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@wholmgren
Created August 24, 2018 23:13
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# GTI DIRINT Examples\n",
"\n",
"This notebook shows a few examples of the pvlib python implementation of the GTI DIRINT algorithm.\n",
"\n",
"Authors: Will Holmgren (@wholmgren), University of Arizona (2017, 2018)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'0.5.2+71.g0b83533.dirty'"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib as mpl\n",
"mpl.rcParams['figure.figsize'] = 8, 5\n",
"mpl.rcParams['figure.dpi'] = 100\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"import pvlib\n",
"from pvlib.location import Location\n",
"from pvlib.pvsystem import PVSystem\n",
"from pvlib.modelchain import ModelChain\n",
"from pvlib.tracking import SingleAxisTracker\n",
"from pvlib.tools import cosd\n",
"\n",
"pvlib.__version__"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from importlib import reload"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use a clear sky algorithm to generate some POA data.\n",
"\n",
"Choose a tilt angle and times for which we'll see AOI > 90."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"freq = '5min' # 5min is the finest resolution tested in Marion 2015\n",
"\n",
"times = pd.DatetimeIndex(start='20160606', end='20160607', tz='America/Phoenix', freq=freq)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"location = Location(32.2, -110.9, altitude=700)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"pressure = pvlib.atmosphere.alt2pres(location.altitude)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"solpos = location.get_solarposition(times)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"cs = location.get_clearsky(times, solar_position=solpos)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"dni, ghi, dhi = cs['dni'], cs['ghi'], cs['dhi']"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"solar_zenith, solar_azimuth = solpos['zenith'], solpos['azimuth']"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"surface_tilt = 40\n",
"surface_azimuth = 180\n",
"system = PVSystem(surface_tilt=surface_tilt, surface_azimuth=surface_azimuth)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"aoi = system.get_aoi(solar_zenith, solar_azimuth)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# note that this method will use the haydavies transposition model by default,\n",
"# however the gti_dirint function will use perez by default.\n",
"all_irrad = system.get_irradiance(solar_zenith, solar_azimuth, dni, ghi, dhi)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"poa_global = all_irrad['poa_global']"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'AOI (deg)')"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"poa_global.plot()\n",
"plt.ylabel('POA global (W/m^2)')\n",
"\n",
"plt.figure()\n",
"aoi.plot()\n",
"plt.ylabel('AOI (deg)')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"aoi_lt_90 = aoi < 90\n",
"month = 6\n",
"color = ['b', 'g', 'r']"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# pvlib = reload(pvlib)\n",
"# pvlib.irradiance = reload(pvlib.irradiance)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"temp_dew = pd.Series(0, index=aoi.index)\n",
"model_perez = 'phoenix1988'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here's the basic usage of the GTI DIRINT model"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1915: RuntimeWarning: invalid value encountered in maximum\n",
" disc_dni = np.maximum(_disc_kn(kt, airmass) * I0, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1272: RuntimeWarning: invalid value encountered in maximum\n",
" kt_prime = np.maximum(kt_prime, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1273: RuntimeWarning: invalid value encountered in minimum\n",
" kt_prime = np.minimum(kt_prime, max_clearness_index)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1927: RuntimeWarning: invalid value encountered in maximum\n",
" dni = np.maximum(dni, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1929: RuntimeWarning: invalid value encountered in maximum\n",
" dhi = np.maximum(dhi, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1137: RuntimeWarning: invalid value encountered in maximum\n",
" F1 = np.maximum(F1, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1140: RuntimeWarning: invalid value encountered in maximum\n",
" F2 = np.maximum(F2, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1154: RuntimeWarning: invalid value encountered in maximum\n",
" sky_diffuse = np.maximum(dhi * (term1 + term2 + term3), 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:489: RuntimeWarning: invalid value encountered in maximum\n",
" poa_direct = np.maximum(dni * np.cos(np.radians(aoi)), 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1967: RuntimeWarning: invalid value encountered in maximum\n",
" poa_global_i = np.maximum(1.0, poa_global_i - coeff * diff)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1233: RuntimeWarning: invalid value encountered in maximum\n",
" kt = np.maximum(kt, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1236: RuntimeWarning: invalid value encountered in minimum\n",
" kt = np.minimum(kt, max_clearness_index)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1928: RuntimeWarning: invalid value encountered in maximum\n",
" ghi = np.maximum(ghi, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:2000: RuntimeWarning: invalid value encountered in maximum\n",
" disc_dni = np.maximum(_disc_kn(kt, airmass) * I0, 0)\n"
]
}
],
"source": [
"gti_dirint_out = pvlib.irradiance.gti_dirint(\n",
" poa_global, aoi, solar_zenith, solar_azimuth,\n",
" times, surface_tilt, surface_azimuth,\n",
" pressure=pressure,\n",
" use_delta_kt_prime=True, temp_dew=temp_dew, albedo=.25,\n",
" model='perez', model_perez=model_perez,\n",
" calculate_gt_90=True, max_iterations=30)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot the data"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Month=6. GTI DIRINT ghi (solid) vs. Original ghi (dashed)')"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"gti_dirint_out.plot(ax=ax, color=color)\n",
"cs.plot(ax=ax, ls='--', color=color)\n",
"ax.set_ylabel('Irradiance (W/m^2)')\n",
"ax.set_title('GTI DIRINT irrad (solid) vs. Original irrad (dashed)')\n",
"\n",
"fig, ax = plt.subplots()\n",
"gti_dirint_out['ghi'].plot(ax=ax)\n",
"cs.loc[gti_dirint_out.index]['ghi'].plot(ax=ax, ls='--')\n",
"(aoi_lt_90 * 20).loc[gti_dirint_out.index].plot(color='k')\n",
"ax.set_title('Month={}. GTI DIRINT ghi (solid) vs. Original ghi (dashed)'.format(month))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looks good for the middle of the day. Not so good for AOI > 80. Problems:\n",
"\n",
"* DNI exploads at sunrise/sunset\n",
"* DNI and GHI too high for AOI > 90\n",
"* DNI and GHI too low for approx 80 < AOI < 90.\n",
"\n",
"The `debug` kwarg will let us investigate..."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1915: RuntimeWarning: invalid value encountered in maximum\n",
" disc_dni = np.maximum(_disc_kn(kt, airmass) * I0, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1272: RuntimeWarning: invalid value encountered in maximum\n",
" kt_prime = np.maximum(kt_prime, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1273: RuntimeWarning: invalid value encountered in minimum\n",
" kt_prime = np.minimum(kt_prime, max_clearness_index)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1927: RuntimeWarning: invalid value encountered in maximum\n",
" dni = np.maximum(dni, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1929: RuntimeWarning: invalid value encountered in maximum\n",
" dhi = np.maximum(dhi, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1137: RuntimeWarning: invalid value encountered in maximum\n",
" F1 = np.maximum(F1, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1140: RuntimeWarning: invalid value encountered in maximum\n",
" F2 = np.maximum(F2, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1154: RuntimeWarning: invalid value encountered in maximum\n",
" sky_diffuse = np.maximum(dhi * (term1 + term2 + term3), 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:489: RuntimeWarning: invalid value encountered in maximum\n",
" poa_direct = np.maximum(dni * np.cos(np.radians(aoi)), 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1967: RuntimeWarning: invalid value encountered in maximum\n",
" poa_global_i = np.maximum(1.0, poa_global_i - coeff * diff)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1233: RuntimeWarning: invalid value encountered in maximum\n",
" kt = np.maximum(kt, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1236: RuntimeWarning: invalid value encountered in minimum\n",
" kt = np.minimum(kt, max_clearness_index)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1928: RuntimeWarning: invalid value encountered in maximum\n",
" ghi = np.maximum(ghi, 0)\n"
]
}
],
"source": [
"best_ghi, best_dni, best_dhi, best_kt_prime, all_irrad, poa_global_i, kt, kt_prime, best_diff = pvlib.irradiance._gti_dirint_lt_90(\n",
" poa_global, aoi, aoi_lt_90, solar_zenith, solar_azimuth,\n",
" times, surface_tilt, surface_azimuth, pressure=pressure,\n",
" use_delta_kt_prime=True, temp_dew=temp_dew, albedo=.25,\n",
" model='perez', model_perez=model_perez,\n",
" max_iterations=30, debug=True)\n",
"\n",
"gti_dirint_out = pd.DataFrame(dict(zip(('ghi', 'dni', 'dhi'), (best_ghi, best_dni, best_dhi))))"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x12215a080>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"best_kt_prime.plot(label='best_kt_prime')\n",
"kt.plot(label='last kt')\n",
"(aoi_lt_90 * .20).loc[gti_dirint_out.index].plot(color='k', label='aoi < 90')\n",
"plt.ylabel('clearness index')\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For clear times, we'd expect kt and kt_prime to be ~0.8, but that is not the case for AOI > 80.\n",
"\n",
"calculate kt manually..."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1272: RuntimeWarning: invalid value encountered in maximum\n",
" kt_prime = np.maximum(kt_prime, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1273: RuntimeWarning: invalid value encountered in minimum\n",
" kt_prime = np.minimum(kt_prime, max_clearness_index)\n"
]
}
],
"source": [
"extra_radiation = pvlib.irradiance.get_extra_radiation(times)\n",
"airmass = pvlib.atmosphere.get_relative_airmass(solar_zenith, model='kasten1966')\n",
"airmass = pvlib.atmosphere.get_absolute_airmass(airmass, pressure)\n",
"\n",
"clearness_index = pvlib.irradiance.clearness_index(poa_global, aoi, extra_radiation)\n",
"clearness_index_zenith_independent = pvlib.irradiance.clearness_index_zenith_independent(clearness_index, airmass)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x122289e10>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"best_kt_prime.plot(label='best_kt_prime')\n",
"kt.plot(label='last kt')\n",
"clearness_index.plot(label='kt manual')\n",
"clearness_index_zenith_independent.plot(label='kt_prime manual')\n",
"(aoi_lt_90 * .20).loc[gti_dirint_out.index].plot(color='k', label='aoi < 90')\n",
"plt.ylabel('clearness index')\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"turn off the iterative algorithm and see what happens..."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1915: RuntimeWarning: invalid value encountered in maximum\n",
" disc_dni = np.maximum(_disc_kn(kt, airmass) * I0, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1272: RuntimeWarning: invalid value encountered in maximum\n",
" kt_prime = np.maximum(kt_prime, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1273: RuntimeWarning: invalid value encountered in minimum\n",
" kt_prime = np.minimum(kt_prime, max_clearness_index)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1927: RuntimeWarning: invalid value encountered in maximum\n",
" dni = np.maximum(dni, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1929: RuntimeWarning: invalid value encountered in maximum\n",
" dhi = np.maximum(dhi, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1137: RuntimeWarning: invalid value encountered in maximum\n",
" F1 = np.maximum(F1, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1140: RuntimeWarning: invalid value encountered in maximum\n",
" F2 = np.maximum(F2, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1154: RuntimeWarning: invalid value encountered in maximum\n",
" sky_diffuse = np.maximum(dhi * (term1 + term2 + term3), 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:489: RuntimeWarning: invalid value encountered in maximum\n",
" poa_direct = np.maximum(dni * np.cos(np.radians(aoi)), 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1967: RuntimeWarning: invalid value encountered in maximum\n",
" poa_global_i = np.maximum(1.0, poa_global_i - coeff * diff)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1976: RuntimeWarning: 138 points failed to converge after 1 iterations. best_diff:\n",
"2016-06-06 06:40:00-07:00 51.264389\n",
"2016-06-06 06:45:00-07:00 48.683355\n",
"2016-06-06 06:50:00-07:00 56.431093\n",
"2016-06-06 06:55:00-07:00 64.251732\n",
"2016-06-06 07:00:00-07:00 54.146844\n",
"2016-06-06 07:05:00-07:00 45.037958\n",
"2016-06-06 07:10:00-07:00 41.470646\n",
"2016-06-06 07:15:00-07:00 35.587176\n",
"2016-06-06 07:20:00-07:00 33.789572\n",
"2016-06-06 07:25:00-07:00 35.629234\n",
"2016-06-06 07:30:00-07:00 35.006572\n",
"2016-06-06 07:35:00-07:00 34.598714\n",
"2016-06-06 07:40:00-07:00 34.339163\n",
"2016-06-06 07:45:00-07:00 34.184195\n",
"2016-06-06 07:50:00-07:00 34.104273\n",
"2016-06-06 07:55:00-07:00 34.078823\n",
"2016-06-06 08:00:00-07:00 34.093046\n",
"2016-06-06 08:05:00-07:00 34.135938\n",
"2016-06-06 08:10:00-07:00 34.199042\n",
"2016-06-06 08:15:00-07:00 31.346042\n",
"2016-06-06 08:20:00-07:00 31.503473\n",
"2016-06-06 08:25:00-07:00 31.668283\n",
"2016-06-06 08:30:00-07:00 31.836326\n",
"2016-06-06 08:35:00-07:00 32.003954\n",
"2016-06-06 08:40:00-07:00 32.167909\n",
