From 34b6673952da63d257c343c25bc208148755339b Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Fri, 8 Jul 2016 16:18:50 -0700 Subject: [PATCH 01/12] use extraradiation function in disc. creates doy-1 offset problem. add invalid model to extrarad --- pvlib/irradiance.py | 5 ++++- pvlib/test/test_irradiance.py | 5 +++++ 2 files changed, 9 insertions(+), 1 deletion(-) diff --git a/pvlib/irradiance.py b/pvlib/irradiance.py index bb27f4faa7..704ef7339c 100644 --- a/pvlib/irradiance.py +++ b/pvlib/irradiance.py @@ -102,8 +102,9 @@ def extraradiation(datetime_or_doy, solar_constant=1366.1, method='spencer'): doy = datetime_or_doy input_to_datetimeindex = _array_to_datetimeindex - B = (2 * np.pi / 365) * doy + B = (2. * np.pi / 365.) * doy + method = method.lower() if method == 'asce': pvl_logger.debug('Calculating ET rad using ASCE method') RoverR0sqrd = 1 + 0.033 * np.cos(B) @@ -115,6 +116,8 @@ def extraradiation(datetime_or_doy, solar_constant=1366.1, method='spencer'): pvl_logger.debug('Calculating ET rad using pyephem method') times = input_to_datetimeindex(datetime_or_doy) RoverR0sqrd = solarposition.pyephem_earthsun_distance(times) ** (-2) + else: + raise ValueError('Invalid method: %s', method) Ea = solar_constant * RoverR0sqrd diff --git a/pvlib/test/test_irradiance.py b/pvlib/test/test_irradiance.py index 3b8b8e4f51..a702b272a7 100644 --- a/pvlib/test/test_irradiance.py +++ b/pvlib/test/test_irradiance.py @@ -74,6 +74,11 @@ def test_extraradiation_ephem_doyarray(): irradiance.extraradiation(times.dayofyear, method='pyephem') +def test_extraradiation_invalid(): + with pytest.raises(ValueError): + irradiance.extraradiation(times.dayofyear, method='invalid') + + def test_grounddiffuse_simple_float(): irradiance.grounddiffuse(40, 900) From b8630086fd5128f97b7a2e0f2dcc05bf7cdc980e Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Fri, 8 Jul 2016 16:36:16 -0700 Subject: [PATCH 02/12] switch to doy-1. need new tests --- pvlib/irradiance.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pvlib/irradiance.py b/pvlib/irradiance.py index 704ef7339c..8a8db97ec8 100644 --- a/pvlib/irradiance.py +++ b/pvlib/irradiance.py @@ -102,7 +102,7 @@ def extraradiation(datetime_or_doy, solar_constant=1366.1, method='spencer'): doy = datetime_or_doy input_to_datetimeindex = _array_to_datetimeindex - B = (2. * np.pi / 365.) * doy + B = (2. * np.pi / 365.) * (doy - 1) method = method.lower() if method == 'asce': From 3a8c54a6d817b81434482520c9a93c985978fb01 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Sat, 9 Jul 2016 10:27:28 -0700 Subject: [PATCH 03/12] add numba-capable nrel_earthsun_distance --- pvlib/solarposition.py | 46 ++++++++++++++++++++++++ pvlib/spa.py | 62 ++++++++++++++++++++++++++++---- pvlib/test/test_solarposition.py | 19 +++++++++- pvlib/test/test_spa.py | 8 +++-- 4 files changed, 126 insertions(+), 9 deletions(-) diff --git a/pvlib/solarposition.py b/pvlib/solarposition.py index 188132166d..b9642241e0 100644 --- a/pvlib/solarposition.py +++ b/pvlib/solarposition.py @@ -771,3 +771,49 @@ def pyephem_earthsun_distance(time): earthsun.append(sun.earth_distance) return pd.Series(earthsun, index=time) + + +def nrel_earthsun_distance(time, how='numpy', delta_t=None, numthreads=4): + """ + Calculates the distance from the earth to the sun using pyephem. + + Parameters + ---------- + time : pd.DatetimeIndex + + how : str, optional + Options are 'numpy' or 'numba'. If numba >= 0.17.0 + is installed, how='numba' will compile the spa functions + to machine code and run them multithreaded. + + delta_t : float, optional + Difference between terrestrial time and UT1. + By default, use USNO historical data and predictions + + numthreads : int, optional + Number of threads to use if how == 'numba'. + + Returns + ------- + R : pd.Series + Earth-sun distance in AU. + """ + delta_t = delta_t or 67.0 + + if not isinstance(time, pd.DatetimeIndex): + try: + time = pd.DatetimeIndex(time) + except (TypeError, ValueError): + time = pd.DatetimeIndex([time, ]) + + # must convert to midnight UTC on day of interest + utcday = pd.DatetimeIndex(time.date).tz_localize('UTC') + unixtime = utcday.astype(np.int64)/10**9 + + spa = _spa_python_import(how) + + R = spa.earthsun_distance(unixtime, delta_t, numthreads) + + R = pd.Series(R, index=time) + + return R diff --git a/pvlib/spa.py b/pvlib/spa.py index b6a2962d8d..743e93765f 100644 --- a/pvlib/spa.py +++ b/pvlib/spa.py @@ -907,6 +907,7 @@ def solar_position_loop(unixtime, loc_args, out): delta_t = loc_args[5] atmos_refract = loc_args[6] sst = loc_args[7] + esd = loc_args[8] for i in range(unixtime.shape[0]): utime = unixtime[i] @@ -918,6 +919,9 @@ def solar_position_loop(unixtime, loc_args, out): L = heliocentric_longitude(jme) B = heliocentric_latitude(jme) R = heliocentric_radius_vector(jme) + if esd: + out[0, i] = R + continue Theta = geocentric_longitude(L) beta = geocentric_latitude(B) x0 = mean_elongation(jce) @@ -970,14 +974,24 @@ def solar_position_loop(unixtime, loc_args, out): def solar_position_numba(unixtime, lat, lon, elev, pressure, temp, delta_t, - atmos_refract, numthreads, sst=False): + atmos_refract, numthreads, sst=False, esd=False): """Calculate the solar position using the numba compiled functions and multiple threads. Very slow if functions are not numba compiled. """ + # these args are the same for each thread loc_args = np.array([lat, lon, elev, pressure, temp, delta_t, - atmos_refract, sst]) + atmos_refract, sst, esd]) + + # construct dims x ulength array to put the results in ulength = unixtime.shape[0] - result = np.empty((6, ulength), dtype=np.float64) + if sst: + dims = 3 + elif esd: + dims = 1 + else: + dims = 6 + result = np.empty((dims, ulength), dtype=np.float64) + if unixtime.dtype != np.float64: unixtime = unixtime.astype(np.float64) @@ -992,6 +1006,7 @@ def solar_position_numba(unixtime, lat, lon, elev, pressure, temp, delta_t, solar_position_loop(unixtime, loc_args, result) return result + # split the input and output arrays into numthreads chunks split0 = np.array_split(unixtime, numthreads) split2 = np.array_split(result, numthreads, axis=1) chunks = [[a0, loc_args, split2[i]] for i, a0 in enumerate(split0)] @@ -1006,7 +1021,7 @@ def solar_position_numba(unixtime, lat, lon, elev, pressure, temp, delta_t, def solar_position_numpy(unixtime, lat, lon, elev, pressure, temp, delta_t, - atmos_refract, numthreads, sst=False): + atmos_refract, numthreads, sst=False, esd=False): """Calculate the solar position assuming unixtime is a numpy array. Note this function will not work if the solar position functions were compiled with numba. @@ -1020,6 +1035,8 @@ def solar_position_numpy(unixtime, lat, lon, elev, pressure, temp, delta_t, L = heliocentric_longitude(jme) B = heliocentric_latitude(jme) R = heliocentric_radius_vector(jme) + if esd: + return (R, ) Theta = geocentric_longitude(L) beta = geocentric_latitude(B) x0 = mean_elongation(jce) @@ -1063,7 +1080,7 @@ def solar_position_numpy(unixtime, lat, lon, elev, pressure, temp, delta_t, def solar_position(unixtime, lat, lon, elev, pressure, temp, delta_t, - atmos_refract, numthreads=8, sst=False): + atmos_refract, numthreads=8, sst=False, esd=False): """ Calculate the solar position using the @@ -1100,6 +1117,11 @@ def solar_position(unixtime, lat, lon, elev, pressure, temp, delta_t, numthreads: int, optional Number of threads to use for computation if numba>=0.17 is installed. + sst : bool + If True, return only data needed for sunrise, sunset, and transit + calculations. + esd : bool + If True, return only Earth-Sun distance in AU Returns ------- @@ -1126,7 +1148,7 @@ def solar_position(unixtime, lat, lon, elev, pressure, temp, delta_t, result = do_calc(unixtime, lat, lon, elev, pressure, temp, delta_t, atmos_refract, numthreads, - sst) + sst, esd) if not isinstance(result, np.ndarray): try: @@ -1241,3 +1263,31 @@ def transit_sunrise_sunset(dates, lat, lon, delta_t, numthreads): sunset = S + utday return transit, sunrise, sunset + + +def earthsun_distance(unixtime, delta_t, numthreads): + """ + Calculate the sun transit, sunrise, and sunset + for a set of dates at a given location. + + Parameters + ---------- + unixtime : numpy array + Array of unix/epoch timestamps to calculate solar position for. + Unixtime is the number of seconds since Jan. 1, 1970 00:00:00 UTC. + A pandas.DatetimeIndex is easily converted using .astype(np.int64)/10**9 + delta_t : float + Difference between terrestrial time and UT. USNO has tables. + numthreads : int + Number to threads to use for calculation (if using numba) + + Returns + ------- + R : array + Earth-Sun distance in AU. + """ + + R = solar_position(unixtime, 0, 0, 0, 0, 0, delta_t, + 0, numthreads, esd=True)[0] + + return R diff --git a/pvlib/test/test_solarposition.py b/pvlib/test/test_solarposition.py index fae0da1534..6d5e3888c4 100644 --- a/pvlib/test/test_solarposition.py +++ b/pvlib/test/test_solarposition.py @@ -3,7 +3,8 @@ import numpy as np import pandas as pd -from pandas.util.testing import assert_frame_equal, assert_index_equal +from pandas.util.testing import (assert_frame_equal, assert_series_equal, + assert_index_equal) from numpy.testing import assert_allclose import pytest @@ -320,3 +321,19 @@ def test_get_solarposition_no_kwargs(expected_solpos): expected_solpos = np.round(expected_solpos, 2) ephem_data = np.round(ephem_data, 2) assert_frame_equal(expected_solpos, ephem_data[expected_solpos.columns]) + + +def test_nrel_earthsun_distance(): + times = pd.DatetimeIndex([datetime.datetime(2015, 1, 2), + datetime.datetime(2015, 8, 2),] + ).tz_localize('MST') + result = solarposition.nrel_earthsun_distance(times, delta_t=64.0) + expected = pd.Series(np.array([0.983293144266, 1.01489789116]), + index=times) + assert_series_equal(expected, result) + + times = datetime.datetime(2015, 1, 2) + result = solarposition.nrel_earthsun_distance(times, delta_t=64.0) + expected = pd.Series(np.array([0.983293144266]), + index=pd.DatetimeIndex([times, ])) + assert_series_equal(expected, result) diff --git a/pvlib/test/test_spa.py b/pvlib/test/test_spa.py index b9f2c03bc1..46f665f0e3 100644 --- a/pvlib/test/test_spa.py +++ b/pvlib/test/test_spa.py @@ -240,7 +240,6 @@ def test_equation_of_time(self): assert_almost_equal(eot, self.spa.equation_of_time( M, alpha, dPsi, epsilon), 2) - def test_transit_sunrise_sunset(self): # tests at greenwich times = pd.DatetimeIndex([dt.datetime(1996, 7, 5, 0), @@ -310,7 +309,12 @@ def test_transit_sunrise_sunset(self): assert_almost_equal(sunrise/1e3, result[1]/1e3, 1) assert_almost_equal(sunset/1e3, result[2]/1e3, 1) - + def test_earthsun_distance(self): + times = (pd.date_range('2003-10-17 12:30:30', periods=1, freq='D') + .tz_localize('MST')) + unixtimes = times.tz_convert('UTC').astype(np.int64)*1.0/10**9 + result = self.spa.earthsun_distance(unixtimes, 64.0, 1) + assert_almost_equal(R, result, 6) class NumpySpaTest(unittest.TestCase, SpaBase): """Import spa without compiling to numba then run tests""" From f2e77087ba881d02688f5aad4badd00aa8ec1174 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Sat, 9 Jul 2016 10:53:20 -0700 Subject: [PATCH 04/12] add nrel option to extraradiation --- pvlib/irradiance.py | 29 ++++++++++++++++++----------- pvlib/spa.py | 8 ++++---- pvlib/test/test_irradiance.py | 23 +++++++++++++++++++++-- 3 files changed, 43 insertions(+), 17 deletions(-) diff --git a/pvlib/irradiance.py b/pvlib/irradiance.py index 8a8db97ec8..17b24e8b35 100644 --- a/pvlib/irradiance.py +++ b/pvlib/irradiance.py @@ -35,32 +35,35 @@ 'dirty steel': 0.08} -def extraradiation(datetime_or_doy, solar_constant=1366.1, method='spencer'): +def extraradiation(datetime_or_doy, solar_constant=1366.1, method='spencer', + **kwargs): """ Determine extraterrestrial radiation from day of year. Parameters ---------- datetime_or_doy : int, float, array, pd.DatetimeIndex - Day of year, array of days of year e.g. pd.DatetimeIndex.dayofyear, - or pd.DatetimeIndex. + Day of year, array of days of year e.g. + pd.DatetimeIndex.dayofyear, or pd.DatetimeIndex. solar_constant : float The solar constant. method : string The method by which the ET radiation should be calculated. - Options include ``'pyephem', 'spencer', 'asce'``. + Options include ``'pyephem', 'spencer', 'asce', 'nrel'``. + + kwargs : + Passed to solarposition.nrel_earthsun_distance Returns ------- - float or Series - + dni_extra : float, array, or Series The extraterrestrial radiation present in watts per square meter - on a surface which is normal to the sun. Ea is of the same size as the - input doy. + on a surface which is normal to the sun. Ea is of the same size + as the input doy. - 'pyephem' always returns a series. + 'pyephem' and 'nrel' always return a Series. Notes ----- @@ -69,8 +72,8 @@ def extraradiation(datetime_or_doy, solar_constant=1366.1, method='spencer'): References ---------- - [1] M. Reno, C. Hansen, and J. Stein, "Global Horizontal Irradiance Clear - Sky Models: Implementation and Analysis", Sandia National + [1] M. Reno, C. Hansen, and J. Stein, "Global Horizontal Irradiance + Clear Sky Models: Implementation and Analysis", Sandia National Laboratories, SAND2012-2389, 2012. [2] , @@ -116,6 +119,10 @@ def extraradiation(datetime_or_doy, solar_constant=1366.1, method='spencer'): pvl_logger.debug('Calculating ET rad using pyephem method') times = input_to_datetimeindex(datetime_or_doy) RoverR0sqrd = solarposition.pyephem_earthsun_distance(times) ** (-2) + elif method == 'nrel': + times = input_to_datetimeindex(datetime_or_doy) + RoverR0sqrd = \ + solarposition.nrel_earthsun_distance(times, **kwargs) ** (-2) else: raise ValueError('Invalid method: %s', method) diff --git a/pvlib/spa.py b/pvlib/spa.py index 743e93765f..ad544efe57 100644 --- a/pvlib/spa.py +++ b/pvlib/spa.py @@ -916,12 +916,12 @@ def solar_position_loop(unixtime, loc_args, out): jc = julian_century(jd) jce = julian_ephemeris_century(jde) jme = julian_ephemeris_millennium(jce) - L = heliocentric_longitude(jme) - B = heliocentric_latitude(jme) R = heliocentric_radius_vector(jme) if esd: out[0, i] = R continue + L = heliocentric_longitude(jme) + B = heliocentric_latitude(jme) Theta = geocentric_longitude(L) beta = geocentric_latitude(B) x0 = mean_elongation(jce) @@ -1032,11 +1032,11 @@ def solar_position_numpy(unixtime, lat, lon, elev, pressure, temp, delta_t, jc = julian_century(jd) jce = julian_ephemeris_century(jde) jme = julian_ephemeris_millennium(jce) - L = heliocentric_longitude(jme) - B = heliocentric_latitude(jme) R = heliocentric_radius_vector(jme) if esd: return (R, ) + L = heliocentric_longitude(jme) + B = heliocentric_latitude(jme) Theta = geocentric_longitude(L) beta = geocentric_latitude(B) x0 = mean_elongation(jce) diff --git a/pvlib/test/test_irradiance.py b/pvlib/test/test_irradiance.py index a702b272a7..06028bfd9d 100644 --- a/pvlib/test/test_irradiance.py +++ b/pvlib/test/test_irradiance.py @@ -14,7 +14,7 @@ from pvlib import irradiance from pvlib import atmosphere -from conftest import requires_ephem +from conftest import requires_ephem, requires_numba # setup times and location to be tested. tus = Location(32.2, -111, 'US/Arizona', 700) @@ -74,6 +74,25 @@ def test_extraradiation_ephem_doyarray(): irradiance.extraradiation(times.dayofyear, method='pyephem') +def test_extraradiation_nrel_dtindex(): + irradiance.extraradiation(times, method='nrel') + + +def test_extraradiation_nrel_scalar(): + assert_allclose( + 1382, irradiance.extraradiation(300, method='nrel').values[0], + atol=10) + + +def test_extraradiation_nrel_doyarray(): + irradiance.extraradiation(times.dayofyear, method='nrel') + + +@requires_numba +def test_extraradiation_nrel_numba(): + irradiance.extraradiation(times, method='nrel', how='numba', numthreads=8) + + def test_extraradiation_invalid(): with pytest.raises(ValueError): irradiance.extraradiation(times.dayofyear, method='invalid') @@ -307,7 +326,7 @@ def test_erbs(): out = irradiance.erbs(ghi, zenith, doy) - assert_frame_equal(out, expected) + assert_frame_equal(np.round(out, 0), np.round(expected, 0)) def test_erbs_all_scalar(): From 65d5f156fee217f6d97f1633ed96acdf701c7c86 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Sat, 9 Jul 2016 11:10:02 -0700 Subject: [PATCH 05/12] update irradiance notebook with new dni_extra method --- docs/tutorials/irradiance.ipynb | 106 +++++++++++++++++++++++++++----- 1 file changed, 89 insertions(+), 17 deletions(-) diff --git a/docs/tutorials/irradiance.ipynb b/docs/tutorials/irradiance.ipynb index 82c3c3c311..53c9ccc348 100644 --- a/docs/tutorials/irradiance.ipynb +++ b/docs/tutorials/irradiance.ipynb @@ -105,7 +105,8 @@ "source": [ "spencer = pd.Series(pvlib.irradiance.extraradiation(times, method='spencer'), times)\n", "asce = pd.Series(pvlib.irradiance.extraradiation(times, method='asce'), times)\n", - "ephem = pvlib.irradiance.extraradiation(times, method='pyephem') # approx 100x slower than the above." + "ephem = pvlib.irradiance.extraradiation(times, method='pyephem') # approx 100x slower than the above.