HlvxJmPuDBd0oce+FaBIGmsUJ2o5meCt1r9K6UTPCF92EyVV9qOjImCyVMSCireAnjNvVQyMlx36UD9je1fFRjg1saLiLd13li77un9Ur6DHW7p0ApDOa/6onhbkeheA3qpNT5isKAyPKag+QCnQf1ygd7HYsbNFYLKfwbGmD84CvTXLW8ZkHzA+aOgZkFwE4mFBz5aByTJrX1oToH/e0nUHTPYxJvsYEJr3c2dEiT7ez5isOLw9S4jGhi6A8QFDJ03vnyeIlHLeZwvIhVsx0X2Xxx6LdNuyBU2Pthj9C6Tjd0FPzmyucFshJmZNq65lwrivMMFSc95FQLpgeMPa3DvZRGleD69jyHnoNfsCMDhLeuyBkC4wto6pgn6e0Ltg0xPkisT45gl4noEMiE8liB6Pc97KZYnJsQxSXh4hRzFpC8cZ89jL+OVf/mX8/M//PL761a9CKYWnP/3pWFxcnClP4jZzKQ8GgwG+9KUv4du+7dtK399777141rOehdFoNFOlriTW1tawsrKCJ//MryCO+5g7zeDYbMAVO0fKtNO/bJ6QLtVfRcSIsfiYRDYvkM3X6awYRIzJsg6oWUW0xehfZH065IlBlayz3mzhP02VsXFY1YPfNFsyhGJk81SPoWWCK4KBdAVeerKuN6x0wZM/60ULrDdBXxTr+dPav0w2h7oNqcnf53fGgmw0dg+dAYxXdGR1b/6SkYx036RLdTqljLmzCukiYbzfY+OaMvpruu3ZYr12NGEMLjrCXwVipOmjg3qjqyIaAr2LwGQ/vCck8TrQv0AY7zMbeJW+qRf88YoWjnzp45GuX810nRnxlubNZB/qsXpYb+RiQsjm4eVt/5zmfzYPD2+BZMv4awoEiZTGqV0teKylJ1ow0dHYK+mV3ixVFKbHQzf/Cl1qZ46qD8i5auVg5o0eVz46pYx4BKTLCtLH+yHQPxchW2Av78QISNYJ6bKfTmMgGhOyBfbyVgwZ0Vinr5meMxBvANGIkC7DT9/UvJusoG4azkCyqgUdOYCH9wBlmqmZd94DvXMEkgGzfDO28pM7D906SJR9D90EvlV9O6/LZMr0uinn2E9PGf0JQy5JqH2e48MRITqbaPqCXn/U1ggP/9Q7sbq6iuXl5XqaGWH3pGf81zcjmp/N+6DcGuMr//Q9u1bXvYipTnIOHz6Mz3/+8zUh5/Of/zyOHDmyIxXbC+CIkC6GVb04Jgz3hc/ZVZ8wOhTuYo4Jo0NhyVoOmukqadcxkYOG9D2CDHlNJi3YeTcJQ8/m/RusLTub92yQTvp0ocHHBBFA3Og7pS3IYTZPhQfVKiLC6CCCHcgJYeN41EgfHg2Xr3r6dCcEOQdsrDTTh74N1iCzb7Ah+nxgg3bSy/kw79NFDl9mG96KUPmWt6G+N8UGfcOQ8ZwbCl5LgGwaW8II1iGI5r5BpAX7IO8jc7IVgOoBo/3h+zXVByYHGq5vBsA4cH1k06u5MF3OAXIhQLenL/OBxOQXul26nPMLzjl9wSM8VdLnp7geOkcNc9uWHxqbQp9chsYux8DoSOCtCbpd6dFw5FvuM9Lruuup3cCLXvQiUIPDpD//8z+fKt+phJzXvva1+Kmf+ik88MADeP7znw8iwic+8Qn8m3/zb/CzP/uzU1WkQ4cOHTp06ODH1a54/OxnP7v0d5qm+PznP48vf/nL+Mmf/Mmp851KyHn729+OpaUlvPe978Xb3vY2AMD111+Pu+++G//yX/7LqSuz52DiFMHG7anRbewh+N8c2IRK8IUqMPR401ynBOhijHpcI4uSHsoU6Vkf3/rcxZfocYBu4ryU3MlX6MQNb3UtF6UsdN+GPAU7KjheiNQog/o8CbPWX+E4UD9LTwInBgxEo7BLeLC+dlA29o0v/aY5UQjQxQRhT7ttvFPtvGulyzCdMq1D0jg2OEDbBl175ubwaY4bw6gK3gZdNtNJtsyL1NBDvBsRVC9wGsYtfWeuiUENdDUD3QZPDc3b7ZTfxluJsBdk6ZQfSt80Nuy4bwigycn085o2BbivvLsjM4CUgKjhpHOXcLULOb/2a7/m/f7uu+/GxsbG1PlOJeQQEd74xjfijW98I9bX1wEAS0tLU1diL0JMGANHeZZjLruWV9qNv1WwzOadqx2j0zB/TivXMhndDasbYoI09kYMuqAtN0aHzB24ocdbWidDmCB9kyU2+Wt6sgEMLjgVziPxUS6cJWOgB86VM6UVdljfeccmUB0b5c58UTCLmBhr3QSOzNWTpSu9wYtxkb60mRvhL7KB+2Ld9nxRMQqcIrP95eeBVVQWY0YydO7p7WmzCYbK7nc2OyLMnde/p4uMyVJx/UEZSorV6ZK5vxeW90BvraBPliv0kUMnzbf8fp91nyXrpHlHWjFUK2VruuYtQUgCR4zRQUa67KQf6vSkdNykdJmdsaX7Pd7SSohMNuaVk36k8yDoIJPZHDsBQjUt2tLXsBwZ3tjrB7a8pYJ3847uh9RtT9YNbxM9tt2xEW/pPrSsdaNpa6V33UcEFBZ1DvNIAT2jGK0SRuq8BDAAREBiFKPzIImiKD8yQR/1vC3r3ZDRtyGjvMxJRS/HxpCStnyU+g4MCEUQRrFbzhm9GUOnFEiGBFJC825F6asjy7shIVkTmrfEkAM2MbmQCyfCKubCWCuKavkVOlXSK/MFcZHe9u2EICbG34owVk+RQzcCCBnFYBWV04uJVRy2zCjzDgoQUufPkW5fnl7qcR2NDS+FDddhssmA3oZZc+zYiMv5CxNcl6Gv7TJXL0jqNS3Z0orT6TJypWoAoImZl1kEBiNbZqRLXJr3yUYEymIwMdShFGp/hjyu20QAG7FesImBgQT6LWZ/O4hrQfHYhx//8R/Hd33Xd+Gee+6ZKv3UfnIsrjbhxmJwsdA5IJg3VxPNWwe1KwYLwVhdDHVE6sGaVjzM6QwkG3pxn8zrGEbu6YRQwPzjjMEFYLRPK4S6d9akgP4qoDYBmSj0NxrutE0UaPdFSEhgcJGRJVpXgUAlOhlFTWk3DLvoWLrUm5oNBhhNynfmZIQeFvpTjRElsiI9qNjgSh3YcKqjeoRxT1ujJcNq2uIvdqMkOm1INrRQM1nSJzvRpMy7ZF0/M1nSwTJtBHFL763pxXeyqNtSorMWRnvrJn1a4Z1RpEw2CNk8I96ikh4SScLc44T+BcZoPyOaEETm1E8RehcJKmZk85qeb0Im/3hERljQCqdurCJSQLJp3BpEjGhIJYGQpG67Mkq4kVEWz8dOpq19ZKJjU/XWy+lFqttvA0hWeUuAeTNnxGM9R0p0e6piH66w0PZnNuDixNPhbZTpOkojqFSDz+bz1pwIuvOOoIUSSosTs2rdRQrA0isgANGQ9IlenxGlVIoNR4qQXBBI1oF0QSEaC4jU4S2TtnQaa2GAQLV5ILJC2NBrTvmIQ2SG98T1DZCtJZTOVKSUW7QBAJSxpBJaGNLCkZve5A82Ly4BZ3TKtsftGT22o00tqIi0ELyL/tGCBZNe89yxQSY/Ni+J1TWCoMeaGBcvl2XeEhIjjE+Wdf3L854QrwHxBmGyxIgk1XgjziQQFxJkBydgioDUObphAoYRMI4AOAtChx3HJz/5SQwGDf4pWjCVkHP69Gm86U1vwv/5P/8Hjz/+eC2e1dUau4pgJpLn6kcv5oyFx/0BOgkAK9SjcLvPpEBvjb35A/p0qdd0aqeKIJHeOrCzOYbyaBD0bdTd0COk4LeWMdnazd2bvknQIf2fyBokIUKw3wjIT0B814KW3tv0V85u1MlGmM7SmK966frtt3cxrMROGZn0gTZIQjwKM0efUITpIgWoiS4bFIGh347t6UytbJgTTRGmx0OPcOvQAQT5TzCnLY6AU6ULe/3UUL9g34eTFsMycH1ix06INwQCZ0CyHlZi16dX/rYB+hShEGA8Dznz2lsHVRacfelrAo6bXpIRHkMVDGdNIERb4XXDvoSItGFstEx7kcF7dWTTRkME5r1+IUiGoXFF4Iyh0pCFh06PYUgLe2fBXBzYz5LHXsU/+Sf/pPQ3M+Oxxx7DZz7zGbz97W+fOt+phJy77roLDz/8MN7+9rfj2LFjjRrR1xpae6LpgYaNekewnayb7tq3kcWs9La0M/XObo/TluwbybvN+1nB7fVvHNpt6dsQEHC2i5l7dtYMdnNitIEBBjcKQk2gFiEKaKl+C+9bx8bMi86MnbtHpqUWcmarzF4WclZWVkp/CyHwlKc8Be985zvxD/7BP5g636mEnE984hP4+Mc/XtOGvjawR0b8NYiu5zsE0Q2ODh2esJBS4q677sIdd9yBAwcO7GjeU+mHHz9+vHZF1aFDhw4dOnTYHVjrqlk/exFRFOElL3kJVldXdzzvqYSc973vfXjrW9+KBx98cIer80RAJ9xdKcwsV3eCeTP2cPf44wqVHpiFfNWj9apqL3fQXq7bZQTv0Gev4o477sADDzyw4/lu+7pq//79Jd2bzc1N3HbbbZifn0eSlBWvzp8/v3M1vFIIbYjSmlx6dASIICNGlIWVhyljv98WQN9dN9GpRWWGmu/eteJwIH8GRKbN5EN0wMQY8umPWO3M3P9GgB7yO8RAHkoikH/Wr1tuXQpEpk2SQz6Fct8oIQUTBUA08DZlcMiDNKD9Gvn8IZm8aQJtTuwDo/Br46Fp7VyE/cKAAUWNdGL4/dKwtu7JrcJCvLNKU4EwDNHEDJ5qEdWp5qHHQyCNTN976AXvfOm5bPnjUzJNrZl8nU6A8WvDwfSNfmFs+gT1CWzqlfPeR6eW9LSNsSEZCPAWDMN7ePuWhc7fqxRn+zXkl8ekhzU799Blgjwmlbd+Fr5+d+dFgC7SIj6W95kUQOLnLYEQbbIOzxFYfKMnbhSjPYVf/uVfxpve9Cb80i/9Ep773OdiYaEcE2XaMBTbFnLe9773TVXAExXJxQnU0blc2CEFDM5l6K1JqB5heDhBumBD22rz2sH5DMmm0nFV5iKo2OwoZvNOhgpkBIlsMdLBPg1IaSEjHmkz9WzOxJMyE0tkjGRTaR8RkQ62yc6GSRkj3lL5Yq96orThkGREE4V4Q4c7mKxExjW6ntjRWKF/UYIyHfNpeDgqbfjxkNFf1YJAuqiDHuabGQG9NYW5sxJCAuP9AsOD1tSGADD6FxTmH5cgCQwPRRhV6L01Rv+iAgEYrQgdDDRfURjxUMc7Ktu+OyuOTyh16MoUJzLoiMK27wz/4pHxaSS0TyDVc+nasi0yPotUn6GsIGg20GRTCwEq0bHIVI+KsSF1QNBoZOgrpHlv11Wp2xZlWpAb7zfhKCzvU51eTLRPm/FBMtHeDe8mQO+CpssBkC5ps2BLL/z+MGQfSBe1jxaXt4MLuv2TJcZ4P5XGRrzFGFxkUGbyL8WjYsRbmn/EOhjnZLlMTzYZybqeI7nfGbuhGOHSml5zZDfbov9J6qCqyabxabTgjg1df+vCIF0wbhBQ8GdwQY9djoHRPkK6UISsJmb01rVfKpXoYJzZPDl0HetI806Hc5CDYlyQ0n1r6ZPlImAkwBAZYe6szj+bA4aHqUhveDt3Vgtxk0VgeMzU39CjETB/WlsIpUs6VIi7YcdbwMKjmj7ZB2zegCIiOOk+mzut/R6lS9ofVx4SgfS4HZzV9Rjv18FiS/QNHfSTMl3+xPpzsn2/od1bkDL0SjyoaGisEln3S9UUPxpp8/HyvM6Hjua/sfpjgbIDQ0MjCSBzxxaceQvEaTE2bKDWnLdrem3RvGcd6sTSJTA4z4g3tfuHzePGH5bNOwP6Zwh0/vJcAV3tzgBf+tKXAgB+6Id+qHSgwswgoqmttqcK0Hk1wwZD+/6nvwm8vIDNmxYQTRiDC1ktnko6JzA6ECOaMPprskRnAComyL6AyBhiUjYtZ2hBJV0QEGaiVukqAWRCiMeMaFxPryJdRjRWNRNMhj6RURFBZMqbf7okIHuEZEMhHpcbxwRsHY6QDQj9Da7FmLIODlUEzJ2T2jTegYqA0X4BjoC5M/X8VQxsHYnAEaF/UeWm7yX6AQEQ6YjpFfNmBlqPdNi89ZeczTn1Z9Zm09W+teVP5knzxnN6pARDJQRhgjHWeNvTm2U00hHdq/RsTkd9jyZ182aGFiSyhcL/UpU+WdL0ZMP6H6nkP6/r4DreK9XPCGr9Va7xjkkLA6oH9FYZsYf32UD/7K1znXdCR27nCOivc+0tnUmPay28+w8H7Ebto6sYGK3ob5MhavNSRUDW0/XqX6yPnawHjPYJ7QNosx4fLesDo/2EKNPBKmt9OwAmS4R44qfLHkPOaQGjt+bn3XhF+16yThVd+ni/dmLXvxigH9AvGoNzQFLNn4CtI4Z+XvtIQoU+3qeF3cEFlPx5AXquDA9pQat/se6WQDsm1YJob1X7MXKhhBYEWRiHm5V9iakQ0uJh3W1BiRUedxSM4sTO567C5m998FTpMtY+l6JU18/H+8mK7pfeGipruo7IvnlMO+PsXdQnPXIywlc++K92PUDnk377XyGan95fDADIrREe+Mlf2ZMBOv/yL/+ykf6CF7xgqnynsq767Gc/iyRJcMcddwAA/viP/xgf+tCH8PSnPx133303er2GyIFPICSbGRYfmyB0PZEMFaIz/nNWfWrAENLvfISgj+9D1xOWngz9MigBiFJ9AhGiU8ZB3zIEoLcedoxCDAwuqOJEyEc/rxCl/vyFBBZOy8JLcZWeAfNnVPBqTmTAYNUTRdmpf5t0HnTLD/MWF+hbW36TTyMhgaSh7+NxOH+CcfgYKJ6ghZMkcAyueaefCabfNH5/Quk3UBO8czoDgwsc1Ngj1sJNKNyGUJp3TX0fpeGrOwJqglMp/wzobzgnDlW6BBbOhIO7xhNg7kK4fvFYO88M+cOKR+H6WfrcxTC9jXf9C0B/LUwfnAPmzgTorGmDC4G+ZS38hN4PSAGDswjOS1K6fqH0wjguDQVPJdZtD/GGgNy5YIgeWlNs/lXBzUWUAcmFMD0eNc07Qm8VWpK6EtgJxeHLUPfxeIzv/u7vxhe+8AV87nOf27YV9q233orjx4/XXNIwM06cODF1faZSPP7pn/5p3HvvvQCABx54AP/0n/5TzM/P4w/+4A/wlre8ZerKdOjQoUOHDh2euHjLW96C66+//pLT3XrrrThzpi69nz9/HrfeeuvU9ZlKyLn33ntz6ewP/uAP8IIXvAC/+7u/i9/6rd/CRz/60akrsxfB1HxiYK6Nd5XemHYGwbytbP1Q8xNXum8aa9fiInTW9O0VbEsfprfXbdayZ+3bJmLH21n4N3Pf2PrNVLfpxu0Tgt6GbXXw5Ydt1qyf3cSf/umf4mMf+9hUcaas7k0VGxsblz+sAzNDKX1m+L//9//GP/7H/xiA9p9z9uzZqSuzl8CCMD44QLac6NhMQwmRFsf7TEA2H+nrHNaKu0IWI4gJyPoCnAiQZIixKt0/s9B0Rz+yfATM0K7che5vVOhKAKovwBGBUkY8UvVjXGvF5EYrd+rHsdFZUfpqy9X3gwAQmWNlxWWLKmsFJQiqb/SJKuk5Jsg53b5ozIhGqkTP5gTSJYc+LqeXPSor/zrtZwCuJUcem7TS/EKZ1SR26p9Hl4dufyk9M0TK6Btl1mxOVIKzch4EEkChEOmkp1RfR3FevlM7Lo7VWeh4Z+7VDUP3PYzeUJX39u88yGTlWo6k1jkgtrpDbtttegJihuKyPljet8L5m8t9Qyp81Zanj/LH67wTyC19fHSOKjo5slw+lNaFAWndEbd9DN2nkxX9dpIMuaybYeotUp0+D0BZSe8qQrtjDayvw8jEVFJJJVI662s8jk1mHl04q3Odt58qdMt7lPsGMGXGAASZ6+iq3oh5XgIgNvpoRdsA3fcM1muO8vSNUeTlqDp2tHJ6PNbPqoSLoL+2MVxc5amkEtSYdX1tbDcW5b63vM37XnjmrY1QjsC8VkWf5W4HKnS2X1XHsBmLeR9WeUMmIOgVwk4qHq+tle9D+/0++v3+THmfPn0ar33ta/FHf/RHmJ+f33a6n/mZnwEAEBHe/va3l9JKKfG3f/u3MzkenkrIufPOO/Gud70LP/ADP4C//Mu/xPvf/34AwLe+9S0cPXp06srsJWzduIi41wNIK1BmizEoY0RbEtwTkAOjzWoWQDkXQWUMMZFQidDWM3ZxiQhy3tIVVI9KdADlDa06+aiYsgxAJVS6M+eEkMZCWwCNWT/u5m2iddsJzDGV9SEivbCzhBZoegXdTnZiQJmK5Rsc6f+sRQxleuHkvihZfsk+IHsRopFeUdPlqLT4arpW0gUDakAloYqhhQRWlUWNUPrJin1f60WTdP2tcEDuA5FuI0sTPNUR2EgBvU0FFQNpX4C4rgxLynQvcW7t4dZBCyOcW6tV08ZjLYzIpBA8a20DvIqYxYamy4iysjKnUACNzYYVQUeIzvlnhFyC5rtCvsFWC2EFkNL9QyX+m/qZDYEjqnSOrryykmhsvqg8o9gI3tbi0MqTMQMxQUxULcAmGIhHDJ4A6QDgBHrcWeaSVu6mgbbwchWg7biOTCR5GbPe/E362tgxgadLwU/ZxuxiyFj/XRIaSAs7bGK61Qam045cWPWcrdt5z0a4yb+PtcsKMkFK3XGTz1upx6WygqVbOYf3efR1ly3G6k1b8gHJGKUXKWGCp8q+GVuV9CI1wVNNpPQoRYn1pHR/KrOg1HS8TF/W1h2nfnZegzz1t8KQGXs5vcoHRzCqwfBGDrQif+CpJxyOHz9e+vsd73gH7r777qnzY2bcddddeN3rXoc777zzknzofe5zn8vz+NKXvlTS6e31evj2b/92vOlNb5q6blMJOe973/vwile8An/0R3+En//5n8ftt98OAPjIRz6C5z//+VNXZk9BVIQQ6EUlWzZd5jlWUzFBxVEzPXGEIw+CcVxIRw7XUcI9TxBBxXVrh1J6Qtk8t0qPAPTCkzj09m43FZUAHPki5ZkNZyny+5ExdDkX6hTzvc/Px3bBxSLn71+tDBsKMCoyIEb5xKWUXIXT5s9U3gyrNE4CdN9bZ4UMpQWcUHJIIHI32soDtdOo6iOqbkVVgoDfx46tgCAn/7JwD8AIyoGxAb0hhhSdrQDhs6LTeZuTCz+58A8Uio9VOe2qwQbGDT1g6tbE2qCfF3LpgXkrOJh/jhbfW1FAmZegBbnI0/e5rJD5p4UVtOLQmmQQ5KulN4x9sDkxbWh827wMCjiaZMziw2v2ZQNTc0O3mweAEydOlKyrQqc4d999N37xF3+xMctPf/rT+Ou//musra3hbW972yVX6S/+4i8AAK961avwb//tv91xq6+phJxnPetZ+NKXvlT7/j3veQ+iqMEj1tWCpoBvbcHgWuiNVGpOv61Ad411b6xaK7i17bPl34a27FvpbYvhrM1r6B+vg8VLyb+N9y3ltyZt2miwY2vv9OWHhAAD0SSkAGX/K77ym4ufbWxQywMzjo1Z+7aNfsU3/xb5Y+bqhRx4XmbsZBTy5eXlbQkTr3/96/Hyl7+88ZlbbrkF73rXu/A3f/M3NWHpzjvvxCte8Qr89m//dmtZH/rQh1qfmQZTCTkAcPHiRXzkIx/B/fffjze/+c04cOAAvvrVr+Lo0aO44YYbdrKOewt7OVJ0hw5XKdpnXTcvG8HcrV0BdL0SxqFDh3Do0KHW5379138d73rXu/K/T548iZe85CX4r//1v+K7v/u7d7OKrZhKyPniF7+I7//+78e+ffvw4IMP4rWvfS0OHDiA//bf/hseeughfPjDH97penbo0KFDhw7XLqxy1qx57AJuuumm0t+Li4sAgNtuuw033njj7hS6TUxlQv4zP/MzeNWrXoVvfvObJdOuf/gP/yH+6q/+ascqtydxtTuIvsqb1+GJifZh2Q3cRnSnOEE8UUbO1RyFfDcx1UnOpz/9aXzwgx+sfX/DDTfg1KlTM1dqz6JBcbR4puFYmFEISYEgkQyroOqhGyuI0B09U1i5slR+44LX0siG9MTGkiGUv9pG+Y3915y2jT1NwUsBYyHWFB6lrWtaym/kvYLmb0jBMR8bYQWEbZU/5WZnre+CurUMqJb+baogcfNmo0RYQRWANuluUAeUCWrhKcoPoHk1bB23tiJhcpPicm6e5nvIdQHhq4Nozj+fl4H823hrfYUF81dF9YPYzto5bdoZ14U2NAZNxhNHSLqcuOWWW7BXIkZNdZIzGAxqdvYA8I1vfAOHDx+euVJ7ATUngKzNw+PVFNFGZhYeLtEpY9CYQam1Ka6kzxSiTQUx5jLdCB/RhDV9EqCPFfpnM8SbykPXG6BM9IZQKtp8ZEKQMdXoeXrFOlqwrLdNt1+BxlynA8Z3jEI8VKCsbqpBipEMFZJ1BeELBaEAkRq/Hz5LDzaKwTKwG7Jx4x+YV5QxoiFDjJRuZzVtykEBh6H7NLwLaOGTFOtx4a07gyZs6l9uAwNFhOlqcmdsxJvaf099bBVCQmhZsYYZNXplDIUy4Yi0TxrPiqEiYLIokC6IIjhkFQ3Kta1GIwxwIpD1yRvKQRnLJJL+ulOmtbKlea46N3TwVtb8q7afNc8oNfl4+oeA3AzZy78mMCCUDgAqqvmb36MMiDe0vx/vvG+K4M3aMjDasvlXBx4AJqgoMD4AQOg+9vEo553jv6ZaB8pMHUPzWoZ5B6XrLzI/naSOHReNuLZuOM3Lx61vXeRIj2FP1fIXH8qcBO4zbUrjO43qPL3UzxMEy8vLeOCBB3Ykr6lOcn74h38Y73znO/H7v//7AAAiwsMPP4y3vvWteNnLXrYjFbvSyOYFBBGiodLO1Yay8LOQKohVBdUXkHOR3uAc3yqQAEvW0a5j0s4AUyeWjokppRLtL0dkxr+NQydD54QgJkbAMHSxpRCPFCaLAqovyr5ZiLRvDtb+M4itaTvytx0GwMI6EisW1ny+KoAVcmdblHGePwFAyo5TsjIdAOIxQ6US0sS9EllhXk0MCOt3xjgLFBJlHzCZ9vVjN0y7eOV0I0jYDa9qFZWv49Y52cQJ0sgAj9g4OiPt6DGtL5C2n0C6/2pvirYQ1gttqXwr6BAK4cwSzdhQsRYcVGwiM1NxBsL2zV7oIIOlAKJGEJQ9vQCX8qdK++EswqWovobvtpFc6b96V5j26KCdyvjLAQPZHEH2iv5J57WTumRoxhU5H08ZKne253+g1HcRQRpHfcKMQTkofEYRo/AZRHo+iYl1HUBABEhheG1MvlUC7Vgv7wsuBCGu+ERSmrcsUHPFYNOz22bU+1Z/54wd5TyemUjxSbG5uuWLCYNTHUSS40I4qOdf9F1pXk+075qsz8Z3llM/60KCuebA0DZQxboP7IkaR8X4ytcNIH91toKLO/ahUAqwWaK7zjXZ+HhyBDphfBqx8bLp+oQiBmikfVFlPefEyjkZVbl3zqJNbkOVEdZI6Tq4Y4PsmiicKO+insdu4mqPQu5iJ0+BphJy7rnnHvzgD/4gjhw5guFwiBe84AU4deoUnve85+GXf/mXd6xyVxSkfdoMHp94TSgJ2sux1y+MoVOmTwhC9GjCtejcZboChYLFKSDZYmShsziyfmtC9wMEpnCQRQL06UZgrOVBFgPQTuhU0PxSZMaRm+cY2G4YQsK7gOTrV4NvD0Dn7337g16Ao0DwUouaw8YKmoKf2g0sRCfFSJcbxo4C4s1A/kZwUyGfRnaTDpm+kpGhQryFs1n7IAhp3zi09IBjguw1+9XhCCWHkbU6hMz5jRCf9ik8NrjwyutNH6Ex8KvdUIN0hXAASwTKraBp3kUptBDmo7N5iVANmxXXHeO56aO0OP2qP6D97gSDYAr/aV6eHACa/DXZk6eGed3U91ZwbZrXwStf+31oAyVzqtNv4K11mHklsBOnMU+g05ydwlRCzvLyMj7xiU/gz//8z/HZz34WSik85znPwQ/8wA/sdP06dOjQoUOHDtcQfvzHf3zHnAJespCTZRkGgwE+//nP48UvfjFe/OIX70hFOnTo0KFDhw4h7MTd2BPjusqGitoJXLKQE8cxbr75ZkjZZIZyFcAoEo/3JRCZQrwpywE2YY6sQ5r9zIg2U8SbGVRPIFvslcISWH0PjpDfA1MlPWXKcVlfvjqxCnViqMAx1Ty+MoyiZYQ8Rkwtf5+SrEOvKQpSmV4E0kNNr8K9m/dB2Ttvew9ee6C4SrMBCat1s8fa9u68RGdzrF7VickrF4bljaujUQ6wqfPPr7erehdGryG3hBOo9w0ByYbWTZL9yrWYYiRrEsmmguyTjpNWTQ9oiyIbjqHCG63AbfS6qqE8zHG92w2l5HB4GtDZIQlEyugWVdoH1norWWI8DVd1poBcUVvXv8x9ylhfNZJWlkdU7/vIBsjswcv70G2b9wbLQ7cBNms6L+YBMTa6OSFPy8HO5UJ3JVB+W9/nSsBcT2+/ULF/3jM5elAhmGdqOjPbAAM6Fh4C6SU7ATzr1+lMJkaU0bmpBh8F6XEVorNAvq75xiUx8phX1TAgeVbSjB4PnUVx3RYKI7Jr6K6rpsJU11X/z//z/+Btb3sbfud3fgcHDhzY6TrtCUQThjBB+5SIMOkJRCOFaEvq6NuJqG9+gN5gRhLJ+gQwCqnRSEKMhpALCbKFuBwXi5AHyIRiQDKE4rK+BwMkdZA9Gz1cB0KkXPcHmV40VKTpKi7yzzdCE4Azko6isF0s3U1dwa+Lw/q/6uJlBTElWId28Ag9Nj2T3tRLOg2R2XcVQCZSsFt+lAIsOLeAqFpg2SCJeeRqa6mRB6B0Ii63LNqcC5TOc4xCEY6QRzIuCx4MmPhV1SCSkLp+TAAE5Qu71Y8QKWvLpVgHkuytyXxzikaMaCyRzYlCwdcJnpoHOYwK3rgbs0iLscHFkKj8kssGdd6ZcVFSprY/rLAhiiCMOe9M3yuhv8sth2wf2l+NkrV9Lho7emJG/4QF67bD4a3pPzHSkcRVgpxeCiBa3SR9ATDdse4KTGTGgyor1rt15wm0gUEoJpwt2BQSCm5qu4zd+Fm271mPX0QozWv7HLuK+e73zrxn1gKZVyirzvU8sLChVRTraxPIstYK9PZrAS3oSy14RGll3prAsdIIOyqiUnoZ6XXPWlblEeFNBaTgXDkbZAIXuzG8lK6cVWSOXAswMy/tGM3HPDtuEBQK6zGrbG5LN8KSfZHqsHcxlZDz67/+67jvvvtw/fXX4+abb8bCwkKJ/tnPfnZHKndFUXvV0m/UTBRU6gMzkvMjRBOPCTUAsZmC5iJw7AtiqSdTnKrwpFEMNRf5BQhoYUfOi9JCV9Rfb7TJiN2vUP6D/ZYVTvuCCqGsF/CmGELeUwunDsTstxYBSsJDkD6B//TIKhwqDrcNZsEKBeAESm9Stf5jI3wFeQdwn7z5a2FGYbAua/1ry42HCrIfB5njChG+9CI1gkCAN3YhD/FG19t/PqIt1MJvtizMyUBobLE+GYnSBt6OOahEnws2Xt7nRYQHdi5UBNpuPx7eEmCE2Ib8jRQTJAP56UftIQKYyEQCp0AHBTK2e3VsN+hA+iYQitPmwCPs9lEVxvoyGgeqLqGFt74/PUcECfYryRsldBmxfz20P1sUoW1epZ95BcyaFlA2FgpQof1gp9Gd5EyFqYScH/mRH9nhajxBQNR8xQN4BZw8uSBwr1k1vzEYXsMmDJi3+QZ6a5DCGaL1AqhdqdXr10xvO2VpXZ9bHtjtQION+eeCgh9ChS1iABRRsluKCKYPCMblxG0dEKa3+gtp4e12Amg20qevejtoG2NnBt6EXlq2TZ81/xZsL/BvAzkgZFi0WTG2z9sZ+mY7D7RYU824bGwfOxiF/FrCVELOO97xjp2ux47hf/7P/4l3vvOd+OIXv4iFhQV83/d9H/7wD//wSlerw+VAm5AzawZXO/Z083e5cld72IMncIBOCpyidbi68B/+w3/Aq1/96tr3WZbh7W9/O9797ndPle9UHo8tJpMJHnnkETz88MOlz5XCRz/6Ubzyla/Eq171KnzhC1/A//2//xf//J//8ytWnw4dOnTo0GEnYBzPz/zZq/jZn/1ZvOxlL8P58+fz777+9a/ju77ru3LHw9NgqpOce++9F69+9avx13/916XvmRlEdEUsr7Iswxve8Aa85z3vKUmDT3nKUy57XTp06NBhT+EJeorTwcFVrpPzuc99Dq985Stxxx134Ld+67dw77334s1vfjN+9Ed/FP/u3/27qfOdSsh51atehTiO8T/+x//AsWPHQHtgAn32s5/Fo48+CiEEvuM7vgOnTp3Cs5/9bNxzzz14xjOeEUw3Ho8xHo/zv30xuUogFKbBHrBo0Nthbg7CSCHVTkO2VhqhAJnS0AMKhtx2uT0rG1ui9JHSITKDyWetgsdypUQ2x96NNbBmLk1lhPIPkwoLmwbF38b0NlbalIEI2wJgzrr4tebfmkELfcYAma2Da9Ygj7uZvmXs7Dba697yQMt9gQ7w2TA3AB2GZDfm5XYe2s7Y6jAzbr31VvzVX/0V3vjGN+KlL30poijChz/8Ybz85S+fKd+phJzPf/7z+Lu/+zs89alPnanwnYQN5nX33XfjV3/1V3HLLbfgve99L17wghfg3nvvDZq6v/vd78Yv/uIv1gmecz2RKYixBIG8ynIiVcZPQ6CSghCvTyDnEnBA2U72hC7HkwdlCslFCbkQQ1UVmJkRjySSdYnxwT7kvENn/V+8KRGvp1ALPW0CX20vtywIgqCYgwqyrACkCoitg5pK/0wAUspYWKFMZ2OFgwYF3LbFxhU+3WdMo5QwSpS+vpWMeFP9/9l783BNkqpM/D0Rmfktd621N5qGBjeGTWhBwGWUERUQZnBlVBSREURBUJsB9ceiIAqK4DaO2zP6PM644AOjMAIzMq0gsgkjaouydtNrrXf5llwizu+PE5HLl9ute6u6q6q/8/TtqrpvRmRknFhORp5zXnDk8tIsGIqeYJN1Q94ZyL9t5KKcGhy4CYCaM9jxEtXLA+mKQhDb5rT2mhwbcr0sAxKa7mg6Fm3ZPGrHcnv0GANsHL7Yd2BQAijDsAOq0zGw6x/rQ5xLuvcRXz58d/H2Ds91bxpgEsdrpoax4Te/jGUz1S0vEOU+aXwBaIUAUM6X1EbxohJJAdAYocbifAsf0r1Y3nFpsUtZsfh8xICeS06gGtO6j0g0kLQMTQYFQ/qnqW8YBcv5ou4d7rnlcgfcxfHBLXif7p14ck0zdIXz8o5/zPH62WixfqnUE7Byy/Pl873BQZosEE4k8tA4DrmyKAvoHZfioQHPn/2ekPuA4/Gf//mf47//9/+Oxz/+8fjEJz6B3/zN38RXfdVX4eqrr953nfvyyXnIQx6CkydP7vum5yKvfOUrQUSdPx/+8IdhXRzfT/zET+Cbv/mb8ehHPxq/+7u/CyLCH//xH7fW/7KXvQxbW1v5z6233goACGaOd4oZMIxwO0N0JkOQMnRqEcxMzrZNmUV4eo7w1LyRz4gVwYwC2HEIUgpBbBBMs4KtmwHK3AblIrBMpIrxaBk0z6ASC2UY4XaK8Gxc3D+xCM8mCHczBHPGym1zjG+bQ7lIr2CaYeXWGUYnEwQxIzwdIzwbu6RXUj9c7pneKAoljMWeyTxf45S0neA2HIuFC9welMmiostM7HnSMqrU7/umwFGEfTb8KAgfk88dU9nYGHLiqArGZX+ypmcGemKgDSOYWURb0tceV7GFmotxp1NHpmq4Urevn0MFDqm6lrjNUbHkX9LzUnmG5CGx0n9mpJGNVb6ZWQ2kqxrZigYpSV9QvrfkTYILcxW+MlNijGaCGFaBzJXakbdvu+87U2ZKlzkQThhhwtAGCKYMPbc5LrmBJMRXWZdfyp8oOgZvnQjepjsJLXe6cckF82ETkpBwhgQEjo9NuYry8cOiewuZs779C89HpXv6Lsj3DZ9TqTzenW5ghTAWyt+7LkSA9jlbbHFvlUryu7x9ZTZtZ/wo48ZGKht6Xt5W8SB2Y8fh0reOqNLdS1jqq48A/z5luTgR9LrLZFw36t4RB/v7k89PVTZsXNkqLuV1zIi2S6kBSmOPfd8rgJRbF3YZKinur+eMcIcRpI6JfcoFk7ojIFaOfFcZ+Xuue98el9aBSu31uEoYKpbyQcyIdl3/ub4XYmTBwxkQ7qDgImS4/D97OCU6T+Kf46A/F6v8wA/8AL7t274NN954I/7qr/4Kf//3f4/BYICHPexh94xPTvkzzs/93M/hxhtvxGtf+1o87GEPQxiGlWvPF+cEAPzQD/1Q73HVAx7wAOzs7AAQA8zLYDDA9ddf3+kMPRgMMBgMar8nAEHCUFtZYwilEOVZqFPz1vwrDMCuhPVTC8jk0HMDM6T8fhVRBKuAYJLli3QFzhjh2URWz4aJFkwNVj43ExZzUx3ZBEcuyimy1fDcQyzzDYGLfy9e7o+gFdWLw5EEug26dn//Oc9w47MvvCg24sSOVbihvCdpDHayxkVK3u4MMiMnOk26Vwl36o5DgBz5alN5ShgcNbefNQlDu3+zbuhfZnanifVngwYsuTHZpBsUNkBj3zJAczFqFhdFgmw4DAaHzbr1Jwut9QPgtsSMTjc25GrSzDIeuL5tGRtkANv2Sdc9X8W4WbiAATkdaGg//MZcPh0ow1z0T1N5Airkm81jA4BuLq8sgDkAVV9z/LxDxu6kuAHn9r7PDZHUGWQt9bd9Efe4nqHKIL7wrBaoZRP2eJCwPF8dlrGXIE/i14hngC0ly2x6PooBQkP/sbzcmpaxqywQToBkrRm/4FIyEg9Ux0Uq73vf+/CBD3wAj3jEIwAAV155Jd7xjnfgV3/1V/F93/d9+LZv+7Z91btnI2dzc7Pie8PMeOITn1i55kI4Hh89ehRHjx7tve7Rj340BoMBPvGJT+ArvuIrAABpmuKzn/0srrvuun3fvzd3S0/enIPlz6BOyztf1DpwMu0V5CcjnW3owg7wbHu5d9/tD1h/r265u5KD3L+370uZjfd3g4PrpnfsHbT+zgsaDJxzqL9X2vzi9nqPg6imu+h5wbu+SvT1/V7wvvv35oy6QPNqr/iF1M9S9icf+chHGg8cXvCCFxyI/HvPRs573vOefd/knpD19XU873nPwyte8Qpce+21uO666/D6178eAPCt3/qt93LrlrKUpSxlKUs5gFzmPjmDwQBnz57Fb//2b+Pmm28GEeFLvuRL8JznPOdAUdJ7NnK++qu/Ov/7LbfcgmuvvbYWVcXMuU/LvSGvf/3rEQQBvvu7vxuz2QyPfexj8Zd/+Zc4dOjQvuqjzIJSI299Tdl6rUs17/wCmoYPxRmgVc41VcGSDOFuDDMKYcdhFWcGJQYwBlDOEaBGEul+mnCg85WDXfv1JIUdNFBNMEMlFmRsK54fnzYd+/vyzDDDoH4qwc63g4BspOu485UBA3agGsv7TwY1Ij6I7oJpBtZU8IUt1G8iBWXF72Sxq2xASIdKvvc34KwKR+bGT2KMnDNnEWdXvo1k0fsrVJ5nAZdnRMFPVLk3Q3lH4XCBJ8zjqZzy2YjqdAme4JRaTrtceWQsTuRNuvHkrU1O1oyqM2qt8xlBKjxojfU7J3AiTzbZNHYsoKiRRoQMI5xZ2ED8fWp4ahFOhPi2kYbEcu5I3DT2GIK16R4eL3NO5Re4z1Ret4tzy/tVGNe3Nd0j5wATOoemeSk+LCZEs6Oz8zVpezbP9dTmj2ID0YtO6yc6TEAWSfkmGg925T2RZhNe+UtjA0qd3rAugdo/14I5pxBp4yPTc3Ycgc34BZPL/HPVhz/8YXz91389RqMRHvOYx4CZ8cY3vhGvfe1r8a53vQuPetSj9lUvcc48uHfRWuOOO+7A8ePHK78/deoUjh8/fkkzlG9vb2NjYwNf9bifQGSjyiSwgdts2RlAufOo+9PYYlFbiFQQxmS3mRuLYJKA0uJbkw0Vss0R7DAApQbBJC0ck30dyrFRM4MWCVMIYCqxVdd4ftj/53CFcliqDQnZUBxkVGqh5yZ/Fna4GQX5L1ojeCDlvdNzXj5SsAPh3SIjTo1UKmuGCtlIVmw9swimtoLbgYJ1JI1N7MY5yR6LH5OemfzeICBdC2BG4s1LZYdBpzsVW4leUkC6omGHnkxIOk3HzumRADNQheHgIzxchEoTwWhuBLMfBw0RSs5IZqA9SgSoEIjmECF3xlWZOFGWI8hsAGQuoo0MnNN3UYXVKCLeShxhedudvsk7bNoqLJEpzeX9hp9zJzXQVxRjRxw/VYkGgCFtMwP5jZ6LI3NlbGjkjtoqLfjPfL1m4KIhWTjCVFrF0xUZW94XSztfKt/2bKSK8gvksCAhkpT5R3VfE0buM5c/Zwvuo4kqUjbkmvqOkBPT+urLX1mtcsYMiVO0jlHXvTM6hEi1Wg/gDXIhv2S9cCNeMHbKioF3hpa/mwi5Hr14ffv75OumN0JMYTDnfVe1+ar3XZDyy0Jl3fCd5A1N3/d+SXd1etJP9p83F+adiYDMxvj4b78cW1tb59Uf1Yvfk679xZ+GGg0PVJedzXHrS37qgrX1IPKVX/mVePCDH4zf/M3fRBDIoM6yDN///d+PT3/60/irv/qrfdW7rxBy73uzKLu7uxgOD6aEi0V0YkELvaMyMWJ48e3W90WgAWtd/1TLShhoBqQSlbXYeyq1CE9MYEcB6u6cro4uJjgGwFba0OjLISHGFV+HUiNVyghTWf0bnU1TBmUpzErQ+PZCAGCEMXvRACG4/kwtEOnKIpzjc+uidtBYXowQgAfNRDLy9mqgp1ml/X5BC7czqIRhxwtK9UbeUMMoOEOKSoVlcTMjgjVcf7N2f2dNcnLV9HZLghsf4twgrEicVVv8cHJDpqnvGUDGCOLm8H6VAWEmLOhNtSsDYMrgqAF13cG2anyUYZ0ClLlToQYcFjlTfZMQpLyPbKmNjZhzw6MJVwYS0dcwbsBAMGfwvB2Pdi0YdfJZ3/ZwYmEiAmvVeGKnMmdIKK7rhyBGXvOjO5wlurEJZ8ipEZXYscvFGaAUspKXh60TZQGao254e9wANENjAED+b3aG0GLlfmygoW53nQ3JsYw3lHe41RKZVsHdn6wlfL+L161LyhF11TXb/angIugams8SLZhFBAR13UrwCST1wj0h94GTnLKBAwBBEODGG2/EDTfcsO96z8nIeclLXgIAICL81E/9FMbjcY4ZY/CBD3wAj3zkI/fdmEtCFidLBWuOaCmLyjpmK6HVwNmT9DqrUmfb8jecFuHF3DoLojLb7XDoNvhmEwy9TtS2ib29hKu5ab0/AXKS1CE26u4fbogUK8A9LMQtBk4uvY7GHePKdOQX8sU77w3UrM9y2Z5QWR9avd/RS6Y9TWRfnX3jFmje4Ct4x/MxADQZOGVZ/CR4jtIzazuvIEK3o3HDyeviDbqc7G2LgYLuX+dgJ3kriY3XhVPHhwHCHvbtrjUb/brnsFu3i7mdLphc5kbO+vo6brnlllr+vVtvvRVra2v7rvecjJyPfvSjAOQk5+Mf/ziiKMqxKIrwiEc8Aj/2Yz+278Ys5RKQiyC7dZv0boZ0Uc/xe1+6Nsp7rhX3ityrz3cxDMo9WZL3jvQSdPa9G5zPxizlgsm3f/u34znPeQ7e8IY34PGPfzyICO9973vx4z/+43jmM5+573rPycjxEVbPfvaz8aY3van3m97nP/95XH311VCq+wRgKUtZylKWspSldMhlHl31hje8AUSEZz3rWcgycdQKwxDPf/7z8brXvW7f9e7LJ+d3f/d393TdQx7yEHzsYx/D9ddfv5/bLOVilK6j5aVc2rLU7VKWctHK+chYfLFmPDbG4P3vfz9e8YpX4Gd/9mfxqU99CsyMBz/4wRW3mP3Ivoycvco+ArcueenbJzpxBg5GxHeB+9tHG7U8AZM4z16w5/PfpFuKtznW5tJFjurrP8Am31v8ACSDvXI+jJOeph34+Xrk3rSxDq67Azz7xWBY9i5c3c/X33/tF+zp1vuse09t65N7kRz1viJaa3z91389br75Zhw+fBgPe9jDzlvdy+9I5yLMEsHUZkzswSnEDsN6+LCvUVEeqrh4B4Y4vppIu0iclvp9OGvXM7RBCjCB6jSVmtpeLt/aNiDnAWpqA0McHK1ubjsDElJvbeszZCshTItzNANQs0zKt0iQcHuGaIaEULdVjhLfVmNZF97clCGbGcrlBSLT3D/E7vm5GQezvFTs0zmRLITKoO0R+5xby5xGi2Xz8tyqW+OibNpwS44GpLV8yUG2qbxGK+8UIHmRWnmpABe91dw5BEc30KhbfwO0NJ5dThivu+Z7NPdc6R6mpf7FdrRhHcsa0D3vjZYw9sbi3D82TCh1tJXnrug0RrGutN2/a070GF8gSN+24KyAZLWtcedZ+Dz9XKTysIc9LCfaPp9yQU9yLmWpTOoSESDBn1Cxi4ahYmHi9lMMzsPMFaxWEkaepJI7BRDjZyDh2cwsm7ELNWcC7CAARxoggnGJAtU8K/BhKNFPHs84Lw+UNqgyNQdQlI90nrDQRAoqlZBvAoRLaRyAI+UeU4yBPF+IW6SJCXAhn5WcQe4e5HJ9sGVhLHZ9zKqUgwiCq9QWCeUIeWIuaiifiyaYtRDWJQKkTLYG1kKcCUXQKYMzIyzsC+WJxdCxyiXRU5Tr3ifFy08nyfVlzgJd5LnxcN7JLoeOAsCGwZoLFnuWxHU6cX09tzADlzPI52TyOXjy8kV/wDoSxdTf311YyqVT6L7UwLL4Ikbqt+X6WZIK+ugbRlEHuf9ZF9qunB3AhOL1yevO97XbkCvH5q69VhOsdYSepUSP5YR/bAumddGtGEg+IaY1DB1LKL/fhDiQvmYAMJLvyJeHRj7uLbNwL6UuVQTgcvwIuSlb9wANbN2SwgAl3XrdF/3rOZ/yH0di6UPzGaJb/6KS686NtXzolfquzJ7OdrF+F5lUvn+uuFLb/b1ceVZyiVVANiySSbJP8ujr8zl4nG6NZQRxPdqIXP94feXP5nWrCMbrLimVZ38vEj2U8wg5XZFxQ80ATAzrmdh92VLkFDOKcVnB6xODAdjI538qrGt/fwaQjYFsBJhkecpzPuQ1r3kNfuzHfgw//dM/jUc/+tFYWVmp4PvN67M0ctqEZJOjtDnvC+A2Wzf6m4Y5u3pQ/tPXHWrYQIGYwYu5bYgArWG1EqMhUPXygwAm0qDMNuOOCTsPWW84bmUN2KAwbsrlbaQl0zBI8qcs1h8QKLH523+ldiJ5JmNKu35xBQGAYZjAPduisaJIwr0TFxK+aIy48o0EiwA4UEjXQuhZJlc3GDMqsfJ8DeWVBSjmPDdIm+6V5To5ql/AFzaEMkwGzoAsNtwyHsQWlFlkq0FreU5twfy8eHuW++eGeuMDoGqslGBtAGsgJJE13SI3dvI33QXdEgMmN0yrOAjCmu4NncXuV5KF2Ka2UfdQBEucJ6dbxFkTspESRmo0lNdCfJvn7VnMeaQBoxSQuVxXi+MW3siujxuvG7hM0o3rBoshGWRcy+ib65YZ1ifNW+g7V0Xtd5X6bfH3RtWX+72hvAnEcKxl9HXkqBbSN7W8TYqQjQA95SLvTcPzZdGC4evbpaV8uFvPWZTfHwXTei2fF8tpKQf1vvf39+SkTWuW9A0jGzWMLfdXS0C6Igkwe1M+nGfxc+ugdVys8g3f8A0AgKc97Wk1nsyDcGJeUCOnKWHgJSW0B4LMPdTRhXHYkbvlPOC99+/IPQPlDayOKromXZ/++/L6KFpY0c9BiFxW5xa4rzhaNuEy3peXpmfs6LT9gr4FjVBkp+28aJ+w3/A6L+gcW+jWbZ8CunRP1JwVuoR3fojfA04H+JC/J9315H7p7dsD3L+3DvKnXy24av+011u3x3vGRitKlGfebr11T9/3rVk1GpSFCuyg7wGXsh+5UPyYS8fjpSxlKUtZylIudrnMQ8jL/JjnU/b1vvJ//s//acV+5Vd+Jf/7P/3TP+G6667bzy0uCpHvrgFM1OLMSiVfljY8oNZxxQowkWp9K/Kp/FtNRS79NIgNCOmKbq3fBiTH0m3Vq477M4NS4z7ntRuz3PJCzoAjOmxxJHa/6ypvVbczajpUyBqoBjxuAvl00YYzOt09W9u2Z7xLtwAo5VaHSib3SaFlbFkt/hJt9VstfFZt5U3o8KZ753h735lAfjrxlvYxxJG1rbw8ALc6sVfIa1sdedvr9mOrcz/oqbsPN2F7/Tlxa0sDmdod9AGv2/b6hcusGWdXvnPe+r80dT26xx6jGPfN64qb1x1O6CbsGBveH7HFgZ/RbSv02QBM6HXSvmDC5+nnIpYzZ87gDW94A57znOfg+7//+/ELv/ALOH369IHq3JeR883f/M340Ic+VPv9L/3SL+HlL395/u9rr70WWnen0r9YxUQK6UaIbDVEemiIZHMA64wZhhg3ZjWCHWiYlQhmFOQThCGEm3YszsB2JIZSjpMwb2cbEexAIVsJkA11pbwZKNhxINFKAcGWo5aaBmvpd6yAZEUjORQiXQswOz5AulrUbzUh3giRbkSwESFbURVjhwnIhkKoyUo+DZQXPUotorMJwkkGlRjoWdps7HhCUa0q5RkAFIkDaeLYyH30Sv4j1/if8hy1GjAjYXbnwP2U+y4EklVCuqqQbAaIDwUwQaG7bECINwPYiGCGCmZQLS+khe5THy0s+Hk/U0k3dZy8L5BeMGaYCwf2Bt3KBiv3Vpl3Ki4MQXb641BIJbOxEl4lX14B6QohW9VCujqmyoZjFZCOFNJVjWxIiNdVxZixGojXFNJ1jWxEiDeqhqIJgHhDIVnXSMeEeJPEx6KMbypkKxomIqQjqkTOWA1p01ghGxHSNco3LG9cmAHBON1kY2qMmiIW3yllUYw75xCvExk/eV6RJmODUNNtvgE6Z2MbUmUzzVVfXjVLxgxDjG6U2OnLhpivH4GMr3RMlb5lAFnoyERR+iUXfzWB+IOwJtioGpHGBKRjQrqmnO6oYohaBcSrhGRdOd1XdWc1kKwTzEjJM6p6//hPSUXfVtsHBdih+NbUdKuBbMV9DvL1+3IMISDNIM7kkZCy+ojFfGxE4gydrSikq6Wx4eaVckEA2nOh2VLfu/Z5otFK38HVvULF+CirGYAZANmqONgr5/R8sRsNl5LcdNNNeMADHoA3v/nNOHPmDE6fPo03v/nNeOADH4ibbrpp3/Xu63PVG9/4Rjz5yU/GTTfdhIc85CEAJFvhT//0T+Ptb3/7vhtzMYkZagSl7+J2oJFEQ6iZKbhWys5RoYYJFJDawimx/F09ULI5udOfenlCFpK8hWi3ApcnmoYQbJra/CvqgBgnZlSiQnb3SFcDZCsBVGxhozpuI8fdZNz9qTrZWQGwQLQVi1GCEsyATgxsamFHCwSe/u9KWM95oV+K8laMhaZTM4I4YEMI/WoOi86HgOFIIhdO1mxIiA8HUHMrUTILOGtCNkSJI4cbO7lOzOr+VJTrRtVwvysAbMRZuNY33hDy+Tjc7331lAHIGGZEeaRQ9fnkVIfc32u6DcXwI5bTu0Vn+GzoWMqZhaenjJOLIhnK8YIt64dkPKerhNRF19kyyacrb4YE4w07TbXy2QqBPBt1Xr0zShUhG4mTe5jUux7sosJgKySU5R4idn3b4QdiUbp3+TJFsGHdSXhRGFxjhy+30RKXorJK60ooJysq8+Xrd2HARdRRrRGsKY+GsyHquh0hH9tdOBjgqIyXHsLbaQ0dkEe5LbKvl3VrINFVTe+7bl2hcsSddwJ2Bq/14fWLY0MT0lWCnllEM+QGR950do7Imqu8e6VnYw1HzIt8vC5eZwLADOs4AQX57D0hTS+3+6njIpUXvOAF+PZv/3b8+q//en44YozBD/7gD+IFL3gB/uEf/mFf9e7LyHn2s5+NU6dO4UlPehLe+9734g//8A/x2te+Fv/rf/0vPP7xj99XQy46aXL8Iwkl7VztOhx5mQh22HKyRZDdupPoj9pztcB9fhq31e+MhDaSyjzEveX+RAhmKdS8fUZ3OjGX79EmPQSWEh7afo2JqLOOzvaRGCpV86KMo3eB6Hb27CHw7HMS12gnSHVj0rbNZo+39Z2PVGob2y6qhjvaJ0ZmR/tV+6ex4pp2SPc4WfcZIb1e1tRzTYc0bvILeOu4dEZP2ydvf02rMyzJvW0TgzyQGxuNBobH3alKvyd6s3Q9O+BOrzoO9FXWPXe4Z2oEjmG+SQguxUBbeQLsAK03YABm1I4T+ub9+ZPLOeMxAHzqU5/CW97ylsrXH601XvKSl+D3fu/39l3vvh2Pf+zHfgynTp3CDTfcAGMM3vWud+Gxj33svhuylPMg+1yk9yzNBxwLbdh/I3rnX0/VRNRZR1/LDtp9F7r7L7h0bVQ9eF/5A9xa8D7d997gYBVcyHHfK+ej6paTmPN6jwskBx92B3y4Sz1K+BKRRz3qUbj55pvxRV/0RZXf33zzzXjkIx+573r3bOS8+c1vrv3uqquuwng8xld91VfhAx/4AD7wgQ8AAF74whfuu0FLWcpSlrKUpSxlQS7zz1UvfOEL8aIXvQif/OQn8eVf/uUAgL/927/Fr/7qr+J1r3sd/v7v/z6/9uEPf/ie692zkfPGN76x8fdaa7zvfe/D+973PgDyNr00cpaylKUsZSlLOY9ymRs5z3zmMwEAN954YyNGRPtKDLhnI+czn/nMnitdymUq1H/qfRAyuz24vXQK97Sur+29z9Z7/4v61L9fOh6A0O58upfyB5U+ksYDj8ueCi553fY1/iIe/Acfdgds3JKg8x6RC2Vj7MsnZzabYTQaNWJ33HEHrrrqqgM16mKQts3WhpTzBNXKkEQ6KBcN0HiNm3DN5Z2TXVNKc4eblvszIJFZVqI0auUZMlkNnJPhwhXeodmi1UkyGwVQqUEwq3vQShiohQ11ayZez1OjWjL9+jDTtmywZEpUBQ2iY8AOuq4pOSg2RbH4dP+NRT39givXcAuG53hqdlq3GjnHVUPLXJRNy3Ls6AJYt4yd8qM1th/ti7V/QyRu1r3nCYJEATbh3vHXNuGQthM6HGgdQWgbbkMCxe2uzTZw4eRtc0cjf862udU6aojAAefjevE6YgY8nQBaKrLd0V0+N05j22x3eaEJ4ToNA1AMCsst8x7F2Gjqe09G1kJlAbiwbwW5f1P7nMNsaz4wBYkgbDOwDUDUPq+zISGcyoM2XaESluipFt1oT+HS4HhPzAgmEmFYw2XRQzC5Z45HLnfH4wuVU29fRs6XfumX4g/+4A/wqEc9qvL7P/mTP8Hzn/98nDhx4rw07t4UMyQEixEbDLBWMErycaismFg2JKQjLQudZQQzA+2MAQJcTpNAoiiYoRJJWuXrF5JKcunsHeFiabOXEFHhuDKufpUWyerSVY1kTctCZBk6dQSaznhRqeRcIThjaaDytnhcJT5/Swl3YhWAgDA/PoKaGwzOJNCJzXNPxIciJBsSPq5ii2jHyOLn8GRdIxvLKqfnjGg7k4XNl98ocJUwool1cb3SgTZURYSIn+z+BY0Lw1KngA3ZhTwDIAJZhooluqkIx0VlwffRRZ6ksWxokS0iQCRUuLRgE8lYSGxB+phHq5Tqh/Qfa9nMvTFFkDDZdOz62zDCqYWOi9XIuHw4OdWBRXEvyAafhwdzQWCZ35eK56tY7z7k1nJBQGrKJIdygY4ZKnHjOGCkPpTdWVbhlBHMZexkESFZVRU8mLncNZB2ZuMiASZZIDprEMwENwPJgZL3Lzuj3rqNlCFEoF71yiUtDFQ+r3y0DcHlZhkV7VEJ8r7Nx3pIMm+8sZY14ErBsCMPTUrGluWcJJIzdjlsCt2XyWXL3V45tVSlXyzorhIavmgElchjgwTgVHK5yLx2/ZsxtCcAJckFkxt8cOSr3kBNfQqGEp5IeDsBQlwbuWisHC+MPxvIuinlxTgKYoZKXXNdAsriAQk6Ka1zBGfIcD42gpnNy+fzmpDPu2Am4923efElRYxXgkogoeR5eg83r1MZ+8GMkQ1dqLgzhsjIixMxEO0y0lXhrZLy5NYxhp3fQ5bDZZ7xGAA+8YlP4Jd/+Zdx8803g4jwxV/8xfjhH/7hmjPyuci+jJyv+7qvw+Mf/3i88pWvxEtf+lJMJhP80A/9EP74j/8Yr3vd6/bdmItJ7EAh1QrhtkVtWDh+E6M5Zzm25fBeRZLgb8AIYmG8ruZpIOE/CazL40A1gk4bUZ7cqhY67epnltwg6XihfiWJtPRcNkudLpBAMhDMXV4aTflEz3EL6JlFNiTJi7KwYduhxuzKIdTcQGUWyXpYecuzA4V5JIsAGMhWqiScZkSYDUPoqRgG6WqVKNMOCPOIEO46NunF3DAEMFeJ+so60qksXtlA3sTK4cUEWbzYcJH7wgOu76FlQdczt/nbhfJWyjMBZGwlNJwAOU2zpVOPcuNIyFMtC+O0Gajq6YUmpGsa2ZARxLZmbMJtmtbtlDZAfewE0gZlS8ZNpYGQk5WGkw2fWwQsG5tKq29/KgOiHYYN5GQgmFfHTpAw9GkjhpCm3LCu6GbLClM9E8JJdX4FMUPHBsm6yjeyHPeh8CynJvJiUHo+N6+SSAx6VijY3nNcjAYdF31Zxjlwv3Mnnot5fcyAYAKLaMfW3qwJwkdmjYxxYWNv3lTyQ8FK58tpiC0ZaIskkQyIYdWiu2DOMEr6Z/FUkFgMPKsBaNTC7pUFaO5Y7pXTfRPukgQu1q8zQO06Q09BDJjy/Y0YxCaQZ1HZwskco2CJN/Xyfl6bSOZ1pX1+bBBXDZ1Szik/7z1L+eK8DucMHcupDRlU5zXLuJdTHYKOLbTL23RPpcm53H1y/uRP/gTPfOYzccMNN+Bxj3scAHE8fuhDH4o/+IM/wLd+67fuq959GTm//Mu/jKc85Sl49rOfjbe//e24/fbbsb6+jg996EN5csDLQvpYZsllB20TTTDjji5W1Hz8X8JtT96XtOv+JJtOa/XuE0hL0YIFuqkJJIZWa24Tkmy7rX1IhGxFN9ftcBuq9twyRCBw6/EroTu3Crk6uu6vWj4t+fJtn92qN2kRJScWbcIBIevKFu438NZ7U3tuFH9JR9+R6fhsCBlXXeWDmFvvTwD0jOX0rQ1P0ZnbxYYdJJEkTOatoggctsPe2GnVn6LOnEfEC8ZRYx1d93cvNl2XdAw9ZQG0jH0CutsOOCb1HryjvE7R2nf5vOzAg/LpTiPefv/OOY09tN+dBreJMmLsLOX8y4033oiXvexlePWrX135/Ste8Qq89KUv3beRsy9aBwB40pOehGc84xl43/veh1tvvRWve93rLi8DZylLWcpSlrKUi0T8yeFBfy5WufPOO/GsZz2r9vvv+q7vwp133rnvevdl5HzqU5/C4x73OPz5n/853vnOd+LGG2/E05/+dNx4441I0w4z+FITRn4024xz7uzbiqe2A8fBjiD9/duyIDNaCSgB/42+g6CTuptHhqHiFoJNQI7Vs46H63l2JuTcNY3Vq358/7ornr8F7iTYZLSTDHq8lWAyvwFaK+gbOn0kjozusWEVKrxGNVw7/44OvDUD817wLt0BPQ/v9No1L/vmbQvBo8c7b489jJ0evHPeoke31D/vbQf5ae/Y6ZmXfa4jfUue1Xuov6vuvr7V7e1juHHf5iQNIB11t++CCZ+nn4tU/u2//bf467/+69rv3/ve9+Irv/Ir913vvj5XPfKRj8RTnvIUvPOd78Tm5ia+7uu+Dk9+8pPxrGc9C+9+97vx0Y9+dN8NumjEfbM1Yw3vCFxxOGTxeVAzcb41kfOj8c6fKSOcGvHfgBBKmoHKcXGWrdxOZMF/o7ltcrXOAJ3ZglDT+ye479UqE/8ZWOcY6yNkIM6f3hdGpYxwx+TOoR43I8oLcDlqxTKCiUEwNeI4GxGSjaDgNbLOQTMFCCysx6OSb4mbbP6TmDcYUIJBgBnLL8RpungL8Ys0BoVuyr4hVknERe5smqHmLKoMoFLRnR24zxu+vx3xox04Z9as6tfDQE4O6jdMjzOck/mKzh279ZzziLjcONIkn2QAcMBVx2CuflIojw25t/c1KXTjh47cXxxQxadFHL29/4TvW46oiORLC8oJJiAduU+NJI6hg7OF/wGTkJ9mKzJ2dMwYnDX5Eb9VQvCZrVCOh7s2H+tCTkviRE+Od2i7wK0G0jUFM1SubwGdlHQPgAP3b+OepUwrYBk6RT7vWHOFs4kycewWvivRVU7GCme4Ox81RsEtlc+rzNEIOOde9s6/Jd2nqyp3/vVO5mXdVxyJTRW3oThfe9wHIOTltYxX71Cv48WxV5DLkkXucO/7LhsXkUKUiY+MdxxmiONtPnYy5I69OR4V7afMOaWX6rfesdk75KcLutPIo6TYcsUvhuGclyOZ1zpmhFNeKE+5Uzw73qjKvPRkvd4XrzRvrfKO0W5eOid0j2dDYHZY5f6Q0S4j3C2vmcDsiKzzZBjD04xoC0s5T/K0pz0NL33pS/GRj3ykkgzwj//4j/GqV70K//N//s/KtXsVYu4gQ2qR3//938d3f/d3136/s7ODH/mRH8Fv//Zvn2uVF41sb29jY2MDX/bvfwZBOCwAH4U0swhaQri9I6hOisirCq6EfTyPkmmQLmdF3462I0erAROQfPPmhk/ThsHEyFZ13SEVgIot9NyKnxHVcW/chLumsf50pGBGujEMmiEkkWak0BQEnb+BaaDmkOkuUIlzKlxsO8v/VCzOwBy24RbBvPnIlqlYAGnxNc+Xz9zOV2ubMw4tw4yDup+V05ma21afAf/2rDpegY2GM6S5phtm2UBNHn1SLatShp6Xfr94GyM+NKkzbhZxPRVDxxsvlZ0FDD0VH5vUGT81fCabqR24my/iE4Ziceqs48Vm3xgGDXE4VRka0y/IyQgjSLnmb5Eb1I7gtBad43Cr3bxe9Odw48EqRrai635SLrkQufD/xhMCluvsgBrDpMmF14ufTl333llXxgYacQAwK84AWIDJvZDYPCKxAc9KPmBlnBmUilGeO9Av4t7HpyV1RZ5/qWVeB1MJnmh8Nkbhqb3Yd36eWxYfrkU/p9K8TtaUG3sLbbeAnjKyNSGKXcRVBoS3z/CxP/hJbG1tYX19Hedb/J50/U+9Fno47C/QIWY+x6d/+uUXrK0HEaX2djx2wZIBlqXJwAGAtbW1S9rA6RQ3uYLFiAAPA2IETNtx/8bdauDkFbVIh4EDyFtL0IFLGHu7N6oNCFhpx/XMItwx7f6YBkDasAjDPZYil0emoe0ovZG3dCAraj7cIvmfHaDZCHF4+USgVoXr/JqBUyrP4Jb7yye/bF03PrvgLfmLvPjTm5YLmEqbUJORqCWip7V6v4m0iBl0O+uaoQJHDbp1fWPGBNOUh8frJkLzalMqb1t1B/iotzbRaYduAUSz5rlDgPS96Ri3lhEkLapx7yvJRpfunQHQpVt/etOCF4ZzwzWaOh2VbeTmRotwQJ2fDllT++cZp5dOAlACqANvZH/P/+0Mu9YABnQER8gfpq1vXf3TY2245LZKj7Xdm2BDYHrlPfTt6nx8brqIP1dZe2Hi1PZN0AkA//RP/4RbbrkFSVK4uxMRvumbvunADbtopWeQdNkojW8itWt68ANIb4oEt560wraTZ7r/+XrwprfMxeK90lW+b4IftOt7dNdbfV/fHKTyvTx7iwGaV3+hx+4BivcW7V3cD6C7Pc3rA5Y/qHTotm/e98pBy/s6WqTXhOidG+0GZl6+D1/KJSv7MnI+/elP4z/8h/+Aj3/84/B8EoAYOADO6ShpKUtZylIutCz3qaVc8nKZn+QAwGQywU033VQ7PAH2T/y9LyPnRS96ER74wAfif//v/43rr78eH/zgB3Hq1Cn86I/+KN7whjfsqyFLWcpSlrKUpSylWS53WoePfvSjePKTn4zpdIrJZILDhw/j5MmTGI/HOH78+L6NnH19THz/+9+PV7/61Th27BiUUlBK4Su+4ivwsz/7s0sG8ktc+ubARTxHlnIflr7wif5xe5mP7Ev4KOvcQ2NqNZyPZizlAsuLX/xifNM3fRNOnz6N0WiEv/3bv8XnPvc5PPrRjz7Q4cm+jBxjDFZXVwEAR48exe233w5ACLY+8YlP7Lsxl4Jkw/a8MiCC6cgvIceN3c5VffkX+nwzuqazRIa0X5FHN7VINpLwyqYamADKbGvuGAaEgJE6cNPdd1YxKkyUC+X78mOkI2o98ZX7c2f/2bBnuezRrYk6YVjd7jlLFuCO1zDpu3bcakcT0Fa+IwstAFjq79+u0/SunEI+yqVNt0B/3hjuyQnk80G1XdNVP4iKnEFNfcQAbCmOv6n+ruzTDKG56JDW8uTxrogD7slbw7CKW8cPK+6c11a165eBPNdYG55f19K+zlxecGOzAxfn8I65k7Xj4pjeo5vRPUbscFnLxz72Mfzoj/4otNbQWiOOY1x77bX4+Z//ebz85S/fd737+lz10Ic+FH//93+P66+/Ho997GPx8z//84iiCP/1v/5XXH/99ftuzMUk5WgDP1HSFYI5GkClwOhkljPf+kU23tRIV0LohDE6meVs3QzJH7F7TYh4U0HPgfEJg2Be3MNEwOQKhXSVEMyAlbut8Ov4NigJ0WYt+W/Cqa2Eu1pdxYOYUWZkLnJACG9POEUFT0fA/IhEC0TbwOhkNTdMsgZMrtCwocbq5w02PpXmGyMxMDuqsHNdCBsSRqcY47tLBJsA4k3C9LgQL0Y78uO6VTahobQBJHlRPCFkHmIcS74XwBkbJc4ihsv/MSLAAuHE5dUp6S4+REjWNFQKrNxuMDxT6A4KmB1RSDYUyACDbc5143U7uYoQH9LQc2Dt8wbRdoHbENi9v8L8MEHPgZU7gWBWxSdXEdI1QrgLrN5qpf9Lutm5jpBsEsItxtqtqIyNbAjs3o+QrgDBBBifAKjE25ONgMmVgBkBwZQxOE3V/CCh5LaZB5L3Y3AGFTwbAvGG9KlKIKHmXCofOOJCkrGjZwXm+8c6mgTK6pxHDAjFiXZh3qaq22DGOUFnNqzmLPL9Z8fyj2COXLe57ocSOk8WCHcXdK8kt0m8SVApsHqHxWCr2NJYAzv3U5gdI+gYWL3NYrBdbJo2BLavB2ZXiO42/4UxOFPgZgic/ULC7Lj0/eqthHBS0n0ETK4GknXR3crtC7odMXavZaQbQLgDjG9X0HHRe2YAzI4Jz1owAUYnCJQyfJxeNmJMrmaYERBtMcZ3SP6aHB8zZscAGzGCKRBtUXXerzDiY1bm/VnC8AQcLlekY0Z8SAydaBsYnKZ8bDAY6RoQH5H1aXAaGFZwWTeSTfn74AwwOOvGicPTNSDZkH9EO0CwWxo77McfIR371BwL83qDkKzKS8DwLOfzyo/L3WuA2XFApYSV24HBVgkPGLv3Z8yPy7gf3q0QTP24E1b3+dUG2SELignR3Rp6pnIcISO7OkUWlBbqCymXuU9OGIa5X+8VV1yBW265BV/yJV+CjY0N3HLLLfuud195ct75zndiMpngGc94Bj796U/jqU99Kv75n/8ZR44cwR/+4R/ia7/2a/fdoHtbfE6CL/3O1yDQA1AmC102oloYYzC1GJwxMAOFZK1KQglm6KlFNBGywdlRXcODXcZg2yJZV4g3F8IYmTE4wxidZkk0WMv9IsmyhLBONeJkAGJGsq6Qjeq4MAwD8WZD+LFlDM/IhjE7RrUcEpQyNj6VIZhY7F4bIlutHkFRxhjfZaEyMYAWw5PJyGZBVgyUGtePZURbkpdkkQQSkDfDZE2MunQFNd1QJv1jAyDZpFr9wcRi5TYLGxLmh1SFYBSQJGo6YWRjwuxYvf5w22J8t+huegU16BYYnpFFfH4Ytb6PzjBGpxjzw4T5sTo+PAUMTwHzw4T4UB0Pt4FwF4gPyz0WrYroLBDMCNlINtoKblnwWDYhO1joexZDh4xL7rb4KmSBYOrwEPXzYAaUz0fUFLnCjHBX8uoEU65xKVkFxJsKNnDjflG3hhHM4BILNuCp6M5GYrjXdc8YnTDIxoTJVaqGhzuM4WmLdB2Y3G9hbDJjcApYvZUxP0LYvXbh/q7vR3cTkg1gfgR13WwxBmeB+RFG3ISfIgzOEtJ1IF2t4+E2I5gQ4qNc170FhieAcJeQHAKyFVTFijGmUkJy2MKMFnADDE4QdCztXww9JwNEZ+RUOD7UgGfA8G6ALCHZLIzfHE+B4UlpcrJRH1uUAaO7ZF0oG9rF/eXEz4ZAsl7XrWehNyNgchVquXGCibzAZSvA9Oo6v5qeiCFoVi2SY7Y6thlQE0K4pcDrBuaw0M/b6Ryffc5PX/A8OQ/+z+cnT84nX3dx5sl50pOehO/93u/Ff/yP/xHPe97z8NGPfhQvfOEL8fu///s4c+YMPvCBD+yr3n0ZOU1y+vRpHDp0KLfELlUpGzk6GiLzydVaRHWwWDCAtGMcydtEV92M0amOxvZozkRAutbeeEnO11G9QufnK28ktYrtdnRTSTsJJACMFk67FmV6hZIcGC2SjdFO4gj31tjRvtoGVRI5nWgv608R2nHuLA+WjaIVJu4cO5IpuGPgLrAsN96/o28o7dZdHz48ZRDO2m8wPeayHu9Tko1u3ZsQnfM6W2vIKuik9bNV6QIyPbqLOjrXADrpIG9VYsC1CRlAZe33twGDwwYLwksKqKyn7zuen9LusbvIbL8oo7tQOcVelHije12aH2snhwUAO2zXLcBA5+cnhh5U8aWRc37kwx/+MHZ2dvA1X/M1OHHiBL7ne74H733ve/HgBz8Yv/u7v4tHPOIR+6r3QHlyynL48OHzVdVSlrKUpSxlKUtZlIv4c9NB5YYbbsj/fuzYMbzjHe84L/Xuy8iZz+f45V/+ZbznPe/B3XffXctU+Hd/93fnpXEXg3iHvTbD3yrPv9J8hR+TbeVZceUbeK1+3f5G7N8o296K2NXf9lbFEIfExiy/5wlHF0495QkOb4TdAzLaEqkxie9Fq24UA6YDdzfuLN+l+wPhLCdBrW/E3bhkWG5/o94Ljr7ynbrv1l0vLq4d3fOGe8YW9q/bomEdeNeRjtPt/sqzI09rO01hkGJwB947dtpSj5fxdnZb5xjTjnfPa9f3+10X0DM2enTfp1siRzXRgmuyMH2ZSy+EXOY+ORdK9mXkfN/3fR/e/e5341u+5VvwmMc85pL/RNUkVgHJESBZZ5AhRNtVh0erxSEvXZPPLqO7GeG06AdW4hApZHJuLy7Vb0JGfNwgWxNHzuikrjgcWs1I1oHp1eJ7Mb6j6rBotdTPgRBs6ln180O6Auxe65xRJ+KDoUpH6NmYMb9CHA7VDAh3VL6hMRh2yEgPGXFknioEkzpujgkebClEZ6p4tspID0m0VXiWBOcqnmxKpwxOEgZnqISLr8XsixQIwMrtjNGJKlGfDeX7ejCVZ/GkgoAscsmGc2i0joQwLhY9VoxkwyK7Tnh3RncohNuU4zZgzK/OkB61oIygz2ioWcG5xYGFOZIC6wZICOpUBJoV5+McWNgjKbBqgFgBp0JQvIBvpsDYAjEBWyEoLW1YkQUdSuTYfKqAkwOgjA8M1LEYGFrwRMOejYCsiuN4ChMxaFtDnQxBWeEwyWMLeywR/IxGcCICZYVueM3CXJGCQ4Y+paFPhPnnFwbDjBjpcfkkEG0RogXd2RAwzpfE68iPPDG85VMjAAzPWAy2S7olYHqcMLlKSoQT5x/kyxMjPsaYHxfH++GdCtFpquh2ftwiPiYGbLiloKdVPDuSwWwaICPoMwFoWtKtZthDKbBmAEPARLu+dy3QFsF6Ar1iYBOFbCsCJ6VvI9pCrydQIwuOFcyZCCjhFBqEh+fQYwMTayRbETgrcB0ZjDZnCEYG2W6A+O4xbKl8OE6wdvUOonGG2c4AWydXYdICV5FBuJ4AgQVPArm/8WODocYZoqNzUMDIpgGS3ahkTDGCYYbB8RikGdlWhOTMoILT2IA2EkABvBOAd8OSscPA2ACr4nnOWyGwHZSMFQbWM/BmIkbIqQh0NqisC3YAbD9YXhxHd4ozc64bEh+ybE2qUimckzVy3SbHDewRIwbmRANJoVvSFtHhOcKNGJwpzLaGyOZBrlulLVY2pxiuJjCZws7uEGlSOBVFQYarDp/F5toMsyTEHWfXMU06+DKW0iu/93u/t69yj3zkI/Hwhz98T9fuyydnY2MD73jHO/CEJzzhnBt3sUtOhvay10KPhhXLRCXilJituA3UG/PutSKYiNMfiGTTBWpOg1YxkqMW6SYXuC+/QwhPK5gBYIeo4hCHv/HdEu1iowXD0jkSEwPTqySiIX/dceXDHUDPGMkxeYZFXO8SVAJkmxZ2UBoWOa5ACcFsWPmmX8YZiE4rUExIj9iqzwCLI2F4ikApIT3k/ElKax8ZYHC3ODxmq1Rllnas6qu3WIST0rOXjGtWQLIijrjJIVTLw/moTBg8ApJNW9OdnsqGadYs4qtMDVdzgjqrgVUDPpzVdEdTBZwOBd+o45go4GwIXjFi/CziUwWaBKD1FFhx/GAl3WBHy4ax6Tbgku4YbsOZBMBaJsbRgm7pTADa1eCjKXi8gDOgT4bAroK9IqvjFtAnAmBHI1vnqjOpwwdnCHpCsKMFEkp3KBDsyPzJ/YhKuiUDDE/JmJlcs+BE78ZOsMswK4z5VbYgcXWi5sDwduFniq/kmu5VAuizChhbZEeyQre+KXOS/hlZ2M06joSAqYYeG6i1tKobAuxMI9sJQSMDtZLV8YmG3Q4QrKfQC+UZgJkFyCYBhusJotW0ptv0bASzHWH12ATDzTjH/cq9e2aE3a0RgtUMalgfG3YrBM80wiMx1KiOp7sRTKww3Iiho+JNid3YSE4Pkc019GYKNMx7ux2AMwVaz6rkeW5s4EwoJ5ZHUkCX3vYYQEbAiQiYK/EPLPc9uxfIOyRaMN2g+ry2AGKGPWSQHDeO5LOku4xAE4XBaoLosFjLVNJNFmvMtwYYjlOMN+QtsowncYDJJMLR9QmObezkuD9A3p4NcNsdA/zr9/zsBffJ+YIbXws9OKBPTjzHv/78xeOT8zVf8zX7KvfsZz8bz3rWs/Z07b5Ocq655hqsra3tp+ilI4uTBfKGOr0a9UXQ/T0byQmKMvWygLxpTB9oaot0Xn6FwZblzaYBT9eAdLflGJcI2Qpjcr96Of9nssHg49yKZ2tWFqlFs9fhZtXmJ1M1nIDksGOYbMBZA8kRrrE853gApJuAnTc/mw2BdFUJw3pTFVZCWePDaO77AIivsOLs29C3ZgRMvjCVBa4BtwMGro1bcR5Z4Jq48rsaPozldbQBx8iA1ksb5CK+lgHrWf33vrrVTAyoxe+r/v6HMvCh5vIgwBxLgWMl3ZVxDTmVixqSoXh8ZbHhBc4kodCNn6aIwAGwc50uDPvF8hqYXmthV5rfx+wAmF7Prd8wbAjY+yWghjkNADxg8NVJve+9hBbh8bTYIEttAwAaGgRD06pbNc4QrjXU7y4PRilG63EBLeg22owxPr5bv6/7c7geIwmpUfcEQG8k0Ee4UbcEIFyNMVxHTbd+rOvNGGyC1nmP9QyNn4bc2MDRpJ1YN2BZV3TDpzeS6L75sXYnelZA8oAUPOJm3QWM8f12obVt1F0QGRy6akcepQGPohTXHDoDTVVyXv/3tWGMBx3fwb82tu48y2X4ueo973nPBb/HvsIXfuEXfgEvfelL8bnPfe58t+fiFir9tODKUivOCtUTjNoFkMWiBc99f1pw6yNG2urvYvl27e/82L2wcbZKx/N1FuuISAFJ/pwuyd8E26Rlk/P11wyYBby37/rwDt3t5f697eupv7N9lXoaxOumbWz20NX14V3RMACqJ4e1yhf+bMDbDJwc30P57q/y+9dtXncLrpRssG33t94/pKN+345GvKf/clrevrGzHyEUY6sF74rSAyCnSx1VaGXbdee6rQsPFLfiXXpZysUh+zrJueGGGzCfz3H99ddjPB4jDKvJEE6fPn1eGreUpZSldy1ZLjaXrXj7eyn7kw7//MtA7huj43Lkrrrllltw//vff8/X33bbbbjmmmvO6R77MnKe+cxn4rbbbsNrX/taXHHFFZel4/FSlrKUpSxlKReNXOSfqx7wgAfUvu689KUvxete97rWMl/2ZV+Gpz3taXjuc5+LxzzmMY3XbG1t4Y/+6I/wpje9CT/wAz+AH/7hHz6ndu3LyPmbv/kbvP/97993cp6lLGU/0jc/z09ay6VcjLJU7cHk8n4PXY6Oi0Ve/epX47nPfW7+b89x2SY333wzXvva1+IbvuEbEIYhbrjhBlx99dUYDoc4c+YM/umf/gn/+I//iBtuuAGvf/3r8Y3f+I3n3KZ9+eR88Rd/MWaz2X6KXtrCAEzp7w24DdonHGUSCdJqkRMkh0RLFVZ7kspmXMWufW1NsO6nDeeFP9uwNpx6cAW0kjAyYEPuxNNxS7udRFvc3f4MnXjOr9lWvg/vWmsZ7c9Wvn8X3tW35Z8mvKuNe8AptJ264R7dcYhOPM8c3oZ7h/S+vm+7v+kuzz3lbde8B4pn6xhbbUY42w6cAWsJtgMPdI9u+sYOunFF3c9GffMe3Tj5iK7WNRWdOE1VJ576EPvW/m2vnxlIsvbyzECW7msbPXdZnOf7/bmAsra2hiuvvDL/6TNyDh8+jDe84Q24/fbb8eu//uv4wi/8Qpw8eRL/+q/iyv2d3/md+MhHPoL3ve99+zJwAOwvhPxd73oXXvWqV+E1r3kNHvawh9V8ci6G0LT9Sp5C+6WvBa0MZAYzADCGp4HxnZKDZec6WuBlYYzulnw2diDEcayo8rk4nDCCCWN+JWPnAaUwareBrtxGGN0hZILCl1TgZCXd+fCk1J8NS86AbgMNJxJGPrsamFzpPepceQOM7wSCHcbsasb8ClTKUwYMTxDUFIiPW6SHqsNCJcD4Vg09BWbXWCRHSjiJ8Ta6XUPFhPkVLkSeCzzYBVY/o6ASYHJ/LkLcHR7uAGuflRDz2XFCNq7i0RZj/XMGOnZs6AucNGSEvC9ZB7YfSEWIvL//DjA4zbAjab8ZoDLhozOE4R0Es8aYX2tgF9LuhycVojs1eNMiuX9apMV3l+mTAdTdAXjDIrsyKaK43MKiTwRQJwLYTYvseFrRLRgITgRQpzX4aAZ7xQJuAX1HBDqlwcdT2CvTim6RAeFnB1B3a6T3y5BenVV1nwLRLRH0GSX4ldUQNUoIg8+EoG2F9P4ZsuNVT081Jww/FYK2CfMrGMmhat/qGbDyeUIwI8SbEJ4zRu4jpefA6ISkAUhXhVUaQH5NMLFYucOAA2D7