"2016-06-06 08:45:00-07:00 32.325249\n",
"2016-06-06 08:50:00-07:00 32.473295\n",
"2016-06-06 08:55:00-07:00 32.609597\n",
"2016-06-06 09:00:00-07:00 32.731909\n",
"2016-06-06 09:05:00-07:00 32.838173\n",
" ... \n",
"2016-06-06 15:40:00-07:00 32.864202\n",
"2016-06-06 15:45:00-07:00 32.757924\n",
"2016-06-06 15:50:00-07:00 32.635689\n",
"2016-06-06 15:55:00-07:00 32.499566\n",
"2016-06-06 16:00:00-07:00 32.351815\n",
"2016-06-06 16:05:00-07:00 32.194901\n",
"2016-06-06 16:10:00-07:00 32.031522\n",
"2016-06-06 16:15:00-07:00 31.864642\n",
"2016-06-06 16:20:00-07:00 31.697546\n",
"2016-06-06 16:25:00-07:00 31.533915\n",
"2016-06-06 16:30:00-07:00 31.377939\n",
"2016-06-06 16:35:00-07:00 34.241202\n",
"2016-06-06 16:40:00-07:00 34.180258\n",
"2016-06-06 16:45:00-07:00 34.140031\n",
"2016-06-06 16:50:00-07:00 34.129123\n",
"2016-06-06 16:55:00-07:00 34.158747\n",
"2016-06-06 17:00:00-07:00 34.244004\n",
"2016-06-06 17:05:00-07:00 34.405914\n",
"2016-06-06 17:10:00-07:00 34.674688\n",
"2016-06-06 17:15:00-07:00 35.095071\n",
"2016-06-06 17:20:00-07:00 35.735139\n",
"2016-06-06 17:25:00-07:00 33.929293\n",
"2016-06-06 17:30:00-07:00 35.774740\n",
"2016-06-06 17:35:00-07:00 41.697377\n",
"2016-06-06 17:40:00-07:00 45.354409\n",
"2016-06-06 17:45:00-07:00 54.628055\n",
"2016-06-06 17:50:00-07:00 65.036722\n",
"2016-06-06 17:55:00-07:00 54.081214\n",
"2016-06-06 18:00:00-07:00 49.032690\n",
"2016-06-06 18:05:00-07:00 51.265525\n",
"Freq: 5T, Name: poa_global, Length: 138, dtype: float64\n",
" RuntimeWarning)\n"
]
}
],
"source": [
"best_ghi, best_dni, best_dhi, best_kt_prime, all_irrad, poa_global_i, kt, kt_prime, best_diff = pvlib.irradiance._gti_dirint_lt_90(\n",
" poa_global, aoi, aoi_lt_90, solar_zenith, solar_azimuth,\n",
" times, surface_tilt, surface_azimuth, pressure=pressure,\n",
" use_delta_kt_prime=True, temp_dew=temp_dew, albedo=.25,\n",
" model='perez', model_perez=model_perez,\n",
" max_iterations=1, debug=True)\n",
"\n",
"gti_dirint_out = pd.DataFrame(dict(zip(('ghi', 'dni', 'dhi'), (best_ghi, best_dni, best_dhi))))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"warnings about difference between gti_modeled and input poa_global, but that's to be expected.\n",
"\n",
"what does GHI look like?"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Month=6. GTI DIRINT ghi (solid) vs. Original ghi (dashed)')"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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YArmroaoMuoyEy6ZZw6deA9Ep0HmE1T80fN+k7VOi+fDaY3jgs+W8+MMGtu4p5bHxA4gMC/HTu1RqPy0USjXC7uJyJr06l1XZRTx54QDOGZBx4AileRCdbD3+9RnIXgKZQ2DoCRCbBsmdrGHuaijJhZWfwpznIboV9L8Qjr0Z4toAEB7q4sFz+tAxJYaHZqwkv3Qer0waSlS4FgvlX7qPQqkGyi+t4MKXZrNxVwkvXDqYk3q23j+wNA+++RssehtuWQTx6VC4HWJSISTs0E9aVQEbvoXf3oLVM2D0QzD8uoNG++i3LO78YDHDO6dosVBNQg+PVaqJFZdXcfmr89iQW8J/Lx/K8d1a7R+45AOYcZe1D2LoVRAaYfWPb1v/E4eGQ/dTrb+8DRBnT7P6C3CFQrdRAIwdmAnAnR8s5tq3FvDKpCGEheguRuUfTTKnich/RSRHRJZ59UsWka9FZK39P8nuLyLylIisE5ElIjLIa5pJ9vhrRWRSU2RT6khVVru5/q0FLN1WwDMXD9xfJNxumDYZpl0DqT3h+p/h9H/ub3pqrOTOEBYJxsCvz8Lb58OMu6G6ErCKxSPn9eWHNbncM3Upwd4aoIJHU62SvAacVqPfPcAsY0w3YJbdDTAG6Gb/TQaeB6uwAPcBRwPDgPs8xUUpJz3w6Qp+XLuLR87ry+jebfYPcLmspqUT/wSXfw6tezXNC4rApVNh+A0w90V47UwozgFgwtD23HZKN6YuzOLx/61tmtdTqh5NUiiMMT8AeTV6nwO8bj9+HTjXq/8bxjIbSBSRdOBU4GtjTJ4xZg/wNQcXH6X86vVfNvHm7M1cO6Iz44e0s3puWwjbf7Men/oQnPgHCGniVtzQCDjtERj3inXU1Cujrf0gwK0ju3HB4EyemrWWmct2NO3rKlULXzZyphljsgHs/549fxnAVq/xsux+h+qvlCMWbM7jwc9WcEqvNP5wak+r59a58MY58MUfrCYiX+t7Pkz6FHqdBVHWBraI8OC5feifmcCdHyxiXU6R73OoFs2JvWG1nZFk6uh/8BOITBaR+SIyPzc3t0nDKQWQV1LBTe/8RtvEKB6b0B+XS2Dzr/DmWIhpBee/ajUR+UPmEBj9oPV6eRtg11oiw0J4/tLBRIWHcO2bCyitqPJPFtUi+bJQ7LSblLD/59j9s4B2XuNlAtvr6H8QY8xLxpghxpghqampTR5ctWzGGG5/fxG7Syp47pJBxEeGwY5l8M546xyHy2dAggMbu8bAB5Pg9bNhzybaJkbx5IUD2bCrhAc/W+H/PKrF8GWh+ATwHLk0CZju1X+iffTTcKDAbpr6EhgtIkn2TuzRdj+l/OqtOVv4fk0ufzmjF30yEqyePz8B4bFw2cfWORJOEIFzn4fKUnhrHJTmcVzXVlz7uy68O3crM5ZmO5NLNXtNdXjsu8CvQA8RyRKRq4C/A6NEZC0wyu4GmAFsANYBLwM3ABhj8oAHgXn23wN2P6X8ZvPuEh7+fCUndGvFpcM77B9wzrNwxQxIbHfoif2hTR+46F3I3wIfTISqCu4c3Z3+7RL547Sl5BSVOZtPNUt6ZrZStmq34aKXZrNyRyFf3vY72sZHwI//giFXQUyK0/EOtPh9+GgyjPgDnPQn1ucWM+bJHxnZszXPXzrY6XQqCOjVY5U6DK/+vJG5m/K4/6zetE2Mgh/+Cd8+BCs/cTrawfpPgAteg2NvAaBLaiy3ndKNL5bt4AttglJNTAuFUsCmXSX888vVnNIrjfMGZcDGH+G7R6D/RTD4cqfj1a73WIiIhYoSyNvA5BM60ycjnr9MX05+aYXT6VQzooVCtXjGGO77ZDlhIS4eHtsH2bvHujRHShc449/+Owz2cH0wEd4aR2hVKf8Y15/80goe/Gyl06lUM6KFQrV4Xy7fwfdrcrljVHdax0fC/+63LgE+7hUIj3E6Xv2Ovx3yNsJXf+aotvFcN6ILUxdm8cv6XU4nU82EFgrVopVWVPHApyvo2SaOicfYRzmNvM9q/287wNFsDdbxeDjuFljwGqz+gptO7kpGYhQPfLqCqmq30+lUM6CFQrVoT81ax/aCMv52bh9Cy/OtGwrFpECvM52O1jgn/Rna9IXpNxFZWcC9Z/Ri1Y4i3p27xelkqhnQQqFarHU5xfznxw2cPziTIR2SYOpV1iU6gvGQ8dAIGPsitOoOZQWc1qcNx3RO4V9frWFPie7YVkdGC4VqsR6duYrIsBDuGdMTln4I67+BnmcG/s7rQ0nrDVd+AcmdEBHuO/soisureOzrNU4nU0FOC4VqkeZuzOPrFTu5/sQutJJimHkPZA617lAX7IpzYeaf6JkSxqVHt+ftOZtZtaPQ6VQqiGmhUC2OMYaHZ6wkLT6CK4/rBF/dC2UFcNaT4GoG96LOWQGzn4Xv/8Hto7oTExHKv75c7XQqFcS0UKgW54tlO1i0NZ87R/Ugyl0CWXPhuFutppvmoPMIGHAJ/PIUicUbuG5EF/63Mof5m/TSaerwaKFQLUpFlZt/zFxF97RYxg3OhMh4uP5X65pJzcmoByEsBr78E1ce25HWcRE8OnOV3mdbHRYtFKpFeW/eFjbtLuWPY3oRkv0blBdDaLh11FBzEpNi3aJ1/SyiNn/DLSO7MW/THr5dnVP/tErVoIVCtRhlldU8++06hnVM5sSOEdaNiD6+zulYvjP0Gjj2ZmjThwlD29EhJZp/zFyN261bFapxtFCoFuO9uVvYWVjObaO6IT8+Zl2m4/g7nI7lO6HhMPpvEN+WsBAXd47uwaodRXy6pNYbRyp1SFooVItQVlnNc9+t5+hOyRybVASzn4P+F0PGIKej+V7uanj3Is7sEkHPNnE8NWst1bpVoRpBC4VqEd6du4WconJuO6W7dY8JCYGR/+d0LP9wV8Oambh+eZybTu7K+twSvlim96xQDaeFQjV7nq2J4Z2TOaZjvNXkNPw65+597W9pR0G/CTD3ZcZ0gC6pMTzzzTrdV6EaTAuFavbembOF3KJybj+lO4SEwcTpcNK9TsfyrxF/AHcVIT/+i5tO7sqqHUV8tWKn06lUkNBCoZq1iio3L/2wgeGdkzk6fg8UZFkDQkKdDeZvyZ1g0CRY+DpntaugY0o0T3+zVs+rUA2ihUI1ax8v2saOwjKuP7ErfH4HvHIqVFc5HcsZv7sLRtxDaFwqN5zUleXbC/W8CtUgWihUs+V2G174fj1Hpcfzu9AVsPF7OOaGlrc14RGfDiPugog4xg7MIDMpime/Xe90KhUEtFCoZuvrlTvZkFvCdSd2Qb5/FOLSYUgzuDrskVr5KWHfPcTVx3diweY9LNis14BSddNCoZolYwzPf7ee9snRnB6/ATb/bF34LyzS6WjOy5oPP/6bCZ3LSYgK48XvNzidSAU4nxcKEbldRJaLyDIReVdEIkWkk4jMEZG1IvK+iITb40bY3evs4R19nU81T3M25rFoaz7X/K4zodmLILaNtTNXwTE3QmgEUXOe5rLhHewtr2KnU6kA5tNCISIZwC3AEGNMHyAEuBB4FHjcGNMN2AN42gOuAvYYY7oCj9vjKdVoL3y/nlax4VwwOBOOvQluWQjh0U7HCgyxra2iueQ9rugTQliIi5d/3Oh0KhXA/NH0FApEiUgoEA1kAycDU+zhrwPn2o/Psbuxh48UCdb7UiqnrMsp4rvVuUw8piORxfbhsOExzoYKNMfdAggpi55n3KAMpi7MIreo3OlUKkD5tFAYY7YB/wK2YBWIAmABkG+M8RyjmAVk2I8zgK32tFX2+Cm+zKian//+vInwUBcTO5fAk/1h8XtORwo8CZkw4m5oN5yrT+hMZbWbN37d5HQqFaB83fSUhLWV0AloC8QAY2oZ1XPWT21bDwedESQik0VkvojMz83Nbaq4qhnYU1LBtIVZnDcwg8SFz1hbEt1GOx0rMI24G/pdQJfUWE7plcZbszdTVlntdCoVgHzd9HQKsNEYk2uMqQSmAccCiXZTFEAm4LnucRbQDsAengAcdOyeMeYlY8wQY8yQ1NRUH78FFUzenbeFsko31/QLh2XTYPDlEJ3sdKzAVV4Es5/n6iEp7Cmt5JPFeglydTBfF4otwHARibb3NYwEVgDfAufb40wCptuPP7G7sYd/Y/QaA6qBKqvdvPHLZo7v2oouG960eh7djG9M1BR2r4OZ9zAs/zO6p8Xy+i+b9LIe6iC+3kcxB2un9EJgqf16LwF/AO4QkXVY+yBesSd5BUix+98B3OPLfKp5mbE0mx2FZVx1bCYsmwq9x0JiO6djBba2A6HD8cjsF5h0dAbLtxeyYPMep1OpAOPzaxkYY+4D7qvRewMwrJZxy4ALfJ1JNU///XkTnVvFMKJnW+j0K1SUOh0pOBx7E7x7IeMiF/D3yERe+2UTQzpqc53aT8/MVs3C4q35LN6az6Rj2uMSICoJEjLqnU4B3U6FlG5EznuO8YMzmblsBzsLy5xOpQKIFgrVLLw1ezPR4SGMj5oLL42Aoh1ORwoeLpd1tnZ4LJMGJ1FtDG/P3ux0KhVAtFCooFdgH61zTv+2RM1/wWpyimntdKzgMvhyuOJz2rdty8k9WvPO3C2UV+mhssqihUIFvQ8XbKW8ys01nXfD9t+s25y6dNZuFM8FEIp2cvWgOHYVVzBjqd5XW1n016SCmttteHvOFga1T6TzhncgIh76Xeh0rOBUVgBP9md49lt0To3htV+0+UlZtFCooPbL+t1s3FXC1QNjYPlHMOBiiIh1OlZwikyA7qOR397kymFpLN6az9KsAqdTqQCghUIFtTdnbyIpOoyTB3SDs56AYZOdjhTchk2GsnzOC59DZJiLd+dtcTqRCgBaKFTQyi7Yy/9W5jB+aDsio2Jg4KWQ0sXpWMGtw3GQ2ovo317hzL7pTP9tGyXlLfQe42ofLRQqaL07dytuY7iqzSb49Tmo0stkHzERGHYN7FzG5T0qKamo1us/KS0UKjhVVrt5b+4WRnRPpfXiZ2H2c+Dy+YUGWob+F8Iti+jdbwg928Tx7lxtfmrptFCooPTtqhxyisqZ3LMSNv0IQ64EV4jTsZqH8BhI6oCIcNHQdizJKmDZNt2p3ZJpoVBBacqCLFrFRjB89zQIiYBBE52O1LxUVcDb45lQPoXIMBfv6FZFi6aFQgWd3cXlfLMqhwv7J+Ja8h70GQcxrZyO1byEhkN1BZGLXuXsvq11p3YLp4VCBZ3pi7ZT5Tac1z0CMgbB0KucjtQ8Db0KCrcxOX0DJRXVfKo7tVssLRQq6ExZkEW/zAQ69+gLkz6FzCFOR2qeup8GMa3psnUKPdJ0p3ZLpoVCBZXl2wtYkV3IZb3D9AqxvhYSBgMvQdZ+xdX9I1isO7VbLC0UKqhMXbCN8BAXZxW+B08P1psT+dqgiXDyXxg9oDPhoS6mLMhyOpFygBYKFTQqqtx8vGgbY3rGE7liKvQ4HcKjnY7VvCV3hhPuICE5ldFHpfHxom16+fEWSAuFChrfrs4hr6SCa1stg/ICPSTWX6oqYOkUruiUT35pJbNW5jidSPmZFgoVNDznTvTK/sha0+14vNORWgbjhhm/Z2DWm6QnRPLh/K1OJ1J+poVCBYVdxeV8uyqHiX3CkK1zrK0Jz812lG+FRUK/C3Gt+oxL+sbw/Zpcvad2C6OFQgUFz7kTpw4fBLcttW7dqfxn0ESoruCiiF9wG5i6UHdqtyRaKFRQ8Jw70aNNHCRkQlSS05FalrSjIHMoKavfY2iHRKbMz8IY43Qq5SdaKFTAW769gJXZhdyeuRreGgfFuU5HapkGTQIRLu0bzYZdJSzcssfpRMpPfF4oRCRRRKaIyCoRWSkix4hIsoh8LSJr7f9J9rgiIk+JyDoRWSIig3ydTwW+KQuyCA9xcVzRTNi5HKKTnY7UMg24GG6YzcihfYkKC+HD+dr81FL4Y4viSWCmMaYn0B9YCdwDzDLGdANm2d0AY4Bu9t9k4Hk/5FMBrKLKzfRF2zm3exjhG2ZBv/F6OXGnuEJAhFip4KzeKXy2JJvSCr1QYEvg00IhIvHA74BXAIwxFcaYfOAc4HV7tNeBc+3H5wBvGMtsIFFE0n2ZUQU2z7kTVycuAFMN/S92OlLLtmst/Ks716TlLOeoAAAgAElEQVQuo7i8ipnL9DIqLYGvtyg6A7nAqyLym4j8R0RigDRjTDaA/b+1PX4G4H2QdpbdT7VQnnMnum3/FNoOhNY9nY7UsiV3gagkum7/hPbJ0dr81EL4ulCEAoOA540xA4ES9jcz1aa2A+MPOrRCRCaLyHwRmZ+bqzs2myvPuRPjBrZB+o6DY292OpJyuaD/hciG75jUJ5xfN+xma55eb6u583WhyAKyjDFz7O4pWIVjp6dJyf6f4zV+O6/pM4GDLoJvjHnJGDPEGDMkNTXVZ+GVs/bdd2JwBzj+dusGRcp5/S8E4+b8sJ8RQS8U2AL4tFAYY3YAW0Wkh91rJLAC+ASYZPebBEy3H38CTLSPfhoOFHiaqFTLM2VBFgMyYumx6yu9SmwgSekC7Y8hYfUUju2czLTfsnC79ZyK5swfRz3dDLwtIkuAAcDDwN+BUSKyFhhldwPMADYA64CXgRv8kE8FIM+5Ezd32AxTroT13zgdSXkb9QCc9xLjBmWyNW8v8zblOZ1I+VCor1/AGLMIqO0WZCNrGdcAN/o6kwp8nnMnTij5H0QlQ7fRTkdS3toNA+C0VlX8Zfpypi7M4ujOKQ6HUr6iZ2argOM5d+KsHlGEr5sJfS+A0HCnY6madq4g+qu7OKt3Cp/rORXNmhYKFXA8505ck7wYqsthwEVOR1K1KcqG+f/lytarKKmo5svlek5Fc6WFQgUcz7kT3cuXQWpPSB/gdCRVm84nQlw63bI/JzMpiqkLtjmdSPmIFgoVUDznTpw3KAPXeS/B5TP0vhOByhUCfcYh6/7HxX3j+Hn9Lrbn73U6lfIBLRQqoHjOnRg3MMMqEDG6gzSg9b0A3JVMiFmAMfDRb7pV0RxpoVABZcqCLPplxNNj+hnwyzNOx1H1Se8PHY4nJdLF0I5JTF2o96lojrRQqIDhOXfi2m4FsGMJRCY4HUnVRwSu+ByOnsy4QZlsyC1h0dZ8p1OpJqaFQgUMz7kTI6t+AlcY9DrT6UiqodxuzugEkWEuvU1qM6SFQgUEz7kTo3q1InLNJ9D1FL3daTD5cCJxH07g1N5t+HRxNuVV1U4nUk1IC4UKCJ5zJ67skAOF2/QCgMGm0wjIWcHETsUU7K1k1sqc+qdRQUMLhQoInnMn+vfsAcNvhB6nOR1JNUbvsSAhDCz4mjbxkXpF2WZGC4VynPe5E6GpXeG0hyEizulYqjFiWkHXkbiWTeXcAel8vyaX3KJyp1OpJqKFQjnOc+7ExZ1KYNNP4HY7HUkdjr7joTCLS9OzqHYbpi/ScyqaCy0UynFTFmTRPzOBjmteg3cutK7vpIJPz9PhovfJ7Hsi/TMTtPmpGdFCoRzlOXdi/MA0WPkJ9DwDwqKcjqUOR3iMtW8pNJzzB2eyakcRy7cXOJ1KNQEtFMpRnnMnzolbDWUFerRTsCsvhlkPMjZxHeEhLr1QYDOhhUI5Zt+5E0elEbt2OkQmWlckVcErNBIWvk7s0jcZ2as10xdto7Ja9zkFOy0UyjGecyfOH9QWts6Bo87WGxQFu5BQ61DZNTMZ3zeR3SUVfL861+lU6ghpoVCOmbIgi9S4CE7o3hpuXgCn/NXpSKop9D4Pqso4wcwnJSZcL+nRDGihUI7wnDsxdmAGoSEuCAmD6GSnY6mm0O5oiM8gdMVHnDMgg1krc9hTUuF0KnUEtFAoR0xbmEWV2zChXyI8ezSsmuF0JNVUXC7ofxFExDJuUFsqqt18umS706nUEQh1OoBqeYwxvDdvK4M7JNEl70fIXaVbE83NyL8A0BvolR7P1AVZTDymo6OR1OHTLQrldws272FDbgkThraDZVMhPhMyhzkdS/lC0Q7GDcpgcVYB63KKnE6jDpMWCuV3783bSkx4CGd0jYR1s6DPWKu5QjUvs1+Ax47i3O4RhLiEKXpORdDyy69TREJE5DcR+czu7iQic0RkrYi8LyLhdv8Iu3udPbyjP/Ip/ykqq+TzJdmcPaAtMRu+AHelnmTXXHU8Dkw1rbbM5MTuqXz0m3UNKBV8/LUadyuw0qv7UeBxY0w3YA9wld3/KmCPMaYr8Lg9nmpGPl2czd7KasYPaQetusOwayF9gNOxlC+k9bG+42XTuGBIJjsLy/lutd6nIhj5vFCISCZwBvAfu1uAk4Ep9iivA+faj8+xu7GHj7THV83E+/O20CMtjgHtEqH9cDj9H9Z9l1XzI2JtLW7+mZGZbtLiI3hz9manU6nD4I8tiieAuwHPefwpQL4xpsruzgIy7McZwFYAe3iBPb5qBlZsL2RxVgHjh7ZDti2EXWudjqR8rfd5gCFs1adcNKw936/JZfPuEqdTqUbyaaEQkTOBHGPMAu/etYxqGjDM+3kni8h8EZmfm6uXBwgWr/68kaiwEMYNyoCv/gzvX+Z0JOVrqd3hgteg33guGtYelwjvzNnidCrVSL7eojgOOFtENgHvYTU5PQEkiojnHI5MwHM2ThbQDsAengDk1XxSY8xLxpghxpghqampvn0HqknkFpUzfdF2xg3OILEyB7b8Cn11J3aL0HssRCeTFh/Jqb3TeH/+Vsoqq51OpRrBp4XCGPNHY0ymMaYjcCHwjTHmEuBb4Hx7tEnAdPvxJ3Y39vBvjDF6mEQz8NbszVRUu7niuE6w/COrZ+/znA2l/MMYmPsyLJvKZcM7kl9ayUe/6aGywcSpg9f/ANwhIuuw9kG8Yvd/BUix+98B3ONQPtWEyiqreXvOZk7u2ZouqbHWSXbpAyCli9PRlD+IwKJ34OenGN45mb4ZCbz8wwbceqhs0PBboTDGfGeMOdN+vMEYM8wY09UYc4ExptzuX2Z3d7WHb/BXPuU7Uxdmsau4gquO7wTFObBzuZ470dL0GQfZi5C8DVw7ojMbdpXw+dJsp1OpBtLTYZVPlVVW89SstQzukMSxXVIgtjX8fi0MnlT/xKr56G0fAb9sGmP6pNMjLY7Hvl6jNzUKEloolE898806dhaWc/epPdh3SkxUIkQmOBtM+VdCJrQ/BpZPI8Ql3HVqDzbuKuGlH7TRIBhooVA+M2NpNs99t47zB2dydOcUyFkF/zkFdix1OppyQp9x1gpCWSEje7XmjL7pPP71GqYsyNL9FQFOLzOufOL9eVv4w9SlHJUez31nHWX1XDYVti2AmNbOhlPOGHo1DLsGsE6YenhsX7L2lPL7DxcjwLjBmY7GU4emWxTKJ35Ys4uMxCim33QccZFh1iGSy6ZCxxMgLs3peMoJnqbHvflgDAnRYXx0w3EkRocxf/MeZ7OpOmmhUD6xIruQvhkJhIXYs1j2Yshbr0c7tXRr/wf/7Ao7lgDgcgndW8exdqfeqyKQaaFQTa6kvIpNu0volR6/v+eyqeAKhV5nORdMOS9jEGBg2bR9vbqlxbJmZxF6bm3g0kKhmtyqHUUYA0e19SoUbQfAcbfqLU9buuhk6HySVSjswtCtdSyFZVXkFpU7HE4dihYK1eRWZBcCNQpFn3Ew8v8cSqQCSp9xULAFsuYD0D0tDoA1O4udTKXqoIVCNbn1OcXERoTSNiHS6rFlNpTsdjaUChw9T4eQcFhuNT9121codD9FoNLDY1WTyyupICU23DrBzl1tXU68/XCY8KbT0VQgiEyAsS9azZFAq9hwwkNd7CwscziYOhQtFKrJ7SmtIDE63OrY9BOU5OjRTupAffZfOVhESIoOI7+00sFAqi7a9KSaXH5pJYlRYVbHsqkQHgvdRjsbSgWe1V/AAuvOx0nR4ewprXA4kDoULRSqyeXvrSApOgyqKmDlJ9DjdAiPdjqWCjRL3odZD0B1FQlRukURyLRQqCaXX1JpNT1tmw9792izk6pd7/OgdBds+kG3KAKcFgrVpCqr3RSVV5EYHQYdjoVbF0OXk52OpQJRt1EQHgfLppEUE0b+Xt2iCFRaKFSTKrB/7EmendlJHSE03LlAKnCFRVmHyq78hORIIb+0Qs/ODlBaKFSTyrebD3oU/gzvXQLFuQ4nUgGtzziITiFTdlFZbSipqHY6kaqFFgrVpDw7JDtv/8w60S4qyeFEKqB1HQU3LySkVVdg/4qGCixaKFST2lNaSTRltNr2jXX7yxA9VUfVweUCEZIiDaFU6ZFPAUoLhWpSe0orOMW1EFd1mR7tpBomdzUnfXo8I10L9cinAKWFQjWpgtJKzgr5FXdcOrQb7nQcFQySu4ArlLNCZusWRYDSQqGa1J7SCpaYrsjwG6xmBaXqExJKZY+zGelaSHFhvtNpVC30l6ya1J7SSt6JuAA57hano6ggEtZ/HFFSQWLWN05HUbXwaaEQkXYi8q2IrBSR5SJyq90/WUS+FpG19v8ku7+IyFMisk5ElojIIF/mU00veddC0qLF6RgqyIR2PI6dJomOO750Ooqqha+3KKqAO40xvYDhwI0ichRwDzDLGNMNmGV3A4wButl/k4HnfZxPNaXiHO7cfhtXmmn1j6uUN5eLpyMn80XCBKeTqFr4tFAYY7KNMQvtx0XASiADOAd43R7tdeBc+/E5wBvGMhtIFJF0X2ZUTWj5R7hwsyp5pNNJVBBakTCChe5uTsdQtfDbPgoR6QgMBOYAacaYbLCKCdDaHi0D2Oo1WZbdTwWDpVNYQ3vKk3s4nUQFoeSYCJLyl8Hcl52OomrwS6EQkVhgKnCbMaawrlFr6XfQxV9EZLKIzBeR+bm5eomIgLBnE2TN5aPKY0mJ1Ws7qcZrFRvO0NIfYOY9UJrndBzlxeeFQkTCsIrE28bsa7ze6WlSsv/n2P2zgHZek2cC22s+pzHmJWPMEGPMkNTUVN+FVw23+gsAPnUfQ0qMFgrVeMkx4UwpHwbuKus+Jipg+PqoJwFeAVYaYx7zGvQJMMl+PAmY7tV/on3003CgwNNEpQLc0dex4fyvyDKppMRGOJ1GBaGU2AiWVHegOqmzdWdEFTB8vUVxHHAZcLKILLL/Tgf+DowSkbXAKLsbYAawAVgHvAzc4ON8qqmIkB3ZBbDWDJVqLGtLVCjocrZ1r/WinU5HUjafXrHNGPMTte93ADjo0BhjXYz+Rl9mUj7w85NQkMWu9FsBq61Zqcby7Nva1nYMycteg9yVEJfmbCgF+LhQqBbAGJj3CqR0IS/Buk5Pcow2PanG82yJZoV1oO9d6yAkzOFEykMv4aGOTNZ8yN8MfS8gr6QCl0BilP7AVeO1svdt7S6psIqEMVBV7nAqBVoo1JFaNgVCIqDnmewqriA5JhyXSy/hoRrPc/vc3cUVULkXnhkKPz3ucCoFWijUkaiuhGXToPtoiIxnd3E5KdrspA5TeKiL+MhQdpeUW/fTjmsDi9+ztiyUo7RQqMNXUQw9z4DBlwOws7CMtIRIZzOpoNY6PpKdhWVWR/8LYc9GyJrnbCilhUIdgagkOOsJ6HoKANkFZbSJ1y