\n", + "nrel = pvlib.irradiance.extraradiation(times, method='nrel')" ] }, { @@ -118,7 +119,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -127,9 +128,9 @@ }, { "data": { - "image/png": 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lTyb7E7zvLM5BQTR/8R+4/m+XS1E3acZvEF5aT57u8BiDIvtTUl3Ge4c/4vv0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t3MttzvULRmAiyRvPnoMAxFl3eTFoOB7FVfkfvdOrBY8Lr7HgJ690Xr4WHj1P+MI47flfalH2Dx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\nLVu2BC5fcnTPnj3cd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3CdZ+fhS3WxpyIYQQQnSc3ZnlPL0xA7eicPf1/ajxSSd1zec4apPQKQ6mjgtm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ji3TE75ZbYe+4aivdkYSuoRrO+KDdCpVhoZS2h5T3PK67Rm9e40jn96GIDIBn4M6dGUpvVM2oYX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\nRqSMCyGEEEIIoREp40IIIYQQQmjk/wE6g/BnyKO/JwAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -140,6 +141,7 @@ "spencer.plot(label='spencer')\n", "asce.plot(label='asce')\n", "ephem.plot(label='pyephem')\n", + "nrel.plot(label='nrel')\n", "plt.legend()\n", "plt.ylabel('Extraterrestrial radiation (W/m^2)')" ] @@ -148,7 +150,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The ``pyephem`` method is probably the most accurate since it uses an external library specifically designed for astronomical position calculations. However, as shown in the plot below, the difference is only +/-2 W/m^2 over the entire year." + "The ``pyephem`` and ``nrel`` methods are the most accurate. However, as shown in the plot below, the difference between them and the spencer method is only +/-2 W/m^2 over the entire year." ] }, { @@ -161,7 +163,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -170,9 +172,9 @@ }, { "data": { - "image/png": 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4/e9/D61WCwCoqKgwWkBT4uZghd9PD8effjMC0WHuKKtuxvr9V/D8pyfwyaZM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\nFud679188800adKEGTNmEBoaSuPGjQFo3bo1ffv2ZfTo0QQFBWG1WrF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BABzVKrg52sDPXQ0/dw38PDRwddUMepzGlm4kpVdgf1o5dHoDZkR5Y+38cMhlnAEXG0FK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\nQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -189,7 +191,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "You can also control the solar constant." + "The difference between the nrel and pyephem methods is negligible." ] }, { @@ -202,7 +204,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -211,9 +213,50 @@ }, { "data": { - "image/png": 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1WZpZMrX7BB5ufz8FlYX8b8SHRGfHqR1LCCGEEDeprLqM1dGf8GvaATxs3Hm1\n12y6OXdSO5b4gzTj4oY0Gg0PtB3K9ICJoNGwLnYDP53fh6IoakcTQgghxHVkleXwTsRqTuWfIdCl\nG38JmYWbtavascR/kGZc3LRA127M7TkTe4tWbD/7A5sS/0WNsUbtWEIIIYS4ijMFKbwT8QGZZdkM\n87mbaQETsDSzVDuW+C/SjItb4m3nyV96zcbHzpNDl46xOuoTSqvL1I4lhBBCiP9wNCOSVSc+prym\ngvGdn2Bkh+FoNdL2NUVyVsQtc7Cw56WeMwly7U5SwVneifiArLJstWMJIYQQLZ6iKOxK3sPnCV+h\n15kzu8dUBrTpo3YscR3SjIvbYqEz59nuTzPM526yynJ4+/gHJOWfVTuWEEII0WJVG6r5LP5L/n3u\nF1ysnHklZBadnDqoHUvcgDTj4rZpNVpGdhjO052fpMJQyQdRYRzPOKF2LCGEEKLFKa4q4b0THxOR\nFY2ffVv+EjIbDxs3tWOJmyArcIo71r9Nb5ytHFkb8wWfJWymoKqIe30Gqx1LCCGEaBFyynP5ICqM\n7PJcerv3ZHyXJ9BrpcVrLmRkXNQLf8cOzA2Zib15K7498z3bTu/EqBjVjiWEEEKYtNTiNN45vprs\n8lwe8B3CpK6jpRFvZqQZF/XG07Y1r/SahYe1G3sv7Gd9/GaqZepDIYQQokGczEtiZeRHlFSXMtp/\nJA/7PSArajZD0oyLeuVk6cjckOdpb9+WiKxoVkeFUV5TrnYsIYQQwqQczYhkTfSnGBQjz3Z/mlCv\nAWpHErdJmnFR72z01swJmkaQa3dOFyTzbsSHFFQWqh1LCCGEaPYUReHn1HA+T/gKC50Fc4KmEewW\noHYscQekGRcNwlynv/xJ3XMAF0szeOf4ajJKs9SOJYQQQjRbRsXItjM7+fbM9zhY2DO350w6OLRT\nO5a4Q9KMiwaj1Wh5yv9RHmn/APmVBfxv5IekFqepHUsIIYRodgxGA58nfMWvFw7gYePOKyGzaGPr\noXYsUQ+kGRcNSqPRcH/bIYzt9Dil1WW8F/kxZwpS1I4lhBBCNBtVhmo+jv2c45lRtLf3ZV7PmTha\nOqgdS9QTacZFoxjo2Y9nuo2lyljFB1HriMs5qXYkIYQQoskrr6lgTfQnxOUm0sXJn9lB07DWW6sd\nS9QjacZFowlxD+K5wMmAhrWxnxORGaV2JCGEEKLJKqkq5f0TH3O6IJkg1wBmBE7GQmeudixRz6QZ\nF42qm3Mw82kRAAAgAElEQVRnZgdNxVxrzmfxm/n57H61IwkhhBBNTkFlIf974iNSi9Po37o3U7qN\nk8V8TJQ046LRdXBox4s9p2Ojt+bj41/y0/l9akcSQgghmozsslzejVhDRmkmQ7wHMb7zE+i0OrVj\niQYizbhQhY+dF3N7zsTZypHtZ3/gu7O7URRF7VhCCCGEqi6WZPBu5BpyK/IZ0e4+Hu8wQlbVNHHS\njAvVuNu4sWToPFytnNlzfi/fnvleGnIhhBAtVmpxGisjP6KoqpgnOj7Cg+3ulUa8BZBmXKjK1caZ\nl3vOxMPajV8u/MbXp3dgVIxqxxJCCCEa1bmiVN4/sY6ymnKe7vwk93gPVDuSaCTSjAvV2Vu04qWe\nz9HGxoPwtN/56tQ30pALIYRoMZILz7HqxDoqaiqY2HU0/dv0VjuSaETSjIsmwc7clhd7zsDbzpOD\nF4+y8eTX0pALIYQweafzk/kgKowqYzXPdBtHH4+eakcSjUyacdFk2OpteCFoOr6tvDmSEcHnCV9h\nMBrUjiWEEEI0iLjMRNZEf0KN0cCz3Z8mxL2H2pGECqQZF02Ktd6KOUHTaG/fluOZUXwa/yU1xhq1\nYwkhhBD16mRuEsv2r8GoGJkWMIEg1+5qRxIqkWZcNDlWZpbM6vEs/g5+RGXHEha3gWppyIUQQpiI\nuJyTfBTzGQDTAycT4NJV5URCTdKMiybJ0syCmT2eoYuTP7E5J/kkboOMkAshhGj2orPj+Tj2CzQa\nLa8Nep5uzp3UjiRU1uDNeHR0NBMmTLjiuZ07dzJmzJi6x+vXr+epp55i9OjRrF69GoDKykpeeOEF\nxo8fz4wZM8jPz2/oqKKJMdeZMz1gEp0dO/7RkG+ShlwIIUSzFZkVQ1jcBnRaHbN6TCHAvbPakUQT\n0KDNeFhYGIsWLaK6urruuYSEBLZt21b3+MKFC+zatYutW7eyZcsWDhw4QFJSEps3b8bf359Nmzbx\n6KOPsmbNmoaMKpooc52eGYGT6ezYkZiceD6VhlwIIUQzFJkVw2fxX2Ku1TO7x1Q6OvqpHUk0EQ3a\njPv6+taNdAPk5+ezcuVKFi5cWPdc69atCQsLq3tsMBiwsLAgIiKC0NBQAEJDQzl06FBDRhVN2OWG\nfBKdHDsQnRPPp/FfyiwrQgghmo2orNj/b8SDpuLn0FbtSKIJadBmfNiwYeh0OgCMRiOLFi3itdde\nw8rKqm7ZczMzMxwcHAB466236Nq1K76+vpSUlGBrawuAjY0NJSUlDRlVNHHmOnOeC5yMv2MHorPj\n+DR+kzTkQgghmrzo7Hg+id+EXmvGrKBnaWfvq3Yk0cSYNdaB4uPjSU1NZfHixVRWVnL27FmWLVvG\nggULqKqqYsGCBdjZ2fG3v/0NAFtbW0pLSwEoLS3Fzs7upo/l6nrz2zZXplTjrdTyussclu9fTVRW\nHJvObOXF/s9iptU1YLr6YUrn67+Zcm21TLlGU66tlqnXKPU1XcfTY/gkfiN6nZ6FobPp7NrhT9s0\n5/puxJRrq0+N0owrikJAQAA7d+4EID09nXnz5rFgwQIAZs6cSf/+/Zk6dWrda3r27El4eDgBAQGE\nh4fTq1evmz5ednZx/RbQxLi62plMjbdTy7NdJvJh1accSTvB2+Ef80zXseiacENuSufrv5lybbVM\nuUZTrq2Wqdco9TVdcTknWRf7BTqNlpkBz+CM+59qac713Ygp11arvj5sNEozrtForvmzn3/+mePH\nj1NdXU14eDgajYZ58+YxduxY5s+fz7hx4zA3N2fFihWNEVU0AxY6c2b2mMKa6E84kRWDBpjcxBty\nIYQQLUdC7inW/TF94cweU+jo2F7tSKIJ0yi1F2+bkJbwScxUaryTWipqKlkT/SlnC1MIcevBpK5j\nmmRDbkrn67+Zcm21TLlGU66tlqnXKPU1PSfzkvgoZj0a4LnAZ+js1PGa2zbH+m6WKddWq75GxmXR\nH9FsWZpZ8HyPKfjZtyUiK5pNif/CqBjVjiWEEKKFOpV3hrUx6wGYETD5uo24ELWkGRfNWm1D3raV\nD0cyIthy6ltM8MseIYQQTVxS/lk+jPkMRVGYHjCJLs7+akcSzYQ046LZszSzZFaPKXjZtuHAxSNs\nO7NTGnIhhBCN5kxBCh9Gf4pRMTItYKIscS9uiTTjwiRY662ZEzQNDxt3fr1wgJ3Je9SOJIQQogU4\nX3SBD6M/pUYxMLX703R36aJ2JNHMSDMuTIatuQ0vBE3DzcqFPef3svvcL2pHEkIIYcLSSy7xQVQY\nlYYqnuk2jkDXbmpHEs2QNOPCpNhbtOKF4Ok4WTqyM3kPv6T+pnYkIYQQJiijNItVJ9ZRVlPO012e\npKdboNqRRDMlzbgwOY6WDrwYPB1781Z8c2YXv6UdUjuSEEIIE5JTnseqqHUUV5cwptNj9Gt98wsT\nCvHfpBkXJsnFypkXgqdjp7dlS9K3HL50XO1IQgghTEB+RQHvn1hLQWUhj3cYwSDP/mpHEs2cNOPC\nZHnYuDEneBo2ZtZsPPk1EZlRakcSQgjRjBVVFfN+1MfkVuQzot19DPUJVTuSMAFmageob8dPZlJU\nVI4GQAMaNJjpNFhZmGFtaYaNpR5Lcx0ajUbtqKIReNq2ZnbQVN478THrE77CTKunh9xgI4QQ4haV\nVJey6sQ6sspyGOZzNw+0Hap2JNFIFEWhxmCkvNJAeVUNFZUGyitr6m0FTpNrxv8edviG22g0YG1h\nhoOdBS6tLHG2t8TF3gpne0vcHKxo7WyNub7pLasubo9PKy9mBU1hVVQYn8ZtZEbgZLrKHLBCCCFu\nUnlNOaujwrhYmsFgr7t41O9BGdQzMUWlVaTnlJKRV0ZeUQV5RZXkF1eQV1xJfnEl1TV/XuF7UC+f\nejm2yTXjE4d3obS0EkUBBUBRqDYolFfWUFZRTVlFDWWVNZRW1JBbWEF6dumf9qHRgIeTNV6utni5\n2eLtakv7Nq1oZWPe6PWI+tHevi0zAyezJvpTPo79nFk9ptLRsb3asYQQQjRxlYYq1kR/RmpxOv1b\n9+aJjg9LI96MGRWFS7llnE0v5EJWCenZJaTnlFJcVn3V7VvZmNPGxQY7Kz2WFmZYmuuwMr/8z/pi\ncs34k0P9yc4uvqltFUWhrPJyU55bWEFOYQUZ+WWkZ5VwIbuUS7lZHEvMqtve3ckafy97/L0d6Ojt\ngKu9pfwH2Yz4O3ZgWsAk1sas56OYz3gxeAY+rbzUjiWEEKKJqjZUszZmPcmF5+jlHsS4zqPQauR2\nu+akusbAmfQizqQXciatkLPphZRV1tT9XAO4OFji18YeT1cbWjtb49zKEsdWljjaWqA3a/jzbXLN\n+K3QaDTYWOqxsdTj437ldT+KopBbVEFaVimpWcWcSSvkTHoh+2MusT/mEgCOdhYE+jnTw8+FLm0d\nsZBLW5q8bs6dmNxtLJ/GbeKD6DBe7jmT1jbuascSQgjRxNQYawiL28Cp/DMEunRjYpfR0og3E5n5\nZcSezSU2OY9TqflU/cclJm6OVgR1dKGDpz2+Hna0cbbBoh5HuW9Hi27Gr0ej0eBib4WL/eWTBmAw\nGknLKiXpQgFJaQUkns8nPOo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nMRoVhvfzZeSgdjJveAO75rsbFhbGqlWr6NChA1999RVj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kyYwMyZM6mpqWHbtm1MnjyZSZMmkZSUpGbpDZKcnIyfnx9RUVF88sknQN1v0nFxccTExBATE0Nx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\ngg==\n", 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xAeFoEucUdsdy+yLQa9UwG8q/RJQBOxERLSpXhn32Y0RESkmSBE8ghnq7soWZnekM+8WJ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\nyJX3zdWrV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"text/plain": [ - "" + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "et_diff = nrel - ephem\n", + "et_diff.plot()\n", + "plt.ylabel('nrel-ephem (W/m**2)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can also control the solar constant." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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3058rOSmk5+VgVsyYFBNmxYwGDXqdHhud/vc/bbDS6NBoNGrHFUIIIYQQt/DFF5+zc+cP\n2NnZlz0XFxfL999/V/b42rUMtm7dzOrV6zEaC/n731+gQ4dObNv2FY0bN+W558axZ88u1qxZzYsv\nzryvPCXmEgpKCvGgYtYZt7hmfPoP8+5oO61Gi6O1ARcbZ1xsnHD+/U9XWxfqOXjhZe+BXqev3LBC\nCCGEEDXE1+d2cCI16o621Wk1mMy3v69ksGcQTzfpf8tt6tf35T//eY/5818DICvrOitXfsyLL87k\nnXf+DUBMTDRBQW2wsrLCysqAj48v587FcfJkBCNHPgtAp06dWbNm1S2PZTKbSMlPI60gnWuF18ks\nvE6msfTPLPKL8ykyFwOwZejHt63vTlhcM96rUReKjCa0Gi06jRatRouiKBjNRRSZijCaijCWGDGa\njGQX5ZKUe4VLOZf/tB8NGtzt3Kjn4Eldey/8nHxo5OyPi42zClUJIYQQQtRO3bv3IDn5KgBms5mF\nC99i6tQZWFv//6Bpfn4eBoOh7LGdnT25ubnk5+eXPW9v70BeXl7ZNrnFeVzMSiAp9ypX8pK5kptM\nSn4aJsX0pwxajRYXG2fqOnhib2WPnbVdhdVncc34hPYj7+r2q4qikFecz3VjFteNWaQXXiMlL5Wr\neSlczUshKv00UZwu297VxoVGzv40dPansUsDfAzeaDUy9V4IIYQQlu3pJv1vO4pdysPD8a76sTsV\nFxdLUtJl3ntvIUajkUuXLrBkyX8JDm53U6Odn5+Po6MTDg4O5OfnoygKlzMuo7O14ovYrZzPukhy\nXspN+9br9Pg61sfbwQsvB0/cbF1xtXHB1dYZJ71jpfV7FteM3y2NRoNB74BB74CPo/effp5TlMvV\nvGQuZl0mPvsSF7IucTw1kuOpkQAYrB1o4daMlu7NaOEWgEHvUNUlCCGEEEJYPEVRaN48kM8/3wxA\ncvJV5s2bw9SpL3HtWgYrV35McXExRqORhISL+Pj7UqdhXVZuX4X9NQ/OH4ulqC78duUIep2e5q5N\naeTsj49jfeob6uJm66rKAGutb8Zvx1FvwFHfhADXJsCNX4S0ggwuZF0i7vp5Tmec4VhKOMdSwtGg\nwc/Rh1YeLWnr2RoPe3eV0wshhBBCWIZbLbzh5ubO4MFDmTDxOfKK82n0SCBzDv8bo4+RhKOxmCOi\nMNgaeGHGRFr7BVHfUA+dVleF6cunURTl9rPra5jKOC1SHkVRSMq9Ssy1M8RknOF81kXMihkAP0cf\n2nq1JsSzFW62rhV2zMo69aMGS6qlPJZcoyXXVsqSa7Tk2kpZeo1SX81myfVVZW0FJQVEpEUTlnyC\nM5nnULjR2tZz8OIB9xa0dG9GI+cGFd58e3jIairVgkajwcfRGx9Hbx7x70F+cQEn06M5nhJJbOZZ\nEnIS+ebc9zRybkDneu0J8WqNjazSIoQQQghxz0xmE6cyYjmafJxTGbGUmEsAaODkRzuvNrSq0xJ3\nu4obCK1M0oxXMHtrOzrVa0eneu3ILc4jMvUUx1Mjics8T3zWRb46u532dYN5yLsjvn8xR10IIYQQ\nQvy1zMLrHLxylINXj3HdmAVAXQcv2nu1oa1nmxo5RVia8UpksHbgofodeah+RzIKMjl09RiHrh7j\n16RD/Jp0CD9HH7r7dKadVxustPJRCCGEEEL8kVkxc/raWQ4kHSYqPQYFBVudDd3qd6azdwd8DPVq\n9I0cpQOsIu52rvRv9AiPNuhFzLUzHEg6QnRGLOtOb+G78z/xsO9DdPHuhH0FrlsphBBCCFFTlZhL\nOJYSwe6E0LJlCP0cfehSvyNtPdtga2WjcsKKIc14FdNpdQTVCSSoTiAZBZnsSzzAb1eO8O35H/np\n4h461+tAD98uuNu5qR1VCCGEEKLKFZQU8tuVI+y9fIDrxiy0Gi0d6obwsM9D+Dv5qh2vwkkzriJ3\nO1cGNX2CRxv05rcrR9iX+Bt7Ew8QmnSQTnXb0q9BL2nKhRBCCFEr5BXnsydhP6GJByk0FWKj09PT\ntys9fbviauuidrxKI814NWBvbUcf/4fp4duF4ymR7Ly0l4NXj3E4+TgP1mtPvwY9K3RpRCGEEEKI\n6qKgpJBfLv/KLwm/UmgqxFFv4BH/fnSt3wl7a3u141U6acarESutFR3rtaV93WDCUiL48eJufrty\nhMNXw+js3YF+DXriYuOsdkwhhBBCiPtmNBURmvgbuy+FkleSj8Hagacb9qdr/QfR66zVjldlpBmv\nhkrnRrX1bE1YSgQ/XNzNr0mHOHI1jF5+3Rnu8rjaEYUQQggh7onJbOLg1WN8H7+LnOJc7K3seLJR\nP7r7PGQxF2XeDWnGqzGdVkfHem1p59WGw8lh7IjfxY8Xd3M4+RiPNehDp3rt0Gq0ascUQgghhLgj\npzPi2HpuO1fzUrDR6Xm0QW96+XXFzqr2riYnzXgNoNPqeMj7xjI+uxNC2XM5lA2xX7H38gGebtqf\nFm4BakcUQgghhChXcl4KW8/tICbjDBo0dK7Xnv6N+uFsUzG3lK/JpBmvQWytbOjf6BGeCurFmmNb\nOZJ8nI8iVtHGI4hnmj5h0VcaCyGEEKLmKSgpYEf8LvYnHcKsmAlwbcKgJv3xkbuQl5FmvAZys3dh\nVOAQHvZ9iC1x24hIiyLm2hkeb9iHHj5d0Gl1akcUQgghRC2mKArHUyLYenY7WUU5eNrVYWCTxwmq\nE1ij75ZZGSp9wnFkZCSjRo266bnt27czbNiwm55TFIVx48axefNmAIxGI9OmTWPkyJFMmDCBzMzM\nyo5a4/g61mdGyCT+1nww1lorvjn3PQuOLeZsZrza0YQQQghRS6Xmp/Of/Uv4NPoL8koK6N/wEf7V\n8SVaebSURvwvVOrI+KpVq/j2229xcHAoey4mJoatW7f+advFixeTk5NT9njjxo0EBAQwZcoUfvjh\nB5YtW8acOXMqM26NpNVoedC7PUEegXx3/icOXjnK4hOf0KleOwY16V8r1ucUQgghhPpKzCXsurSX\nnZf2UmIuIdCtGUMCBuBh7652tGqtUkfG/f39Wbp0adnjzMxMFi9e/KemeufOnWi1Wrp06VL23PHj\nx+nWrRsA3bp149ChQ5UZtcYzWDswovkgZradjI/Bm8NXw3jryCJOpkWrHU0IIYQQFu5S9mXePvYh\n31/4GQcre2Z0foG/tx4rjfgdqNSR8T59+pCUlASA2Wxm7ty5vPLKK+j1ehRFASAuLo4dO3bw4Ycf\n3tS45+bmYjAYAHBwcCA3N/eOj+vhYflX5pZXo4dHS0IaNee72F18Ff0Dy6PW0sWvPWNChuBkY6ji\nlHemNn9elsCSaytlyTVacm2lLL1Gqa9mq+n1FZuK+Sr6B76N3YVZMdOncVdGth6IvXXtXarwblXZ\nBZzR0dEkJCQwb948jEYj58+fZ8GCBVhZWZGamsro0aNJSkpCr9dTv359HB0dycvLAyAvLw9Hxzv/\nZU1Ly7n9RjWYh4fjbWvs6tGFxu2asD72Sw4kHCPiagxDmw0kxLNVFaW8M3dSS01nyTVacm2lLLlG\nS66tlKXXKPXVbDW9vovZCaw7/SXJeSm427oysvlgmrk1Ie96CfYetaMfqwhV0owrikJQUBDbt28H\nICkpiZkzZzJ79uybtvvoo4/w8PCgS5cunD17ltDQUIKCgggNDaVdu3ZVEdWieBvq8o+2k/nl8q/s\niN/J6lPrOekVzJCAAfKNVQghhBD3pMRcwvcXfubnS/tQUOhWvzNPNX60Vt49syJUSTN+L1fODh8+\nnFmzZjFixAj0ej2LFi2qhGSWT6vR0tuvO0F1Alkbs4ljKSc4d/0CzwYOpalrY7XjCSGEEKIGSc5L\nZU3MRi7nJFHH1o2RLQYTIP3EfdEopZO3LUhtOC1yLzWazCZ+uriHHy/uAaC3X3f6N3oEK616y83X\n9FN0d8KSa7Tk2kpZco2WXFspS69R6qvZalJ9iqJw4Mphtp7dQbG5mE712jG46ZPYWtn+5fY1qbZ7\nVaOmqYjqQafV8XijR2jh3oy1MZv4OWEfsdfiGNNyBHUdPNWOJ4QQQohqKKcolw2xXxKVfhp7KztG\nBw6tdteg1WSVftMfUf00cvZndvsX6VyvPZdzr/D2sQ84cvW42rGEEEIIUc3EXjvLv4/+l6j00wS4\nNuFfHWZII17BZGS8lrK1smVki8G0cG/GhtNf8fnpzcRdP8+QgAHY6PRqxxNCCCGEisyKmR8u7Oan\ni3vQarQMaPwYvfy6odXIOG5Fk2a8lgvxbIWvoT6fRq/n8NUwLmZf5vmWI/E21FU7mhBCCCFUkGXM\nYU3MRuIyz+Fm68rzD4ykgZOf2rEslny9EXjYu/NS28k87PMQyXkpvBO2hENXjqkdSwghhBBVLC7z\nHAuOvU9c5jmC6gTySvsXpRGvZDIyLgCw1loxOOApmro2Zv3pLayP/ZIL2ZcYHDAAaxVXWxFCCCFE\n5TMrZnZd2suO+F1oNBqebtKfnr5d72l5anF3pMsSN2nj8QA+Bm9WRX3Ob1eOkph7lXEPjMLV1kXt\naEIIIYSoBAUlBXwes4WT6dG42rjw/AMjaejsr3asWkOmqYg/qWPnxkttJ9OhbgiXsi+z8NgHxGWe\nUzuWEEIIISpY6fTUk+nRNHNtwivtX5RGvIpJMy7+kl5nzegWQxkSMID8kgKWRKxiT8J+LPAeUUII\nIUStFJEaxTthS0jNT6eXXzcmt34eg95B7Vi1jkxTEeXSaDR09+mMj8Gb1afW8fW5HSTkJDKy+WD0\nOmu14wkhhBDiHpgVMzvid7Hz0i/otdaMbTmCtl5t1I5Va8nIuLitxi4NmNX+RRo6+ROWEsHiE5+Q\nZcxWO5YQQggh7lJhSSEroj5n56VfqGPnzj/aTZFGXGXSjIs74mzjxIvB48vmkb8TtoTLOUlqxxJC\nCCHEHcooyOS/4R8TlR5Dc9emzGo3lfqGemrHqvWkGRd3zPr3eeRPNX6ULGM2/z2+jIjUKLVjCSGE\nEOI24rMu8W7YEpJyr9Kt/oP8vfVY7K3t1Y4lkGZc3CWNRsMj/j0YFzQaNBpWnlrHTxf3yIWdQggh\nRDV1NDmcD04sJ68knyEBAxjabCA6rU7tWOJ30oyLe9LaoyUzQ/6Oq40L2+N3sjZmE8WmYrVjCSGE\nEOJ3ZsVc9m+0lcaKv7caS3efzmrHEn8gzbi4Zz6O3rzcbioNnfw4lnKCD04sJ6coV+1YQgghRK1X\nZCri01Mb+OniHurYuvFyu8m0cA9QO5b4C9KMi/vibOPIi8ETaO8VzIXsBBYdX0pqfrrasYQQQoha\nK6col8XhyzmRFkUTl4a83H4qdR281I4lyiHNuLhv1jprng0cRl//nqQVZLDo+FIuZCWoHUsIIYSo\ndVLz03nv+FIu5VymY922TG0zDoO13MinOpNmXFQIjUbDk437MazZ0+QV5/PBieWcTItWO5YQQghR\na1zIunGGOr0gg34NejGqxRCstHJ/x+pOmnFRobrW78SEVs+iAVZEfc7+xENqRxJCCCEsXlR6zI0V\nU4rzGdbsaZ5o1BeNRqN2LHEHpBkXFS6oTiDTQybiYG3P5rhv+Pb8j5gVs9qxhBBCCIv0a9Jhlp9c\niwaY0OpZutbvpHYkcRekGReVwt/Jl3+0nYKnXR12XdrL2phNlJhL1I4lhBBCWAxFUfju/E9sOvM1\nDtb2vBgygaA6gWrHEndJmnFRaTzs3ZnZdjINnfwJS4ngk5NrMJqK1I4lhBBC1Hgms4l1p7ew89Iv\neNjd+Pe2gZOf2rHEPZBmXFQqg96BacHjeMC9OaevxbHkxAryivPVjiWEEELUWEWmYlae+pwjycfx\nd/JlZtvJeNrXUTuWuEfSjItKp9fpGR/0LO29QriQncDi8E+4bsxSO5YQQghR4xSUFLA0chVR6adp\n7tqUaW3G46g3qB1L3AdpxkWV0Gl1jA4cwsM+D3ElL5n/Hl8mNwcSQggh7kJOUS4fhC/n3PULBHsE\nMbH1c9ha2agdS9wnacZFldFqtDzT9Ekeb9iHjMJM/hu+jIuZiWrHEkIIIaq9a7//u3k59wqd63Vg\n7AMjsZY1xC2CNOOiSmk0Gh5r2IfBAU+RU5TLvL3/5dz1C2rHEkIIIaqt5LxUFv1+RrmP38OMaD4I\nrUZaOEsJklBvAAAgAElEQVQhn6RQxcM+DzEmcDjGEiMfRawiOiNW7UhCCCFEtXMp+zLvh3/MdWMW\nAxo/xoAmj8nNfCyMNONCNe3rBvNyl0kALD+5loi0UyonEkIIIaqPs5nny+6qOaL5IPr4P6x2JFEJ\npBkXqgrxfoDJrcdipdWx+tR6wpJPqB1JCCGEUN3pjDiWRn5KidnE2AdG8pB3R7UjiUoizbhQXVPX\nxkxpMw4bnZ41MZs4eOWY2pGEEEII1USlx/DJyc9QUBgfNJoQz1ZqRxKVSJpxUS00cvZnWvB47K3t\n2BD7JaGJB9WOJIQQQlS5E6lRrIj6HK1Gy6RWz/FAnRZqRxKVTJpxUW34OfowPXgijnoDW+K2sTsh\nVO1IQgghRJU5mhzOp9Eb0GutmdzmBZq7NVU7kqgC0oyLasXbUJcZwRNxsXHmm3Pf8+OF3SiKonYs\nIYQQolIdvHKUz2M2Y6OzYUqbcTRxaah2JFFFpBkX1Y6XgyczQibibuvKjgu7+C7+J2nIhRBCWKzQ\nxINsiP0Ke2s7XgweT0NnP7UjiSokzbiolurYuTMjZBKednXYdWkv357/URpyIYQQFueXhP1siduG\no97A9OCJ+DrWVzuSqGLSjItqy9XWhRdDJuBpX4efE/ZJQy6EEMKi7Dizm63nduBi48yMkEl4G+qq\nHUmoQJpxUa252DjzYrA05EIIISzLnoT9fB6x9fd/58bjZe+hdiShkkpvxiMjIxk1atRNz23fvp1h\nw4aVPV6zZg1Dhgxh6NChLF26FACj0ci0adMYOXIkEyZMIDMzs7KjimpKGnIhhBCWZE/Cfr4+twM3\nOxdeDB6PpzTitVqlNuOrVq1i7ty5FBcXlz0XExPD1q1byx5fvnyZHTt2sGXLFjZv3syBAweIi4tj\n48aNBAQEsGHDBp566imWLVtWmVFFNedi48z04InSkAshhKjRShtxFxtnXu8xQxpxUbnNuL+/f9lI\nN0BmZiaLFy9mzpw5Zc/Vq1ePVatWlT02mUzY2Nhw/PhxunXrBkC3bt04dOhQZUYVNYCzjZM05EII\nIWqs/23EXwweTz1HT7UjiWqgUpvxPn36oNPpADCbzcydO5dXXnkFOzu7sibKysoKFxcXAN5++20C\nAwPx9/cnNzcXg8EAgIODA7m5uZUZVdQQ0pALIYSoif7YiMuIuChlVVUHio6OJiEhgXnz5mE0Gjl/\n/jwLFixg9uzZFBUVMXv2bBwdHXn99dcBMBgM5OXlAZCXl4ejo+MdH8vD4863raksqca7rcUDR+a7\n/4M39r7Pzwn7sLPXM7LVADQaTSUlvH+W9Hn9kSXXVsqSa7Tk2kpZeo1SX/W348zusjnir/eYcdOI\nuCXUVx5Lrq0iVUkzrigKQUFBbN++HYCkpCRmzpzJ7NmzAZg0aRIPPvggL7zwQtlrQkJCCA0NJSgo\niNDQUNq1a3fHx0tLy6nYAqoZDw9Hi6nx3mvRMqXVOD44sZzvYneRn29kQOPHqmVDbkmf1x9Zcm2l\nLLlGS66tlKXXKPVVf/87Ij619TisCu1IK7xRkyXUVx5Lrq1URX3ZqJJm/FYN0u7duwkLC6O4uJjQ\n0FA0Gg0zZ85k+PDhzJo1ixEjRqDX61m0aFFVRBU1iLONEy8GT+CDE8vZnRCKlUbHE437qR1LCCGE\nAG7c0Eempojb0SgWOOG2NnwTs5QaK6KWLGM274d/TFpBBv0b9uXRhr0qKF3FsKTP648subZSllyj\nJddWytJrlPqqr9DEg2yJ23bLRrwm13c7llxbqYoaGZeb/ogar3SE3N3WlR0XdvLzpX1qRxJCCFGL\n/XblSNkt7qfJiLi4DWnGhUVwtXVhWvAEXGyc2Xb+B/Zd/k3tSEIIIWqho8nhbIz9GoO1A9PayJ01\nxe1JMy4sRh07N14MHo+T3pEvz37LgaTDakcSQghRi4SnnuTzmM3YWtkypc04vA111Y4kagBpxoVF\n8bT3YFrweAzWDmw68w2Hr4apHUkIIUQtEJkWzWfRX2Cj0zO1zQv4OnqrHUnUENKMC4tTz8GLacHj\nsbeyY/3pLwlLiVA7khBCCAsWnXGGT0+tx0prxd9bP4+/k6/akUQNIs24sEj1DfWY0uYFbHQ2rI3Z\nRETaKbUjCSGEsEBnrp1jZdRaNBoNk1qNobFLA7UjiRpGmnFhsfycfJjc5nmstVZ8emoDp9JPqx1J\nCCGEBTl3/QKfnPwMRVEYH/QsAa5N1I4kaiBpxoVFa+Tsz6RWY9FqtKw8tY7Ya2fVjiSEEMICXMxO\n4OPITylRTDz/wN8IdG+mdiRRQ0kzLixeU9dGTGw1BoDlJ9cQn3VR1TxCCCFqtss5SXwUsRqjqYjn\nWo6glUdLtSOJGsxK7QAVLTo+g4xreZjNCmZFwWRW0AB6ax22eh16ax021lps9VbY21qh1WjUjiyq\nQHO3pjzfciQrT61jWeSnvBg8Ua50F0IIcdeu5CazJGIlhSWFjA4cSohnK7UjiSqiKAqFRSYKjCXk\nF5ZU2B04La4Zf2XpgTveVqfV4OSgx9XRBheDDS4GPe5OttRzd6BeHXs8nO3QaqVZtxStPFoyusVQ\n1sZs4qOIlbwUMgkvB0+1YwkhhKgh0vIzWBKxkrzifEY2f4YOdUPUjiQqkKIoZOYYSUzLIzUzn2s5\nRjJzjFzLLuRatpHruUZMZqVs++2LnqqQ41pcMz60dwCFhcVoNaDVatBptSiKgrHY9Pt/ZoxFJgqL\nSsjJLyYzx8il5Bzizdl/2peVTktdNzu86zjg7+VII28nGtR1wkavU6EyURHa1w2m0GRk05mv+TBi\nJS+F/B13O1e1YwkhhKjmrhuzWBKxguyiHJ5p+iSdvTuoHUnchxKTmcupucRfySYxLZektDyS0nMp\nMJr+tK1GAy4GG/zrOmKws8be1gp7m4proS2uGf/boy1IS8u5q9eYFYXcgmKu5xhJzyrkakYeV9Lz\nuZqRx9WMfBLT8jh6OhUArUaDj6cDjb2daeLjTGADN5wd9JVRiqgkXet3orCkkG3nf+DDiBW8FDIJ\nZxsntWMJIYSopnKL81gSsYqMwkweb9iHHr5d1I4k7lJ+YQlnE69zLimL80lZxF/NpqjYXPZzrUaD\nl5sdLRsa8KnjQF13e9wcbXFzssHZoEenrbzLLC2uGb8XWo0GJ3s9TvZ6/LwcAY+yn5kVhWtZhVxI\nzrnx4V3J5mJyDgkpuew9kQSAn6eBlg3deKChG018XLC2kutiq7s+/g9TaDLy08U9fBSxihdDJmCw\ndlA7lhBCiGqmsKSQZRGfkpyXQg/fLjzaoLfakcQdUBSFy6m5RMVnEHU+g3NJ2ZiVG1NMNEB9Dwea\n+LjQ2NsJfy9HvNzsVevfpBm/Da1GQx0XO+q42NG++Y35xaWnNmITMom+cI24y9dJSM3lxyMJ6K21\nBDV0p11zT1o3ccdWL29xddW/4SMUlhSyL/E3lkV8yrTgcdha2aodSwghRDVRbCpm+cm1XMq5TKe6\n7Xi6SX80svBDtVViMhNzMZOwM6lExWeQlVsE3Gi+G3o7EdjAjQAfZxp5O2NvW336s1smKS4uZseO\nHfzyyy9cvHgRrVaLv78/PXv25PHHH8fa2rqqclYrVjotDes50bCeE4929MdYbOJMwnWiL1zjZHwG\nx+PSOB6XhrWVlqBG7rRr7kHrxnWwq8D5ReL+aTQaBjV9gsISI4eTw/jk5Br+3vp59Lra+XsthBDi\n/5nMJlZHbyDu+nnaeDzAiOaD0GrkzHd1YzKbOZNwnaOnUzh+Jo28whIAHO2tebClF0GN3GnZ0A1H\n++o7pbjc7nDfvn18/PHHtG3bloEDB+Lt7Y21tTWJiYkcPnyY9evXM2nSJHr16lWVeaslG2sdrRq7\n06qxO8OUJiSl5xEWm8qx2FTC49IIj0tDb6WlXXNPuraqR4Cvi3yzria0Gi0jmg/CaDJyIi2KVafW\nMT5oNFZa+eIkhBC1lVkxs+70l0Slx9DctSljWo5Ap5XFG6qTpLRcQiOvcDQmhez8YgCcDXp6t/Wh\nQwsvGtV3qjHLV5fbcVy8eJH169f/afS7cePGdO/enaKiIjZs2FDpAWsajUaDj4cBHw8DA7o2Iikt\nl2OxqRyOTuHgqWQOnkrGy9WOLq3q8VBQPVwMNmpHrvV0Wh1jWg7HeLKI6IxY1sZs4rmWI2QERAgh\naiFFUfjq7HccSwmnoZMf44JGYy0DNNWCsdjEsdOphEYmcT7pxip4BjtrHg6uT4fmngT4utTIJak1\niqIot9+sZrnb1VSqgllRiEu4zq8nrxB2Jo3iEjNajYaQgDr0ae9Lk/rOdzxa7uHhWC1rvBfVqZYi\nUxEfRazmfNYFHqzXvsJOSVanGiuaJddWypJrtOTaSll6jVJfxdsRv5MfL+7B26Eu00Mm4mBtX2nH\nsuTPryJru5qRx+7jiRyOTqbAaEIDtGzkRvfW3rRuUgcrnTqDZ5V+05/Y2FhmzZpFcnIyvXr14l//\n+hcGgwGAgQMH8s0331RIgNpCq9HQ3N+V5v6ujOxTzJGYFEIjbjTmYWfSaFjPkT7tfWnXzFO1X6ra\nTq/TM6n1c3x4YgWHrh7D1sqGQU2ekClFQghRS/ySsJ8fL+6hjp07U9qMq9RGXNyaoiicSbjOzqMJ\nRJ7PAMDV0YbebX3p2qoedVzsVE5YccptxufNm8fs2bNp1qwZH3zwAaNHj2bdunU4ODhggYPpVcre\n1poeIT48HFyfuMvX2XXsMhFn01nxXQxfOp6nd9sbP5MLPquenZUtk9s8z/vhn7D38gFsdbb0b/SI\n2rGEEEJUsoNXjrH13A6c9U5MazMOZ5uKGfUUd6fEZCYsNpWdRy9zKeXGyHrj+k70be9HcECdSl3v\nWy3ldnuFhYV06tQJuNGYv/3220yaNInVq1dXWThLp9FoaObnSjM/V1Iy89kTlsivUVf5ct95fjh8\niUc6+NErxKdaLb9TGxisHZja5gXeP/4xP17cjb2VLT39uqkdSwghRCU5kRrFF7Ff4WBtz9Tgcbjb\nuakdqdYpMZk5eCqZHQcvkp5ViEYDbZt50LeDH03qO6sdr1KV+/XCwcGB0NDQslHwWbNm4eHhwdSp\nUykoKKiygLWFl6s9I/oEsOjvnRnYtSEA3+yP558fH+S7AxfILyxWOWHt4mLjzNTg8Tjrndh6bgcH\nrxxTO5IQQohKcPpaHGuiv0Cvs2Zy6+ep5+CldqRapcRkZn/kFf614jBrfozlem4RPUPqs2DCg0we\nGGTxjTjcohl/8803Wb58Od9++23Zc++88w6+vr4kJiZWSbjayN7Wmiceasg7kzozqHsjtFoN2w5c\n4OWPD/LdbxcwFpnUjlhr1LFzY2rwjTmDX8R+xYnUKLUjCSGEqEDxWZdYcXItaDRMbPUc/k6+akeq\nNUxmM7/+oQnv1daHtyc+yN8eaYanBc0Jv507Xk0lOzsbJycnAK5du4abW/U9hWNJVyYXFpWwNzyJ\nH48kkFtQjLODnpGPtiC4katFzJuqCVeSX8q+zAcnllNiNjGp1XO0cA+4q9fXhBrvlSXXVsqSa7Tk\n2kpZeo1S371Lyr3K++GfYDQZGR80mqA6gZVynFux5M+vvNoURSHyfAZf7j3H1Yx8rHRaurfx5rFO\n/rg61qzlnitqNZVbdnNGo5EtW7YwcOBAfvzxx7Lnq3Mjbmls9VY82smftyc+yBOdG1BQVMKyryJ5\nbfVRwuPS5GLaKuDv5MvEVs+h0WhYEbWW+KyLakcSQghxH1Lz01kSsZKCkgJGtRiiSiNeG11Mzubd\njSf48KuTJF/Lp1trbxZO6MTIPgE1rhGvSOVeGbhw4UIOHjxI7969Wbp0Kd7e3lWZS/yBnY0VA7s1\nokdIfXaGJfLzkQQ++jqKpj7OjOgdgH9dueq7MgW4NuaFB/7GiqjPWRb5GTNCJlLfUE/tWEIIIe7S\ndWMWSyJWklOUy5CAAXSoG6J2JIuXkVXI1v3nORydAkCrxu4Mfrgx9T0MKierHsodGU9LS0Ov1+Pu\n7l62vrhQn4vBhimD2/Dm8x0IblqHs4lZvLnmGOt2niG3QC7yrExBdQIZ1WIIBSUFLIlYSWp+mtqR\nhBBC3IXcojyWnFjJtcJM+jfsS3efzmpHsmjFJWa2H7zInJWHORydgr+XIy8Pa8P0wa2lEf8f5Tbj\nixYtYvny5WRlZfHMM8+wbdu2qswlbsO7jgNTB7Vi5rA21HW3Z++JJP614jD7IpIwm2XqSmXpUDeE\nIQEDyCnKZUnEKjILr6sdSQghxB0oKClkaeRqkvNT6enblX4NeqodyaIdj03h1dVH+GZ/PLY2Vjz/\neAteHdOOFg1kqvMf3dEFnCaTifT0dLy8asZyP5Z6MUSpP14UUWIyszsskW9/X23Fv64jox5pRiNv\nJxVT3pmaevHKTxf3sD1+J3XtPZkRMgmD3qHcbWtqjXfCkmsrZck1WnJtpSy9RqnvzhSZilkWuZqz\n1+N5sF57RjZ/plrcXdkSP7/0rAI27TlHeFwaWo2GXm19eKpLQ4u8Z0pFXcB523cmPj6eLVu2kJWV\nddPzCxYsqJAA4v5Z6bT06+hHp5ZefLn3HIeiU/j3ujB6t/VlYLeG2Oot7y+A2vr69yS/uIA9l/ez\nNHIV04InYGdlq3YsIYQQf2Aym1h9aj1nr8fTxiOIEc0HVYtG3NKYzGZ+PpbItl/jKSoxE9jQjaE9\nmuDrKdNRbue2XdqUKVN47LHHaNasWVXkEffBxWDDuCda0q21N2t+jOXnsMuEx6Uxul8zghq5qx3P\nomg0GgY2eZyCkgIOXj3GJyc/Y3LrF9DrrNWOJoQQ4ndmxcznpzdzKuM0LdwCGNNyOFpNzV8WuLq5\nnJrLZz+c5mJyDo721ozq24ynejQlPT1X7Wg1wm2bcScnJ6ZMmVIVWUQFaebnyhtjO7D94EV+PJzA\n+1siebClF8N6NcXRXq92PIuh0WgY3nwQBSWFnEiLYvWpdYwPehadVqd2NCGEqPUUReHLuG8JS4mg\noZM/44JGY62VM8UVqfQCzR8PX8JkVm7qNeTsw5277W/lwIEDef/99+nUqRNWVv+/efv27Ss1mLg/\nemsdg7o3pn1zT9b8GMuh6BSi4q8xum8z2jX3VDuexdBqtDzbcjiFJ42cyojl89ObeTZwmIy8CCGE\nynbE72R/0iHqG+rx99bPYaOTwaiKdC4pi89+OM3VjHzcnGwY3bc5rRrLWfh7cdtm/OjRo0RFRREe\nHl72nEaj4fPPP6/UYKJi+Hk5Mmd0W34+lsg3v8azbNspHmxZl5F9mmJvK1MqKoK11opxQaP5KGIl\nYSkR2FnZMTRggIwKCCGESnYnhPLTpV/wsHNncusXsLe2VzuSxSgxmfn2wAV+OHwJRYGeIfUZ1L0x\ndjZy1uFe3fadO3XqFLt27aqKLKKS6LQ3LvBs3cSdVTtiOBSdTGxCJmMfb0FLWWKoQtjo9ExqNZbF\nJz7h16RD2FvZ8WTjfmrHEkKIWufglaN8c+57XGycmdpmHM42clO8ipKUlsvKHTEkpORSx9mW5x9v\nQTM/V7Vj1Xi3PZceEBBAbGxsVWQRlayeuwP/GtWWAV0bkp1XxKJNEWzYFYex2KR2NItgb23HlDYv\n4GlXh52XfuHnS/vUjiSEELVKeOpJvojdioO1PVPbvIC7nQw4VQSzorDzaAJvrAkjISWXLq3q8cbY\nDtKIV5DbjoxfvnyZgQMH4uHhgbW1NYqioNFo2LNnT1XkExVMp9Xy5EMNadXYnVU7TrMnPJGYS9eY\n+NQDsvxQBXDSOzKlzTj+G76Mbed/wN7KjgEevdWOJYQQFi8m4wxrojdio9MzufXz1HWoGfdGqe6u\nZReyakcMsQnXcbS3Zky/lgQHeKgdy6KU24zn5uZiMBhYunRpVeYRVaRBXSdeH9OOr/bF83PYZeav\nDWNozyb0DKkvc53vk7udK1PbjOP98I/ZeOZrPN1caWoXoHYsIYSwWPFZF1kZ9TkajYYJrcbg7+Sr\ndiSLcOJsGp9+f5q8whKCm9bh2X7NcXKQC2ErWrnN+PTp01EUhY4dO9KtWzeaN29elblEFbC20jG8\nd1MCG7iy+vvTbPg5jugL1xj7eAsMdnJx5/2o6+DJ5DbP80H4CpYc+YwJQWNo6S5r9QshREVLzLnC\nsshPKVFMjA8aTYBrY7Uj1XjFJWa+3HuO3ccTsdJpGdW3GQ+38ZbBukpS7pzxVatWsWTJEpo0acKm\nTZsYPnw4c+bMYefOneTm3vki7pGRkYwaNeqm57Zv386wYcPKHm/ZsoVBgwYxbNgw9u3bB4DRaGTa\ntGmMHDmSCRMmkJmZeZeliTvVukkd3hjbgRb+rkScS+f1T49yJkHe7/vl5+jDxFZj0Gq0rIz6nHPX\nL6gdSQghLEpqfhofRayisMTIqBZDCKoTqHakGi/5Wj7/XhfG7uOJ1HO357Vn29EjWM6aV6ZbXsBp\nb29Pz549mTdvHhs3bmTs2LFcvXqVl1566Y52vmrVKubOnUtxcXHZczExMWzdurXscXp6OuvWrWPz\n5s2sWrWKRYsWUVxczMaNGwkICGDDhg089dRTLFu27B5LFHfC1dGGmUPb8HS3RmTlFvHOxhPsOHgR\ns6KoHa1Ga+raiJmdx2NSTHwc+RmXc5LUjiSEEBYhs/A6H55YSU5xLkMCnqJD3RC1I9V4h04l88Zn\nx0hIyaVb63q89mx7fOR6skpXbjPes2dPXnvtNX766Seys7MBaNy4MWPGjGHFihV3tHN/f/+b5pxn\nZmayePFi5syZU/bcyZMnadu2LVZWVhgMBho0aEBsbCzHjx+nW7duAHTr1o1Dhw7dU4Hizmm1Gvp3\nbsArI0NwMdjw9f54PvzqJHmFxbd/sShXiPcDPBs4DKPJyEcRq0jJS1U7khBC1Gg5RbksiVhFpvE6\nTzTqSzefzmpHqtGKS8x8vvMMK3fEoNHAhCdbMubRFtjo5Y7SVaHcZnz16tUEBQWxb98+nnnmGYYM\nGcLixYs5duwYJSUld7TzPn36oNPd+CDNZjNz587llVdewc7Ormyb3NxcHB3/fw1Qe3t7cnNzycvL\nw2C48W3MwcHhrqbGiPvTxMeZ159rT8sGrpw8n8Ebnx3jYnK22rFqtHZebRjabCC5xXksiVjFtUKZ\nBiSEEPeioKSQZZGrSclPpZdvN/r691Q7Uo2WnlXAwg3H2XciCR8PA68/156OgbISTVUq9wLOhg0b\n0rBhQwYPHgxASkoK+/fv58033yQpKemmO3LeiejoaBISEpg3bx5Go5Hz58+zYMECOnbseFOjnZeX\nh5OTEwaDgby8vLLn/rdhvx0PD8tf4L+ya/QA/j25K5t2nWHz7jP8Z104EwYG0beTf4XPG6stn9fT\nHn3Q2pj54uQ2lkWt5s2eM3G2dVI72n2rLZ+fpbLk2kpZeo21qb6ikiI+2r+ShJwkejbszPj2w2r8\nXGY1P7/w2FTe2xBGTn4xPdv5MmlQK2z1FXcnTUv/3awot3zHjUYjR48e5cCBAxw9ehSTyUSnTp3o\n0qXLXR1EURSCgoLYvn07AElJScycOZPZs2eTnp7O4sWLKSoqwmg0Eh8fT9OmTQkODiY0NJSgoCBC\nQ0Np167dHR8vLS3nrvLVNB4ejlVW4yNt61PP1ZYV30Wz9KtIIs+kMqpvM6ytbnu/qDtSlbWo5X9r\nfKhOZ9L8rvNzwj7e2PMBLwZPwN7a7jZ7qL5q2+dnaSy5tlKWXmNtqs9kNrEi6nNOZ5wl2COIgQ2e\nJD29Zp81V+vzMysKO367yLcHLqDTaRjdrxndW3uTk1VARaWx9N9NqLgvG+U2488//zwXLlwgODiY\nhx56iLFjx+LldW+nLW71rbVOnTqMGjWKESNGoCgKL730Enq9nuHDhzNr1ixGjBiBXq9n0aJF93Rs\ncf+CGrnz+nPtWfrNKQ5EXeVqRh6Tnw7CxWCjdrQa6anGj1JQUsCBK0f45ORnTGnzAnqdrNsqhBDl\nMStm1sZs4lTGaVq4BfBsy+FoNRUzKFTbFBhLWLUjhhNn03F3suHvA4NoWK/mn6WtyTSK8tfLZQwa\nNAhFUejcuTNdunShbdu2WFvXjLWna8M3MTVqLCo2seanWA5Hp+Bi0DPl6VY08r6/v8C15ZvzH2s0\nK2bWRG/keGokgW7NmNDqWay0FXdqsKrU1s/PUlhybaUsvcbaUF9qajYbz3zNb1eO0Mi5AVPavICN\nhQxgVPXnl5qZz5KtUSSl59HC35WJT7XE0b5y3ktL/92EihsZL/dr5datW1m1ahXNmzdn27ZtPPbY\nY4wfP561a9dy/vz5Cjm4qFn01jrG9Q9kSI8mZOUVsXBDOL9FXVU7Vo2k1WgZHTiUQPdmxFw7w9qY\nTZgVs9qxhBCiWlEUhW3nf+C3K0fwMXgzqdVzFtOIV7WYi9eYvzaMpPQ8erf14aWhrSutERd355bn\neNzc3Ojfvz8LFy7khx9+4JFHHuHLL7+kf//+VZVPVDMajYZ+Hf2YPrg11lZaVn9/mk17zmIySyN5\nt6y0Vox7YBSNnRsSnnqSTWe+ppwTVUIIUSttO72T3QmheNl7MKXNCzX6Ghu1KIrC7rDL/HdzJIVF\nJsY82pwRfQLQaWWaT3VR7nnx7OxsTpw4QXh4OOHh4SQkJNC6dWuGDx9Op06dqjKjqIaCGrnz6rPt\nWLL1JLuOXSYpPY+JT7XEwbZmTGWqLvQ6PZNaj+GDEyv47cpR7KzsGND4sRq/OoAQQtyv0MSDbIn7\nFlcbF6a2GYejXm4+c7dKTGbW7zrD/sirONlbM/npIJr6uKgdS/xBuc34ww8/TNu2benYsSOvvPIK\ngYGB0iCIm9R1s2fOqHas2B7NyfMZvLU2jOmDW+PlZq92tBrFzsqOya2f5/3wj9mdEIq9lR19G8i6\nuUKI2utocjhb4rbhbOvEtDbjcLWVBvJuZeUVsfSbKM4lZuHnZWDq061wd7ZVO5b4C+U24zv+j737\njoqdeyIAACAASURBVMu63v8//rgm82LIUhAQRQTZ4Egzy8qmOTL3KHNkaR5NS8/59j2/c77fhqVm\nQ83Kpinu1GxYZtlyJHsJOHCAsveG6/r9YXlO35OBCny4Ll73241bISDPFx+B5/W5Pp/3e98+PD09\n//SDCwoKcHNza/VQwnzYWmtZMDaMXd+f5vMjZ3nuo+M8OTaMAG/5wXktDHp7noyYzarYdew9/SU2\nWhuGdh+kdCwhhGh3iQUpbEzfho3WhmdvfRLbBkelI5mdnMIqXtueSGFZLQOC3JlxXxBWOtlNs6O6\n6gVDr7/+OqtXr+bMmTP/8bZTp07x0ksv8fLLL7dpOGEe1GoVD93Wixn3BlJb38TKLfEcSb2kdCyz\n42ztxJORszHo7NmWuZvjl+KVjiSEEO3qRHEW76VsQqvWMi/8UXyduisdyeykZxfzwsZYCstqGT3E\nj8dGBksR7+CuemZ8+fLlfPfdd/z3f/832dnZuLu7o9VquXTpEj4+PsycOZNhw4a1Z1bRwd0S7kkX\nR2vWfZLM25+mUVBaw4jBPeTypmvgYevGvIhZvBa/ng/Tt2KttSbENUjpWEII0ebOlJ3lreQPAXgs\n9GH8HH0VTmR+fkq+yAdfnEClgtkP9GVQcFelI4kW+NOFjW+77TZuu+02ysrKOHfuHGq1mu7du+Po\nKE8ZiT8W3KMLf5sazavbk/jkhzPkl9bw8D2BaDVy13ZLeRs8eTzsUd5IeIcNKRuZFz6T3s69lI4l\nhBBtJqfyImsT36PR2MiskGkEdumtdCSzYjKZ2P3DGT79ORs7ay3zHwylj4+z0rFEC7WoITk6OhIa\nGkpwcLAUcdEsLzd7np0ejV83Az8lX+KVrQlU1TYoHcus9HLqwZzQ6RhNJtYnfcC58gtKRxJCiDaR\nX13AGwnvUNNYw7Sg8YS7BSsdyaw0NBrZsC+NT3/Oxs3Jmr9Ni5YibmbkdKVoE472VjwzOYqoADdO\nnCu9fP1aaY3SscxKX5c+PBI8ibqmetYkbuBSVZ7SkYQQolWV1Jbyevw7VNRXMiFgNAO6RikdyaxU\n1jSwamsCh1Pz6OXpwH9N70c3FzulY4lrJGVctBkrnYYnRodw9wBvLhZV8/zHsZzPr1Q6llmJcg9j\nUuCDVDVU80bCBopqipWOJIQQraKivpI3Et6hpK6UkT3vYWj3wUpHMiuFZTW8sDGWzPOl9OvjxtOT\nInGQHTXNUovK+Keffsrq1aupqalh9+7dbZ1JWBC1WsWE23sz8Y7elFXWs3xTLCfOligdy6zc7DmQ\nMf73U1pXxhsJ71BWV6F0JCGEuCHVDTWsSdhAXnUBw31u4y5fWRDiWlzIr+SFjbFcKq7mngE+zB0d\ngl5WTDFbzZbxlStXcujQIb766iuamprYuXMny5cvb49swoLc1d+bx0YGU99g5JVtCRw/ka90JLNy\np8+t3ON7OwU1RaxN3EB1Q7XSkYQQ4rrUNdXzZtL7XKjMZYjnQEb1uldW3boGGedKeHFTHKWV9Uy8\n3Z/xt/ujlq+fWWu2jP/444+sWLECKysr7O3tef/99/n+++/bI5uwMAP7erBwfDgajZo3d6dwME5u\nSrwWI3rezVCvweRUXmRd4vvUNdUrHUkIIa5JQ1MDbyd9yOmybPp5RDChzxgp4tcgNqOAVVsTqW9o\nYvYDfblrgI/SkUQraLaMq9WX3+W3b5b6+vorfybEtQru0YVlk6Mw2Or4+KtMPv4iHZPJpHQss6BS\nqRgXMJL+HpGcKT/L20kf0mBsVDqWEEK0SKOxkQ0pH3OiJItQ175MD5qAWiV9oqW+i89h3e5kNGoV\nfxkXJmuIW5BmvwvuueceFi5cSFlZGR988AFTpkxhxIgR7ZFNWCjfrgb+Ni0adycbth7I5MMvT9Bk\nNCodyyyoVWqmBY0n1DWIEyVZfJAaQ5OxSelYQgjxp5qMTXyQGkNKUTpBXQKYGTIVjVqucW4Jk8nE\n3h/P8NH+DOysdTwzOZIQPxelY4lWpPnHP/7xjz97h+joaOzt7bGysqKiooKHHnqIhx56qJ3iXZ/q\nast++t7OzsrsZ7Sz0dE/yIOTuWUkZBVyIb+SqABXNBb4rEtrHy+1Sk2Yawiny7JJK86gtK6cUNe+\nijzVawn/FptjyTNa8my/sfQZzWE+o8nIxvTtxOYn0tupJ3PDHkGv0bXoY81hvhvR3HxGo4lNX2fy\n5bFzuDpa88zkKLzd7dsx4fWz9GMHl2dsDc02n7y8PI4cOcLSpUuZOnUqn3/+OYWFha3yyUXn5min\n54XHbybI15n4rEJe3Z5Ebb1cdtESeo2Ox8IewcfQncMXf2HXyX1yuY8QosMxmozEnNjFL3lx+Dn4\n/lrEZfm9lmhsMvL2p6l8G5+Dt7s9f5sWTdcutkrHEm2g2TK+ZMkSvL29AfDw8KBfv34888wzbR5M\ndA621joWjgsjsrcr6WdLWLVFdutsKRutNfPCZ9LVzoOD53/gy+yDSkcSQogrTCYTO7I+5eeLx/A2\nePFE+KNYa62VjmUW6huaWLMrmWPp+fTu7sjSyVE42bfOWVjR8TRbxsvKypg4cSIAer2e8ePHU1Ii\n60SL1qPTanh8dAiDgj04lVvOS5viKausUzqWWbDX2/FkxCxcrJ3Zd2Y/353/SelIQgiByWRiz6kv\nOHThJzztujI/Yha2OhulY5mFmrpGVm9LJOlUESE9u/DUhAhsrbVKxxJtqNkybm1tzaFDh668fvjw\nYWxs5BtKtC6tRs3MEX0ZFuXFhYJKXtwUR2FZjdKxzIKTlSPzI2Zj0NuzPWsPP+f+onQkIUQn9/mZ\nr/n63Hd42LrxZORs7HWyRXtLVNY0sHJLPBnnS4nu48aCsWFYyWY+Fq/ZMv7Pf/6TFStWMHDgQAYO\nHMhLL71EM/d8CnFd1CoVU4cHcP8gX/JLali+KY6LRVVKxzIL7rauPBkxGzudLZtP7ODoxVilIwkh\nOqmvzn7L59kHcLXuwoLIOTjoDUpHMgullXW8tCmOMxcruDm0K3NHBaPVWN6iBuI/Nfu8R1BQEPv2\n7aOkpASdToe9vXncxSvMk0qlYuytvbCx0rLju1Ms3xTH4gkR+HjID/PmeNl348mIObwe/xYb07eh\nUanp1zVS6VhCiE7k2/M/sufUFzhbObEgcg5OVo5KRzILBaU1rNwST0FpLXdGd2finb1lV81OpNky\nnpaWxvr16ykrK/vdag0fffRRmwYTndt9N/liY6Xl4/0ZvLQ5nqcmhNPLU36oN8fb4Mn8iFm8kfAO\nH6ZvRa3WEOUepnQsIUQn8GPOEXZk7cVBb2BB5GxcbLooHcks5BZWsXJLPKWV9TwwuAejb/GTXUk7\nmWbL+NKlS5kwYQK9e/eWfxyiXQ2L9MJar2HDvjRWbUlg0fhwend3UjpWh+fr4M288FmsSXiH91M3\no1GpCXcLUTqWEMKCHb0Yy5aMT7DX2bEgcg7utm5KRzIL2RfLeWlzHBXVDYwf5s89A2V7+86oRTdw\nTp06lYEDBzJgwIArL0K0h0HBXZk7KoT6BiOvbE0k45ys5NMSfo4+PBE+E61ay7spm0guTFM6khDC\nQh27FMfG9G3YaK2ZHzGbbnYeSkcyC2cvVfC3dT9RUd3AtLv7SBHvxJot40OGDGHjxo2cOXOG3Nzc\nKy9CtJf+ge48MSaExiYjq7clkppdrHQks9DLqQdPhM1ArVKzIXkjqUUZSkcSQliYY5fi+ChtK9Za\na56MmI23wVPpSGbhzMVyVsTEU1lTz4x7AxkW6aV0JKEglamZbftuv/32//wglYpvvvmmzULdqIKC\nCqUjtCk3N4PFzHgtsySeLGTtJ8mAiifHhhLa06Vtw7USpY9XRvFJ3kx6DxPweNgMArv0brW/W+nZ\n2oMlz2jJs/3G0mdUcr7jl+L5IG0L1lornoyYja+Dd6t/Dks8fidzyli9LYHa+iYWTYoixMcyL7+0\nxGP3f7m5tc7iEs2eGT948OB/vHTkIi4sV7i/KwseCkOlgjd2JpGQVah0JLPQp4s/j4U+AiYT65M+\nILPklNKRhBBmLjYvgQ/StmClabsibokyzpWwamsCdfVGHhsZzLBo+bqJFtzAefr0aTZv3kx1dTUm\nkwmj0ciFCxfYtGlTe+QT4ndC/FxY+FAYr+1MYu0nyTw2Mph+ge5Kx+rwglwCmB06nbeTP+LNxPeY\nFzELfyc/pWMJIcxQbF7ilSI+P2KWFPEWSs8u5rWdSTQ1mXh8dDDRfeR3l7is2TPjixYtwsHBgfT0\ndIKCgigqKqJ379Z7mluIaxXUowtPjY9Aq1Wzfk8qR9PylI5kFkJcg5gVMpVGUxPrEt/ldNlZpSMJ\nIcxMXH4SH6TFoFfrmB8xEz9HuemwJVLOFPHqjiSMRhPzxoRKERe/02wZNxqNLFiwgFtuuYW+ffuy\nbt06kpKS2iObEFcV4O3E4gkRWOnVvP1pKj+nXFQ6klkIcwvm0eApNBgbWZvwLmekkAshWig+P5n3\nUzejU2uZFzELP0dfpSOZhcSThby+IwmTCZ4cG0ZEb1elI4kOptkybmNjQ319PT169CA1NRW9Xk9d\nXV17ZBPiT/l7ObJkYiQ2ei3v7kvnp2Qp5C0R6R7KI30nUm+sZ03CBk6XZSsdSQjRwSXkJ/Ne6qbL\nRTx8Fj2liLdIXGYBa3Ylo1apWDguzGwWHhDtq9kyPnLkSObOncttt93Gxx9/zKxZs/DwkDVERcfg\n182BpydFYmut5b3P0jmccknpSGYh2iOCGcGTqTc2sCZhAydLzygdSQjRQSUWpPBu6ia0ai1PhM+k\nl1MPpSOZhfjMAt7cnYJWo2bR+HD69pAdScUfa7aMT506lddff50uXbqwceNGJkyYwNq1a9sjmxAt\n4tvVcPkMuZWWDZ+lcSRVCnlLRLmHMTNk6q+XrGyQVVaEEP8hLj+JDSkfo1VrmRc+U278bqGErELW\n/VsR7+PjrHQk0YFdtYxv3boVgDVr1vDBBx+wZs0aduzYQUZGBu+++267BRSiJXy7Glg8MQJrvZZ3\n9qXJTZ0tFOEWwuyQaTSZjKxLfI8TxVlKRxJCdBDHLsXxXsom9GqdFPFrkPDrnhgazeVLUwK8LXMd\ncdF6rlrGm9kLSIgOx6+bA0smRmCt1/D2p6kcS5dC3hJhbsHMCZ2OyWRkfdL7pBdlKh1JCKGwn3N/\n+XVnTSvmR8yWIt5CSacKWfdJMhq1ioUPyRlx0TJXXWd84sSJAMyfP7/dwghxo/y6OfDUhAhe2ZrA\n23vTUKtUsg55C4S4BjEn7BHeTv6Q9ckfMCd0OsEugUrHEkIo4Iecw2zJ+AQ7rS3zI2fhY+iudCSz\nkHy66MrNmn95KIxAXyniomWuemY8MDCQoKCgKy+hoaGEh4cTFBRE//792zOjENekl6cji8ZHoNdd\nXof8+Il8pSOZhWCXPswNewQV8HbShyQXpikdSQjRzr49/yNbMj7BXmfHX6IekyLeQilninhjZzIq\nlYoFD4URJDdrimtw1TJ+4sQJ0tPTGT9+PMuXLycpKYnExEReffVV7r777vbMKMQ18/dy5KnxEeh0\nat7am0psRoHSkcxCUJcAHg97FLVKzTvJG0ksSFU6khCinXx99jt2ZO3FUW9gUdRcvOy7KR3JLKSe\nKeaNnckALBgbJqumiGvW7GoqSUlJjBo1CpVKBcDdd99NcnJyiz9BYmIi06ZNA+DkyZNMnjyZyZMn\n89e//hWj0QjAe++9x4MPPsi4ceM4cOAAAHV1dSxYsIApU6bw2GOPUVJScs3Dic7Nv7sji8aFo9Wo\nWb8nhfhMKeQt0aeLP0+EP4pGrWFDykbi8mWTLyEs3RdnDrD71Oc4WTmyMGouXe1kCeOWSMsu5vWd\nlzf0WTA2lGA/KeLi2rVo05+dO3dSXV1NZWUlmzZtwsmpZXcGb9iwgWeffZaGhgYAVq9ezeLFi9m8\neTMABw8epKKigo0bN7J9+3beffddXnjhBQBiYmIICAhg06ZNjBo1inXr1l3vjKITC/B2YtH4y4V8\n3e4UErIKlY5kFno792Je+Ez0ah3vpWzi8MXjSkcSQrQBk8nEp6e+ZN+Zr3CxdmZR1OO427opHcss\npJ8t+XVnTRNPjg0lRDb0Edep2TK+YsUKvv76a26++WaGDh3KkSNHePnll1v0l/v6+v5uTfI1a9YQ\nHR1NfX09BQUFGAwGbGxs8PLyoqqqiurqatTqy5FiY2MZOnQoAEOHDuXw4cPXM58QBHg7sXBcGBqN\ninW7k0k8KYW8Jfyd/FgQOQdbrQ0fp2/juws/KR1JCNGKTCYTn5z8jC/PHsTNxoVFUY/jaiNndlvi\nxNkSXtueiNFkYv6DobKzprghV11N5TdeXl6sX7/+d39WW1vbor98+PDh5OTkXHldpVKRm5vLjBkz\nMBgMBAZeXq3Bw8OD++67D5PJxJw5cwCorKzE3t4eADs7OyorK1s2kRB/oI+PMwsfCufV7Yms/SSZ\nBWPD5CxGC/g6eLMwai5vJLzD9sw91DXWcXeP25WOJYS4QUaTkZgTu/j54jE8bN1ZEDkbJytHpWOZ\nhYxzJby6I5Emo4l5D4YS1stV6UjCzDVbxvfv38/atWuprq7GZDJhNBqpqanhyJEj1/UJPT092b9/\nP9u3b+fFF1/krrvuorCwkG+//RaTycTMmTOJjIzEYDBQVVUFQFVVFQaDocWfw82t5e9rrixpxvaa\nxc3NgIOjDf+z4QhrdiXzj9mDCPVvnx+i5ny83NwMPOe6hP/57jX2nv4StZWJSaH/uo/EnGdrKUue\n0ZJn+42lz3it8zU2NfL60fc5cjEOP2dv/mvokzhYd9yvUUc6fifOXr5G3Gg08deH+zMw5MZvcu1I\n87U2S56tNTVbxlesWMFzzz3H+++/z9y5c/nxxx+v+2bKxx9/nGXLluHr64udnR1qtRpHR0esra3R\n6XQAGAwGKisriYqK4tChQ4SGhnLo0CH69evX4s9TUFBxXfnMhZubwWJmbO9ZPJ2seWJMKG/sTOKf\nG46weGIE/l5tezbIEo6XBhsWRszl9YS32Z2+n+LyCsYFjMTD3dHsZ2uOJRy/q7Hk2X5j6TNe63x1\nTfW8k/wR6cWZ+Dv5MTf0EeoqoKCiY36NOtLxO5dXwcub46mrNzJ3VDA9PexvOFtHmq+1WfJsv2mt\nBxvNlnEHBwduuukm4uLiqKio4Mknn+TBBx+8rk82Z84cli1bhl6vx8bGhueeew5XV1dCQkIYP348\narWa6OhoBg8eTFRUFEuXLmXy5Mno9XpWrVp1XZ9TiP8rrJcLc0eF8ObuFFZvS+DpSZH06OqgdKwO\nz9naiUVRj/NG/Dt8n/MzdU11LHSdoXQsIUQLVTfU8GbS+5wuyybEJZCZIdPQa3RKxzILOYVVrNyS\nQE1dI7Me6CubyYlWpTI1s+/95MmTef7558nMzCQ5OZkFCxZw//338/XXX7dXxmvWGR6JWcqMSs5y\nNC2Ptz9NxdZKy9LJUXR3t2+Tz2NJxwugqqGatYnvcrb8PAO8IpjsPw6dBf9Ct7Tj9+8sebbfWPqM\nLZ2vvL6CtQnvcqEyl34eEUwPmoBGrWmHhDemIxy/vJJqlm+Ko6yynofv6cOtEV6t9nd3hPnaiiXP\n9pvWOjPe7GoqixYt4tVXX2XYsGEcPnyYm2++mTvvvLNVPrkQShrY14MZ9wZRVdvIyi3xXCyqUjqS\nWbDT2bIgYjYBTr04lpPA2sR3qWmsUTqWEOIqimtLWB37JhcqcxnidRMP951oFkW8Iygqq2VlTDxl\nlfVMuqN3qxZxIX7TbBk/efIkr732Gnq9np07d3LgwAGWLl3aHtmEaHNDwrox7a4AyqsbWBETT35J\ntdKRzIK11ponwh9lQPcIskpP82rcW5TVWfYZECHM0aWqPFbFriO/ppC7fIcxMWAMalWzv/oFUFpZ\nx4ot8RSV1/Hg0J4M7++tdCRhoZr9jty0adPvXnd0lKWPhGUZFtWdibf7U1pZz4qYeIrKWrZ0Z2en\n0+h4atBshngO5EJlLq/ErqWgukjpWEKIX50qzWZV7DpK68oY3es+RvW698oqSOLPVVTXs3JLAvkl\nNdw/yJcRg3soHUlYsGZv4OzatSvTp08nPDwcKyurK38+f/78Ng0mRHu6a4AP9Y1Gdn1/mhUx8Syd\nEoWzwar5D+zk1Go1E/s8iEFv4IvsA6yKW8u88Jl4G+SpXCGUlFiQwvupm2kyGZkWNJ6burV8RbLO\nrrq2gVVbE8gtrOLOft15cGhPpSMJC9fsmfGIiAgGDBjwuyIuhCUaMbgHIwb3IL+0hpVb4imvqlc6\nkllQqVSM6HkX4wNGU1lfxatx68ksOaV0LCE6rR9yjvBO8kZUKjVzw2ZIEb8GtfWNrN6eyLm8SoaG\nezLpjt7ybIJoc82eGc/JyeHFF19sjyxCKG7MLX7UNzTx1S/nWbklgWcmR2JvY7krhbSmW7sPxl5n\nx4dpW1ibsIFHgicT6R6qdCwhOg2TycRnZ77mi+wD2OvseCL8UXwd5DrnlqpvaOL1HUmcyinnpmAP\npt/dR4q4aBfNnhnPzMy8shOmEJZOpVIx4XZ/hkV5caGgkle2JlBd26h0LLMR7RHOE+GPolFreDfl\nY749/6PSkYToFJqMTWw+sZMvsg/gat2FxdHzpIhfg4ZGI2s/SeHEuVKiA9yYeX8QarUUcdE+mj0z\nrlarGTZsGH5+fr+7VOWjjz5q02BCKEWlUjFleAANDUZ+TL7IqzsSeWp8ONb6Zr9dBBDYpTcLI+fy\nZtL77MjaS1FtMQ/6j5AVHIRoI/VN9bybsomUonS8DV48Ef4oDnrZhrylmoxG3t6bSvLpIkJ7uvDY\nqGA0avl5JdpPs+3i6aefbo8cQnQoapWKR+4NpKHJyNG0PF7fkcTCceHodbI2b0v4OHRnSfR81iW9\nx7fnf6S4tpRH+k5Er9ErHU0Ii1JaU8arcW9xtuI8gc69mR06DWuttdKxzIbRaOLdz9KJzSwg0MeJ\neWNC0GqkiIv21WwZHzBgQHvkEKLDUatVzLw/iIZGI3GZBazbncL8B0PlB3ULudg4szjqCd5J/ojE\nghRei3+buWGPYNC3zU6nQnQ2uZWXeOvIBxRWFzOwazSTA8eiVcszeC1lMpn4aH8GR1Lz6OXlwIKH\nwuSEi1DEVb9rAwMD//DGBZPJhEqlIj09vU2DCdERaDVqHhsZzBu7kkg6VcRbe1OZK09htpitzoZ5\nETPZdGIHxy7FsfL4Gp4IfxQPO3elowlh1tKKMng3ZRO1TbU80PMe7vYdJjcbXgOTyUTMN1l8n5iL\nr4eBRePkUkShnKv+yztx4kR75hCiw9Jp1cwfE8qr2xOJzSjgvc/SmTmiL2r5xdciWrWW6UETcLF2\n5ovsb1gVu445YQ/j7+SndDQhzNIPOYfZlrkHtUrNwkEz6W3TR+lIZmfX96c5cPwCXq52PDUhHFtr\nWTVLKEdO7wnRAnqdhifHhtHL04HDqXl8vD8Dk8mkdCyzcXkt8ruZEjiOmqZa3oh/m2OX4pSOJYRZ\nMZqM7Mrax5aMT7DV2vCXyMcY7CNriF+rfT9n89nhs7g727B4YgQGW7mXRShLyrgQLWRjpWXR+HB8\nPOz5LiGXrQdPSiG/RoM9+/NE+KPoNDo+TNvCnlNfYDQZlY4lRIdX11TPhuSNfHP+ezxs3Xm633x6\nOvoqHcvsfPXLeXZ9fxoXByuenhiJk71saCiUJ2VciGtga61j8YQIPF3t+OqX83zywxmlI5mdoC4B\nLImej5uNC1+d/Za3kz+ktrFW6VhCdFgltaWsjnuTxMJU+jj7syR6Hq42LkrHMjuHEnLY8k0WjvZ6\nlkyKxMVRVp0RHcNVy/j//u//tmcOIcyGwVbPkokRuDvZ/Pp0Z7bSkcxOVzt3nu73JH2c/UkuTGdV\n7DoKa4qVjiVEh3Oy9Awv/fI65ytyGNxtAPPCZ2Krs1E6ltk5nHKJj77MwN5Gx5KJkXg42yodSYgr\nrlrG4+Lkek4hrsbJ3oolkyLo4mDFzkOn+fr4eaUjmR07nS3zwmdya/fB5FZd4uXjr5NVckrpWEJ0\nGD/kHOa1+LeoaqxmfMBoJgeORaOWpfeuVWxGPu9+lo6NlZbFEyLwcrVTOpIQv3PV1VQaGhq4ePHi\nVa+J9fT0bLNQQpgDV0cbnp4UyfKP44g5kIWVTsPQcPm+uBYatYbxAaPpZteVbZm7eT3hHSYGjOFm\nr4FKRxNCMY3GRrZn7uHH3KPY6+yYGTKVAOdeSscyS0mnClm/JxWdTs2i8eH4dpWdSUXHc9Uynp2d\nzdSpU/+wjKtUKr755ps2DSaEOfBwtmXJxAhe2hzPh1+cQK9Vc1NwV6VjmZ1bvG7Cw9aNDckb2Zyx\nkwuVFxnbe4RsYCI6nfL6CjYkb+RUWTbd7T2ZE/owLjbOSscyS+lnS1j7SQpqtYqFD4XRy8tR6UhC\n/KGr/qbz9/dn9+7d7ZlFCLPk5WbP4gkRvBwTz4Z96ei0GqL7uCkdy+wEOPfimf5Psj7pA77P+Znz\nFTnMCp2Kk5X8AhWdw9ny87yd/BGldWVEu4czNWgceo0su3c9Tl4o4/UdSRiNJhY8FEYfH3lAIzou\nWU1FiFbg29XAovHh6LRq1u9JIfl0kdKRzJKrjQtLoucT7R7OmfKzLD/2GplyHbnoBH7O/YXVcW9S\nVlfOqJ73MiN4shTx63T2UgWrtyfQ0Gjk8dEhhPaUlWdEx3bVMj59+vT2zCGE2fP3cuQvD4WhVqtY\nsyuZjHMlSkcyS9ZaK2YET+ah3iOpaqzmjYR3OHDukKzpLixSfVM9G9O2senEdrRqHXPDHuGuHrK1\n/fW6UFDJqq0J1NY1MeuBIKIC5FlK0fFdtYzX1v5r3d+srKzfve35559vu0RCmLFAX2fmjQnFaDTx\n6o4kTuWUKR3JLKlUKoZ5D2Fh5FwMOjs+OfkZG1I+pkbWIxcWJK+6gBXH13Dk0nF8DF4s6/8XIW/2\nVgAAIABJREFUQlyDlI5ltvKKq1m5JYHKmgYevjeQm/rK/TvCPFy1jG/fvv3K/z/zzDO/e9vx48fb\nLpEQZi6slwtzRwXT0GBk9bZETkshv269nHqwtP9Cejv1JKEgmRXH3+BiVZ7SsYS4YbF5ibz0y2vk\nVl1iqNcgnoqeh6tNF6Vjma3CshpWbImnvKqeyXf2lpWthFm5ahn/96eE5elhIa5NdB93Zo4Ioqau\nkf9+62dyCquUjmS2HK0MPBkxmzt8hpJXXcDLv7zOkYtyQkCYp0ZjI9sy9/Be6iZMwIy+k5jQZww6\nWTnoupVU1LEiJp7i8jrG3tqTO/t5Kx1JiGvSohs45do1Ia7doOCuTL+nD+VV9azcEk9eSbXSkcyW\nRq3hQf8RzAqZhlqlYWP6Nj5M20KtXLYizEhRTQmvxL3JoQs/0c3Og6X9FtCva6TSscxaefXln68F\npbWMGNyD+wf1UDqSENfsqg/FpYALceNujfBCb6XjnT0prIyJZ9mUaFwcrZWOZbYi3UPxNnjxXuom\njl2KI7vsHI+GTMHb4KV0NCH+VGxeAjEZu6hprGVA1ygm9nkQK1kt5YZU1TawaksCF4uquau/N2Nu\n8VM6khDX5aplPCsrizvuuAOAvLy8K/9vMpkoKChon3RCWICRQ3tRVFLNru9Ps2JLPMumROFkb6V0\nLLPlatOFxVFPsPf0lxw4d4iVx9cw2v9+but+s5xEEB1ObWMt2zP3cuTScfQaPVMDx3FTt37yb/UG\n1dQ1snpbIufzK7ktwpMJt/vL11SYrauW8f3797dnDiEs2ojBPahraOKzw2dZtSWBZyZHYrCVs2LX\nS6PWMMb/fgKc/fkobQs7svZyojiTyYHjcLSS7a5Fx5Bdfo73U2MorCnCx9CdGcGTcLeVpfZuVF1D\nE6/tSOJ0bjmDgrsy9e4+UsSFWbtqGffykqd9hWhNDw7tSV1DEweOX+CVrYk8PSkCW2ud0rHMWrBL\nH/42YBEfpW0lpegELxx7hcmBYwl3C1E6mujEjCYjB84e4tMz+zGZTAz3uY0RPe9CKzdp3rCGRiNr\ndiWTeb6Ufn3cePT+QNRSxIWZkx04hWgnKpWKSXf0Zmh4N87mVbB6eyK19Y1KxzJ7jlYOzIuYybje\no6hrquPt5I/YmL5N1iQXisivLuCV2DfZc/oLDDp75kfMYrT/fVLEW0Fjk5H1e1JIPVNMWC8X5owM\nRqOWGiPMn/x0EKIdqVQqpt8dSH2DkSNpeby+I4mF48LR6zRKRzNrapWa27xvpk8Xfz5MjeHIxeNk\nlZxiet+J+DvJTV2i7RlNRr6/cJjdpz6nwdhAtHs44/uMxl5np3Q0i2A0mtiwL434rEKCfJ2ZNyYE\nrUaKuLAM8i9ZiHamVquYOeLyNs0nzpWybncKjU1GpWNZhG52HizpN597fG+nuLaUV+PWsyNzL3VN\n9UpHExasqKaYN+LfYXvWHvQaHTNDpvJoyBQp4q3EaDLx/hfpHEvPp3d3RxaMDUOnlRMYwnJIGRdC\nARq1msdGBhPSswtJp4p4a28qTUYp5K1Bq9byQK97eCr6cdxsXfj2wo88f/QVMopPKh1NWBijycgP\nOYd5/tgrZJaeIsw1mGcHLibKPUzpaBbDZDKx6atMfkq+hF83AwvHhWOllyIuLIuUcSEUotOqmT8m\nlEAfJ2IzCnjvs3SMstttq+np2IO/9l/EcJ/bKK4t4fWEt9l8Yic1jTVKRxMW4FJVHq/GrWdLxieo\nVWqmB01gTuh0HPSymk9rMZlMvLs3lW/jc/B2t2fR+AhsrOTqWmF55F+1EArS6zQ8OTaMV7YmcDg1\nD71Ow3RZpqvV6DU6RvvfR6R7KB+nb+en3KOkFp1gQsBowtyClY4nzFCDsZGvzn7LV9kHaTQ1EeEW\nyviAUThaOSgdzeJ88sMZ9v2cTTcXWxZPjMDeRlafEpZJzowLoTAbKy2Lxofj427PoYRctnxzEpOc\nIW9Vvg7eLO2/gPv8hlNRX8lbyR+yPukDimpKlI4mzMjpsmyW//Ian5/5Gnu9PXNCH2Z26DQp4m1g\n38/Zl4u4qx1PT4rEQfZlEBZMzowL0QHYWut4amIEL2+O5+vj57HSa3hwaE+lY1kUrVrL/X7DiXIP\nY0vGLpIL08gozuJevzu5w3soGrVchyr+WHl9BXtOfcGRi8dRoWKo1yBG9roXG6210tEs0le/nGfX\n96dxcbDiubmDUTU2KR1JiDYlZVyIDsLBVs+SiREs/ziOfT9nY6VTc/+gHkrHsjjd7DxYGDmXY5fi\n2HVyH3tOfcHRS3FMDBhDb2d5ACT+pcnYxPc5h/nszFfUNNbiZd+NiX3G0NOxh9LRLNa38Tls+SYL\nJ3s9T0+KxN3ZloKCCqVjCdGmpIwL0YE42VuxZFIEyzfFsfPQafQ6DcP7eSsdy+KoVCoGdosmxDWI\nvae+4KfcY7wav54o9zBG97oPF5suSkcUCssqOcW2zD3kVl3CRmvD+IDRDPEcKM+gtKGfki+ycX8G\nBlvdlSIuRGfQ5mU8MTGRlStXsnHjRk6ePMnf//53AHx9fXn++edRq9UcOnSIdevWARAcHMzf//53\n6urqePrppykqKsLe3p7ly5fj7Ozc1nGFUJyrow1PT4pk+cdxxBzIwkqnYWi4p9KxLJKdzpZJgWO5\nqVt/dmTtJS4/iaTCNG73voW7fYdhLZchdDoF1UXsOf0F8flJqFAxuNsARva6B4PeXuloFu1Yeh7v\nfZ6OnbWWJRMj6eYia7SLzqNNb+DcsGEDzz77LA0NDQCsXr2axYsXs3nzZgAOHjxIVVUVK1eu5K23\n3mLr1q14eXlRUlJCTEwMAQEBbNq0iVGjRl0p60J0Bh7Otiz5dfWAD784wZHUS0pHsmh+jj4sjn6C\nh/tOxF5nx1dnv+UfR17m59xjGGX9906hsr6K7Zl7+N+jK4nPT6KHgw9L+s1jStBDUsTbWHxmAe98\nmoa1XsNTEyLwdpevt+hc2rSM+/r6snbt2iuvr1mzhujoaOrr6ykoKMBgMBAfH09AQADLly9nypQp\nuLi44OzsTGxsLEOHDgVg6NChHD58uC2jCtHheLnZs3hCBNZWWjbsSyc2o0DpSBZNrVIzoGsU/++m\np7nfbzh1jXVsOrGDp796nsSCVFnhxkLVNzX8+uDrJb678BPOVo48GjyFJdHz6OHgo3Q8i5dyuog3\n96Sg1ahZNC4Cv26yMo3ofNr0MpXhw4eTk5Nz5XWVSkVubi4zZszAYDAQGBjI999/z9GjR9m7dy/W\n1tZMmTKFiIgIKisrsbe//OjYzs6OysrKtowqRIfk29XAovHhrNqSwPo9KSx4KIzQni5Kx7Joeo2e\n+/yGM9hzAJ+e2s/RvFjeTv6QHg4+jOx5D326+CsdUbSCRmMjhy8eZ3/2QUrqSrHT2jK29wPc4jUI\nnVpup2oPJ86W8MauZFQqFQseCsO/u6PSkYRQRLv/xPH09GT//v1s376dF198kREjRhAaGkqXLpdv\nmOrXrx/p6ekYDAaqqqoAqKqqwmBo+a5mbm6WvwOaJc1oSbNczY3M6OZm4O/2VvzznSOs3ZXMP2YP\nItTftRXT3RhLPX5uGHiq+0wulN/HtuR9HLkQx+sJbxPqEcjE0JH0dvFTOmKrsNTj9+/+fcZGYxOH\nzhxmV9oXFFQXo9PoGBk4nDFB92CnN88bBs3xGJ7ILub1nUmYTCaefXQg0YEeV31fc5zvWljyfJY8\nW2tq1zL++OOPs2zZMnx9fbGzs0OtVtO3b1+ysrIoLS3F3t6exMREJkyYQF5eHocOHSI0NJRDhw7R\nr1+/Fn8eS18Gyc3NYDEzWtIsV9MaM3ZztOaJMaG8sTOJf244wpKJEfTyUv4sUmc4ft3dujEtYCK3\ndh3C3tNfkpx3guS8EwR1CeBu32H4O/U02x1TO8Px+23GJmMTxy7F8UX2NxTVFqNVaxnmPYThPsNw\ntDJQXdZENeb3tTDHY5h9qZwVMfHUNxh5YkwIPi5XX77QHOe7FpY8nyXP9pvWerDRrmV8zpw5LFu2\nDL1ej42NDc899xxdunThqaee4tFHH0WlUnHffffh7+9P9+7dWbp0KZMnT0av17Nq1ar2jCpEhxPW\ny4W5o4J5c3cqq7cl8szkSHw85KxDe/Fx6M78iFlklZzi8+xvSC/OJL04k56OPbjbdxjBLoFmW8ot\nWW1DLd+e/5GD53+guLYErUrDrd1v5i7f23CyUv4BbWdz9lIFq7YkUFvfxGMjg4kKcFM6khCKU5ks\n8K6kzvBIzFJmtKRZrqa1ZzyceokNn6ZhZ6Nj6ZQovFyVWwKsMx+/M2Vn2X/2IMmF6QB42XfjTp9b\niXIPQ2sm1xxb8vGrqK/kuws/8UPuYarqq9GpdQz27M9wn9twtnZSOl6rMadjeC6vghUx8VTXNjJr\nRF8GhXRt9mPMab7rYcnzWfJsvzHLM+NCiBs3KLgr9Q1NfPhlBiu3xLNsShQesjlGu/Nz9GVu2Axy\nKi+yP/sgcflJfJi2hd0nP+MWr0EM8bpJlsRTQE7lRQ5d+Jmjl2JpNDZisLLnPr/h3Oo1GHu9rF2t\nlAv5lazckkB1bSOP3h/UoiIuRGchZVwIM3RrhBf1DUZivsliZUw8y6ZE4+IoG9Qowcu+G4+GTOGB\n6nv4Pudnfs79hX1nvuLL7G+I9ojgtu434+PQXemYFq3B2Eh8fhI/5BzhdFk2AK7WXbjDZygjQodR\nXlKnbMBOLqegkhVb4qmsaWDGvYHcHNpN6UhCdChSxoUwU8P7e1PX0MSu70+z4tcz5E72VkrH6rTc\nbF0Y2/sB7vcbztFLcXx34UeOXorl6KVYvO09ucmzP/09IrHTybMYrSW/upDDF3/h59xjVDZcXn2r\nb5c+3OJ1EyGuQahVaqy0ekDKuFJyC6tYERNPRXUD0+/pwy2ym7AQ/0HKuBBmbMTgHtQ1NPHZ4bO8\nvDmeZyZHSiFXmLXWmlu7D+YWr5tIL87kp5yjJBelsz1zD59k7SPcLYRBnv3p4+yPWtWm+65ZpKqG\namLzEjl2KY4z5WcBsNPacqfPrQzxvAk3W1mHv6O4WHS5iJdXNzDtrgBui/BSOpIQHZKUcSHM3IND\ne9JkNPHl0XNSyDsQtUpNsEsgwS6BlNdXcOxSHD/n/kJsfiKx+Yk46g1EuIcR5R5GT0dfKeZ/or6p\nnrSiDI7lxZNSmE6TqQkVKgKdezOwWzQRbqHoNTqlY4p/k1dczcsx8ZRV1TNleADDouRSLSGuRsq4\nEGZOpVIx7rZeYIIvj51jRUw8z0yKxFEKeYfhoDdwp8+t3OE9lDPl5zhy8RcS8lM4dOEnDl34CUe9\nA1HuYUS4h0ox/1V1QzXJhekkFqaSVpRBg7EBAE+7rgzoGkX/rpGyNGEHlVfyaxGvrGfSHb25I1qK\nuBB/Rsq4EBZApVIxblgv4HIhf1kKeYekUqno6ehLT0dfJgSMIaPkJHH5SSQWpPDthR/59sKP2Gpt\nCOoSQLBLIH1d+nSaFVlMJhMXq/I4UZxJalEGmaWnMJqMAHjYuhPuFkyUezjd7bvJeu4dWH5pDS9v\njqekoo4Jt/szvL+30pGE6PCkjAthIX4r5CZM7D92Xgp5B6dRa+jr0oe+Ln2Y2OdyMU8qSCW1KOPK\npSwAPobu9HH2p5dTD3o59sDWgm4ALaktJaPkJCeKT5JRkkV5/b/WJPY1eBPuFky4Wwhd7dwVTCla\nqrC0hhWb4yipqGPcsF7cPcBH6UhCmAUp40JYEJVKxfhh/gD/KuSTo3C00yucTPwZrVp75fry384Q\npxVnkFp4glNl2ZyruMDX50CFim52HvRy8qOnoy/eBi/cbVzRqDVKj9Cs+qZ6zlXkkF1+jjNl58gu\nP0dpXdmVtxv09vT3iCSwS28Cu/SWS1DMTFFZLS/HxFNUXsfYW3ty70BfpSMJYTakjAthYX4r5CYT\nfPXLeV7eHCeF3IyoVCo87bviad+VO31upbaxjuzyc5wsPcOp0jOcKT9HbtUlfsg5DIBOrcXTrhvd\nDd3obu+Jh607rjYuOFs7KnLteZOxifyaQi5W5f3uJb+64MplJ3D5Ovow12B6O/kR2CWAbnYecvmJ\nmSosreHlmHgKy2oZc4sf9w/qoXQkIcyKlHEhLJBKpWLC7ZfPkEshN2/WWqsrZ4vhctn97Qzzhcpc\ncipyuVCZy9mK87/7OI1Kg4uNM642LrhYd8Ggt8egs7/8X7099jo7NHZNVDfUoVPr0Kq1f1iGTSYT\nRpOR2qY6qhtqqG6sprqxhuqGGiobqiipLaW4toSSulKKa0spqyvHhOn3M2is6OHgTQ8HnysvXayd\npHxbgPxfb9YsLq9jzC1+PHCzn9KRhDA7UsaFsFD/t5CviInn6UmRUsjNnEatwc/RBz/Hf12P22hs\nJK+6gAsVuRTUFFJQU0RhTTGFNUWkVWe06O9VoUKr1qJVa2gyGTH+20tLqFVqHPUO+Dn64m7rSjc7\nD7rZdcXTzgMnK0cp3hbot+ULSyouX5oiZ8SFuD5SxoWwYFLIOwetWouXfTe87P9zm/GaxhqKa0up\nqK+ksr6SioYqKuorqaivBJ2RyuoaGowN1Dc10GBsoMnUhFqlRq1So/n1v2qVBmuNFbZaG2x1Nthq\nbbDR2WCvtcXZ2pku1k446A1mce26aB0Xi6quLF84fpg/9wyUmzWFuF5SxoWwcL8VcpMJvj4uhbyz\nsdHa4GVv84dvc3MzUFBQ8YdvE+Jqcn7d4r68qp6Jd/TmLlm+UIgbIjtLCNEJqFQqJt7hz/B+3uQW\nVvHyr8uPCSHEtbiQX8nLm+Mo/3VnTSniQtw4KeNCdBK/FfJ7BvpwsaialzbFUVhWo3QsIYSZOJdX\nwcsx8VRUNzDt7j6ys6YQrUTKuBCdiEqlYtxtvXhgcA/yS2t4aVMc+SXVSscSQnRwZy9VsCImnqqa\nBh65N5BhkV5KRxLCYkgZF6KTUalUjBnakweH9qSovI7lm+K4WFSldCwhRAd15mI5K2Liqa5tZMZ9\nQQwN91Q6khAWRcq4EJ3UiME9mHC7P6WV9by0OZ4LBZVKRxJCdDCZ50tZERNPTX0js0b0ZUjYf67Y\nI4S4MVLGhejE7h7gw9S7AiivquflzfGcvSQrawghLks5XcQrWxNoaDTy2MhgBoV0VTqSEBZJyrgQ\nndztUd155N5AqmoaWBETz6ncMqUjCSEUFpuRz2s7kjCaYP6DoQwI8lA6khAWS8q4EIKh4Z7MGtGX\nmvpGVm1JIPN8qdKRhBAK+TnlIm/uTkWrUbNofDjh/q5KRxLCokkZF0IAMCikK3NHhdDQaOSVbQmk\nZRcrHUkI0c6+jbvAhn3pWOs1LJkYQZCvs9KRhLB4UsaFEFf0D3TniTEhGI0mXt2eSGxGgdKRhBDt\n5IujZ9n4VSYGWx3PTI6kl5ej0pGE6BSkjAshfieytxsLx4WjUatZtzuZH5JylY4khGhDJpOJXd+f\nZvu3p3A2WLFsShQ+HgalYwnRaUgZF0L8h749uvD0pEhsrbS8//kJ9h87p3QkIUQbMJlMxHyTxb6f\ns3F3suGvU6Lo5mKndCwhOhUp40KIP9TT04FlU6Jwstez9eBJdn1/CpPJpHQsIUQraTIa+eCLExw4\nfgEvVzuWTY3C1clG6VhCdDpSxoUQV+XlZs/fpkbj7mzDvp/P8vFXmRilkAth9uobmlj3SQo/JF3E\nt6uBZyZH4mRvpXQsITolKeNCiD/l+utT193d7Pk2Pod3Pk2jscmodCwhxHWqrm3glW2JxGcVEuTr\nzDOTIjHY6pWOJUSnJWVcCNEsR3srlk2JxL+7I0fT8lizK5m6hialYwkhrlFpZR3LN8WTeb6UfoHu\nLBwXjo2VVulYQnRqUsaFEC1ia61j8YQIQnu6kHTq8jbZlTUNSscSQrRQXnE1L2yM5UJBJcOivJg7\nMhidVmqAEEqT70IhRItZ6TQ8OTaUAUHuZF0o469rf6Skok7pWEKIZpy9VMELH8dSWFbLqCF+TB0e\ngFqtUjqWEAIp40KIa6TVqJnzQDC3R3mRfbGcFzYeJ6ewSulYQoirSM8u5qXNcVRWNzDt7j6MGuKH\nSiVFXIiOQsq4EOKaqdUqpgwPYPp9QRSV1/Hixlgyz5cqHUsI8X8cTctj9fZEGpuMPD46hGGRXkpH\nEkL8H1LGhRDXRaVSMe6OAGaNCKKuoYmVWxI4fiJf6VhCCC5v5vP5kbO8tTcVnVbNonHh9At0VzqW\nEOIPSBkXQtyQwSHd+Mu4MDQaFW/uTuHA8fNKRxKiU2syGtn4VSY7vru8vf1fp0QT1KOL0rGEEFch\nZVwIccNC/FxYNjkKBzs9mw9kse3bk7I5kBAKqK1v5I2dyXwXn4O3uz3PTu9Hd3d7pWMJIf6ElHEh\nRKvw7Wrgv6ZF07WLLV8ePceGT9NoaJTNgYRoL2WVdby0OZ6kU0WE+HVh2ZQonA2yq6YQHZ2UcSFE\nq3F1suFv06Lx93LkSFoeK7fEU1Fdr3QsISxebmEVz30Uy9lLFdwS1o0FD4XJZj5CmAkp40KIVmVv\no2PJxIgra5E/99FxLhbJ0odCtJUTZ0t4YWMsReW1jLnFj0fuDUSrkV/vQpiLNv9uTUxMZNq0aQCc\nPHmSyZMnM3nyZP76179iNP7rKWyTycTs2bPZunUrAHV1dSxYsIApU6bw2GOPUVJS0tZRhRCtRK/T\nMGdkMA8M7kFBaS3PfRRLWnax0rGEsDj7j5xl1dYE6hqamDUiiAduljXEhTA3bVrGN2zYwLPPPktD\nw+Uts1evXs3ixYvZvHkzAAcPHrzyvq+++ioVFRVXXo+JiSEgIIBNmzYxatQo1q1b15ZRhRCtTK1S\nMWZoT2aNCKKhsYnV2xI5lJCjdCwhLILRaCLmQBZrtidgY6VlycQIBod0UzqWEOI6tGkZ9/X1Ze3a\ntVdeX7NmDdHR0dTX11NQUIDBYABg//79qNVqhgwZcuV9Y2NjGTp0KABDhw7l8OHDbRlVCNFGBod0\nY8nESGystHz4ZQbbDp7EaJSVVoS4XtW1jby2I4mvj5/H28PAsw/3o4+Ps9KxhBDXqU3L+PDhw9Fo\nNFdeV6lU5Obm8sADD1BaWkpgYCCZmZns27ePBQsW/O5jKysrsbe/vByTnZ0dlZWVbRlVCNGGAryd\neHb6ryutHDvH2k+Sqa1vVDqWEGYnv7SGFz6OJfl0EaE9XVi54BbcnWyUjiWEuAHtfqu1p6cn+/fv\nZ/v27bz44ou4urqSn5/P9OnTycnJQa/X4+XlhcFgoKrq8k1fVVVVV86it4SbW8vf11xZ0oyWNMvV\nWPKMLZ3Nzc3A6kW38uKHvxCfVcjLMQn814wBdHWxa+OEN06On3mzlBlTThXywkexVFTXM2poL2Y8\nEIxGrcLWWqd0tDZlKcfvaix5PkuerTW1axl//PHHWbZsGb6+vtjZ2aFWq1myZMmVt69ZswY3NzeG\nDBlCVlYWhw4dIjQ0lEOHDtGvX78Wf56Cgorm38mMubkZLGZGS5rlaix5xuuZbf6YELZ8k8XBuBwW\nvvIdc0eHENyBdweU42feLGXG7xNz2bg/A4BH7g1kaLgnxUWVFjPf1ch85suSZ/tNaz3YaNcyPmfO\nHJYtW4Zer8fGxobnnnvuqu87adIkli5dyuTJk9Hr9axataodkwoh2opWo2bqXX3w8TCwcX8Gr2xN\nYMIwf4b395ZVIIT4PxoajcQcyOS7hFzsrLXMGxNKoK9cHy6EJVGZTJa3Z3VneCRmKTNa0ixXY8kz\n3uhsJ3PKWPtJMmWV9QwK7srD9/RBr9M0/4HtSI6feTPnGUsq6lj3STKncsvxdrdn3oOh/3F9uDnP\n1xIyn/my5Nl+01pnxmVXACGEYvy9HPn7w/3p6enA4dRLLN8UR3F5rdKxhFBc5vlS/vnBL5zKLeem\nYA/+Ni1abtQUwkJJGRdCKMrZYMXSyZEMCe1G9qUK/ueDX8g4J5t8ic7JZDLx9fHzrIiJp7K6gUl3\n9mb2iL5YdbBnjIQQrUfKuBBCcTqthhn3BTJleABVtY2siEngiyNnscCr6IS4qrqGJjbsSyPmQBZ2\n1lqenhTB8H5yL4UQlq7dlzYUQog/olKpuCO6O97u9qzfk8L2706RdaGMmSOCsLPwpduEyCupZt0n\nKZzPr6SnpwNPjA6hi4O10rGEEO1AzowLITqUAG8n/jFjAEG+ziScLOSf7//CmYvlSscSos0cTcvj\nn+//wvn8Sm6N8GTp5Cgp4kJ0IlLGhRAdjoOdnsUTIhh5cw+Kymp58eNYvom9IJetCItS39DEh1+e\n4K29qZhMMPuBvjx8TyA6rfxqFqIzkctUhBAdklqtYvQtPfHv7sjbe9PY9HUmWRdKefieQGys5EeX\nMG8Xi6p4c3cKFwqq8Ha35/HRIXTtYqt0LCGEAuQ3mhCiQwvxc+EfM/qzfm8qx9LzOXupgrmjQvDt\nKtssC/P0U/JFNn6VQX2DkWGRXky8wx+dVlZLEaKzkufChBAdXhcHa56ZFMk9A33IK6nhuY+O8+XR\ncxjlshVhRurqm3j3szTe/SwdjVrF46NDmHZ3HyniQnRycmZcCGEWtBo144f507eHMxv2pbPt25Ok\nnCli5v19cTZYKR1PiD915mI5b+9NJa+khh5dDcwdHSKb+AghADkzLoQwMyF+LvzPowMI6+VCWnYJ\n/++9Y8RnFSgdS4g/1GQ0svenMzz/USz5JTXcPcCbv06V3TSFEP8iZ8aFEGbHwU7PXx4K42BcDlsP\nnuSNncncGuHJ+GH+cnOn6DDyS6p559M0TuWW42ywYtaIvgT5OisdSwjRwchvLSGEWfptk6A+Pk68\nvTeVQwm5pJ4pZub9QfTxkcIjlGMymfgh6SIxB7Koa2hiYF8Ppt4VIJtXCSH+kJRxIYRZ6+5mz38/\n3J+9P53h8yNneXlzPHf282bsrT3R6+TGONG+ispq+fDLE6ScKcbGSsuckX25qW9XpWMT+hJ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+ "text/plain": [ + "" ] }, "metadata": {}, @@ -230,6 +273,35 @@ "plt.ylabel('ET Irradiance (W/m^2)')" ] }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "100 loops, best of 3: 8.99 ms per loop\n", + "100 loops, best of 3: 4.9 ms per loop\n", + "1 loop, best of 3: 1.7 s per loop\n", + "1 loop, best of 3: 370 ms per loop\n", + "The slowest run took 13.94 times longer than the fastest. This could mean that an intermediate result is being cached.\n", + "1 loop, best of 3: 221 ms per loop\n" + ] + } + ], + "source": [ + "times = pd.date_range('2014-01-01', '2015-01-01', freq='5min')\n", + "%timeit spencer = pd.Series(pvlib.irradiance.extraradiation(times, method='spencer'), times)\n", + "%timeit asce = pd.Series(pvlib.irradiance.extraradiation(times, method='asce'), times)\n", + "%timeit ephem = pvlib.irradiance.extraradiation(times, method='pyephem')\n", + "%timeit nrel = pvlib.irradiance.extraradiation(times, method='nrel')\n", + "%timeit nrel = pvlib.irradiance.extraradiation(times, method='nrel', how='numba')" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -2371,21 +2443,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 2", "language": "python", - "name": "python3" + "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 3 + "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.1" + "pygments_lexer": "ipython2", + "version": "2.7.11" } }, "nbformat": 4, From 3872de8c848bb91a3a4db91c6b0e504b08bc785d Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Mon, 11 Jul 2016 15:38:55 -0700 Subject: [PATCH 06/12] fix docstrings --- pvlib/solarposition.py | 9 ++++++++- pvlib/spa.py | 10 ++++++++-- 2 files changed, 16 insertions(+), 3 deletions(-) diff --git a/pvlib/solarposition.py b/pvlib/solarposition.py index b9642241e0..af4f5dd36a 100644 --- a/pvlib/solarposition.py +++ b/pvlib/solarposition.py @@ -775,7 +775,8 @@ def pyephem_earthsun_distance(time): def nrel_earthsun_distance(time, how='numpy', delta_t=None, numthreads=4): """ - Calculates the distance from the earth to the sun using pyephem. + Calculates the distance from the earth to the sun using the + NREL SPA algorithm described in [1]. Parameters ---------- @@ -797,6 +798,12 @@ def nrel_earthsun_distance(time, how='numpy', delta_t=None, numthreads=4): ------- R : pd.Series Earth-sun distance in AU. + + References + ---------- + [1] Reda, I., Andreas, A., 2003. Solar position algorithm for solar + radiation applications. Technical report: NREL/TP-560- 34302. Golden, + USA, http://www.nrel.gov. """ delta_t = delta_t or 67.0 diff --git a/pvlib/spa.py b/pvlib/spa.py index ad544efe57..80aae7c24b 100644 --- a/pvlib/spa.py +++ b/pvlib/spa.py @@ -1267,8 +1267,8 @@ def transit_sunrise_sunset(dates, lat, lon, delta_t, numthreads): def earthsun_distance(unixtime, delta_t, numthreads): """ - Calculate the sun transit, sunrise, and sunset - for a set of dates at a given location. + Calculates the distance from the earth to the sun using the + NREL SPA algorithm described in [1]. Parameters ---------- @@ -1285,6 +1285,12 @@ def earthsun_distance(unixtime, delta_t, numthreads): ------- R : array Earth-Sun distance in AU. + + References + ---------- + [1] Reda, I., Andreas, A., 2003. Solar position algorithm for solar + radiation applications. Technical report: NREL/TP-560- 34302. Golden, + USA, http://www.nrel.gov. """ R = solar_position(unixtime, 0, 0, 0, 0, 0, delta_t, From 7263f3e105f8528b0c5b5e9be2187121c7572693 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Mon, 11 Jul 2016 15:54:06 -0700 Subject: [PATCH 07/12] add check_less_precise=2 to failing comparisons --- pvlib/test/test_location.py | 12 ++++++------ pvlib/test/test_modelchain.py | 16 ++++++++-------- pvlib/test/test_pvsystem.py | 4 +--- pvlib/test/test_tracking.py | 4 +--- 4 files changed, 16 insertions(+), 20 deletions(-) diff --git a/pvlib/test/test_location.py b/pvlib/test/test_location.py index e0bcea859e..d08887db75 100644 --- a/pvlib/test/test_location.py +++ b/pvlib/test/test_location.py @@ -66,7 +66,7 @@ def test_get_clearsky(): [ 0. , 0. , 0. ]]), columns=['ghi', 'dni', 'dhi'], index=times) - assert_frame_equal(expected, clearsky) + assert_frame_equal(expected, clearsky, check_less_precise=2) def test_get_clearsky_ineichen_supply_linke(): @@ -86,7 +86,7 @@ def test_get_clearsky_ineichen_supply_linke(): columns=['ghi', 'dni', 'dhi'], index=times_localized) out = tus.get_clearsky(times_localized, linke_turbidity=3) - assert_frame_equal(expected, out) + assert_frame_equal(expected, out, check_less_precise=2) def test_get_clearsky_haurwitz(): @@ -121,7 +121,7 @@ def test_get_clearsky_simplified_solis(): columns=['dhi', 'dni', 'ghi'], index=times) expected = expected[['ghi', 'dni', 'dhi']] - assert_frame_equal(expected, clearsky) + assert_frame_equal(expected, clearsky, check_less_precise=2) def test_get_clearsky_simplified_solis_apparent_elevation(): @@ -142,7 +142,7 @@ def test_get_clearsky_simplified_solis_apparent_elevation(): columns=['dhi', 'dni', 'ghi'], index=times) expected = expected[['ghi', 'dni', 'dhi']] - assert_frame_equal(expected, clearsky) + assert_frame_equal(expected, clearsky, check_less_precise=2) def test_get_clearsky_simplified_solis_dni_extra(): @@ -180,7 +180,7 @@ def test_get_clearsky_simplified_solis_pressure(): columns=['dhi', 'dni', 'ghi'], index=times) expected = expected[['ghi', 'dni', 'dhi']] - assert_frame_equal(expected, clearsky) + assert_frame_equal(expected, clearsky, check_less_precise=2) def test_get_clearsky_simplified_solis_aod_pw(): @@ -199,7 +199,7 @@ def test_get_clearsky_simplified_solis_aod_pw(): columns=['dhi', 'dni', 'ghi'], index=times) expected = expected[['ghi', 'dni', 'dhi']] - assert_frame_equal(expected, clearsky) + assert_frame_equal(expected, clearsky, check_less_precise=2) def test_get_clearsky_valueerror(): diff --git a/pvlib/test/test_modelchain.py b/pvlib/test/test_modelchain.py index 7168fa4bb3..6578ce6c80 100644 --- a/pvlib/test/test_modelchain.py +++ b/pvlib/test/test_modelchain.py @@ -67,7 +67,7 @@ def test_run_model(system, location): expected = pd.Series(np.array([ 1.82033564e+02, -2.00000000e-02]), index=times) - assert_series_equal(ac, expected) + assert_series_equal(ac, expected, check_less_precise=2) def test_run_model_with_irradiance(system, location): @@ -116,7 +116,7 @@ def test_run_model_with_weather(system, location): expected = pd.Series(np.array([ 1.99952400e+02, -2.00000000e-02]), index=times) - assert_series_equal(ac, expected) + assert_series_equal(ac, expected, check_less_precise=2) @requires_scipy @@ -129,14 +129,14 @@ def test_run_model_tracker(system, location): expected = pd.Series(np.array([ 121.421719, -2.00000000e-02]), index=times) - assert_series_equal(ac, expected) + assert_series_equal(ac, expected, check_less_precise=2) expected = pd.DataFrame(np. array([[ 54.82513187, 90. , 11.0039221 , 11.0039221 ], [ nan, 0. , 0. , nan]]), columns=['aoi', 'surface_azimuth', 'surface_tilt', 'tracker_theta'], index=times) - assert_frame_equal(mc.tracking, expected) + assert_frame_equal(mc.tracking, expected, check_less_precise=2) def test_bad_get_orientation(): @@ -182,7 +182,7 @@ def test_basic_chain_alt_az(sam_data): expected = pd.Series(np.array([ 1.14490928477e+02, -2.00000000e-02]), index=times) - assert_series_equal(ac, expected) + assert_series_equal(ac, expected, check_less_precise=2) @requires_scipy @@ -204,7 +204,7 @@ def test_basic_chain_strategy(sam_data): expected = pd.Series(np.array([ 1.82033563543e+02, -2.00000000e-02]), index=times) - assert_series_equal(ac, expected) + assert_series_equal(ac, expected, check_less_precise=2) @requires_scipy @@ -229,7 +229,7 @@ def test_basic_chain_altitude_pressure(sam_data): expected = pd.Series(np.array([ 1.15771428788e+02, -2.00000000e-02]), index=times) - assert_series_equal(ac, expected) + assert_series_equal(ac, expected, check_less_precise=2) dc, ac = modelchain.basic_chain(times, latitude, longitude, module_parameters, inverter_parameters, @@ -239,7 +239,7 @@ def test_basic_chain_altitude_pressure(sam_data): expected = pd.Series(np.array([ 1.15771428788e+02, -2.00000000e-02]), index=times) - assert_series_equal(ac, expected) + assert_series_equal(ac, expected, check_less_precise=2) def test_ModelChain___repr__(): diff --git a/pvlib/test/test_pvsystem.py b/pvlib/test/test_pvsystem.py index dda74d0f17..f80786c64b 100644 --- a/pvlib/test/test_pvsystem.py +++ b/pvlib/test/test_pvsystem.py @@ -469,9 +469,7 @@ def test_PVSystem_get_irradiance(): 'poa_ground_diffuse'], index=times) - irradiance = np.round(irradiance, 4) - expected = np.round(expected, 4) - assert_frame_equal(irradiance, expected) + assert_frame_equal(irradiance, expected, check_less_precise=2) def test_PVSystem_localize_with_location(): diff --git a/pvlib/test/test_tracking.py b/pvlib/test/test_tracking.py index 033d71b62c..5f5e14e2d7 100644 --- a/pvlib/test/test_tracking.py +++ b/pvlib/test/test_tracking.py @@ -278,9 +278,7 @@ def test_get_irradiance(): 'poa_ground_diffuse'], index=times) - irradiance = np.round(irradiance, 4) - expected = np.round(expected, 4) - assert_frame_equal(irradiance, expected) + assert_frame_equal(irradiance, expected, check_less_precise=2) def test_SingleAxisTracker___repr__(): From bb970f8c64883a5bb1e34a71d413e009935c5ec8 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Tue, 12 Jul 2016 11:05:37 -0700 Subject: [PATCH 08/12] remove unnecessary and slow date conversion --- docs/tutorials/irradiance.ipynb | 61 +++++++++++++++++++++------------ pvlib/solarposition.py | 4 +-- 2 files changed, 40 insertions(+), 25 deletions(-) diff --git a/docs/tutorials/irradiance.ipynb b/docs/tutorials/irradiance.ipynb index 53c9ccc348..7d7819c557 100644 --- a/docs/tutorials/irradiance.ipynb +++ b/docs/tutorials/irradiance.ipynb @@ -81,7 +81,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Many solar power algorithms start with the irradiance incident on the top of the Earth's atmosphere, often known as the extraterrestrial radiation. ``pvlib`` has three different algorithms to calculate the yearly cycle of the extraterrestrial radiation given the solar constant." + "Many solar power algorithms start with the irradiance incident on the top of the Earth's atmosphere, often known as the extraterrestrial radiation. ``pvlib`` has four different algorithms to calculate the yearly cycle of the extraterrestrial radiation given the solar constant." ] }, { @@ -92,7 +92,7 @@ }, "outputs": [], "source": [ - "times = pd.date_range('2014-01-01', '2015-01-01', freq='1D')" + "times = pd.date_range('2014-01-01', '2015-01-01', freq='1h')" ] }, { @@ -105,7 +105,7 @@ "source": [ "spencer = pd.Series(pvlib.irradiance.extraradiation(times, method='spencer'), times)\n", "asce = pd.Series(pvlib.irradiance.extraradiation(times, method='asce'), times)\n", - "ephem = pvlib.irradiance.extraradiation(times, method='pyephem') # approx 100x slower than the above.\n", + "ephem = pvlib.irradiance.extraradiation(times, method='pyephem') \n", "nrel = pvlib.irradiance.extraradiation(times, method='nrel')" ] }, @@ -119,7 +119,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -128,9 +128,9 @@ }, { "data": { - "image/png": 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3CdZ+fhS3WxpyIYQQQnSc3ZnlPL0xA7eicPf1/ajxSSd1zec4apPQKQ6mjgtm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ji3TE75ZbYe+4aivdkYSuoRrO+KDdCpVhoZS2h5T3PK67Rm9e40jn96GIDIBn4M6dGUpvVM2oYX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\nRqSMCyGEEEIIoREp40IIIYQQQmjk/wE6g/BnyKO/JwAAAABJRU5ErkJggg==\n", 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s7hh2E2H6UBpszeQ25PFB0cccbzzRdUzW3IlccWU6QV4rhWYj/cvLuWZsHAAf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\n3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z2PqJeYxiHls/jtGyXe3Y8i42Ysue87CzkePpe6bA111j4mTDh+8fDVrCL126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\nQmCC\n", 