eo1kXVXHxoQxupthhoydL3B8TWX8DDD+vIYdMKbXOj6msu63CeFJAo8ZydVZjVJBn1EI7wpgVyyyq7Oak7M+o6FPBsCGAa6OJQKxpDu6KwLuCMGHDew1cU33OBGCToagwynUVfOabu1dQ+BUCH08RnDVLHeSZgZgCNmtI9hTIUbXTDG8dpI7MjMDnBLmn1xDctcQ9uoEvDg2UgLdNgC2FeiaBHR8wXs/UcBnh8BEga6dA8fSwrWNAEwV+NMj8EQhuzaVHDSlvlW7CtGnIiAhJA9IkB2x1bGxrTD4tISQJw9KYDareHhSYfyPEdgQdu+Pmm6jLWDl8/KP+ZFSag6vm7mk7jCrFrPrMthR1dgLzigM7tRQGxnUg6bgoc2fjwHYuyPYz48QbKQYPHAiOapc3zGA5K4R4ttHWD82wbEHnYYOTdH3DJy6fRN3fWqET//kT17wEPIvevH5CSH/xBtfjltvvbXS1sFggMHgYDl/HvCAByCOYyRJgmuvvRbf+q3fih//8R9HFHVwkNwDsi8jRymxXBd9cZgZRARj+tzhL17Juaue+RqYo0PMDwmj9OrtjDLZLBMwvRLYdcn6Vm9DDU9Whf1Zx8KwW07WZ7Uw4M6uEsK/lVsVdEolHJgdlXw3gzPA+K5qlAETkA4lxDKYS8K7slOZiYCd+wk55fCU5O+p4AO5f7YGRKcJ0VmqhKabAWN+3MAMGaM7FQYniqRagLAfT68VfHiXriRkA1yyweMGNgRWP0cYnKziyRpjcq0klFu9hapJvyDEgrMj0ua1zwlzdGVxCoV1HQD0AhcOA5gdE2NHZcDgFBCUEi0yGMlhxuwKYXof3a4RlELXmRjJMYP51QZ6ShjcFkDHqoKnV2VIr06hdjWCO6vJ/FgxzNEU5kgGta0R3FXHs2MZzKbg4d1hJbKMNcNekcAezqBOBdB3RlU8tDBXJuBDGYI7QgS3VnE7sIivS2E2DaI7QoR3BJXMxXZoEd8/gV2zCG9zeFn3Y4vkuhR2bDH4XIjoDl3X/ZWSSHJ8R1V3AJANCu6o4SmZH+WVwoTCOE/MGN9lEO1UdRsfJmxdL6/voxNcYWxnMObHgJ0HMSgT4ybcXdDtEcb0GgvKgMGJapJNBiM7YpBckUHNCdEdIdSCbrMjGbIrMtBUITgRQiVVHMcT4FgCbAdQnx+AkgXdX5mAj6fAVgC6K8oTMQIAtAVdGQOHE+BMBL5zUErWByCwCK6eQR9OYE4MYG4bVnCKDMbX7SA8EiO5dYz4cysVnAcW5v6xhHXfFQF3R9WUE0MjxsyKAW4fAHdFqGQuHhvQdTNgZIBbhsCdVXZXu2KQXZsAESP6bAR998LYWDeIH5iAA2DwmRDBKV2a1wxzyCB5QAJiYHxzhPBuVcGTTUliSlaMm6iiW0lVMD8iRnS4g0pKCQYjOWYxv18GFRMGdwQ5a7h0HgNXx6DrZpIo8ZYxUEriCWIEV88Q3W8KsxNi/vlV2FIST1IWh+9/Fofut4XdM2PcdcsRZEkAO5/jM6+4cLlnciPnR86TkfNLL6/9/hWveAVe+cpXHqjuN77xjXjUox6FQ4cO4YMf/CBe9rKX4elPfzp+67d+60D1HlT2ZeTcdNNNnfhXf/VX77tB97b4AfWoZwpBZzDhygK9KIssu2VhoM6uvYh3lAf3hE/aOoNzBVboJLA0IWDG7Thl3QScVqGTZFLPGLqDwJR6CDzDHdOaFweQEwFW7e2fHVXFUfc+xC7m1CkJAzCLDM+LFxxEuLtvKOsmMQTQ/TG65+iaegg8ybTkPPJ42l0+OpshiNsbEG8o2Kj9AdKx6iTgTFfRiXdhQCkdQ2Ph7nnJQCeBJtBRt6ugq29h0DkvmNBJ3to3tmC77696yFf7xn4w4e72d4X7A0jH1Kk/yX6+P5xRZ1bvwy9FI2evJzmvfOUr8apXvaqzzg996EMV3ikvb3nLW/At3/ItOHnyJI4cOdJbxy/90i/hb/7mb3DnnXeCiHDFFVfg8Y9/PF784hc31r9X2dcWcCkbMUtZylKWspSlXHJyPnxqXPn19fU9GWQ/9EM/hO/4ju/ovOYBD3hA4++//Mu/HADwyU9+stPIeetb34pv+7ZvwxOf+ES86EUvwhVXXAFmxt133413vetdeMITnoA/+qM/wtOf/vTe9jbJno2ceyKefSlLWcpSlrKUpdTl3siTc/ToURw9enRf9/roRz8KALjqqqs6r/vJn/xJvPrVr8Z//s//uYb9yI/8CH7u534OL3/5y/dt5OzZLfzLvuzL8NznPhcf/OAHW6/Z2trCb/7mb+KhD30o/vRP/3RfDbpohBmUdowIZsAw9MxCxRawXMPDnQwrt80xOJWATB3XscXgjEE4aShvGcHUItoy0LOG0ArLiLYNBidSBLumjrMcK0c7DB1zI64TIDrL0PM6ThljcMZieMpCz+q4ji3WPxvj0M1zDM5kNTyYGqx9do61z8wQ7NRxFVsM704xvDuFntfPxsmIc6cJUCM7Zsjv0wEhC5txqwEVs7S9oe9VzIjOWoQ7tlE3lDLCHXEUb9JtMGOs3soYnmBQVtfN8JTFxr8ajO+0NZwMY+W2DMc+GmPtlqwFNzj8jynGd5ha+8hI/eM7DcKd5rERTBiDFt3K2JLnU0kzrhI3/m3z2AGQM4XXZgkDUBIV46+pwAqYH9HYvSooHOhLkg0I6Ug16t6LnosOmnSnEsb4TovR3VaebwEfnjI48vEYG59MpH8W8PHtKa563wSH/2FWH5uWMb7T4MjHE6x9LoVaXCMsY3TC4sg/ZFj9vGkfG5+yGJ2w9bFpGIMzjPEdjHC7YexZ8XGKtsTptta5VvQ6PCE6rutWfAyDiXxSrCtHPoXmUZgNOCDzq1G3cL9vGxsQ+ptkFY2fkq0Wn64squve16fn7fM6mFqsfy7Dym1Zo+6jbYvNfzVYvdU04sGEsfJ5xvBkw7xmcbIf3gWEZ1FE2i4F73//+/HGN74RH/vYx/CZz3wGf/RHf4Qf+IEfwNOe9rTew5FPfvKTeMYzntGK//t//+/xqU99at9t2/NJzj0Rz34xiY6BoMnfxIVqKsN5AAkZ2Xg4YNhAJuFgOwMcz2M4sQinMZL1AMmqgjIQfwR25ediiGQjQjaQe4fTAtcxQyeMbEiOfZsR7Zii/MQimFmkq1p8cJgq/hA6FoMmGzKsdk6iXHyWpqk4L6djhtWMwXbVWXSwy7AzWZhYAeO7UwzOmBxf/1yK7O4Mu9eEMBFh5fMJhqdMHqWwenuCbKQwOxbChgqDs5k8n2/fqQxmQIg3NFgTdMKO/0sixKyCbLyZ3D8bKdiw5Ciri+gq4UkisHZvPgagGcABw0Ty73DKhU+BBdQWwwyk/8lKX+VvPBmgdgATCdO5Tl3fWK9bIJwKW328zoh2gfFdnLMjqzNibMyOEuaHgNFpxtqtWY6P7zQYnTDYvUZjekxhdIqxcoeVdgMY32UxOmkxuUpjfggYbAPDU8XYiHYY0YQRrxOyIUEnokvfO0FZt4EbC3GBqznACZANZGwo54eVjw3Hw2YViz7ycUVFFA/gONdK/eZ/H0gfw9cTej81uWB6pUIwFWMfzEg2NMywePcq657gxgQA5XY8NRcn/iwSnYSzQrc6A4I7GekKI94kBFPG2uczBDNppE4Yg7MJpsc1Jlcp2QA/HRf4XQbju6bYuS7E9nUhoh1g/ZZMiHAhehieTjG5UmN6jBDtAit32Vy3oxOM0SmDyZUK06PiRDs6yfnYGZwBBluM2REg3pBxNTiLQrfbQLQLxBuMbAQEM0K4W3SvnsNFG0rqimBeZWwPd0T/6aqMfZ1Q3nZAAiU4lSAF1k7XtuSuwpU/xE/HL3qQMvLGgUJo4e/OzqIypkmciFcBlTL0TCATUcWXKJ/X3hhz5f04oznA2j1bCgzPmNwHUKdA+DmDeJ0wP6KgE2B0yubUMCoFom2L+RHC7AhBGekvP+/URAzBZJ2RrAMqIwSzon/UzM2r1QrJ/IWV8/i56nzLYDDAH/7hH+JVr3oV4jjGddddh+c+97m48cYbe8s+6EEPwlvf+tbWa9/2trfh+uuv33fbztnxeD6f4x3veAf++q//Gp/97Gcxm81w9OhRfOmXfim+/uu/Hg996EP33ZiLQbyT12Oe/jMIwrqTF2W2/ciPGcGugV58A3BiAWRrupmMDtWXrqYXWGZGMLMVA6WCE5BsBECLMy6TLIgdJDgykVvur1KL6GzafH+CvFm5t6vG9imCGehWn0ATEcyonSTIaMdA3oJbYqDD0ZuybkdtE6C7fOo21wZhFkO1rX5mRjgzrQ6bFgAHsvk39h0kNJupBSfADDtwFM62bbgNOn1t3blv+9gh21GevENpwxUs5ZVxO1nDJZQ5I6rtDhm36wZAuJshWDy1KeEqzqDd6eHiRmABmJWgdd5aANw1LuEc/FvmpYU4KnfpTgIcWp6+lCOndWwM0No+Jneq0qX8ljXH452O0r5868R386blAkq509E5mBiELU74DDhjvOXZASRrJOtKg1gIJx4H7eVNOsfNv3rhHY+/5IfOj+Pxzb9y8bCQA+Kg/B3f8R140pOehCc96Uk5i8Kdd96Jd7/73XjXu96F//E//kfnaU+XnLPj8XA4xDOe8Yx93/CSlx6TsM3AAdw8a1koge6ACwC90Ug2aF9IgY5NxolfSNquUEm7gSULWXckGuvWLQqAa39H+7gH73p2oGchBno/3nZGO6EnGom7I1Ko9P8m8bpr3Yd68O7aBSTuuKjyKt4Ad22CcJ8eWlkO/b276u95th7d6I5ILgKcgYXG+U1A77zlrrYTOscmub5pvYI6jLtyG1ukb963fRIsLugZO3t4Te6atrTI3r6I98zbzghOdDeP0B0hS2g3cDzeu64spVO++Zu/GX/1V3+FN73pTfjFX/xF3HnnnQCAK6+8Eo973ONw00034XGPe9y+6z9AgO1S7ovStx7em7KXBa2/hvuwXMyP36Nc2ovyL9BR/SUhfQydF7Hue1/+eiu4iB/uXOQi/lx1UHnc4x53IEOmS845H/WHPvQhfOd3fice+MAHYjQaYTwe44EPfCC+8zu/Ex/+8IcvRBv3LP/yL/+Cpz/96Th69CjW19fxhCc8Ae95z3vu1TYtZSlLWcpSlnJg4fP0cx+TczJy3vrWt+IJT3gCTp8+jRe96EX4nd/5HfzWb/0WXvSiF+HMmTN4whOegLe97W0Xqq298pSnPAVZluEv//Iv8ZGPfASPfOQj8dSnPjU//lrK5S33wfm7lL3KfX1wXMKnGfd11d3X5eabbz6Q4/E5fa660PHsB5GTJ0/ik5/8JH7nd34HD3/4wwEAr3vd6/Brv/Zr+Md//EdceeWV5+1eXa4L7I7FW/1WLHf7zXTU7YKi2t0mDHcfS/esFj2fxjuzC0v1BOq6SY+PO9meJlqJpmj1T+DuZ+jUjW9f32bQcc1edIeuazrqJu5pn+3Be6R3I+l8ONfvXZX03aDnc1Jf3/XiGkDWo5+usdEzb3vn3YXE+6Sv7/eyLvTo5kAmVE/f981bq8QfrmtetTl1A27d6YqQ2sOafU8I4eBfFS9FUzdJEnzuc5/bd/lzMnL2Es/+ile8Yt+NOYgcOXIEX/IlX4Lf+73fw6Me9SgMBgP8xm/8Bq644go8+tGPbi0XxzHiuHDN397eBtA8cFkB2QpBpRJ+ujhgWBFmh0OEU4NgZmt4NlKYrxGCrBrGm5en0oRuaIAZEJKVANGuqUWKMIB0TWG2QYjmyEMly7gZSA4KnTY4y7G0P4u4xgUlOMNECsmqRjgzEm5aqhsEJIcCWE0YnklBaZWPCAqYHQlgBwrD0yYP1fQ4a2B+WMEMCYOz1Ugdj6drgNUkXEaMWv3pGHlobblv8/atSuhoMG/oe4UKoeoirmOL6HQGO1DIVhzfQ+kin0YAri2LG5INCdMrAkQ7BsG0PnayMWG+oRHtMsJZXfnZiBCvKwTzOlUGA8jGQLpKCOclRu8yPhLdR9M6VQcDMEOh+Qjn9bHhx44NGEFMjXg2li4JJ6jpDiT1s2bhkVrUHUn7yIpuGvEV6eOwASeSZ1NGnr22kDOQrmjouYWOG5zjCUhXAujEQiX1ecuBow9RqIZYO7ERSWqIlCX9wAJuhkAyJuis2Uk2GwrHXRC3zNuh9G/QolszJJiIEU3adZsNGUFClXnrcRuJ861qmPceN8px89n63LIDwFBdd2Uc5GhIGuaWCeW+jbqDhLg36pYl4s66NAVNhg4rIIuotX4TAelQ5nKT7uxA+LKUQSX8vlw+7qJ3OZ9ymfrkvOQlL+nET5w4caD6z8nIudDx7AcRIsK73/1uPP3pT8fa2hqUUrjiiivwF3/xF9jc3Gwt97M/+7ON3ByzKwiYS54JkExE1gBIkpSZASOYW+jUTeTAbXpESNcVsrGVsNWYYULC7GjgNkcgAUAjRrRrcw4XW9oY5cWN82gqq8VA8l7+8UAhjV2iwJSRjmUD9flF5iOJJol2JPTSRLKI+vKZZpAp5YNhFIuXkgWTrFuQXXgqGdkcOFRIAoJKGMHMuA1EIdkMc56u3VWNcDvD4HQKssD8SID58SjH01WNaNtgeFpW3NkxjdlxXeArjGibMdiWGRlvEJI1yt+mzJAl/8tMdJOOZSH3/WcizvPBALJQSYisEr6uoSRK8xuKicjp1i1hzNIfLP00PJ0hmLjNb24Q7hokGwHMSIMMQ89tJbcMWzEIQMKxk44I7PL6zI8oqDWLwVkjYyMiTI8WupuNgCS2kvMjEcN2dkjBDgRPBoBKGOFU7pkNgXhT5SGwcSR5RcKJLMzZwOU3crqfR/Lc4a5sCiaSRdz3fRJK+WAm48JELu2A8nhhKIKd4TwscDOQNATeEJUNtsBtKJtFrpvQ8TyRnAEmA5b8L3OvmwLP65+7+0PmpJ87VgM2ZKnfJekjA7exEuxQw0ZOXw5nz09GCmakYAYMPcugM3YvNaFwaJXHhgtntxpI1l1uKiLZ7DNJ86BTWTPiDZXr1g6ALGOEc8n7Y0JgvkGwjl8uGUjemNAZKyYCkjXkYyeJpO+CqejWhGL8SG4ZQuyevaz7tKT7NJB6fRJBG3rdur52uXKUmxc2cH3v8DQQ3XvdFLpzuNetx6Mqvqh71sh5qtjdT6WFocb+6KJFtzpmZ7gQoCWXExnkUYJmQHnEptQv+cbIyL1nhwnpClXWjWAu+ZVsAMSbRcoNC4CGgJ46XAPJuuiU3fNeaLk3Mh7fE/KmN70Jj3zkI1tD2nd3dw9U/zkZOa9+9avxHd/xHbjppps649nPp+yVIOzRj340fvAHfxDHjx/HX//1X2M0GuG3fuu38NSnPhUf+tCHWlNLv+xlL6tYktvb27j22mvBihAfUmB2m9viUbEiZGMNTN1r7SIje6AQb0aYjFDdQHOckKwpDLaay4MINmBkI5VP9LLYgcL0SnITuY6bAWEWykZWIwklSbplDTeeKIFk07eZhU6b3nxlYZ6uKnCoGutPN0LMD0vOnloIpiIkmwFmRzU4QAtOSNY5//cinq0KG3YbLrktOG9PvTyBZy24e/AM0joAAJ4aSURBVP7Vz8YV4yUvboDB6QzZGhrfTMldMztMzbqLFKbH5HSgaWyYgcLkCiqO0WvlCbOBAocNfUcEG4kxAzTr3gwAEzrW+sW+c+XjsKVvSTau2BNQLnr1ESEbizFCtqX8oJSTp9Z5ojsbcnFMUxYl9ZN7CWgqbweyATbm7VEEM9bAJGud12YlRKZc25vmZUiIN1VjaDYHJIZP2D7v41UxDht1GxLmGwxSaKzfRmJowqJOjuuefR65F5Ka7sXQMD4nTk13YjBluh23EVxCUTQO/G7dFuSWzbpzRpHfzFt0G+3Yxnnp17UspMbTVCiCGRKmh5xh2ICnY2C2ys26c6fJSYBeEtGl7F2+4Au+AC9+8YvxXd/1XY34xz72sc6vMX1yTkbOhY5nb5K9EoT95V/+Jf78z/8cZ86cyS3CX/u1X8O73/1u/Lf/9t8a/YiAdvbVXPq+g/fgXTkWessT1TeJBbyc+bcJ7/zWTD3ztBenTpb1RgOnJKypmy25xwdoT3jXm0uP7pTpfv7et6Ie3XWODerpm73gXWEF1KPcXhz95Tvv34H58p14dx19zeutv8nAKUnnuEfPvN+L7nrmbc3AWSzf1/cHxbtkL3jf2DpAcajuscvBHvAO6dTNhZTL9HPVox/9aHzkIx9pNXKICOeYs7gi55wn50LGszfJXgnCptMpAECp6uxUSsHaZbampSxlKUtZyiUuF6GRclD5hV/4hYpf7KI84hGPONAefs55ci5WedzjHodDhw7he77ne/D//t//w7/8y7/gx3/8x/GZz3wGT3nKU/ZXqXXfpXXL2GI5+rWqfezp2BG9NViiTEC8qpBF9Zgkdjhl3EiS6HGVcBFV1YDbtsMMFjwbOJ+GGs5QKec+DQ3FAaAgcWzCGe3PDsjblOfDabqg/HOuwkUfdOquVbeM2ZEA8bpuxG1AMCG1l7eM6IyBnjYQaDoSyeGZzNF0NHh7MoQTqOH5Ge64vKVv+rqsb2z0dXeuu84LetpB3brp052ljnnHgAlFP226ZS2nHY3P33OS4B1d2x7QOl+TLgJLlaJx7Of/bKk/nxIdumu7d/n+XfheTmJaddOHs7Svbd4wZF6aoL18OiKkY2rWE0tmdkqb1x2rJGgk58NaLK4gBKVt6x7hYOvSUmpy5ZVX4rrrrrtg9Z/XjMc333wznvKUp+DTn/70+ax2T3L06FH8xV/8BX7iJ34CX/u1X4s0TfFv/s2/wdve9jY84hGPOOf6VAJoAyGTYzmipKxwBs4/VWgCKwaDoDIuCAzdN1tl5IdJHNtkAXJH4YHzfRmQOCxOxBGZSb7Nw7vjuO/XniSxzDWjLCS0WgEmYPlE5O/vhCHzvUwLQQxAy7G7CQGbOf8cK8ZNOJOdhoD8mfLFU0k5Yuc3YiF9EPhnc4uFv3kGQBXPzkGRSt1fw03f4MuSW1Wl31EDziXIGwLk6i/rDe75c936/il0nK1oZCuMZF2L8/HUOmfUIHcEZgUgEIdRX947cQcxI4gZdgoka+I8TBkjmtjcuTKILcwUiNe0OA8vtrHU9/Abe4jq5whvVFD12rYurPQLRH+Ve7boId8AqXQdL15Qqsu3hyv/rP0jN4jLdakCLOtOotgg49xtmGRL89LPh0BwG7pIyKzQLRj5vIaG8K35eavbPxFbTw4bUTG2S11gtSOH9auq6x9244EJuaMzMYq5ruV5a/27oJPFeV0e1/m/dfF3wOG2hKsS3lC+VbdouKasmz68PDbc+GMFMSZK7QMABFLOOEdp0R1y3dmBgmUhLA6nDD3nIoACbr01DGRwhLCQyNEBwAGgLIGtc94OkDtA20hwXxdZpxtvtAXI12QvB/iKcs5yuToeX2g5r0bOQePZDyo33HAD3vnOd56XupQBaHHBCAlIuB5+7b7d25ByIsHFjYLYMQYPSHq9vJhATgaSdYVg1kI06Bb4bMCNJJJkxTAzQ25epN1ErTpjFn/jgGAgjNc6qxWVa9gbX1TDyQI2BeyoVnVuKDEJ2V3TR3XCHgydLnGLcq14kyHUgHMIkN8MK5hsWrPjIfTUiuFbeTin+4ig5qYxxFhlwOCMBYcWTdk6dAqMThvMN5VE8jSJdWHYLTPWv6G3nc02Gih5A4uNuE3yDXbxotKG1rqAtm2Yi+3o0I8f302GErvQ7pozqtOfGRA0W6hFJ3sfzRjIbt/Fn5UOxWm1jWA0G1YjicptYI26geJhLiKpWnXn50UT7o0f7yzchHu9teD5n226zRvSgBMKI6WpbofX10xXpTPw2nDvxFxL++BeptIVGffhpBog4Y1QnUj0abrifktVPEglKixflxYe3UencguBKeEeNBzOx+nRRWzkHDp0CNQwv4gIw+EQD37wg/G93/u9ePazn31O9Z6TkXOh49kvBel0RvUElW0XEPJw0ObyaGVSBtxi1enoi05n17Z1zkswr+fZqNy/IeKggpffYBsk3wT2a8j0SdcE7tponbTl6chxS+0XcDdTsjSho+802g0ciO67nVXR//G56+H6+qdPbwddPLs+uVODAVPBCTrrJodtymtVu0nLBQzAjDo6l5CHgbfKhXYE7tPtQfDydfuQTgJLgpzmdOBN+WsKnBpzkpWlHCbeJNmCgVMWhrwALeXCy//3//1/eM1rXoNv/MZvxGMe8xgwMz70oQ/hL/7iL/CCF7wAn/nMZ/D85z8fWZbhuc997p7rPScj50LHsy/lEpC+he6g+AHKXshbL+Xylst+bBzklPQCy4GXlIv0uc63XO6fq9773vfiZ37mZ/C85z2v8vvf+I3fwLve9S685S1vwcMf/nC8+c1vvnBGzoWOZ1/KUpaylKUsZSkNcpl/rnrnO9+Jn/u5n6v9/olPfCJ+9Ed/FADw5Cc/uTUdTJucU3SVj2dvk4PGsy9lKUtZylKWspT7nhw+fBh/9md/Vvv9n/3Zn+Hw4cMAgMlkgrW1tXOq95xOci50PPvlIJ2nwnmYU4dvRkf5gx419hVn1XM0vIf2H5hEsqsDmiKsKjCDOhg6+/C9+O10Se8XgQOQMPaeyPcq9zzgfbrp64AD4Aeumrrnz4XU3d5u0HXvfZYrS68/Vc/z7aWOg+i2C++YsoCkE+jMjeiCHva7ruzp+e8Budw/V/3UT/0Unv/85+M973kPHvOYx4CI8MEPfhDveMc78F/+y38BALz73e/GV3/1V59Tvedk5JxPJu9LTtxCRpmVE6tFB2AfImk59/yv4hI1NTxpkKzrPAS5jEuILBeOgOVFhxnKAtG2RbrSnFJex4xw10rK+QYnYZ0xgpmEXtbqhzi/Gu1C59u6oWPBUTGDLMEM3Iq1cGG0ZSUt/aaq4m6RDVyERLpKjbiey6/NEI14dNYCmpCuqeqi6nQX7VgJJV1Z7Hs43YoOahlPnW5NAARtjtlEyMYKQWwbSRBBgCUSv3Cu48pKuvpe3R5SjTQeKmOoKSNboYJotFw+YQRzRrLegscOX6PG8asSGX/Z2AHlviVIVGAqae8bdTcVp/ps3ILPZAE2o2ZcWYCyBuf3fIOGhII3Od4zkA0JQdzsHM6QetViKL0TYka0ZZCt6HqGcQYIjMEZRrqmGnBpu4oZZtiQ5ZoZyhD0jJGtEqyuGxvKABQDdojG9AAqBfTE674BT+QaT6Ja0/1MOJ2SDVR173Srp8K1la5RtbzDVeyikBYjK0u6VaZd9zlPWpvuM2m/52cr+k7+yEYEmrY4/jNjeCoTqo1F53E371dvs5gfVshWqLZuEAPRKcCsCRXHYnkywOCeire5zD9XPfe5z8VDHvIQ/Mqv/Ar+9E//FMyML/7iL8ZNN92Exz/+8QCQf7Y6FzmvIeSXk6iYpXcUABbjIJxY2QQh3CZmqGTDYAk9Vi7Cg92imy/IzAh3TU7yONgywhh+JJRFzwrhYjDz5VHkknHlCzI6IJhZZGNCsgJAEcgwwu2i/GBLDJ35IZXjgy3O8XAiYZWy6EnYe7RdMDRbhSJXBGRhzQbFAu1zb5CPbWVAGReCaxhBDKR5SK2QeYY7Jg9NH5yxmB/TYowA0HPG4KzNGZqjbUZ8SOUbqk4Y4W6xiNmpkE76iJZo22J4oqg/c/VnI9f324zRSZOXz4YW8yOOWJEZ4YQR7RapAWwghiBrwVVaRF4tvtQxZIx4wyQNHRv1zBlMkLB7z5VjcmO2VAfJj04BddbCDIRDx+su2jIIHXP58IzF/JDC7Gih23C34CCLJox0pTBWVMYYnhZCUwIwPMuYbwr5IIigUsbwlGw05Po+2RBiSCkPqd/pJpww0tWCuFDHjNFJ0TkA2C1gfkhCe0EEncjY8+XtrhAbZiMq6Z4LotpdIF4XZm3AGXcTlw/KjU0TubnldBPEnBsnbCXRnyhLFEAWIJIQcGscSaN180wV89S4PDrKkzy6nEewDA1AJRnsgJCu6mJsJAvzckRINoqxE0yLvuUpwwwZySqJMWaFyNTPO9GdPL9nPA9mRXQRTx2b/IoMQDKiL+3Cq6MdRrJWGCNkgHAHeeh8OBG9ZCucz8vRSRYyVQDD04z5EeTGjkrkd54MdbDFiA8J6aeMHSDcLpjV7QTIVgtjR8+B4akSvgPEGwzjdB/MRPc+otO4seF1H0wZw7OleT9nZGNHuunW3CABiIVLzxoWrj13YkwW8uICIDhhkA0t4kPOUPXzfkfW9OEZg2SNMLlauXUBCCaiH2KAt6Xf50dkbYYFBmeBaAuw7R83zq9c5kYOADzhCU/AE57whPNa576MnAsVz34xiX/70rGVt+TSVziC26QmFiaiGhEgATKYEkY4zYqJV8KjHYtgEmN+JBScF+rPAEoZpBZytzg8nDKCqYUJZaOplGfZDMMdi3RN1XJMEMuCGkwsOKB8kS3fwCcpY1Vs0JUGaACpGDfeGKrUP2PwRB56MTRbZ8DKHQbptgVrytnAy/j4hEXsjLjFvD0qk82aEgOVFRusl2DOWLk1QzYiKMO1+oM5Y+W2DMm6ypM1LtYf7jJMhPoRsXsQyyhyk1QenmAjgg0s9Lzh5MElc5RPZ8XvytUHsTBlA9UNHJC2jE5bBBNZsBfDa4mBaBcIdxgcFBtspfwZRrRdMIaXcWWB4RkxisywrjtlgcE2EJ1lEBrKG2B8kpHuABxwrX3KSP1mW8bcom5UBoxOM9Ihg5yRVcEtQHO32jMq89L3H/xp6MK4BADWhGwoJ1O100zHGWWUzK3auIYzSOIM2ZquJNf0eDgTAzdbEyNgEQ/msq5Y37cLeDQRwy9dpVrfS/2y+XOAGrkusehGTxh2SLW8Qn5sRFsAyMoGvtC34xMsG3eE3HjKcQOMTgLBruCL9ctJM4CzMmYX56XKgNEpwAS2Uffa6d4qKe+No/L9wx3OT1QWdQ9NMAoIt03jp51gztB3ZMjGCspUT34IwGCHEX7CYPfaQF5aF9bscCKGTzaWvqndfykHFmMM3vrWt+Lmm28GEeEhD3kInva0p0Hr/ROG7cvIuVDx7BebyERsz69B6B7ofsNqxRkIkg4c3XlriGXitomyQDhvL68sQB3tA6GTzI5QX0gq9Rt05sjQCTrJ7nSKzo/t4Zxrn4bKbQtn3X0bxOh8NmXacbmgvW17IWHsEtkkunUbJK2wGOmzDtz040jbcZ3VN6EK7mkLOvCusaNTtPYvAUXm4ha8O+cP9equyUAq19+VE6lpA6/gvAe8o299YtE2URagrrFhunPP6LR7XevMWeTLd/RPZ94bdI/r/nlJnb4r+ZrcMe87dQPkJ1/3tFzuPjmf/OQn8eQnPxm33XYbvuiLvgjMjH/5l3/Btddei7e//e140IMetK9692XkXKh49qUsZSlLWcpSltIgl/nnqhe+8IV40IMehL/927/No6lOnTqF7/qu78ILX/hCvP3tb99Xvfsi6HznO9+Jf/fv/l3t90984hNzWoUnP/nJ9wqH1XkVK5+rKGt5rbGMYGqg0nZc/AKaRxYDrQSXvjwlthWn1ELvJkBL+yi1CLZTOb5vwg23EtkVbUDzxGDufj6PN5CLepwyBqUNBJUO17GFbiKwdHgXSSOjRJTYgrPiHqJDbidrdO3v1F2PblVsW3UDRjcJomUEu0Yc1RtEJRbBbtZav0otgqnpGFss5KJNuNNHV9/3kUDaHpJGq/t121W+i6QSJbwZFJ+7NpyB9nHtsGDXyNhuwft0rzrGDhnxBWodW4xG0t5KE7r6/gC6gS/fQrDJEJ8qE3WU7xk7Hmss7/ywWi9gdlxlLWsyuTW5RTdMgFnkjlvKeZGbbroJP//zP58bOABw5MgRvO51r8NNN92073r3dZLj49lf/OIXV35/0Hj2i0mCicF4luTH1jZgmIHKHQrzDRiCm4iQrgYlh0O3iTicufABYIhvAJQ4KyMDWLM4xBHlxpXyn7ISgEOStP9EgLEIthLoqXzLCnZSmJUQ2WooDo2GEUxS6MSCAYTbKdK1ENla4BweXf3GrQOZW5SChfYR5QSgVqHgLrKF82YuOQuj3F8nNnfuJHhyUeTPpywAw3L/xPetq8KwRCl5Z9MpkKzqPLqCrPgziCO01IdswZnURbmwv19aOAJzKHxGeXtdW5wbh1As+CgZgvA6eUdht4h6+g1lxBjKI55YCAOV/9SUlnSrPG6hnW51IrxlZqBynDzXjwvFyh293f0pY3ekLxFX2YpCuuIckTOLwZkM4dTpfjdDuhIgW9VylG8YwSSDTqTvg6lBNtbIRqqiOz82xFlVibNoWXck/cTa9U2JhNKGLsrHh1V7B2CPO8dgZgYCyslN4freDAlMUoBcVJUq6daTu4LEH07FnOPSLu+Q43ZDw7Vjeu8oLrrlqm49wafrD5UVYweOWsV/zmHiIhrO69b5U4W78izpWlB1VHafoHUs48IMqBIVphhg5+xuAy4CEKxEwCn3KUulgA1LuB+TANgRmbKutk/GlcwLIcDkfGyzknXMt5U1FaTEEOMmG7rPsK4/cmJb33gCOBInboTieO4/KdvA6dZFptJQHLMrn7+IAM3S9yXd5fPaR6e5P7g0L1TMCGYWFePGL0B+DLL8kty8ZUfIKsaX4znL/BhhmBA5bsNi7NkIoLT7s+L5FmJ2wR4Hq+NilcFggJ2dndrvd3d3EUXRvuvdl5FzoeLZLyaJtjNQUHSPyhiUGbA3TLj6WVcnDHU6hQ2pEfd+AjafqOT/E9z4ty8ri/5CeyhlUJKBMgs9TWuLtp6k0NMUdhjkEQXl+4bbKYLdFNmGEEhVcPd8bFzUizNwKvd3m0G+yTUJyxvqokMfUHzjF772er8EcwtWxSZTFmWA4ZZBFhHMUJee3RkyisARFQ6ni2HESqIv2MrCyzXcbb7wullQnn/rzxi64dk9eSSsM14WdW/8Riq6LfcLIKH9KjMwkTNUKo9HRSelLI7eCxJMLIKJjM0yj0+u+90MwTSDGeg8ArCMBxMDPTPIXN/Wy1sEcyBdVdVx4TeawL0YL/a9J8AkaiaZLJGbggujqVw5K4AjIE+/peq4GRFsygvcYiUjNSCwWRi3/jnKujUNuCaJNiz7gZQdxRmAAVRqoOO6s3IwZ+h5itQbmaiKTuXEz4wJHBSd46/TmTvVATf6wqhUNttFYt78b97YUQvjzv1FXm78s5aezesuJDmQDbjKu+d1H4qhsRgc4EPRzZAA43S7sNuwJqRrBBUzotlCWXcPDkh071+yFkUBSBjRxLT658GWjNRSH5CLnDMDOP2gqlvrSJWHEp5fKeyePQvk+e8RaT2+Osc6LlJ56lOfiv/0n/4Tfvu3fxuPecxjAAAf+MAH8LznPQ9Pe9rT9l3vvoycCxXPfjHJ4mLif0cNBkgZ12n7KJJThPZzTmLON8FG3J3QtN2b4QywNlwrtJFEEuREAUFz+whoZhMuiUrbHYEr9bRhXeSnkEWx03Gui7wU8obZ6vDrImtyw6KG9zibujfJ1rHBDN2iG18/dZCr+jD9lqISbhy3fLZ05dvuTxBDRPkcTw24WczvsigNuX3qeDtsfbqGrvIdQuU3hia8kySSWueNr70rUSa5E5zW2xMao1FzUagYOPX628eezGvUDfsyjo6u8XlxFjb4snDZEGqqomeTl5Omdrz3NKSNYd1J2GXgAPnG3ramp2u6c+z6kP1GodLJ4lIOJG9+85vxPd/zPXjc4x6HMJROzbIMT3va0/CmN71p3/XuO0/OhYhnvxSkZ6m/9KUnc2vf81/Y/jlo7Rd36w4k5+UN7d7V7kHkQre8szxfzD3jpNPSQeec78wWvFfpMkAPUBZAb8TQgXVzkTCAXu7RVZubm3jb296Gf/3Xf8U///M/g5nxkIc8BA9+8IMPVO++jZwLEc++lKUsZSlLWcpSGuQy/1zl5Qu+4AvwBV/wBeetvn0ZORcqnn0pS1nKUpaylKXcN+QlL3nJnq/9xV/8xX3dY19GzoWKZ78UpO/U95KXi+RotlkYvWx9feUvoPYu/bHR9wQ9+L3YAdzzyeigTev2azlAxfeU9LXxgKo/iPQeLhxw2B246X3kq/eQXI6fqz760Y/u6bpOn7Ye2ZeRc9NNN1UMHKCIZ79s/HRaQu0oSQGtxdFvseOZgcwI3uDIR8yg2IAj52S4QMAJAJgnQBQ2OwJqiS5Sc9M8aRmAsa1to8SApgCPAmDRUZMZam6BzMCsRfWVgSWNPww3O/i63CLoyNDcKyz1tDlRBjspzFjDDpqHLcUZoFSrc7eaW3DUTIAJSG4ZCeNvwFly5pALn67fnMAhgBbH9ErIbhPudacb2s4AyN+/ZcFVjnPMNjeP2T9Dg+u5z1lEBA4bPje7lAhkIGkKmsZGJuO7Rjzrm5eyc9Js1q3KFqOrFiQDyHOENT2f1w2a+6fA0dhBNqB23fhfdhhSJqTGqEhA7qvmxvXN4rwDyDD0xMCMm3EAQMbV6KccZ1AKBKl1xLNN5eWaGj2Lxy1AWIieKtWvUoIFtzsfk9TRmqHap6powc0ABV9YS/1dLPLZqkK4a4s0C+co4Y5pjK4CZExH2wWXW+0GPcEi51Uuw89V73nPey74PfZl5FyoePaLScgwEHi3fALNU+hTu1BJJuHGayPYjXGBJwZqEoOMbEZ2FIJHYY7DCoN5AIATAxtpyXvjcLU9Q3DXNlRqwFohO7IGXh/B560BIPkaxhHswELPUqjEr9pF2DIZCQXnQAFKFcZTaiTMdQrYQMFsDmGHQY7r7RjB9lyYoIca86tWYVbCHPdhxgTJc2JGWhY9h0v+jyLXTI3hfMF50ZPo5Y8WlxLbaSr6BgAZC316CjWVMIxsc4j4qtUil09qEZ6aQ88kxCJbC5EcGuQRP5S53DCZ5IbJxrqyqJERA09yrQhbtDCdF3iZ1DFfDBf3i0AitCir8o2xcpFrSsFYl4emFEpuNWBDnycHxcbkh1/GUIkthcGWNnLfhwxAKwkVLuWFYUhUmu+rPFlaqSwZBlkh0bTawgy1jB93bbATI9hNQa7vZleNYEZBjkdbmZDXAsiGCvGhQJ7HkZGGO0byl0BCiuP1oBIqXsmlEkouFv8AxMLQ7XPLVHCXJ0fPOc/rI7lUSn1kUcmRVNGZH6wuJ5ENkadKqKiWBGdP2OnfqAmSUiE3EOESzZVu4/swZnBiYQaqOrZTRhAL15LdBpL1EGZFF/NyZgtiYAVkI1fez8udTNJdsOR5mR2PkJXLxwUBqNXCuyQEl3B4wS9mdZkA07XPimGtM8HNwEUhOryct8fnsclzJIFA1hP3unkQUlEYRY4kEyHPf1Xu93LiPbINlBIscyfeJOi55MnJjSGWtpfv2GQFBQmgTxtkYyXEs0CxLqRCUBrtMOJ1CXn3hqTo7p4j6LwcT3LuCdmXkXOh4tkvJiEj2YZpOodKMtA0yecHMaC3Z1CTGHZzFcgsVFrEMBJDctbMM9iNIcjayuAS7hkDNUvBaQK9PYeap6V7W4R3b8FM58iuOlx/w9AKZnUAO0/zkPLFtZsyC2Yrb0CZqdxfZRbq5FQMrYFGsBtXMufqucH4M1tIjo5gViMJjy2XNwzazWAjBQ7qb7AEgN2pQVt4KitJjEZGjL8KahhqZoAkhTIWaieu4OHZOYKtOZIrJNlksJtV8R3JCZQcHUn4bVLNHRNODYKZQbwRyMJRWjgJLrdJzMhGJKdvpoqD5fkaT7SIwCGBlTybTzZWdJ6cxpnQIkhYQrMruWXkhzJn3KQLY6d8f7d6VzdkcrlF3OK+mPPIEYRSJtmM/SaQN88waJLBpWlEME0qIcLB1GD1U7uIj4qRHE6qYyuYW+g7EiRrGtBU3XRQ5I2JN4PG0xOdilFiI3m2xbHlcTOAvEUv6I4swAnnG235ZKvoOxSnDyj1n0sjwApFrqkGAk9YN3YtVzcN1/ew1mUSX5iXLP1jEwsbKdFtqW+FvDSFmWTIVgLo+ULOKQuEEwv2OZEmppJWQCeM1c/HmG8GSDdCMR65Wn+4wzChnMos8od5PBuy5C5aOBlRBqApw2oAqs5B5fveuoNiOf2t4hRzJeln0fdw5KgoknounFx58lSdNGzWRDAjSeY3PJ3l/VrRPUq6L5XzeDgVUt1kTYOsrRJ0MjDcEuby+eFmYt+lXJyyLyOnKZ49TVM8/elPxy/90i+dz/bdq0IA9Na0nezNWKhZe5IHss3J28p4cHf9RCzHU9P66QYAoFV3VChzOyUFABVn0PP2vDvBNAOp5hwShCIpYlt5dm/AzRfIW55qo6QAoKYJVNK8khAD4VbS/HnH4zNTT/xXwnXS8unH4yka3/z2JKoh6eAC7jM4t4lO2nXnN+x93x+oGTjlulVi2vsekmCQs5a+g2wYbXmLCJ74tgvvaDd6CCyBzrwpvX3X9FlioYKueS0kkV3zHpI4sEVUyggnHXjG0PP2BwzmFjxsvj/BJe5rqZ7gsnh34LqDoNMbmp3kql3GAbmTplacQF3Kc8k0u9rHXSkybHs+KUD6potA9ILKZfi56p6QfRk5Pp79k5/8JG6++ebzFs++lKUsZSlLWcpSmuW++LnpoLJnI6cv1Ov//t//m/99v6FeF5swgHQ9QjDLSv4vC/haAD0zjRlTGcL7o2e2