0KdfjSEyLZUWAXil5nQ2iUtVWhHKWFQh2evfmwdd6+ZoHKaje5xeW0SYhyOJgKZukJkWz3FIrIeGuLdfk0qNJbpDpJC4U6PEs/hFdOgZwVAOQWlWMMtInXpid1+NITothVXE5FldvqccyNcOYTIHqAhJO0UKjDs/hdSOsDab0B2GG3K6frPgp1BNITIjGG/fspMgZB73P1nAqHaaFQjZe7GrYtgP4X7evlaVdO0y0KdQTSE62my2xP8xNAcS589yiU7HIoldJCoRpv0TsgIdBv/L5enkKhWxTqSLS155/sgr37e5bugu8e1p3aDtJCoRpv3SzrSKfY1vt67SgsIzzURWK0NhGow9dmX6Hw2qJo3Qsyh8HCN/ScCodooVCNd/X/4MzHDuiVXVBGekIkojsd1RGIiwwjLiKU7Py9Bw4YNBF2rYatc50J1sJpoVCNYwyERUJC5r5eeSUV/LJuF51bxTgYTDUXnVvHMmtVDsXlVft79h4L4bHWVoXyOy0UquH2bIKnB8PmXw/off8nyyksq+Tu03o6k0s1K/ee0Ytt+Xt56POV+3tGxFr7xNyVzgVrwfQy46rhFrxmXVIhcf/daj/+bRufLN7OnaO60ys93rlsqtkY2jGZyb/rzIvfb2D0UWmc1NPeF3b6v8Gl67ZO0E9dNUxVOSx8E7qP2dfstDWvlHs/XsbQjknccFJXhwOq5uSOUd3pkRbH3VOXsKfEPivbUyR2rwd3tXPhWiAtFKphlnxgHaY49EoAqqrd3Preb4jA4xMGEKKXFldNKCI0hMcm9Ce/tII/fbQU4znaafMv8PQgWDPT2YAtjBYKVT+327rdaVpf6GLdwfbpb9axcEs+D43tS2ZStMMBVXPUu20Cd47uwRfLdvDGr5utnpnDIKEdzH7e2XAtjBYK1TCjHoDRD4IIP6zJ5elv1nLeoAzO7t/W6WSqGZt8QmdG9mzN3z5fwaKt+RASCkOvhk0/WlcHUH6hhULVz+WCnqdDl5PYvLuEm9/9je5pcfzt3D5OJ1PNnMsl/Ht8f1rHRXLj2wvJLSqHIVdCVDJ885DT8VoMLRSqbpt+glkPQlkhRWWVXPumtRb30mVDiA7Xg+aU7yVGh/PiZYPJK6ngmjfmUxYSA8ffBlt+hfytTsdrEbRQqENzu2HmH2HJ+5QbF9e+uYB1OcU8c/FA2qfofgnlP30yEnh8wgAWZ+Xz+w8X4x5yNdyy6IBDtZXv6CqhOrTf3oAdS6g+5wXumLaGX9bv5vEJ/TmhW2qto5eUlLBmzRo/h1TNTa9evYiMPPjikqf1acM9p/XkkS9WER0ewt/P64fLGCjYContHUjacgRkoRCR04AngRDgP8aYvzscqeUpyIKv/kJ1++O5bnFnvl6Vzb1n9GLswMxDTjJx4kSmTZvmx5CqObrmmmt46aWXah127YgulFRU89SstQjCI9Fv4Vr+Edw4B6KT/Zy05RATYFdjFJEQYA0wCsgC5gEXGWNW1Db+kCFDzPz58/2YsIV47Uzc2xZyQ9xTfJkdxQNn9+ayYzoecvSioiJSU1M5++yzueSSS/yXUzUrL7zwAnPnzmXHjh2EhdV+JWJjDI9/vYanvlnHxE4F/DXnViRzGFw2DUL1nu0NJSILjDFDGjJuIG5RDAPWGWM2AIjIe8A5QK2FQjUhY8grKGDetjJWRlzD0vLV/FwWw/OXDOS0Pm3qnPSLL76gvLycm2++mRNOOMFPgVVzY4xh5syZ/PDDD4wcObLWcUSEO0b3oHV8JH/9dDnlYdfx6OanKHx+FGFnP0FUh0F+Tt38BeIWxfnAacaYq+3uy4CjjTE31Tb+4W5RvD/je6696Exi2HvQsN0k4sZFDKVEU3bQ8F0kYYBYSomi/IBhBmEXiQDEUUpkjeFuhN328HhKiODAm8ZX42I3CQAkUkw4B14ErYoQ8rCuqZREEWFUHTC8klD2mDgAkqWQUA681EEFYeSbWABSpIAQ3PuGCYYyE04+sQgQGRZCXGRog866LigoICoqiu3btxMSElLv+ErVprS0lNTUVMLCwoiLi6t3/Cq3oaisCqncS4IUU42LXSQiCEkU1Dr/F4r1vEkm/4D5H6CccIrE+n0km3xcNYaXEUGxWFdJTjF7EA5cfu4lghKJAQytzJ6D8u4lkhKJRnCTYvIPGl5CFHslChdukmsdHs1eiSTEVJNAEe1PuIA5n71dz6dUu2DfoqhtqXTAtyEik4HJAO3bH95OrPTWyfTt14+kyh0HDdsafRRuCSWxYgcJlTkHDd8S0xfERVL5NuIrD7w9oxFhS0w/BEgp30pMVV6N4SFsjbHOP0gt20xUVYH1nuzhVRLG9pijrOF71xNVXXzA9JWuSHbE9ACgdelaItylBwyvcMWQE90VBNJKVhPmPrDQlYfEsSu6MwBtSlYS6t5fqNwSSkV4EuGtu5AUHd7oy3KMGTNGi4Q6ItHR0Tz33HP88MMPjZqu2m3IzS+ivCCHPaGtqKo2pO9dQ7i7DO/FR1lILDsirPk/c+9KQs2BK2qlIQnkRHQEoP3e5bjMgStixaFJ7Aq3ljkdSpciNQpJUWgrdodnAIaOpUsOylkQ1po9Yem4qKJ96fKDhu8Ja0NBWBohpoJ2e1ceNDwvvC2FoamEmTLalG2gbb9+9X42TSEQtyiOAe43xpxqd/8RwBjzSG3j6z4KpZRqvMZsUQTieRTzgG4i0klEwoELgU8czqSUUi1WwDU9GWOqROQm4Eusw2P/a4w5eBtNKaWUXwRcoQAwxswAZjidQymlVGA2PSmllAogWiiUUkrVSQuFUkqpOmmhUEopVaeAO4+isUQkF7Dvk0grYFcdoztFczWO5moczdU4msvSwRhT+6Wgawj6QuFNROY39AQSf9JcjaO5GkdzNY7majxtelJKKVUnLRRKKaXq1NwKRe13O3Ge5moczdU4mqtxNFcjNat9FEoppZpec9uiUEop1cSCqlCISIrTGWojYt/JJMCISAcRSXQ6R00i0qBD8pRFRDo4naE2ItJbRO5xOkdtRCTJ6Qy1CdRlWH2ColCISKyI/Bv4RET+KCLDnc4E+3I9DrwlIpcGyg/azvUY8DnQ1uk8Hl7f40wReUhEjnM6E+zL9ZyInOp0lppE5Hhgo4ic5nQWD6/v8TNggoh0cTqTh4hEi8izWPPYzSIy0O7v6LIuUJdhDRXwhUJEBgOf2p3XA/HAeOcSWewf8I/AXuC/wAnARY6GAkRkKPAzkAwMNMYExL3GRSQUeBbrisUTsW47VvtNkf1IRNoCL2PNUxcH4NZOPJAHXC8ijbvloA+IyGjge6AcuBRYBRQ6GupAdwApwCQgEngRwBjjrmsiXwrUZVhjBGyhEBHPPTV3ADcaY+40xiwBwoGFDuYKsx/uAZ4zxvzJGPMpsAhrBsWJH7RXrnJgPfC4MaZSRAaISEd7Qe13Xq+bBnQyxtxq318kGjj4Xo/+Vwo8AbQDkoDTvOY9R4iIy2seMlgL5HjgNnu4kwVjHXChPd//DPTBLvhO5fJsLdjzWhjwjjFmlTHmn8BOe+va71sVgboMOxwBVyhEpJuIvAj8WUQ6G2O2GWNWiEiCiDyJVYlH200FaX7M1VNEXgX+KiId7IXda14Lwm1ABwDjx0PJasm1BPgWuF1EvgOeBh4H/uHP9lGvXA/YubYBZSLyuojMAc4EzhaRj0Uk3Y+5uonI3Z5uY0w+sMQYsxd4HZiA/T36k3euGmu/A4FOwA3A1SIyzO72ey7bRmPMWvvukwBvAb3Bv/O9V7YXgXvtZUUV1sra0V6jXQ9MFJFMf21VBOoy7EgEVKEQkduB6cAKoDXwkIh4fhSFwMfGmHbAtUAl8Fc/5UoBXgWWYd117wERGW+MqbRnToABgF/vxFdLrodE5AzgFUCwPq8TsD6nEOAqh3I9bDdZnAq8BqwyxnQHrsa6Ttf/+SnXxcA3wF0iMtnuF2IXCYwxU4F84EKvLTRHcrH/pmJrgcXGmJVYn+VsrLV4p3K5AIwxFXZ3mKefP9fYa1lW/F2sAzeexGqmS7FzZmEVs2scyhUQy7AjFWh3uMsDrjDGzLF/qLOwmgQ22msr3wIYY/aKyEKgvZ9y9QRKjTH/tn8MFwMjRWSVvQYPkA5MAxCRkcAyY8xOB3KNBVYDVxtjKgGMMYtEpAjY7eM8deU6H6soxAEVdq5yEfkJPy34gCystuu9wLMi8pYxptRuMhF7jfMJrB/vVHvtfa4xZrUTuexh3YH7RaQSWAxEAAt8nKfOXPZ3auzf5I9YKyZ/9vN+gNqWFYOMMd+IyFTgefbvB1iDtVBGRMTHWz6Bugw7Io5vUdRo15wOzBWRCHshtw6rbbbmNAOAyVht8b7K5f3ZLAQiRGSw/WP4GetHdK49rmAdXdRDRGZg7az1yY+mAbk2Axd5ioQ9TT/gJCDbF5kamGsb1uf1C3C6iJwqIkOwdj5u80cuY8wPwI/GmF+BpcD99iCXZyFnjJmP9d3Nx1oLrcQHGpgLrCOLlgLXG2MmAO8Dt/giUyNyeS9slwLLxA9H8dSYx2pbVsTZw24A2ojI/4nIeKzvsQx80zzWgFyOLMOalDHG739YOzZPaMB4C4H+Xt2tgbeBecAEH+RKB26opX888Cfgb179zgH+CSRgrfW5ge+wdvQFQq4krPbaD4G5AZDrXODf9uMr7e/xN39+jzXG6YO1kOvr1S8EuBDYilVsHc+FVcS8h7sCIZdX/85YRxZlNnWuhmazx6u5rOiFtTX0FXBJAOXy6TLMV3/+f0G4F6vt+pA/RKz29aOAGV7dPezHp/so191Ym6gPALG1DD8FaxP7DLu7u/1lR9jdtwdYrki7e3wA5ZrvlSvaiVw1xn0AeMV+fLQ9n2UEYK4Qr2ESQLnCfPFZNSZbLcsKF1bTZ5MX1CPM5fNlmE+/C7+9kLWG+45dJOLrGM9z/alj2N/OuARrc7tJfyRer5kKfACk1jLMZf9PwGpSWojV5ng+8BGQ5sPP7EhytQ7QXK0cynXQvIO1I3YXUIy1XyI0AHPd56sF8hHmut/uduI3KTX+11xW3IhXcQ2gXD5bhvn6z+c7s0Uk3hhTiNVG+BOw2RhTKCLdsQ5DXGaMyfbsZDL2JwyMwToyIBm4yVjtpb7IBdZO/XRjTK7dbj4MWGGM+c7sb7suAN4Q6+zrh7GOcppsmniHdRPmygnQXE16B69G5DJe0wjW3cReATZibQ3+pLmcy3U42QJwWeHXXH7lqwqEtQXxMvAF1rHprYAM4Cmso3LmAv/BOoJjhD1NCPur8SjgKh/nusDOlAk8h/Wl/grcBWzCauMMtadzeT1HkzebaC7/5PKaPhw4TXM5m+sI57FAXVb4NJcTf757YmsH1wtYR9s8Drxu9z8HuN9rvBuARX57wwfnetXu/zrwJfA7u/ssrKN1fNIcobmcy4UPN/81l85jzfHPVx9wHNb1j9rb3clYF6i7we72ngm7AG8CMX744mvL9QXWJRJ6Ya0hnO81/rdAF82luTRXy8oWqLmc+vPJeRTGmK4bTjYAAAL7SURBVCKs/Q/j7O484B/AVXZ7XxWAfcbi00CWMabEF1kakOtRrGvorOf/2zt71qiCKAw/B1HEr17Ej4CiWIhYBYyNSZCQRvwoFhtBG2tTKPgLxMZCFAsRsUhn0gs26QRLsQmkUf+AgkTkWJwJuVjc3bvrJefuvg8M2bm5Gx5mA2fnzpkz8Aa4bGZLZrYKfCtNXvKS1wS5ZfXaMUaMuvuI53B7Ktd2lZ8zREmL/aW/l8gA6JX+fUqGQgvfBpp6vQSulv5ZYvH1nrzkJa/xdsvqla0NPaMws7tEieFp4EDlV14ymNaI1MgnAO7+C/hDpNdBbP2fdvdnwzr8R69N4GfpfybKETyXl7zkNb5uWb1SMmQUPkqUFjjzz3WrvD5G7NDdAG4Di0SG03xbUW9Er1l5yUtek+GW1StrazKw1QXoc8Cr8voUsaFkqvSPAMvAaunPAkvE4s/1Fj5weclLXkm8Mrtl9epCG2hwianXU8psALhIpIddIspFvCAeJfWIDSiPWheXl7zklcYrs1tWry61fgNsxOaSt8At4D1l4YbIG/7AdvGyOaKianWjVVvb6OUlL3kl8crsltWra63fIB8iykIfLP0rZdDngQtEzZfTlfuXgeNbH1CL/5Tykpe8knhldsvq1bVWm/XkUd9kg1jIgYjAH4Fr7v6JyCW+Y2aLZvaamOJ9Le/1ur89CvKSl7zyeGV2y+rVNQZJj30HnDezw+7+gzhl67eZnQQeEEcl9oB1d7/h20eDto285CWvPF6Z3bJ6dYd+Uw7igI7HwMPKtTVgptJvtS69vOQlr9xemd2yenWp9Z1RuPt3YAVYMLObZnaCKBm+WbmnleMi5SUveXXDK7NbVq9O0SAqLxBFsr4QtdV3PMrJS17yyuWV2S2rVxfaVt30gTCz3RFbcj3Dk1cz5NUMeTUnq1tWr+w0ChRCCCEmj1bKjAshhBgfFCiEEELUokAhhBCiFgUKIYQQtShQCCGEqEWBQgghRC0KFEIIIWpRoBBCCFHLX94WiYW56ajTAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"gti_dirint_out.plot(ax=ax, color=color)\n",
"cs.plot(ax=ax, ls='--', color=color)\n",
"ax.set_ylabel('Irradiance (W/m^2)')\n",
"ax.set_title('GTI DIRINT irrad (solid) vs. Original irrad (dashed)')\n",
"\n",
"fig, ax = plt.subplots()\n",
"gti_dirint_out['ghi'].plot(ax=ax)\n",
"cs.loc[gti_dirint_out.index]['ghi'].plot(ax=ax, ls='--')\n",
"(aoi_lt_90 * 20).loc[gti_dirint_out.index].plot(color='k')\n",
"ax.set_title('Month={}. GTI DIRINT ghi (solid) vs. Original ghi (dashed)'.format(month))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"worse for AOI < 80 but better for AOI > 80. how does kt look?"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x122483940>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"best_kt_prime.plot(label='best_kt_prime')\n",
"kt.plot(label='last kt')\n",
"(aoi_lt_90 * .20).loc[gti_dirint_out.index].plot(color='k', label='aoi < 90')\n",
"plt.ylabel('clearness index')\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"kt looks clear."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"plot the dataframe with POA components"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1225139e8>"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"all_irrad.plot()\n",
"(aoi_lt_90 * 20).loc[gti_dirint_out.index].plot(color='k')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now look at GTI_measured (poa_global input), GTI_model (within the algorithm), and their difference (the convergence criteria)."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x1227e1860>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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gLo0xffp0pk2btsuCd5MmTWLz5tpYN6g4/FDCPbcYsoEYoYJ2JdUkr8UQ7WZ1XXh/E6e8Fgar+TLz2RizEFjo/fxP4IhK3v83vvGNnctNV0pzczM33nhjr9e7/fbbGT58OMlkksMPP5wTTzyRSy65hKVLlzJs2DA+9rGP8dvf/rak1VQHg2R7K3WAhHreZyEfjBFJaYuhFplsOznjEA53PzIt4rUYjA5AsJoNLYaactNNNzFz5kxmz57N6tWr+fnPf84xxxxDU1MTwWCQM888s8vlMQa7jDdUsadZr+Cuxx/RRdRqkmQTpIh0u60nQMyb/W50kqPVanKtpL58sh8ICxcu5LHHHmPx4sXE43GOOeYYZs6cOWB7LNsk441Ld3paJwd3dc0ouuxyLXKyCVISoftDzxAKhckZB7LaarSZthgqaPv27QwbNox4PM5rr73GM888QzKZ5G9/+xubN28mn89z77338qEPfcjvqBWX8Y4xBKM9H2MohOqI6nr8NcnJp0j1sIgigDgOSSKIFgar1WSLwS/HH388t9xyCzNmzGDKlCnMnj2bsWPH8oMf/IBjjz0WYwwnnHACc+fO9Ttqxe2c9Rrp/sAjAOE4YcmRy2YIhnRZrFoSyCV6XF23KC0RHJ39bjUtDBUUiUT44x//2OVln/nMZzqdt2rVqgFOVD05b5RJqJellIuraybaW2kc2v3ewGrwCeaTZJyeW4xQLAzaYrCZdiWpish5SxwUJzB1p7hWfzqhyy7XmlA+RS7Q/UZNRRmJEdDCYDUtDKoiCt4ok0is566kgDdqKaWFoeaEC0mygZ6HKwNknAgBnctiNS0MqiLeXw6h5xaD4y3JnNHCUHPc1XV770rKBmKEdL0sq9VUYTCmy/X3VA8q9ZwVx6XHepj1Cu93NekiarUnYtIUellEESDnRHX2u+VqpjBEo1G2bNmixaEExhi2bNlCNNr7SJJe7yvj9hlHe1hADSBYLAy6JELNMAV3Ff2oSfWpMOQDUcI6ydFqNTMqafz48axZswbdq6E00WiU8ePHl39H2XbSJkQk2PNLKhR1C0d6+0YW/+yrHHzqVQwZrsuoD1aFfJ62701g+V6ncQQpTLjnDwYA+WCccEHnstisZgpDKBRi8uTJfsfYYznZJEmJ0NuYlPiQkQCElz/ArNQSltyxnlkX/nrgA6oBsfyph5lOO0e99wsQCAzbu9fbmGCUKNpisFnNdCUpf0kuSbrXsgCj9ppM1gSYlFoBwNTti8jncr3cStkq+/wvdjkdH71vr7cxwZjOfrecFgZVEYF8koz0XhiCoTDrndE04o5iikmGFx69daDjqQHwxouLaG59cpfzhk84sNfbmXAdUcnqBwKLaWFQFRHIp0j3YdYrwNaIu633284kVgansM+L89m8fvVAxlMV1rp9K87v/4OtMoRn9r8IgKwJMHp87y0G8Xb5S+nINGtpYVAVEcwnyTq9txgAUvVuP3RLbDzBuTcRMynabj2BVa8u2fV6iTYSbdsrnlX13Y6WLaxY/Ee2b9kAuCOQVi75K+tvOo69c+/y3oeup2HyLAA2OKMI9DL4AN6f/Z5KaGGwVc0cfFb+CuVTpIM9T24rMsP3gc2QbpjIvtNns2zHbYz/y1dovO+jvBHcl1SwgcbsZiYWVvOusxd7f3fFAKdX3Vn+wFUctfYu+BNspZEgOaaQYBsNLJtzE4cceyob1rjLym+N7EVfxrcV18tKa2GwlhYGVRGhQoqE07dF8WJj9oPXQYa7o8imzTmZrfsfyrOP3kTD+meI5NvZGpvIxPbV7F14j3wu16dPoqryQq3vsZmhvDH5LJwdq0GCyNgZTPnwWRwyzB1h1jR2Em0mRqJxnz7dZyDiFobiHh7KPvrfpioibNLk+zC5CWDCtKN58+/7Mrb5uJ3nDR+1F0edc90u13vm3u8ze+V1tGxZz4jRFZhroUoWzWxhc3AsR519bbfXcQIB1v/rg0wZ1/vxBXh/kmNx1z9lHy0MqiIifZz1Cm4RGP6dF3q9XmjIaAB2bFmnhcEnddlttER7f+73m/mBPt9ncSFFXRbFXloYVEVE6Ns6OaWIDhkDQPvWdb1e1xQKrFz6V7at+CvRDS8Sye6g4bSfMmH/mRXNNBiZQoFXfvhR6jNbaInvTXbCHCbNObVPI4gaCy1sjFb2OQx5hSGny6JYSwuDqoiYSWMqXBjqR4wFINWyvtvrtLe28MrDN7DXWw9woFkLwAZGMJotLH76/rIKQzaTZu3br7L1nWWk16+EtvUEU1uJpLcSy20nZNKETJagyRIiS9DkkA63F3Zdt2v30zkJkCFMRsJkJUxOwiSCQ0hFm8jFRyENY6nb62DGTpnFiFHjEad/gwjXrlrJjNRS3nYmMaZ9JeNeXQSv/oCXY0cQPPqbHDz7+C7vO5/LMdTsoBAf2a/H7U447i60WNzDQ9lHC4MqWzaTJiR5CPe+Fn8phowcB0Bux8ZOl+WyGZY8eD37r7yF2WxnRWgaz0/9KvvN+RSjm8byzjVTia9f0ul2vVn9xsusefJuGjY8x76pFUyUDBO9y9pNlO3OENoCQ2gPjyAfiFJwwhScMCYYxThBkN3fYGX3h3ifySO5FE4+jZNPE8iniGVbaNr+IsNbthGWHLwOPAFbGMI79TPJ7/dxZp1yQUlFYu0rT7AXYP71VsZNO5J3Vr7E2qd+yZTVDzD8z2fw8qLDGf6pH3Uqoi1b1jNCDE79qD4/Vl+EvfWyint4KPtoYVBlSybaCAESqmxhaBzWRNYEMO27Loz4xouLkN9/g9n5t1gWaWbTR7/DwYd/dJfrbBgykynbFlLI53ECgT493vrVb1J/z4kcadr4Z3AfXh49j8C4ZobsPZUx+0yncegI+jYgt3ymUGDLprWse/NF2t55mcCGl5mw/QXGvLSIZ9q3MPvMK3u9j3wuh+M4FN59hlYTY+KBhwEwcUozE6c0k0pczTMP/Yipr99M5O5jWTzuDGae+X3i9UMA79gOEGysbGGIxIuFQfd9tpUWBlW24jadUuEWgxMIsEUaCSTcwpBo284/7rqYwzf8L1tlKC8ceSOHfPzsrj897z2bIdse5e1rD2VoYQtZQrQ5jWwa1kzkoOOZfsypO4fAbt+6iRUPXceU1fcTMjlWf2Yh+01pZr+K/jalEcdhxOjx7kH3OScDbrF48UcnM/uN/+al654mdPTXd3YDmUKB5Ysfpf3F3zBm63OMzm8gKll2EGe6yfNmbDozdhvyG43XM/vMK9m8/gu8et+3OWrd3bz3o7/wz49cz7QPnLLz2E7xWE+lRL3CYLTFYC0tDKpsxYlKxdEmlbQjMIxweivLnnqE4Y9fzGyzgWdHzuOgz/43hw7tft7EPkfN441ld5IKNrKxfiZSyBFNbmDa5v+j7qnfsvrv1/De/mdi2jczfc19HCVJXorNJn7cZRwwpbniv0cliOMw5fxfsfj+73Hg6vsZ9uczeP2vB7B10okMW/UHpuVWkjAR3ojNYN3QD2FCcZzkFuKtq8gfek639ztyzARGfuNeViz+I41//ibTHvssz71wMmas+zwUj/VUSsw7xlDcw0PZRwuDKlvGO4hYnLhUSe2hYUxpX0rssc+yRsay4uP3ceRRn+j1diPH7M3I7yztdH42k+aFx39F45KfMPv1/6JghJcaPsjQ4y+nedqRFc9fafH6IRx17vWkElfx7KM/Y+LymzngzRt4T0bz7MFXMPPkC5jZy/aq3Tn4qE+QnPEBnvnlJRy+7lew5fcg7x/rqZRAMEjahCCrLQZbaWFQZcsk3a6kQKT3TVpKlaybQCT5As+MPoOZn/svxveydWhvQuEIh37iHMzHz2btu28gAodOnFKhtNUTjddz5KkXkTnlq2zesoFxYyawVz9HLXUUq2tg9ld+yusvnEb491+jobCdYcMqv5FSSsI4WW0x2EoLgypbcdhhcUZrJR145vWsa/k2s/eZWtH7Fcdh3KTBVxB2F45EGTluYu9XLNEBhx5DbvpSEu2tfT54X4o0ESSnhcFWVVtdVUSiIvKciLwsIstF5Grv/Mki8qyIvCEi94tIuFqZVGXk0u7oktAAFIYhw5vYq8JFQfVNMBSmsYfjOOVIS5RAXguDraq57HYa+LAxZibQDBwvIrOB64AbjDH7A9uAc6uYSVVALu0efA7HyuvmUXuOjBMlkNftPW1VtcJgXMXFUULelwE+DDzonX8nMK9amVRlGK/FEOnnQU+158k4UYLaYrBWVTfqEZGAiLwEbAT+ArwFtBhjinv8rQH2qmYmVb68t+ZNJFb5g8+qNuWcKCFtMVirqoXBGJM3xjQD44EjgIO6ulpXtxWR80RkiYgs2bRpU1dXUT4x3uiSWJkjhtSeIxeIEipoYbCVL1t7GmNagIXAbGCoiBRHR40H1nZzm1uNMbOMMbOamio/fE6VIet1JUUrP49B1aZ8ME7YaGGwVTVHJTWJyFDv5xjwUeBV4Ang097VzgYerlYmVRmSaSdhIv1e/VPteQqBKBGT9juG6kY15zGMBe4UkQBuQXrAGPN7EVkB3Cci/wm8CNxWxUyqAiSXJCURtL2g+qoQjBFBC4OtqlYYjDH/AA7p4vx/4h5vUIOUk0uRJuJ3DDWImFCcmLYYrKVtf1W2QD5B2on6HUMNJqEYIcmTzWhxsJEWBlW2QD5FVguDKoGE3TkvyYTu+2wjLQyqbEEtDKpExb07int5KLtoYVBlCxW0MKjSODsLg7YYbKSFQZUtXEiRD8T8jqEGkeJKvOmkFgYbaWFQZQubFPmgthhU3wW8YwzZlBYGG2lhUGWLmDSFoM5iUH1XbDEU9/JQdtHCoMoWNWlMULuSVN+FvAUXtTDYSQuDKospFIiRhpC2GFTfhYsthowWBhtpYVBlSaeTOGIwIW0xqL6LxN2VeAvaYrCSFgZVluJww+K4dKX6orh3RyGT8DmJ6ooWBlWWpDdByQnr7m2q76JxtzAU9/JQdtHCoMqS8cahOxFtMai+i3rbwIoeY7CSFgZVlkzS/ccOaFeSKoE4DgkT2bnJk7KLFgZVluIEpWBUt/VUpUlLBMlpV5KNtDCoshTHoYd0W09VohQRHC0MVtLCoMqS3VkY9OCzKk3GiRLIa2GwkRYGVZZC2i0M4bh2JanSZJwoAW0xWEkLgypLcRx6cVy6Un2VdaIECym/Y6guaGFQZSl4ww0j2mJQJco5UUIF3drTRloYVHkybldALK4tBlWaXCBGuKBdSTbSwqDKYrIJcsYhFAr7HUUNMvlglLDRFoONtDCoskg2QZII4uhLSZWmEIwR0cJgJf1vVmWRXJK0RPyOoQYhE4wTM3rw2UZaGFRZArmEFgbVLyYUI0oGUyj4HUXtRguDKksglyQtuheD6odwPY4YUkldSM82WhhUWYL5BJmALoehSudE3NnyibbtPidRu9PCoMoSzifJBLTFoErnRNwhzqn2Vp+TqN1pYVBlCReS5LTFoPohEHULQzqxw+ckandVKwwiMkFEnhCRV0VkuYh83Tt/uIj8RUTe8L4Pq1YmVb6ISZIPamFQpSsu1Z7RwmCdarYYcsBFxpiDgNnAV0XkYOBS4HFjzP7A495pNUjETIpCSFdWVaULx9zCkE1qV5JtqlYYjDHrjDEveD+3Aq8CewFzgTu9q90JzKtWJlW+mElSCGmLQZUuFG8EIJfSwmAbX44xiMgk4BDgWWC0MWYduMUDGOVHJlW6XDZDVLIQ1nWSVOmidW6LIeftG67sUfXCICL1wK+Bbxhj+ty5KCLnicgSEVmyadOmgQuo+izhjSaRsHYlqdJFvBZDIa2FwTZVLQwiEsItCvcYY37jnb1BRMZ6l48FNnZ1W2PMrcaYWcaYWU1NTdUJrHqUanfrenHYoVKliNe7hcFoYbBONUclCXAb8Kox5r87XPQIcLb389nAw9XKpMqTancnJjlRLQyqdNFYPQUjkNGZz7YJVvGx5gCfBV4RkZe88/4fMB94QETOBd4FTq1iJlWGdMLtSioOO1SqFE4gQDsRyGphsE3VCoMx5ilAurn4I9XKoSonUywMuq2n6qekRHG0MFhHZz6rfsul3GMM4Vijz0nUYJWSGE424XcMtRstDKrfisMMdb8fUA43AAAUkklEQVRn1V9pJ0Ywr4XBNloYVL/lU15hqNMWg+qfjBMjlNPCYBstDKrfiuPPY3VDfE6iBqtsIE6okPQ7htqNFgbVbyZTLAzalaT6JxeMEdHCYB0tDKr/Mu1kTJBwJOp3EjVI5YN1WhgspIVB9ZuTaSchWhRU/xWCcWJoYbCNFgbVb04uQQrdvU31XyFcR8yk/I6hdqOFQfVbINdOytEWgypDuI6w5MmktTjYRAuD6rdgLknG0RaD6j/xlmxPtm33OYnqSAuD6rdQPkFG93tWZSiuzJts1+09baKFQfVbuJAkq4VBlSHgrcyb1sJgFS0Mqt8ihST5oBYG1X/FBRjTuu+zVbQwqH6LGi0MqjzBqLucSiahLQabaGFQ/RYzKUxIt/VU/ReO677PNtLCoPqlkM8TI43R/Z5VGYor8+ZS2pVkEy0Mql9SyTYcMYgWBlWGqLcAY3GlXmUHLQyqX5Lt7ic8iejubar/ot6S7cUFGZUdtDCofkl5hcHRwqDKEPdW5jVp3d7TJloYVL+kvVEkgaguua36LxgKkzIhRFsMVtHCoPqlOLwwFNMWgypPUmJIVlsMNtHCoPol601ICkW1MKjyJCWKo9t7WkULg+qX4vDCcFz3e1blSUuMoBYGq2hhUP1SnJAU0cKgypRxtDDYRguD6pdC2i0MUd3vWZUpE4gRyusubjbRwqD6xXiFIV4/xOckarDLBeK677NltDCo/sm0UzBCNKYzn1V58sE4EaOFwSZaGFT/ZNpIEEUcfQmp8uRDdcS0MFhF/6tVvziZVhKi23qq8plQHXEtDFbRwqD6JZhrI+FoN5Iqn4k2EpEs6ZSOTLJF1QqDiNwuIhtFZFmH84aLyF9E5A3v+7Bq5VHlCWXbSGthUBUgEXfIc/uObT4nUUXVbDHcARy/23mXAo8bY/YHHvdOq0Egkm8jHdRZz6p8gZg7si2hhcEaVSsMxphFwNbdzp4L3On9fCcwr1p5VHkihQS5oLYYVPmCcbcwpNpbfE6iivw+xjDaGLMOwPs+yuc8qo/ihXZyIZ3cpsoX8jbrSbVpi8EWfheGPhOR80RkiYgs2bRpk99x9nh1JkEhrIVBlS9a7x5azLZv9zmJKvK7MGwQkbEA3veN3V3RGHOrMWaWMWZWU1NT1QKqznLZDHFJYyK6TpIqX6zBLQy5hBYGW/hdGB4BzvZ+Pht42Mcsqo+Ko0ckqoVBlS9WPxSAfFILgy2qOVz1XmAxMEVE1ojIucB84DgReQM4zjutLFcsDE5M10lS5asfMgIAk9LCYItgtR7IGHNGNxd9pFoZVGUk29zRIyFdcltVQDgSdbf3TLf6HUV5/O5KUoNQ2hs9EooP9TmJqhXtEkcyWhhsoYVBlSzjHSSM1OtEdVUZCakjmNXCYAstDKpkOW8iUlT3YlAVkgrUEcy2+R1DebQwqJIVR4/EGob7nETVinSgjki+3e8YyqOFQZWskNoBQH2jdiWpysgG64nmtcVgCy0MqnTpHWRMgEg07ncSVSNyoQZiBW0x2EILgyqZk2phhzTo7m2qYvKRITQYbTHYQv+zVclCmRbaHV0nSVWOiQ4lLmndrMcSWhhUycLZHSQCWhhU5ThxdyBDa8tmn5Mo0MKg+iGaayUd1FnPqnIC9W5haNfCYAUtDKpkdfkdZMM6h0FVTqTeXS8puV0Lgw20MKiSNZg28hFdDkNVTrRxJACp1i0+J1GghUGVKJtJUy9JTEznMKjKiQ9x91jJtmlhsIEWBlWSHdvc3fOcuBYGVTn1w9zCkG/ffVt45QctDKokbd7BwUCdLoehKqehcRh5I5ik7vtsAy0MqiTJ7W6LIewdLFSqEpxAgB1Sj5Nq8TuKQguDKlHx4GDxYKFSldImDQTTWhhsoIVBlSTrFYZ4o7YYVGUlAg2Esjv8jqHQwqBKlE+4BwcbvIOFSlVKKthINKeFwQZaGFRJTPsW8kZ2buCuVKVkw0Opz2/3O4ZCC4MqUSCxiW0yhEAw6HcUVWNysZEMK2zDFAp+R9njaWFQJQmnNrM9oENV1QBoGENMMrS16gFov2lhUCWpy26hPaTdSKrygo1jAGjZuNrnJEoLgypJY24r6agOVVWVFx02FoDWzWt9TqK0MKg+K+TzDDct5OKj/I6ialD9yL0ASG7TwuA3LQyqz7Zv3UhI8kjDaL+jqBo0tGk8ANnt631OorQwqD5r2bQGgNCQMT4nUbVoyPBRZEwA06qFwW9aGFSftXl9v7Fh43xOomqROA5bZRjBxCa/o+zx9rjB6Mccc4zfEQaN2cO3M38GfPkrX2Flax1H7xtj+gS45robWd9ynd/xVA26aU6M5IY3d/6f3nXEu7z56iauWXCMr7lssnDhwgF/DCtaDCJyvIisFJE3ReRSv/Oorh06rI2ccdjWlvU7iqpR63P1HBTaQCwcAMAgPifaM4kxxt8AIgHgdeA4YA3wPHCGMWZFd7eZNWuWWbJkSZUS7rlefuIBZv7tS6w++T7WrVrJEa9cyeKxZ3HUlxf4HU3VqNdf+Bv7PDyPV+pms+95d5O56QjWNMyk+Zu/8TtaTRCRpcaYWb1dz4aupCOAN40x/wQQkfuAuUC3hUFVx4RpR7Ptbw0M+d0XmECC5eEZHPLZ3ruQCoUCCxYsYPny5VVIqQaDuro6LrroIsaN6/n41AGHfohnXruIw1deT/uN0xlJO//c57gqpVRFNhSGvYCOUx3XAEf6lKVLX/ziF3n22Wf9juGLZCtEk5tIhocTH7IN7j2q19u0t7fz9ttv09TUhONY0VupfLZ161Zuv/12xo8f36frp5PDcFrXknfCREf+FK746QAnrL4LL7yQc845x+8YXbKhMHTVidipf0tEzgPOA9h7770HOtMuxo8fz7Zte+6Wg8YYRErr673iiis455xzSr6dqk3Lli1j/vz5JJPJvt/IHIKBmn0NDRtm777pNhxjOAq4yhjzce/0ZQDGmB90dxs9xqCUUqXr6zEGG9r5zwP7i8hkEQkD/wY84nMmpZTaY/nelWSMyYnIvwN/AgLA7cYYPWqplFI+8b0rqT9EZBPwThcXjQQ2VzlOd2zJYksOsCeLLTnAniy25ADN0pVK5ZhojOl1X95BWRi6IyJL+tJ/Vg22ZLElB9iTxZYcYE8WW3KAZrEhhw3HGJRSSllEC4NSSqld1FphuNXvAB3YksWWHGBPFltygD1ZbMkBmqUrVc1RU8cYlFJKla/WWgxKqT6QWp1OrCpiUBUGERnid4aObPnnEpFx3ndf/54icqCInOtnhiIRsWK9AREZ4XeGIhGZIiJzAYyPXQW2/G1A31O6MygKg4jUi8h/A78RkW+ISLOPWRpE5CciMsXPf64OeT4NrBGRI4wxBT+Kg4jUeX+fhcC/+vlmKCJxEVkA/J+IfE1EDvHOr+rz4r1mfwQ8IiKXicjsaj7+blmC3nPyEDDCW2HAjxx1InID7v/xF/3623iPqe8pPbC+MHgvnj8DGeBK3IkeF/iUZT/gPuBLwDV+ZOiCA6wHfgRgjClU88FF5FPAEqAV93kJGGO2VDPDbi4ERgBnA1HgZ1Dd50VEDgV+5508H2gETqvW43dhFjDKGHOwMeZ2Y0zGpxw/wP2bfAX3//mn4MtrVt9TemFtYfA28AHYAdxsjLnUGPMU8CSQ9z59VKXZJSIh78d24HqgHpgqIsd7l1et+SciQe978flpAE4A6kXkgo7XGeAcxedkJfApY8yVxpjfARP9el68T54h4FfGmNeMMf8FbPA+GVbzk+k64KvGmIuMMf8AwsALVXrsnTq8DoYCW7zzjheRuSIy1Ts94M+JiDhe99E+wGXGmJXAb4BxInJNFXPoe0ofWVcYRGR/EfkZcLmI7GOMeQv43w4vnARwgDGmfaCbXV6f+S+Aq0VkojFmHfCUMSYH/Bj4LlSnv7ZDlmtEZG+g+CnrQGBf3E9h3xGR/YG6KuS4WkQmAsuNMStEJCwiceD3wCgY+OfFe61823usnPfJcxTu5k9F5wOfE5HxA/XJtGMOL8s67zlpEJEf47YWPiYiPxWR0QORoass3usUYAywXUTOx/2EfCjwuIhM87ofK/4mtFuOgjFmG+7rsrh173jgL8CXRWTcQLYa9D2ldFYVBhH5JvAw7u5to4BrRWSyMSbV4YWzDzDgi+x5/eS/AJbhLu53jYicZozJAhhj/gcoiMjXfcjyPeB07+KNwIvGmGeBFO4n+OYOn44GMsfVwKkAxpiMMSYBDMPdfImByNAhy2eAvwLfEnevjqIbgAuKxzmMMWuAu3Gb6lXJ0eH3bgN+a4yZAHwZyOI+ZwOih+fkceB44APACcaYK3G72P4LKv8m1EOO84B/EZFf4h7vuAO4Bzixko+/WxZ9T+kPY4w1X7j9wkd6P4eARcAHvdNB7/tVwOe9n+fiLgo1EFnmAI97PzvAWbj/TDM7XOcY4B9e1pOrnOV/gMnAxbh9/C8DDwDbgbCPz8kpwNIqvFY+CHwYOAq3mybe4bKfAQ90OH0B8CXvZ6lGDtxjLV29vr/j03PyLeBZYD/v9CjcN8x4lXM04LZYRninFwAfHYi/TYfnXN9TSvzyvcWwWzP2YeA5EYkYt4q+iXvgDvN+s3gGMEFEHsF9YnNUyG79nC8AERE5zLifLP6Ou+3o3OIVjDELgSRun+VXq5xlNXAm8Cru83S+MeY03ANZ86uYY5fnBHfV2+Ved1dFdcxijFkEPGmMWQy8gvvPXfTvwBgR+a6InIbbWkh5tyv703Efc5jdbtOM+4n5rXIfvx9ZwG1JrQDOEpFzcPv4nzduK68qOUQkYIxpNca8YIzZIiJHAAcB27zbVaTlsttr1u/3lI6tZl/fU0riRzUCRgNH9+F6L7BrNW3CXXr2aeD0CmUZC1zQxfmNwP8D/rPDeXNxm9/DcQ8ono/7RvhvPmT5JO4oj/G7Xdfx6znxTs/A/WccPpDPyW7XmYb7BjS9w3kH4X5a/DNwpo85RuF2lzw/0K/ZPmQZi9uldFclXrNl5KgHLsP9UFP236avWbzrVeM9ZRzw4y7Or/p7Sr9/h6o/IFyB28d2Rg/XEeBg4A8dTk/xfj6nglm+DbyOO0ysvovLPwrcBpzonT7A+wePeqenW5Al5p0OFJ8rP3NU+LXSY5bdrnsNcJv385F43QQ+5zjC+/4JC7IcCYRsyOF9P6iaWar4nnIF8BJuK2huF5dX7T2lrN+jag/kHpT8FW5RaOzhesX1m44CbsYd0fEP4D8qnKcJt0++qYvLHO/7EOBzuJ8yJgCfxj1o1uk2PmYZYUmOkVV8TjoVP9w+2c24B3yv8k6X3WddZo5r6OJYg09ZrrTkObmayhbtXrNU4z0FmAL8H+6b/lTcASIn7f6cVOs9pezfZ8AfwCsCQAz3IOAPvNMHAMcBY7t6QXn/VAXgfryDRZXK4v08FrcfFNwJQBcAx3Rzu+8Av8RtEh9VS1lsydHfLLif/Jpw9wl/HvhAreSwKYstOcp8zQ7YewruXJGDO5z/S+BG7+dO3bsD8f9Tya+Bu2O3hfA/wB9xh1aOxB3GeBPukMrngJ8DS4EPebcJ8H51Pw44dwCynOrlGI878/LLwGLcURurcPuli6MVnA73UZHRG7ZksSVHOVk63D4MHF8rOWzKYkuOMl+zA/2echowwTu/2CV0LO48jfrdbtex9VDxEWGV+hq4O3aHYd3iPUE3AHd6588FrupwvQuAlwb0l+yc5Rfe+XcCf+L94Wsn444UqFhT19YstuQoNwsV6BqxLYdNWWzJYflr9kfA3btdfhxwOxUahFHtr4F60hq8J2Vv7/Rw4FG8UQO7vXj2xW1S1VUxyx9xh6UdhPsp49Mdrv8EsG8tZ7Elh01ZbMlhUxZbcgySLL8Dvt7hOk3AP4FJ3umKz9EYyK8BmcdgjGkFJgKf8k5vBX4InCsijcYbPywik4GfAGuMMe1VzHId8A3cMeV3AR8WkYtF5GFgrfdVs1lsyWFTFlty2JTFlhyDJMv1uEuvFOdIbAKewR1WjvGqw6BRZuWM4zaZwh3OKw6b/ADuNPM673QUd0TAGd7pi3BHBny1QlW81Cy3AvO80wcD38edJFYzWWzJYVMWW3LYlMWWHDWQpeP7WwR36OoRlchS7a9+txhE5IvAa8Bs3AkrRUZExLirFr6AW0kxxqSAPO6wNXBXNJxtjFnQ3wxlZsngrmyIMWYFcLkx5uZayWJLDpuy2JLDpiy25KiRLDvf34wxaeD7xpjnys3ii35W0gm4q2geuNv5HY+47407028V8HnchbKWAsdVsrKVmeUjtZjFlhw2ZbElh01ZbMmhWez7KuXJ6njAeAZwu/fz/rjDtSZ7p/fCXa/nYe/0R3AXeluMu25/Jf5wmsXSHDZlsSWHTVlsyaFZ7P7q0xOG21z6Md6nfdxVAv8EHI07ceUW3K6hM3DXwr9iQMJqFmtz2JTFlhw2ZbElh2YZHF+9PWmCO3nkbtyVPB/DO7CDO074Cby1PXDXAFnDrhOgKrkcgGaxNIdNWWzJYVMWW3JolsHz1dsT14i76mCDd/rj3hN5HO6a6m14C1F5l9+Ht344lZ/colkszWFTFlty2JTFlhyaZfB89TgqyRizg/cProBbRZ8H/tUY8wLu2OFzReREEbkDt1n2nndb09N9l0qz2JvDpiy25LApiy05NMvg0Zfhqg/hbhU51hjThrtTWFZE9sPdv/WvuH1vbxljPm3e3/xiIGgWe3PYlMWWHDZlsSWHZhkMemtS4K5e+EPgsg7nPUWHlRKp4DrvmmVw5rApiy05bMpiSw7NMji+em0xGGPWAb8FPiEip4rIJNxtEjMdrpPt7X4qQbPYm8OmLLbksCmLLTk0yyBRQmX9BO7CUa8B/+5nNdMs9uawKYstOWzKYksOzWL3V3Gd8j4RkZBbS/zvZ9Ms9uawKYstOWzKYksOzWKvkgqDUkqp2jcgy24rpZQavLQwKKWU2oUWBqWUUrvQwqCUUmoXWhiUUkrtQguDUkqpXWhhUEoptQstDEoppXbx/wFuDwxnyjebnwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"poa_global.plot(label='GTI_measured')\n",
"all_irrad['poa_global'].plot(label='GTI_model')\n",
"poa_global_i.plot(label='next GTI_i')\n",
"(aoi_lt_90 * 20).loc[gti_dirint_out.index].plot(color='k')\n",
"ax.legend()\n",
"\n",
"fig, ax = plt.subplots()\n",
"(all_irrad['poa_global'] - poa_global).abs().plot(label='diff')\n",
"best_diff.plot(label='best_diff')\n",
"(aoi_lt_90 * .20).loc[gti_dirint_out.index].plot(color='k')\n",
"ax.set_ylim(-1, 50)\n",
"ax.hlines(1, *ax.get_xlim())\n",
"ax.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What happens if we run GTI DIRINT with a small number of iterations?"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1915: RuntimeWarning: invalid value encountered in maximum\n",
" disc_dni = np.maximum(_disc_kn(kt, airmass) * I0, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1272: RuntimeWarning: invalid value encountered in maximum\n",
" kt_prime = np.maximum(kt_prime, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1273: RuntimeWarning: invalid value encountered in minimum\n",
" kt_prime = np.minimum(kt_prime, max_clearness_index)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1927: RuntimeWarning: invalid value encountered in maximum\n",
" dni = np.maximum(dni, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1929: RuntimeWarning: invalid value encountered in maximum\n",
" dhi = np.maximum(dhi, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1137: RuntimeWarning: invalid value encountered in maximum\n",
" F1 = np.maximum(F1, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1140: RuntimeWarning: invalid value encountered in maximum\n",
" F2 = np.maximum(F2, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1154: RuntimeWarning: invalid value encountered in maximum\n",
" sky_diffuse = np.maximum(dhi * (term1 + term2 + term3), 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:489: RuntimeWarning: invalid value encountered in maximum\n",
" poa_direct = np.maximum(dni * np.cos(np.radians(aoi)), 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1967: RuntimeWarning: invalid value encountered in maximum\n",
" poa_global_i = np.maximum(1.0, poa_global_i - coeff * diff)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1233: RuntimeWarning: invalid value encountered in maximum\n",
" kt = np.maximum(kt, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1236: RuntimeWarning: invalid value encountered in minimum\n",
" kt = np.minimum(kt, max_clearness_index)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1928: RuntimeWarning: invalid value encountered in maximum\n",
" ghi = np.maximum(ghi, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1976: RuntimeWarning: 120 points failed to converge after 3 iterations. best_diff:\n",
"2016-06-06 06:40:00-07:00 32.346976\n",
"2016-06-06 06:45:00-07:00 36.783418\n",
"2016-06-06 06:50:00-07:00 20.647833\n",
"2016-06-06 06:55:00-07:00 9.435915\n",
"2016-06-06 07:00:00-07:00 16.396346\n",
"2016-06-06 07:05:00-07:00 3.270834\n",
"2016-06-06 07:10:00-07:00 9.542055\n",
"2016-06-06 07:15:00-07:00 21.160397\n",
"2016-06-06 07:20:00-07:00 0.279263\n",
"2016-06-06 07:25:00-07:00 3.286729\n",
"2016-06-06 07:30:00-07:00 5.126395\n",
"2016-06-06 07:35:00-07:00 3.770806\n",
"2016-06-06 07:40:00-07:00 1.425347\n",
"2016-06-06 07:45:00-07:00 0.973374\n",
"2016-06-06 07:50:00-07:00 0.714687\n",
"2016-06-06 07:55:00-07:00 0.553837\n",
"2016-06-06 08:00:00-07:00 0.449461\n",
"2016-06-06 08:05:00-07:00 0.381610\n",
"2016-06-06 08:10:00-07:00 0.339129\n",
"2016-06-06 08:15:00-07:00 0.373569\n",
"2016-06-06 08:55:00-07:00 0.170640\n",
"2016-06-06 09:00:00-07:00 0.170311\n",
"2016-06-06 09:05:00-07:00 0.170767\n",
"2016-06-06 09:10:00-07:00 0.171347\n",
"2016-06-06 09:15:00-07:00 0.171509\n",
"2016-06-06 09:20:00-07:00 0.170794\n",
"2016-06-06 09:25:00-07:00 0.168810\n",
"2016-06-06 09:30:00-07:00 0.262508\n",
"2016-06-06 09:35:00-07:00 0.234486\n",
"2016-06-06 09:40:00-07:00 0.206340\n",
" ... \n",
"2016-06-06 15:05:00-07:00 0.209093\n",
"2016-06-06 15:10:00-07:00 0.237338\n",
"2016-06-06 15:15:00-07:00 0.265486\n",
"2016-06-06 15:20:00-07:00 0.169928\n",
"2016-06-06 15:25:00-07:00 0.171884\n",
"2016-06-06 15:30:00-07:00 0.172597\n",
"2016-06-06 15:35:00-07:00 0.172461\n",
"2016-06-06 15:40:00-07:00 0.171941\n",
"2016-06-06 15:45:00-07:00 0.171586\n",
"2016-06-06 15:50:00-07:00 0.172065\n",
"2016-06-06 16:30:00-07:00 0.380773\n",
"2016-06-06 16:35:00-07:00 0.343054\n",
"2016-06-06 16:40:00-07:00 0.386828\n",
"2016-06-06 16:45:00-07:00 0.456448\n",
"2016-06-06 16:50:00-07:00 0.563335\n",
"2016-06-06 16:55:00-07:00 0.728049\n",
"2016-06-06 17:00:00-07:00 0.993501\n",
"2016-06-06 17:05:00-07:00 1.459132\n",
"2016-06-06 17:10:00-07:00 3.826804\n",
"2016-06-06 17:15:00-07:00 5.211598\n",
"2016-06-06 17:20:00-07:00 3.254948\n",
"2016-06-06 17:25:00-07:00 0.237414\n",
"2016-06-06 17:30:00-07:00 20.966934\n",
"2016-06-06 17:35:00-07:00 9.294581\n",
"2016-06-06 17:40:00-07:00 3.535192\n",
"2016-06-06 17:45:00-07:00 16.253374\n",
"2016-06-06 17:50:00-07:00 13.165169\n",
"2016-06-06 17:55:00-07:00 12.851398\n",
"2016-06-06 18:00:00-07:00 35.447727\n",
"2016-06-06 18:05:00-07:00 31.766094\n",
"Name: poa_global, Length: 120, dtype: float64\n",
" RuntimeWarning)\n"
]
}
],
"source": [
"best_ghi, best_dni, best_dhi, best_kt_prime, all_irrad, poa_global_i, kt, kt_prime, best_diff = pvlib.irradiance._gti_dirint_lt_90(\n",
" poa_global, aoi, aoi_lt_90, solar_zenith, solar_azimuth,\n",
" times, surface_tilt, surface_azimuth, pressure=pressure,\n",
" use_delta_kt_prime=True, temp_dew=temp_dew, albedo=.25,\n",
" model='perez', model_perez=model_perez,\n",
" max_iterations=3, debug=True)\n",
"\n",
"gti_dirint_out = pd.DataFrame(dict(zip(('ghi', 'dni', 'dhi'), (best_ghi, best_dni, best_dhi))))"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Month=6. GTI DIRINT ghi (solid) vs. Original ghi (dashed)')"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"gti_dirint_out.plot(ax=ax, color=color)\n",
"cs.plot(ax=ax, ls='--', color=color)\n",
"ax.set_ylabel('Irradiance (W/m^2)')\n",
"ax.set_title('GTI DIRINT irrad (solid) vs. Original irrad (dashed)')\n",
"\n",
"fig, ax = plt.subplots()\n",
"gti_dirint_out['ghi'].plot(ax=ax)\n",
"cs.loc[gti_dirint_out.index]['ghi'].plot(ax=ax, ls='--')\n",
"(aoi_lt_90 * 20).loc[gti_dirint_out.index].plot(color='k')\n",
"ax.set_title('Month={}. GTI DIRINT ghi (solid) vs. Original ghi (dashed)'.format(month))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"GHI is getting worse (above). So is kt (below)."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x12273e940>"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"best_kt_prime.plot(label='best_kt_prime')\n",