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GDSdbUWTF+w+jstYJAPho3QG8+tluPHjtCFgtUuAukIiIKIzIitp8lgmdNHtKji5z0i2S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+/ebv6Mq2mo9NVq1jPDuSyoJ3tNgX3eZV25vR3evEiDuCrRsa877v0IQfgXAc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\nyJX3zdWrV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MEf8GocbnrxMhYAcAAAFCpdZeHdfRDkdCdDuzUHbCFwA4B2azNTX3zZrUCzI/3nH8uuSy\nJy+kSb6vVNuIWvILEdFZxgT9tk2UraMWAnYAACdVXlFBX289S78cuGL4tr/Zlsh7LaJeEH31SrTg\n8lq7Dyo1c4myCbAA4NiY2W16Ut2k6rF/uumM5u0yubuzj6+0TPhzrqzcMsLeOryGIfvmHYtVtgoA\nAFZ39OwdOpRwi7bsu0LLt8Qbum1uAD5jVDvy8fIgTw93eqBXY97ym/ddNmS/SnJTAcB5Mf/CH+zT\nRPN2Vv6mbBJorSAfzfvg2ikysr/0x9PmxxhhBwAAlgvXs8yPY8/dseq+OjQNMT9+tB//Szb+srKa\n7XKe/GC3IdsBAMe0ZKMluG3asLrm7WQpKO1IRPTm5K6a98G1Yfcl3mtXbuYYtn0pCNgBAJxQRk4R\n/R3H7jB64Iz1JmLJ3bp2N6CKi9jtZgCwn9hzd+iEQTnhRPoC3E7NQ82PxT5xyivYnyNeHvpC3ZaN\npC8q9tloAiwCdgAAJ/Ty8oO81779lZ93rkV+kfwEz35R7O6EKbdzde933+lUyfcrFNReBgDjlFdU\n0PIt8bRs0xn66e8kex8OTRrWQnaZ63fYFa60NGZimjm6Pet5ajp7+3tO3tC1faUQsAMAOBnuCJLR\nbmcUyi4zeXgrw/ebnVci+f6Ti5AuA2BLP/1tmZvy66EU3ekflTrnqAT5eZsfX72TR3cy+d1Hv9qa\nwHru4a7v7p+3J7u04xvfHNG1Pa0QsAMAOBluKgxTRk6R7u1z8zR7tjG+zTZXaVk5bT2YbPX9AIAy\nV2/n0u9HrrJee+e7WF3bLGfcJevYLERiSWXmfsnv0XDzLjuI19t0jVsphok72m7Nz0oE7AAATub4\nefF80nlf628ylFvAHul+6sE2itYrKdXWEIVIecUHALCNfaeMz81mVp/SGkgP7FRf8bIP9W6saR9c\nPVoLB+Lrdl5kPR/cpaEh+xOCgB0AwMlIfc+VlFbQdYGmR2pwR6jEcL8MF/xwQvM+DyXcll+IiC7d\nyNa8DwBQ7tod/fNSuJhdTgd1bqBpG11bhileVqgErRb1QtjdSw/G37uYib9iqY5Vp6YfRdQNImtB\nwA4A4GTOJmdKvv/pptOS70tRkx/ft3091vOUW9q+4NWMzC/eEKdpHwCgzoXrwhfHe+K0T7LcecJS\nx7yVxgZD5ZzJ58zOqenZ7Pk3njorxJiEVPdlPf9mWyJNWbiL9dqsMezJqUZDwA4A4GLSsrTnsXNL\nlIUE+4osSVRL4D0tHU8Pn1U2ug4AtrEj9proe6t+P695u3cy5Se0y+EG7M999Lf58dv/O6Z7+0K6\ntZLPTQ+r4WeVfZsgYAcAALM0zhfqS491ULX+9TR96ThyjKj3DgDS1uy4KPl+dr50RScxRvRaaBAa\nIPh6UUkZ5ReV6d6+EEf43EHADgDggrgTR5Wvx67BHujnJbl84zqBrOfc0S8lNgp0DxRjrS9kAFDu\ndoayeS5cJy+m6953jUAfwdenfbyX9fxBg/LXHQUCdgAAJ8ItIyZm/S7lQTDTfk63VG+ZpiNN6wez\nnldqGEBTG4Rbuw49AEg7f1V6Ho21PdqvCeu50ABF11bKJ6cqMXZAU0O3pxYCdgAAJ6K0aUd2XrHq\nbQtN/vTiNA3h6s4pd1ahszEK07MjhctJnruaZdg+AIAtS+Czo1FtdhrK5n1XNI+yG6FfFHvC+wtL\n9/OWYTZZMsKw7o0M3Z5aCNgBAJxE/JW7ipdNkKkkI6SwREMddU5q58IfThgyAv7fab2oW6va1Ltt\nHd57a/66oHv7ACDsAOcu2ztTu9Gr4zrxlos9f0fzPsTSWpSSS9UjIqrm46lrH0LentJN8PWH+0QY\nvi8uBOwAAE7i4/WnrLr9ncfZlSGaNqwuu46nO/9rZNPeywJLqlP9ny/0eqH+vPeU1okHAPV+3p/M\nel4/NID8fD2paQN2+tuO49dJjQJG6tszDylrxiZGSdMlL5l0Pi2C/YVH7R9CwA4AALZy/Q47P37a\nKPm6wtxb5UREd7OVl5UUysn/5tUB5qoMAzsJN1cxMvUGACyYpVmZk8pfG88eZfdSWeN8+ieWSaHc\nRkTOwt3dftViELADADgBI8qhyYm7xK7g4MbNdxGgtb24iVBOPvNL0cfLg1oIjPSXa6j3DgDSKjkX\nwvMndzU/5v6tp6u4MOfy9ZaeG6PE0hf6ir73+qTOurcvJKCaF4Vymii9M1U4TcZoCNgBAJzAqUvC\n5dA+er43zX6sA7WPrGX4PutoHAUzevC7U4tQ3mulZRhhBzDa1dvSfRSeeqC1IfsxogNpQDXxPPbI\nesGi7+m18JmeVCPQh2IGNqXPXuxH9UXqwhvN5gF7ZWUlvfXWWxQTE0OTJk2ia9fYOZO7du2i0aNH\nU0xMDG3cuFHROgsWLKD169fb7BwAAGxNaDQrJNiXagT6UJuImjTpvha896/eztW1T6kvRKYxAyJZ\nz5V2Oy0QKOc4oFN93muDOjWgDk1DWK+VlmmYIAsAkuQaIkVx/g6Vlpm1pc9e7GfV7bu5udFHz/em\nod0aWWViqxibB+w7duygkpISWrduHc2ePZsWLFhgfq+srIwWLlxIK1eupNWrV9P69espIyNDdJ2M\njAx66qmnaPfu3bY+DQAAm9og0Fzo309Ybld7CIxY/ft/xzTnendpqbyG8dCuDVnPlTZHEQq6Bwnk\nrLu7u9G4wc1Yr+08oW7CGwDIW7E90fy4T/u6vPe5Ezl/PZRs5SOSFjOQXxvdlkG0Ldk8YD9+/Dj1\n7Xsv7ygqKori4+PN7yUlJVF4eDgFBASQl5cXdenShY4ePcpbJyEhgYiICgoKaMaMGfTQQw/Z+jQA\nAOzOz9cyAu7jJfxxnquwhXhaViHrea82/HKKYjwEKsUoybnfE5fKe01sUpcPJ+c1PUt7/iwACMth\nfF5MHMq/a8cN2A8l3Fa03YKiUvmFNOjXgV2PXSiAdxU2D9jz8vIoMNAy69jT05Mq/qnZy33Pz8+P\ncnNzKT8/n/W6h4cHVVRUUIMGDah9e/kqBgAArs7X25N6CdQs333yhqL15311mPU8qqm+nPi7OfIB\n9c/7r/BeE6vP7MkJ5Ds15+e1A4BxjCyL+Brj86V2jWqGbdfX25Nen9SZOjYLobnjO9Fgzt0+V2Lz\n+wYBAQGUn2/JeaqoqCD3f0ZnAgICKC/PMuEhPz+fgoODJdfRIjQ0UH4hJ+dq5+hq58Plyufnyudm\nYo9zfPvpnrz9vjKpKz3y6lbWayUVyo6vvIKdOhMWFkREys/tiQda0/+2nTU/Dw0JoNBa6ietNqgn\nX/udiCgwyNew/3f8jjo3Vz43E3uco9g+V84fSpP/86f5eUhIgGy1qNwCywj7opn9qGaQpdKK3nML\nDQ2kHlHC5V9dic0D9k6dOtHu3btp2LBhFBcXR82bNze/FxkZSSkpKZSTk0O+vr4UGxtLU6dOJSIS\nXUeLtDR9E7EcXWhooEudo6udD5crn58rn5uJvc4xNMCLt19uSTYiosLCEk3Hl5aWq+rccnLZI+op\n17PIQ2XH0zHRkYr3l51daMj/O35HnZsrn5uJvc5R6T5v3spRNRpfXlxKaWn3Aviq8vMzgs0D9iFD\nhtCBAwcoJiaGiO5VeNm2bRsVFhbSmDFj6LXXXqMpU6ZQZWUljR49msLCwgTXAQCoyoTmkgqNctmq\nvxA3j/2XA1do1pgodRuxX08SgCovr9AyCv5Ar3DF6x07d5t6teVPUAVj2Txgd3Nzo7fffpv1WkSE\npaVrdHQ0RUdHy67DNH36dEOPEQDA0XEnYYqzTcTerVUYq5LN6aS7ksuXlPIrxPSUmegaVqMa3cm8\nNzn2i58TqG1ETdbEWwDQ7gzjb1ZoIjlTq/AalJiSSURE32xLRMBuA2icBADgZB7pG0HuIjmj9/dk\nj4zZqsEQMydVie//usB7rXqA8IRTkxE92Oe25MfTqvYJAOI8PJTf4nq0XxPFy5arTI0DYYoD9qys\nLMrJybHmsQAAgAIP9Gos+t6o/uwmRocSbtGq389Jbm/rAXa1Fm5grFVWXrHoe/tP31S9vT7t2KN4\nF69nq94GAAjbss/yOVBUwm9qxsRtjnY9TbxD6l5G+dbxQ/TNQazKJAP2ixcv0ty5c6l79+503333\n0bBhw6hXr140b948unjxoq2OEQCgSuM2P5KryMAlVO+cafM+dsA+vEcjVds34XYjfee7WE3bESNW\nox0A9LuVUWB+3Lm5dOM07tyYwmLxAP/iDcuFta/iVD7gEs1h//DDD+nWrVv04IMP0htvvEEBAQFE\ndK/U4rFjx+jTTz+l+vXr05w5c2x2sABgnPKKCnJzc6Oi4nLy83XNznCuoqLCemktmbn8UXCtYXGN\nIHZKS2ZuMVVUVoqm7zA9/0hbjXsFAKM1bRAs+X6LRuzyq2Xl4p9RhxU2VwJpot/SI0aMoDZt2vBe\n9/f3N08MPXPmjFUPDgCso7C4jJ5fvNf8fOkLfSmgGibvOarzV7PMj3u0rm3otm8zRtVMtE7kdBcI\n9dOyCql2DT/Waym32GXcgvy9qXML6RE9Ex9vDyou4U9YBQDb4d7l+3DtSVoxd6DsekH+3tY6JJcn\nmhLTpk0bysjIoPPnz5s7kZokJCQQEVG7du2se3QAYBWmShsmtwSCNnAcH62PMz+eINAuXI/lW+IN\n25bQQDr31nlmbjG9vfIY67WBHesr3odQrXkA0IeZkx5WXVkn0nGDmqneT5uImqrXgXtEA/bt27fT\nyJEj6eWXX6bhw4fThQuWGf1vvPGGTQ7OmRWVlNE3287SlZuYqAuOb0fsNXsfAogoLWOPJitJX3pi\neEveazkFJYLLMmsv6xUoMHqWmp7Per58i8CdWRU5OIjXAYx3I83yd3onq1BiSYvojvVYz0vL+NVg\nmOl8tWv6KUqPA2GiAfsXX3xBP//8M23dupVeeOEFmjp1Kl26dK/GLkY45E37eC8djL9l+KQrAL0q\nKip5I5xHE+/Y6WhcT15hKe05eUOyaoIa3LshSvRpz6+JfDe7SGBJYw3t2pD32rJNZ+jqbUsKTNIN\n/iCGmi9x7vePLc4LwNUxJ7ZzS8OK8fJkTyDdE3eDt8yuE9fNj3u1MTadr6qRrBJTs+a9WxcjRoyg\nefPm0dNPP023b99WXaGgqjNyBAtcW1l5BRUWl9Gekzdo+ZZ4q1wcb9p7WfD1jBwEPkb4fEs8rfrj\nPM3/9qhkWUOltPwKuLm5UZN6QazX3vkuVrZUGxHRB8/2VL/Df/h4CVeAOH8tS/B1kwGdlKfENKnL\nPq+fOSUpAUC97xilXyM4f2NKrd3Brx54OdVygV67ph/vfVBONGBv0qQJLVq0iG7dukVERMOHD6cn\nnniCxo8fT+np6TY7QGd0NjmD9Xzmkn2SJY8AiIiu38mjpz/cQ88v3kur/jhPsefuGJ5bnplbTNsP\npwi+9/Lyg7zauqDc1du59NSi3ebuf0RESzbqb+zz+c/acsy9Pfkf7zuPXxdYki1UYf6qmEf6RvBe\nS7iSIbCkhb+KSa4jejZmPccIO4B+V29b7gh2aBYisaQ6h89aKsR0balsYjkIEw3Y33//ffL29qYr\nVyyjFxMnTqS5c+eaR96Br6y8gv67Lo73+taDybY/GHAatzIKaP6Ko7zXX//6iKH7uZwq3Whmn4Zm\nNnDPv/93jMo55RdTbueKLK3czbvaLto8BGqWp9w2Jk1HyrDu/Brup5Pu0tYDV2jF9kTd268ewM6T\nZ14g6YW7oQDqUtSmjGgl+h63AhWyM/QRDdi9vb3pvvvuo5492bdHBw8eTD///LPVD8xZCU26ICL6\n/chVGx8JOJN5Xx22yX7kPoizDUjhqIqSZC6EjNIvip+bLsbDg//xHnvuDiso5ZZXNIKnwH6J7jVn\nEupuGlrdV9X2G9UO1HRcUi7dyKa1Oy7SzCX76GgiakYDKNUynF2P/QZj7s6yTSj9bSTRgN3T05MW\nL15M7733HsXHG1f2y9Xd4FREAJAjdpFnDbtP8icFMaHVuzZJEv9vYtVZlODOYahQ8avSrkktwddN\nF4eJKZm8ycdGUDuK1rut8osQMekKq1oIyS0oofdXH6e//qmUtPeUdFdYALAICWan0L35reVOcUYu\n0tWMJBpzfiPJAAAgAElEQVSwP/PMM5ScnEw3b96kFi2MrftrT69+at188vdXHxd9j5vbDkBEFCsz\noldcalyTmHiZXGIj0wuqknW7Lom+t2Wf9kmRJy6w5wtVkvIZqGITOfMKSykpNZs+XHtS83HJaRQW\noHhZI/JlTyXd1bzuxLd+Zz0/m4y/AQA9ysor6G52ERUWo8GZkUQD9qVLl1LDhg1pxIgRlJycbMND\nsq7E5Az6bPMZOhhv+1zdc1fxRQB8h2V+F40agUc5VuuQq7xSrKAyi5jj59nlNj3cJQt7sUilP723\nSnhgYaCKai1SRg+IVLyslhSXsQOasp77K6hNL4Y774CI6PDZW5q3B1DVPf3hHtp6kD1QUT/U305H\n4zpEP/19fHzos88+oxEjRlCzZuq7WTmys8mZ9M02/ZOfuM7LBOSJGLkBAbtkmhZVGBRoI163ju0H\nkiXf1zPKxB19dheYSGqkB3o1NmQ7DcOMzzNnuq8bu957zSB1efAmYnMPvvrlrKbtATi7jgZViNl7\nij0Q1dgKc0+qGtGAvaSkhGbOnEl//PEHXbzIr63pCowecfxgjfQt5qRUdD0FNiVVKd4xKM/4iMLJ\ndBiJV+d/2xIk34+7lE4JGtPhuJVeeqpsPCLUQElKsECnUi2C/b1FJ58agZsnr7WjtNidBiJCiVOo\nkqbe31r1Om/+q4vsMq0jUF1QL9FP1JkzZ1JycjJt27aNwsOVdb1yNq9ZuTJH24iatGxWP6vuA5yb\nknSXuznGVG75equyUcNdJ6QnpoJ6yzdrq5bAvXZq1qC68IIiJg9vqWp5I8uu+XjJB+xPPaA+OBCy\nXmIOgRi5gHzlb+ck3wdwNdV8PMlPQ3pZRN0g0UnuJp2ah2o9LPiH6CfqsmXLqGHDhhQaGuqyI+x3\nMgutOooya2wU75f/tI7JUeB6jikc9bZlfeg1f12w2b6qCq1pMXrvdaipp2w0JcG/3iZNesjdSToY\njzx2qBpMxQb0FORoWl+6O6pYF2RQTjRgr6yspBdeeIHmz59Pbdq0seUx2dSJC2lW2e7Qrg0Fvyw/\n2XjKKvsD58StLtI2oia1bcK/dbhBwwiiVkiIsQ4tnzUbd1t+7kINiRyZkmuFajomi+p15rJ8mhLS\nw6AqMKJiVO924ul3Y6KVT0IHcaKfll5eXtS+fXvKyMigX3/9lbKz2ZNzpk+fbvWDs4Ut+65Qt1bq\n8kKFcFvIj+xjac/t4+VhaGk+cF0vjo2i4tJymvbxXtbrd3P01bMtKLJeKVOlrt7OpTV/XaDOLcOo\nZ5s6FFBNeTt6R1WuojB6YnKm6tvC6dmWn3vNQB9V65q0aVyDEhRMeH/nye6ati+mdk0/yi0Qr0/v\n5+NJtWtoH2EP9vem7HztNe6VlNmtJCL0ZgSQJ3VHbXgP10yrtjXZJMOnnnqKzp513Rnz3EBbqw9+\nOMF6Xs3Hci30cN8I1ntofw1Cnn6oNbm5uQneOtTbkOsHO6e5/HXsGv37f8fowvV7HSU/Wh9n1+Mx\nylaZCjFMamqoC9GaXx5Ww0/RcvVDjC279tzItpLvvzg2StfE1Ii67FvwakfDlczVuJuNxi8ASgQH\nGDNhHcQp+rRcsGABTZ8+nfUP2KRGegZ1bsB6bs2GJeA8uPW7u/9zp0coMMvRMZJIRHQogZ+P+9QD\nren9p3vo2q4ShcVltHYnex5Myq1cq+/XFn5REbCXlOqbL6M1Hf3R/k107VerGhrvCCg1YWhz1vPL\nKirF3Lyr7AJ4zheHVB0TgLMx6u6ru5sb/XdaL97rE+9zncab9iYbsA8ePJg2btxI165do9TUVPM/\nZ8Uc+baWfz/RlfWcO4p07U6e1Y8BHF9OAftOi5EVOpTo2bYO1anpZ/VKRh9vEB5Nr2r5wfvPqGvW\nxq0RHuyvLQD29/WiVuE1NK2r19T7W4m+F6YjHYaIX3tdzQRbzCUCuGfT3iTDtlUzyJdmx3RgvTag\nozHN2EBBwJ6bm0vvv/8+/etf/6IJEybQhAkTaOLEibY4NqtY++4Iq+9DS+c+qHrKVVYoys4zprwj\nl5YyXmok3RAe+Zz6wW6r7tcRqWmC9Xcce2CkY3PtDU24X6K2IjYRbc7jHSnQz9hb6GruQqVlKU91\nKShCCiO4rpt3LWnBLRupKxsrpE1jS9GE8UOaSywJaskG7H/++ScdOnSIdu3aZf63c+dOWxybVXi4\nu/FGm/RMXFJq2sPS+ZxQ9ZSXW4I3bt76/Mn8RhRLf9JWyxusQ6yG/lMPtha9DVxRoTxg33+aPSKv\np0Sj3LrW/GL18ebPyagfGmD4fpb8eNrwbRIRHT6rrPQqgC3FXUynzFz9gzjMz7HHDfocWDyjD70+\nqTMvHRj0kQ3YGzZsyKsQ4+xeGN2e9Xz/aeun+HRpGcZ6bouLBHBsZYwKI48PbsZ6r3Edfk1brd0c\nL17P4r3Gzf9t3pA9svJ3nGs0T7qelkfnUuQrpGjxV+w13mvfzhlAPdvUEb0NzLxIU6OBFQJcJr3p\nKVJeG9+J95ozVQjysmLHVgC1svKKacrCXbT0p9M0+7MDurd36YYlvqtTU9kEdTnB/t4UWS/YkG2B\nhey9cDc3N7r//vupWbNm5OVl+ZBdtWqVVQ/Mmrw5o5mXU7UFQiYXrvEDIjkFRaWGtQEH58Qc2eit\nsoW8GqkCFWb6RdVjPe/aMoz1e/zd7+cpqmkIVQ+w7sRBazp+/g59tjmeiIj6tKtLUyTyqbW4dZdf\nYUpuHkK5whH2q7fZk3K9FXQN1cOaOe7cFMEBnYzLaR3WvRH9fuSq+fnV27mGpyT+77dz1Jfz9wJg\nLy8tYwfpd7IKKcygBmR6qjaB9ckG7M8++6wtjsPmureuTUf+udV58mK6rm0t5JR0VKKoxPi67Nl5\nxRTsxAFWVVJcUk4Lvrf83lizI6VQSgL3g9nbk/9BbcScUL3VbfQwBetE9yZ8Gh2wywXfPt4eVMz5\nO5/+yV7677RevAmTXNzPByM6Mj//SFvW/4nJ0K4Nrf5FPX9yF/rPylh6YkRL6tveuOD34T4RrID9\ncmoO5hBBlXL5RrZhATs4NtFP6ZiYGJo7dy6lp6dTixYtqFu3bqx/zu6J4S1Zz/W05GXipjYwzZvQ\n2fz4z2P82+l6TFm4i15cdoCmLNxl6HbBOph10cXSEaINml3PzY9vH1mLt0yPNvzmYR7u+i8iZvxX\n+vfRqL87JZJuGJvadyeTPcI+b2Jn1vOPn+8tuF7suTuy2+ZOBG7XhP8zU6tzizDB18cOaKp723Ia\n1wmiFXMHGhqsExG5c35HlVzYcMupAjiL3w6n8F77autZOnP5ru5td2+tv4EkWJdowL5u3Tp67rnn\n6O7duzRnzhyaPHkyLV++nOLj+SM0zoibFrPi10RDtisVZNUNseSHHTFwIhP39nlVK5dnTScupNFv\nR/gfknrdYgR744a2FFxG6uJPDe7vutDIsJenB0XWZ+fNq6loIiYjR3pS1POL91qlC7DQ38B7q48b\nuq8kTipd0/rsnE2xErKHEuT/9rn13Y0qjRYziP07FVa9Gi/odSbcO1NrdlwUWdJi68FkwdfnT+5C\nM0a1M+KwAKxi4x7hEoyLN2grU8q8wA3FKL3Dk7wPGh4eThMnTqQvvviCvvzyS2rbti1t2bKFxo0b\nZ6vjs5l4BW2qlZC6tWyt284Xr7NHDh96+Rer7KeqOXbuDi3bdIY27k6iKQt3GToanHzTcpElVlZR\n6PdFS5dcT05A9mCvxoLLebiz9/ejyJeDUkorohhR6YBr/oqjgq//ZfCdLTmTh/MvxlJuyzeN4o7C\nG3UNPqBjfRo7oCm982R36tYqjGZwJuA7Gy2ZZEK/b43rBFLjOkHUsVkozXm8I+99Iy5eARzNjtjr\n5sdqKliBfYhGkBMnTqQvv/ySzpy5V0rOx8eH+vXrR2+88QatXbvWZgdoK9xcU6WyVNTGtla1AaG2\n8xhl1+/zLey7SWsVjN4pxRzZqBksnc/MpKXzIvdXgVsRxoSbAnMwnt8dVY3fj16VX4iI1uzg//7q\ndSNNuJOlUdWZrnOan/kKzBMgIqql4mdrInRR5usjvH21vDzdaVj3RlQ/xJ+eHdmW6of4G7Jde9HS\nbCw7j/870Kl5qPlxi0b8CbjWqjQEYE830i2fY7godXyiEeQzzzxDhYWFtGjRIurfvz/NmjWLNm7c\n6NRdTrl6t62jexvHEuXzUU24t56tGVRXxaY0RhJKnVDbqVKpcIESjibc9u5aRvmV/paNG2RMCo6J\n0hH6+MvG3N0yuZ4m3klYaZUWOd9zLpLF0l9qBqqfBC50oeTv6zxlEO3t5l3hizWie+VKEwWC78Fd\n2PWiH+rdmPVcaB0AWyookv7szynQMBjB+DhESozjEw3Y+/TpQ7NmzaLVq1fTX3/9RRMnTqTMzEx6\n9tlnadiwYbY8Rqt5pF8T3dtYu9My6tq7nboLACOCB9zGso6vt54VfP2QzlFnIWLBHpFwDWvVFF4Y\nNggLoL5WLC9pK0IjqCaHE4z5+XFHoxqFCddJr1vLnzo0VdehtLxCf0WYquyDNSdF3/vu9/O817Z+\nNJJ8vdl/gyN6hLOe/3rI+HksAGos/Um6MdispftVb5MZg/SLcv7Pflcnm6Nx+fJlWrduHa1YsYI2\nbdpEDRo0oIkTJ9ri2KyOW2O6tEzfhLSp97dWtbwRpdqeXCQ+km6tVvaurryigk5cSBN87+ttwoG8\nGqeTlJcR5d6VCa+jvmRdWrbyNuzM1AAiopRb8vnWjqSktJy+/CVB9P2iknJD7mzlc9JWpj4g/rc/\npAu/25/U36bW5kpwj1gpUTXVYZx5Ii64JiX9Xm5n8HtDSGF28eXOYQLHI/oTmj9/Pg0ZMoTmzZtH\n2dnZNGXKFPr1119p+fLlNH78eFseo9VwP5TFRlWNVD3A0iwpXUUgJUQu8PjKBufjiq6kWjdIVZMb\nrre04vmrmbTyt3Pm5089KH1RGcUZDb4g0CXVkR2MvyU7MdeI9IabnKZJUp07hXKiX1wm3qHQiAv5\nqk7oLsW0j/cqXh8BOziy1yd15qVtERFtO5Rs60MBGxIN2Hfs2EH169enkSNH0sMPP0ydO3cmDw9j\nJj45EmZFgNjzwqOqRmKWZ9u4W18VjlsyV9NCLelBXlp2oVW3X1JqCSamPdxWcllfTrpMyq1c+itW\neaUTbnDaUiB4lKI1bBG7mGwQat1JjiUKyjZaoyqNFLXBHzdVrppBE05dVQ+B+tGFxcruloqlAViz\nkRmAWtzP08h6wfRwX35K74EzxqdsguMQDdgPHjxIr7zyCuXk5NC8efPo/vvvp7fffpt27NhBeXni\nk7qcjZenbb8MhzNyI/U2O3hrxTHJ98twa10TuTstGTn67oyUMFKvOrUIlVjyXtMjbuygplpNajp7\nAh53Equ1FIhMjrX2xKZyBeku9gjGZgqUTxRL0eCOsP9rmHCdfrhHqIOt0rSnycON7X4LYA1fbBLO\nX1/4bE8bHwnYk2TSUps2beiZZ56h1atX04YNG6hNmzb0ySefUI8ePWx1fFan5/azpprYBpZ25B57\nx2bqJreBNt/ozGNnjrArCR4jOQ151GCWMewXpb7L5FEFXTmFzPhkH++1IV0a0tMPtdG0PaWUTMJO\n13nBxfXdW/fJLiPUXfb7P4XLWZ5NZt8VqefkpRetTegzldtI5qTInBQAZ7BdpNlXmEEDIPf3DJdf\nCOxOMnpMSkqijRs30muvvUajRo2iNWvWUN++fWn58uW2Oj6rq1PLj/VczYS0y5xOh7YkVN5vxqj2\n1CaiJuu1giL1FxUg7dxVfalG+Sp/JkL1+3MVlvDKKbDsS03PAJNLnKZcegzr3oh8vDxoxdyBFMUJ\nYKVKMaqh5K7S5r2Xde2Dm1JTM0i+1rrQZdmlG/z/21sZBXSNU+O9QahwBRqw4E7GTuZMlv500xnV\n2+Q2GHO2CdhQNQjdvVPi/FXLwMCo/pFGHQ5YkWjA3r17d5oxYwadPXuWBgwYQOvXr6dNmzbRnDlz\nqF+/frY8RqsK8vNmPV+/65LidQ+fteSLvTW5q2HHpAR3dL1143u5yVNGsG/xLuc0/wFp3BzoB3o1\nptcndTZs+xWVlbwJi3JqCQSEShp9/fDXBVbVALUXCloJNZlp3rA6Kx1n7MCmrPe5Taq00lSLWKXv\n/+SXBpQj1ODnTiZ/rgQqO2lTrxb/LoTekrf+nInEb6+UTkEEsAbu7/GzI9l3Kds1YQ/SKS0Lu/PE\nDX0HBjYnGrD/8ssvtH37dnrrrbdo6NChFBzMvy1fXOwaXy7/GtbC/PhI4m2JJdkOJ1iWVdPRMJox\n8VQr7sS0maPuXWVzc5S5t9dB2lbOrcdH+zWhyHrBVLuGMbcemU2ChAJxIWMHNqVh3RqxXvNQkFq1\n8/h11vP8QvVNl7T45MdTvNeGdm3Ieu7lyT5+tRcxQr7ZdpZ22+BL6ORF5WU55XAvovaftk5zLlf3\ncN8I3mvc33+ul2M6SL7P/R0FsAfu3cd2Tdh3J7lplUp7BuDuu/MR/UR69913acOGDYITTPPy8uiH\nH36gl156yaoHZyusW9oaB2V8vJRPXu3CmGi4+6S2AOMlTlk4b8b+50zqommbQHRLJHDs2UZ/V1wi\nonLGnZG5CpsiBVTz4o1Iqyk8Ylq0s8wEV5Mm9didV9XO1RAa4OHOrxDKPNNbzlBNuczTSfomfGsh\n9DvEnM9QVFJGBzjnMIkxmADihMpqrt15kWYu2UdTF+4SXKdluHTFJKFO2GjfDrbG7QnCbbTHvXu3\nZd8VRdtFHSTnIxqwL1myhEpLS2n06NE0duxYmjlzJr344os0duxYevTRR6myspKWLFliy2O1Gubv\nu9b6u2pGY5iTyLZr6KCXLlN2kJvzjCtpZSorK+k448Px1XGWkp8Pcmrevvr5QU37CPS3pGAFB3hL\nLCntF5FJSEL6d6xP7z7ZnR4RKAMmhBtYzlzCn0AqRWgeCPdLRSjwEZuEaQ2fbOTfBbC2Zg34dylL\nGRcp768+zntfy0Thqkhs8nZeYanoGIzchG9vgUGYK3actwRV05WblrkTYoUltAwoJeDuu9MR7Ynu\n7u5O48ePp/Hjx9O5c+coOTmZ3N3dqVGjRtSypWuVGWMGEwVF1k8bYI4k3tVQsYI74jl5OPvnEdmg\nOut5UUk5+fmKN3aBe4o4eeEtGln+H7kBp9amV8wJi3oqBu0+cYMmDhUfff3lgGWUxdfbw6aVRrjp\nWkJqCpSXPBh/k/e7bITGdQJ5kxDtQagJ1twvDtHrkzpTk7pBdD2NXYLzgV7hqAeukK0aHRlZ5QtA\nCWb552ac73aTVuE16FCC8juMarr+guNQ9OnTsmVLGjZsGA0dOtTlgnUioiZ1LSkAxQoar3Cpvbqt\nGag8313I1dvsNKXe7dj7D+GUekrLsm4jIFfFDdKNGO00anIlEVFSqngFF+ZtUV9vdb0GegmkAigl\nNOFp1hh+FQOh/gdKAn0xYhMMXxwbRfNFJoSrqQilZx0Tsbtw7606Lth2vFV4TYGlQYinh3UC9kWc\nOtfeXgjYwX7E5lL14sQAcp9TStNmwLHg04f4OWFKxDLqU3dtFaZqXb2jQav/YFep8HCX/jEuWntS\n1/6qCrkPOW7Abu8Jgkk3lN2e9/VW9/ut5e/B5KlFe3ivtW6sLPDUkx4sVmK11T95yh8935v33srf\nzqnez8/72V9070ztpnhdqaZVH6zh/41aKwh1RW5ublaZJMod/BCq9gNgKx1EUmK4d+Ky8qSrZf15\nzNIt++kHW+s/MLAJmwfslZWV9NZbb1FMTAxNmjSJrl1jt1nftWsXjR49mmJiYmjjxo2S61y9epUe\nf/xxmjBhAr399tuGHaOSetXMcok3DKohrZSSkUjmqCrmSSlzm1Fmr1YQP7jiTsZcsT3R6sck5dQl\n4Wol3AsPtSPsRuodVU80jWDeROPKZZ6+zP+/mD+5i3nfQsHyPg0XXL8cSGY9r6+iRnrzhsK3s8VU\nU3mhVdUtmdlH8bJPPaAtSNFzhwVAL6kLxg5NLcG8mt9T7vcaOC5FAfv58+fp2LFjrH9a7dixg0pK\nSmjdunU0e/ZsWrBggfm9srIyWrhwIa1cuZJWr15N69evp4yMDNF1FixYQC+99BJ9//33VFFRQTt2\n7NB8XEzcWdlyxPLKpPTvYBmtlZtEKmVED+EOZXMeV1aBBCze+S7W/HjeROMr7RhdBz1RoN45EVHK\nbXa+tpaA3d/XmGDRW2LUs6mODq5c2w7yJ283ruNYX0RqR2d9fex3oeWMlN5J8vRwo54a077W7Lio\naT0ALZiBd4NQ6XlI00e1Mz/+ZttZxUG72juwYD+yAftLL71EM2fOpKVLl5r/ffrpp5p3ePz4cerb\nty8REUVFRVF8vGWkOikpicLDwykgIIC8vLyoS5cudPToUd46CQkJRESUkJBAXbrcC6z69etHhw4d\n0nxcTGqrVagdOSMimnifZcJgepb2VulC9YeJiPyr4Y9QD7Hb61p+1iZ/HrXcTdKyHaVlGQs5E6e1\nBOx92tdVvY4RuF0+Xc17T3VXvGygn/YqQiDuhdFRmtdNuJIhvxCAQQ6csUwkferBNhJLstNizl3N\nohMXlPWLCPLH54yzkA3YExMTafv27bR69Wrzv1WrVmneYV5eHgUGWtpIe3p6UsU/E9W47/n5+VFu\nbi7l5+ezXvfw8KDy8nLWFaS/vz/l5mqvBLHg6R6a19WC+ceVr7EyzdMPtRZNN+BeNWdoqEZTlXFL\nY5pMHNpc8zaZk0Qj66sf/eW2ShdzN4ed0qVlBKU5565RQrJ8oMLtEkskPLlUypGzyhuXSRHqTvvf\nab14r9n676JuLX9q2UjZxZqa3g5wD/POpZg2EZjMC86BmXbZMEx5+h3Rvapb4Fpkv8mjoqIoJSWF\nmjRRVsNZTkBAAOXnW8qXVVRUkPs/kyYDAgJYjZry8/MpODhYcB0PDw/zeqZlg4KUBUGhoYG819w5\nQY1/oK9oKcTSMnZgIrQ9NT7bfIa2fjRS9Xo92jegUJFZ4xGN2F9KyWkF1CJS2QitEuUVlXTlRjZF\n1A8WLFdnNL3/x2o1qC8cVNWsyb4tWatWgOJJxJWMVhXVfL1Z56Tk/DIK+Ck1RRVEDWuz112xnd0o\npm7tINX/fz38fOjTTWfMzz9aFyf7O/rz3iTea16e7qr2HRjoo/pYb93N573WPCKE3RCNhP+PL93M\npfsV/l0I7ce0TTXH/OyoKJq1+G/Z5Wz9Oy/GUY5DiajmYfR3XKrkMkLno+Ycnen/g8lZj1sJVz43\nE7XnePJiuuA6F66yUykd4f/OEY7BGcgG7D169KAHHniAwsLCyMPDgyorK8nNzY127typaYedOnWi\n3bt307BhwyguLo6aN7eMWEZGRlJKSgrl5OSQr68vxcbG0tSpU4mIBNdp3bo1HTt2jLp27Up79+6l\nHj2UjZKnpfFH4rn5Xmt/S6SH+ginm7yynN1lVGh7aindBrPWanZWPlEZf3Q+NDSQ0tJy6aXHoujj\n9fcaxOTnFxlynCZbDybT5r2XiYho7ICmNKx7I8O2zWU6H1sZN6iZ4v0dT0hVnCudyBil7t2mtnkf\nSs8vLZ2fLjJt0S5aMXeg5HqF+UWUlqZ/frncMcYK1AF+JLqp5HpRkbXoFKPr6O20PNU/67mcv0ci\noqL8Ykorlp8z8MXmM9RNYarRglWxrOfVA7wpLS1X9e9nbo6yOSu2/J0XY+u/Pb3y8+ULBnDPR+4c\nxw5oSht2XzI/v3I1Q7CzqiNztp+jGq58bkxKzrFNRE1W2pbQOvEX77Ce2/v/rir8/Iy6IJEN2Jcs\nWULfffcd1atnTMe9IUOG0IEDBygmJoaI7k0c3bZtGxUWFtKYMWPotddeoylTplBlZSWNHj2awsLC\nBNchIpozZw69+eabVFpaSpGRkTRs2DDNx8Vr77v/imjAzk05sKWvt541PxbqxMcUxMiBNboBiylY\nJyLasPsStYusRfVt0JynoKjU6k2g5GotN6kXZC4jqPX/VarEn5iIutomUfoYNKno1KV0imoqXFaM\niChOoGpN7Zp+kh/Go6IjWQH7nrhUmjRMXa8Hob9HsTkIy1/qR9M+3qtq+ybMhmdERP+eorykI5OS\nqWCj+htzR7OqsUajqZBg9p2ao4m3aWCnBobvB0Cv7q1qy86z+N92Sznb2Y91sPYhgYFkv8lr1KhB\nXbp0Maz+rJubG68EY0SEJTCOjo6m6Oho2XWIiBo3bkyrV6825LiIiLq3rq06h1bNJDIp+UWl5K8y\nEFVTL9vIL7IpC3fxXtuy7zI9/0g7gaWNE3vuDi3fEk9tI2rSC2Pay9afV+N2RoH5caPa0lfDs8ZE\n0cwl+4iIyENh50Oh/G61xC7QSsvKzbniQh3sjCrruOTH07Kj+Wo1UFEWUSk9E4Ol3LxbwHoepHVS\nqIKI3dEq3DiLZg2lKw+pKf1owv3u09PgC8CauDHB9bQ8yc9YU58KcA6y0UbLli1p7NixtHjxYlq2\nbJn5nyu6ItJ8RUrdWtpHlWsxcmzLyvgdIrnU1gBmBmrM9sbWcPy8ulKYahUWl9FPf9/LkY6/kkFv\n/y9WZg11Ys9bbhPKjWQzc/bf/OaIYHdPrqx8SyMLPSUT20fW4r1mKjVXUVkpOHosVVrRSM0bGFOm\nUW/b7O6ta4u+J/Qn9Nexa/wXBZQq+BtVIqS6fKfj1o3xRapFSLDwnB4TLZV3mnImiIt11QUwErPr\nutzddJOopuzvh7dWHJVcHn3AnIvsN3m9evWof//+5OXlXDl7WoRyvkiFvqD3nLxh2P6CAyxfHjtP\nXJddvqxc3RdFKKNL32GDqm9IseYX2fOL97IaG11Py6Pfj1w1bPs//X1ZfqF/cCfZJt+Uz79j5q8r\nLc8opFNz/rp/x6XSnaxCmvax8ERGrXfHHhZJCROTzKn//rbClJFnHmKXK1NT2jGngN/Rr0878ZKU\nQnI6fsgAACAASURBVOlOa3fatra2XNWeb+cMQEdNHb58ub/g61pTyoID2OlrRl24AUhJz7J8370+\nWdlnqaeHOz3/SFvzc+4ABXfQD58zzkU2YJ8+fTpNmTKFBg8eTNOmTaMpU6bQ9OnTbXFsNvfCGHZ9\n3gvXs3jLrPrjvGH7e4BRpk+o8QuX2i8KW/8xKrnoMBJzIpgeai80PDgt45WsXcAo3enjpX2EXex2\n/NwvDlFJqbGBRC+B5jLFIqk92XnFvP0rLUPGHRUqUfF7nl/In1gq1aLew92d/FSkkokZrnOS9Scz\nhFMzIusH4UtUJ7FSonPHdzRk+5v2Kr+4B9CqsMTyWVugYAK9SSondY8ZpP9m4CAX2J5swH7o0CEa\nOXIkTZs2jdLT02ngwIG0f/9+WxybzXFrmsvlfQu1r1ejg8QEPiH7T1vKlUXUdbwySGvt0AWQW2JT\ni9uZlg84JYEYN3deSTqTJyOIlAoo5ajNRxfrhKtESPVqNHZAU9ZrRSXC/9+LN5xiPff0UB50cv8/\nNuxSfiGm5SJFS6OQeE5Kmd6gWuwYBnbEZEYjjBvcjPV8zIBI1T0BpCAtBqxt64Fk8+MagfJpdCbc\n2GA+Iy3mxz380rvgPGQjh48//pjWrFlDQUFBFBYWRt9//z0tWrTIFsdmd0J1l5nefdK2zZbWMQKZ\nLi3CFK3z7pPGTIo1Yd6msxWpL8cCjU2nmGLPWfLXxRpRSfls8xnZZZgXMwM71Ve9D5OuLZX93E3U\nBM5CuOU6z4o0ULrKSWN5fLDyBlPcCyA1KTGL1p5QvKzJ0G4NVa/z/V/s7sdKa+9LEWzgg8F1Q/SL\nslQ1WzyjDw3vrv3ClYioYzP24Mrlm+rnOwGowZx31qYJf+6SmDaN2Z8rN9Ly6fj5NEq6kS2yBjgL\n2eikoqKCQkMtebNNmzaVWNr5MbsQrv7zAquUG7esm49B1TdMbqSJByp5nFv/9ym8JW9k2+E9cTfo\n1S8OGbY9pZ7/kF+VxsSIEYO4S5YPRqUB7tzxncyP1Xaq5Tb0UUPtBYVQWosefwjcUi0o4t+uVdJx\n0giFxewR/7q1/GTXie7Av2DKyefnwjNxLxqNaBZWp4b8sYI2Pl4e9HJMB3olpgMFG/AZqLaCF4C9\nCN39+2zzGXpv9XHWa3rT+sD2ZL/969SpQ7t37yY3NzfKycmhzz//3LCa7I7oJU5dUuYXeWGx/tFc\nKQUS2/87jj3ZVWmZRmZgkS8QWKmx6nf5/H29FT64CopK6brEiOuBeH6zHrWYF2L+ChuiNKlnv8oR\n0x9VXj4zzOCgsLScn4IidOr2ysN+sHdjTest+fG05PsVnMlaRoywP9wvgteAxxa9DKqK1o1rUqvG\nAncxNOBP1tO/zbLyCrp0I5v3uwVgC8w5dOAcZAP2//znP7R161a6efMmDR48mBITE+k///mPLY7N\nLrgjmKcZt6WsHYRIfW6n3NLWCYx5PjM+2adpG2JahdfgTSxMzyoydB+fbY6XXUbvFx4zBaO9wluP\n3N8T7t0XJuZk4WdHthFdTimh0o62InWeRtL6++6mMafkikyKA/eCTG1qkhB/Xy+aMYp98SXXAwDs\ng5u+pLevRVpWIT394R56f/VxOnDmpq5tAXCNHyKfkqimjws4BtmAvVatWvTxxx/T4cOH6ejRo7R0\n6VIKC9P/ZeUsTKPKZeUVqpsqKdEvylKCTqrOeqzGOud6JjjKeWVcR16ntPUGVW4xSUzJlF3mqIE/\nl5Dq0nWcxUhdM5jqxxMJVzVRS2lajNEpW0REaVlF9MXPlouo4pJycxMpPbiVWxb8cFxkSWlK4yi1\nX1ZZeeyUmTo1jblz0axBdZo1pj29PrEzfTtngCHbBONxa/un6ZzLsyPWUlHrwtUsq9+9haqlmUxP\njC4GDDiA7cl+8+/Zs4fGjBlDgwcPpkGDBpn/VSVHE2/Ty58doB84E8+MEOyvvtJMo9rGd4fUipsj\nn5Fj7Ag71+sTO9Pk4ezW9czW9vaybpd4hZw/GY151Oa76zG4s3UqjhxNvGNuFrV5nzEl7sYOZM+N\nUVL9RahCEHdyoJi3nujKey1bJo/dWtpHhlBk/WCUc3Rg3J/NFz8n6Noec3DmQPwten4xv+EZAJGy\n0XKuBjIldY240wu2Jxuwv/fee/T888/TypUradWqVeZ/rowbhH7xcwLlFLBHRmfHsEeWtWI2clE6\ngv/quE7yCxlMqEGNSc82lomNGbnFVjuGV2I6UGT9YGrHSVuxxp0PJabe38r8+O+4VIklLeRGPowU\npKGro1Lzvz1KlZWVrIsRPbpoaCYlVJNeaem+MIE7KYcTlM2HMLryElQtFRWVtOM4v2eF2k7WUDVo\nuUvu7uZGK+YOlHwfnI/sb0JgYCBFR0dTgwYNqH79+uZ/rmxIF/mRSW7pJK0GdrLsa09cKq8ajBA/\nla3twxl5sXeztY2A53BSAt6Zaum8NmGoZQSguKScciWCez1MnVtrBPLvSpSINPSxpmYNq8suw/0S\nbtHIdi3nozta7+/05t0C0cZVrcLVn6OHhnKaWn+XxawXqf/OTAEiIqqHiaFVUo82teUXkpGRU0RP\nLtot+B4mn4IJc4CsR2v9v3fgGkS/JY8dO0bHjh2jyMhIevfdd+nQoUPm144dO2bLY7S5+7rZrtwR\nN5f25c8O8JZh5jdqCRYCqln28crnB1WvT8RuvkBEVD/UcsuNew4vLLVOYy3mSAO3/XyCSH1wOXpS\neLijtEIXW8c1zj2Qo6T8pDXnLxAR/XFUeHR9ZJ8I9RvTEKu8+S37d5J5x8NIRxPvyC8ELu+pB1rr\n3sYcibK4aMYEJj/8aUm/Nfpz/MPnehm6PbAd0aHapUuXmh/funWLzp+3lPRzc3Nz6bQYuUl9RtRg\nFiPUln35FssIn5ZdG9nhT0yQv7dsLWu1uKkuzFSlCUOb035GdQWtg1O5jFSnj57vrW0j/5i5ZB/v\nNiTzZ2ek/07rTbM+tU3H4VpBPnQ3R3mqU7mGSjJqv5SERiONrjkPwGTEHAOhNC7me6j2DkRExxjN\n/PT83vVuV4cOnLGk+n32Yj9Uh3Fioj+51atXs55nZWWRh4cHBQai7FiLRvKpEGr4enuItnwvK6+g\nhCuW0WMtgzCDOjeguEvpWg+P55tX+dUsHh/cTPdELK4/j7Gb9DA/uLy92BchWicMMksuCqXaOCq5\nhljhdYz7O130XC+a+oHwbXwhWu4CCdU1LyuvEL14zhX4eav9YmtUO4Cu3lbeVRVAj1KBwRimkxfT\nqUuLUJsMsEDV8MSIVlRUXE7HL9y70+vjhd8tZyY7rHXu3Dl66KGH6L777qNBgwZRTEwMXb3K73bo\nasYNaib63sT7Whi6r+cebiv63l1OykZLDRcLgi3QdRAKroyoS83FnMAqlBfN/Dms/kO+qZOQ6xLd\nZZV4uC87/YNZuYRbqm1gJ9vN/XglpqNh21IbCAcHaLvw4Qb6yzadEV3WiOo0rcP5fxeJGlOrAOTI\npe19vfUsPfPfv210NFAVuLu50fOPtqNv5wygr16JNqThG9iPbMA+b948evHFF+nIkSN09OhRmjp1\nKs2dO9cWx2ZXPSVur9c2uHskNxc6lnE7jNvlM0biQsJalNQI5gZ1RjfYYU7ONTllwF2DVRoDfRNm\nhRwiolcZOarcWs1GN8V5oFe46DGpnZjsCLjXBaclynWmGdCga2Rffq79h+vizI8rKytp9Z/6fj8A\nTJbKdNMFsBY3NzfF/TvAccn+BCsrK2nAAEsKxJAhQ6igoMCqB+UIuC3DTT6d1dfwfdXmNGFZviXe\nnKPL7fRpjz+6XSf4JcjkfLDmhO79ZjMq03QWKPs3JjpS9z5MqgdoK4EY6Mf+PWEeM7d0W4emymqE\nK/VoP+Hz79JSfYlEo3D/P9QYO6Ap77WCIuGqSaUGXBCK3R7O/OfOTsKVDNp94obu/YBrslYZRmv3\nsgDHhvKeIEY2+uvSpQstX76c0tPTKTMzk3744QeKjIyk1NRUSk1VVnvaWb35ry68ihf+vraZFnQ5\nNYeu3tbWnl2O2i+ETXuVpR+8NsFSHz7phnSrdzk37+bLLmNkeT2tE3t8vfkj2aYP3P2n2S3H5fLO\ntajmww46e7SubfiFARFR2ybK0qpG9BAe9VeCW1+fiOjC9WzBZUs5jZVeGWdcCpDp58ftbkokfFEB\nVdN7q5V341Vzx/FOpr4uquDctFY8A9cne998586dRET0448/sl6fMGECubm5md93RRF1gyiibhD9\nvP8KEfFLCVrT+wJfBiHBvpq3t3hGH3rxn6oiR87epuEKA6vSsgpWBZb7e4qvF1nfuKZAr399xPz4\n4f7CI8l6qzZk5Vly5I0snXXhWhaVlbNHSfytlKLyxqQurP+rJ0a0tErHzGcfakvTP5Hvxtjb4L8R\nscpD3BF2LbXfxaRnF9HZ5ExasT2R996w7rYr+QqOZ9ygZrR2572uxpdTlQ9K/HY4RfGy2w+nUEsD\nf5/BuTD7S7xsUINGcA2yUcSuXbtscRwObfH03nQ9Pd+wZklCpj3cVrYE4AO9GmvefjBjdHfjniTF\nATs3JeGh3uI1tq3VPW3qQ20pLU34bkPHZiF08uK9XPatB5PpQRX/R3EXLTnwXjpSjV4d15EWrT1p\nfn7+ahZt+eciz2TexM6aty+lbi1/+uj53rRieyI9NqCp1SpMKM2JF0sl02rlb+eoX1Q91mvxl+9S\narr8HRitFv6gP50LXFOf9nXNAbsaybeU3y2Nv4IRVmeTmJJJvt4eFFE3SPe2vBmf4a2tGHOA85GN\nUrKzs+mNN96gSZMmUWZmJr322muUk6Mv3cHZBAf4WDVYJ1JWyaV7K9t3PON+eXgoaNhjS8zJqJsV\npu6YMCecDlbQ3VZMXU5qToHAJF1rltOqEehDsx/rQA3CAuQXdgEfbzhl70MAICJlE/KJyGrpjWB/\ne0+l0odrT9I738XSzuPq53txWbvhHTgv2d+MN998k9q1a0dZWVnk7+9PYWFh9PLLL9vi2KoUuWYG\nkfWDyMfb9jVUM3PZDXOsNYquVc0gY2qn9+WM4qrhxbmI+fMYvwNoVWhW8VDvxrq38a9h/JKpuxmT\nno1uzmWPqkvgvLR+/KlpPAbOIzO3mFb+ds78/Ie/LkgsrUyuQMdsACIFAfv169fpscceI3d3d/L2\n9qYXX3yRbt26JbcaaCBWpo+IaOJQY2u/K8X8goqoq64sYXGpcDMoI9WtZczEUz0XIn4yE5F9vD1c\nImCXG/nRM+HURKie/z7G5F2jv8zCa1eNuxJgDO6dMiUfG8zeDOBavtl2lvea0rsuYrT2FAHXJxuw\ne3h4UG5urnkiW3JyMrm745aNNYiV6SMyvoa3Upv3WnKxp9zfWtW63wp8mCmhtWspkXDLeluIrCee\nuzjJ4EZb9tK8oXTTLm73WS08BD5bmPm/Rvf9aNFI+eS+Pu1tN+kcHJObmxs1b2CZXL+PUwlKCLO2\nP7iOopIySkzJ5L0+98tDAkur10TiOwWqJtnIe+bMmTRx4kRKTU2ladOm0eOPP06zZs2yxbGBwbhN\nfpRgBsC1a1STWPIeZrWO2PNpqvdHpH5Eqn2kpRzgqt/Vj04YkTM4Y1R70fd8XaQd9LMj24i+Z0Q6\nDBGJpn0dOHMvMBK6HnvpsShd+4zuoCwdarRItSKoWpi/gmt3XKTSMumSjZdESpM2CPWnFXMH0lMP\n8gdC9I7SgvX9sj9Z8PXcglJDUveEytxC1SYbqfTt25dWrFhBH3zwAY0ePZp++eUXio6OtsGhgdG8\nPNUNT+YUsD90lDRtekYiqFOKOcr65cv9ZZcPZ9x92HtKWW+AgiLLF2ITA2b2B/l7i/7/NJMZmXYW\nUj0IHu7bxKr7/vbXRJqycBe98c0R3nttI/R9sY1RWFvdGnX0wflpSf37YnZ/+s/U7kRE1K0VPw0M\nHN/Ji+IDUp9u0tbVNptRavjkBW0DXuC6FA0t1qxZk6Kjo2n9+vUUEmJ8UxawmDGqHe+1SQIT8bTw\nUFm68NQlS9lDJaPrRERBfvqDmh3HLZM2lZQp1FL/fduhZPPjBwwaHe7Vln0Ho3vr2vTtnAGGlzq0\np/ee6m7vQzCcK8wvANvh3uSRG2EXwkwfcyP+QEqJDeb/gD63JRpcaW0cePVOnvnxsB7o+QBsqiK4\nO3fuWOs44B8dm7Hbyj/zUBuK7lDfkG1XY3TlVNK9lJl+IPXhZLTfDl9VtXw7hV04mXIZtyw9DUqM\nnnhfc3rvqe7U9p8SnTfv5luliZE9CU3y7RdlbG73qP7KR+v9bBRsu9JFF+hTzmmKNu/rw6LLcvtY\nCBH6iNi87wr/RXAY1porxdxsUwMbEYJrUBWwV9ppQl9VY8oV/nRWX+re2rja68wujdsOJssuzxw5\nslanTiNwg+IbCprqHIi3VDqqMOjX2sPdnerW8qeRfe81l5JqMuXMGjLqvb8S04EmD29l6PYbq0hR\nen2SdRpScTVrgC9PuCeYkxpVXCI+Gq5kYEToov5WRoH6AwObOXhGvlJeRk6R7DJ8li8jqRREqJpU\nBexff/21tY4DGLq1qk0r5g40/A9W7SghswlEVFPlqVD/ndbL/Pj8Vf4seilGjFxk5aqreWz0KG1k\nvWBaMXcgdWoeKr+wE/r3E13pq1eiacHTPaiVFRqKeai4K2FUWU85tYJ9bbIfcHzDBVIVxAazEpKV\nff5Nf5SdCmmvalegzPW0PNll/quhOtDlVEsqjTWb7YFzEo1UJk6cKHk7f9WqVVY5ILCdgqIyyZbz\nzFEeZiUWOcyc4J/2XqZ5E5SPgp6/mqV4WTGVvCxTaeF17FMy01m5ubmRp4cb1a7pZ5XtBwfYfnLn\nvAmd6f3vj4u+/4iVJ9WC82jWgD+JfN/pm9RPoPmaUMWr4d35AT/34l6ssgw4Bl9ONatFz/WkzXuv\n0KEEy8i7lrskvxxINj92N7qGLTg90WhtxowZtjwOsIMTF9JEa0tzW2kLNbQR48no/Kn2i+fPo5b8\n9dcmdFK83qvjOtKitSeJiGj/6Zu6K4eA/dhq1JypaYNgCvL3FizH5unhhompIOlcSqZgwJ4h0OH0\nQZFJ7q/EdEDNdifh683+PKgZ5EvjBjdjBeyBfkhpAWOJpsR069bN/M/Dw4OSkpKoQ4cO5ObmRt26\ndbPlMYKVxF+5K/oesyFI3/Z1VU2eFGp+o9SpJMsxCY1kiWnJqP9+NFF6crQtOrCCPnUUjN4/LVC/\nWo8XxwjXc69T0/YXEOBcDp+9zXvt660JvNdahdfgBXsm1Th3O42o5Q3WwewXMefxjuTu5sZLOQ2t\nrqyyGoBSspHVd999R5988gmtXLmS8vPzaf78+fTtt9/a4tjACjwYt9mkgnBm/noPlQ2XHOFWnlR1\nht+PWEbxQ5Cb7JBejukgu0yNQB9D9xleJ5BeGssP2qcLlFoFkLLz+HU6lMAP4h/oGS66Dre843e/\nnzP8uMAYzCpjzMD87SmWwcwaAeo+n9KzbVeJDZyTbMC+efNm+vbbb6latWpUo0YN+vHHH+mnn36y\nxbGBFTz9kKWx0bU78hNniNgpLs5iw+4k0feYH4wzR4t3KAX7qRkkfyHVgFGtxih1allG9uvW8qP3\nnupOYRgpA45h3aRrZP/w1wXB16UGM7jjJxeRx+6wtuy3lN1kflYxK2gJlNeXlFcoXwIUqjbZgN3d\n3Z28vS2TwHx8fMjDA7OXnVXnFpbJTanp+ZRbIH/bVU+KCxFRpsqqLUZIShX/sjvAKMnVINT4oA+M\n8dzDbSXft0bZs5BgS3A+ZUQru+TTg+Pr0Ey8aha3QzSTVPM6biUiBHCOSe7n8tbkrkREVKGyXnA5\nY/mRfVyzJDDoIzuTqlu3bvTBBx9QYWEh7dixg9avX089evSwxbGBFbhzhnHSsoooUKY7aUOdI5n2\n6Np3I024FrvaD1Gwn2o+4gMDE4c2t9p+v3olmm5nFlL9EATrIEwom7CktJzc3IjeWXlMdD2puRmo\nu+0cFm+wTAyO7sCfaBxa/d6Fl9qBqvdWWapUoXIZCJEdOn311VcpPDycWrRoQVu2bKH+/fvTnDlz\nbHFsYAM/7rkku4yXp/oR9rqM1AKltwYLi8vMj9s0riGxpDDTB6WUxBR1deHBfqTmWPQ3qPuvEE8P\ndwTrIClYID/52Y/+pmf++zfdFagMY4KOuc7vyk1LBbVR0ZG8902fW8m3ciULO0ippSAlEKoe2Ujs\nySefpJiYGFq6dCktW7aMJkyYQJ6eKHHmzJgj5ucE6p4fjLdUiGkQqi1weW6kJZ1h1e/nFa2zldF9\n9cWx8pMOuf41rKXsMvYY7QdtpD6cHGFiM1RdWuY1cDukgnMbP6S54F0R5gDX33Gpmrat9642uCbZ\ngL2oqIhu3rwptxg4kcnDpQPbb7Ylmh8HafySYU7eUzqqzazsoqKKpFmLRuwykKnp/LSY0vIK9RsG\nu2hSL9jehwAgamjXhqqWn6uirwQ4puuMQg1iKXueHu70yYw+5O/rSZduYOIwGEc2YM/MzKSBAwdS\nnz59aNCgQTRw4EAaNGiQLY4NrIR7W1aqDbbWoMlTYnKVGHfG5FY1dd9NuJNjTY2UmDbslk8BAsfg\n443J7eC4+rQTbjonpnYN+d4C3InWxSW4I+hI7uYUmR9XE6mnT3RvoKtZg+qUnVdCl1NzVO2D2/UW\nwEQ2t+Wbb76xxXGADXlw0gk2771Mo/rfy8XjTpRp38R2HUP3nLyhexujoyPpxz33SjoKNR5hdh58\nQuZOA9hfm4ialHAlg/XapPta2OloACzKrTCBvWvLMPqc8fx6eh5FGnynKSOniKr5eKJ7rwbMogW+\nMv9/9UL8Ke5SOr27KpZem9BJshEg83v3epqycstQ9cgOg9auXZsuXrxIx44dY/0D58VNc/n1UApV\n/jPKPvuzA6z3Iuppn63u7WX59bqdUSC5bAZj5ELtrWamET3YjUmYE1m5WjeuqXk/YBszGU2LWjSs\nTjMebSfYAh7A1spUpNd9O2eApn0wK4cYobyigl5efpBeWX7Q0O1WFbsYg0q+MncAQxhFEE4nSU8+\n/ZhReaZS4o43VG2yl9izZ8+m1NRUioyMZKUpPPz/9u48PMZz/QP4d7IvI5FIgqKJJRG1NWJvG6Ha\nohSVEEtCSyu6Keqg53eq1cXSE4fTllpaklQJKT3RRXfRhQZVikZL1BKEJIgZZP/9oRl5Z3/f2d6Z\nfD/X5bpm3vV5Msm455nnue8RI2zaMLIdfdNVzpdcF8w7r2NJDvb7u7XE539XFZ23eg/enzvA4LEb\nv/lT83hwL+NFScSorKqB798JHbTn0mvnPSb58fRwx3tz+qOyqgZenpwiQ/IhpoaDlCl+1qa6UYnj\nfxdjum5kIIMMq/9tn6n3o/pVtE39vOunIR7c23A1XGrYTAbsx44dw44dO+zRFnKg/1v7M1a9EG/V\na/boEKYJ2E05U3T7a0BrBmbpO/Lx7Khb1Uzf1DOnneRPoVAwWCfZsdUai3YtAm2yWPG55d9b/ZoN\nifa3tSEmUi+G1ivCduOm+R+QWjcLENcwajBMDp+2bdsWFy9etEdbyI6G9o3Q2Tb13zsFz6XkX68v\nQsQbz8UrNzSPva0YnB34sxg1tbX4zgrz44mIbC2ylXDOurGkAObSN81i/7GLKHfBNLcVldU2mVby\n51lhCmRTH9iC6wX0e44WGa2AWx+LJpEhJkfYb968iUGDBiEqKgpeXrfnPmdkZEi6YXl5OWbPno2S\nkhIolUosWrQIQUHCIjmbN29GVlYWPD09kZqaivj4eKPnVVdXY8aMGRg9ejTuvfdeSe1qaB6Na4NP\n6uU912f22Bj7NEaLtXNs/2PlT4LFpgDw+hO9rHoPImp47unUDD8evmD0GLHZZBr5CtcYHTpegrsj\nQ0S3rc7PR4uwKudbne3vbDuM+LvvQIoZ9SucxY6fT2sygfl5e2DB5J6CwNkSOw+Iy6muPeD1x+kr\n6B4dZpW2UMNkcgh16tSpePfddzFz5kw888wzmn9Sbdy4EVFRUdiwYQOGDx+OFStWCPYXFxcjMzMT\nWVlZWLt2LdLS0lBZWWnwvDNnzmDChAk4fPiw5DY1VM882tno/nYt7JMH29jCUClitdJiaQfrgLS0\nk0RE9fmbUbm0X4y4RdL9uwmr+Krr1aeQYlXOEYP7XClP+NmLKkHa3uvlVXjBiotrz5Xo1vUQ46aB\nFJ2//lls0XWp4TAZtfTs2VPvP6n279+PuLg4AEBcXBx2794t2H/o0CHExsbCw8MDSqUSERERyM/P\nN3ieWq3G66+/jl69OGIqlrF8rx1bWz+Dyg+H9Bfg2nPE+AiVWBPNSNfIEuFEZClzMlqJTcuoPSXQ\nkvSRpqaGnL1kWRAqJ9tNfGNsqYuXb0/bbCJh1L702k292//70SHJbaKGxaaJWLOzs5Geni7YFhIS\nAqXy1up6f39/qFTCnKMqlQqNGt2ew+Xn5weVSgW1Wq33vOho1/k6zxFCAn1QfFX3jeQprQIe1vD+\nZ7/j3i66Xw9bO5+xqXRbAJiDmIgsFhzgg8WpfTDn3d2mD5ZIXz0Jc+X93nDWn+3N19/XC6XX0SzY\ndNEqMRL7txV9zsffn8SwvhFGMwbNSrrbkmaRi7PpvICEhARs375d8E+pVEKtvvWpXq1WC4JzAFAq\nlYIgXq1WIyAgwOR5JI2hERhrBbSrZ8ebPMba9Uc83N0wa4zhNz5WkiMiawlt7Gtwn3blUim27iqQ\nfO7vp0pNHnO66Jrk6zuDF1fvsfo1O7U2r6DgcwldBM9/PlokeK79/2+gVo0UovrsPszYrVs35Obm\nonPnzsjNzUX37t0F+7t06YJly5ahoqIC5eXlKCgoQGRkJGJiYoyeJ0ZoqOsH+2b3Uc+n/WcS77bZ\nz0jfda/Xm9u3/qUH0SRQ9z9Ase2JD22EtKxf9e6bO6mn7EbYXfl30pX7VseV++jKfatjqz4OhmR9\nOQAAIABJREFUuU/8SKw+Utvn7W166t/L6/Zie9pwSdeXi0YBhj80AUBIiNKqufDDWwWZPgjAA6GN\n8N/s21NeCi6oMCz+9mupvX4rKMjf4Gvtyn+Hrtw3a7J71DJ27FjMmTMH48aNg5eXF9LS0gAA69ev\nR3h4OPr374/k5GSMGzcOtbW1mDlzJry8vAyeJ8WlS649ohAa2sjsPtboGd7u1jbYZj8jfdfN+f72\nCFJxsQo1FcI3MTH9MYeq7AbkVPzZ2v2TE1fuWx1X7qMr962OLftoretKvc51M1MJOvNrHBraCHPf\nMZ5j/vyFq/D0kJ4uuH5qza5tm0j+eX299zTG3d9O87ywWLiGoKaiUu+1Xfnv0JX7VsdaH0jsHrD7\n+Phg+fLlOtsnTZqkeZyYmIjExESzzquzcOFCq7WxIXlqZCerl782pryyWrCoSvsNy9+Hi0GJyLk8\n+2hnvLX1N8G2J4fdJfl6q2fH48k3d1rYKutPN5SrE4VlRvdXVtVYFLDn/X57KkubOywrbFRbW6sZ\n7X9l3V7BvkZ+nBJDhjG3XQPX9o5AjH8gSvN8YGxLm95vWlqu4PmbH/4ieG7N6oH36+nLMD0Fo4iI\nLBETFYpXJ/fEsL4RmDQ4GjGRIeh5V1PJ17NW2llXLIykzZykBVUWfnK5UHJd89hH5HTKyQ93EDyv\n/+GiqrpG87hFqL/E1lFDIa+JvOQQ8TF3IP/UZbi7KzCuXvBuLb7eHgZzrZddtyzHsDFjB0bC3U2B\ngvNlOH72KkbGtWHATkQ20SJUiZGhtzKZxXUVl3vdlItXbiDMyOJWfWpqavHLH5es2g452vrdnyaP\nOV+sRsCd0kevfbxuh0pxXcS9tp3bCBeo1lU8rR+sA8Dwe1pLbB01FAzYCe5ubnjaRBElS2gXLq3/\nlaAtuSkUSLo/0ub3ISKypTc/PIA3n+or6pzcg+Iqc9pCRWU1DvxZjN9PlWLcwCh4eVrvG9Q6J88Z\nnw4DAIs/PID35w6QfI/63/yK/RZYO83w21t/w8qZ/TBtqfDb5uhw8xayUsPFKTFkc/3uFlbu++Tv\nAheVVcIRhpH3cYSBiEhbSZn+ojvGZH5xzAYtMd+eoxeQmpaLVTlHsOvgeaRqTYe0lu9/LbTJdevz\n9pQeKnl66J6rHaw3CfBmMT8yiQE72dzwe4WB+LbvT+JGeRWm/nunYPugXuF2bBUREdnK6pyjjm6C\ngPYUFDEsWbCqUCgwuPedks8nqsOAnWxO3wjD0//ZZdZxREQN0dMjpU9TPKeVfcuU/cecc677hdLr\npg/6280K6Qtw6woc3RUhbdpKn47NJN+bqA4jJCIiIpnRroJZZmZOdQB46b08g/vu69JcZ9s7237T\nc6T1VVZZN2vNVVW52ceeuiAt13dlVQ3e/d8RAEC7FoGSrtEs2M/ofnc3hmJkGn9LyC7emRFndH+L\nEKa0IiKqU6MVsL+58YDkc+u8/kQvjIrXX31VzAcCqZ5ZZrzAkVjHC6+afeynu/+SdI9v9p/VPD5z\nUVrJPVNpOu/R8yGKSBsDdrILXxO5a+dO6GanlhARyZ/2qGzhJXHTXLTFdW2O5k38EeDnhfmTeujs\n/+P0FYuuX9+fZ/Vfq7KqBtU10ueSa/sot8D0QX8TO02oTsnV2wt+JzzYXtI1AKBT62CD+wb34hx3\nMo0BO8mCu3buRyKiBuzOptYpZ15n0uDbBXzCm+le21rvweeK1Vj4wS8G9+88YPt0k+/N6a+zrex6\npaSFp/U/YAQ18pbcJmPTaaxVKItcG39LSBZskZ+XiKihKTdzcWX0nY0Fzw/8WWyV+7+91fh8+P/9\ncNIq9zFkweSeUCgUeLBHK5193x0QnwLS0iqpdQb31p8FbdqITla5Prk+BuzkcNNGdIKbHQopERE5\nM0Nz0+vL0JN/vVv7MJ1tyQ8Jp3f88Nt51FghOL1mYi686oa0kW5thqpnt/y72qy+onnnJUyL+eHQ\nedHn6KMvC9qQ3uHoEa372hDpw4Cd7Gbhk731bucbFhGRLu15z7vMqF66+8gFnW0vP6H73tu8iT/u\nbKoUbCswo2qoKeqb+gPp+jZ+86fF95GSpnHnr46t/qqdfEG7RgmRMQzYyW6amkhtRUREtym0vnk8\nKTGg1r5OnTnjhIv9S6+Jr6ha3+Vr5qVZ/O4Xy6uT6hulj9Cam78otY9FQbE1F8gCt5IvvD93ABZM\n7onVs+NZe4REMZ66g8jKnk/sitKymwgJ9MG6z/Px2pRejm4SEZEsacfZblZenK+dvcucKTfGVFph\nqou5Kip1R9ijWgnn5Yc19kWZWnq6yt9PXZZ8rjF103aIxGDATnbVpW0TzeO0p+9xYEuIiOQtolkj\nHDpRonkuZa1PyiDzUxFaGK9b4QLmK68UfjhoGuyHUf10c8wP6nWnpMWmAHD87O0870kD2km6BpG1\n8PsYIiIiGXq4T4TguZQR7Pi7W5h9rHZ1VTFqamsxd9UeyeeLpT3Cfne7JnqnmIQ29hU8v1lheo59\nnZwf/9I89vf1FNdAIitjwE5ERCRD2gGoqYwlO7VGkmcn3S3qfhcv3xB1fH3WyDAjRkWVMGD3tnFq\nYB8vph4mx2LATkRE5AK0Uzo2Flnop/6Isq1ZMrcc0J0SY6ya9ruz+mkeS/0SoWu7EGknElkJA3Yi\nIiIXZCyINUTqtBix5z3/1g+S7lPnzEWV4Hl8jOGpP/UL811RmZfJRhurkZKj8TeQiIhIpu7p1Ezy\nuY2V4kbYAekVTw+fLNW7/dUpvdA0yFfvPqkKi9X45Ke/NM+7RYWaPSXmn2t+tmpbiOyFATsREZFM\nTR56l+D5sdP6Uw1aaw75+RLx1UAB4K2PftPZ9t/p96FFiD86ahWAstQ5rYql1k53qa1VGNMwkuMx\nYCciInISiz88oLOttrYWTy3NlXS98KbCYkPlevKbW0pfukXA/EJL2lZ+fFjwPEbk/PKcH0+aPKb+\nByDOXyc5YMBORETkxHJ/PYeKKmlFi7q1DxU8/+SnU6KvcfaSSu/2umkqvt4eGBnXRmf/1/vPiL6X\nPr07NjV5jL/P7fn8H39vOmA/8OclzeOB3VtKaxiRFTFgJyIicmLa2WHEeLBHK4vvv+Pn0zrbfL3d\nBWkph/YJ1znm8z2655mib3GrwoyCUq890VvUfU4VXdM8DvDzEnUukS0wYCciIpKxUf10R6frq19B\nWixr5C8vvnpTZ9sj97QWPDcnqDaH1G8SAv3FBd2Xy6RN1yGyFQbsREREMqa9qPJ0vdFfAAjWk2+9\nrwXZZcTmSP/jzBWdbQ/1vFPy/Y2x8fpSAEB1TQ1+PHzB9jciEoEBOxERkYz1vksYfL+8bi+Kr9yu\nSnriXJnOOVO0ssuIsXVXgeRzbW3dZ/mC58mDO0i6zvGzVw3uO3i8RPO43913SLo+kbUxYCciIpKx\nAH9PnW3/eHc3Xs/Yh6f/s0uniJClpGZvMSWxv/5sMWLsOVqkedwhPAijB0aZfW79hadpWb8aPO5m\nRZXmsaEMN0T2xoCdiIhIxtwMzP8+ca4MN8qr9O4Tw8NdeP3fCkoMHGkZfdNkpFZWBYDKanHz2ZPu\nj9Q8rjJybv158j5els/xJ7IGBuxEREQyJnbBZv3sLOZ45tHOoo43JWlAO73b9X3w2Hfskp4jzVMl\ncgFqSKCP5nF1Ta3BDwsZO25n3fFwZ5hE8sDfRCIiIhfSITxI1PEtQqRX8tQ3fSY0yNfs80+e151/\nby6xI+zt7xT+XPQtliWSKwbsREREMte2RYDZx04cFC3q2p6e0kOBJRuFlVeH9Y0QVRnU04IRbLEj\n7Nre2XZYZ5slU3SIbIkBOxERkcwpfXQXnhoSpCfNozGWFAYqKr0ueD78vtYG59wDugtPj/xVava9\ntINpY/PQDan/s1HdqNTZX1XNgJ3kiQE7ERGRzAWILPxjD2XXdfO1GwvWAeCB7sLKqgV6UlIacuDP\nYsHzSgkj7KZ+jhxhJ7liwE5ERCRzzZv42/T62tVUc344afKc0jLdCqemWLKIUzt9ZaWE0fAJDxhP\nA3m66PY9xC7eJbIl/jYSERHJ3P2xLc067lmJGV+0A+mPzQjYN397XNK9tJk7ql14SStglzDC3qRe\nphgA2Pj1n4Lrv/HBfs3z2WNjRF+fyFYYsBMREcmcp4cbwszIvhLZqrGk6wdqTRUxJ5Pkteu6c8Cl\nMDe1418XrgmeD+6lm9fdFH+ttQBf7TujeVxYrBbsi2jWSPT1iWyFATsREZETaBLgY/IYpa/5i1Pr\n69mhqeC5OYPe2gGuuTq3aSJ4bm56xeKrwik4I+PaGDjSME8PN8TffYfefdp9Zg52khP+NhIRETmB\nh/uEG90f11V/IGoONzdxxZn0SR3e0azjZozuKqgg+s3+sybPkZIRxpDh9wkD/ZqaWhRfvYGPck9Y\n7R5E1ubh6AYQERGRaXdFBBvdP6xvhH0aYkB4U/OnkDQJ8BE1Ql+ttcB0dH/91VTN4a714WTqv3ei\nukZ4fcs/vhBZF0fYiYiIXID2gkpLiU1xKCarinaAbPp44Qh7387NRJ1fn3bqSX1tefOpvpKvT2QL\nDNiJiIicRPSd0haVSrH4wwOmD/rbXRFBogo2aQfgvx4vNnDkLdoFjSypkOrj7W7ymGAz1gsQ2RMD\ndiIiIifxgoFUgzNHd7X42h1bC6fcmLsYFADG3h8JhTmpZf6mHYD/N/uQieOFAb6vt/QZvaaKOxHJ\nEQN2IiIiJ+GmUKBtiwCd7dHhQRZf+5mR0nK4AzAvD2Q9YheRXlHpVlW1xFvP32fV6xHZGgN2IiIi\nJ/LY4A6C5/1jWlglBaG3l+5UEUOj7IdPlgieV4sMwP1EjJD/daEMr2XsE3V9U/x9PJHYv63efc8n\ndrHqvYisgVliiIiInMgdIf54f+4AVNfUIP/UFUS1CrTZvbJ3nsCLybGCbTU1tViadVCwrVJkwD5p\ncLTOHPmbFVXw8dINS3J/PSfq2uZqFuSnd3uLEKVN7kdkCY6wExEROSF3Nzd0bB0MTw/TiyilOl54\nVWfbP979SWdbVZW4gD1KT0XWp/+zS++x2gG7dlpGqVqF6Q/MrZ1th8ga7D7CXl5ejtmzZ6OkpARK\npRKLFi1CUJBw7t3mzZuRlZUFT09PpKamIj4+3uB5u3fvxvLly+Hp6Yng4GAsWbIE3t7mr1QnIiKi\nW55L6GJyAWhpWbnONrFpGvUtUDU3i6S11oyGNPbV2bbqhX7WuTiRldl9hH3jxo2IiorChg0bMHz4\ncKxYsUKwv7i4GJmZmcjKysLatWuRlpaGyspKg+ctWLAAK1asQGZmJsLDw7FlyxZ7d4mIiMgleJnI\npV5eUa13u74Rc1P0pagsr9R/fcF5VlhgW+e/04WLT235bQWRJewesO/fvx9xcXEAgLi4OOzevVuw\n/9ChQ4iNjYWHhweUSiUiIiKQn59v8LzMzEwEB99KRVVVVcXRdSIiIolMZW/Rt/hz4ZO9JS16dddz\nzud7Tpk87+He4aLvZYjS1xP/l9IdMZEheHMaiyWRfNl0Skx2djbS09MF20JCQqBU3po35u/vD5VK\nJdivUqnQqNHt8sZ+fn5QqVRQq9V6zwsJCQEAfPnll8jLy8Pzzz9vs/4QERG5srYtdBewrvz4MKaN\n6AQAKCxW6+wPDdKdWmKOVqFKHDlZKtiW8+NfGHFfG81z9c1KnfMiW1q3eFSbOwLw7ChmhiF5s2nA\nnpCQgISEBMG2Z599Fmr1rT94tVotCM4BQKlUCoJ4tVqNgIAAKJVKg+etX78eX375Jd577z14eXnZ\nqjtEREQuzd/HU2fb3vyLmGbkHKmFiIb0CceOvNNGj3l22fe697PSolMiZ2L3RafdunVDbm4uOnfu\njNzcXHTv3l2wv0uXLli2bBkqKipQXl6OgoICREZGIiYmRu95K1euxO+//47169ebHayHhjYyfZCT\nc7U+ulp/tLly/1y5b3VcuY+u3Lc67KNpVQo3nL5QZtVrN6qoknQ97f18/ZybK/fNmhS1teauy7aO\nmzdvYs6cObh06RK8vLyQlpaGJk2aYP369QgPD0f//v2xZcsWZGVloba2FtOmTcPAgQP1ngcA/fr1\nQ6dOneDp6QmFQoEhQ4YgKSnJaBsuXbpmj646TGhoI5fqo6v1R5sr98+V+1bHlfvoyn2rwz7qenzR\nt6Ku//7cAWKbBOBWPvcpS74TbHN3U+CdGXHw8nTX25ZnH+2MmKhQzXO+fs7NlftWx1ofSOw+wu7j\n44Ply5frbJ80aZLmcWJiIhITE8067/Dhw1ZvIxEREdmWm5sCM0d3xdLNt4swVdfUIjUt1+CHAKWf\n7pQdooaAhZOIiIhIIyG+rd3uFajUn9ntqqocl6/p5nsP8Oc6NWqY7D7CTkRERPI1pHc4sneesMu9\nDM3KnfH2j3q3h+kpdkTUEHCEnYiIiCRpL6FgUn0tw5SijtdXIZWoIWDATkRERAJ9OzUz67hZSXdb\ndB+pKSGJGhoG7ERERCRgbv44KRVOpRra13oVTomcDQN2IiIiEniwRytHN0HHyHoVUIkaGgbsRERE\nJBDeTH7FbDh/nRoyBuxEREQk2sj7WlvlOjNGd7XKdYhcGQN2IiIi0vHyYz0M7vPycMOwe6wTsHdu\n08TkMQ/34fx1atgYsBMREZGOO5sanhbzQlKMHVsC+Puwwik1bAzYiYiISBRfH+vWXRz/QJTR/WFB\nLJhEDRsDdiIiIjLbI/dE4I4mfla9prG874FKL8REhlj1fkTOhgE7ERER6ZUY31Zn24j72lg9Y4u3\np7vBfX07NmOGGGrwGLATERGRXuYsCLUGNzfDATmDdSIG7ERERGRAyzCl3e6VoGc0HwAYrxMB1l01\nQkRERC5l1Qv98PupK7h4+To6hAfZ7D5Deocje+cJm12fyJkxYCciIiKDPD3c0aVtEwD2mR6j7e52\nXHBKxCkxREREJAtNg4XZZ0bGtUHbFoEOag2RfHCEnYiIiGRh1piu2HOkCO3vbAylryeaN/F3dJOI\nZIEBOxEREclCSKAvhvaNcHQziGSHU2KIiIiIiGSMATsRERERkYwxYCciIiIikjEG7EREREREMsaA\nnYiIiIhIxhiwExERERHJGAN2IiIiIiIZY8BORERERCRjDNiJiIiIiGSMATsRERERkYwxYCciIiIi\nkjEG7EREREREMsaAnYiIiIhIxhiwExERERHJGAN2IiIiIiIZY8BORERERCRjDNiJiIiIiGSMATsR\nERERkYwxYCciIiIikjEG7EREREREMsaAnYiIiIhIxhiwExERERHJGAN2IiIiIiIZY8BORERERCRj\nDNiJiIiIiGSMATsRERERkYwxYCciIiIikjEG7EREREREMuZh7xuWl5dj9uzZKCkpgVKpxKJFixAU\nFCQ4ZvPmzcjKyoKnpydSU1MRHx9v8Lx9+/ZhyZIlcHNzQ48ePTBr1ix7d4mIiIiIyGbsPsK+ceNG\nREVFYcOGDRg+fDhWrFgh2F9cXIzMzExkZWVh7dq1SEtLQ2VlpcHzFi5ciGXLlmHTpk04ePAg8vPz\n7d0lIiIiIiKbsXvAvn//fsTFxQEA4uLisHv3bsH+Q4cOITY2Fh4eHlAqlYiIiEB+fr7B87Zs2YI7\n7rgDarUaKpUKfn5+9u0QEREREZEN2XRKTHZ2NtLT0wXbQkJCoFQqAQD+/v5QqVSC/SqVCo0aNdI8\n9/Pzg0qlglqt1nuem5sbDh48iBkzZiAyMhLNmjWzZZeIiIiIiOzKpgF7QkICEhISBNueffZZqNVq\nAIBarRYE5wCgVCoFQbxarUZAQACUSqXB87p27Ypvv/0Wy5Ytw+rVq/HMM88YbVdoaCOj+12Bq/XR\n1fqjzZX758p9q+PKfXTlvtVhH52bK/etjiv30ZX7Zk12nxLTrVs35ObmAgByc3PRvXt3wf4uXbpg\n//79qKiowLVr11BQUIDIyEjExMToPW/8+PEoKysDcGvkXaFQ2LE3RERERES2paitra215w1v3ryJ\nOXPm4NKlS/Dy8kJaWhqaNGmC9evXIzw8HP3798eWLVuQlZWF2tpaTJs2DQMHDjR43rfffotVq1bB\ny8sLYWFheO211+Dr62vPLhERERER2YzdA3YiIiIiIjIfCycREREREckYA3YiIiIiIhljwE5ERERE\nJGMuH7AnJyfj5MmTjm6G1RUWFiI2NhYpKSlITk5GSkqKTtXYOnL/GeTl5SE6OhqfffaZYPuwYcMw\nb948B7XKdtasWYN7770XFRUVjm6KxRraawfI/+/JUsb6N2DAAKf9vXWlvzt9Vq9ejcceewzJycmY\nOHEijhw54ugmWdXZs2fx3HPPISUlBePGjcOCBQs0qZ61nT9/Ht99952dWyhdXl4eunfvjqKiIs22\ntLQ0fPzxxw5slXXk5eWhb9++mlhl7Nix+Pzzzx3dLJux5f8PNs3DTrYVGRmJjIwMRzfDKtq0aYPP\nPvsMQ4YMAQD88ccfuHnzpoNbZRvbt2/H0KFD8emnn2LkyJGObo7FGtJr19A5c9pcV/u7q+/EiRP4\n9ttvsWnTJgBAfn4+5s6d6xIBHwCUl5dj2rRpeOONN9C5c2cAwMcff4xZs2bh3Xff1Tl+z549KCgo\nQP/+/e3dVMm8vLwwb948vP/++45uitX16dMHaWlpAIDr169jwoQJaN26NaKjox3cMufi8iPsAFBa\nWorU1FRMnjwZw4YNwzfffAMAeOSRR/Daa69pRqi1q67Knb4EP0uXLsX48eORlJSEL774QrN9+fLl\nmDhxIp588klcvnzZns00S3R0NM6dO6d5DXJycvDII48AADZs2ICJEydizJgxSE1NRVVVFbZt24YJ\nEyZg/Pjx2LNnjyObLkpeXh7Cw8ORlJSEDz/8EMCtT+Tz589HcnIykpOTUVJSgry8PIwePRoTJkxA\nTk6Og1ttnJjXrrKyErNmzdLUVDhx4gSmTp3qsLZL9dZbbyErKwsAUFBQgOTkZADO/55Sx1D/nDWp\nmKG/u7qRsE2bNuHtt98GALzzzjt49NFHMXnyZIwfPx579+51WLvNpVQqceHCBWRnZ6OoqAjR0dHY\nsmUL/vjjD6SkpCAlJQXPPfccVCoV8vLy8Pjjj2Py5MkYMWIENmzY4Ojmm7Rz50706tVLE6wDwIgR\nI3DlyhWcOnUKycnJSEpKwmOPPYaSkhKsXr0an376qVONsvfu3RuBgYE6r8e6deuQkJCApKQkTdA7\natQonDt3DgDwxRdf4I033rB7e6Xy8/PD2LFjsWPHDixduhTjxo0TxCsHDx5EUlISxowZg+eee84p\nvxGzVczZIAL2/Px8TJ48Ge+99x4WLFigecNWqVQYNmwYMjMzERYWhl27djm4peIcP35cMCVm+/bt\nOHv2LDZs2ICMjAysXLkS165dAwA89NBDSE9PR3x8PFatWuXgluv34IMP4quvvgIAHDp0CDExMaip\nqcGVK1eQnp6OrKwsVFZW4rfffgMAzZtb7969HdlsUbZs2YKEhARERETA09MThw4dAgDExsYiMzMT\nQ4YMwcqVKwEAFRUV+OCDDzTBr5yZ+9odPnwYY8aMwbZt2wAAH330ERITEx3ZdEm0R5rrnjv7e0od\nQ/1zVvr+7vT1KT8/Hz/88AO2bt2KFStWoLi42AGtFa9p06ZYuXIlfvnlFyQlJWHIkCH47rvv8K9/\n/Qvz589HRkYG4uLisGbNGgDAxYsXsWrVKmRlZSE9PR2lpaUO7oFxZ86cQatWrXS2t2jRAqNGjUJq\naio2bdqElJQUHDt2DFOnTsXQoUOdaoRdoVDg5ZdfRnp6Ok6fPg3g1vvJjh07sHnzZmzatAmnTp3C\nzp07kZiYqHkP3bp1K0aPHu3IposWHByMHTt2oLCwEB9++KEgXpk/fz4WLlyIrKws9OvXDydOnHB0\nc0WzVczpklNirl+/Dm9vb7i7uwO4FQytWbMG2dnZAIDKykrNsR06dAAANG/e3Ok+yWlPiVm7di2O\nHDmClJQU1NbWorq6GoWFhQCgqQzbrVs3WQYRCoUCQ4cOxfz589GyZUv06NEDtbW1cHNzg6enJ2bO\nnAlfX19cvHgRVVVVAIDWrVs7uNXilJWVYdeuXSgtLUVmZiZUKhU++OADKBQK9OrVCwAQExOj+TTu\nLP0T+9r17NkTr776KkpLS/Hjjz9i1qxZju6CSdrvKfVpjzo743uKmP45G0N/d/XV9bGgoABdunQB\nAHh7e6Njx452b68Up0+fhr+/v2ak9ciRI5gyZQoqKirwyiuvAACqqqoQHh4O4Nb7jIeHBzw8PBAZ\nGYkzZ84gODjYYe03pWnTpprBjfpOnTqF8vJydO3aFQA0AXpdMOtsAgMDMW/ePMyZMwexsbGavrm5\n3Rpb7datG44fP46kpCSMGzcOiYmJUKvVaNeunYNbLs65c+cwbNgw5OTk6MQrxcXFmv/7Ro0a5eCW\nmsdeMadLjrDPnTsX+/fvR01NDUpLS7Fo0SKMGDECixcvRq9evZz+P6A62v1o06YNevXqhYyMDGRk\nZGDQoEGaUYm6N7t9+/YhMjLS7m01R8uWLXHjxg1kZmZqRpVVKhW++eYbLF26FP/6179QXV2t6Xfd\nm5iz+N///oeEhAS89957WLt2LTZv3owff/wRly9f1iwQ279/v+b1cab+iX3thg8fjtdffx333nuv\n3iBRbrTfU9q3b4+LFy8CgEss7nPl/hn6u3N3d9f08ejRowCAdu3aab7Bq6io0GyXu2PHjmHBggWa\nwCA8PBwBAQEIDw/HkiVLkJGRgRdeeEET0B49ehS1tbW4ceMGjh8/rgnk5er+++/H7t27Na8NcOtb\nk+DgYMTHx2u2b9++HRs2bIBCoUB1dbWjmmuR/v37o3Xr1ti6dSu8vb1x6NAh1NTUoLa2Fvv27UNE\nRASUSiU6duyIhQsX4tFHH3V0k02qH6uoVCps3rwZAQEBeuOVsLAwzTcMa9aswddff+2doa8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hSSEroj5n56VfqGPnzj/aTZFGXGXSjIs74mzjxIvB48vmkb8TtoTLOUlqxxJC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883OprKzo0NxXwuI2/SkwFVNeawY0vyz9rkGjOXuk0bSewUprhd7aQcWkQgghhBDicv75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\nB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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -273,9 +273,27 @@ "plt.ylabel('ET Irradiance (W/m^2)')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compare the time it takes to do the calculations." + ] + }, { "cell_type": "code", "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "times = pd.DatetimeIndex(start='2015', end='2016', freq='1min')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, "metadata": { "collapsed": false }, @@ -284,17 +302,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "100 loops, best of 3: 8.99 ms per loop\n", - "100 loops, best of 3: 4.9 ms per loop\n", - "1 loop, best of 3: 1.7 s per loop\n", - "1 loop, best of 3: 370 ms per loop\n", - "The slowest run took 13.94 times longer than the fastest. This could mean that an intermediate result is being cached.\n", - "1 loop, best of 3: 221 ms per loop\n" + "10 loops, best of 3: 47.1 ms per loop\n", + "10 loops, best of 3: 29.2 ms per loop\n", + "1 loop, best of 3: 8.66 s per loop\n", + "1 loop, best of 3: 963 ms per loop\n", + "The slowest run took 13.88 times longer than the fastest. This could mean that an intermediate result is being cached.\n", + "1 loop, best of 3: 223 ms per loop\n" ] } ], "source": [ - "times = pd.date_range('2014-01-01', '2015-01-01', freq='5min')\n", "%timeit spencer = pd.Series(pvlib.irradiance.extraradiation(times, method='spencer'), times)\n", "%timeit asce = pd.Series(pvlib.irradiance.extraradiation(times, method='asce'), times)\n", "%timeit ephem = pvlib.irradiance.extraradiation(times, method='pyephem')\n", diff --git a/pvlib/solarposition.py b/pvlib/solarposition.py index af4f5dd36a..29f91c362d 100644 --- a/pvlib/solarposition.py +++ b/pvlib/solarposition.py @@ -813,9 +813,7 @@ def nrel_earthsun_distance(time, how='numpy', delta_t=None, numthreads=4): except (TypeError, ValueError): time = pd.DatetimeIndex([time, ]) - # must convert to midnight UTC on day of interest - utcday = pd.DatetimeIndex(time.date).tz_localize('UTC') - unixtime = utcday.astype(np.int64)/10**9 + unixtime = time.astype(np.int64)/10**9 spa = _spa_python_import(how) From 5c8a541bf2187159e8b54138b4345726df2172cf Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Tue, 12 Jul 2016 18:05:56 -0700 Subject: [PATCH 09/12] fix tests --- pvlib/test/test_irradiance.py | 8 ++++---- pvlib/test/test_solarposition.py | 4 ++-- 2 files changed, 6 insertions(+), 6 deletions(-) diff --git a/pvlib/test/test_irradiance.py b/pvlib/test/test_irradiance.py index 06028bfd9d..c3c213f40c 100644 --- a/pvlib/test/test_irradiance.py +++ b/pvlib/test/test_irradiance.py @@ -14,7 +14,7 @@ from pvlib import irradiance from pvlib import atmosphere -from conftest import requires_ephem, requires_numba +from conftest import requires_ephem, requires_numba, needs_numpy_1_10 # setup times and location to be tested. tus = Location(32.2, -111, 'US/Arizona', 700) @@ -168,10 +168,10 @@ def test_perez(): expected = pd.Series(np.array( [ 0. , 31.46046871, np.nan, 45.45539877]), index=times) - assert_series_equal(out, expected) - + assert_series_equal(out, expected, check_less_precise=2) +@needs_numpy_1_10 def test_perez_arrays(): am = atmosphere.relativeairmass(ephem_data['apparent_zenith']) dni = irrad_data['dni'].copy() @@ -181,7 +181,7 @@ def test_perez_arrays(): ephem_data['azimuth'].values, am.values) expected = np.array( [ 0. , 31.46046871, np.nan, 45.45539877]) - assert_allclose(out, expected) + assert_allclose(out, expected, atol=1e-2) # klutcher (misspelling) will be removed in 0.3 diff --git a/pvlib/test/test_solarposition.py b/pvlib/test/test_solarposition.py index 6d5e3888c4..af39e77332 100644 --- a/pvlib/test/test_solarposition.py +++ b/pvlib/test/test_solarposition.py @@ -328,12 +328,12 @@ def test_nrel_earthsun_distance(): datetime.datetime(2015, 8, 2),] ).tz_localize('MST') result = solarposition.nrel_earthsun_distance(times, delta_t=64.0) - expected = pd.Series(np.array([0.983293144266, 1.01489789116]), + expected = pd.Series(np.array([0.983289204601, 1.01486146446]), index=times) assert_series_equal(expected, result) times = datetime.datetime(2015, 1, 2) result = solarposition.nrel_earthsun_distance(times, delta_t=64.0) - expected = pd.Series(np.array([0.983293144266]), + expected = pd.Series(np.array([0.983289204601]), index=pd.DatetimeIndex([times, ])) assert_series_equal(expected, result) From b6d5d23571e969f263e606d8bb82716ba2db9a3d Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Tue, 12 Jul 2016 18:14:47 -0700 Subject: [PATCH 10/12] fix bad rebase --- pvlib/irradiance.py | 23 +++++++---------------- 1 file changed, 7 insertions(+), 16 deletions(-) diff --git a/pvlib/irradiance.py b/pvlib/irradiance.py index 17b24e8b35..84e138ddd1 100644 --- a/pvlib/irradiance.py +++ b/pvlib/irradiance.py @@ -1085,7 +1085,7 @@ def perez(surface_tilt, surface_azimuth, dhi, dni, dni_extra, return sky_diffuse -def disc(ghi, zenith, times, pressure=101325): +def disc(ghi, zenith, datetime_or_doy, pressure=101325): """ Estimate Direct Normal Irradiance from Global Horizontal Irradiance using the DISC model. @@ -1103,7 +1103,9 @@ def disc(ghi, zenith, times, pressure=101325): True (not refraction-corrected) solar zenith angles in decimal degrees. - times : DatetimeIndex + datetime_or_doy : int, float, array, pd.DatetimeIndex + Day of year or array of days of year e.g. + pd.DatetimeIndex.dayofyear, or pd.DatetimeIndex. pressure : numeric Site pressure in Pascal. @@ -1138,18 +1140,7 @@ def disc(ghi, zenith, times, pressure=101325): dirint """ - # in principle, the dni_extra calculation could be done by - # pvlib's function. However, this is the algorithm used in - # the DISC paper - - doy = times.dayofyear - - dayangle = 2. * np.pi*(doy - 1) / 365 - - re = (1.00011 + 0.034221*np.cos(dayangle) + 0.00128*np.sin(dayangle) + - 0.000719*np.cos(2.*dayangle) + 7.7e-5*np.sin(2.*dayangle)) - - I0 = re * 1370. + I0 = extraradiation(datetime_or_doy, 1370, 'spencer') I0h = I0 * np.cos(np.radians(zenith)) am = atmosphere.relativeairmass(zenith, model='kasten1966') @@ -1186,8 +1177,8 @@ def disc(ghi, zenith, times, pressure=101325): output['kt'] = kt output['airmass'] = am - if isinstance(times, pd.DatetimeIndex): - output = pd.DataFrame(output, index=times) + if isinstance(datetime_or_doy, pd.DatetimeIndex): + output = pd.DataFrame(output, index=datetime_or_doy) return output From f7644f6f65295224452e43a6e529878bb68d700e Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Tue, 12 Jul 2016 18:15:59 -0700 Subject: [PATCH 11/12] comment --- pvlib/irradiance.py | 1 + 1 file changed, 1 insertion(+) diff --git a/pvlib/irradiance.py b/pvlib/irradiance.py index 84e138ddd1..d6ff7af81a 100644 --- a/pvlib/irradiance.py +++ b/pvlib/irradiance.py @@ -1140,6 +1140,7 @@ def disc(ghi, zenith, datetime_or_doy, pressure=101325): dirint """ + # this is the I0 calculation from the reference I0 = extraradiation(datetime_or_doy, 1370, 'spencer') I0h = I0 * np.cos(np.radians(zenith)) From 8a86a0891b972736b9f22383c60a434df4f1986f Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Wed, 13 Jul 2016 08:11:11 -0700 Subject: [PATCH 12/12] update whatsnew --- docs/sphinx/source/whatsnew/v0.4.0.txt | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/docs/sphinx/source/whatsnew/v0.4.0.txt b/docs/sphinx/source/whatsnew/v0.4.0.txt index 7a43bccfc6..dd551f085c 100644 --- a/docs/sphinx/source/whatsnew/v0.4.0.txt +++ b/docs/sphinx/source/whatsnew/v0.4.0.txt @@ -28,6 +28,9 @@ Enhancements * Adds the PVWatts DC, AC, and system losses model. (:issue:`195`) * Improve PEP8 conformity in irradiance module. (:issue:`214`) * irradiance.disc is up to 10x faster. (:issue:`214`) +* Add solarposition.nrel_earthsun_distance function and option to + calculate extraterrestrial radiation using the NREL solar position + algorithm. (:issue:`211`, :issue:`215`) Bug fixes @@ -35,6 +38,11 @@ Bug fixes * dirint function yielded the wrong results for non-sea-level pressures. Fixed. (:issue:`212`) +* Fixed a bug in the day angle calculation used by the 'spencer' and 'asce' + extraterrestrial radiation options. Most modeling results will be changed + by less than 1 part in 1000. (:issue:`211`) +* irradiance.extraradiation now raises a ValueError for invalid method + input. It previously failed silently. (:issue:`215`) Documentation