kQqBAaSHhgi2q5+LcpzkO3pbJmBWQLwZINrKGge/1YRsNUS4lTaWtwHBDoLc36Lp/l1iNcAdDpcmlG/0Qdw8M7MBgUIlb/1N+IoGhYRw0uzNnK5oEAjBvLl8OlLyZtbgGMiQ5ydGe8ZWy+2ZfB2FhQ1U44mF9w9pdQQGkEUkaf0buodJxk4wtc26VUA2Vrm/Rg3XQLZCCHebdSM8QgrRbnOmXhMRslGAcCtrxc2YEEzbdC+fboKkWfdWdTuTmsCfFjbj1p0UtM2rxk95+QXia5H7KjXgNQ6AhfqzgdNdy/2TVdFdY/sISNfEWbZR9wpIVgjhtHlsWA1kmwrRVovuAyAdAcGs+fmtAuxA/HXaxkYW1T9Hle8PaqByKNUP1awboFhX2nTfh5PzrWsNgPDXNdUNWZeUaZ73ols5KWzDTeToNJYGxyUhezZy7olQr4tJsqHC/KoBzHAMWMbo1h2Mbt3JjZF0c4DJgzbFOdcwRndMMbxrnjs4ppshdh+wAjvSIMMY3Z1gcCbL8WxFIz4ygg3XQanB6NNnEN25W+CHx0iu3ZRoFys+IlRy7I03FWbHI/GJiS3WPz3F4GSafyaaHR9gcr8hOFDQM4PVT+8iOlPg8fEh5leMAU3QswyjW3cR7sg3ACbArAxgVyLUHFwdnq4HOR+PSiyincLQsxqYHQkQbwrXUTC1GJ00+ScGGwDToxrJRgAQYXA6w+qtSW4MmYgwuTpCfGgFADC8fYr1f93JiQ+zscbOF64jPj4EmDG8K8HKrfPcmMlGCrvXjZBuiOP04IzB6GSaf0M3ESHZDIUU0xFqLvodAe7Y3pEclo0dFRuEO6nwfRGE/HRVnsUbN0JTQIVficn3XZgBIV0VsleyjGjbIpgVus3GhHhDg7UYkKO7UkTbNsfnRzSmVwai+8Ri5baswAmYHdOYXCWkkHpusXKbQbRTwo9ozI5FgCLxsbk1QbQrfWsVML0qxPTKMaAI4VaG9U9OEG0bpzvC7v1HmF4zAIgQ7hqs3J4imBe6nx4LkWzK2AgmBqNTJteNVUCyrpGNZWxQVvWxsBpINkg41JgRTIFou+CdEuOOxIGVGSoRp96qozXyzmZbNTRVahHtZGLkuHmYjnXxWdVxs1V8OCD1McTxOV0R3cAyBlulvgWQrhKmx0PYUJ5t5c4Uw1OmmLeHNHavCWEjAqWM1dtTDE6bim4n14S5r9v4DlPR/eyYwuQqwfXMYuNTSVGegMnVIXbvH8rYSRijExbhrJi38Toh3iBACT48w/nnF6uA2VHC/IiMdR0DgzOcfzoUwxvinOvwaLdwCmcS48oMBFcpQ8cl3joqXnwAMVbKfkEFLg9LxhkTXgUZY7BjoBOni4iQlchNKWN5YSLxiWPnqOvLm5CQrul87ARTFzXo8HRMmB3XQphqGdEOI9wp5mW6AsyOq9xfKdxlBGXOrQstzEDHZ9A913EfE2K+Dz51h2xvb2NjYwOPeuZroMNhZbWjzGL4+V1k6wOkh4eohNK6MNzBiRnSQxHS9bCGq5QxPJXCjAKYYT1WVk1TDD+/A3NoDDuqE6KQYZgAmB/TskF7cfcJdzIM7k4QHx/ClHmaPL6VYngiRnJ0JAvNAh6cjTE8EYOHERqdhcHIVjSS9aARVzMDGwLzwwvhmCz/C3YkDD0+pKp+Dw4f3p1BZYz5sVJUmus7MDC+ZQIowux+42b89jlsoBAfFRLSyk7FwPBkBgLBjBf63kfATE2nLwizRTjJar4y/q1yfkiY3mu+MMyygjMjW1GNYdQqY+ipRbbajOu5RbhjEB/RVd16fGIRbRvMjgcFK7VvHAHBjsVg22J+WFcdOvOxIRFSsyvDRnxwd4xwYjG9eljHwYjOGOiYER8OGnUfbgt5abbaFOYsRmA2IGSrqOL52BGj00aoPrvD9dxttk0OGSzRf9F2VuP38qc+yWoAjlT7yZKWk7WaH5Vrezg1SNaVsLkv4DphDE5niA8HYtwtiJ5ZwY8GMMM6Hswsgh0r8778/LnuDIanDKZXBdK+xbExZYRTRrJGjekT9Ezm5fyI8+Mq9z0BeiIRRtnYH7GUO4+h5nLyYYYLuHt+lYrB0hzCLpGIQBsOqJgxPGsRzOunhsXJDDfPXQZYMdIVDbvYt551PrFINpSE4C+u6Vb6L12n4vnLbbcEdWqGf/itn8DW1hbW19cbGnEw8XvSDd/yMwjCYX+BDsnSOT78Jz95wdp6Mcq+aR3uE1Ie0y6HyOwBG4U1vIDbkDC9/wrys+4GPD40aHWKs4MAydUb7QvtgDC5KiiO0hfamY4DmGsbVOrwbCVAHLTjHGnweNDSOjlB8acvTZJs6Pwtr14/IdkkQHErHh8JXB6aRVwW3ul1Ky50twW/atiJZ6tBc0SEw6knx8/gbNKoGwLAlpGuBc2O1i6iqcbiXRITEMxmO54NFdK1dhLHbKyQrjfgVOC1Rb6EpxsB0kMNFTs8PhohOYx23W5o6dsW3IwVOGrQPaRMsubYyBdhV95GaHaWJf8/bifxJGBwJm38pEyQolDt5K8MIN5o0Q2RnEweb1lKSU4bsmvaU2uYocL0mnYWy3Sk5P68cInX3ZpGttZOp2OG3U7u6ZpEJtXbLn/YiJDqhta5vudQjMDG5vuItFbdUMFO3lgeGJ41COatcH4K2lw/kGwEzZ8l/bpxZSm4YnHN1kByRUvt7tmSjfa+Xcq9L0sjZz/S9UkuX3Q74A6wq3ieCK2tkp651jcVyVJtHa3ev+k1uYyjv286P2c2bHIV9IB418N5vEv68K5opt5n78F7lXdAvFcO1vdoMj7L0sNSftDHUy2RZJX7d+IHnVw92F503zXvD3AeL+H2HfV3Q2g8PTsX6SmrWvza9ljcrUs9FRzkBveUMA6k57yO+5gsjZylXD5ywMV+KUtZylIuViHnX3bQOu5r0vf+spSlLGUpS1nKUpZyScryJGcp5yg959o98AW88/Io96ByAXV3waVHd5fyo93XZS9fke8Tul1+rtqXLE9y2qRtMFjOvfIXhQCXzr0Zl2o7Rhl14ypBHkbdVh623XvSarSHELI4NrcRIAJAMHP8Ui11aJfqvhF3IaGe+6cJZ+roO0YRQtmIuxWgA8+fvwU3g+7vXWag21EGgu2ONLwuwqdTurLoMoCeNPJNuZbysuDOsSGRIj3lvQ4a8EJ3LbjnO2q5hYrRqXure3QbtNcNluiart7Xc9M6rglu3nVlMe5QPYBe3fXpntqy8PoYh06cO8eGpDjo0J332WmdtwfDKz8NeLKmuvdm1b13B7Nu3ak5OnVPfRmO7yHDwXNXHfTnvibLk5wW0bEBBqgs8NGuhZ4J90qyqoRV2C8iFhicThFOLMyAMD8WSjhpCQ93LXQsC74ZSp4U/xqiEovhXXMEkwx2oJBuDoTksCQEYHSSYYYG8YYLNXbldSz5YHQixkq87ti2nUNoEFsMTxmoRDbzbE27pFvkyhtE26Y1gRccseTKrQbpeoD4UJUpnTJGmDLCXUa6SkhWCwyQMNIglq7MRpA8KLm4fCgTmYHZUH6K9zNGtCt5KyTcl5CuUBXfEV4ZJkmkJtEilOtudCLF8HQGVoR4M4BZCSq6Daa2MCAd+ePi85uRhBlL8kfr7iyXcqgx2LUIkhTJeol8lVlIJlMJ47WhLNrlMHGyjHAmJJMmEJLEcjQIGSCcSaiyjYB0RfKAeN1JeLT0cTZixBsuoiXXLWN42jqckKxTdWzMLAZnLVQmkTbxZnXsqIyhZ/IsNnRh3CXd6VjaB0e0aAZV3ekYCKfSzzYsMZEXlwgn1RZghlwrH+4CoR8bA3//Ej6VnCcgl2fFP7vTbbgreYh8bptyTh0QYAcKHCgJc9aF7j1uQhLn17hcv78ACBIGzeT36ViIPsu6DxzBKAeC+zwwIDEwoi3JVZMNGMkGVea1Shd0e0gifrxuwonF6ucNghkj3lSYXK3F4PP4lDG6S9aFZI0wO1rVrY5lbpEBkg1gfhhFCgQC9AyIdmQMmiEKAksnKoHk4XG6NYtjI5GkgzXdL+Lkxk5Ft45c1BLiDYVgZmsJCpkAeBqIrCE5I0keJZVZR25a0i0cMSgAlUiUHBZ0CwsEGcAxYEYoIsGcflpf2i6ELPPk7EuWRk6LDM8YUJwiXtNQmXDx5KzQBhhuWZiQkQ3EgIi2C6LCIGasfD5BOlaYHxWivHKYIxmAJhZMsilHO2klK7GOLdRdM2RrIdKN0qpBwssSzOXNMh3LphXtVusPYoY+YZC60NFo29TxOEM2kgU12jXC4wRUNh7/5k+mmigv2s4Q7maYHR3ADFQta2+0KxvPfEOBA1QSggGyKAZzRjqU+0UTroR2hzPZGLNI6h3slHAGBtti0CRrshlEO0WyOGJguMOwM0YWSm6iciJAMozRqRRmJ0N8KAIZrpFIyoEQVxyZ827RCtmqAiUGwdyANUnWY7cx6pQxPJUhGxLS9UASmpVIKHUKDE9bwVfE+CknPNMZoLYZJmKYiBwhZQlPxKgRXDaxcubacCYhtemKGASDHSEdLHCWvh/LhhPtWDE+ve52GOGuweywghm4+5V04wkyOZANxhtnXoJE+sCEDp9yRfc6lf7IBqhFLBFLll4dAybyLwbV8uGcYRPAhDI2oklp7LHcnwmwZKEMV7MKkxiP7E79WLsXlRJJIxmAIX3Pmio5hzzfmU/2SI6ksTyvox159mzodJmU5n0miQ1tyLChGD/lrMRBDOi7GelYDN1wxgu6E91mI3lRGZ0wiLaL+odnLQZbFtNjkm5geFrmoZfBDiPaNZgdIWRDJWOndAI12JL2zw7Li1K4W+UIC+aim2wkpzvBDA26Fd0A9Xnvde+zWQcxqrqLZbxlA87/neOKkK1omCEj2imxb5YJPEMCW5nzecSUT+BpgWhiYefAfFM7RvQF3aaA9fl83MlSrjsL0MRlCh9X8fvEp7JLWJZGTofohDE8a+pv9R5PGYOt5uQqBEdSuNVBQJkyhnc3p8yUI3KDdLP53gRZ4Ae77ces0cRCn2nHw4mFavtEQQC4nWBUGJFNa+gwWWlfW34OYmCw25y2HpBFabjFrSdLygDDsx1H0BmwejJtPabXLjlcK0En0PmGxqFCMyGCX8AZHDfCOd4WNUyQxb4tbb43dP3JVxMe7TAG2y14bhh24LuMzLToFpDkey2fYIQctZnywONk0fpplKwYsm3llTN+2vQjhrFpjyQhghk1E88C8nxmSI04ufaplk8YBLeZdxFcxmJwtOHhFAhbqFAIwGCLEe20E9eOTloMt1ruz1I+mHPrvB2c7Z634RStO7swraN1XhMDYUvOmxzvyCLMWuhCWnWrqDiNaYKNOy1qI+616CYvzdq/+l5oOR+fm5afq5aylKUsZSlLWcrFJ+706MB13Mdk6XjcI33j6qDjjqmnfMc31D21reMs9aC4XNR13NH/DfkgfduL9/RtL95T/4G/kfeVv5d133eDA/UNc+cr8YF1f0AcbQ70eQXd+EHuf4/M63227WLA9zS2DoQftIFLuZhkeZLTIgzHpOwdQA0q32gZABSQrQWAlU9L5U87rIBsqBcKLNxDE+ZXrUAlBuFWApUW56Q2IKTrkZBEEteyCTMJ0SS0JzmsfvoxAZCtCxmdnloMtkzl84LVgB1rZEr8BoJZ4VPErm1mFAqbcGwRTLMaThCHXRtSlTOHuTh2njLMkJCVj/99O4vLy/8Ud6AAsEOxQryPTg13Dp7K+QIs4tkVkXxW20orRHxMQLIeIFvV4lg4tRUmdf98+StAxhXdwzJUYgCXiZUVKsffTE73HeKP9Vk5H4ZF/5S8IeK3VdE9AA5InCYN1xiRrQaMc15W3h+sojvAjlSh+3kVtwGKzxUWVccDd2Qunyk5N4by1jkuIu0+t7DGAtcVQyUWY/cZN1nVVboLH0FFrpyt1s+uczJH4aMT5OSn5eczh2RehlMDFXNF9zaiwnm45N6Rtz+xGE0BDoBkLYAdLIxtI33ABHEAV1XdGO/AygBKbctFAWZEjoCyOm9ZiWM1axLdZlXdMgF2rDBd1dAzR4xbmtfZgDA/HMAG8kkx2i2Y0Bnia5O4oATKXERkqe02EpJROFwl9b5H4VPfqBt4n34XTbmoG1vSXdnfLH/MlvrBbqy6uc6efbOiG0fMWa6x5EhuQ8JgW/SWjap+OXn7Of+jojy/5gdz5GSiXZ/GzrcsP1ftT5ZGTouYgQIFxUFX7oxmShPLTwANmJUANrNQcwMbVR0aATQbOw63kUZ8bAQ1yxDspjDjAHZUcESRWyxBEgZtQ8qZfKVthEzLRo/MkUCWvqmbkcJ0RAh3LcJdCxupSnkbEZJIGKtVYmEHuhLdYwcKySCCnhqoxIIHOo/AEB8EcfazEcFqEnqq0nPqubCop87RmUCuG6iygVorkWuV6BuCOFgPgWAqfhr5s/lykeiHEtENl8qzBpLDEbI1i/BsBg6pSjCqgWxNgzJGMBU/DtZVfwwOSd7sMwud2JwNPleje+u3mmCGLrKqj8IhLysOllZJ5FKjr0DJ2KkYX3DGqHIbr5HIpopuQ0ISOifQhGEH1cgt0b0QXFLGEvUXFLr192dAjPnyW2yJ74eNBRkXaVTyaSDDgJEQcLKMYG4rG1+0YxBNDObrQjqrFg1gv+H5OnNqE7nADKQPyW3W+bMRAA2kawFoxAh2xdqwAzeofP25McLiIJ5WHYWHZzJhrV93TOWlthNLn7N18zKgggHd90uAGhN6vqlqwChnpGV+HJfGXVm3LjqrPD7MUGE2JAQTCz1nJJu6QhBqhoTZkBBOJDIyXXPkrr7+AMgCMbTAQLZGsEEVN4EzdAzq1BvOEvDGSIEXzwcNsHv5k3nLhe4iMRR07Py7mr4rkJTXiUQgVpyB3X2ZLMBU9x/MDXdx9JZ1hXK/qmgiqQeSUXXNWKzfurFUXquInZO7Asw9lUV4GV21L1kaOW3SSMZXnGA0iQ0U7JqfBS2bVYfYoUYy1I0kk/7Nos0hEkQwIWBWy6/dpcIgZCMCWV1vv8NNJKG0TXUDYvhBN3/hJEBOlFqcNcFihPnFpKkPxXhrqlw2DzNod+hkBfCAQMyNldtQIT4WySRvaCMHEiUlzrgNFSiCnpvqZlUuz0C6GrqFfm8GTlnIn5g0YfCnNy3XOCJBHjQ8W65bFxHUMjbMEOj6ek0GhQHSICoTZ+o20XML3UaQacVQ5iYOy9KLRJuwAuAN0aZpFwhBKNlm3YPktLJNtyoRQ6O9Ac6ZtWHq5c/QNiQcwSfCtrbJ2GfFrbpLVxXizfZ5n66IsdfYLhCyoTs1bcTFWGkd0R5oMVAAmfOFkzlVcUKRh6elfDirRgDWLsvQUoFINlSt81Jlpba3LdkdBKJkXQj8Ui5aWRo55yi929c+Nrhy7aUXoZosfrao4T0bLNniDGX/reso3/Ps3He029N1fUettIc2dPdPdyPaNsH85k1Mx3uVHt324nswrtrNc3+D/aJ70E0PXj7B2I80ss9XbtCNd+oW6NdtD4HnQdeNTt1Ry4vPHuuGovwT4b6kp1zfitM3Ntqi+PZ4+965UTl928cNDjZy9y7Lz1X7k6WRs5RLR3psrKXch6XP/r7HGnKRykGMmKVcHFL+VHyQOu5jsoyuWspSlrKUpSxlKZelLE9yzlEu9xeii/n5WtxtlrKU3rFxMY/re0Tu0w9/ecjyc9X+ZHmSc76lYxAxuk8c+3Ay3J2/w6LTe551z4lnz2jgHiI86vH+V1l3+6iHB6aLPBTdRfeE2x6foU6/EQYo6wizyMlFW1rB6NQtM7p123eUTQfrn76cQlZ3e3vlY6elC/vIS3vb3ucX0jd2enRPSZdu0Ulc6y7pyf3SDXWW7xkbPdW3Zw/2ZQ84dvq+Mvf1vel5Fe/1+WkjL3Wi+shV+/qnp/h5E8vn5+c+JsuTnBbxi7JfO9n/Tok1rFzK/TIO8s7BdYuZITkqTARHVsmVcEiGiy5SDGWownfkk5Ho2EJPMpgVjXTNrQylHA95mHu5YSUxIcFsSlp1Peda281QwSrJq1IhwnMLaBvFgxcyEibMAYEXorDY9Y1KARtwzVHTc8lwQ9/55zEjgrWOEmHBGdEGkiOkjVLAaiCLIISJC2HO7NpnVgkmI4SzapizvyZdDaBSi2BqKrpzzUO4lcIONbKRLhyFve6mBnpmBB+X8FJ5HYsO7UI0BwPd0UVAziVF7hcV3cKFJxNqXFhe99kIsErC2Wu4KviKwqnkN1ns23SNANIYnjaS9r8kJgJmV4UAGCt3ZTnZppdsSJgd1bABIWigi7Ba5g7Y6X5BtwyAI4Atanll8msCgrGAruRRAXzeGwlFbijLMk+isxnsUCFb1dUAAAaUZURbgB0A6chhCwpoO0liiL5ZO+dnUx93diB9oNPmvDXZSEKxVYtuzVB026h7JekZrL//4okYFaHeQVJ3AmaHM7m8N4u6IZdPhpD386LYkMDarTkNBkW2omEjFhqaJidkx0dWK8ssuZJ2LDi0yMa6Epwha67TjSkZwqV550lH/Zpf000EpCHuGem1lPdYx31MlkZOiyRrCnAMwiD3lq+KyeHzV/hJV0l4BoAhidKI3QY8VHl5O4DLTSKsurLB+wgJgnUEgDoR7ihKrYS4urrVrkEwNcKmPdSSW2bh/n7RBtzkzRdmCSnNhkJeKFwuZSJCQrYKGMOIti3ISv6UPPqkskJyZdLkG2zK4MzADGRntj6ElCgnwmMSEkS4RbC6+JR2BqAInSapJ9WoJJwzwyJvEANIVp0hOZfcMqaUG4Yh5ZUvT+W+I9gIiEMFHYuxlz+Ye3g70EgiBT030LMSe5UjT9Wx6MoMFcxQQyUW4STLF2A1M9BzI2SDo+r0I8hzUeYILgN53sWxVeqamu5FLW4j52IDLeeVMSEL+aFnDY8KPBuLsRrMZeHPRrKQezxZF/2GEymfjRzruMOnVwTQc8bwlITbx4eUMMa7/t2+LkK4azG+S/pkdlQjXSnyCqUrTjdu3plBNSdUrrs5589fzTsjY7W8mXv9wOelsQClYsjmSTSdYcIuGSHZYgx69au5MNVnY4VsRRJJlgk6VQyXD8qleiiVzzfO0nyRnFCl9iuAtUt2Z+FYu+u607HjYBq4pIg+39ZArtcl3dqouLfRzljx+KAU+u7vz25NY2kfU4FnIxkT2hFn5ozsvv6hEFx6I9gGpbUHbpxy3ZADAawJ2ZAr9ZfFhsJErhNGuFt6AfR/IZLkgPmpmryU5fWkDLWVwQwU0lUthvOQipQgDMC4lzHX7myIIjEhipxGysizmYHDlyHkF7UsjZw2IZKEgKaFhpEof3tuKw84Y6mtfp+/oQW3ihG1EYC6TL3JRrcK2z6xsJb8Gm3hmawl7060wy3Pj9ppRwVmMWTsoPkIgthlXW4iAixtWs35NwgcAlnYcncSYyVtC/slMeo6CRyHBB2bVt2boRaSwyYYQDAzCCftJIp6ZmFGLbeHvBGnLSSJAPLMvW3t90zZjaLInTigUYGsxRBuG5scEpKN1qbBDAmTa9rHZbqqsD2MWk7sRDfcpztT3wg9zloMxebcK4LrnRZyWH8KY5rHPUHmHUct4xqOKX3Q1n6nu1bcPX+H7rIx2j/xuFO31nVFS3LN9nWnY9xA7psN2+c9ayAbtOB+vLWdSLg1FUm77syAEM6NJEdtwEHyotFUngAEscXkyqAx5N8bO8lqy8O5vjHjFvwCC6FlzJ9jHfc1WRo5S1nKUpaylKVc7LLMeLwvWToeL2UpS1nKUpaylMtSlkZOmziWZBuKd3+b/WuVcJvU/BXdn8FUfDQWLWjvyJyOnONew/1VxsiGGiZU9fpJvlNHO1Z8Sxrqt6o4GW5qn1VAFhbXlcWTAwofVUN5EkfldCwOo004AVCJFb6vxfYRXEp0IdWrPT4VPgFNbWdyPgbeb6AJ97prwT0nVhsebygkK+Ij1STxeoB0rBvLZyON2ZEIyWrQiFst/jmUtowNAHrKEnXUMnY8eeViBzE6Pmf4yxXaP0e5+n3ft42d8vg6Z9w5dDZFPTGJ3pp058VE4kjeprtkLHOrpjsWHzfvy9Q2tmykhKC3qe2aQLFt1Z3V4jMknFDNeJt4vNz/NbxHN9xT3pOmttavnT9NW/mgAyfxA/K6baw/cP48TZ9KCUhX5ZPRYj/5cTk9rDE7pGpRV74/0qFCNlCNYyMdK8cF1qwbE5UqappXQXvfXmjxIeQH/bmQ8va3vx2PfexjMRqNcPToUTzjGc+4sDfcgyw/V7UIWRcp4J2FSySIi05z4rCI3Nkz/z2c/0UGqMwZTI6EURZ3sQSs+9arElkYdcZQngdIkVv0tbCUZww7VDBjXdQfS2RCNvDOgM7RdnGSlwc4oXBYFM9LiejKGKEj1CR/fyXRDypjwKIgCPUOkUMtRlFsnMOkd/R1jsaZOACLEyzlf/pv4DoF2LBsasp9l1fVtpZDpP0i7sV6Z9KKE3gVh4u8AZVx0UOmhclb+aihEtGgVQWBZTArOzyKI6vgjtx0bsGROKX6CBwzUjCjCMHEQE8NEIivV66CjMEZg0MhN2Ut/e2GhnNEBmwkJJCLeNlHmwEhRGxKU+/dHHIn9NI4gPRPF+4JMnnx957gsoxXCESr+CLJo42QE1B6Z9c23VUeyc1L4/xvfLRjm26F8VqIKoUnjJx/DOcEmnm9hZLdvGdholdi/OSP74hBrTcaNOXksgTk64UN3DUBtfvIoTA+yv1bXlugGnRLopuK4dqG6wXc6YadscwL5QtSYvfnwtjIDe2So3I5CtBGrl/ThfIlPJ+XvrxfF7VELamEEcwEtwHlY8towmwggSHRjtepf2aveyV8egnDDAjxZuAIgl17MgCKxSAPCWaMIkLR64VLxo2Poir5Fnn8HpEmq3Y/dVwgectb3oLnPve5eO1rX4uv/dqvBTPj4x//+IW74R5laeTsVZzDImybw6L8wahOkjJMKQMR1d+yXQEbQiZszZByC3qoYNdUxUDJi7OE16ZjVVmIavdpamCpruG2rIi14oryaKhihy2ENcGMxNhp4okRRl8fUdWAu/BV20pU6N6eFhdxf39VX6DKZaHFmGzGXXQZc50A1D2vGRJUaqAX/cAdng0VMNJ1h8Y8akmJYdcwdggApywbaMPzESRaKBtQu24Z4EG5TQtw2fho6b/Wuj3eMbhzY6YDpxbc529qJSlVxYba+OgBwaLNQV50G0wzBPNmHFqMnUZ+KBLjE0HLuARAhkX/DQaMN1TtiFr5r/zJVq3//Zrixz1a8PKpXBOuW3D375ph1YS3Pb7qHhusxEBo5QZzDvJtY8OGhBQMnTVMCjjS4cwimtbLiiMzYbpOsMP6kaE3VLMVwA6bGufaMEBzCgffpOX3EGRZhhe96EV4/etfj+c85zn577/oi77oXmyVyFI95yKEvZFEtmGEzoRytBCSWhNN7k2z+QoboBPva6Acr3c/QyUHyKIwOu9dhMm34EF3+TYDJ29aO9SPE7qTolGRG6kZpx6SxmYDJxcF0W/L88tG1tF/PUZKjnU3sVvuRbyWv+VchPbCFN0zsPrmVNe89rrtKt8ztvekuwuo+17e4YPqrqPtynT3XRdDOagjCtGJHXTCnTmqevv1PAoxn5cfANje3q78xPHB4uD/7u/+DrfddhuUUvjSL/1SXHXVVfjGb/xG/OM//uP5ePQDydLIWcpSlnLRS+8e27dJH7D+S17uaQeSc5B9G0DnqfwlI/Y8/fz/7b17sGVHdR/86+79OOfc5zw1Gr2QCjAocmxKMrYECTIGOQ4YUkmpAsZIOPnswpYIiuzYJmAk4hLCCDuJocoux5REfcIhoQr7k3EePISUIsQgZISJwJiAYAQZaTRz5z7PY+/dvb4/Vu999nvfmTPv27+qi5izdvfu3asfa/dea/0AXHbZZVhaWsr+7r333pma9p3vfAcAcPfdd+Nd73oXPvnJT2LXrl14xStegZWVlZnqnhXOyHFwcHBwcNhBePrpp7G2tpb9veMd76i97u6774YQovXvy1/+Moxh6+md73wn/sk/+Se49tprcf/990MIgY9//ONn8tEqOG98cu655x78xV/8BZ544gkEQYDV1dXKNYcOHcJtt92Ghx9+GP1+Hz/3cz+HD3zgAwiC4Mw32MHB4ZShyd2ncIFDMy6U04wabGtsXADPn//cNEsdALC4uIjFxcXO62+//Xa84Q1vaL3mec97HjY2NgAAV199dfZ7GIa46qqrcOjQoRlaPDvOGyMniiLcfPPNuP766/HhD3+4Itda4zWveQ327duHz3/+8zh27BhuvfVWEBE++MEPnrqGCLQuqIRmJzr2MKRGvxYSKRVEg5efdd5tdIA07fKuyU6yay2YbbXoIgIUOhfB0HT7Rg9ItPddlzx9NNMsJ4lGx2q+xlbS5MCJFteDU6HbNrlB+7lt19rZpfpOeUvbtoGZdAsb1t3OsdlavvX50nnd5JOV6qZpbJwKeVsbZ9Vt58LRpdv28p26Fd26rQRr5CAMr63NjuM1UWuFG6Dd9+ZMGdhnIbpq79692Lt3b+d11157LcIwxDe/+U28/OUvBwDEcYzvfve7uOKKK06mpacM542R8573vAcA8MADD9TKP/WpT+HrX/86nn76aRw8eBAA8Lu/+7t4y1vegnvuuWdbVmsBaWxgbmALbXNfIJ0UxVEvNEGNNciT9U62gsO9jV8qb+/jb2oEx8fQPQ+mX93tBcC8UKmDcb659r/eiCxXU1lI8GxoeDwns1DXvFxNCEgM152v31r//noMEWnEu3sgv7pjZiScprqsZfPTGEDK2nWPOXeIeX/yiwpxRFuwSZxbaAFFQ5GY1DE8ZkAeMFmWVXkC9I5q5sApy8HRN3NPDWEGHkYX9SrOpmqsEaxMAE8imbNkWrny0hCHE5fC6zNYmhAZm9pIkyk/F+oXosLYKZW25ITekPl0CpQAme45HDdZELW6D9c5bcFktyw6atq2iNhuFuXcNpT2D7dB90VxQ7GK94aAJEIyJwp8SCDewDxLs5DxXOV1r4HeigYgEC2Vogvts/ub3KnJwHZWXjeRgYzJzp0a3RjivDdp+oIyT5hiElGZcB9WdOdPw/qbHPfViJgktcZBWcUEbwgkgxo6COL0ECpiua7ohnWrJkySavKH1qluIkAkTEdQHRtM3SIjIFq2UYZ5ORGCNYIXEybLohgcYOXhCqeXGO8V1XWNADXitVH3y/Oa57tnqWPiedTO694KLyjRYs281jwuRYshEqwZ6L5guovS2BAGGDxDiBeYl60sVxEQHmd5vFCVyxiQ69V7nhacwxmPFxcX8da3vhV33XUXLrvsMlxxxRW47777AAA333zzabnndnHeGDld+F//63/hmmuuyQwcAPjpn/5pTCYTPP744/jJn/zJE6ovXNWgRcOLDjHZYz5XB9n8F6QEhCGokZkyh2sDipiUkzyZ5YiBtCSOiS2veNFVI425Hwzhb3KiF2+kYTZjRMshyGdrJV08BOybh6EsF46RTLIJm3vGi9LcDwBJwaR2OQZfuWqgAyCekyBPwBtq9Fb1NNeIJkBO61dbCfy1KEvap36wBT3vIdrd48U9RZpTyBLlpU5uxrcs0rb9lJIfllYkCV40VExMHmijHrwhbwLp1f6YEM8xmSMI6B03CNenm0+wqTmR36KAMEDvmGGyUX46BBsG410S8YKEjAnzTw3ROzJh+fEY4ZEJhpf2Ee0OIGNC/5kJgrXEltfwNhPESz4TbBo2fFPDRUYEigk6lFNjJN34pACFCmQoM3aMArMj5zc/QnbqVRk7MWA0TSPpShF5YkRMVBmyMSQjgr81DY1XKwQdEuJ5YXVvEK5Omb+9/2sQzwlMdvPGLRJLdmlVRiPeKJlZmjdgbzyVq5g4UV+PH9obAf4oJ58Qkr7lVxKAvwn4W9O0DN6YOEnjIKfbNWPlhGDLIFqUlkCXDd98/iIvI8iE1X0Cf2PKP0cJTfM4ERtAIuWpMmTntQQ8aUkaZUaSqX1ABwRvbDhRpuLUAIUXGst8zdxtyIh9BXjDpGRqqAptkwamutkA9IgQz7MxJGNrHFrdqDUm6IznOWeMjAnBZk6+wvMmWmRjQ8ZTsk6AN2MTALoPkOQ5FaxPy3vPEJIBMFlmQ9bfBHr5sTHke6fyYI0NgLT9/hYhWgLGu1m33pD/Mt1HBN1j3QCAv2mJXsu6t/O6f8wgXJuOjWCoMVmQiOdZd+G64bGT6tb2ed6IAuy6MiI7Npj/CuB1MT0BUqvcl+NlIJnjce9vMhmqAOAd476a7CYkA9adN+Q+1h0n1DsF9913HzzPw5vf/GaMRiP8+I//OB5++GHs2rXrrLbrgjFynnnmGVx00UWF33bt2oUgCPDMM880lptMJoXwufV1NssFAf6WgYl4QpRfEFJjRW4ltW9vggBvbDDebV97y6c+xNmQ5w5t8iZZKi9jA391gsmBQWN5AiHuV/PmAHyaIrc4+Vk59wsbQnx6ITVVSDp5wQfURgRvmEwZmfPlNxNoL0KyHNSeWkAASVD/5jxdlCgzfCr1TwDPbn7l0Ov0VKd3nA23slwaoH/coLdCWf6dglwDg6MG/t+sZ8ZGHio2WHhqC/rZqKE8IViJEO3OJYYrtY/ZqlWtHJJPdbK8QzUnfkbm3rprdIsIgKqOm9QIlhvEp0t1up/w2IOpfsIRAIIt3qjj+XrdiASQE4Ks0w3s2BrZa2vk/og3kFrdAgiGhP4xNrrrdB+uGU4QJxrGxpCgjsS1Y0MQb7ZksxvW6i42GO5S9SH7SiBOkz1K1I59ZoWn7N8FsQHkmE+16tYNlQBiFZyXp+bET8WAPM5GSu28ngBihU9z6/pWRTyvpEZteX9o5x3q5cEm4K9zxXXycI0NfePX398bA/4Gt71Wd1uEwVGTndCU5b11g3AT9gSwWr+gad7Jim4N1x+berlMgP5RQjxE7WmrioH+EWCyhMYTu9OJU5Gx+HRmPPZ9Hx/4wAfwgQ984PTd5CRwVqOrtuu5vV2Imm+uRFT7e4p77723EEp32WWXFevsGMydOSBEzUKZg6oxcLKi2yjfljulbqGqyBtYyFN52cCptK8NHW3Pv3TVyjsmdd1CeULyuGoEFORJQ+LHtH3oaH+bPM2r09Q/qfHTotvOe3fpvkPe+eyzyDt0W2dcnkj5Lt139V9nvqmWnEZ8gw7dtawbqe7a5LPqrrU8zS6fWfdt9c+o2641W7b0/XbKnzakn6tm/dthOKsnOdv13N4ODhw4gC9+8YuF344fP444jisnPHm84x3vwJ133pn9e319vWLoODg4ODg4OJx/OKtGznY9t7eD66+/Hvfccw8OHz6Miy++GAA7I4dhiGuvvbaxXBiGCMP6lJepI22KsvVOAoj7EjKh2k9OBEBtaeYlqnFEFgYY7+3BGyVQW0mhPLsgEIJjIyQDH6anCuUJTBRYcFItVMAC7YM/X5TfjKzcWJ+iypsREURsP1jXGP8piSFHJlDl2bL22fJ1fZOm8697cyJYPx6wn0W5fUzCyD43/qgqN5LJ+KThz4518uHFA6iJRnhsXJX7EslCwM7ko6T65kYEtTEB+QomVFXdaoK3EcMEkukaSrojgWnUBlDogEzegLK8qW+1ElBx9bMGgX0zKBTsa6Zr5ClvUe0N2IldaOs3VY4qInZkFZTLwl3TPqCGk8peoH3rV1Ln6CswdW5uGFtxX0FqghqbWjnro/6TEbRB/5kRdM9DtOxXdCsjA2/NQIcSyZys6j5h/jnjicyfJ983KVdXFtFTNzZy865Qe0amhNrPZWT/R0ZU2/epzxC1zEtIQAvUfu5L5QTURjRlQ0ajPkM58W8Z3xzKcsp8mWojpoiY8Feg/rRNE9QkASkJE1Z1A1i/ufRzcLn/WuZlKhcxpnQWZ/BIp+uEa7t17DScNz45hw4dwsrKCg4dOgStNZ544gkAwPOf/3zMz8/jpptuwtVXX403v/nNuO+++7CysoJf+7Vfwy/+4i+eeGQVmHhRlvxJ8id9ZMkkAQHtEUzIfhgimRoPkIK5jhICTcg6IgMgdg4WBjADH9GcD7mo4a9MoCbaLiSW3HKsocYaJpCIlkJQoNjhsS9romxgF0fKog2YFBAgzUSFwvAiyRFQwhI6CpBhck5BTLTpbcU2nLpYPwHQcx6SpXAacq4BCLtwWK4gjtARWXsKBJsS07bnF7zUUdmzZHwWUWBJSK3rlPEtRYRtXNJn51pvzO2NBwJJz+oGhHigEGwYeCOWJz1h2yeRwEe0J0Tv2RH81Yh9LhZDmEEwNQT7HtRmDBnpLM+EAKAiA4oM1ChBMudzxBkBMpn6+ahYg8aG2cp9adnVxbTv0j6xlabypt2jjr+LcnKI1Li0feMLiISdLkHW+MlxkEWhgJxY513DsjQCyqpuOq7AOvBHU+NAJsw3pgO+JnV2TftIaIA8sqzVInvG1EDRChnjvbD3EgDgSRjiulPiWsCO53wEj0BGHlrorkBCEzuAeyPNbO5pozC9P6QAGY7eEYYgJ+ynBgDepkawGmG8N0Qy70FoINhIOAoRgD8yMJsCkyUF3ZMQhv19MkfghEAREPe43TAEFU/HuUhSfRG3AyiGMqd2WNonVPq8algn6bxLywjDjycjgCQT36a/p2SY6Ted/LxEOrbsvNWSpmVS5IwmkpbcNCXGzc1bQbDrAqbReOlnrvw4sOuRsBGQQludELKUDfx5ijgKzkzrgqEpbxcBcqzZxw4AxRpqoqF7qvKSIQ04+EGnpMHcf+mano77nJ0JklOCYZlmDhaoMKGfVpzD0VXnMs4bI+fd7343PvKRj2T/fslLXgIA+NznPocbb7wRSin8xV/8BX7lV34FL3vZywrJAE8Kdd/c7YSl8huU4E0hGSjIsWFDoubUxhua7O1B5OoEABMoTC7qI3huBBVVV20ZGYTPjbB5xRz0XIPa0siOOpES0MLAz0U7FK6TAiQNgmMTyKTGoxC8eUZ7+5Xw8XSzJuLIhPLbabao0fQNvnBz268pm3NmHOUu0JZhPTuVKMnjOTZu0s270MGCw0+TPuwGVqyfPIHRJXOIl3pQcW4RsM9AAkgWA3bEHhcJrAQAGIK/EUGHHsiTlf4XmuBvJMyC3GsgwiEbidNE4lhj3JSKWyLG6gXkCcTKbq6Z6qbXmUBgEtjfSuWz/TYpRmnl5Spm46Zasx0KCRsipl+u1LZPMcGmF6EIq0sT2GgiU9Vd5YaF3/naZM6DUjozTgpyAJASchxDTnRN2wmDZ8ZIBh5IqcqtZELoHUsQz6t63RvAHxJME8Encf/okOp1n+64LXlgyADIn6bmp55hZ+PSz4X609OZauPZoNQCUBrVDVIIJr6V9fM6XRdEk9+fsEZFMo1iKha2Bj9x+H9t+w1xioDIVHQH4kjVxMCehFflKiYk0obe5/STDVECEr/+1IfLAxTD4RzGeWPkPPDAA405clJcfvnl+OQnP3la21ExcApC+9mkzdm2TZZQrYGTQvdVs4GT1tEik1q0Zszkk6iW+w+8VoJRkzKMN3VP2/Gu6OhbYdvesaE1Qoha4zMPmbTcH4AqGTh5EADUbHKZXKLZwAGstdD2AOhQLpqT0eWvaay3xqjPF82dQJxo0wBwkscW3bc5wE913zQ2MH3lbkB2ktMkLxk4eRAA1Bg4hfu36J6vaZFuQ/cdQ3t6knOCZbML2pqXnfQ0GOCzfLYRfOLV1rcyqX5yzImz05sm8GerZnma3qIOBID8Dt2cqcOR/KnbLHXsMJw3Rs65g5OdzTsEp7N7trGZtRafsfxOhqCWjehM3P9C1p1bUmbCtoy4CwCnktZhJ8ERdDo4ODg4ODhckHAnOQ4ODg4ODuc6nOPxScGd5Jww2gdJ5xBqGWQk28untAoni7awZABAB0Fn51EnoXsSdT1Cm3yWstso3nms3el40nwH0dU32+m71nuffNFtVS/EbN0/4/N1F6XWBnSO/Rl0u71x31H+bGPWuTPjrU/jtJ+mQD7pG5wLCoKNKJvx7xx5lDMJZ+ScIEQCDnssIwstrre2iYXQStQvuDYzs+5704iHUnlhCP6aDe1umHimZbEmBSQh37+utO55iOeDRrlaj+EdHzfeX00IamxlNRUITc1tt1EmolFOje1K5SLiKIx6OUeBNMlAHAbdthnGSz3mNaq7NxHkVlRLZJO2SA1N49gQAIfcNmyYApgu1g2PKDS17hida3XLBca3nEsNcq04+q1JriIbgdWgWxji/CcNcqEJiGv6z/aXHBvIqMZ72cqN126kJQO/mpIB08gj7Vm6hgY52fFZK29x7M3a1PYCIwW0h8bxT6Jj3sNGQDVdIFrmBjh0uk23kHz/2rbZexvVXD7picaxRWB+MF3lK87k8ZxXJJ0tyUULuRQJjpBrg0jD7htgGtp2qpH65Mz6t9PgPlc1IB5IqJQ/JTcuJABKAAheONMQTxkR1MRMfWMFZflKCOzBb6wXv7EJwVSa6MwQ1JDz4QgImMDjzdJGFZAE4qUQyZwHIQRzavkcVp0Pc04jjIw1MioJAAW3wQTMOJ4lWqPpBmkGPqKeBzWMoYaxlfMGIw0hOK7hr0eIdvWgF3O8VWQDfMZTIrws2or4GSUAaIBs7pSM3JO4nyUAJHbRLsinBJh1zscy5udJoxxMxEzmWfipbkg6Z+uWcaoLDomlGs4nACBfIl4OISMNbzOeGmSGsucTaYLAvp/lPtF9CW0Tk3EisiKnF+c5sV2Vz0007Z7sn1lOmNLDpHpME6UVItUMFa9pKg/erKc/su5kTJDEeUS0svmWbEizUUASIou606FlPC/1twBzWlHMJJfppiQjgj+c8qulhKSpwSFjw1F/qTwhmEBmupUTA3+opzmWxgbJnGJjlMhGLNqxoQTTvGTG4vRZhZLQAx8iMRxpZYg30EUf8WLAkWvE+Xq8Ed+PAMTzCslAZnJhbCSa7WrjYRp+bA3Q7FkAGx6fk5dUY9LIJcH5uEQy7VsS06SJEAI6TTSYmytaIUsaSKlcl+XCDhPK1ru0/nxCQeMzIWt2f2mNHysnogLfGElw/iQ5HYfKjp0U6ThNPMEJNC0RcirjvpFIAgmdELwhc5oR+KWNfJ5XcaggYsN8fAnrzoQSSV9N70+5toHXZB0KqzsUkNZvSrpLjwUIrFdSAJVTHzicU3BGTgPIE4h7EsF6lcgv3SxkTBzeqIsZd/OGQ7SoqvlLbOIpTYTesZhDIPOTTAjAU9CB4rDxniqUF+D8DjCEZE7lbporLwCDXF6TUt4a3RMAaU6QR8XikAJ6PgASA28z4iRc+eo1ITw6QkScP6ZMspmSJEY0fcsp959IwGzlsoYEkjj/hFbcsIpxYn9QI1ObzVkaQAz5ZEagOcRTjUw9x5EUIEH1+T2EgAk9RL5E+OxWpe8EwJmitcHk4jk2hEu6EwYwMRti5bf8dOwQUSFhYunR2dipefvOymsAkgplCqB6QfaTRpYJu3CZsHlr7IMXEvMBgBRIBsxYrWoi7gUxiSSNNZPIlslhicc2jdmQqOTlMeBTG211XzoBkQnBX0uQ9FU9R5IQIEnZp9/ys5GvoD2JJBQwAee+KT67wMTnMat9UQz9TvPKSO63aj4tZKcmWU6oshzWJpWojA1uH5B4BGFETXmb0C49Sa3L5+UBJGmq/7JcAZQO6rJcCmYRT3hdqcsXxicytnz5ZEzyi5lMX0hKYlIC8ZzgeU2oZsr2BOIFBW9IWX0FuS8RL/oQseE5XL6/tVXivpWpat+TXbPKz5afd5zlu9r+046GU94TrmOHwRk5bbCDvGksC7QfdQqgPceCQGteHAgBPWhWkcj+p7l8l7z1+FKKioFTKN4iA9BNbtoiS8u3XSRb0pwLpNlVO8o3PX5XzLKosiyX72+C5m8AAuj+WDzDIjrr+iuQ2Uj1kGKaAO4kGlDHgl2WN/VvOu9ada+puAEXLhBo/XiVfTZuLp9SjjTJqU23Aq35pvgB2sqLjvKis3znutFWXjZ8cs/J28uj3U+m5mSl0DaFVnk5WWlRbtfklpxLdZ8tC2gb96cTzvH4pOB8chwcHBwcHBwuSDgjpwUEdtRt4ichAcRzko+tG+Tpp9wm+XjZYy6hBsixaXRKNKrdoY8kkLQ40xoFRPPNb53GE0gWg1o5wX6Lb3AWTf0RmhweCcz7or1mOXNYNcvjvkDcq38nZ901O0wSLMdV2FZe8Df5OhDBhF7jWx8J5tIRDSd9XdE+KUlhm261367bNkdqo+zYaKhfe5ZzqaY8ge+tG8qnfR/Ntfd9NN/c99GCRDQvm+XzCtFcg1wASY/nZe3zGYIcxRB1jsoAQAQ10vzZo+H+bWBfmWZnXiM7dLONeZuEM8g9IGnRrfGbx0aq+yRsl7fNu86xE3Tcv23dMwRvPYIcJfXrkp1XTbrhsYPGeU/Sys/Gac6skVXp3w6D+1zVBgnovoAWEjomeNZBMnVaS/qpz4SAGhsE6wmkRhYREM/ZmSSQEeGlH0FSpzndk5js8eGva/RWoqw8pQSfEwM1YcoEHUrLMQVEc5J9OiBAquhQmC6y5LOVpUMb+RRN5cYDqMfOmdECEGwY+JuUc5wGaD6AIUKy3IN/fAy1EfFnGF9CL/VAoWfvmzIec19oD4jnJTuXEoHA/DSpQyQTjE4dg00g2HHY7jnG435PjSvhs4NqRgRoo8RSn4E4JgRrhh1bAeieQJwab0JAJgRvi7K+NX7KcM7H1mpCCNY1VFKWA1pIdmxOnWOtM6uMDUzPA4QPESWQ4yRzVjU9D6bnQY15VTG+gLYOkATW5ZRgtLgQZ3IPjbpNQjBNAtg/RsaW9TvVfc9SbBA7tspoKjfSyhvGhpEc7cJEsoR4IOAP2ZlYwBo/85ZdmwjoWSbzaKpbndNttAiEqwRvxPIkBKIlAePz2JssA70Vk/lZJD2ByS7Jm4h11O4/l8Afcd8mfYFoSWW6VROD/nMxvHEql4gXvanuY4K3pdn3hwhylMDbnGRz0fgSehAA1lGZHYPZwVVAW8JSD6TkdN6mn4pK6iMwwakJpr+JxJLxkn0pGggkPS6sg9TpHVN5H7a8gA5ZLymvU1HOelQTQI1zuhtYOQFJH/BG0/JGleQDwBvmyisgmbN+dMT1e2MUdJv0kZEM6wHgbeXkHtdJ9nOSDtj/SuQdiQNkjsqix75bmaOx4nGZBlFozfM2nZdpn6fM7sLYsW3npdqMERyf+hDqnkK0KwAFKhs78ZzM1g3KEcMSgHiOX/pSfyQZcf9IY/t+Hogt17MeAHLC/Xum4DIenxyckdMF++3W+ALRooRIaMoSnfuuq0OJ0T6fT1686USd1sP/MQK1JJTxokK80Ef/SMSM0SV/IBURRKQx3uchWlKl8uwfwW8XaeRO8b46FNA+RzcUHBrt9/loUSKeI/SOGd4QSvJ4dw/JYgg50aBwOmzSy2RCMAqY7GLDrdx/5AuOHvdRYBjPyE37gkOopV1EcyDJhkvGapy9RU11M96r2KERqPgrGE8gWhJTeclhUQcCo73s0Cg1VXRrfAGzKOFtaASbOtsgs2cLPGhfAYkGeSorn+kuJsg4QbTkIZmv6i5rh6Iie7uVZ7oVqbxQjI0onzfn1PjJX2MCKyeaRovk5DoU7KRtqMSCbXU/x6dm0uTun5MnAwER2vJl3XrAeC8bK8KgUt74wPAiBTmukdu2b13i8wtGgkqosA4lNi8N4W/aiKdSiL/xBaJlD/5qhP6zI0AX/chkbCDWxjB9DxRUx7WKCDKKES0q6IWUzjtXQdqHCtlLR15OHhB7AEBIKnJ+/lR3Vd2yXpIA3Pd+Vfc6TOWlUGZ7TdLnkwdhUsM4Jxds1CR9NkQK/GKpfAAgrC9PAogXuKzQDfX3kUV8lU+ESQHxgmAjyc79fOONEogW2RHZH+frtvPOrgtiI0b/mQlk6eRNjTV6h0cY7wsxurRXcdQmJaAlr1vTl6JpeeMD0RL4ZaGPqjwAopxB63Buwhk5TRB1v4miAVG+ntjZtE4M8KLQ6DAobAhlBDQ5xZmQF+zG9go0O82lhk0jSaPgBb3JWdc6U+YNnDLiOdnqkGn8lvbBGjctH1ALG3Bt+RYhqsZNBrZY+C2n8RqBYKOFxFEIwPca20cSSBaa+44Eh7w2tk9UDYBi+wFqkwvAtD2/aOsfwWzTbbrrIAg1XjWKriD32x25jRRASz4SoyRky9jpPTdqTKbJhnH794dkodkROT09rJULgGCjGZtuDp7brfIu3TYNrVS3bXIJUNtmnUaCNYB13yJvW3dStMhVB8t379mqgZNCABgeDKcvppULBKJFNK7pBMAMmuUAn3idETjH45OCM3JOFO37aJe4vWzXAJylcqCbLdce2570bUT2Px3XnIRsxqq3I58Zszzb+YCz+AydwW5dFXSN/c7B0zX4WuTngu5nmtjnNjrXNdlg4Gz7BjOUPZVwRs5JwTkeOzg4ODg4OFyQcCc5Dg4ODg4O5zrcSc5JwRk5pxiznAq3p9ZD95F7V/3b+J4z08kspf/T5jjTIu7qvBmq3o58ZnQ9m8NJ46x/bSHq/mTVWPbUNuWkcK58cjkN6FzXyIaunfzCfG70X0dy023XscPgPlc1oHFd6nKbSSgLRa0vTvUispEYg/rcHwCnQ/e2dLM1TkAX02wTkR6Iw7KTJgfENHwxrs8tQgC8ocnCResgUwLKJlCHvAOtWWa3IU9zc9T3D2GypBpJEgURxKSZPFUYwF9PGscGEYeCt+q2q/+6WIZn7N/mpD3bKDujw5Tx2q9JcwY1NWW8vw9SzXmOs7wqDf3vryVWtw3lo3ryVdhmixiz6W5W3c6q+zbMuPF25ZxJeu0Zlid7glbdzn1/3Ez8C0CN0No/ImqXnyk4gs6TgzvJaUDKiluYW1T6r0D2hicjSx6nebHNyN/SEHTFocoZkV+a+8SWV5GBNyIIKaEHAjIyhURyyYDzfwgh4I0B7RfDdclGUWQ8f/nGpxOURMaYPCUptI+ScM4IPVAwAcEbc8huuil7GxG8XJ6cZCEE+SrLqaN7EjoQ8CaASQgmLCYZTIkGUwLATJZGBuU7Otf29P92Tk0q1lNxRjS2byRfW5ATmH9Mcm6SMqGnMHaT8hQmuyS8kbb8Oqw7MY6hNsYQiWHdL/Rg5qbkpUw0KDl6bSVhVuWenMpt9IkgJnc0iqakimkbJdMskK6PZhH2OYhQy6sjbJ9ka3V9IFBrP6fDfdubWnpt3dtj7kaibLyVGsJjRnC/UInviqx+IGA8m4vJ5sTJIhaHBhIKk/1zUFsxvI1pnhyOSFQQQkCONcgTHIaezVsBHSgICPjrBro3JdoFNwvG4/vLGCBFFd4jElZ3sd3QS/rJdEOojUTKpjGVfsj/M29/1emn3L91v58MqPCfadX5tbJ8j7JugSy3ToUQOQFAnFsoIzVO19yE4G9oqFggWQ4hxxpyGGe65XUqgPAU5g4niOYlokWrW7sWaBs0p8bIkanm2mrT6iCybeyI8HQ49+CMnAaYQCDxOdlV45gmwBvx6YWKpzNTEGyCNMJ4j+K3jDKRn0225m8RVGSKC7cUMD3FJI2CDZw8H4sgZnTWhqwhhcqiCWDKWE2lZxACRvHJgUgTYuUfy+OkWeFKBG9Tw9uyjNtp82IDf2WEyd4+9MDLkhRmcg2IISEZiOkbeD7vjz2VIJUzbsqdTFNZ06ZcWCxL/4eAAsFmQS7sHhjnWNhzfZOybfublkjQFOXJwEMSGgye3uREgLnMuYIAb30MM4oQHVjMkjrm5f6WgYwMomW/kntDAFAaMMYmbavRrTB8qFDHoSPA7W0K2003VJMaIKVT/DpDpyKnZnmGprGXk4v8f3OgdLMrl0+JZ4VNPkhVeUqQGWzYsR1TQa7nA+iBj+C54XRc5samSAiUaMSL9nQgl3dHgOe1iQjRsqqEzQvwmDO6WXepbrOcMjXGjtGY6rY8r/OGbAld8rQ/Z/78UmcYpfOuSXel8tV5x38kOAkfDLLkoSzneZkooHdMQyUENS7q1vQ9mFBBRBrkSZhQTXVLQLhh4G8ZrF/uZUlV0woEAJUAJuFEf7XzzuoW4Qn01amE88k5KTgjpw1dcasAs3g3FSe0kjRCAH5LeVLMuttWf9sHx8ygaEEdUzQXZksgPb2pr5sKJxK1927InZL1bNdi2yJvLSo61Cc6CCjtKUDjPaSA2pw0F9fUShQoDFpzjwigU7ezLFdtfTeDSrZ/j/JpWqlca1iwJZZtI1dVUTOBJ6SwGY6b72+C+nGdtr0tJ9O2dNcxrjv9TM5VpEZDi/5aiXuFNW6adCcE/Akbr7WQbMg2QabzriUl1emcdzPBtEyaE6ljh8H55Dg4ODg4ODhckHBGThvs56JG25c4k2vbW5ecmFbruY2oj9DiKAwAhqBGzQ6PIGp0hM3qbyGBNEogWvCa/U2VaO0fofmTXROYc6nlJMxQY5ZabgBaX6va2kZgP6G2vtcBmon8AETLfpGiolx/izMkwLw7jboz7EvSOHYMwdtq133mBN/YQLR3UEv/doi7/WBF+2lFl7yVZBEdxLoAkoFq1V0XZNSiG7K6aRq7RBAdTuYVP6W6Rp6ml/KzrVuSaA0SSEKmKWlqm2mpn8BcbY3EuUDrvDir5yDp56pZ/3YY3OeqJhgmz4Nnx0b5G7E9co0XFEAENTbZN+JsGAmB/nF2Ro3mJZKByD4DAQAkMN6lAEMINokdj235JE8ySdYRNr0/EdSEEG5p/iTmAePdXqH+PKkjwD4mqQ9C+pmIQgHTs86ZI8r8gniDF4gu7QGiD28zwcJ3h/A3+duWkQKT/T1M9oZ8PwPmBEofnPg4uWdJGXUITBZUxr0jNCHYMNnzxn3uh4ybxzDHVtoeowhJiOmnL5r2BaUNzn1Dz57Py12b64uMidgSiGYkianqpfXJGrBugw32nUqfT3tAMicx2bMb0AZz39tC/wfDzLE3WQwwvmSBfQLs2Eh9Q9K2CSEQbpiMtDFzUifWRbDOXExGAeM9CvG8zOTBukFvxcp9YLjPQzyf033CnyEFeLPQAU15e+wOlX2qI2ssyOm/y74U+c+KhSUy74eBktwakJTTVVa9AFM0CEydvGkqNx6mjqia0/pncmEjrXpWdxGTJKZyY/mM4kWeuOGaQbhiyVXBUVjRooIJBoAh9I5G6D8XZZ9HtC+RzPuNn6rSxw7XTOYvl/Snfa9GhHCViXqNBMZ7PERLU90JbXVDsIzXZP13prpR6TwUub4o+YeUHX4hiv+/FS0GQDaP7GClku4gkDlOEwHQJbkE00AIlpV1SwqA/Zokkhq5BMwc/0PETBCa1z15wOalPut21aB/NJmuExLQfWu82nmd98lKaXXmjxgQgMmSwGRx6k9IAiAfhfqyZ02f7azumKfCSHFGjoOFigGRftq1E5skeFKXnSWF4OiikMOoCwSX4EkabBj4Q2CyKJkdPA/JRHTxgOCNDHRPlkgskTEDe5uGjZucU61MgMGRBDoUGO9WmSGTv4vS/IZjPJoaC+kmpdigEjEbJ2WSyGTOw/FrFhGsRAjWEsR7esUIEgmQFKCEGdNVUvRlUROgP9FIenydPyzK/RHgjTQmCwLJnCwYJAAvOv4wjSjjhqfyvNFp0h9yBg8EL6yp7rJFOqc743P/yoj4WUpO4tECEM8J+JscOVPQn5LYunIeo0sG6D89hJkLoOeCQnndkzAhoMaGm5XbQAUBwRbBjAnaA3xLRJl/9sERDb1qEM2zYSTi6ePJGJj/vwninsBov8o2y+zxDW8UHN1HqDBIEd+DLIFi3f7XFvmTqybr72Jh+2ZOOXnuGnYUBs8rKm3odlNLVBplg2J0ixAZSaIc8w2KJJMCkyWJyaJEeNxAEKD7uQeQAuN9ASZ7AiZ4TAQbpm0ozWtvy8AbAUkg4A8NVO5kUhqg/1yC3qrAcK8C+bLgayKIxz5NgLhPEFlo5FSuYoASNs5qHc0pZzjaF6JGI2e7xk3+eoVpAEOTPD3aKUf12dO27FSqJGcHfzZ2RJoDJq97H4h9ZvsWqTN2XrfLEpOlAP3nNNSYQHn/x9K8FkDFSTxcI4QbGlt7JOJFUeHVkwaA4ZcaCuC+e5yncEbOdpHaBTXRICzgV59sstYVN2gmykNqbLQ4GieE3np9nhrY+svs5ZVGtJEsKlFP4pgaOws+KPSqG6WF0lUDJ1+FPwYIzXJBzGbe6MgMQLQl9WrZhNMFuVEGSxJZK7dRO2Gz7k0gEe2fr89DIQQI9c+VQiYENWx2dFYRob/S/BaWhlG3fWNop8jsOAAob3DbLthRNpWnm2XD4CDVMqbBJ2+irryNyNJ9We/ManVrfK95fJTuVflJ86lC07gmzS8Wjc60hG5/0ra25cf9yeiobd4A7cZTqts23TUYz4XydffPLPmmuoUdG6KenFbY/2lzMjbMhN5ETksAKGy4/5mGi646KTgj5xSje6M4+dkiOjzju5LdzYyujbLJAMyhVS5Fa/8I0e7/NOtCNOs6Vj6lKYA66u+Sd6AtUgvAzA+X/2R12tBS/7bG1QyDr9EA2WYDZpn3tB35rGg74dkOZprYs6Gratmhu67y5c+BJ1zBmYJJj8xmrWNnwR3AOVwwOFfWIgcHBweHcwPuJMfBwcHBweFcB5mcg9QMdewwOCPH4YQw66n3bPduv/upiDvY0adB53AHdDWts+k775S+iM5vNtu45ixhVt2fw492YnA+OScF97nqBEECzQNFcG6OxmFkOMKm/QbNIhM05/4ALK9LUyZQWL+D1m+y1Oq4ahTYsbbu+WnK99VSe2OODYLtm5ZJmEXYNKDMe1O5AWaQoxQlVIOmvC3cuA4CYNHte9Em98bNuT8AcGRZm+471j7RpLgzgXRYtulOtMmJw85bkAzaKkBrvimAIxebIHT7vBc2BUOrvG3wbEc3XROz7Zq2iTsrqGPcU4evIXEKhsam2VxnbboLV5t1KwDmrTsXYOjU/O0wuJOcBhSS0Nn/y1xP9jeZi5axE4QT2wmQosKGmzpt6lBwePmYw7Tzk5cXQuaRImWZd22uEAi+d7BuMgLQcjSG8QTnUoGASHKOqGkThSUHJLvbiqI85bDKEiAWwqgBNTEI1w3ztwQCOuVvSaO5EgNvwt6zhGL7CJzvI+XZUpHlHsrJk75ANDd1PM6vewSOSmtjos42wXwoav4G5UU6LwMKqeQLfFIl3Vdub8lOw1UNb0hWd4rT/ttGCU0IVmOosQF5AnrOK3AiZe2WokieamEUEM8pkMft8LdMwck7sakDdMD3lFR8e03zi2SWVlskS1sUTZ28bs08GXmdbtLfqcYxOGeTpDmhgJzucnI1sXxIQDFSx1JDBGuGEy8CoJp5rVKyXAnoUE3nRjbvzbR9eWJOAFBAtKCYYDUhGCUKz0eSXw6EFPXRZYLnsiAw31tNFJUAsvQIdfJCgxqCkKgcFVqeO+UCqPm9fN+0rCnJ8uUNCukwKuWtgVcZHqluxwSpBXTPJhfVubLgZKMpBQT5mObEAQAJTJYkTCDgjQUnZi058Btlx16MWjqIs2n7O2wPzshpgNBstKSDvExiyROPdxNpOAFbJhcCRlJKhMyh2T6yBVAaQIw554pRnAtD5nKfCA34WwSj+P7eeJooMGM/BnG4twSSPk9UCDFdAKyhQxIZA3hezgnc+AOQ1MUIBUEAJWz1CwKCTQOVe5thI4XJQUnyJiBLCxnBnnwINoryRpMOBbRvT50EEM/JChdQPi+L8VDLgVVYXETuP+mLWW4xFaWC6YubsBtoYX036eJFrKuy7okbqCb8F2yYku40JxtUAt5Yw9vSU3lCEGsxTCihB950E89uLkDSGpoS0OFUtwD35cQXbHQlhGhBTZNA2g4w6cMRCgSpWXfYDS1lrq9sfPm365w8Zxu0oySvVJ+Xl3WTyvPGZ13ddryV52Wqu9T4VJO6eWvHbEwINk3BIBd2XhMRpCkRfBpAjTSM4pQBUlOF3ywl1TWB5HHen3JgpSkSjLKZ0rNEf1PDPh23qf5ToyzfBqrRWTbvU0Oo4WUg67+G8q3zBtvUfU5HtbpLx3ztS0ODPN+mmOelmuRepiSzwxtD8DYN6y4q6kbEBBKEaIHnVLQwTQQoCPAmnLNJ94t9n8qRIEsYOK0UzX19quE+V50UnJHTgpTtu1EOFJJ/FYW8Mule/QwQ4EnsNXA8ct1A2HTMLdhwiJfqY4fTF9mm1PUCvKCrhrQ7AoA3IXhbzXlt+OSm6fk574wpJz5MIW1G5yaiQ2ETILbk9WlbXPJve01y2ZJyKO3/NgyO1lcgwKz04Wr9ObcAM7mbFhJCUmgmZxUCSZ+Z4hvLi+pbaf7+6eli6wLdkl9kO0tlU9Xb0U1XSLdqoT0Q4ASIbfLecd1KEKomzXlvpCamdWiQkwCiXfVLqwBPGdOyLhBKG2lJnn2+Owl5F7ajm8Z8RilalgXAGi8tctlGaSE431Yb+aqXP1krFyfOIN5EHCwNkHT1/ZkyasqwL1cz17HD4HxyHBwcHBwcHC5IOCOnC11HhB0OiZ3yrvo7ZCJpeeVNCTpnufes8rb7G2p1uOx0lJu1b2fU3czf49vaRwSh23XbTl66Dd2fbvmsujmN9XfprlO3XffX7XLRJqeOeXEmdH866z/Nuu2St/Z92r4ZdHvakD7XrH87DO5zVRMsC7SMCBBA0pPsvJl+P9cEfyOBGhmQYjJH8qc2o9AEfyuBigy0L5ixOpSF+lVEmSOxUShyqyQEb6ghE/6ObDxRlEca/Y0I8vsG8YKH0YFegXdHJITeiB2V4x4T0eU/DcmIEGyxM63xCUkvV7/1NwnWjXVUJfapyTlkioSgInZwML7gZ8vJZUTw1zRA/NklnleF+oOVCRaOjCGIMLy4j9GBXkHuDQmDTd7kJ8sS0WKufkPwN9mfAoL5wOK5Yvu8MX+zh2BeoLxPFAwhXGfSTZJAtMi8Y1MnakK4ohFsGJAHjJcVf3Ys6F7bz0Ei813K61ZGmp+n5oiZwLr2RtoSaBaPz0WsEW5E6P9fg2ROYby/pNvYoLdloJIE8UBgtMcvfBZk3TIHVtLj58s7y8oY7OOlAd0jdvjOyyPmChMGSPqEeA6lsQEEm+CU+ANCPCjJLWkmiOvXPRR1MwSCTeKxMQ8un9NNsE7orbLux8tySj5qy/tb7LMGASR9FHQHw3rN5L3ULyknHxrmKLO6y/ueEOzniIECyDod5/1urLOysPOWSvOW140Yi6sTJD2Fyb4Qul+alxsa6jAh7guM93nQvdy6ERPCDfaBS3rAZJcs6nbCfaMiIBoA411FLjzWPSASJv+MFlHQvRoDvTX2IYznCNGSKMj9LaB/1EAkwGRZYLK7JN8A+sd47Ix3Eca7imPH3wR6a9yR0Twhmi+OjWAd6B3n+TBZBOIFVHW7yQqJB/W6VSN7uUcFnyYYQrChMydzypESp/XL2GDX3yQwgcDWxT5/Es6V98ZAuMafyse7CLpfXJPDdf4UqgNgvIca3RFOC0xXmN1269hZEEQ70LRrwfr6OpaWlnD9q98D3+8VZKSYiM8bG3ibuvJZ2ngCSU9CxQQ1qsqTnkS06FkHxBqnPsFOwt7IVJzmCLCREwRvM4YaF/1BCEC0O8BkbwAVo+AonMrjOYGoLxCMqFauQ25DsGFqfY2MEhDExk35mzcBMKEEgeCNi3Le1G2UiTboPzuCiExxY/EFti4ZIJn3EG5QwWmRAGtsMAlOuF6UA7yRjS2jsDdBYeMCWHdxyBt0uEEVufaBaE7AHxHC47oqDwXGSxIqsozk5c4hQCQmi8SpytkRHdZZvJzG3yjBut+KIce6ovt4yUe0O4A3oYpuCMysPVmU8EdU8SVKdZ/02J8hTwCal+sACIZFOQHZhmM8INiql0cD3hj8Eaq6F7zhshN70aE0HRuTOfZ16R2nipw8YLzEug+2UNE9KSDucbtS46kwNiSQhDwnvJGp+oMQAE0cJGB96fIQmqAmSaMvSeokLGMDEVXnfbzgYbzL6m5cndfRgsRkl+IAg5KPHusGiOcFwg1i47FcfpEjE/1x1Y+MwIZk4hN660V5prtFAe0R+seK90/l4z08NvrHquVJAqPdAiYEeqs1Y0MC4wXutP5xFJz4Cay7yRLfJzWcy2MjGqS6RUW3EIBWBG9MCNar8xYCMIKd0GVc9bOKBxJbB3xAyaqTOtjQHC/xC5O/VZXHA2A4N8a37nsn1tbWsLi4iFONdE961f7/B54Mugu0IDERPnPkj09bW89FuJOcBtQ6HWqgdyyuTiQLGRsE1iGxTq7GBl5IjU5vwhQjdcrtEQnBWx03OwKvx6C+X9lAM/nQbpAtcq8ln4eMDVRDLhYBQI40ZI1YAIABes+OoUZVZ1wBfoPtrSRIdNVblp8d6K2YRkdkmVg2bx+o49cS2r6BNvBrqRiYP5xUI0JS+YTQX9Eg0cTeRfBGzc6sJIRlUW5of2zgbUbNut1IIDzVqDt/U1ty2Bbdx81yf4vgj+tloPoFviAfAVTjqJ3Kg416J/d0bAyOmYrxlcpFwozRTboXmnOdiKZ5aYBw3TTOW/Y0bs61QrLdWVYYghwljb643kaCnmjTnWEG8kbdAH4DeSuXt+kfmspvEMKaaZ3qJlwxUA19DwJ6Ry1Deo1cGKB/nGoDCFLd9lfqnfwFUt2hnmHdlu+tNvc9COit6GIUXEmuWtZkf2TgDwEKqPYKNQb6NqqqtvwQmFttaNuphouuOik4I+dE0bRQWrQeXgo0GjjbqlvXG0AZPFm70BXu30aAadpzCncxJXcd3Lb6mAAwfoeLWNcNlKg1cLLiHf07K8FoJ5N0m26omYEcQCd5aae8Q/ddD97VL13o7JvOvusWz6SbrtvPMvY7dYf2edl+6+553dX2Ged1p25OgW7bIHX73GktT7Cf+9rnxknXfyrhjJyTgnM8djiPcMaWE4fzDG5kODg41MGd5Dg4ODg4OJzrMITuI8/t1LGz4Iwch/MIbR/TMPP8dzh/0TEyOuUO5y5m1d2FonsiA5qRRXzW8ucj3OeqE0RTFlkA3bk3CIA2zQ6Owv41yI2SrXIRmVZLPUtZ33T/PK9LU/saawfQISdfNcsFoMZJS+taGpaiLbcHbJh+S9Vduu26fytBJ8ARVk0iKdr7V7Num+XUWr+gdt3DytvQJuX6W8rKLnnHNtTxBjoLuSnQPbRMW+ZttM8NMgSY5nmfkqe2+Na2ri3Mk9eiPdFePtVNq37aRodpHzud60ZH53dO+6as6rn7t9UtW4ItuuY9oX1dOaVI8w/N8rcDfXLcSU4DtG+DYey/CYAOBJIlDgUNV2OgFOqazHuI5iW8sUG4VozUIQDRsofJkoJKAH9EBUdjAnNQTZYk/K1iOCSBG5IsKoz3zyM4HiM8OinKJRDvCqB9UeFjIvBCNt4lEfc5DDcfBp2WnyxJGE8iPG4KUV7p/fVAgQTgj3QlxN14AtGCB1ICwXoCb1RcOEgJxLtCYClAcHwMNSqGc8TzHtav6sOEHnormikj8vKBwHAfryb9Y7oSahvPAcN9EoI4z0U5UicJgWi3gIoE+itFLi6y5Tcu8eCPgMEzSYFLjMC5ZibLHGYarulqGLQSiJY9qIjgbemKbvVAFdILVHQ/52Gy24e/EcM/HlV0OzrQw2S3j2CLdWNVMg3j3eshWhBZDpmC7hUw3i1Y95vFSKlMvotJV4N1myMnL/eA8SKHkIcbHEmVh/aB8W4OIQ/WLKVCDsYHJnvYe7O/Ug2D1iEwOiAhDDD3rK7I4wEw3KcgiHOslMOkkx6PXRUDvWOmkh4h6QGTfYrlK7oaxuzxRslcV9V5CY91KyPOfVWe16anoJd8qLGGtxFV5u34ohDDfQGCTYPe8eq8Hu1XGO+SCIZAsE4FOetWYLLEIdi9lZJcAVsXCUwWBXprrL863SchobfK+inIfZ43OiQMniWEx4unHjoENi9m+dyzPLfKfbt1MYeYD57jsVWQh9x+ABg8S/CHJfkAGO5nee8YVcZO0gfGywJCA4OjnAIiD+MBo/0e1ITQO64zMs5MN75AsuhDJoRgU3OqANvvREzxMNynIMmO6/KavYvHtjcEwpXpuprpdi+wtQCHcxguT04JaU6CF//yPRiMAgyeMzAekPRVMUySOCGcv8GJpaIlvyg3Vr6ZIBlIjHf7hWSBnHiK4E0I2uccOoXIK82Gjj800H3JPEWFZIEG4ZEx/I0E8UKAeDkolrdqFcbm4VgUlWSD4bqBjIFkTiDOkzyCk4r1jyRQEcEENiGZKN7fG2oITYjnVYGIEADkxCBcjW3COVUpL0cJvHUmGNq8YoDJngD5pF3emPPVkN0ECu0jzlXTO254E9hnSSpzz+6NeMEnCUQLKHJoESHYIPRWyW7QlgQzp5vecYP+c5rz4+z2KvJgw3CyRIFiQrL0/kMNNTbQgUQy5xXDnw1BjTXUJJWXuHS0gb8awduMMdkdYHxRrzC2hCZrSBImywrjXapQv0gI/qaBmgDRksBkqaT7mBPuqYjlUT4hG5jNOVxl0thosZSsz46NcJ0NyckuNhCLuifeTA2XLyQDBCci7B3jzXqySyDpo6jbTcLgiGHd75VI8hxdNplg7zgncpwsMTFjXu5vcr4do9g4LeiOCP6GycaODmRRN8SknHLClgSVknCCCGqo4Y00jCeg+zW6HcZQwwTRkofhwV4hapAZ6TWCDY3JssRov1fRrb/OYc2TZYHxniK5rYgJ/aMGwRYbL8O9oqj7mNBbYUNzssT9n2+/jDgfjhpz/pvJclE3akSYO8xjZ7ifkwEWdDckzB3mhJLDi6rlvSGh/xzrfry7NDbSZINHONx/uF8gKcm9IYesQ/DzFZLt2WSD/SMsNyEKfcNyw+uGql+z1chAjRMkfYmtS4JCIsY0WaIXsXE12ofqvLeGZLwAjC4CTACY8Rjffefpz5PzU0tvhidmzJNDET679v/uqDw5zsgpITNyfuW9UGEP/aPUGgIpWo7RCaVJUnNBa3glUW3+igy6mtQvj6QHjHe3f4NpO+j1hrxhNF1jJGrzW6SQk+pbdR6jXaUNrITEb6+f8kdtNRBtRH/oDm1Vo5bqiTD3bAvDJ9Aa1pue0DTBKDQTcIL7vonkMS1vWtbDjOW6qYquTwgduu/+/tMRltvRta0kjrBJ61rkvWM1SQHz9UctYclEreSuRgLD/c2H5CSY6bqtfJucBJ8+nSxI4PQ6Kpiuda1D921rHoD+UarNqZTC32jX7eaB0gtlsWmY7GsuSyDoueJvZ8zIWXjTqTFyNj66o4wc55Pj4ODg4ODgcEHC+eQ4ODg4ODic66Au9/Dt1rGz4IycJliSSeMDMFWuKQI7vRmPneK8qPhZi2CPhQ0hS5kpSuUDdsqUMaq8KZZIEdqWK31aIMH+FElPINhgwsn8/Y0CRsvs7yDj+vYz4Sh/GqjQHRjie8zxN+q8I24q9yaWoDMUFZ8bo4BomY+FgzUDr8TZk4TcfqNs+0oBDvnPLaJ0/J06/eWjJuoOn0naixs+jVB6jlmWU8fnEiJ4I5rev3z8TpZ/KWHyVir1DQkgmheI5wS8ESHYLI0dyY7AkwX2rfCHpecXzEeke/xZRkYl3QrmciLf6l1X5TrElK6gRm58ABIQcY1cpsSJ9rNRmUsK00+J6SfD2rEHLl/+tJCXN9EpGKvbyrilbcgN85QJDfjj0udoYsdxfz0G+RLxvF/weUmdWeOBgEzYd6ysm8kSzzuha3QDSyra488yteuKj5x3a7VvKrLSupKtFQa1fd+VhaFNd11I70+AjfqqKZ9G2tXNy7YI51R3fa7bH5foIuy89Dd5wCahrOgunhfsI0a270vrStJv7FoQeD9onPenGWQMqEwaeKJ17MAQcmfkNCAYAp41AqB40RQabHQoXuhIECA49Df27GYdWaI/+803mwSEaSioz4SP6QUm4D81YYdHqUtGBfF9SdoNbI43SVgywckyk+z1jhO8LWKHxd1TeWpMqWja/rzRlIZ4ygSApmxj5Ge3C3YAeGOCTAgyMoWNT44IFBGSHjsoxz3BBord2Md7FdSEEK5yZMlor0S8kK6E1oHQPjMvTkWfA5IAmanhQWn7c0hfUAqLjpj+Ud7YKX+kldOXJKlzi19lZ2ZnXX/T2P7JL6AEGII07LibFheaQJq5fYwnEM9JRIvC+sOwoRMP2BHaGzIr9Hj3VJ4MeOENNglyDOgBLCs330CHzIisJmyQmB5fn40tH4DPmy0MQHYspHKS3Ncy5j6GX/R1opB/l9bHxQRT4xiwxoR9CQBZwzHvy+mxHKnuSnIjrSGS+tiUjflU92VC21SvqdwawtkekMqt7oW9JvPlkdzHkcfzQk0MvJFBsBZDpvxsEwM5mUAPFOKBB/IFdJD2PRv2kU/ZvE3mBUZ7ZNZ/JABt+xYxj/NkkGubl5NrXhdMWGw/d1LOOLH9Uxiadm3JwkGziWnl1tjIz4cy0kiuwrrgIVt7uvzXsvaVdJfqXtTIoXLzMtVd032MXRMJzDOmgMgjyIiNHTU2CNcMVC66yh9y0IgOJeI5gfGeohN6tqYnPC/iBVT81LhvCfCmhn1V7nAuwxk5DagYzIIXf37DFdMfs/8IGI8AErUklQAAAvQcihEBuWp0APglluZCcRuRUInmEfzbcK8AXUTZIlyo326ItRt4uqhJjm6ovbfiUGG/iUBU84Y+2VOzCoONus2LPZg8EV5+sVBAotDsTCxzb1C1DUDzatOwsJflqvxmWLomWDXwakgo03vLmLITqXL3UkIYHlAwPVktKwQmixwKXOExsm2LFgWwlDsVLMmTPkDzud9Q/P86xNS4KPeFKDkpl+UyjZBqlhs/ZxiXkequPO4s0jwtwqDeV1tON8xaNUrwRlr3kmr7R8QNuhUc/tw7EiPcqF4gAMihBi14xUicVAiBJAQm+yWoHGSQ9r0P6HlUjeucHP3ib3kUNt6mcezVyPPGTkPfA9YQbJp31pBEw5oE1Bs4GdJTm6ZTj3RctJyctunOBIBaiTFYqU5+AUAlwNYBgcmeegZQUnwqSg3+vCSIx37dTtmlk1MN97nqpOCMnBPBNjbLRgPHyisGTl5sWjZZ8JteHdtvoX0tSdUygsqGS7qiGlTUPkGSXrqj1MsrxllZ3hbtgw5Zt7hb3hHRU87PUkb5k1sBHqoGTqGwaI9WAlr7bruGXHv9M5Rv2US3U789FG2Xt1XdsXa36laAc6g0i6EHbWGEomrgFORoD/E43brZTvk2cddnmY77dw7Nrki7tnklgHCjXfnRUkvnC15XW9G2S26n708VDHUP9C7sQCPHRVedMM7UiD43sbOf3uFsYWYD1g3cdpzD/XMON83hPIA7yXFwcHBwcDjXkTowzVzHzoIzck4Y2zmXv3Cxs5/e4XyFG7fnL5zuGGSIg11mqWMHGjnuc9UpRusQshE6jeIOEkPo9vLo8EvrGt5Gti8mRnV8O0/Q4bcx+wRrJQJE+zN2yjtJJFvkoqN+g3YC0Y6xAXQsUF3lO6Njui7oaFtH+c76O3Yx6qijS57qp0mmfdEqF4lpr7+NQHQbup1N3jWvusZVR+nO0KrZdd9N8Nks10G77tiXsE13mE1+puKryJyavx2G88bIueeee3DDDTdgMBhgeXm5Iv/qV7+KN77xjbjsssvQ7/fx4he/GP/+3//7k75f7bDtcDIjxVEySVhfnnybjr9hwSUlsHVAMFdQDZJ5Dh83NY5yBI6AiRab5IRkQBjtJuiaSAICkCwKbF2MipzAC83mpRLPXSMr7UvDTyd7gPEu5gyiGnm0DIx3E6hOLrj9SQ9ZSHu+7SQJk10G8TK/zdTVH89ziG6ZdZjA95zsIsTz9cul8QmblxmM91brB7hPjr9IYniRqDVmoiWBZ39CYvNykT0PgGy8TPYCw8s0oqX6zTKZJ4z3EZJ+/YKZDFiue1U5gaAHhMkustFrVXmyoDHZm7TICZPdGsZvqH+OEC9pkKqRC4JeMIiWWZ5/PrLyZIH42WVZzv0dLRpMmuSKMLo4wWR/vdz4hK0rY4wP6oocYN2uX2kwuqhBtwODH7xW4fiPiixNA4Cp7vYIrL5IY3iQbHuL5eN55jmK5uu5upMFg/FlMZKFeudm3SeMdxN0WN/3xifEA9T3PQh6USO+aAIKqxsYgZDMG0z2JI26NX2DZMB9V5Xa+vfGIK/6fKxbw2Oj0vfc38miQVQjT8dGvGiQLNTNawJ5hPHlCSYX15UnGI9w5DqJ1R+SMLI696NFYHJJgmivqTXWTN9A759AL+p6QyokYHEC9Op5RESYQO0fVcvtMDzyyCMQQtT+PfbYY2e1befN56ooinDzzTfj+uuvx4c//OGK/PHHH8e+ffvw4IMP4rLLLsMXvvAF/NIv/RKUUrj99ttP+H7jPUAv5rBiANMQy4xMDtmYJxuCm0YPJT4vXN4WoOKUh6jIY0VmmgiNBCcWZJNTYLxXIJoQwlWCN2GCxK2DAskclzd9Dqv0trgOEzAJZRolEAeAiGwSOQ3ogJDMIcs9Mw6ZiC5YF5CaN/BkzrYfAlt9grcJ9I5x+WiJF3GuX+LZvQKDZwhL32aCz+EBgY3LVfZ8yRyHwgfrAAwxk+8eZNFDwzmCtwEEa2zN6L7l6rHdkwSAnCAjSYwXCUkuBDeZI/jrgLfB/a37xRBn3WPWYDW25RdYHxDcd8kcwd/ga0gC0S6yRIGAniNMdgGDI4C/Zg3X5TS/icDmnMBoP2H++wa94xy6vfZ8+3xCYrIH2HgeYfkbGoPngGgeWPlhibFlWo52E9ReQv+whDcU0D3C8CKCtoajHhDiCSE4zozpOiBEuyjLnzLuEeSYEK4KyERAh4RoiTLdRwEnsfQ2BKQW0H2DaLfO5JNeAjkSCFYVhJXHSyYbG5OehhoJ+GsSMNxvyaLJdBf1NORIwNuQVncEPW8y3Uz6GmorJ58jJHOUkxPLNzGVD6byUZ/gb1q5AOJdBvEi169BiJcMgmMSwYoEJBDt14h35eR7DMJnFILnJCdV3EuIl7iuZIEw3gsMDjOjNAXA1pUJov0c3nNsv8La1YS9XzJY+D9sWBz9MQ+bl6fks4ThQcLCdyR6KwJJD9i8zJJgCiBZAOJFIFwheGPW7eiSBHqBFwo9rxGPDIJnFdRYsm6Xp7qd9Fh3wRrr1iieF2T7PvEAkXCuJqEF9EAj2ZeArHEU9yOIkYR3zINIJHTPIFnSmW4jq3t/VQEGMKHVTVq/byBiATXieWkGBmYxmep+LoLckPCOe1PdLUx1H/U01FBAbUpbnqDnGsYGAN0jmPy8TdfMLav7vRrJcqpbIN5tEB5R8J+zut9FiBd5Xq4tCmxcIbD8TYOF73GfrvwosHllum5oxLs1gmcVvDUJeMDkYAy9lIZ2JTALGuq4ghx6IM/A7IlBg6kcAw1sekCkIDwDtWsC2dfQwzNzOnIuf6664YYbcPjw4cJvv/Vbv4XPfOYzuO66607LPbeL846g84EHHsAdd9yB1dXVzmtvu+02fOMb38DDDz+87fpTMrQX/ioTdIbHbKbehvCMpCZBVAoC+Bi7nPukDjViIwm6n2ZArV5AwDSHSN39U9U2RL+KBJBxc+iyAbWGWIqIoGLRSEJqFAHedJEuQw4BqUXjeWISGr53g1wNBVuITSHraexrQ3kSVElOl4e3Jji0u1a3BPJNKW9SUa4SqjBwZzCAiEQhsV6pAgiN5vwl1khuImokaQBFzUSOBnyk2BQZbZPntclBaD4LTsANb5U3lydlpkkrayDSedU0ttcUSDTfX4Rx+9g6JjhhZ13KBwK8NTXNTFwWCwL6CddfpzsNiE2vWbcJ4I1F87oSaDY+GuYlJQIUy2bdxYBIZLNuPAMo0/gKTJEAdEv9aU6dpr4fCQjTrBvTS/jeTbpdVzzvm+pXCShonhtSW6O+tjxNx33tukLwPZ5b6bTWwzH+z5vvPe0EnTfi9fBEV7x7OxKK8Qj+v9NO0BnHMS699FLcfvvt+K3f+q3Tdp/t4Lw5yTkZrK2tYffu3a3XTCYTTCaTQhkA0BM+wtFlOoMSdMsHPwJmin01CohDAJOGC0TzROb7242ggQlcaIC0aJST5M88TYm6hAbICGDc0H6f+HN9ExN5ZO/fACNM6ydkEQneqBtAitr712u373UsIBoqIBC0okbdpCngm/oGBG57R26ixr4jO76adKcMKKDW8u3fXjuGbterkemov+Pll3zTmjdIyI4Gxqr67SIPL25tgxESiJqsZyAxqln3gkBB0pzgzoBTpDfpxgCm6d4AiDRMkjSOHdIC1LYwJYBok/uG/5rGViJsquumBnb47k0ERItujExadSMi1T7v5xJue+O6ZlqSD1LH+yjB9IqFzYgHwuk+L0gQd8+77dQBNpzyCMMQYRjWFTkpPPTQQzh69Cje8pa3nLI6Txp0nuH++++npaWlzuu+8IUvkO/79KlPfar1urvuuiv98OT+3J/7c3/uz/2d1N+3v/3tU7TLFTEajejAgQOnrJ3z8/OV3+66665T2uaf+ZmfoZ/5mZ85pXWeLM7qSc7dd9+N97znPa3XPPbYYyf8Te/JJ5/E61//erz73e/Gq1/96tZr3/GOd+DOO+/M/m2MwcrKCvbs2QPhMoh1Yn19HZdddhmefvrp03r8eaHC9d9scP03G1z/zY61tTVcfvnlnV8NTha9Xg9PPfUUoqgj5fo2QUSVva3pFOdk9ujvf//7+O///b/jP//n/zx7Y08BzqqRc/vtt+MNb3hD6zXPe97zTqjOr3/963jlK1+JX/zFX8S73vWuzuvrjunqorcc2rG4uOgWyRng+m82uP6bDa7/ZoeUpy9Yudfrodfrnbb6m3Aye/T999+PPXv24HWve91pbNn2cVaNnL1792Lv3r2nrL4nn3wSr3zlK3HrrbfinnvuOWX1Ojg4ODg47DSc6B5NRLj//vtxyy23wPdnc5I+VThvHI8PHTqElZUVHDp0CFprPPHEEwCA5z//+Zifn8eTTz6Jn/zJn8RNN92EO++8E8888wwAQCmFffv2ncWWOzg4ODg4XPh4+OGH8dRTT+Gf//N/frabkuG8MXLe/e534yMf+Uj275e85CUAgM997nO48cYb8fGPfxzPPfccPvrRj+KjH/1odt0VV1yB7373u2e6uTsGYRjirrvuOqWe+TsJrv9mg+u/2eD6b3a4Ppziwx/+MG644Qa8+MUvPttNyXDe5clxcHBwcHBwcNgOzhtaBwcHBwcHBweHE4EzchwcHBwcHBwuSDgjx8HBwcHBweGChDNyHBwcHBwcHC5IOCPHoRP33nsvfuzHfgwLCwvYv38//tE/+kf45je/WbiGiHD33Xfj4MGD6Pf7uPHGG/Hkk0+epRaf27j33nshhMAdd9yR/eb6rx0/+MEP8PM///PYs2cPBoMBfvRHfxSPP/54Jnf914wkSfCud70LV155Jfr9Pq666ir8m3/zb2DMlCDK9V8R/+N//A/87M/+LA4ePAghBP7sz/6sIN9Of00mE7ztbW/D3r17MTc3h9e97nX4/ve/fwafwgFwRo7DNvDoo4/itttuw1/+5V/i05/+NJIkwU033YStra3smve///34vd/7PXzoQx/CY489hgMHDuDVr341NjY2zmLLzz089thj+KM/+iP83b/7dwu/u/5rxvHjx/Gyl70Mvu/jv/7X/4qvf/3r+N3f/d1CZnLXf834nd/5HfzhH/4hPvShD+Eb3/gG3v/+9+O+++7DBz/4wewa139FbG1t4Ud+5EfwoQ99qFa+nf6644478Kd/+qf42Mc+hs9//vPY3NzEa1/7WmjdyA7qcDpw1lizHM5bHDlyhADQo48+SkRExhg6cOAAve9978uuGY/HtLS0RH/4h394tpp5zmFjY4Ne8IIX0Kc//Wl6xSteQW9/+9uJyPVfF37jN36DXv7ylzfKXf+14zWveQ39s3/2zwq//eN//I/p53/+54nI9V8XANCf/umfZv/eTn+trq6S7/v0sY99LLvmBz/4AUkp6b/9t/92xtruQOROchxOGGtrawCQEdI99dRTeOaZZ3DTTTdl14RhiFe84hX4whe+cFbaeC7itttuw2te8xq86lWvKvzu+q8dDz30EK677jrcfPPN2L9/P17ykpfgP/yH/5DJXf+14+Uvfzk++9nP4m//9m8BAF/96lfx+c9/Hv/wH/5DAK7/ThTb6a/HH38ccRwXrjl48CCuueYa16dnGOdNxmOHcwNEhDvvvBMvf/nLcc011wBARqFx0UUXFa696KKL8L3vfe+Mt/FcxMc+9jH81V/9FR577LGKzPVfO77zne/gD/7gD3DnnXfiX//rf40vfelL+Bf/4l8gDEPccsstrv868Bu/8RtYW1vDi170IiiloLXGPffcgze+8Y0A3Pg7UWynv5555hkEQYBdu3ZVrknLO5wZOCPH4YRw++2346//+q/x+c9/viITQhT+TUSV33Yinn76abz97W/Hpz71qVYmYdd/9TDG4LrrrsN73/teAEzp8uSTT+IP/uAPcMstt2TXuf6rx3/6T/8JDz74IP7kT/4Ef+fv/B088cQTuOOOO3Dw4EHceuut2XWu/04MJ9Nfrk/PPNznKodt421vexseeughfO5zn8Oll16a/X7gwAEAqLyhHDlypPK2sxPx+OOP48iRI7j22mvheR48z8Ojjz6K3//934fneVkfuf6rx8UXX4yrr7668NuLX/xiHDp0CIAbf134V//qX+E3f/M38YY3vAE//MM/jDe/+c34l//yX+Lee+8F4PrvRLGd/jpw4ACiKMLx48cbr3E4M3BGjkMniAi33347PvGJT+Dhhx/GlVdeWZBfeeWVOHDgAD796U9nv0VRhEcffRQ33HDDmW7uOYef+qmfwte+9jU88cQT2d91112HN73pTXjiiSdw1VVXuf5rwcte9rJKyoK//du/xRVXXAHAjb8uDIdDSFlc6pVSWQi5678Tw3b669prr4Xv+4VrDh8+jP/9v/+369MzjbPn8+xwvuCXf/mXaWlpiR555BE6fPhw9jccDrNr3ve+99HS0hJ94hOfoK997Wv0xje+kS6++GJaX18/iy0/d5GPriJy/deGL33pS+R5Ht1zzz30rW99iz760Y/SYDCgBx98MLvG9V8zbr31Vrrkkkvok5/8JD311FP0iU98gvbu3Uu//uu/nl3j+q+IjY0N+spXvkJf+cpXCAD93u/9Hn3lK1+h733ve0S0vf5661vfSpdeeil95jOfob/6q7+iV77ylfQjP/IjlCTJ2XqsHQln5Dh0AkDt3/33359dY4yhu+66iw4cOEBhGNLf//t/n772ta+dvUaf4ygbOa7/2vHnf/7ndM0111AYhvSiF72I/uiP/qggd/3XjPX1dXr7299Ol19+OfV6Pbrqqqvone98J00mk+wa139FfO5zn6td82699VYi2l5/jUYjuv3222n37t3U7/fpta99LR06dOgsPM3OhiAiOjtnSA4ODg4ODg4Opw/OJ8fBwcHBwcHhgoQzchwcHBwcHBwuSDgjx8HBwcHBweGChDNyHBwcHBwcHC5IOCPHwcHBwcHB4YKEM3IcHBwcHBwcLkg4I8fBwcHBwcHhgoQzchwcdhhuvPFG3HHHHWe7GQ4ODg6nHc7IcXBwOCE88MADWF5ePtvNcHBwcOiEM3IcHBwcHBwcLkg4I8fBYQciSRLcfvvtWF5exp49e/Cud70LKcNLFEX49V//dVxyySWYm5vDj//4j+ORRx4BADzyyCP4hV/4BaytrUEIASEE7r77bgDAgw8+iOuuuw4LCws4cOAAfu7nfg5Hjhw5S0/o4ODg4IwcB4cdiY985CPwPA9f/OIX8fu///v4t//23+KP//iPAQC/8Au/gP/5P/8nPvaxj+Gv//qvcfPNN+Mf/IN/gG9961u44YYb8O/+3b/D4uIiDh8+jMOHD+PXfu3XALBx9Nu//dv46le/ij/7sz/DU089hbe85S1n8SkdHBx2OhxBp4PDDsONN96II0eO4Mknn4QQAgDwm7/5m3jooYfw53/+53jBC16A73//+zh48GBW5lWvehVe+tKX4r3vfS8eeOAB3HHHHVhdXW29z2OPPYaXvvSl2NjYwPz8/Ol8JAcHB4dauJMcB4cdiJ/4iZ/IDBwAuP766/Gtb30LX/7yl0FEeOELX4j5+fns79FHH8W3v/3t1jq/8pWv4PWvfz2uuOIKLCws4MYbbwQAHDp06HQ+ioODg0MjvLPdAAcHh3MLSik8/vjjUEoVfm87jdna2sJNN92Em266CQ8++CD27duHQ4cO4ad/+qcRRdHpbrKDg4NDLZyR4+CwA/GXf/mXlX+/4AUvwEte8hJorXHkyBH8vb/392rLBkEArXXht7/5m7/B0aNH8b73vQ+XXXYZAODLX/7y6Wm8g4ODwzbhPlc5OOxAPP3007jzzjvxzW9+E//xP/5HfPCDH8Tb3/52vPCFL8Sb3vQm3HLLLfjEJz6Bp556Co899hh+53d+B//lv/wXAMDznvc8bG5u4rOf/SyOHj2K4XCIyy+/HEEQ4IMf/CC+853v4KGHHsJv//Zvn+WndHBw2OlwRo6Dww7ELbfcgtFohJe+9KW47bbb8La3vQ2/9Eu/BAC4//77ccstt+BXf/VX8UM/9EN43etehy9+8YvZCc0NN9yAt771rfin//SfYt++fXj/+9+Pffv24YEHHsDHP/5xXH311Xjf+96HD3zgA2fzER0cHBxcdJWDg4ODg4PDhQl3kuPg4ODg4OBwQcIZOQ4ODg4ODg4XJJyR4+Dg4ODg4HBBwhk5Dg4ODg4ODhcknJHj4ODg4ODgcEHCGTkODg4ODg4OFySckePg4ODg4OBwQcIZOQ4ODg4ODg4XJJyR4+Dg4ODg4HBBwhk5Dg4ODg4ODhcknJHj4ODg4ODgcEHCGTkODg4ODg4OFyT+f4s5J/mln0hfAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rng = np.random.default_rng(seed=10)\n", + "n_test = 100000\n", + "\n", + "betas = rng.uniform(low=1.1 + 1e-6, high=100, size=n_test)\n", + "maxk_thresholds = 10**rng.uniform(low=-12, high=-1, size=n_test)\n", + "apprx = np.array([\n", + " _moffat_maxk(betas[i], maxk_thresholds[i], 1.0)\n", + " for i in range(n_test)\n", + "])\n", + "true = np.array([\n", + " _fun(betas[i], 1.0, maxk_thresholds[i])\n", + " for i in range(n_test)\n", + "])\n", + "\n", + "# plt.hist(true / apprx - 1, bins=25, log=True)\n", + "# ax = plt.gca()\n", + "# ax.set_xlabel(\"fractional error in maxk approx.\")\n", + "# ax.set_ylabel(\"# of points\")\n", + "\n", + "fig, ax = plt.subplots()\n", + "hb = ax.hexbin(\n", + " betas,\n", + " np.log10(maxk_thresholds),\n", + " C=np.log10(np.abs(apprx-true)),\n", + " extent=(1.1, 100, -12, -1),\n", + " gridsize=50,\n", + " vmin=-7,\n", + " vmax=-2\n", + ")\n", + "ax.set_xlim(1.1, 100)\n", + "ax.set_ylim(-12, -1)\n", + "ax.set_xlabel(\"beta\")\n", + "ax.set_ylabel(\"log10(maxk_threshold)\")\n", + "fig.colorbar(hb, label=\"log10(|approx - true|)\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "332dd745", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "jax-galsim", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From a5254e5932fe13ca899e6c4fa17c619ada2845d2 Mon Sep 17 00:00:00 2001 From: beckermr Date: Mon, 16 Feb 2026 13:23:04 -0600 Subject: [PATCH 7/8] fix: try simpler ways to build moffat splines --- dev/notebooks/moffat_maxk_interp.ipynb | 1847 +++++++++++++++++------- 1 file changed, 1318 insertions(+), 529 deletions(-) diff --git a/dev/notebooks/moffat_maxk_interp.ipynb b/dev/notebooks/moffat_maxk_interp.ipynb index 0a3de9c4..1c201b4c 100644 --- a/dev/notebooks/moffat_maxk_interp.ipynb +++ b/dev/notebooks/moffat_maxk_interp.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 4, "id": "9ac27263", "metadata": {}, "outputs": [], @@ -12,6 +12,7 @@ "jax.config.update(\"jax_enable_x64\", True)\n", "\n", "import galsim\n", + "\n", "import numpy as np\n", "import jax.numpy as jnp\n", "import jax_galsim.core.interpolate" @@ -19,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 5, "id": "989bc7ae", "metadata": {}, "outputs": [], @@ -37,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 169, + "execution_count": 137, "id": "e5b33ede", "metadata": {}, "outputs": [], @@ -48,7 +49,7 @@ "mkts_min = 1e-12\n", "mkts_max = 0.1\n", "n_mkts = 100 # we build this many rational function approximations\n", - "RATNL_ORDER = 7\n", + "RATNL_ORDER = 11\n", "\n", "betas = np.logspace(np.log10(beta_min), np.log10(beta_max), n_beta)\n", "mkts = np.logspace(jnp.log10(mkts_min), jnp.log10(mkts_max), n_mkts)\n", @@ -71,7 +72,7 @@ }, { "cell_type": "code", - "execution_count": 170, + "execution_count": 138, "id": "4c3d3535", "metadata": {}, "outputs": [], @@ -128,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 171, + "execution_count": 139, "id": "be97104b", "metadata": {}, "outputs": [], @@ -160,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": 172, + "execution_count": 140, "id": "e12b5c4f", "metadata": {}, "outputs": [], @@ -175,7 +176,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 141, "id": "7da4a8c5", "metadata": {}, "outputs": [ @@ -194,508 +195,708 @@ "# RATIONAL_POLY_VALS is an array of 7-th order ration function approximations\n", "# for maxk as a function of log(beta) at fixed maxk_threshold values. the coeffs\n", "# are stored from highest degree to lowest. The shape of the array is\n", - "# (100, 2, 8).\n", + "# (100, 2, 12).\n", "# fmt: off\n", "RATIONAL_POLY_VALS = np.array(\n", - " [[[+1.3772407257259811e+00, +8.2308765855395478e+01, -2.7113255852810147e+02, +2.8334246555296641e+03,\n", - " +1.9765894617972574e+03, -3.0250584335304524e-02, +5.2517275092954705e+01, +3.1088883127707301e+00],\n", - " [-6.6159277500114799e-01, +2.3300377617130614e+01, -1.2112785124653568e+02, +8.2257031521055592e+02,\n", - " +6.1224358735540159e+02, +9.9091301692586009e-02, +1.6041932331486805e+01, +1.0000000000000000e+00]],\n", - "\n", - " [[+2.9301469618244234e+00, +1.9578029891852051e+02, -6.2803645654830518e+02, +6.6256004664146676e+03,\n", - " +5.4991268969242346e+03, -1.7182829186219774e+01, +4.5945943580134934e+00, +3.1150415531210349e+00],\n", - " [-1.6017455969648438e+00, +5.5117319843179246e+01, -2.8338460269113045e+02, +1.9144719224876337e+03,\n", - " +1.7031742463637518e+03, -5.2313256402460717e-01, +9.2160303794572862e-01, 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-8.0922749521734988e+02, +1.1184380369525095e+03, +2.0342175089731475e+02, +1.0000000000000000e+00]],\n", + "\n", + " [[-1.7880523278642269e-03, -2.7331333856424739e-02, -8.7781169390593892e+00, +5.0507765064151799e+00,\n", + " +6.6059448869169387e+01, +3.7782054599652975e+02, -5.8446650458173985e+02, +4.4266263724719338e+03,\n", + " +1.3063771050920661e+04, +3.4592877939201935e+03, -3.2431549397292366e+02, -2.8449910840745950e+01],\n", + " [+4.2293735209236808e-04, -1.4393894905028681e-02, +4.7514855808803137e-02, -1.7278651154872176e+01,\n", + " +3.7149879265448313e+01, +1.4747359666961992e+02, -1.4286636964113105e+01, -9.9737818962767648e+01,\n", + " +8.2947810905063998e+03, +5.4971351777879963e+03, +5.3426015795838248e+02, +1.0000000000000000e+00]]],\n", " dtype=np.float64,\n", ")\n", "# fmt: on\n", @@ -717,6 +918,7 @@ " coeffs = akima_interp_coeffs(LOG_MKTS, maxk_vals)\n", " return akima_interp(log_maxk_threshold, LOG_MKTS, maxk_vals, coeffs) / r0\n", "\n", + "\n", "# END OF GENERATED CODE\n", "\n" ] @@ -777,7 +979,7 @@ }, { "cell_type": "code", - "execution_count": 174, + "execution_count": 142, "id": "6072c527", "metadata": {}, "outputs": [], @@ -789,29 +991,20 @@ }, { "cell_type": "code", - "execution_count": 175, + "execution_count": 6, "id": "3e87bba5", "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 175, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "NameError", + "evalue": "name '_moffat_maxk' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[6], line 7\u001b[0m\n\u001b[1;32m 4\u001b[0m betas \u001b[38;5;241m=\u001b[39m rng\u001b[38;5;241m.\u001b[39muniform(low\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1.1\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1e-6\u001b[39m, high\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m100\u001b[39m, size\u001b[38;5;241m=\u001b[39mn_test)\n\u001b[1;32m 5\u001b[0m maxk_thresholds \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m10\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mrng\u001b[38;5;241m.\u001b[39muniform(low\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m12\u001b[39m, high\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m, size\u001b[38;5;241m=\u001b[39mn_test)\n\u001b[1;32m 6\u001b[0m apprx \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray([\n\u001b[0;32m----> 7\u001b[0m \u001b[43m_moffat_maxk\u001b[49m(betas[i], maxk_thresholds[i], \u001b[38;5;241m1.0\u001b[39m)\n\u001b[1;32m 8\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(n_test)\n\u001b[1;32m 9\u001b[0m ])\n\u001b[1;32m 10\u001b[0m true \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray([\n\u001b[1;32m 11\u001b[0m _fun(betas[i], \u001b[38;5;241m1.0\u001b[39m, maxk_thresholds[i])\n\u001b[1;32m 12\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(n_test)\n\u001b[1;32m 13\u001b[0m ])\n\u001b[1;32m 15\u001b[0m \u001b[38;5;66;03m# plt.hist(true / apprx - 1, bins=25, log=True)\u001b[39;00m\n\u001b[1;32m 16\u001b[0m \u001b[38;5;66;03m# ax = plt.gca()\u001b[39;00m\n\u001b[1;32m 17\u001b[0m \u001b[38;5;66;03m# ax.set_xlabel(\"fractional error in maxk approx.\")\u001b[39;00m\n\u001b[1;32m 18\u001b[0m \u001b[38;5;66;03m# ax.set_ylabel(\"# of points\")\u001b[39;00m\n", + "\u001b[0;31mNameError\u001b[0m: name '_moffat_maxk' is not defined" + ] } ], "source": [ @@ -854,7 +1047,603 @@ { "cell_type": "code", "execution_count": null, - "id": "332dd745", + "id": "b396f567", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "25ee3aaf", + "metadata": {}, + "source": [ + "# Pseudo-Pade Approx" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "3e0d47ce", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "minimizing worst 16 points\n" + ] + } + ], + "source": [ + "from functools import partial\n", + "\n", + "import optax\n", + "\n", + "orders = [7, 11]\n", + "lval = 2\n", + "n0 = orders[0] * 2 - 1\n", + "n1 = orders[1]\n", + "n_params = n0 * n1\n", + "\n", + "beta_min = 1.1 + 1e-6\n", + "beta_max = 100\n", + "n_beta = 50 # used to fit the rational function approx\n", + "mkts_min = 1e-12\n", + "mkts_max = 0.1\n", + "n_mkts = 50 # we build this many rational function approximations\n", + "\n", + "max_opt_num = 16 # n_beta * n_mkts // 10\n", + "print(f\"minimizing worst {max_opt_num} points\")\n", + "\n", + "\n", + "def _pseudo_pade_one(coeffs, order, x):\n", + " p = jnp.polyval(coeffs[:order], x)\n", + " return p\n", + " # q = jnp.polyval(\n", + " # jnp.concatenate([coeffs[order:], jnp.ones(1)], axis=0),\n", + " # x,\n", + " # )\n", + " # return p / q\n", + "\n", + "\n", + "def _pseudo_pade_zero(coeffs, order, x):\n", + " p = jnp.polyval(coeffs[:order], x)\n", + " q = jnp.polyval(\n", + " jnp.concatenate([coeffs[order:], jnp.ones(1)], axis=0),\n", + " x,\n", + " )\n", + " return p / q\n", + "\n", + "\n", + "@jax.jit\n", + "@partial(jax.vmap, in_axes=(0, 0, None))\n", + "def _lnmaxk_fun(lnb, lnmkt, coeffs):\n", + " coeffs = coeffs.reshape(n0, n1)\n", + " pqvals = jax.vmap(_pseudo_pade_one, in_axes=(0, None, None))(coeffs, orders[1], lnb)\n", + " return _pseudo_pade_zero(pqvals, orders[0], lnmkt)\n", + " # pvals = pqvals[:orders[0]]\n", + " # qvals = pqvals[orders[0]:]\n", + " # qvals = jnp.concatenate([qvals, jnp.ones(1)], axis=0)\n", + " # return (\n", + " # jnp.polyval(pvals, lnmkt)\n", + " # /\n", + " # jnp.polyval(qvals, lnmkt)\n", + " # )\n", + "\n", + " # pvals = []\n", + " # qvals = []\n", + " # for i in range(orders[0]):\n", + " # pvals.append(\n", + " # jnp.polyval(coeffs[i, :orders[1]], lnb)\n", + " # /\n", + " # jnp.polyval(\n", + " # jnp.concatenate([coeffs[i, orders[1]:], jnp.ones(1)], axis=0),\n", + " # lnb,\n", + " # )\n", + " # )\n", + " # if i < orders[0] - 1:\n", + " # qvals.append(\n", + " # jnp.polyval(coeffs[i + orders[0], :orders[1]], lnb)\n", + " # /\n", + " # jnp.polyval(\n", + " # jnp.concatenate([coeffs[i + orders[0], orders[1]:], jnp.ones(1)], axis=0),\n", + " # lnb,\n", + " # )\n", + " # )\n", + " # pvals = jnp.array(pvals)\n", + " # qvals = jnp.array(qvals)\n", + " # qvals = jnp.concatenate([qvals, jnp.ones(1)], axis=0)\n", + " # return (\n", + " # jnp.polyval(pvals, lnmkt)\n", + " # /\n", + " # jnp.polyval(qvals, lnmkt)\n", + " # )\n", + "\n", + "\n", + "@jax.jit\n", + "def _loss(coeffs, lnbetas, lnmaxk_thresholds, lnmaxks):\n", + " pvals = _lnmaxk_fun(lnbetas, lnmaxk_thresholds, coeffs)\n", + " return jnp.mean(jnp.sort((pvals - lnmaxks)**lval)[-max_opt_num:])\n", + " # return jnp.max((pvals - lnmaxks)**lval)\n", + "\n", + "\n", + "# this is the function we are interpolating\n", + "def _fun(beta, mkt):\n", + " return galsim.Moffat(\n", + " beta,\n", + " scale_radius=1.0\n", + " ).withGSParams(maxk_threshold=mkt).maxk\n", + "\n", + "\n", + "_betas = np.logspace(np.log10(beta_min), np.log10(beta_max), n_beta)\n", + "_mkts = np.logspace(jnp.log10(mkts_min), jnp.log10(mkts_max), n_mkts)\n", + "\n", + "betas = []\n", + "mkts = []\n", + "maxks = []\n", + "for beta in _betas:\n", + " for mkt in _mkts:\n", + " betas.append(beta)\n", + " mkts.append(mkt)\n", + " maxks.append(\n", + " _fun(beta, mkt)\n", + " )\n", + "betas = jnp.array(betas)\n", + "mkts = jnp.array(mkts)\n", + "maxks = jnp.array(maxks)\n", + "\n", + "_vag_loss = jax.jit(jax.value_and_grad(_loss))\n", + "\n", + "# if \"coeffs\" not in globals() or coeffs.shape[0] != n_params:\n", + "coeffs = jnp.ones(n_params) / jnp.power(np.prod(orders), 0.25)\n", + "assert coeffs.shape[0] == n_params\n", + "optimizer = None\n", + "learning_rate = 1e-3\n", + "opt_attr = \"adan\"" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "f60b417d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "loss: 2.9138e-03 (-7.28e-04 delta): 100%|██████████| 100000/100000 [01:09<00:00, 1428.79it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "99999: 3.0673e-03\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "import tqdm\n", + "\n", + "if optimizer is None:\n", + " optimizer = getattr(optax, opt_attr)(learning_rate)\n", + " opt_state = optimizer.init(coeffs)\n", + "\n", + " @jax.jit\n", + " def _update_func(coeffs, opt_state):\n", + " loss, grads = _vag_loss(coeffs, lnb, lnmkts, lnmaxks)\n", + " updates, opt_state = optimizer.update(grads, opt_state, params=coeffs)\n", + " coeffs = optax.apply_updates(coeffs, updates)\n", + " return coeffs, opt_state, loss\n", + "\n", + "lnb = jnp.log(betas)\n", + "lnmkts = jnp.log(mkts)\n", + "lnmaxks = jnp.log(maxks)\n", + "\n", + "prev_loss = None\n", + "n_epoch = 100_000\n", + "ditr = 1000\n", + "\n", + "with tqdm.trange(n_epoch) as pbar:\n", + " for i in pbar:\n", + " coeffs, opt_state, loss = _update_func(coeffs, opt_state)\n", + "\n", + " if i % ditr == 0:\n", + " if prev_loss is not None:\n", + " dloss = (jnp.power(loss, 1 / lval) - jnp.power(prev_loss, 1 / lval))\n", + " pbar.set_description(f\"loss: {jnp.power(loss, 1 / lval):10.4e} ({dloss:+9.2e} delta)\")\n", + " else:\n", + " pbar.set_description(f\"loss: {jnp.power(loss, 1 / lval):10.4e} (--------- delta)\")\n", + "\n", + " prev_loss = loss\n", + "\n", + "print(f\"{i:04d}: {jnp.power(loss, 1 / lval):10.4e}\", flush=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "1686f118", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.007020591773158502\n", + "0.003496329064715087\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "\n", + "rng = np.random.default_rng()\n", + "n_test = 100000\n", + "\n", + "tbetas = 10**rng.uniform(low=np.log10(1.1 + 1e-6), high=np.log10(100), size=n_test)\n", + "tmaxk_thresholds = 10**rng.uniform(low=-12, high=-1, size=n_test)\n", + "apprx = jnp.exp(_lnmaxk_fun(jnp.log(tbetas), jnp.log(tmaxk_thresholds), coeffs))\n", + "true = np.array([\n", + " _fun(tbetas[i], tmaxk_thresholds[i])\n", + " for i in range(n_test)\n", + "])\n", + "eps = np.abs(apprx / true - 1)\n", + "c_func = np.max\n", + "eps_label = \"max|approx/true - 1|\"\n", + "print(c_func(eps))\n", + "\n", + "msk = tmaxk_thresholds <= 0.01\n", + "print(c_func(eps[msk]))\n", + "\n", + "# plt.hist(true / apprx - 1, bins=25, log=True)\n", + "# ax = plt.gca()\n", + "# ax.set_xlabel(\"fractional error in maxk approx.\")\n", + "# ax.set_ylabel(\"# of points\")\n", + "\n", + "fig, ax = plt.subplots()\n", + "hb = ax.hexbin(\n", + " np.log10(tbetas),\n", + " np.log10(tmaxk_thresholds),\n", + " C=eps,\n", + " reduce_C_function=c_func,\n", + " extent=(np.log10(1.1), np.log10(100), -12, -1),\n", + " gridsize=50,\n", + " bins=\"log\",\n", + ")\n", + "ax.set_xlim(np.log10(1.1), np.log10(100))\n", + "ax.set_ylim(-12, -1)\n", + "ax.set_xlabel(\"log10(beta)\")\n", + "ax.set_ylabel(\"log10(maxk_threshold)\")\n", + "fig.colorbar(hb, label=eps_label)" + ] + }, + { + "cell_type": "markdown", + "id": "2f152994", + "metadata": {}, + "source": [ + "## Interpolation" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "58a1ba12", + "metadata": {}, + "outputs": [], + "source": [ + "# this is the function we are interpolating\n", + "def _fun(beta, mkt):\n", + " return galsim.Moffat(\n", + " beta,\n", + " scale_radius=1.0\n", + " ).withGSParams(maxk_threshold=mkt).maxk\n", + "\n", + "\n", + "beta_min = 1.1 + 1e-6\n", + "beta_max = 100\n", + "n_beta = 500 # used to fit the rational function approx\n", + "mkts_min = 1e-12\n", + "mkts_max = 0.1\n", + "n_mkts = 200 # we build this many rational function approximations\n", + "\n", + "_betas = np.logspace(np.log10(beta_min), np.log10(beta_max), n_beta)\n", + "_mkts = np.logspace(jnp.log10(mkts_min), jnp.log10(mkts_max), n_mkts)\n", + "\n", + "betas = []\n", + "mkts = []\n", + "maxks = []\n", + "for beta in _betas:\n", + " for mkt in _mkts:\n", + " betas.append(beta)\n", + " mkts.append(mkt)\n", + " maxks.append(\n", + " _fun(beta, mkt)\n", + " )\n", + "betas = jnp.array(betas)\n", + "mkts = jnp.array(mkts)\n", + "maxks = jnp.array(maxks)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "c48c5ffb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7.380595839612258e-05\n", + "3.918579556394519e-05\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import interpax\n", + "\n", + "rng = np.random.default_rng()\n", + "n_test = 100000\n", + "\n", + "tbetas = 10**rng.uniform(low=np.log10(1.1 + 1e-6), high=np.log10(100), size=n_test)\n", + "tmaxk_thresholds = 10**rng.uniform(low=-12, high=-1, size=n_test)\n", + "apprx = jnp.exp(\n", + " interpax.interp2d(\n", + " jnp.log(tbetas),\n", + " jnp.log(tmaxk_thresholds),\n", + " jnp.log(_betas),\n", + " jnp.log(_mkts),\n", + " jnp.log(maxks).reshape(n_beta, n_mkts),\n", + " method=\"akima\"\n", + " )\n", + ")\n", + "true = np.array([\n", + " _fun(tbetas[i], tmaxk_thresholds[i])\n", + " for i in range(n_test)\n", + "])\n", + "eps = np.abs(apprx / true - 1)\n", + "c_func = np.max\n", + "eps_label = \"max|approx/true - 1|\"\n", + "print(c_func(eps))\n", + "\n", + "msk = tmaxk_thresholds <= 0.03\n", + "print(c_func(eps[msk]))\n", + "# plt.hist(true / apprx - 1, bins=25, log=True)\n", + "# ax = plt.gca()\n", + "# ax.set_xlabel(\"fractional error in maxk approx.\")\n", + "# ax.set_ylabel(\"# of points\")\n", + "\n", + "fig, ax = plt.subplots()\n", + "hb = ax.hexbin(\n", + " np.log10(tbetas),\n", + " np.log10(tmaxk_thresholds),\n", + " C=eps,\n", + " reduce_C_function=c_func,\n", + " extent=(np.log10(1.1), np.log10(100), -12, -1),\n", + " gridsize=50,\n", + " bins=\"log\",\n", + ")\n", + "ax.set_xlim(np.log10(1.1), np.log10(100))\n", + "ax.set_ylim(-12, -1)\n", + "ax.set_xlabel(\"log10(beta)\")\n", + "ax.set_ylabel(\"log10(maxk_threshold)\")\n", + "fig.colorbar(hb, label=eps_label)" + ] + }, + { + "cell_type": "markdown", + "id": "618a5c3e", + "metadata": {}, + "source": [ + "## Symbolic Regression" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "91fec48d", + "metadata": {}, + "outputs": [], + "source": [ + "# this is the function we are interpolating\n", + "def _fun(beta, mkt):\n", + " return galsim.Moffat(\n", + " beta,\n", + " scale_radius=1.0\n", + " ).withGSParams(maxk_threshold=mkt).maxk\n", + "\n", + "\n", + "beta_min = 1.1 + 1e-6\n", + "beta_max = 100\n", + "n_beta = 50 # used to fit the rational function approx\n", + "mkts_min = 1e-12\n", + "mkts_max = 0.1\n", + "n_mkts = 50 # we build this many rational function approximations\n", + "\n", + "_betas = np.logspace(np.log10(beta_min), np.log10(beta_max), n_beta)\n", + "_mkts = np.logspace(jnp.log10(mkts_min), jnp.log10(mkts_max), n_mkts)\n", + "\n", + "betas = []\n", + "mkts = []\n", + "maxks = []\n", + "for beta in _betas:\n", + " for mkt in _mkts:\n", + " betas.append(beta)\n", + " mkts.append(mkt)\n", + " maxks.append(\n", + " _fun(beta, mkt)\n", + " )\n", + "betas = jnp.array(betas)\n", + "mkts = jnp.array(mkts)\n", + "maxks = jnp.array(maxks)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3e5298f2", + "metadata": {}, + "outputs": [], + "source": [ + "from pysr import PySRRegressor\n", + "\n", + "X = np.stack([np.log(betas), np.log(mkts)], axis=1)\n", + "y = np.log(maxks)\n", + "\n", + "model = PySRRegressor(\n", + " maxsize=50,\n", + " niterations=100,\n", + " binary_operators=[\"+\", \"*\", \"/\", \"^\"],\n", + " constraints={'^': (-1, 1)},\n", + " elementwise_loss=\"loss(prediction, target) = abs(prediction - target)\",\n", + " model_selection='accuracy',\n", + ")\n", + "\n", + "model.fit(X, y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cdbecb27", + "metadata": {}, + "outputs": [], + "source": [ + "rng = np.random.default_rng()\n", + "n_test = 100000\n", + "\n", + "tbetas = 10**rng.uniform(low=np.log10(1.1 + 1e-6), high=np.log10(100), size=n_test)\n", + "tmaxk_thresholds = 10**rng.uniform(low=-12, high=-1, size=n_test)\n", + "tX = np.stack([np.log(tbetas), np.log(tmaxk_thresholds)], axis=1)\n", + "\n", + "apprx = np.exp(model.predict(tX))\n", + "true = np.array([\n", + " _fun(tbetas[i], tmaxk_thresholds[i])\n", + " for i in range(n_test)\n", + "])\n", + "eps = np.abs(apprx / true - 1)\n", + "c_func = np.max\n", + "eps_label = \"max|approx/true - 1|\"\n", + "print(c_func(eps))\n", + "\n", + "fig, ax = plt.subplots()\n", + "hb = ax.hexbin(\n", + " np.log10(tbetas),\n", + " np.log10(tmaxk_thresholds),\n", + " C=eps,\n", + " reduce_C_function=c_func,\n", + " extent=(np.log10(1.1), np.log10(100), -12, -1),\n", + " gridsize=50,\n", + " bins=\"log\",\n", + ")\n", + "ax.set_xlim(np.log10(1.1), np.log10(100))\n", + "ax.set_ylim(-12, -1)\n", + "ax.set_xlabel(\"log10(beta)\")\n", + "ax.set_ylabel(\"log10(maxk_threshold)\")\n", + "fig.colorbar(hb, label=eps_label)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b549f6cd", + "metadata": {}, + "outputs": [], + "source": [ + "x = jnp.log(_betas * 1.01)\n", + "y = jnp.ones_like(x) * jnp.log(1e-4)\n", + "true = jnp.array([\n", + " _fun(jnp.exp(x[i]), jnp.exp(y[i]))\n", + " for i in range(x.shape[0])\n", + "])\n", + "\n", + "approx = (\n", + " interpax.interp2d(\n", + " x,\n", + " y,\n", + " jnp.log(_betas),\n", + " jnp.log(_mkts),\n", + " jnp.log(maxks).reshape(n_beta, n_mkts),\n", + " method=\"akima\"\n", + " )\n", + ")\n", + "\n", + "plt.plot(\n", + " x,\n", + " approx,\n", + ")\n", + "plt.plot(\n", + " x,\n", + " jnp.log(true),\n", + ")\n", + "\n", + "# plt.plot(x, jnp.log(true))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ddef78ae", + "metadata": {}, + "outputs": [], + "source": [ + "interpax.interp2d?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bb2be7de", "metadata": {}, "outputs": [], "source": [] From 2979e225b2116a182ca9c13089ee27240ea9e09e Mon Sep 17 00:00:00 2001 From: beckermr Date: Wed, 18 Feb 2026 06:27:57 -0600 Subject: [PATCH 8/8] feat: use a more efficient rational function approximation --- dev/notebooks/moffat_maxk_interp.ipynb | 1437 +++++++----------------- jax_galsim/moffat.py | 666 +++-------- 2 files changed, 522 insertions(+), 1581 deletions(-) diff --git a/dev/notebooks/moffat_maxk_interp.ipynb b/dev/notebooks/moffat_maxk_interp.ipynb index 1c201b4c..457a32c1 100644 --- a/dev/notebooks/moffat_maxk_interp.ipynb +++ b/dev/notebooks/moffat_maxk_interp.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "id": "9ac27263", "metadata": {}, "outputs": [], @@ -11,21 +11,374 @@ "\n", "jax.config.update(\"jax_enable_x64\", True)\n", "\n", - "import galsim\n", + "from functools import partial # noqa: E402\n", "\n", - "import numpy as np\n", - "import jax.numpy as jnp\n", - "import jax_galsim.core.interpolate" + "import galsim # noqa: E402\n", + "import jax.numpy as jnp # noqa: E402\n", + "import matplotlib.pyplot as plt # noqa: E402\n", + "import numpy as np # noqa: E402" + ] + }, + { + "cell_type": "markdown", + "id": "92bf2a2e", + "metadata": {}, + "source": [ + "# Fit a Psuedo-Pade Approximation" + ] + }, + { + "cell_type": "markdown", + "id": "940187b9", + "metadata": {}, + "source": [ + "## Define the Approximation and Fitting Range" ] }, { "cell_type": "code", - "execution_count": 5, - "id": "989bc7ae", + "execution_count": 2, + "id": "3e0d47ce", "metadata": {}, "outputs": [], "source": [ - "import matplotlib.pyplot as plt" + "# order of rational function in log(maxk_threshold), log(beta)\n", + "PADE_ORDERS = [9, 11]\n", + "\n", + "N_PARAMS_MKTS = PADE_ORDERS[0] * 2 - 1\n", + "N_PARAMS_BETA = PADE_ORDERS[1] * 2 - 1\n", + "N_PARAMS = N_PARAMS_MKTS * N_PARAMS_BETA\n", + "\n", + "LOG_BETA_MIN = np.log(1.1 + 1e-6)\n", + "LOG_BETA_MAX = np.log(100)\n", + "LOG_MKTS_MIN = np.log(1e-12)\n", + "LOG_MKTS_MAX = np.log(0.1)\n", + "\n", + "\n", + "def _pade_func(coeffs, x):\n", + " order = (coeffs.shape[0] - 1) // 2\n", + " p = jnp.polyval(coeffs[:order], x)\n", + " q = jnp.polyval(\n", + " jnp.concatenate([coeffs[order:], jnp.ones(1)], axis=0),\n", + " x,\n", + " )\n", + " return p / q\n", + "\n", + "\n", + "@jax.jit\n", + "@partial(jax.vmap, in_axes=(0, 0, None))\n", + "def _logmaxk_psuedo_pade_approx(log_beta, log_mkts, coeffs):\n", + " log_beta = (log_beta - LOG_BETA_MIN) / (LOG_BETA_MAX - LOG_BETA_MIN)\n", + " log_mkts = (log_mkts - LOG_MKTS_MIN) / (LOG_MKTS_MAX - LOG_MKTS_MIN)\n", + " coeffs = coeffs.reshape(N_PARAMS_MKTS, N_PARAMS_BETA)\n", + " pqvals = jax.vmap(_pade_func, in_axes=(0, None))(coeffs, log_beta)\n", + " return _pade_func(pqvals, log_mkts)" + ] + }, + { + "cell_type": "markdown", + "id": "46e05ca8", + "metadata": {}, + "source": [ + "## Do the Fit" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "664de5ff", + "metadata": {}, + "outputs": [], + "source": [ + "n_beta = 50\n", + "n_mkts = 50\n", + "\n", + "\n", + "# this is the function we are interpolating\n", + "def _fun(beta, mkt):\n", + " return galsim.Moffat(\n", + " beta,\n", + " scale_radius=1.0\n", + " ).withGSParams(maxk_threshold=mkt).maxk\n", + "\n", + "\n", + "_betas = np.logspace(np.log10(np.exp(LOG_BETA_MIN)), np.log10(np.exp(LOG_BETA_MAX)), n_beta)\n", + "_mkts = np.logspace(np.log10(np.exp(LOG_MKTS_MIN)), np.log10(np.exp(LOG_MKTS_MAX)), n_mkts)\n", + "\n", + "betas = []\n", + "mkts = []\n", + "maxks = []\n", + "for beta in _betas:\n", + " for mkt in _mkts:\n", + " betas.append(beta)\n", + " mkts.append(mkt)\n", + " maxks.append(\n", + " _fun(beta, mkt)\n", + " )\n", + "betas = jnp.array(betas)\n", + "mkts = jnp.array(mkts)\n", + "maxks = jnp.array(maxks)\n", + "\n", + "\n", + "@jax.jit\n", + "def _loss(coeffs, lnbetas, lnmaxk_thresholds, lnmaxks):\n", + " pvals = _logmaxk_psuedo_pade_approx(lnbetas, lnmaxk_thresholds, coeffs)\n", + " return jnp.mean((pvals - lnmaxks)**2)\n", + "\n", + "\n", + "_vag_loss = jax.jit(jax.value_and_grad(_loss))\n", + "_g_loss = jax.jit(jax.grad(_loss))\n", + "_h_loss = jax.jit(jax.hessian(_loss))\n", + "\n", + "# generate an initial guess\n", + "coeffs = jnp.ones(N_PARAMS) * 1e-6\n", + "\n", + "# args for loss\n", + "lnb = jnp.log(betas)\n", + "lnmkts = jnp.log(mkts)\n", + "lnmaxks = jnp.log(maxks)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4a57bd84", + "metadata": {}, + "outputs": [], + "source": [ + "import jax.scipy.optimize as jspop\n", + "import optax\n", + "import tqdm\n", + "\n", + "\n", + "def _min_optax(\n", + " fun,\n", + " x0,\n", + " args=None,\n", + " maxiter=100_000,\n", + " learning_rate=1e-1,\n", + " method=\"adan\",\n", + " optimizer=None,\n", + " opt_state=None,\n", + " update_prog_iter=100,\n", + "):\n", + " args = args or tuple()\n", + " _vag_fun = jax.jit(jax.value_and_grad(fun))\n", + "\n", + " if optimizer is None:\n", + " optimizer = getattr(optax, method)(learning_rate)\n", + " opt_state = optimizer.init(x0)\n", + "\n", + " @jax.jit\n", + " def _update_func(coeffs, opt_state):\n", + " loss, grads = _vag_fun(coeffs, *args)\n", + " updates, opt_state = optimizer.update(grads, opt_state, params=coeffs)\n", + " coeffs = optax.apply_updates(coeffs, updates)\n", + " return coeffs, opt_state, loss\n", + "\n", + " loss, _ = _vag_fun(x0, *args)\n", + "\n", + " prev_loss = None\n", + " coeffs = x0\n", + "\n", + " with tqdm.trange(maxiter) as pbar:\n", + " for i in pbar:\n", + " coeffs, opt_state, loss = _update_func(coeffs, opt_state)\n", + "\n", + " if i % update_prog_iter == 0 or i == 0:\n", + " if prev_loss is not None:\n", + " dloss = loss - prev_loss\n", + " else:\n", + " dloss = np.nan\n", + "\n", + " pbar.set_description(f\"{method}: {loss:12.8e} ({dloss:+9.2e} delta)\")\n", + "\n", + " prev_loss = loss\n", + "\n", + " return coeffs, (optimizer, opt_state)\n", + "\n", + "\n", + "def _min_bfgs(\n", + " fun,\n", + " x0,\n", + " args=None,\n", + " maxiter=100,\n", + "):\n", + " args = args or tuple()\n", + "\n", + " coeffs = x0\n", + " prev_loss = None\n", + " tol = 1e-16\n", + " with tqdm.trange(maxiter) as pbar:\n", + " for _ in pbar:\n", + " res = jspop.minimize(\n", + " fun,\n", + " coeffs,\n", + " method=\"BFGS\",\n", + " args=args,\n", + " tol=tol,\n", + " options={\"maxiter\": 10000, \"gtol\": tol, \"line_search_maxiter\": 40},\n", + " )\n", + "\n", + " if np.all(coeffs == res.x):\n", + " coeffs = coeffs * (1.0 + (np.random.uniform(size=coeffs.shape[0]) - 0.5) * 1e-10)\n", + " else:\n", + " coeffs = res.x\n", + "\n", + " if prev_loss is not None:\n", + " dloss = res.fun - prev_loss\n", + " else:\n", + " dloss = np.nan\n", + "\n", + " prev_loss = res.fun\n", + "\n", + " pbar.set_description(\n", + " f\"bfgs: {res.fun:12.8e} ({dloss:+9.2e} delta, status {res.status}, nit {res.nit:6d})\"\n", + " )\n", + "\n", + " return res.x" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f60b417d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "initial loss: 1.14907850e+01\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "bfgs: 3.34256538e-09 (-1.36e-10 delta, status 3, nit 1056): 100%|██████████| 100/100 [03:20<00:00, 2.01s/it]\n", + "bfgs: 5.03995873e-10 (-2.06e-12 delta, status 3, nit 884): 100%|██████████| 100/100 [04:04<00:00, 2.45s/it]\n", + "bfgs: 2.26712315e-10 (-1.09e-12 delta, status 3, nit 972): 94%|█████████▍| 94/100 [04:31<00:16, 2.82s/it]" + ] + } + ], + "source": [ + "args = (lnb, lnmkts, lnmaxks)\n", + "\n", + "loss = _loss(coeffs, *args)\n", + "print(f\"initial loss: {loss:12.8e}\", flush=True)\n", + "\n", + "for _ in range(10):\n", + " # coeffs, _ = _min_optax(\n", + " # _loss,\n", + " # coeffs,\n", + " # args=args,\n", + " # learning_rate=1e-4,\n", + " # maxiter=100_000,\n", + " # update_prog_iter=1000,\n", + " # )\n", + " coeffs = _min_bfgs(\n", + " _loss,\n", + " coeffs,\n", + " args=args,\n", + " maxiter=100,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "bbab658c", + "metadata": {}, + "source": [ + "## Print the Coeffs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a4e3047c", + "metadata": {}, + "outputs": [], + "source": [ + "import textwrap\n", + "\n", + "pstr = textwrap.indent(\n", + " np.array2string(np.array(coeffs), floatmode=\"unique\", threshold=100000000, separator=\", \", max_line_width=120, sign=\"+\"),\n", + " \" \",\n", + ")\n", + "\n", + "code_str = \"\"\"\\\n", + "# RATIONAL_POLY_VALS is the array of rational function\n", + "# polynomial coefficients that define the approximation\n", + "# fmt: off\n", + "RATIONAL_POLY_VALS = np.array(\n", + "{pstr},\n", + " dtype=np.float64,\n", + ")\n", + "# fmt: on\n" + ] + }, + { + "cell_type": "markdown", + "id": "108951d9", + "metadata": {}, + "source": [ + "## Testing" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1686f118", + "metadata": {}, + "outputs": [], + "source": [ + "rng = np.random.default_rng()\n", + "n_test = 100000\n", + "\n", + "tbetas = 10**rng.uniform(low=np.log10(1.1 + 1e-6), high=np.log10(100), size=n_test)\n", + "tmaxk_thresholds = 10**rng.uniform(low=-12, high=-1, size=n_test)\n", + "apprx = jnp.exp(_logmaxk_psuedo_pade_approx(jnp.log(tbetas), jnp.log(tmaxk_thresholds), coeffs))\n", + "true = np.array([\n", + " _fun(tbetas[i], tmaxk_thresholds[i])\n", + " for i in range(n_test)\n", + "])\n", + "eps = np.abs(apprx / true - 1)\n", + "c_func = np.max\n", + "eps_label = \"max|approx/true - 1|\"\n", + "print(c_func(eps))\n", + "\n", + "msk = tmaxk_thresholds <= 0.01\n", + "print(c_func(eps[msk]))\n", + "\n", + "# plt.hist(true / apprx - 1, bins=25, log=True)\n", + "# ax = plt.gca()\n", + "# ax.set_xlabel(\"fractional error in maxk approx.\")\n", + "# ax.set_ylabel(\"# of points\")\n", + "\n", + "fig, ax = plt.subplots()\n", + "hb = ax.hexbin(\n", + " np.log10(tbetas),\n", + " np.log10(tmaxk_thresholds),\n", + " C=eps,\n", + " reduce_C_function=c_func,\n", + " extent=(np.log10(1.1), np.log10(100), -12, -1),\n", + " gridsize=50,\n", + " bins=\"log\",\n", + ")\n", + "ax.set_xlim(np.log10(1.1), np.log10(100))\n", + "ax.set_ylim(-12, -1)\n", + "ax.set_xlabel(\"log10(beta)\")\n", + "ax.set_ylabel(\"log10(maxk_threshold)\")\n", + "fig.colorbar(hb, label=eps_label)" + ] + }, + { + "cell_type": "markdown", + "id": "0ea1bd2c", + "metadata": {}, + "source": [ + "# Hacking and Testing Code Below" ] }, { @@ -38,7 +391,7 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": null, "id": "e5b33ede", "metadata": {}, "outputs": [], @@ -72,7 +425,7 @@ }, { "cell_type": "code", - "execution_count": 138, + "execution_count": null, "id": "4c3d3535", "metadata": {}, "outputs": [], @@ -80,6 +433,7 @@ "import scipy.optimize\n", "import numpy.polynomial\n", "from numpy.polynomial import Polynomial\n", + "import jax_galsim.core.interpolate\n", "\n", "numpy.polynomial.set_default_printstyle(\"ascii\")\n", "\n", @@ -129,7 +483,7 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": null, "id": "be97104b", "metadata": {}, "outputs": [], @@ -161,7 +515,7 @@ }, { "cell_type": "code", - "execution_count": 140, + "execution_count": null, "id": "e12b5c4f", "metadata": {}, "outputs": [], @@ -176,754 +530,10 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": null, "id": "7da4a8c5", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "# START OF GENERATED CODE\n", - "# The code in this block is generated by the notebook dev/notebooks/moffat_maxk_interp.ipynb.\n", - "\n", - "MKTS_MIN = 1e-12\n", - "MKTS_MAX = 0.1\n", - "N_MKTS = 100\n", - "LOG_MKTS = np.log(np.logspace(jnp.log10(MKTS_MIN), jnp.log10(MKTS_MAX), N_MKTS))\n", - "\n", - "# RATIONAL_POLY_VALS is an array of 7-th order ration function approximations\n", - "# for maxk as a function of log(beta) at fixed maxk_threshold values. the coeffs\n", - "# are stored from highest degree to lowest. The shape of the array is\n", - "# (100, 2, 12).\n", - "# fmt: off\n", - "RATIONAL_POLY_VALS = np.array(\n", - " [[[+7.2856203345679582e-01, -1.0357132045828534e+00, +2.1836451389513154e+01, -1.0028162998171847e+01,\n", - " +1.9443583994149163e+00, -1.5879198962467733e+01, +1.0232049755455938e+01, -8.5161654592562499e+00,\n", - " -1.8055241893516651e+01, -6.6375749906494633e+01, +5.4305391296598863e+01, +3.1101813072427702e+00],\n", - " [+5.2777109179077415e-02, +1.8724922626233054e-01, +4.2975008926878742e+00, +1.9576590347926566e+00,\n", - " -5.9278486667880426e+00, +1.0588913187993896e+00, +3.8351103626337445e-02, -1.7939559927335698e+00,\n", - " -3.7940832370310389e+00, -2.1724732058071663e+01, +1.6624534906083241e+01, +1.0000000000000000e+00]],\n", - "\n", - " [[-1.4341581579777307e-01, +6.2303337741558273e+00, -2.9168993484074559e+01, +2.2033945571239042e+02,\n", - " -1.9481819868937060e+00, +2.4291169604022645e+01, -2.4260570379573974e+01, -1.8273422757242002e+01,\n", - " 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-8.0922749521734988e+02, +1.1184380369525095e+03, +2.0342175089731475e+02, +1.0000000000000000e+00]],\n", - "\n", - " [[-1.7880523278642269e-03, -2.7331333856424739e-02, -8.7781169390593892e+00, +5.0507765064151799e+00,\n", - " +6.6059448869169387e+01, +3.7782054599652975e+02, -5.8446650458173985e+02, +4.4266263724719338e+03,\n", - " +1.3063771050920661e+04, +3.4592877939201935e+03, -3.2431549397292366e+02, -2.8449910840745950e+01],\n", - " [+4.2293735209236808e-04, -1.4393894905028681e-02, +4.7514855808803137e-02, -1.7278651154872176e+01,\n", - " +3.7149879265448313e+01, +1.4747359666961992e+02, -1.4286636964113105e+01, -9.9737818962767648e+01,\n", - " +8.2947810905063998e+03, +5.4971351777879963e+03, +5.3426015795838248e+02, +1.0000000000000000e+00]]],\n", - " dtype=np.float64,\n", - ")\n", - "# fmt: on\n", - "\n", - "\n", - "@jax.jit\n", - "def _moffat_maxk(beta, maxk_threshold, r0):\n", - " log_beta = jnp.log(beta)\n", - " log_maxk_threshold = jnp.log(maxk_threshold)\n", - " maxk_vals = jnp.array(\n", - " [\n", - " jnp.exp(\n", - " jnp.polyval(RATIONAL_POLY_VALS[i, 0, :], log_beta)\n", - " / jnp.polyval(RATIONAL_POLY_VALS[i, 1, :], log_beta)\n", - " )\n", - " for i in range(N_MKTS)\n", - " ]\n", - " )\n", - " coeffs = akima_interp_coeffs(LOG_MKTS, maxk_vals)\n", - " return akima_interp(log_maxk_threshold, LOG_MKTS, maxk_vals, coeffs) / r0\n", - "\n", - "\n", - "# END OF GENERATED CODE\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "code = f\"\"\"\\\n", "# START OF GENERATED CODE\n", @@ -979,7 +589,7 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": null, "id": "6072c527", "metadata": {}, "outputs": [], @@ -991,22 +601,10 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "3e87bba5", "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name '_moffat_maxk' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[6], line 7\u001b[0m\n\u001b[1;32m 4\u001b[0m betas \u001b[38;5;241m=\u001b[39m rng\u001b[38;5;241m.\u001b[39muniform(low\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1.1\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1e-6\u001b[39m, high\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m100\u001b[39m, size\u001b[38;5;241m=\u001b[39mn_test)\n\u001b[1;32m 5\u001b[0m maxk_thresholds \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m10\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mrng\u001b[38;5;241m.\u001b[39muniform(low\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m12\u001b[39m, high\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m, size\u001b[38;5;241m=\u001b[39mn_test)\n\u001b[1;32m 6\u001b[0m apprx \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray([\n\u001b[0;32m----> 7\u001b[0m \u001b[43m_moffat_maxk\u001b[49m(betas[i], maxk_thresholds[i], \u001b[38;5;241m1.0\u001b[39m)\n\u001b[1;32m 8\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(n_test)\n\u001b[1;32m 9\u001b[0m ])\n\u001b[1;32m 10\u001b[0m true \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray([\n\u001b[1;32m 11\u001b[0m _fun(betas[i], \u001b[38;5;241m1.0\u001b[39m, maxk_thresholds[i])\n\u001b[1;32m 12\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(n_test)\n\u001b[1;32m 13\u001b[0m ])\n\u001b[1;32m 15\u001b[0m \u001b[38;5;66;03m# plt.hist(true / apprx - 1, bins=25, log=True)\u001b[39;00m\n\u001b[1;32m 16\u001b[0m \u001b[38;5;66;03m# ax = plt.gca()\u001b[39;00m\n\u001b[1;32m 17\u001b[0m \u001b[38;5;66;03m# ax.set_xlabel(\"fractional error in maxk approx.\")\u001b[39;00m\n\u001b[1;32m 18\u001b[0m \u001b[38;5;66;03m# ax.set_ylabel(\"# of points\")\u001b[39;00m\n", - "\u001b[0;31mNameError\u001b[0m: name '_moffat_maxk' is not defined" - ] - } - ], + "outputs": [], "source": [ "rng = np.random.default_rng(seed=10)\n", "n_test = 100000\n", @@ -1054,184 +652,25 @@ }, { "cell_type": "markdown", - "id": "25ee3aaf", + "id": "82279445", "metadata": {}, "source": [ - "# Pseudo-Pade Approx" + "## Code to Minimize w/ SGD" ] }, { "cell_type": "code", - "execution_count": 9, - "id": "3e0d47ce", + "execution_count": null, + "id": "df2c1691", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "minimizing worst 16 points\n" - ] - } - ], + "outputs": [], "source": [ - "from functools import partial\n", - "\n", "import optax\n", + "import tqdm\n", "\n", - "orders = [7, 11]\n", - "lval = 2\n", - "n0 = orders[0] * 2 - 1\n", - "n1 = orders[1]\n", - "n_params = n0 * n1\n", - "\n", - "beta_min = 1.1 + 1e-6\n", - "beta_max = 100\n", - "n_beta = 50 # used to fit the rational function approx\n", - "mkts_min = 1e-12\n", - "mkts_max = 0.1\n", - "n_mkts = 50 # we build this many rational function approximations\n", - "\n", - "max_opt_num = 16 # n_beta * n_mkts // 10\n", - "print(f\"minimizing worst {max_opt_num} points\")\n", - "\n", - "\n", - "def _pseudo_pade_one(coeffs, order, x):\n", - " p = jnp.polyval(coeffs[:order], x)\n", - " return p\n", - " # q = jnp.polyval(\n", - " # jnp.concatenate([coeffs[order:], jnp.ones(1)], axis=0),\n", - " # x,\n", - " # )\n", - " # return p / q\n", - "\n", - "\n", - "def _pseudo_pade_zero(coeffs, order, x):\n", - " p = jnp.polyval(coeffs[:order], x)\n", - " q = jnp.polyval(\n", - " jnp.concatenate([coeffs[order:], jnp.ones(1)], axis=0),\n", - " x,\n", - " )\n", - " return p / q\n", - "\n", - "\n", - "@jax.jit\n", - "@partial(jax.vmap, in_axes=(0, 0, None))\n", - "def _lnmaxk_fun(lnb, lnmkt, coeffs):\n", - " coeffs = coeffs.reshape(n0, n1)\n", - " pqvals = jax.vmap(_pseudo_pade_one, in_axes=(0, None, None))(coeffs, orders[1], lnb)\n", - " return _pseudo_pade_zero(pqvals, orders[0], lnmkt)\n", - " # pvals = pqvals[:orders[0]]\n", - " # qvals = pqvals[orders[0]:]\n", - " # qvals = jnp.concatenate([qvals, jnp.ones(1)], axis=0)\n", - " # return (\n", - " # jnp.polyval(pvals, lnmkt)\n", - " # /\n", - " # jnp.polyval(qvals, lnmkt)\n", - " # )\n", - "\n", - " # pvals = []\n", - " # qvals = []\n", - " # for i in range(orders[0]):\n", - " # pvals.append(\n", - " # jnp.polyval(coeffs[i, :orders[1]], lnb)\n", - " # /\n", - " # jnp.polyval(\n", - " # jnp.concatenate([coeffs[i, orders[1]:], jnp.ones(1)], axis=0),\n", - " # lnb,\n", - " # )\n", - " # )\n", - " # if i < orders[0] - 1:\n", - " # qvals.append(\n", - " # jnp.polyval(coeffs[i + orders[0], :orders[1]], lnb)\n", - " # /\n", - " # jnp.polyval(\n", - " # jnp.concatenate([coeffs[i + orders[0], orders[1]:], jnp.ones(1)], axis=0),\n", - " # lnb,\n", - " # )\n", - " # )\n", - " # pvals = jnp.array(pvals)\n", - " # qvals = jnp.array(qvals)\n", - " # qvals = jnp.concatenate([qvals, jnp.ones(1)], axis=0)\n", - " # return (\n", - " # jnp.polyval(pvals, lnmkt)\n", - " # /\n", - " # jnp.polyval(qvals, lnmkt)\n", - " # )\n", - "\n", - "\n", - "@jax.jit\n", - "def _loss(coeffs, lnbetas, lnmaxk_thresholds, lnmaxks):\n", - " pvals = _lnmaxk_fun(lnbetas, lnmaxk_thresholds, coeffs)\n", - " return jnp.mean(jnp.sort((pvals - lnmaxks)**lval)[-max_opt_num:])\n", - " # return jnp.max((pvals - lnmaxks)**lval)\n", - "\n", - "\n", - "# this is the function we are interpolating\n", - "def _fun(beta, mkt):\n", - " return galsim.Moffat(\n", - " beta,\n", - " scale_radius=1.0\n", - " ).withGSParams(maxk_threshold=mkt).maxk\n", - "\n", - "\n", - "_betas = np.logspace(np.log10(beta_min), np.log10(beta_max), n_beta)\n", - "_mkts = np.logspace(jnp.log10(mkts_min), jnp.log10(mkts_max), n_mkts)\n", - "\n", - "betas = []\n", - "mkts = []\n", - "maxks = []\n", - "for beta in _betas:\n", - " for mkt in _mkts:\n", - " betas.append(beta)\n", - " mkts.append(mkt)\n", - " maxks.append(\n", - " _fun(beta, mkt)\n", - " )\n", - "betas = jnp.array(betas)\n", - "mkts = jnp.array(mkts)\n", - "maxks = jnp.array(maxks)\n", - "\n", - "_vag_loss = jax.jit(jax.value_and_grad(_loss))\n", - "\n", - "# if \"coeffs\" not in globals() or coeffs.shape[0] != n_params:\n", - "coeffs = jnp.ones(n_params) / jnp.power(np.prod(orders), 0.25)\n", - "assert coeffs.shape[0] == n_params\n", "optimizer = None\n", - "learning_rate = 1e-3\n", - "opt_attr = \"adan\"" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "f60b417d", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "loss: 2.9138e-03 (-7.28e-04 delta): 100%|██████████| 100000/100000 [01:09<00:00, 1428.79it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "99999: 3.0673e-03\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "import tqdm\n", + "learning_rate = 1e-5\n", + "opt_attr = \"adan\"\n", "\n", "if optimizer is None:\n", " optimizer = getattr(optax, opt_attr)(learning_rate)\n", @@ -1248,8 +687,11 @@ "lnmkts = jnp.log(mkts)\n", "lnmaxks = jnp.log(maxks)\n", "\n", + "loss, _ = _vag_loss(coeffs, lnb, lnmkts, lnmaxks)\n", + "print(\"initial loss:\", jnp.power(loss, 1.0 / lval), flush=True)\n", + "\n", "prev_loss = None\n", - "n_epoch = 100_000\n", + "n_epoch = 200_000\n", "ditr = 1000\n", "\n", "with tqdm.trange(n_epoch) as pbar:\n", @@ -1268,84 +710,6 @@ "print(f\"{i:04d}: {jnp.power(loss, 1 / lval):10.4e}\", flush=True)" ] }, - { - "cell_type": "code", - "execution_count": 31, - "id": "1686f118", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.007020591773158502\n", - "0.003496329064715087\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import numpy as np\n", - "\n", - "rng = np.random.default_rng()\n", - "n_test = 100000\n", - "\n", - "tbetas = 10**rng.uniform(low=np.log10(1.1 + 1e-6), high=np.log10(100), size=n_test)\n", - "tmaxk_thresholds = 10**rng.uniform(low=-12, high=-1, size=n_test)\n", - "apprx = jnp.exp(_lnmaxk_fun(jnp.log(tbetas), jnp.log(tmaxk_thresholds), coeffs))\n", - "true = np.array([\n", - " _fun(tbetas[i], tmaxk_thresholds[i])\n", - " for i in range(n_test)\n", - "])\n", - "eps = np.abs(apprx / true - 1)\n", - "c_func = np.max\n", - "eps_label = \"max|approx/true - 1|\"\n", - "print(c_func(eps))\n", - "\n", - "msk = tmaxk_thresholds <= 0.01\n", - "print(c_func(eps[msk]))\n", - "\n", - "# plt.hist(true / apprx - 1, bins=25, log=True)\n", - "# ax = plt.gca()\n", - "# ax.set_xlabel(\"fractional error in maxk approx.\")\n", - "# ax.set_ylabel(\"# of points\")\n", - "\n", - "fig, ax = plt.subplots()\n", - "hb = ax.hexbin(\n", - " np.log10(tbetas),\n", - " np.log10(tmaxk_thresholds),\n", - " C=eps,\n", - " reduce_C_function=c_func,\n", - " extent=(np.log10(1.1), np.log10(100), -12, -1),\n", - " gridsize=50,\n", - " bins=\"log\",\n", - ")\n", - "ax.set_xlim(np.log10(1.1), np.log10(100))\n", - "ax.set_ylim(-12, -1)\n", - "ax.set_xlabel(\"log10(beta)\")\n", - "ax.set_ylabel(\"log10(maxk_threshold)\")\n", - "fig.colorbar(hb, label=eps_label)" - ] - }, { "cell_type": "markdown", "id": "2f152994", @@ -1356,7 +720,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "58a1ba12", "metadata": {}, "outputs": [], @@ -1396,39 +760,10 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "c48c5ffb", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "7.380595839612258e-05\n", - "3.918579556394519e-05\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "import interpax\n", "\n", diff --git a/jax_galsim/moffat.py b/jax_galsim/moffat.py index 4473cbdb..04a94248 100644 --- a/jax_galsim/moffat.py +++ b/jax_galsim/moffat.py @@ -1,3 +1,5 @@ +from functools import partial + import galsim as _galsim import jax import jax.numpy as jnp @@ -6,7 +8,6 @@ from jax_galsim.bessel import kv from jax_galsim.core.draw import draw_by_kValue, draw_by_xValue -from jax_galsim.core.interpolate import akima_interp, akima_interp_coeffs from jax_galsim.core.utils import ( ensure_hashable, has_tracers, @@ -247,7 +248,16 @@ def _maxk_func(self, k): @property @jax.jit def _maxk(self): - return _moffat_maxk(self.beta, self.gsparams.maxk_threshold, self._r0) + return ( + jnp.exp( + _logmaxk_psuedo_pade_approx( + jnp.atleast_1d(jnp.log(self.beta)), + jnp.atleast_1d(jnp.log(self.gsparams.maxk_threshold)), + RATIONAL_POLY_VALS, + ) + )[0] + / self._r0 + ) @property def _stepk_lowbeta(self): @@ -349,539 +359,135 @@ def _shoot(self, photons, rng): photons.flux = self.flux / photons.size() -# START OF GENERATED CODE -# The code in this block is generated by the notebook dev/notebooks/moffat_maxk_interp.ipynb. +# order of rational function in log(maxk_threshold), log(beta) +PADE_ORDERS = [9, 11] -MKTS_MIN = 1e-12 -MKTS_MAX = 0.1 -N_MKTS = 100 -LOG_MKTS = np.log(np.logspace(jnp.log10(MKTS_MIN), jnp.log10(MKTS_MAX), N_MKTS)) +N_PARAMS_MKTS = PADE_ORDERS[0] * 2 - 1 +N_PARAMS_BETA = PADE_ORDERS[1] * 2 - 1 +N_PARAMS = N_PARAMS_MKTS * N_PARAMS_BETA -# RATIONAL_POLY_VALS is an array of 7-th order ration function approximations -# for maxk as a function of log(beta) at fixed maxk_threshold values. the coeffs -# are stored from highest degree to lowest. The shape of the array is -# (100, 2, 8). -# fmt: off -RATIONAL_POLY_VALS = np.array( - [[[+1.3772407257259811e+00, +8.2308765855395478e+01, -2.7113255852810147e+02, +2.8334246555296641e+03, - +1.9765894617972574e+03, -3.0250584335304524e-02, +5.2517275092954705e+01, +3.1088883127707301e+00], - [-6.6159277500114799e-01, +2.3300377617130614e+01, -1.2112785124653568e+02, +8.2257031521055592e+02, - +6.1224358735540159e+02, +9.9091301692586009e-02, +1.6041932331486805e+01, +1.0000000000000000e+00]], - - [[+2.9301469618244234e+00, +1.9578029891852051e+02, -6.2803645654830518e+02, +6.6256004664146676e+03, - +5.4991268969242346e+03, -1.7182829186219774e+01, +4.5945943580134934e+00, +3.1150415531210349e+00], - [-1.6017455969648438e+00, +5.5117319843179246e+01, -2.8338460269113045e+02, +1.9144719224876337e+03, - +1.7031742463637518e+03, -5.2313256402460717e-01, +9.2160303794572862e-01, +1.0000000000000000e+00]], - - [[+5.5515781801146247e-01, +1.9111578358109885e+01, -6.8289246737269181e+01, 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-4.8909807093428938e+01, +7.7763263921335340e+02, -1.3939406189455046e+03, - +1.1104785813500052e+03, +2.6164503600222411e+03, +3.4507048421206957e+02, +1.0000000000000000e+00]]], - dtype=np.float64, -) -# fmt: on +LOG_BETA_MIN = np.log(1.1 + 1e-6) +LOG_BETA_MAX = np.log(100) +LOG_MKTS_MIN = np.log(1e-12) +LOG_MKTS_MAX = np.log(0.1) -@jax.jit -def _moffat_maxk(beta, maxk_threshold, r0): - log_beta = jnp.log(beta) - log_maxk_threshold = jnp.log(maxk_threshold) - maxk_vals = jnp.array( - [ - jnp.exp( - jnp.polyval(RATIONAL_POLY_VALS[i, 0, :], log_beta) - / jnp.polyval(RATIONAL_POLY_VALS[i, 1, :], log_beta) - ) - for i in range(N_MKTS) - ] +def _pade_func(coeffs, x): + order = (coeffs.shape[0] - 1) // 2 + p = jnp.polyval(coeffs[:order], x) + q = jnp.polyval( + jnp.concatenate([coeffs[order:], jnp.ones(1)], axis=0), + x, ) - coeffs = akima_interp_coeffs(LOG_MKTS, maxk_vals) - return akima_interp(log_maxk_threshold, LOG_MKTS, maxk_vals, coeffs) / r0 + return p / q + + +@jax.jit +@partial(jax.vmap, in_axes=(0, 0, None)) +def _logmaxk_psuedo_pade_approx(log_beta, log_mkts, coeffs): + log_beta = (log_beta - LOG_BETA_MIN) / (LOG_BETA_MAX - LOG_BETA_MIN) + log_mkts = (log_mkts - LOG_MKTS_MIN) / (LOG_MKTS_MAX - LOG_MKTS_MIN) + coeffs = coeffs.reshape(N_PARAMS_MKTS, N_PARAMS_BETA) + pqvals = jax.vmap(_pade_func, in_axes=(0, None))(coeffs, log_beta) + return _pade_func(pqvals, log_mkts) +# START OF GENERATED CODE +# RATIONAL_POLY_VALS is the array of rational function +# polynomial coefficients that define the approximation +# fmt: off +RATIONAL_POLY_VALS = np.array( + [+4.0377541235164999e-01, +9.8573979309710097e-02, -8.8368998636191423e-02, -1.4404058874465467e-01, + -1.8722517103965541e-01, -2.3941575929900452e-01, +1.9477051520522798e-01, +2.5174893659382911e+00, + +6.9802569884628065e+00, +2.9528987005934546e+00, -9.1832169346703629e-01, +4.9286238397646115e-01, + +1.0005636301164393e+00, +7.0392335018807339e-01, -1.4054536940247431e-01, 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