"kt.plot(label='last kt')\n",
"(aoi_lt_90 * .20).loc[gti_dirint_out.index].plot(color='k', label='aoi < 90')\n",
"plt.ylabel('clearness index')\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x122639080>"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"all_irrad.plot()\n",
"(aoi_lt_90 * 20).loc[gti_dirint_out.index].plot(color='k')"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x122baa278>"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"poa_global.plot(label='GTI_measured')\n",
"all_irrad['poa_global'].plot(label='GTI_model')\n",
"poa_global_i.plot(label='next GTI_i')\n",
"(aoi_lt_90 * 20).loc[gti_dirint_out.index].plot(color='k')\n",
"ax.legend()\n",
"\n",
"fig, ax = plt.subplots()\n",
"(all_irrad['poa_global'] - poa_global).abs().plot(label='diff')\n",
"best_diff.plot(label='best_diff')\n",
"(aoi_lt_90 * .20).loc[gti_dirint_out.index].plot(color='k')\n",
"ax.set_ylim(-0.1, 50)\n",
"ax.hlines(1, *ax.get_xlim())\n",
"ax.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The iterative algorithm is improving the difference between the modeled and measured POA, so it's doing it's job. Unfortunately this makes the modeled GHI worse at AOI > 80."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Older stuff below, including rerunning for different seasons."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Any warnings show the points for which the iterative algorithm failed to converge in the AOI < 90 case."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looks ok overall, but not good near AOI = 90."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'GTI DIRINT irrad (solid) vs. Original irrad (dashed)')"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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FIoGTGWr3xgDVne+rY+o1o6qpInIKqIipiHVFjBsHv/9+pUdnTatW8IaLApi//PIL/fv3JzDQlFPu27fvxX0DBw4EICIigv379+etcBaL5apwqIPE1ESC/IM4fuE4zy1/jj8S/mDXcaMEHOrgXzf+i3HXjCPQP5DTSafpVKsToyqMokGFBtSvUJ9mlZsB0K56Oz4b9JmXz+jq8KSLqTzGKqiDKZw+H2eh7kykWwhZTdn5i/UgIqOB0QC1amVZ993r5GT0lCxZEgBfX19SU1OzbWexWDyLQx18svUTdsbvZGeCef2R8AcPt3uYaTdMI8AvgDlb51C/Qn2uqXENI1qOoEGFBnSq1QmAuuXrsu6+dV4+C8/iSRdTT2Cfqh4DEJGFQEegnIj4Oa2IGsBhZ/sYoCYQIyJ+QFngeOZOVXUmMBOgbdu2ObqfXD3pe4rrrruOBx54gIkTJ5KamsrXX3/N/fff7x1hLJZizOEzh4k+Fs32Y9uJPhbNjoQdNAtpxr97/xsf8WHcd+M4kXiCuuXr0qhiI3rW6Umvur0AjBXx9PFiPd3ckwriT+AaEQnCuJh6ABuA5cDtmJlMdwFfOtsvdn5e69y/rDDGHwDatWtHv379CA8Pp3bt2rRt25ayZct6WyyLpUjiUAcHTx0k+lg00ceiSXGkMOG6CQDc8skt/H7E+JnLBZSjSaUmhARdKoOwYfQGQoNDKelXMsu+i7NyAA/XpBaRFzAzkVKBTZgpr9W5NM11E3CnqiaJSADwMdAaYzncoap7c+q/bdu2mnldwfbt22nSpElen0quOXv2LMHBwZw/f54uXbowc+ZM2rRpk+t+Csr5WCzeRlU5ePoguxJ20aNuDwDGfTeO/238H+dTzl9s1zSkKdvGbANg6Z6l+Pn40TSkKVVKVSn2N/x0RCRSVV3OrffoLCZVfR54PtPmvUD7LNomAt6d05WHjB49mujoaBITE7nrrruuSDlYLMWd5fuWM2/bPLbGbSUqLorTSacRhDMTz1CqRCmaV27O/W3up2lIU5qGNKVJpSZUDKp48fgb6t3gRekLP0Uy1UZB4JNPPvG2CBZLgSc5LZnoY9H8fuR3th7dStSxKLYe3cqqu1dRr0I9tsZtZd62ebSo3II7W9xJ88rNaVGlBSV8SwBwX5v7vHwGRRurICwWS74Qfz6ezUc2s/noZno36E3jSo1ZsnMJt8+/HYAAvwCahjTlhno3XFxTMKbdGB5t/6h1DXkJqyAsFkueknEtQczpGB786kE2H91MzOmYi21KlyhN40qN6Vy7M/Nun0d4lXDqV6iPr4/vZX35+dhblDex377FYrliVJUd8TuIjI0k8nAkkbGRbDqyicfaP8bkHpMpF1COA6cOcH3t62lVtRXhVcIJrxpO5VKVAahcqjKDmw328llYssMqCIvF4hZpjjR2Juwk8nAk/r7+3NH8DhTlmveu4XTSaQL8AmhVtRV3hd/F9WHXAxBcIpitD231suSWK8UqiHxg0qRJBAcH89RTT2W5f8OGDcyaNYs333wznyWzWFwz9ZepfPXHV/x+5HfOpZwDoH319tzR/A58xIe5t82lRpkaNAlpYl1CRQz7axYAbLpvi7eJPx/Puph1rD+0nnWH1nHw9EGiHopCRNh9fDcA97a+lzahbYioFkHjSo0vHntzg6wy6FiKAlZBeIjJkycza9YsatasSUhICBEREXTt2pUOHTqwfPlym+7b4jUSUxP5/cjvRIRG4O/rz6QVk3hh5QsA+IgPzUKa0bFGR5LSkgjwC+Ddfu96WWKLt7AKwgNERkYyd+5cm+7bUiA4fuE4P+79kdV/rmZNzBo2H9lMiiOFDfdvIKJaBD3q9CDIP4gO1TsQUS2C4BLB3hbZUkAo0gpi3HfjLuZhyStaVW3FGzflnAVw1apVDBgwgKCgIAD69et3cZ9N923xJKmOVLYe3crqg6vpXKsz4VXD2Ri7kSGfDyHQL5AONTrw5LVP0r56e+pXqA9A59qd6Vy7s5cltxREirSC8CbZLeyx6b4tec3Z5LNMWzON1QdX82vMr5xNPgvAlB5TCK8aTseaHfnt/t8IrxKOv6+/l6W1FCaKtIJw9aTvKbp06cKoUaOYMGECqampLFmyhAceeMArsliKFgnnE/j5wM+sPLCSWmVr8cS1TxDgF8Abv75BnfJ1uCv8LjrW7Einmp2oVdbUSwnyD6JtNTsJwpJ7irSC8BZt2rRhyJAhtGrVitq1a9O5szXfLVfHCyteYMH2BWyNM2sKAv0CGRk+EjCrjY88dYQAvwBvimgpgng03benKcjpvvOKonY+lpw5cvYIK/evZOWBlew5sYfv7/wegHu/vJeDpw/SNawr19e+nnbV211MWGex5JYCke7bYrG4x+wts3np55fYmbATMCuQr6t1HeeSz1GqRCne6/+elyW0FEesgrBY8pHE1ETWHFzDj3t/5Ie9P/BB/w9oXrk5pfxLUa9CPe5tfS9dw7rSOrS1XZVs+QvHzh1jxf4VLN+/nJHhI7mmxjUeHc9egRZLPrDn+B4e+vohVv25isTURHzFl2tqXMOZpDMADGgygAFNBnhZSktBI+F8AisPrGT5vuWsOLCCqLgoAEr5l6J99fZWQVgshY2Y0zF8t/s7ftj7A51rdeaR9o9QKagSR88d5YGIB+hZtyddanehTMky3hbVUsA4ceEEPx/4+aKVsOXoFhQl0C+Q62pdx7Dmw+ga1pW21drmy5RlqyAsljzi+eXP88WOLy7ONKpWuhoRoWYFfdmAsmx+cLM3xbMUQJJSk1ixfwU/7P2B5fuXsyl2E4oS4BdAx5od+Ue3f9A1rCvtq7f3yqQEqyAslisg9kws3+7+lt3Hd/Nyj5cB+O3wb1QKqsQ/e/2Tm+vfTNOQprYSmuUvxJ2L4+s/vmbJH0tYumcp51LOUcK3BNfWuJbnr3+ermFd6VCjQ4GYtmwVRD6Qnu77q6++Ytq0aX/J3GrTfRcOouKi+HTrp3y7+1s2HdkEQM0yNXnu+ucI8Avgq2Ff4SM+XpbSUtBQVaLioljyxxKW/LGEdTHrUJTqpaszouUI+jbqS7ewbgT6B3pb1L9gFUQBwKb7LpicTjrNt7u+pVe9XlQIrMDyfct5ZfUrdKzZkSk9ptC7QW9aVG5x0UqwysGSTlJqEisPrGTJTqMUDpw6AEDbam2Z1HUSfRv2pVXVVgXewrQKwkNkle4bYP78+YwZM8am+y6gHD5zmMU7F7NoxyKW7VtGiiOFWbfOYkT4CO5qdRcjwkdQLqCct8W0FEASUxNZvHMxn237jO/3fM/Z5LME+gXSs25Pnu38LLc0vIVqpat5W8xcYRWEB7DpvgsX51POE+QfxKHTh6jxrxoA1Ctfj7EdxnJr41svTiW0s44smVFVVh9czazNs/hs22ecSjpFaHAow5oPo2+jvnSv050g/yBvi3nFFG0FMW4c/J636b5p1QresOm+CzMOdbAuZh2Ldiziy51f0qJKC+YPmk/1MtV5u/fbdKndxQaYLTmy5/gePt7yMR9v+Zi9J/YS5B/EbU1uY2T4SLqFdcPXx9fbIuYJRVtBeBGb7rtgMvnnyby1/i2OnjuKn48f3et0p3f93hf3P9TuIS9KZynInLhwgs+2fcasLbNYc3ANgtCjbg8mXT+JAU0GFMlCS0VbQbh40vcUNt13wcChDtYcXMMX279gSs8plPAtgY/40KV2FwY0HsDNDW628QRLjqSkpfDd7u+YtWUWi3cuJjktmaYhTZnaYyrDWw6nRpka3hbRoxRtBeElbLpv76GqrDu0jnlR85gfPZ9DZw4R4BfAsBbDiKgWwcTOE70toqUQcPzCcd7+7W3eWv8WcefiCAkK4aG2DzGi5QjahLYpNu5Hm+67gFPUzscTqCoXUi8Q5B/E2oNr6fh+R0r4luDm+jczuNlg+jbsS+mSpb0tpqUQEHM6hn+t/RczImdwLuUcvRv05qG2D3FjvRuLVDU+m+7bUuSJiotizpY5fBb9Gb3r9+at3m/RoUYHPhn4Cb0b9KZsQFlvi2gpJGw/tp1/rvkns7fMxqEOhrYYytMdn6ZFlRbeFs2rWAVhKXS8u/Fd/rvhv2yM3Yiv+F5MfgdmsdrQFkO9LKGlsPBrzK+8svoVFu1YRKBfIA+2fZAnrn2CsHJh3hatQOCWghARHyAcqAZcALap6lFPCmaxpJOYmsiPe3/klga3ICL8GvMrgjD9pukMbT6UkFIh3hbRUohQVb7f8z1Tf5nKygMrKR9Qnr93+TuPtn/UXkuZyFFBiEg9YDzQE9gFHAMCgIYich6YAXykqg5PC2opXqgqv8b8ykebP2LetnmcTDzJ+vvW0656O96+5W1bbrOYc+LCCdbGrMXPx48SviWyfJX0LXnZZx/xYeH2hbyy+hU2H91MjTI1eP2G17k/4v4iOUU1L3BlQbwE/Bd4QDNFs0WkMjAMGAF85BnxLMWR6GPR9J/bn93HdxPkH8TAJgMZ2XIkbULbAFjlUIy5kHKBN9e9yZRfpnAq6dQV9dG4UmM+6P8Bw1oMs9eSC3JUEKqarTNXVeMA7yw0sBQpElMTWbh9If4+/gxqNog65erQqGIjnu38LLc1uc3OQLKQ6kjlo98/4vkVz3PozCF6N+jNE9c8QYBfAMlpyW69ktKSaFW1FX0a9rGJFd3EZQxCRMoAIaq6J9P2lqq6xcWx5YB3geaAAvcAO4F5QBiwHxisqifETCyeDvQGzgOjVHVjbk+oINO1a1eb7jsDO+N3MjNyJh9t/oiECwncWO9GBjUbRKB/IF8Ns4kLLcbVuOSPJUz8aSLRx6JpX709swfOpmtYV2+LVixwFYMYjLES4kTEH3PT/s25+0OgjYv+pwPfqertIlICCAKeAX5S1akiMgGYgIlz3Aw0cL46YFxbHa7orAoZxTHd9/gfxvPqmlfx8/FjQOMBjI4YTfc63b0tlqUAsfrP1Yz/cTyrD66mYcWGLBi8gAGNBxSbRWoFAVd21jNAhKq2Au4GPhaRgc59Of5KTsujC/AegKomq+pJoD+XYhYfAbc63/cHZqnhV6CciITm9oQKCi+++CKNGzemV69eDB06lGnTpgEm3Xf79u1p2LAhq1atAmDFihX06dPHm+J6nD8S/uCppU8RczoGgB51ezClxxRiHo/hs0Gf0bNuT2v2WwATg7p17q1c98F17D2xlxl9ZrBtzDYGNhlolUM+48rF5KuqsQCqul5EugFfiUgNjMsoJ+piZj19ICLhQCQwFqiSoc9YZ7AboDpwMMPxMc5tsbk5oYLAhg0bWLBgQbFP952clswX279gRuQMlu9fjp+PH+2qtWNI8yHcUO8Gbqh3g7dFtBQgYk7HMGnFJD74/QOCSwQzuftkxnYYS6kSpbwtWrHFlYI4IyL10uMPzht6V2AR0MyNvtsAj6rqOhGZjnEnZUdWjwZ/UUIiMhoYDVCrVi0XIkDXrn/dNngwjBkD589D795/3T9qlHnFx8Ptt1++b8UKl0Pyyy+/0L9/fwIDTQnBvn37XtxXXNJ9X0i5QL036xF7NpawcmFM7j6Zu1vdTWjpQmsUWjyEqvLc8ueYtnYaDnUwtsNYnun8DJWCKnlbtGKPKwXxEJlu3Kp6RkRuAga7ODYGiFHVdc7Pn2MUxFERCXUqm1AgLkP7mhmOrwEcztypqs4EZoLJxeRCBq+QU36ropzue/2h9Szft5zx140n0D+QcdeMI7xKOL3q9bLuI0u2rI1Zy0urXuK2Jrcx7YZpdhVzAcLVNNfN2WxPAea4OPaIiBwUkUaquhPoAUQ7X3cBU51/v3Qeshh4RETmYoLTp9JdUVdDTk/8QUE5769UyT2LITPXXXcdDzzwABMnTiQ1NZWvv/6a+++/P/cdFQJSHaks3L6QN359g7Uxaylbsiz3R9xPhcAKPN3paW+LZykEbD26FYDXb3ydWmVdewUs+Ye7qTZGqeqHV9D/o8Ac5wymvZhAtw/wmYjcC/wJDHK2/QYzxXU3Zprr3VcwXoGgXbt29OvXj/DwcGrXrk3btm0pW7boJY77NeZXBs8fzMHTB6lXvh5v3vQmo1qNsusWLLkiKi6K0iVKU7NMTdeNLfmKy3TfIvIc0FBV78yrQcnaAAAgAElEQVQfkdynIKf7Pnv2LMHBwZw/f54uXbowc+ZM2rRxNSv4rxSU80lnZ/xOTiWdon319iScT+DOL+5kTNsx9G7Qu8iUWbTkL90+6kZSahJr7l3jbVGKDXmS7ltEZgKlgeF5JVhxYfTo0URHR5OYmMhdd911RcqhoKCq/Lj3R95Y9wbf7PqG62pdx6q7V1ExqCLfDv/W2+JZCjGqytajWxnYZKDrxpZ8x5WLaRjQ3ibjyz2ffPKJt0XIE77f/T0Tf5rIpiObqFKqCi90fYEHImz5VEveEHcujoQLCTSv3NzboliywJWC6IOJF/TPnGrDUnRJSUtBUUr4luDAqQOcSznHe/3eY3iL4ZT0K+lt8SxFiKi4KACrIAooOc49VNUVwB3A7HyRxuJVElMTeWfDOzT8d0NmRs4E4J7W9xA9Jpp7Wt9jlYMlz7EKomDjchaTqkaJyG35IYzFO5xNPsuMDTN4be1rxJ6NpUP1DjSpZALjfj626KDFc2yN20pIUAiVS1V23diS77j136+qf1mwZik6DPl8CN/s+obudboze+BsuoV1szlvLPlCVFyUtR4KMG4tbxWROiLyuogsFJHF6S9PC1dUmDRp0sVkfVmxYcMGHnvssXyTJ+5cHM/89Axx58wi9ue6PMfae9fy08if6F6nu1UOlnzBoQ62HdtmFUQBxl3/wSJMVtYlgJ3RlMfkV7rvExdO8OrqV5m+bjqJqYk0r9ycYS2G0aFGsciqbilg/HnqT84mn7UKogDjboKcRFV9U1WXq+rK9JdHJSvkTJ48mUaNGtGzZ0927twJmIJB48ePz/d036rKlFVTqDO9Dq+sfoWBTQay/eHtDGsxzGNjWiyusAHqgo+7FsR0EXkeWAokpW8sahXf8orIyEjmzp3r9XTfDnXgIz6ICBuPbOT6sOt5sduLtKzS0mNjWizukq4gmoW4Sgxt8RbuKogWwAigO5dcTOr8XKDp+mHXv2wb3GwwY9qN4XzKeXrP+Wu+71GtRjGq1Sjiz8dz+2eX5/teMWqFyzFXrVrFgAEDCAoKAqBfv34X9+VHuu80Rxofb/mYF39+kSVDl9A0pClzBs6xBdotBYqouChqlqlJ2YCil6esqOCughgA1FXVZE8KU5TILtDryXTfqsrC7Qv5+/K/sz1+OxGhEVxIuQBglYOlwGFnMBV83FUQm4FyXKrdUGjI6Yk/yD8ox/2Vgiq5ZTFkpkuXLowaNYoJEyaQmprKkiVLeOABz6ancKiDbh914+cDP9O4UmM+H/S5LdFoKbCkOlLZHr/dVhUs4LirIKoAO0TkNy6PQfTL/pDiS5s2bRgyZAitWrWidu3adO7c2WNjbYvbRtOQpviID30a9GFU+ChGhI+wC9wsBZrdx3eTnJZsLYgCjst03wAicn1W2709k6kgp/vOK7I7n8NnDjPhxwl8vOVjfhjxAz3r9vSCdBbLlfF59OcMmj+IyNGRtAktvJmOvYXDAT5XUaQxr9J9fw98B3yrqjuuXBxLXpGYmsjra1/n5VUvk+JIYUKnCXSobtcxWAoXUXFRCHIxpYvFNRcuQGAgHDkCkybBO+94fkxXfoi7gJuASSLSEFiHURg/qepZTwtnuRxV5foPr2f9ofUMaDyAaTdMo275ut4Wy2LJNVFxUdSvUJ9A/0Bvi1JgcThg/Xr48kvzatIEFiyAqlWhS5f8kcFVTeojwIfAhyLig6kVfTPwtIhcAJaq6qsel7KYsy1uG40qNcLPx4/xncZTLqAc3esU+BnGFku22BlMOfPyy/DWW8Za8PWF66+Hm266tH9YPq1xzdGLJSLl09+rqkNV16rqc6raCZMG/JCnBSzOpKSlkHAhgZbvtOT9Te8DMLDJQKscLIWaxNREdh3fZRWEk+PH4eOPzU0/yTkFyMcHOneG2bPh2DH46Se4//78l82Vi2mniBwD1gCrgTWq+geAqsYDczwsX7HEoQ6OnTvG4TOHOZt0lkfaPcLtTW93faDFUgjYEb8DhzqKtYKIi4O5c43raOVKSEuD0FDYsweaNoUJE3I+/tQp8PcH51pcj+GqYFBlzCK51UBHYKGIHBWRL0Xkac+KVnzZe2IvB08fpFSJUlQrXY3pN0+nQmAFb4tlseQJxTEHkyps2QK7d5vPe/fC2LHGhTR+PKxbBzExRjlkx4kT8NFH0KcPhITAvHmel9vlRClV/UNVP1TV0UB/4CWgGfCCp4UrKqSn++7atSuZp+WCSff98KMPk+ZIA6BKqSrUr1CfBhUa4O/rn9/iWiweJSouCn8ffxpUaOBtUTxKaqqxDh5/HOrWhfBweOMNs699e9i5E7Ztg8mTzeespq0ePw7vvw+9e0OVKjBqFGzdCo8+Cu3aef4cXE1z7YixHK4FagJ7gV+BOwGbqC8PUFVqNanFfc/cx+Ezh6lZtialS5b2tlgWi8eIiouicaXGRfLhJ319gqpRCNHRULIk9OwJzz4Lffuadj4+0LBh1n3Ex8OiRfD55yb2kJoKYWHG4hg0yCiG/EqQ4CoG8QtGEbwOLFLV854XqWgwefJkZs2aRc2aNQkJCbmYzXX+/PmMGTOGkydP8vaMt6nRogYrV6zk05mf8t0333lZaovF80TFRdGxZkdvi5FnJCTAV1+Zm3q6VSBiLIdy5eDGG6G0i2e+Y8fgiy+MUli2zMQk6taFJ5+E22+HiIj8UwoZcaUgqmEsiI7AgyLih1EYa4G1qrrXw/IVStxJ9/3pwk959rlnmTF/BlWDqxJcIpgAvwAvS26xeJbTSac5cOoAoyNGe1uUq+aHH2DKFPj5Z3NDr14dbr3VLGgLCoL77sv5+Ph4WLgQPvsMli831kf9+vD008ZSaNXKO0ohI+6sg1jofCEiQcA9mPhDHcDX0wJeNV27/nXb4MEwZgycP2+ce5kZNcq84uON+s7IihUuh8wp3feAAQMA6Ni+IxMPTaRZSDNOBpx071wslkJO9LFooPAFqFWNZbBokbl9NGwIZ8/C0aNmxtGtt7r3lH/8uOlj3jzjPkpLgwYNYOJEoxRatvS+UsiIqxhEWUz8Id2KaA3sxpQeXe1x6QoxmbOoOtRBYmoi8UnxAJQKKAUOiqQf1mLJjsI0g8nhgLVrzQ39iy/MFFQwK5kbNjRKwfm8lyOnTpnprPPmGasjJcW4j55+2iib8PCCpRQy4srFtBsTlF4DvAisV9ULHpcqL8npiT8oKOf9lSq5ZTFkJmO675SUFL5c/CX9h/cnxZGCv68/7iRItFiKIlFxUQT5BxFWLszbomRJUhLExpqg8Llz0L27sR569IC//Q369TPrFSDnm/qZM7B4sXEfffcdJCdD7dowbpxRCt6KKeQWVy6mkPwSpCiRnu47vFU4latVplnbZviKL6X8S1EluIqt0WAptkTFRdEspBk+chWpSPOYM2fg22+NlfDNNybn0a+/msDy999DmzZQpozrfs6fN8HquXNNP0lJJi7x8MNGKXToUDiUQkZyTPctIjOBN1U1Kot9pYAhQJKqemVFdUFP952SlsL2+O1ULlWZKqWuTDEUpPOxWK6WqtOq0rtBb97v/763RQHg+efhlVfMzTwkxFgIAwdmHZrMipQUWLoUPv3UuJHOnjUuqEGDYMgQuPbaq0vL7SnyJN038DbwnIi0AKKAY0AA0AAoA7yPTbdxGSlpKcSdi6Na6Wr4+/rTvHLzAvW0ZLF4i2PnjnH03FGvxR/27zfxhPQgcZUqxlp46CETS+jUySTGc4XDAatWGaUwf74JPJcvD3fcAUOHmsR67vRTGHDlYvodGCwiwUBbIBS4AGxX1Z35IF+h4mTiSfaf3E+aI42yAWUJLhFslYPF4mTbsW1A/gao4+JgxgzjPtq0yWxr0QIOHTIK4o47zMsVqhAZaZTCvHnm+KAg6N/fKIUbb4QSRbDsu1t1KZ21H1Z4VpTCS5ojjYOnDxJ/Pp5Av0AaVWxk89xbLJnIjxlM6TUU/PygbVuzJuH5542r55//NDOP6td3v78dO+CTT4xi2L3bJMi76SbTV79+UKqUx06lQFAkCxerar4Ggvec2MPppNNUDa5KtdLV8sxqsLOdLEWJqLgoygeUJzQ4NE/7TUkxOY+++MK4jw4fNorgiy/MzKG4ODMh0V2OHjUKYfZsYzWIQLduJqnewIFQoRjlzfS4ghARX2ADcEhV+4hIHWAuUAGzKnuEqiaLSElgFhABJABDVHV/bscLCAggISGBihUrelRJONQBgI/4UL10dUKDQ/M0h5KqkpCQQECAXV1tKRqkFwnKi//LtLRLfv7u3eGXX4zL56abTDzhllsutXVHOZw7Z5TL7NlmrUJampmK+vrrxgUVmrc6rdCQKwUhIqVU9VwuxxgLbMcEtQFeAf6lqnNF5B3gXuC/zr8nVLW+iNzhbDckl2NRo0YNYmJiOHbsWG4PdZuUtBTiz8dT0q+kR9NwBwQEUKNGDY/1b7HkF6pKVFwUw1pceSm0U6fg669NeopffjFB54AAk6/oySfhhhtyVx8hLc3kPfr4Y9PnuXNQq5axFIYPzzn1drFBVV2+MKuoo4E/nZ/DgbfdOK4G8BPQHfgKECAe8HPuvxb43vn+e+Ba53s/ZzvJqf+IiAjNT9IcaTr91+ka8FKAVnq1ki6MXpiv41sshZWDpw4qk9D/rP9Pro9dt071pptU/f1VQTU0VHXMGNVjx3Ivh8OhummT6pNPmn5AtWxZ1fvuU125UjUtLfd9FkaADerGvd9dC+JfwI3AYqdS2Swi7pTNfgN4Gkj3vVQETqpqqvNzDFDd+b46cNDZf6qInHK2j3dTRo9y6PQh7v7ybn7Y+wO3NLiFd/u9S9Xgqt4Wy2IpFOQmQL1/v4kfdOx4aXHZrl1mFfLAgdnXTsiOlBQTuF62zKxsjooywebevWHECOOOsp7crHHbxaSqBzP5DtNyai8ifYA4VY0Uka7pm7Pq2o19GfsdDYwGqFWrlgup844zyWfYcnQL79zyDqMjRtvV0BZLLkhXEM1CmmW5PzrauHkWLrw0HXXSJKMg2rY1CsLdf7m0NNPHsmUmS+qqVcZ9JALXXANvv21WNlesmAcnVsRxV0EcdBYPUhEpATyGiSvkRCegn4j0xiyuK4OxKMqJiJ/TiqgBHHa2j8EUJYpxphUvCxzP3KmqzgRmgllJ7ab8V0SaI42F2xdye9PbaVypMfvH7bcpuS2WKyAqLorQ4FAqBpm7sqqZbVS9upma2r27mT2UPh11wACoV88c60oxOBzGKli+3CiFlStNvAJMHOHuu80spOuvt0oht7irIB4EpmPcQDHAUuDhnA5Q1YnARACnBfGUqg4XkfnA7ZiZTHcBXzoPWez8vNa5f5nTV+YVjpw9wrAFw1i+fznLRi6jW51uVjlYLFdIVFwUzSq1ZNWqS5aCKhw4YNxFc+eaDKnVqrnXX0yMyXuUbiXEOx3R9eoZ66B7d5Ppv6r1Al8V7i6UiweG59GY44G5IvISsAl4z7n9PeBjEdmNsRzcWN/oGVbuX8kdC+7gVOIpPuj/Ad3qdPOWKBZLoSfNkcaW71vjv+x1upw0JThvuMHEE9LSzKK2rMq2ZObUKViwwExFXbHCKJgaNUwsoXt3YyXko9e5WOCWghCRj4CxqnrS+bk88Jqq3uPO8aq6AudKbDVV6Npn0SYRGOSW1B7kzXVv8vj3j1O/Qn2W3rmUFlVaeFski6VQcf68yYK6cKGZMhpQbR8pQX/Sqv0xnrq3NDff7LoEZzrJySbT6uzZsGSJSapXv75ZHT1kCDRqVPgypBYm3HUxtUxXDgCqekJEWntIJq9St3xdBjcbzMw+M/N04ZvFUpRJTDQKYcECc0O/cMGsOL7tNsAvCuov5d9T42lfva7LvhwOWLMG5swxs46OHzeZVkePNusT2re3SiG/cFdB+IhIeVU9ASAiFXJxbIFnXcw6tsZt5b4299GnYR/6NOzjbZEslgLPsWOmuE7LlpCaCvfcY5TC3XebIPP115vppC/9bGYwNQ3JeeXZ9u1GKcyZY6a6BgaafoYPh169TF+W/MXdm/xrwBoR+dz5eRAw2TMi5R+qylvr3+KppU9Ru1xt7mx5pw1EWyw5EBNj1igsXAg//2zSUaxfD8HB8PvvJtCceY1CVFwUdcrVIbhEcJZ9HjpkLI1168yxvXrBP/5h8im564qyeAZ3g9SzRCQS6IZZrzBQVaM9KpmHOZ10mnsX38vn0Z/Tt2FfPrr1I6scLJYcePxxeOMN875pU3j2WRNoTqdx46yPS8/BlBXJyaa4zrZtJu/R0KF25lFBIjduoh3AifRjRKSWqv7pEak8TFJqEh3e7cCuhF282vNVnur4lF34ZrE4UTXrChYuNNbCd9+Zm3bXrlC5snH7ZKcMMpOclszOhJ30a9Qvy/1PPglr15rCO7ffnnfnYMkb3J3F9CjwPHAUs4JaMKucW3pONM9R0q8kj7R7hJZVWtK5dmdvi2OxFAhiY+HNN02gOX3lcqdOJl121aqmOE7//rnr84+EP0h1pGZpQcyeDf/+Nzz1lFUOBRV3LYixQCNVTfCkMPnJw+1zXOdnsRR50tLMbKESJUxKi7Q0eO01Yyk88YSJAVytuye7HExbtphZSV27wpQpVzeGxXO4nWoDOOVJQSwWi+dJSTErjxcuNPUPjh41VsGiRWbRWXw8lCnjuh93iYqLwld8aVSx0cVtJ0+a2EX58mYFtV+RmQ9Z9HD3p9kLrBCRr4Gk9I2q+rpHpLJYLHlGxuI6PXua2UelSpksprfdBjfffKltXioHMAqiYcWGlPQrCZg1DiNHmhQbK1eautCWgou7CuJP56uE82WxWAowZ87AN98YS2HlSti71xTTSS+u06uXWWfgaaLiomgT2ubi5ylTzIrot94y6bwtBRt3p7m+4GlBLBbL1bNxI7zwgkl1kZR0adbR2bNGQfTLejKRRziXfI69J/YyMnwkAEuXwt//bha+PWxDgIUCd2cxhWAK/zTDpO4GQFW7e0gui8XiBkePmvhB69YmBYWqqYXw4IPGz9+p0yX3Un6zPX47itK8cnP27zdrHJo3hxkzbKqMwoK7LqY5wDygDyb1912A54o+WyyWbPnzT7M+YcECU5tZ1STFa98e2rQx/v2CcANOn8HUoGxzbu9nYiELF5r4h6Vw4K6CqKiq74nIWFVdCawUkZWeFMxisVzixAkz60fVFNU5fNg8jT/3nAk0N3fOIi0IiiGdqLgoSvqW5I3n6xEZCV9+aTKxWgoP7iqIFOffWBG5BVMFroZnRLJYLOmrmRcsME/dx48by8HHBz74AMLCTN6jgkxUXBRVfJry/ru+PPts/sY/LHmDuwriJREpCzwJvIUpH/q4x6SyWNwgJS2F7/d8zy0NbilSqVIWLICJEy+tZr7uOrj3XrOGIb3YTmFg06Eo4jd2p1cvEzi3FD58XDcBVf1KVU+papSqdlPVCFVd7GnhLJacmLdtHn0/7cv6Q+u9LcoVk5YGq1bBuHHGYgDjow8Lg3feMa6kn3+GsWONcigs7I45QVziIcokNueTT7wXKLdcHTlaECLytKq+KiJvYXIvXYaqPuYxySwWF2w4vOHi3w41OnhZGvdJTTW1lDOuZi5ZEtq2NbGEm24yr8JKWhoMG7cNWsCkMc2pVMnbElmuFFcupu3Ovxs8LYjFklsiYyMv+1uQuXDB1D2oX9+sT7j1VhNPyLiauSjUPjhzBp55Bn47EAUtYECnrNN8WwoHOSoIVV3i/PtR/ohjsbiHQx1sit0EwMbYjV6WJmvSVzMvWGD+NmoEkZHGhbRiBbRokT+rmfODuDiTCfY//zG5lpo/HcWBEqWpWaamt0WzXAWuXExLyMK1lI6q2nkJFq+wK2EX51LOUaNMDbYd20ZiamKBKvj04oswefKl1czDhzvrMztp3957suUle/bAtGnw4YfmXAcMgKefhvHboyid1rxITR4ojrgKUk/DlBvdB1wA/ud8nQWiPCuaxZI96VbDPa3uIdWRenFRljc4csSsDr7xRhNUBmjSxKxmXrnSbJsxo/DMPnKHyEgYPNhMtX3/fRgxAnbsMNZS+/aaYxU5S+HBlYtpJYCIvKiqXTLsWiIiP3tUMoslBzbGbqSkb0mGtxzOP37+BxtjN9K2Wtt8G//ECfjoI3NDXL3arFto0MCsYq5WzRTAKWpFcFThhx/glVdMkL1sWWMtPPYYhIZeanf03FESLiRYBVEEcGuaKxAiInXTP4hIHSDEMyJZLK6JjI2kZZWWNKjQgHIB5Yg87PlA9c6d8Pvv5v2FC6aozpkzMGkSbN1q9l97rcfFyHdSU+HTT00ajxtvNJbCP/9pFu5NmXK5coDsiwRZCh/uLpR7HFMPYq/zcxjwgEckslhcoKpsjN3IHc3vQERoE9qGjUfyPlCtahTCwoXmFR1tZht9842xEv780xTZKarEx8OsWSY19/79pg71+++beEqJHJL+WwVRdHA33fd3ItIASC9VvkNVk3I6xmLxFPtO7uNU0ikiQiMAiAiNYPq66aSkpeDv639Vfateymd0662weLGZjtq5s5mlM2DApbZFUTmomoV5M2YY91lyslnJPX069OljvgtXRMVFERIUQuVSlT0vsMWj5KbYXwOgESbdd7iIoKqzPCOWxZI96QHq9EI0bULbkJyWTPSxaMKrhue6v5QUE0xeuNDULNi82UxFHT7c5A/q1w9CirhDNT7exFRmzoQ//oBy5UyQ/f77LyUCdEVSahLL9i1j+f7l1nooIrhbD+J5oCvQFPgGuBn4BbAKwpLvbIzdiJ+P38WbULqi2Bi7MVcKYvt2E3BdvNgEnYOCjAvp+HGjIAYP9oj4BYasrIWOHeHZZ02APSjIdR8nE0/yza5vWLRjEd/u/pazyWcJLhHMxOsmev4ELB7HXQvidiAc2KSqd4tIFeBdz4llsWTPxtiNNK/c/GKd4/oV6hNcIpiNsRu5u/Xd2R53+rSJHzRoABERZt7+l18aC2HAADMN1Z2bYmHnaq2FmNMxfLnjSxbtXMSK/StIdaRSpVQVhjUfxq2Nb6VbnW4Fak2K5cpxV0FcUFWHiKSKSBkgDqjr6iCLJa9RVSJjI+nX8NIaTR/xoXXV1lmm3Dh2zFgIX3xhpmgmJ8MjjxgFER5u8iDlFHAtSuzfb6yDzz/PnbWgqmw7to1FOxbx5c4vL+bAalSxEU9e+yS3Nr6V9tXb4yPuToq0FBbcVRAbRKQcZpFcJGahXOFNoWkptMScjiH+fPxFt1I6bULbMDNyJmmONM6f86V0aeNCadfOrE0ICzN1kAcOvDQVVaR4KAeHw1gLf/ub+Zwba+HHvT/y4FcPsufEHgCuqXENU3tMpX/j/jSu1NjF0ZbCjksFIWat/BRVPQm8IyLfAWVUdYvHpbNYMpEeoI6oFnHZ9mpJ3biwPJBWC5JJOBJITIyZcfPvf0P16tCqVcGqtpZf7N9vakksWwY9e8K770Lt2u4dm+ZI4+FvHsahDmb0mUHfhn0JLR3q+kBLkcGlglBVFZFFQITz835PC2WxZMfG2I34iA8tq7QETAzhmWcgOro/0J/zzeJ57LFAkpJMIrw+fbwrr7dwOEzw+W9/M4pxxgxjNeRGSS7asYg/Ev5g3u3zGNysiEfsLVnirtPwVxFp51FJLBYXpKXBD8uTKbf8I3ZFG6d5YKBJhvev6WmUfKoB/V97mQkTik6W1Cth3z5jLYwZY+IMUVEwenTulIOqMuWXKdSvUJ/bmtzm+gBLkcTdGEQ34AEROQCcAwRjXLTM7gARqYmZBlsVcAAzVXW6iFQA5mFWY+8HBqvqCacrazrQGzgPjFLVgpnH2ZJvpKSYtQkLF5pgc3z8FHz8k9m82QSZb7ghPQmeL/Peq1RgU3/nBw6HqUL39NPGvTZzJtx335W51n7a9xORsZHM7DMTXx9bDq644q6CuPkK+k4FnlTVjSJSGogUkR+AUcBPqjpVRCYAE4DxzjEaOF8dgP86/1qKGadPw8GD0KyZyQM0eDD4+UGPmy7whY7g5Qe7MbL7w385rk3VNny85WMc6ih2M2r27TOxhuXLoVcvE2uoVevK+5v6y1RCg0MZGT4y74S0FDpc/heJiA/wtaoeyPzK6ThVjU23AFT1DKY6XXWgP5BegOgj4Fbn+/7ALDX8CpQTERsRKyYcPQr/+x/07g2VKplVzGBcRb/8Yqar3vfScmi2gGvrtciyjzahbTiTfIY9x/fko+TexeGAt982xYc2bDBWw/ffX51y+O3Qb/y07yeeuPaJi2tNLMUTlwpCVR3AZhG54ktORMKA1sA6oIqqxjr7jgXSE7ZUBw5mOCzGuc1SxJkwwWQEHT3aZER97DFTmSyd1q3NdNR091Hrqq2z7Cd9ZlNxcTPt2wc9epjpu+mxhtwGorNi6uqplAsox+iI0XkjqKXQ4q4dHgpsE5GfRGRx+sudA0UkGFgAjFPV0zk1zWLbX6rZichoEdkgIhuOHTvmlvCWgoEqbNwIzz0HLVsaNxJAp04mZfbmzbB7t6lQ1qnTX4/fGLuRhhUbUrpk1sWbm4Y0pYRviWKhIH74wUzdjYw0lpdLq0HVBHEGDzbLqFNSsmy2I34HX2z/gofbPUyZkmU8I7yl0OBuDOKFK+lcRPwxymGOqi50bj4qIqGqGut0IcU5t8cAGQvY1gAOZ+5TVWcCMwHatm2bbTlUS8Hh0CGT82jRIqMU0rOjHj8ONWtC377m5YqNsRu5tualggsOh3lqbumcKlHCtwQtKrfwSOrvgsQ775jV4E2bmnt+WJiLA377DZ56yiReCg6G+fONRh4/HkaNgoBLaTFeXf0qAX4BjO0w1oNnYCksuGVBqOrKrF45HeOclfQesF1VX8+wazFwl/P9XcCXGbaPFMM1wKl0V5SlcHHunEltsXy5+ezrC++9Z1xF779v4g0rVphZSO6ScGzJgDAAACAASURBVD6BA6cO0KbqpRXUn3xi+li27FK7NqFtiDwciWrRe3ZIS4PHH4eHHoKbbjKV7HJUDvv2wdChpgD2jh0mWHH8OCxZAlWrmo7q1oXXX4dz5zh46iCzt8zm3tb3ElLqKtLXpqYai8VS+FHVbF/AGeB0Fq8zwGkXx16HcRFtAX53vnoDFYGfgF3OvxWc7QX4D7AH2Aq0zal/VSUiIkItBYO4ONX33lPt21c1IEAVVAcOvLT/woWr63/p7qXKJPTHPT9e3NavnxmnX79L7f7723+VSei+E/uubsACxunTqn36mPMdO1Y1NTWHxgkJqk88oVqihGpgoOr//Z/pICMOh+pPP6l262Y6rVhRvx7ZUStM8Mn9d+dwqP7+u+q0aao33mjGHDTIbLcUSIAN6uL+qubKcN2ooL6sgvAusbGX3nfoYK6mWrVUH33U3HuSk/NurKmrpiqT0ITzCaqqeuaMasmSqmXKqIqo7tlj2q2LWadMQhdEL8i7wb3Mn3+qtmyp6uur+vbbOTRMTDQ36fLlzZdyzz2qMTGuB1izRpNu6qUKei7IX/WZZ4zGz4mYGNUPPlAdNky1cmXz44NqkyaXNNlrr+XmNC35iFUQljwnLU113Tpz/2ja1Nygz5wx+1auVN240XMPjYPnD9awN8Iufv7sM3P1zpmj6udnHphVVc8nn1ffF3z12Z+e9Ywg+cz69apVqxpF+N132TRKS1P95BPVsDDzpdx4o+rmzbkaZ9LySdrqAfRk315GuQQFqY4bd0nBnD6tunix0f5NmlxSCFWqqA4fbpTFwYOmrcNhzEdfX9VVq6743C2ewyoIS57y9deq1aqZK8bX13gm3njjr54LT1H/zfp627zbLn4eOlQ1JMS4Wu64Q7Vs2UvKquV/W+rNs2/OH8E8yPz5xlsTFqYaFZVNoxUrVNu1Mz9MeLjq0qW5Huds0lmt8EoF7ftJX7MhOlp15EjzQ5coYfr38zNjBAYaBTRtmlFC2T0RnDypWr++uWiOHs21TBbP4q6CKF7LTS1ukZAAH38MgwbBt9+abTVrmjTZs2ZBXJwJDI8dC6WznnGap5xKPMXu47svpvhOSoKvvjKFfnx9jRynThmZwRmoji28gWpVmDLFfP+tWsG6dWZV+WUNVqyAW26Brl0hNhY+/NDMee3VK9fj/W/j/zh+4filKnBNmpipsLv+v73zDo+qSv/456SSBClSIwSkoywtAemwCyoIrqICa1llUUHxJxZsuGtB1rYrdpRdUBRRRFmKuoKLslgAFUyUIl1ROhjKIgQSMvP+/njvMJOQhEyYckPO53nuM3PvuXfud+6cOe8p73nPRrj+ep2Ecs89+qPv3w8ffQR33aXuY8VNuqhaVb2l9u2Dq6/WEXZL+aM0VsStm21BhI7cXO0y7tVLK44gkpoqMnVqtJWJLNq8SBiLzN84X0S0NQP6KqKV2I4dRVq21PcvfPWCMBbZ9r9S9L+7jNxckaFD9ftddVWhwf3cXP1B2rUT38CyPP64SE5O2e+Xnyv1n6kvPV/recrai+TVV1XrQw+F5/MtZQLbgrCUhNcLX36paxEDxMfDc89phe/++2HZMti2Da5zQSiewjOoZ8/WlkufPppujM6+XrdOJ5AFrlFdnti7VxsAU6fqNIW33nKmKGRnw2OPqU/r0KHahJo0SSeV3H//KYWunb5qOtsObmNMtzGh+hoFuf56nWvx179qy8NSviiNFXHrZlsQwXHokMjcuSI33OB3PKlXz9+NfOBAdPUVxzWzrpF6T9cTER1zqFlTa9eBHD2q46UDBoj8mvurmLFGxi4aGwW1ZWP9eu2yT0jQgXcREVm7VuSmm/x+wxdeKDJ/fsg8ATxej7Sc0FLaTmwr3nC6pB4+LNK6tbZ4tmwJ330spQbbgrCAVjK9Xn1/330wcKB2DffurRPNVq3ydyNXrRo9nSWRtTPreKtg8WKtUF9+ecFzEhN1Kc0PP4SdP1emRc0W5WZG9ZdfaiylAwdg0X+Fq2t/olELzzlHxxauuUZ/qP/8R2fIhWhpvPfWvce67HWM6T4GE87l9pKT/QthDxmir5ZygTUQpxler3YPPfigDnA2aKBRPkEXkFm4UAvYt9/WSbbVq0dX78k4nHeYddnryEjVQHyzZ6sx6NfvxHNvukm7yl56CTJSM8pFF9PcuWqs61TL5fu7X6PryLbaz5SZCY88Alu2aOzu0iwgHQQiwpNLnqRx9cYMOndQSD+7SJo312n0X32lC1ZYygXWQJxGfP+9rr/cqRM8/jhUqaIxkNKcCFfnnquFUXx8dHUGw4rdKxCE9NR0RDSER9++GlKoMKmpWkGdMgVanZnOtoPb2HN4z4knuoSJE+GKK+DypitZEZ9B7THXa8KUKfDzzxrVsHbtkj+kjCz6aRHLti/j3q73EhdT2pBsp8igQepy9vzz2oy1uB5rIMopP/2kNeX+/XX8EqBJEzUA06apK+rnn2tlLbUcr6qRuSMTcFxXM7XLrHD3UiC33Qa//gq7vnXvQLWIrqP9f7d4+WfLZ3lzQ0fiDuzVyHsrVsCwYQUC6IWDJxc/SZ2UOgxtN/TkJ4eSv/8dOnfW1Y02bIjsvS1BYw1EOWPcOPWJb9RII3pu3KhdvKBlyltvwR//CDVqRFdnqMjalUXtlNqcdcZZzJ6t8x5Kivx63nnagvrw1XZ6vcsMRF6eOiK9/sQOVtfrx41rRmP69YOVK/WLhXMswCFzRyYf//gxd3a+k0px4TVEJ5CQAO++q6+DBkFOTmTvbwkKayBcTHa2tgbuucd/bPVqDcT5zDO6uM7GjRrh83TFP0BtmDULfvc7OPPMkq+5/Xb44ftqpCY2cZWBOHhQ57YdnDaXTcltOGffYo3dPXcu1DqF6KlB8uSSJ6maWJWRHUdG7J4FSEuDN9/UzHzLLTbyq4uJUOejpbRs2gQzZqg3ztdf63+nbl0ddK5SBd55JyKVTFdwNP8o3+/5noubXczatdojcXsplim44grtVpMd6WQlfRN+oaVgxw64ot9hhq0ezQgmQYv26kbWsmVEdWzYu4FZa2YxpvuY6C4I1K8fPPCAzo/o0UO7nCyuw7Ygosz+/dri3umsfPH552oMPB54+GFd62X7djUOUHGMA8Cq3avwiIeMszKY7Sw3NXBgydeA9l6MHAm7sjLYfGAz+4/sD6/Qk7B2LQzPyGTq6nSGM1kHhr76KuLGAeCpJU+RGJfojgWBHn7Yv2bqd9+F914iGo8lOxsOHbKhP0qJbUFEGK9X/wvz5+v21VeaV//5T12TefBg7YaoUyfaSqNP5k7/APVjczQW1Flnle7aESNg3Jvp5KPdVH0a9wmf0BJY8rmHj/uNZ+6RB5DadTAzFmo/WQT55fAvLN26lCVblzB1xVSGpw+nTmUXZLDYWG1FtW+v4xGjRql72hln6Gvg5juWkqJLEvrweOCXX7SGtWuXvvq2wP1du+DIkYL3j4vTWeiVKvlfA9/7XmNjdYuJOfF9Ua8xMb5Yt7p5vQX3i9o8Ht3y8098Le7YffeV7LERAqyBiAD792sYhaZNtQKToS79pKfDmDFw0UU6sAr6P4hEALzyQNbOLKpXqo7sb0hWFjz1VKETPvkEbrxR3SYvvbRAUp06cHnX9rwLLN0cHQMxf9JWkm++jrHyKYcvGkTKm/88+QDKKSIirN+7niVblrBkq24b9qq3UEJsAt0adOPPPf4cVg1BUbu2NqH794c77ijdNcnJaiyMUePgmwkaSPXq2jebmqqzEH3vExPVUBw9evLXffv0va/w9npL/2qMbjEx/vclbbGxarAKvxZ1LClJXxMTQ/tbFIGRcjxA1KFDB/nmG3f0MQfi8eg8pwUL/K2Evn1h3jxNf+89NQh160ZXp9vpMKkD1SpVY8DeTxg9WsdnmjRxEnNzdfLYpk36J3zxRR3wDCAzEzq82ZD2tbqS9ee3I6bbk+dhwYh/0XnqzSTGHMPz3ATOuHVoWPoHj+Yf5Zsd3xw3CEu3LmXvkb0A1EiqQde0rnRL60a3Bt3ocFaHyHstlZZjx9Q/+dAh/2vhrfBxj8df8Kem+t/XrRt2N+HyjjEmU0Q6nOw824IIEdnZULOmvh8wQKMiAHToAH/5C1x8sf/cQpVdSxHkefJYtWcVt3e6ndmTNbL0ceMA6sa1aZPOnJsyRfuxt2zRGYJOF0RGBpz5ajqrs7PweLQCFmrEK2xb8jNbZy8jb/Fyqm1cTpP/ZXIRh1hfvRMNPnuTM1o3Dfl9c47lcN2c6/hgwwfkeTR0RfMazbmkxSXHDUKLGi3CG0IjlMTHa+sqzC0sS3BYA1FGDh2Czz7TVsKCBfDjj9oiTUnRAdKhQ+H88yPqvXhaseaXNeR58miSnM74JTqeeZytW+HRR+Gyy3TU+uKLtf/6b3/TtClTjje/+7RKZ2b2XGb9+yBDLj11r51fVu9m87vLyflsOSlrl9Moezlpkk0akEsCG1PakdV6KPE9utDp6SHEVgr9tPVjnmMMmTmEeRvncVun2/jd2b+ja1pXaqXYzGYJLdZAlBKvV7e4OJ2MNmyYtoqTkqBXLx0U9TlG2BbCqeObv7BnRQYihcbi7rlHf4xnntH9uDh4+WVo2FDDX+/YoS2LatX4Y+8MZr4LT01bwZBLewSt48i+Iyy75TUSFv+XtF3Lqe/ZQi3AQww/Jp7L2qa/RzI6UmvAeTQZ2JrfVE449S9fAl7xMuy9YXy48UP+MeAf3NThprDez1KxsQaiGES0B2PhQl1Ia9Ei9TS6/HJ1urjjDrjwQuje3XZ3hoPMHZmckXAGi99vQtOmAbHqFi3SySBjx+r6CD6M0RH/+vV1DYLu3WH+fM5L05Ab32zPZM2aHpx7bunufyznGF+OeI1mb4+jl3c7P8c1ZstZXdjU9jaq9z2PJoPa06xuZZqF8kufBBHhjo/u4K1Vb/FY78escbCEn9LEBHfrFur1IPLy9HX3bpG0NL8PWv36usrXl1+G9HaWEuj8SmfpOrmnxMWJ3HOPczAvT6RVK12kuaRV1BYuFKlSRddD/u47qfP3VIm54loZOfLk9/Uc88iSUW/Lj/HNREBWVu4i3z73aUi+06nyyKePCGOR0R+NDu/6DZbTHux6ECdn3z4NH33rrRp6f/hwPV6rlnodTZyo4Sy2bNGw/J07R1VuhSHfm8+KXSuociid/PyA7qWXX9aQtc89V/Iqar1768IRxkCPHtywvwFVWmQxdaquuVAU4hWWj5vPhioZdH3xKvJjEvn6z+/xm/8tod3tvUL+HYNlwrIJPPzpw/yp3Z8Yf+H48jP4bCnXVNgupiFDdA0TER1Y7tlTN9ByZfLk6OqryKzPXs+R/CNkr0rnrLM0AB+7d2v467594ZJLTv4hrVurf3H//oz7+3K2XSK8cSyHKVOSGT264KkrJy5BxtxPx4NfsCWuEUtunkbn56+iWUIY3J7KwPRV0xk1fxSXtriUyb+fbI1DNDl8WN1tc3M18mJurk5aa6fBIVm5UkMtB6bHxfnX7n3nHY1B5UvLzYVq1eCJJzT9gQd0ARdfel4eNG6s14FOmlq+XAc6X3017F+3whqIrl01KmqfPloAJYR3bNESBL4B6lUfp3PjZY7X6pgxOmnp+edLP5+gfn344gv29evB1Dmr6Nh8NE+/MJHbbzfExsKGmSv4361/oeOeD9kTU4fP/vASXV65kQZhHmgOhnkb5zF07lB6NezFjEEzIrd2QzQR8Reeubk6aa12bR3sy87WoFyB6bm5OiBYrZqGS//kkxPTH3xQXWjfe0+9TAqnf/SRxrMZP17n1ASm5eVp3ouP1zApL79cUG98vH+VvKefhjfeKJh+5pl+A/Huu+pAkZioW0KCGgAf+/bpzNrERG0lV6tWMKxCr17q793hpFMYQkIFyG1FU9pJm5bIk7UziwSTRO62ltq99NVX2sd3333QokVwH1a1Kkffn8O085ty68p/Eo/w5oOjaTp9HF1+fpuDpiqfXvg4HafdRq/aKeH4OmVm8ZbFDHp3EG3qtOH9q96PzCQ3r1en/R896i+cc3N1Jaq6dbX27CuAfWm5uRo+pHVr7Y994YWCaUePapTFbt20djxqVMG03FwtVHv31si2l112oq4vvlDHg3nz1Ie8MFlZ6j2yZAncfbf/eHy8FrajRmlBvWeP1uATEvyFdEqK3wWxYUP9Lr403+abUPyHP6jHRGABHzij+aGHdFGSwPRAL5aZMwuGCilMYeNTmDFjSk4PMXYmtcV19HytJ+s25OOZtJTdOzzEdeuk8XTWry96KbmTICLUfqoWU5bV4/ezVgKQQxLLOt9Ou+n3Uq1RlNdd9cXr8c3k276ddVuyuP6dqzkr/kwmXziB6qmN/K5cM2boRJyjR/1bmzba9SaiPte+wte3XXaZTtA5fFhnEBY2AGPGaOG2fbu2vAozfjzcdZfW3osy0hMn6qLg337rd+3zFZKVKun1AwZoILJ77y2YlpiohWrbtrBunX6/wMK5UiUNxZGaqvpWrz6xAG/SRM/zfR9f4VxSYVyBsTOpLeUSr3j5dte35K0bytWXQNzUVzVmxvTpZTIOAMYY0s/K4KEL9pCW9joHF6+kxeS7+W27Ypba279fI38GxuUxxu+lsHChLgkamF69uj/Ux6OPakEXWEC3aKFLAIKuOb1mTcH0gFgs+ed1oOWOXSwF4BCMv0SD2fmW6Rw58sTR9j/9SQ2EMTqN3xerxxeAztcFEh+v/eW+gtmX3qWLplevrl0sgemJiX7j1LChGoHC6b7fpn17NULF0a6dziwtjpYt1YW5OOrV0604fN/HEhKsgbC4ik37NnEo9xCVNv+Ga/7vR7hvDHTsqAVUfr4WfBs2aAF75Ih/83VjxMXBrFlaiAcEX3t+1w+0HvAz5zx1JYljN8LgngWDsyUna+A3UHe2WbMKCktL0+4T0KiBvlgqPlq18huIzExYtcpfWBUusM47T+dwBKY7tfIdv+7g8Qs85OdW5oELHqV+badmHLhubFaWv+skKUlf4wL+yj6dRZGQoDX04khOVre+4khM9A/IWk57rIGwlA5fH21srNYQt27V5SJzcrSAzcnRkf9atbT2/MEHBQvwnBwNStWwoa6GNH68/1rf9vnnZOVkcfdSeGrFSBjh3Hv5cu1C2bFDC8q33tK1VwszYoSGws3K0tp2UtLxrRYx5HvyWb1nNRlpaVpI+0I6JyX5F9wA7SoZMKBgyOfA9ClT1FgFhogOLKDnzCn5WfoWES/E/iP76ftmXzY3z2HR0EXUr9ex6OsbNSr58y2WEGENxOnAsWNaaMfH64Bbbq52Axw+7C/Ec3K0UGzVSvvzn322YFpOjtbA+/TRGvBVVxVMy83Vgm/gQF3VqH//E3UsWKDdJ6tWaT8zqKbkZC1Mb75ZDYQv/n21alrg+9ITE/lmUxZfpMUxr+lw+v/wD/jtb7X7JCkJqlbVzxwxQnUEGAAqVfJ3czz22AmF8IF9P8CLTcnamUXGTTfBTSXMQj7//JKfd2kXpQiCw3mHGTB9ABv2bmDe1fPoWJxxsFgiSIU0EN58LybGYGIi5E8uojVkr9dfiC1f7g9ffPiwbs2aqRubx6OeGL7jOTn6esUVWrAdOKAFvS89P18/89FHtZa+e7e/TzmQZ57R6w4cgAkTtGD2bUlJqgW0tpyRcWJ68+aa3q6djgkEpiUnq35QH+1ffz2xZu3j4osLhrcN4NNZmWTGtKVj7EoNjzt7thqSQE7WD10Ejas3pmpiVTJ3ZjKc4UFdG07yvflMXzWdv37+V37c/yMzB8+M2uJGFkthKqSBWHrrW9R5/W9s730dLR/9I3XTi6gRbt+ug5WB8ecrV/bXLl98Uft6fQX8oUPaT+7r+ujSBTZv1uM5OWokrrwS3nbWJejTRwvRQG64QQ1ETIy6dVaqpC2ClBQtgH2GIDlZa/DJyZqWlKSv3btrep06uhCF7zrf5otHfs45qqk4mjXz6yyK1FRtYRRHQkKZJpaICKv3ZXFtVntqrV8Er7xyonEoI8YY0lPTj8+xiDYer4cZq2cw7vNxbNi7gbZ12jLv6nn0bdo32tIsluNUSAORmFqDat79NJt/HzL/PvJiEomJi8W0aEbsSmdt3MGD4csvC17YqZPfQLzyCmzcWHBZxMCuh65dtd/ct0xiSorW3n3Mnu3vEvJtvsLQGDVOxZGQUPJU78REXRS+nLF5/08k5B7g6bWZOjA9bFhIPz89NZ0JyyZwzHOM+NjQh+EuDR6vh5lrZvLIZ4+wLnsdrWu3ZtaQWQxsOZAYY10yLe7CVQbCGNMPeB6IBV4RkSfDcZ+OD/eH3KEcWbiUX3/8heS9W6icd4ijq9aytNkwKo+8jrYPPEjM4UMF18etHuAv/+23JftYP/10ySJO1s9dAZn9VRYPfQY1jv6qLqEh9mFPT00n15PL2uy1tKnTJqSffTK84mXWmlmM/Wwsa35ZQ6tarZg5eCaXn3O5NQwW1+IaA2GMiQVeAi4AtgHLjTHvi8iasNzw8cdJApLQMYkVExdzcMIbtN3wLlXuep1tsQ3Y1PlaGvzlWhp3L2JikJ2AE3K+/fcCXv8acq4cSuWOoR+kTU/V0N9ZO7MiZiC84mXO2jk88tkjrNqzinNqnsOMK2YwuNVgaxgsrsc1M6mNMV2AsSLS19m/H0BEnijumnDMpM7JzuG7ce8T//ZU0rMXEIuX1Smd2Pf7odS+pDPiFcTjBRF975Xj748fC0gvVZrXe8K5/s/3gi9N5Pj7E851PrfAca/3hGsKn1vguO99MenHN28R6UUdK3wcfTXH070F9qvtmEba4Ryqb90ZlqX4PF4PVZ+syvXtr+eFi14I+ecHIiK8t/49xn46lhW7V9CiRgse7vUwQ1oNITbGHUEALRWX8jiTuh6wNWB/G9ApHDeavXY2r333WvEndAG6xJG8qzcZC7bTf9kaes64BUqYX1TR8QJiQDBIwHuvQfcxzjEQ45zjvPedcywun5cG9+CBMK3TGhsTS/vU9rzz/TtsPrA5LPfw8dOBn1i9ZzVNz2zKtMumcdVvrrKGwVLucJOBKMrn9ITmjTFmBM4UqgYNGpTpRofyDrHj1x0nPzEFNl2WxDuXNSPthxzq7MqDwELOeY9xCkTnGBTc953jddxqA8/xxpgTPsN/PUiMv3Cl8L18+4DEOOc4+15n3wR+lgk4p/BnOMe9xgR8JlD4PrGF70vpo6uehFgTyxN9HgrJZxXH8PThPP/186X7/U+BqolVef3S17mmzTUVIwKr5bTEdjFZLBZLBaO0XUxuGiVbDjQzxjQyxiQAVwLvR1mTxWKxVFhc0/YVkXxjzK3Af1A31yki8n2UZVksFkuFxTUGAkBE5gHzoq3DYrFYLO7qYrJYLBaLi7AGwmKxWCxFYg2ExWKxWIrEGgiLxWKxFIlr5kGUBWPML8DPJZxSE8iOkJxgsLqCw+oKDqsrOCqiroYictKQBeXaQJwMY8w3pZkMEmmsruCwuoLD6goOq6t4bBeTxWKxWIrEGgiLxWKxFMnpbiAmRVtAMVhdwWF1BYfVFRxWVzGc1mMQFovFYik7p3sLwmKxWCxlpFwbCGNMY2NMt2jrKIyzfKrrcOvzcitufV5uzV/g3mfmVtz+vMqlgTDGpBhjngU2oGtYY0yIVq05BYwxlY0xTwPjjDFdo63Hh8uf19+MMbcZY1pFW48Plz8v1+UvcP0zs3msjJQ7A2GMuRbIBHYBdwPdASTKgynGmN8DX6Orb2YDTxhjOkZTE4Ax5o+483kNRp9XAlADeMsYUyOamsDmr7Jg81hwuDWPFYWrwn2XhDGmiogcBPYCg0RktTGmHtDHGNNCRNZHWWI+8KCIzAYwxqQD3YDlxhgTxR9/Hy56XsaYGBHxAonAnSKywDneDbgEKGGx8LDqsvmr7Ng8Vjpdbs9jJ+D6FoQxpokx5jXgOtA1I0RktZNcE61RHYyCrobOMqk+lgIfGGN8RjcLrblEtGbgPK+HjDHdjTHxLnpeZxhj3gf6O4c+BhYaY+Kd/SVAbhR02fwVvDabx4LT5co8VhpcbSCMMY8D/wZWiMiEgOMGQERWAGcDfZzjEfk+xph7gc3ALcaY1s7hgyJyTETynf3ewJZI6HE0GWPMOGAOUB0YDbzspMVBVJ+XQZv4XYAMY0xTEdktIh4ROeac1psIx8Ox+StoXTaPBa/LlXmstLhKTCDGmOrog/tERJ5zjiWC1ph874E3gN84x70R0JWI9h3egA4w9TTGxPpqccaYWGNMCpCELp+KMaaVMaZSmKU1R5dq7SMidwKjgM7GmPrOcq4+z5eIPi/nPoLWlFYBaUAXY0wSaMFijKkLxAd0BTQM94CdzV9lwuaxIHBrHgsG1xoIEdkPvAjUMsaMMsbMAZ42xjzlpPuaioJm2ohYX+e+c0TkNeAnoBnQ1bm/EREPkAzsBHoZYz5F/+xh0RaQyX8AporIL85ziAdWA3sDdEGEn1cAZwBTgIVAJ6COMeYMp0acAmQaY843xiwBRvg0hgu35a+AGqWr8pdzX99nuyqPFVHAuyKPBfyWrspjZUJEor4BZwa8NwHvKwNPoE3pK1Er+z1wQ8A5FwHfhklXLaBeCek1gUeB+4FaAccvQfsVPwaujLQu55xGqKdEFWc/LprPCxgATHDevwWsAR5x9oc7z2thJJ+XS/JXb7flr9Joi3IeK1KXC/LYCbqincdO+XtFXQD8GfgRaFno+HnOaypQNeD4FZF4mMBDwFbnz5gYcLxTofMGAM8DXZz9OOAc4J4o67oReCOCv2Nxujo7r/2Bm4H7gO1oV8BvA9LujrCuaOevvwCHgGmFjkc1fwWpLdJ5rDhd0c5jxemKah4LxRa15owxpoMxZiNQH/idiKwLSBsAtHQGvnaLyP8CLk0D/hVmbVcAHYEMEXlfnKago6u5qxlQ+QAABZFJREFUMSY+oBn5IbAJeMQYcwQYKCJrReSpaOoCqgDvGmMGGmPWG2MuDLWeUupq4TsNmAC0AdqjA3fnG2OqAvNFZHyEdUUlfxljehtjvgfORLuG2gakRTt/BaWNCOWx0ujy7RLBPFYKXVErw0JGtCwT+qNmAwnO/tlATed9XKFzKwGdgQXAJ0CbMOoywAPAxc5+e7SAKercGKAu2h+8GKe2Em1dTvpi4ADwAdDDDbqAZgHvWwLNXaIrkvmrO9DdeR8HzAV6Ofvx0cpfwWqLcB4L5plFMo8FoytieSyUW8QmyhljaqJNsUxgkYhsMMa8AfzLGPMz0A7IMcZMBT5CJ9/4Bm3yUfe1t0UH78Kla6GI7HRqHJc7ng83A5uNMdlo/+b3znXxInLMGJMMPCQik12iKw4tWDYBL4nI2y7RlSAiG53f00hAizHKuiKZvz4WkcUByamAB78PvCfgurDmr1PUFsk8FoyuSOaxYHSFNY+Fk0j5KDdCrStAOjrlvTbaV3g2cFhEegBTUe8Dn9dGJ+BOtJXxbBj+vIV1TTfGpAITgcZo7aCDo2EbcJNz3XnAKGNMdRH5MQzG4VR03eFcNywMf9xT0fV/xpiqIuIVv7eLG3RFOn+d7UsXka3oZLfLC13XiTDmrxBou93ZjVQeK62uSOex0uoKWx4LN5Eag6gL5IvInSIyGvUuuAV9oD1EZAyAiExH++dSnOv2A6+LSE6EdK0F/uTo+gbHUInINtTl0DfJ5gDq7rffhbpeE5E8cdq1LtL1hhTsh3WLrkjmr/XANcaY+gHnvAnUNcZUEr8PfDbhzV+nqu31COaxYHRFMo8F+7zClcfCSqQMxB7gJ+OPpjgJaID21x3/QY3GJUl2zkdENojI3gjqmgw0Rd33/gYcMMZcZ4xpDFwL5FhdVtcp6JqEtmjaBAz0GrS/+qjTFYGI/BBmXW7WZnW5iJAaCGNMsjHmAmNMQqGkWOAw0MJoIK3v0FACPZ3rahpjJqGDXfNEZFGUdH0L/Ix6Vf2CzhQ9G5gOfCih94KwuiqWru/QFkzPgNr3N2iwtsoShlm0btVmdZUTJHQj+jeik0EeJGDiW0D6XcCTQHtnvwlqJBLREf4RQOVQ6QmBrkoB55zgwWF1WV2nqCtwTkZCqHW5WZvVVX62kLQgjDFpwEDgQhH5q4jsC0jzTWf3DWaNdAaoGwKfAYjIURGZJCKHQqEnVLp8iD/Yl9VldYVDV14odblZm9VVviizgTD+sMOgkR33iMg6Y0wzY8wQ3wi/iHicJtkO4FnUi2Qa8A9glvjjkYSEEOo6anVZXWHUFfKw027VZnWVY4JtcqATQsaj0/8vcI51QyNL9gCWow/uC2C4k1540sjZoW4KWV1WV0XU5WZtVlf534J9sAaN//4mcA06I3Ckk7YEWAS0dvZ7ozNAY8L+Jawuq6sC6nKzNqvr9NiCfbhV0JWtznD2+zoP+wJ08sghoEXA+TOABhH40a0uq6vC6XKzNqvr9NiCGoMQXU/1J3QSEqjFXQ5cLiJZ6MIXNxhjBhhjXkebcjuCuUdZsLqsroqoy83arK7Tg7IMUs8B2hljUkW9jlYAx4wxTYExwH+Bq4AfRGSQ+JdIDDdWl9VVEXW5WZvVVd4pQxMtFfg7cH/AscU4UQ2d/ZD7m1tdVpfVVb60WV3lfwu6BSEiO9GgVRcZYwY7rmBHgbyAc0Lqb251WV1WV/nTZnWdBpyCFb4IXf91HXBrtC2d1WV1VWRdbtZmdZXfzTgPqkwYY+LVxrirj87qCg6rKzjcqgvcq83qKp+ckoGwWCwWy+lL1NaktlgsFou7sQbCYrFYLEViDYTFYrFYisQaCIvFYrEUiTUQFovFYikSayAsFovFUiTWQFgsFoulSKyBsFgsFkuR/D/iPSr3+VlPmgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"startend = '06:00', '08:00'\n",
"gti_dirint_out.between_time(*startend).plot(ax=ax, color=color)\n",
"cs.between_time(*startend).plot(ax=ax, ls='--', color=color)\n",
"ax.set_ylabel('Irradiance (W/m^2)')\n",
"ax.set_title('GTI DIRINT irrad (solid) vs. Original irrad (dashed)')\n",
"\n",
"fig, ax = plt.subplots()\n",
"startend = '16:45', '18:45'\n",
"gti_dirint_out.between_time(*startend).plot(ax=ax, color=color)\n",
"cs.between_time(*startend).plot(ax=ax, ls='--', color=color)\n",
"ax.set_ylabel('Irradiance (W/m^2)')\n",
"ax.set_title('GTI DIRINT irrad (solid) vs. Original irrad (dashed)')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The model struggles for AOI between 80 and 90 degrees."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Run the model in only the middle of the day."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:2000: RuntimeWarning: invalid value encountered in maximum\n",
" disc_dni = np.maximum(_disc_kn(kt, airmass) * I0, 0)\n"
]
}
],
"source": [
"startend = '09:00', '15:00'\n",
"gti_dirint_out = pvlib.irradiance.gti_dirint(\n",
" poa_global.between_time(*startend), aoi.between_time(*startend), \n",
" solar_zenith.between_time(*startend), solar_azimuth.between_time(*startend),\n",
" solar_zenith.between_time(*startend).index, surface_tilt, surface_azimuth,\n",
" pressure=pressure,\n",
" use_delta_kt_prime=True, temp_dew=None, albedo=.25,\n",
" model='perez', model_perez='allsitescomposite1990',\n",
" calculate_gt_90=True, max_iterations=30)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Month=6. GTI DIRINT ghi (solid) vs. Original ghi (dashed)')"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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SAPTs2fPEsb59+wLQunVrNm/e7KkenhkOVf1JROpk2t0b6Oq8ngwsxBiO3sAUNVWlFotIGRGp6rT9TlUPAIjId8ClwCde6W2x5IbkZBgyxAwtDR1q3n/0Edx3HyQmwr33wv/9H1SunL2ciAgzr3HllbBtGzzzDLz1lllt9dprZuhr+nR49VXYutXMfQQG5stHtGQiO8/AK7IrvBcaGgpAYGAgKR6Paeb3HEfl9BKVzt9Kzv7qwLYM7bY7+06332IpNCQmGs/ik0/g2WfNDeW66+Dmm6FVK/j7bxg3zrfRyEzNmvDGG7BsGdStC4MGwU03wdixxiC98ooZzkpf4msp/px//vnMnj2bxMREjhw5wpw5cwpEj8IyYpqVw63Z7D9VgMgwYBhArVq13NPMYvHBDTfA7NnGI7j0UujY0cxXPPccjBwJAXl8PGvWDH79FUaPNh7IypVmmW7FivDQQ8bjeP9963mcCbRp04ZevXrRvHlzateuTVRUFKVLl85/RVTVsw0zCf53hvfrgKrO66rAOuf1W8DgzO2AwcBbGfaf1O50W+vWrdViyS+WLlV9/33VZctUK1VSLVtW9YcfvOlr1izVkiVVa9dWXbtWdcwY1f79VZOSvOnPcjKrV68uaBU0Pj5eVVWPHj2qrVu31qVLl+ZKTlafBYhRP+7t+T1U9SUwxHk9BJiVYf/1YmgPHFIzlDUPuFhEyopIWeBiZ5/FUuD88ov526oVNG5sgvnCwox3cOGF3vTZqxf8+CMkJEDnziZ48NNPzcR7crI3fVoKF8OGDaNFixa0atWKfv360apVq3zXwcvluJ9gJrcriMh2zOqoscB0EbkJ2AoMcJp/jVmKuwGzHPcGAFU9ICJPAX847Z5UZ6LcYilI3nnHrHaaMcMsqb3kEjN0NH++ee8lrVsb43HRRWb78UcoXRq6dzexI4MGedu/pWCZOnVqQavg6aqqwac5dFEWbRW44zRy3gPec1E1iyVPLFpkYjIuvdR4Gp07Q7lysGCBmdDODxo3Nkaqc2e4+GLzumxZM9/SpImZF7FYvMJGjlssOWD3bhOLUbcuTJwIl19uYim+/Tb/jEY6jRqZKPRDh0zU+fvvG+PRty/ExeWvLpYzC2s4LBY/UYVrr4XDh2HaNBOvsXs3fPUVNGhQMDq1aAGffw5r18KIEUavLVtMTEk2S/4tljxhDYfF4iciJn3I22/D66+bSfDJk6Ft24LVq1s3sxR47lxjxF54AXbssF6HxTsKSxyHxVKoSUkxeaL694f33oN334WHHzbDVhlJTUvln/3/sCN+BzsO72Bn/E4OHT9Et3rd6FavGzvjdzL488EkpSaRmpZKmqaRpmmM7DiSq5tezdZDW7npy5sIDw4nPDicUsGlqFiyIv3P7k+rqq04mnSUTQc3UbtMbSJDI0/0O2yYCRR8/nmTkffXXyEkJJ+/JEu+M3r0aEqVKsXIkSOzPB4TE8OUKVOYOHGiq/1aw2Gx+CAhwRRduvNOaNcObr8zhfa91nDOoFWMXriWdfvX0aV2F4ZHDedI0hHOfv3sk84PDgimdGhputXrRmhgKIIQGRpJgAQQKIEESAClQkoBkJyazNGko+w7uo9jyceIT4on9lgs51Q8h1ZVW7Fs1zI6f9AZgPIlylOvbD3qlq3LAx0fYMKE1sQsT+bGmwNYsSyQMmVMxPoTT9jkiGcqXqVVt5eTxeKDEY9u58+9e6latRWDrlKSR1RjcYl9LP4CBKFu2bo0q2SWMUWGRjK171SqRVSjemR1qkVUIzz4v2yG5cPLs3DowtP2dVa5s/j1pl9P2pfulQA0rtCYT/t/ypa4LWw6uIlNcZtYunMpqZpKaChc9+xn3DP/ZppNaM4F9Tsye8Z5BJbuyJMP5DDfiaXQ8vTTTzNlyhRq1qxJxYoVad26NV27dqVdu3YsWLCAuLg4Jk2aRKdOnVi4cCHjxo3jq6++clUHazgslkwcSjzEvI3z+GHTD8xdu4BtkeupeGNrvvkmhjWrheEPPMJ5LcvTvHJzGpRvQFhQ2IlzRYTBTU+3Ej13BEgAAWKmIyuWrMjAcwaetu35jRty2d/DmLvrD76OfRWuepGnEqD7yi10alaLnfE7KRNW5iRjZskd93xzDyt2u5tXvUWVFoy/9PTZE5cuXcq0adOKdVp1i6XIsP/YfsqHm7zlQ2YOYda6WUSERCBbuxD573Aeu/lC7hpg6mOMH3J3AWt7elpXa83XI1pz/fXw8bPHGT91OaMmxjB6UU2+/w5GfjuSGWtm0LVOVwacPYB+Z/ejTFiZglbb4ieLFi2iT58+hDs5+Xv16nXiWLFIq26xFHYSkhP4Yu0XvL/ifeb/O5/Nd2+mZumaPNLpEf6v4/+RuLEd3R8J4sMP4alHoU4dePrpgtbaP8aPh3nzQvlobHvGDW3PnXfClCkwvOtwqpSqwux/ZnPz7Ju5/evbGdZqGK/0eKWgVS5yZOcZeImcpghLcU6rbrEUOLuP7GbE3BFUfbEq18y4hg0HNvBop0cJCTTLkNpUb8N5tc7joguCWLUKVq822W7fegtKlixg5f2kXDkToBgTY9K+P/qoWbbbuXZnXrrkJf658x+W3LyE26Nup3aZ2gCkpKUw5qcxbInbUsDaW05H586d+eKLL0hISCA+Pp7Zs2cXiB7W47CcMRxNOkrJkJKoKu+veJ9ejXpxc8ub6VKny4k5hHT++QcaNjS1Lp5/3tS9uPjiAlI8lwwcaIpJPfaYMX7VM1SyERHaVG9Dm+ptTuxbsmMJjy98nMcXPk7fJn15pNMjtKjSogA0t5yOVq1aMWjQIFq0aEHt2rXp1KlTwSjiTwrdorbZtOqWjCzetli7T+mund/vrGlpaaqqejjx8Gnbz5+vCqpffKF6/vmq5cur7tuXX9q6y5YtquHhqj17qv77r+rFF6v+/Xc27eO26KjvRmnks5HKaLTXJ7009mhsvulb2CkMadXdoiilVbdY8o0NBzbQe1pv2k9qz/Ldy+nZsOeJZa0RoRFZnpOWZmp516oF+/bBzz8bj6NChfzU3D1q1TIFoGbPNmnglywxZWxPl46kVulaPNvtWbbcs4Unuj7B/mP7T0yeJ6favO0WB3+sS1HbrMdh+X7j9xryVIhGPBOhT//0dLYeRkY+/NB4G2+/bYoydeigmprqsbIek5Sk2qSJar16qs8/bz7fV1/5d266h3Yw4aDWfrm2jl4wWhOTEz3UtnBjPQ7rcViKIceSjwHQoWYHhrcezro71/Fwp4dP62FkJCEBHnnEFGZau9Z4HK++mvfSrwVNcLCpT75pk5kob9jQ1Cz3p/BT+gqe4ynHaVu9LaN/HE3rt1vzx44/fJxpKc4U8X8Ji8WQmJLI/fPup8WbLTiSdITw4HAmXDaBqhFV/ZaxfDkcOAD33GNWJN14ozEixYGLLoIrrzR10B95xEz+T5rk//mVS1Vm+oDpzLl6DnGJcbSf1J5R34+yw1dnKNZwWIo8a/atoc07bXhp8Ut0r9f9lBVS/tKxI2zdaqr6hYXBmDEuK1rAjBsHSUmmYuC778LVV+dcRo8GPVh1+ypuaHEDa2PXEhgQ6L6ilkKPXY5rKdLM+WcOgz8fTIngEsy9Zi6X1r80V3LWrjWFkf7+G2bONEajShWXlS1gzjrLJGocP954VZGRvs/JitJhpXm317ukpKUQIAFsjtvMxgMbuajeKcU9LcUU63FYiiyqythfxtKgfANibonJtdHYvdsMST3+ODzwAFSrZlYeFUcefdTUJx81ypTA7dIF4uNzJysowDx3/m/B/7j4o4uZsHiCi5pa/GH06NGMGzeOrl27EhMTc8rxmJgYRowY4Xq/1uOwFDlS0lI4nnKckiElmTFwBiVDSuYpad9zz5khnMqVYfFieOcdCC+mOQDLlYOHHoIHH4SePeGnn4wH8r//5V7mG5e/wdGko9wz7x62HtrKCxe/kOvhQou7eJVW3f66liLF8ZTjDIweSO9pvUlNS6ViyYp5Mhq7dsGbb5qSsK+/boarhg51T9/CyF13Ga/qo4+gd28z93HgQO7llQopRfSAaO5qexcvLX6JoTOHkpqW6p7ClpN4+umnadSoEd26dWPdunUn9kdHR9O2bVsaNmzIokWLAFi4cCFXXHGF6zpYj8NSZEhKTaLv9L58vf5rxl8y3pWJ2bFjzbLUc881ZWCnTy/+RY9KlDBpSIYPNyVnv/wSXnwxbwkcAwMCmXDpBCqVrET06mjik+KLf9bde+6BFe6mVadFC+MCnobCklbdehyWIkFKWgpXf341X6//mjcvf5O72+c9tXlysqnTfd11xuto0QL69XNB2SLAjTdC3bqmDG7fvsaAHDqUN5kiwqOdH2XxTYspE1aGlLQU9HQh6pZckTGtemRkpE2rbrFkx73f3Mvnaz7n5Ute5taoW12RGRwMf/1lst5+8IF58s4u2G/f0X3EHoslLCiM0KBQggOCCQwwpV8FEyiXqqmkpqWSnJZMUmoSx1OOczz1OAnJCSSkJJCYkkhiSiLHU46TkpZCStp/6a+DAoIIDgwmNDCU0KBQSgSVICwojBLB5m/6/qCAIIICgk7MI6gqaZpGSlrKiX4TUxKpVLIS5UqUO+1nf+wxuOEGM0zXs6d78zolgkuQlJpE/+n9aVKhCc91f84dwYWNbDwDLykMadWt4bAUCW5rcxsNyjdgRDt3VogcPWpungEB5v8/KgqyGwpOTk2m6RtN2XN0jyv95we1Stfi37v/Pe1E9bXXmuGpKVNg6VI4zf0oVwQHBFMzsibP//o8VSOqck/7e9wTfgbTuXNnhg4dyqhRo0hJSWH27Nnceqs7D1I5wRoOS6FmbexaGpVvxNkVz+bsime7JveFF8wwzahR8O+/MGFC9jfOn7b8xJ6je3j4/IdpUL7BSR5DmqahmCGZQAkkMCCQ4IBgggODT3gK6V5DiaAShAaFEhoYSnBgMEEBQQiCoqSkpZCUmnTCY0hMSSQhOYOXknqc4ynHSU5LJjUt9UTCRhEhQAKMxxIQTEhgCKv2reLF315kyY4ltK/RPsvPFBRkoshvuAFmzYING6BiRRgyJO/fr4gw8bKJ7Dqyi/u/vZ9zKp5D97O6513wGc4ZnVYduBdYBfwNfAKEAXWB34H1wKdAiNM21Hm/wTlex5d8m+SwePDXnr+0xJgSOu6Xca7KPXJEtVw5k2q8QQPVli1VnVx+p+XOOXdqiTEl9GjSUVd18YoDxw5o0JNB+uB3D2bbLjlZtW5d1TZtVDt1Uq1RQ/X4cff0iD8er+e+fq6WHVtWNx7Y6J7gAsImOTRbvnscIlIdGAGcraoJIjIduAroAbysqtNE5E3gJuAN5+9BVa0vIlcBzwGD8ltvS/5yJOkIA6IHEBkaydVNc5EbIxveeUc5cECo1PQvZm9aw03D9zB6YSxxiXHEJ8VzNPnoSXMRSalJrNyzkovPujhPS3/zk7IlytK1TlfeiHmDX7b9QnBAMKFBoSe8nlIhpYgIiaBsibJ0GFGeqW9V4d7L2rFoUTU+/BBuuskdPUqFlGLmoJn0mtaL/cf2U69sPXcEWwqUghqqCgJKiEgyEA7sAi4E0u8Qk4HRGMPR23kN8BnwqoiIYx0txZTb59zOuth1fH/99zlKVOiLx38Yw1Ojh0Ctf5kU0gUGwKRdwC6IDI0kIiTiREBh+jBTyZCSXFD3Ah447wHX9MgPHj7/YV749YUTQ1xHko6QmJLIseRjHE0+yuHjh09kE+YqiNGHadnyaV580QxfuZUV+KxyZ/HXbX/ZoMBihF+GQ0QCgOZANSABWKWquZolVNUdIjIO2OrI+hZYCsSpavpSgO1AeqHL6sA259wUETkElAdiM+k4DBgGUKtWrdyoZikkfL76cz5c+SGPd3mcC+te6JpcVWX8lI3ooZpcOmQF33w8hzEP1GTY4CqUK1Gu2CXsu6DuBVxQ94Js2ySlJrH/2H427d1NjfLlWFTfLE+eNw8uu8w9XQIkgOTUZEYvHM0FdS+gW71u7gm35DvZGg4ROQt4EOiGmXvYh5mPaCgix4C3gMmqziydH4hIWYwXUReIA6KBrC7RdI8iqynLU7wNVX0beBsgKirKeiNFmJDAEC6tfym/88mzAAAgAElEQVSPdHrEVbmr963mcN0PGPnmQH77sCe1jsMDQ8zqqjOVkMAQqkZUPeHVVR0IX30FZcu631dyWjIz1s7ggz8/YPXtqykdVtr9Tiz5gi/fcQzwEXCWql6iqteqan9VbQb0AkoD1+Wwz27Av6q6T1WTgRlAR6CMiKQbshrATuf1dqAmgHO8NJCHBAmWwk7PRj2Ze81cggPdvaMv2LwABNrVb8wvv5gSsWey0ciKkBCYNg3aZ70QK0+EB4cz5cop7IrfxaPzH3W/A0u+ka3hUNXBqvpTVvMJqrpXVcer6uQc9rkVaC8i4WIiWS4CVgMLgP5OmyHALOf1l857nOPz7fxG8eT7Td8z7tdxJKUmuSo3NS2Vbzd+y2N316bMH8/z8at1KVfOvQng4sj27RAd7b7cNtXbcGfbO3ntj9dYsmOJ+x1Y8gWfs1UiEukMWWXe3yw3Harq75hJ7mXAX44Ob2OGxO4TkQ2YOYz0+mSTgPLO/vuAUbnp11K4SU5N5q65d/HW0rdcS1MRfzyeF355gXoT63HJxNs4+PvlNI+4iFmz4PbboWRJV7oplowdawIEd+92X/aYC8dQNaIqt825zaYkcYlClVZdRAYC44G9IhIMDFXV9GLDHwC5Kqypqo8Dj2favQlom0XbRGBAbvqxFB1eXfIqa2PX8tXgrwgNCs2TrOTUZN5a+hZP/PgEscdiuaDOBZy79E2+CxLqhLbit2C44w6XFC+m3H23yRb8+uvw5JPuyo4MjWRq36mULVH2tOkzLO5QUGnVHwZaq2oL4AbgQxHp6xyzv7jFFfYd3cfoH0fTo0EPLm94eZ7l7YzfychvR9K0UlN+v/l3ZvaZz6JZDenbV5gxA666qvhV93ObBg1M/qo33oDjx92X36VOF5pVNoMW1uvIGU899RSNGzeme/fuDB48mHHjxgGFK616oKruAlDVJSJyAfCViNQgi5VNFktueO6X5ziSdIRx3ce5Iq92mdqsGL6CRuUbISJMmGCq3DVqBJ9+Crfc4ko3xZ477zSJH6OjzbCV2ySnJjN01lDOrXguD3V6yP0O8oGuXU/dN3CgGQo9dgx69Dj1+NChZouNhf79Tz62cGH2/cXExPD5558XeFp1X4YjXkTOUtWNAKq6S0S6AjOBczzTynJG0atRLyqGV6RJxSauyWxcofGJ1126wOjR8O23xnicd55r3RRrLrrI1CnZsMEb+cGBwRxLPsazPz/LLa1voUJ4BW86Kkb8/PPP9O7dmxIlSgDQs2fPE8cKU1r128g0JKWq8SJyKTDQM60sZxSda3emc+3Onslv0QLS0ozxePlld7PAFmcCAmDZMm+XLD994dPMWjuLib9P5MkLXJ5MyQey8xDCw7M/XqGCbw8jM9kN6+VnWnVfy3H/VNVTnjdUNVlVP/ZOLcuZwI7DO7h77t3sPbrXsz7eeMMUaXvlFbOK6oYbPOuqWJJuNPZ69BOdXfFs+jTpwytLXuHw8cPedFKMOP/885k9ezaJiYkcOXKEOXPmFIgefiWPEZGhHuthOQOZ+PtEXv3jVY4mHfVE/o4dpr72e+/BJ5+YVBqlbbByjnnpJahTJ291ybPjofMfIi4xjjf+eMObDooRbdq0oVevXjRv3py+ffsSFRVF6QK4qP2J43gME+1tsbjGkaQjvL3sbfo26UvdsnU96WPSJEhNhbAwszLozjs96abY060bJCTA++97Iz+qWhRvXP4G1zXPaRKKM5ORI0eybt06Zs6cybp162jdujULFy48sey2QoUKJ+Y4unbtyldffeW6DtkaDhF5G2gCXO96z5YzmskrJhOXGMe97e/1RH5KCrzzDnTvblYFdekC59jlHLmiWTM4/3wz7Jfmd1a6nDE8ajjVIqp5I7yYMWzYMFq0aEGrVq3o168frVrlKpwuT/iaHL8aaJuTJIYWiy/SNI0Jv0+gXfV2dKjRwZM+vv7apM24/nr47jt4rpiWvc4vbrsNrrkGFiwwq628YMG/C5i5diYTLpvgTQfFhKlTpxa0Cj6Hqq4ApmeVcsRiyS3xx+PpULMD/9fx/zyLHN61Cxo3NhPjlSvDlVd60s0ZQ9++JmPue+9518fqfauZuGQiMTtPTZ1hKVz4WlW1EFOd76N80cZyRlA6rDSTr5xMv7P7edbHrbfC3LnwzTdw880m66sl94SFwRdfmNVpXnFd8+soGVzSTpIXAXxOjqvq34B3/+GWM4r9x/azYvcKT/vYtg1UzdOxqo0Ud4suXaBcOe/kR4ZGck3Ta/jk7084mHDQu44secav5biqutN3K4vFNx+s+ICWb7VkwwFvwpGTkiAqyiQxnDQJLr0Uatf2pKszktmzTfoRr9JL3dbmNhJSEvj4LxsmVpjxN46jroi8JCIzROTL9M1r5SzFC1Xl/RXv0656O+qXq+9JH3PmmGC1ChVg504YNsyTbs5Ydu+Gjz+GxYu9kd+iSgv6NulLREiENx0UM0aPHn0iyWFWFEha9QzMxNTFmA3YFVaWXBGzM4ZV+1bx1hVvedbHe+9B1aqwdKn560Fi0DOaq66Ce++Fd9+FDt4siOPzgZ97I/gMpKDSqqeTqKoTVXWBqv6YvrmujaVY89HKjwgNDGXQOYM8kb97t5kQ79vXTIrfcAME+ftoZPGLiAhjPKZNg8MeZghJTEnkn/3/eNdBEebpp5+mUaNGdOvWjXXr1gEm0O/BBx8sNGnV05kgIo8D3wInsvOr6jLXNbIUW+ZtnMel9S+ldJg3KRKmTjWR4sOHw4UXmrkOi/vccouZP5o2zbuhwN7TerMzfid/3faXNx24RNcPup6yb+A5A7m9ze0cSz5Gj49Pzas+tMVQhrYYSuyxWPpPPzmv+sKhC7Ptb+nSpUybNq3Qp1VPpylwHXAh/w1VqfPeYvGLpcOWciDBo4RHmBoI557732bxhrZtTTBg5cre9dG7UW/u+PoO/trzF00rN/WuoyLGokWL6NOnD+Hh4QD06tXrxLHClFY9nT5APVVN8lIZS/GmZEhJSoZ4V+g7LAwuvtgz8RYHEfjI48iuAWcPYMTcEUz7e1qhNhzZeQjhweHZHq8QXsGnh5EVpwuaLTRp1TPwJ1DGS0UsxRdV5cppVzJ91XTP+njqKVNrw5J/HDwIv/3mjeyKJSvSqXYnZv8z25sOiiidO3fmiy++ICEhgfj4eGbPLpjvx1/DURlYKyLz7HJcS075c8+fzFo3y7N6C8eOwQsvmPQilvzjllugTx+TUNILrmhwBX/t/YstcVu86aAI0qpVKwYNGkSLFi3o168fnTp1KhA9xJ9C8SLSJav9hXVlVVRUlMbE2Hw3hYX/zf8fz/z8DLvv303FkhVdl//RR6bWxoIFWdeAtnjDzJnGcMyZk3Vt7byy+8huth3aRutqrQkQf59xvWXNmjU0aeJeieOCJKvPIiJLVdXnspJs5zhEZB7wDTBXVdfmSUvLGcvcDXPpWLOjJ0YDTJ2IevWgs3fVZy1Z0KMHlC8Pkyd7YziqlKpClVJV3BdsyTO+zPgQ4CAwWkSWicgbItJbRErlg26WYkDssViW7VrGJWdd4on8zZth/nwYOtTUyLbkHyEhMHgwzJoFcXHe9LFq7yrumHMHR5KOeNOBJVf4yo67W1U/UNWrgChgCtAamCci34vIA/mhpKXocjDhIJc3vJzL6l/mifyjR6FnT1N3w5L/DBliqiv+8IM38vcc3cPrMa/zwyaPOrDkCl8VAMumv1bVNFX9TVUfU9XzMOnWd+SmUxEpIyKfichaEVkjIh1EpJyIfCci652/ZZ22IiITRWSDiKwUkfwvd2XJNQ3KN2D24Nm0rtbaE/nnnANffmkTGRYUrVvDhg3Qz6P82efXOp/I0EjmrJ/jTQeWXOHLuV8nIqtE5B0RGSoiDdMPqGqsquY2heUE4BtVbQw0B9YAo4AfVLUB8IPzHuAyoIGzDQNssv4igqqy58gez+Rv3w5b7IKbAkUEzvKwzFtIYAhd63RlweYF3nViyTG+hqoqYYL/fgE6AjNEZI+IzMrtMJWIRAKdMUkTUdUkVY0DegOTnWaTgfSabb2BKWpYDJQRkaq56duSv6yJXUOVF6sQvSraE/njxpkqf0fs8HeBkpoKgwbB0097I79r7a5sOLCB7Ye3e9OBJcf4U8jpH2eeYxjmJj4GOAd4Ipd91gP2Ae+LyHIReVdESgKVVXWX0+cuoJLTvjqwLcP52519JyEiw0QkRkRi9u3bl0vVLG7y7cZvAWhbva3rslNS4JNPzGqeUnapRoESGGiCAd99F9I8yJ3dtU5XqkVUY3PcZveFF3HS06p37dqVrEIQvEqr7muOo6OIjBSRz0VkCfA0EAhcC+Q2U10Q0Ap4Q1VbAkf5b1gqSzWy2HdK8Imqvq2qUaoaVbGiN8s+LTnju03f0bB8Q2qXcX8C4vvvTd2Na691XbQlFwwZYla4OUlZXaVFlRZsv3c759c6333hxZyoqCgmTpzoulxfHsfPmEnwz4GuqnqVqo5X1cV5yFu1Hdiuqr877z/DGJI96UNQzt+9GdrXzHB+DcBWJCzkpGkav277la61u3oi/+OPoUwZb+IHLDnnyiuhZEnzu7iNiCAi+BOsfCaQVVp1gOjo6EKTVr0aZm6jIzBcRIKAZcBvwG+quimnHarqbhHZJiKNVHUdcBGw2tmGAGOdv7OcU74E7hSRaUA74FD6kJal8LJ632riEuPoWLOj67KTkkwJ04EDwcnrZilgSpY0UeSffQavvmpiPNxk3oZ53DL7Fn658Rdqlq7p+4T8IqtUBQMHmlTNx45l/WQzdKjZYmOh/8lp1Vm4MNvuikRadVXdDcxwNkQkHLgRM79RFzNslRvuAj4WkRBgE3ADxvuZLiI3AVuBAU7br4EewAbgmNPWUsipWqoq7/R8h+5ndXdddkgI/POPiR+wFB5uuQXq1oXERPcNR+VSldl2eBsLNy/kuubXuSu8CFEk0qqLSGmgA/95HS0xN/DZmJVWuUJVV2ACCjNzURZtFbgjt31ZCoby4eW5udXNnsmvVMl3G0v+0rmzd2lfmlVuRtmwsizYvKBwGY7sPITw8OyPV6jg08PIiqKQVn0D5qadADwF1FDVdqp6r6p+5qlmliLNp39/ytZDW12Xu3cvXHQR/PGH66ItLpA+jOj2EukACeC8Wufx23aP8rgXEYpEWnVVraiqPVX1WafOeEJ+KWYpuuw5soerPr/Kk/obn35qclM5nrqlkPH779Crl4nmd5t21duxNnYthxIPuS+8iFAk0qqLyNvARFX9O4tjJYFBwPE8RJB7gk2rXrB8seYL+k7vy683/kqHmh1cld2unXmqXb7cVbEWl0hLgzp1oFkz+Oord2Uv3r6YKX9O4bEujxVY1lybVt3ga1XV68BjItIU+BsTuBeGSf8RCbwHFCqjYSl4ftn2C6GBobSq6m5asfXrYckSU7TJUjgJCDAZc196CfbvN2nX3aJ9jfa0r9HePYGWXONrqGqFqg4E2gCvAYswy2NvVtXmqjpBVe3aFstJ/LrtV6KqRREa5O5a2Y8/NrmRBg92VazFZa6+2kT2f+bBLGhqWirbDm3z3dDiKX5VMFDVI6q6UFU/UdWZTvyFxXIKqWmprNi9wpM0I/Xrw513QvVTEs5YChPNmkGTJt6kWr/xyxvp+J77sUGWnOFrqMpiyRGBAYFsunsTaep+0qJrr7UpRooCIvDdd1DVg1SkLau0ZMqfU9gVv4uqEQWT61RVT7sktqiQ1yh8WzPN4jpVSlWhWkQ1V2WuXAmHD7sq0uIh1at7U5GxTbU2APyxs2DWY4eFhbF///4inf5EVdm/fz9hYWG5lpEjj0NESqrq0Vz3Zin2fLTyI/Yf28/d7e92TaaqSdtdo4Z5krUUDcaPh2++MZtbtKzakkAJZMmOJfRq1Mv3CS5To0YNtm/fTlHPwB0WFkaNGjVyfb5fhkNEOgLvAqWAWiLSHLhVVW/Pdc+WYsn7K94n/ni8q4Zj1SpYuxbuuss1kZZ8QATmzYM1a8ychxuEB4fTtHLTAvM4goODqVu3boH0XZjw15l8GbgE2A+gqn9iijFZLCdQVZbvWk7LKi1dlRsdbW5CTioeSxFh4EAzXPXJJ+7KHXPBGEZ2GOmuUEuO8HsUUlUzr4FLdVkXSxFn66GtHEw8SIsqLVyVGx1tciBVKZiYL0suqVoVLrjARPu7OSVwecPLPUmeafEffw3HNme4SkUkRERGYuqEWywnWL7bhHO3rOqex/HPP2aoY8AA320thY+BA81vuHKlezITUxL5YdMPbImzBecLCn8Nx3BMssPqmMJKLbAZay2Z2Bm/kxJBJWhWuZlrMhs2hNWrbdBfUaVPH5NuvUQJ92QePn6Ybh92Y8aaGe4JteSIbHNVFVVsrqqCIyUthaAAGx5k8ZZKL1SiZ8OeTOo9qaBVKVb4m6vKL49DRCaLSJkM78uKyHt5UdBSPHHTaKxZA9dcAxs3uibSUgCoQkwMbHUxy37Tyk35e98puVct+YS/Q1XNVDUu/Y2qHsQUdbJYADN80PWDrszbMM81mdOnmxU5NoV60ebAAWjfHt580z2ZTSs1ZdXeVZ5kKLD4xl/DESAiZdPfiEg5bLoSSwbWxq7lxy0/kpDiXsmW6Gjo1Mmb1BWW/KN8eVN8a/p091ZXnVvpXI4mH2Vz3GZ3BFpyhL+G40XgVxF5SkSeAn4FnvdOLUtRY23sWgCaVHAn0mvNGhP4Z1dTFQ8GDDBDjitWuCOvV6NexNwSQ43I3Ec/W3KPv9lxpwD9gT3AXqCvqn7opWKWosWafWsICgiiXtl6rshLD/rr188VcZYCpk8fCAw0XocbVCpZidbVWhMSGOKOQEuOyEkasrXADGAWcEREanmjkqUosiZ2DQ3KNSA4MNgVeWXKmCW4dpiqeFC+PHTrBnPnuidz5tqZfLzS1pErCPzNVXUX8DjG40gFBFDAvQX7liJN5ZKVXc2IO2KEa6IshYS334aKFd2T997y99h0cBPXNLvGPaEWv/B3gvtuoJGq7vdSGUvR5a2eb7kma8sWk5Y7yC6/KFbUcnmM4txK5zJ3w1wbO1QA+J1yBDjkpSIWSzo9e8KVVxa0FhYvmDYNevRwZ3VVg3INSElLsSurCgB/DccmYKGIPCQi96VvXipmKTrMWjuL+hPrs+HAhjzLWrsW/voLutscdsWShAQzz+FGYocG5RsAsH7/+rwLs+QIfw3HVuA7IASIyLDlGhEJFJHlIvKV876uiPwuIutF5FMRCXH2hzrvNzjH6+SlX4v7rNq3io0HN1KlVN7T10ZHm792NVXx5MorITj4v985LzQoZwzHxoM2tUB+49fAoKo+4UHfd2My7EY6758DXlbVaSLyJnAT8Ibz96Cq1heRq5x2gzzQx5JL1sSuoWZkTUqFlMqzrOhoOO88U+3PUvwoW9Z4k9Onw3PPmSXXuaVSyUrsGbmHiuEuzrhb/MLfXFUVReQFEflaROanb7ntVERqAJdjqgoipvL7hcBnTpPJQPood2/nPc7xi6SoV4ovZqyNXUvjCo3zLGfdOjNMZYP+ijcDBpgFEH/ksYifiFCpZCXs7SD/8Xeo6mNMHEdd4AlgM5CXn3088ACQnmimPBCnqinO++2YFO44f7cBOMcPOe0thQBVZW3sWlcixuvXh/nzbQr14k7v3mYLyEkU2WmYsWYG935zb94FWXKEvz9deVWdBCSr6o+qeiPQPjcdisgVwF5VXZpxdxZN1Y9jGeUOE5EYEYkp6oXkixIJKQkMOmcQF9a9MM+yAgNNxbhKlVxQzFJoKVsWZs6EKJ/Ju32zfNdyJi6ZSFJqUt6FWfzGX8OR7PzdJSKXi0hLILej0OcBvURkMzANM0Q1HigjIulzLjWAnc7r7UBNAOd4aeBAZqGq+raqRqlqVEU3o4ws2RIeHM67vd6ld+PeeZKzYQPcdx/s2OGSYpZCz7Ztef+9G5RvQJqmsengJneUsviFv4ZjjIiUBu4HRmLmJnLlH6rqQ6paQ1XrAFcB81X1GmABJh8WwBBMahOAL533OMfna3GsPlVEOZ5y3JXU1p9+Ci+/7G5takvh5cgRMzT58st5k5O+ssouyc1f/E1y+JWqHlLVv1X1AlVtrapfuqzLg8B9IrIBM4eRXtprElDe2X8fMMrlfi154NmfnyXi2QiSU5N9N86G6Gjo0MGupjpTKFXK5K767LO8PSyciOU4YA1HfpLtclwReUBVnxeRV8hiXkFV85RRSFUXAgud15uAtlm0SQTsOptCyqaDm6gQXiFPyQ3Xr4c//4SXXnJRMUuhZ8AA+PprEwzYpk3uZJQvUZ5qEdWIPx7vrnKWbPEVx7HG+WsLeFuyZNPBTXlOpf6Zswi7f//s21mKF716mXxkn32We8MhImy/d7tdkpvPZGs4VHW283dydu0sZy6bDm7isvqX5UlGUhJccgnUrOmSUpYiQblyZrhqxgwYOzb3wYDWaOQ/voaqZpPFEFU6qtrLdY0sRYZjycfYdWRXnj2Oxx+3k+JnKi+/bJbn5uXeP3vdbF5a/BJzr5lLWFCYe8pZTouvoapxzt++QBXgI+f9YEwQoOUMJiUthdFdRucphiMuDkqXztuNw1J0aZz3hAPEJcaxcPNCtsRtoVGFRnkXaPFJtquqnGC/H4GWqjpIVWc729XA+fmjoqWwEhkayeNdH6dDzQ65lnHhhXCNrcNzRvPNNzBkSO69zjpl6gCw5dAW95SyZIu/cRwVReTEeISI1AVslN0Zzp4je9h7dC+5DavZuBGWL3cngthSdNm+HaZMgRUrcnd+uuGwdTnyD38Nx72YehwLRWQhJljvHs+0shQJnv35Wc6aeFauz09PrW1XU53ZXHmlSTeT21Tr1SKqERQQZA1HPuJvAOA3QANMKvT0MrLzvFTMUvhJX4qb21Ut0dHQrp37JUUtRYsKFcyQZXR07oarAgMC6Vy7MxEheSoRZMkBOSnU2wBoBIQBzUUEVZ3ijVqWosCmg5tORO7m+NxNsGwZjBvnu62l+NO/P9x6qwkEbdEi5+f/cP0P7itlOS3+1uN4HHjF2S4AngfsUtwzGFU1HkeZ3C3FrVwZpk6Fq65yWTFLkaRPH+N9xtsA8CKBv3Mc/YGLgN2qegPQHAj1TCtLoWfP0T0kpCTkOoajZElTd6N6dd9tLcWfihVh8WLo1Cl350/5cwoNX2lo06vnE/4ajgRVTQNSRCQS2AvkLerLUqQpEVSCSb0m0f2s7jk+d8sWeP55iI31QDFLkSY+Hg6cUjTBN2maxvoD69l2aJv7SllOwV/DESMiZYB3gKXAMmCJZ1pZCj2lw0pzY8sbaVi+YY7PnTYNHnzQpNa2WNKJj4eqVXOXat0uyc1ffBoOp773s6oap6pvAt2BIc6QleUMZf3+9SzduTRXMRzR0SapXZ067utlKbpEREDbtrlbXVW7dG3ABgHmFz4Nh1M0aWaG95tVdaWnWlkKPa8seYULp1yY46W4mzbB0qUmpbbFkpkBA2DdOli1Kmfn1YisQYAEWI8jn/B3qGqxiOQy8bGlOLL10FZqRuY8na1NoW7Jjj59TN6ynAYDBgcGM+DsAdQqbYOC8gN/4zguAG4VkS3AUUAwzkgzzzSzFGq2Hd6Wq3/SnTtNpb+6dT1QylLkqVIFOnc2DxhPPJGzc6f1n+aNUpZT8Ndw5K3ggqXYsfXQVtpUy7kTOn48pKR4oJCl2PD88xAenrtzVdXW58gH/JkcDwDmqOqWzFs+6GcphBxLPkbssdgcexzJTlnyoJzkK7CccbRtC+eem/Pzxi8eT+TYSFLS7JOJ1/gzOZ4G/CkidvDQAkBQQBDfXvstA88ZmKPzOneGO+7wSClLseKXX8yS7ZxQKqQUR5KOsP3wdm+UspzA38nxqsAqEflBRL5M37xUzFJ4CQkMoftZ3alfrr7f52zebCKDbUJDiz8sW2aGrNau9f+cE0ty4+xgiNf4azieAK4AngRezLBZzkBW71vNzLUzc5TeIX2VjF2Ga/GHfv1yvroqfeh022EbPe41/qZV/zGrzWvlLIWT6aum0/fTvgj+T0JGR0OrVlDPJqqx+EG1anDeeTkzHDVLm+XhNu2I92RrOEQkXkQOZ7HFi8jh/FLSUrjYemgrVSOqEhwY7Ff7zZvhjz+st2HJGf37w19/mYBAfwgPDuf2qNs5t1IuZtYtOSLb9S2qaiujWE4hpzEckZHw0ksmuMti8Zd+/Uzeqq1boVEj/8557fLXvFXKAvg/x+EaIlJTRBaIyBoRWSUidzv7y4nIdyKy3vlb1tkvIjJRRDaIyEoRaZXfOltOZuuhrTkyHOXKwb332txUlpxRowb8+y90z0ECZlUlLjHOO6UsQM4qALpFCnC/qi4TkQhgqYh8BwwFflDVsSIyChgFPIgJPmzgbO2AN5y/lgJAVdl6aCs9G/b0q/327TB/PvTtC6VKeaxcUeDYMdi7Fw4eNOmBjx83Gf1EICzMfElly0KlSlCiREFrW+CImIDRpCT/ggLvnXcvH6z4gLhR1nh4Sb4bDlXdBexyXseLyBqgOtAb6Oo0mwwsxBiO3sAUJ9niYhEpIyJVHTmWAmD5rcsJD/YvtHfqVLMev1OnM8xwHDsGv/8OMTGwciWsWWMyPB486L+MChXMaoImTaB5c5NSOCrKGJgzhPh4aNAARoyAhx/23b5aRDUOHT/E4eOHiQyN9F7BM5QCjeEVkTpAS+B3oHK6MVDVXSJSyWlWHci4TGK7s88ajgJARGhcobHf7T/91Nzvin1uKlWT0nXWLPjmGxO0kp5bpUYNc/Nv0wZq1jQJmcqWNZY0LAwCAiAtDRIT/6tktGePGdzfsAHmzYPJk42skBCz3OjSS6F3b/8H/4soERHGdkZH+2c4TizJPbSNcyqd47F2Zy4FZjhEpBTwOXCPqh7OJr9MVgdOyaujc20AABxRSURBVNYvIsOAYQC1bJSZZ/y9928W/LuA65tfT+mw0tm23bDBBHKNG5dPynlFSoq5ebdrZ7yAjGzdam7qU6f+F63WujWMHGncrLZtTz0nN+zZY4zRokXw3XfGjXvwQWjaFK65Bq6/3lRBysjevbBiBXTrZoxTEaV/f7j/fnM91fcRc5qesXnroa3WcHiJqub7BgQD84D7MuxbB1R1XlcF1jmv3wIGZ9XudFvr1q3V4g0TFk9QRqN7j+z12fbpp1VBdcuWfFDMC9LSVKOjVRs1Mh/k6qvN/tRU1blzVXv0UBUxx7p0UX3jDdVdu/JHt23bVCdOVO3Y0fQfGKjap4/q/PlGb1XzHlSbNlX98sv/9hcxtmwxH+PZZ3233Rq3VRmNvhXzlveKFUOAGPXjHl4Qq6oEmASsUdWXMhz6EhjivB4CzMqw/3pndVV74JDa+Y0CY+uhrYQFhVEh3PdT9MqVJoV6kXQAf/4Z2rc3wSeBgWZoKDoaXnvNPOVfdpmpSPXII2bpz8KFMHy4GYbKD2rUgLvuMkmd/vnHPJL/9BNceKHxeF5/3Qyb9egBCQnQqxd07WoCaooYtWoZZ8+fYMCqEVV5tNOjtKzS0nvFzmT8sS5ubsD5mKGmlcAKZ+sBlAd+ANY7f8s57QV4DdgI/AVE+erDehzeMTB6oDZ8paHf7Q8f9lAZL/j3X9X+/c0jbvXqqu+/r5qSorp+/X/eRdOmqlOmqB4/XtDankxCguo77/znIQUGqm7dqpqUpPr666qVKpn9112nun17QWubI779VvX77wtai+IPfnocormoGV3YiYqK0piYmIJWo1jSYVIHSoWU4rvrvsu2XfoK0yLDsWPw3HNmCww08wcjR568BnTqVBPNePnlhfvDpaXBF1+YPPZXXfXf/sOHYexYE40ZFGS8pfvug9DQgtPVAw4kHGD/sf00KN+goFUpcojIUlWN8tWu6M6YWQqErYe2UivS99hThw4wZkw+KJRXVM1NtkkTePJJE3Cybh089tipgQNXXw1XXFG4jQaYifB+/U42GmCM3jPPwOrVJqru4YfNsNs33xSMnjnkr79MJLkv7vz6Ti772Nae8xJrOCw5Yu0da3mu+3PZtlm1yoQwlCmTT0r5Q2oqfPgh/JghN+eGDWYOoG9fKF3aHJs61cwfFGfq1TPG8ptvjBG87DKTD2ZL4U5HPneucZD+/Tf7djUja7Lt8DbSNC1/FDsDsYbDkiMiQiN8ToxHR5v7Uf/++aSULxYsMBPG119vlNq3D/73PzjnHDO5/PLLZt1w584FrWn+csklZgXDM8/At9/CxIkFrVG2pCfJ/Oyz7NvVKl2LpNQk9h7d671SZyjWcFj8ZvW+1Tzw3QPZVlhThWnToEuX/FtgdFpWrYKePc1Ko7g4eOopiI01SbPGjDF3onXr4J57ztx6tqGh8NBDJrL9sccKWptsqVvX2P/p07NvZ9Ore481HBa/WbpzKS/8+gLHko+dvs1Scy++5pp8VCwze/fCkCFm/P7/2zvz+CiqbI9/T1aIEISwQxIIhE1FFgWRxefgjgsz4yggKi7DKOq4OzIyo6PjMttTnjKijiA+dJz3Pi6I4vhcQEVRVBBUZBUEwiKLJASSkMB9f5xquxMCpCHdVZ2c7+dzP+mqW53+dXXVPXXPPffc99+HBx/UhnHCBLj0UujWTcNnp0/ff9JcfSUnR911AWfUKM3icrBU66HZ42sL18ZJVf3DDIdRY0I3YvvMA48BtGgBt9+uY7O+0aCBZla89VZYtQruvDOcMPDZZ9W6nXKKjwKNw2XECLVvX3994GM6N+vME+c+QZ82lkg7VtTT/rlxOKwrWkfzjOYHTXCYm6trRftKZqYOfNexMFNDVwb8/ntN2XUgGqU1YmzfsfETVQ+xHodRYw61DscXX2gapb174yjqQJjRqLOkpelYWmnpgY/5Zss3fLbB5nLFCjMcRo35ofSHgxqOv/4VLr44nBTWMGLBvn2aDebmmw98zE1v3sR1s66Ln6h6hrmqjBoz76p5lO8tr7auuFinBlx6qT3s70dFhT4el5RoKS3VlOpt22r9kiXaGoJO3ktP17TrzZrpvvJyjfoK+sTDOJGUBJ06acr+iROrd1tlZ2azePPi+IurJ5jhMKIiNTm12v2vvKJZO0aPjrOgeLJ3rzrYN2xQX8kJXmaG++4LL9IUKoMGaaJB0Ljkbdsq/6/Ro3VCImiMaVW/yzXXwOOP62empWlrmZmpI8NNmsAvfwnXX69L4/3mN/oZrVqF/3bsGLAZmLXLpZfCP/+pkwIvuGD/+pwmOWwq3kRZRRnpKfYkU9uY4TBqxMrtK/nd7N8xftB4erbquV/99Ok6PWLgwPhrqzVKS2HNGjUCJSXh0LDRo3US4aZN4Z7BySfr5EGAmTPVmIR6CXl5lVeumjBBex0NG2rEV4MGekyI6dP1/4qooSgr02XvQA3UffeptqIinY9SWBheTnHbNnjqKdi1q/J3eeghNSgFBfo9OnSoXPr21RC4BOX001X+9OnVG47QuhwFOwvIa5q3/wHGEWGGw6gRy7Yu44WvXuDG/jfuV1dSot6Wyy9PAG+Kc9rIr16tvQLQBvb557WRDSX9bN8+bDjy8tR91LZtuHToEP6f8+cf/DNvuung9QeLXU5JUcNzINq0UT9hcbEu9hQq3btr/e7duoze55/DSy+p2wvgued0UsTChfr9u3XT0r27/m3dOtA/ZkoKjBwJkyer7czKqlwfuRKgGY7axwyHUSO+K9Q8RtUNjjdsqA/pB4ty8ZU339Q8KEuWaCks1Ay4u3erG6hNG51dnpenzvO8vMo9gnvv9U97TWnUSEunTpX35+drqBtor2bjRu1VhXo0xcXqWps6VV+HmDNH57osWgTz5kGvXjqh8qij4vFtasS4cbrAYnVr2fdp04dZo2ZV2zs2jhwzHEaNWLFtBRmpGbRpVHmm9b59WlJSqr+B48bWrfr0vGBBuMyerT2HL7+EV1+FHj10SnuPHlpCT9SH6hHUFZKSoF07LSEGD9bFnUI9saVLtfT0GtzXX9f066DnKz9fjcgTT+gYio/587t2PfCS600bNuXsfMuQGyvMcBg1YsX2FXRu1pmqa8O/9RZceaXmyDsmXks8V1Rocr727aFlS816F8qABzq+0Lu3+tBA4zZvuy1O4hIUkbBRGTo0vH/8eHVpLVqkE3UWLdJp240ba/3116uB7t8/XI47Lm65v3bu1BiCoUN12CaS99a8x67yXZyTf05ctNQnzHAYNSItOY1erXvtt/+ppzSwp3PnGH54aSm8844u5zpvnj4h796tT71jx2pj9ac/aZRTr17hMNYQyckxFFfHEQkPqFc3Ct23r6Zjf+01eOYZ3delSziZ1JIl+t6qa5vUorz77tNUZFOnVq57cO6DbNm9xQxHDLAVAI3DZtMmyM6GG2/UyX+1RlGRGomMDF0ne9s2aN5cn2J799ZVogYM0DrfU/AagLqsVq/WQIHyco2XdU4vkM2b4cQTNW39kCEaeleLCRXHjtXoqoICDWwLccOsG5i2aBqFdxbu11M2qsdWADRizmOPafToNdfUwj977z1NRtivn979w4aFrVFWlvY0ioq0YZo4UbPdmdEIDiIaUDBihBoNUMPxj3+om1BEl6wdNkzdX6CDYx99dMSpBq67Tr2STz5ZeX9+Vj479+y0dTligBkO45DMWTOHgVMGsnzb8h/37d6t89uGDz9MN9XatTpgHeKuu7RhSU/XJU3feafywgsnnRTOcGskBklJcNZZmtb+ww91Dsq772pLDxrMMHCgPhj87GcaW7su+jU0jj8eTjtN16Hasye8P7+ZRo6t2L6iNr6NEYGNcRiHZPHmxXy07iMy0zN/3NewoUa41ngOmXPhuQQzZqjvOzVV3VCNG6uDunXr8KCrUffIyIBTTw1v5+frw8Fbb2nI9Msv6/7Zs9UNWVam4dI1cDPddps+d2zdGs7kkp+lhmP5tuUMyhlUy1+mfmNjHMYhGfPKGN5Y+Qabbt0Una84MlZ34kQNe01O1kbhnHN0retu3QI90cyIE85pGPDMmXDDDfpkcvfdMG2a9kZGjdKB+Ciulb379rJ482KObXnsAVPlGJWxMQ6j1vik4BP6t+v/o9F48UW45ZbK88UqsXKlrundsaMmsQKNyJkyRQdK335b/0H37mY0DEVEr4c77gi7JPv21dDexx7TwfUuXXR99IPw3XfasQVITkqmd5veZjRigBkO46DsKN3B0q1L6d+uP6A+5Dvu0CGIShGWFRUajjl4sLogHnhAJ9mFBrA7dIArrtg/N4RhHIjzz9ceyObNGvedk6MTO0PMnh1OoYJ2Ws47D8aMCa8Js3DjQn79xq8prQhqWoPExAyHcVAKSws5v+v5DMkdAqjH6dtvdbwzKYnwHSqixmLLFk2wt3atpi4dZL5l4whp2hSuvlqfVv71L923YoWmicnJ0d7txo2I6MuvvtIpPqCpch6d/ygLNy70T39dxDmXEAU4C1gGrATuPNixffv2dUbts3y5cw0aODd8uHNu7VrnbrnFuQ4dnNu1Sw/YuNG5fft81WjUEyoqnHv9defOPdc5EefS0pwbM8btW1/gTjvNucaNnVuzxrkNRRsc9+Ae+uAhvxUnBMBnrgbtcUL0OEQkGZgEnA30AEaKSA9/VdV9yirKWLZVZwA7py6AvmlfMj35Mo3ZnzhRwyl37tQ3BDyjqlGHSE7WAIuZM7X3MXYsvP460iCdyZMha98Wfjrc0SytDQOzBzL588lU7LOlKWuLhDAcQD9gpXPuW+fcHuAFoJr8B0ZtMunTSXSb1I0PV8xHBJ6b8A1zi3py1L9f0lj8Vat0ym6rVn5LNeoznTrBo4/qHJCsLDrlORa2G8aMNceT9vwz/KbHr1izYw1TFk7xW2mdIVEMRzsgcmbQem9frfP0haNY3ziF9Y1TKGic/GNZ+tnXAEw9exgbGyWzsVEym44Kl60btwLw7JBT+D4jme8zktnile8zwrmSXjixL9saJrO9YRLbGybxQ4MkvssMR328fFx3djRIojBdS1F6EsuaNfix/t9dcilOS6I4LYldqVoWtwzPfXg/txUlqUJJqlCaomV+23DupgWtm7AnWSiPKO/nhmdgr2iawd4kYZ8IN518K3vvAc6YCECHs7rp9Ny1a+GRRyA3t1bPvWEcEaE1i53j6PHjaN/eIVdewXkDLqP4j0nsuOBd2raF3IGTWZeZQsHRKWxoqn/XZaZwV6u7ad8eegx+qHJ9E62/tdXDZGfDCUPuqLb+2hbPkp0NQ4Zcw7rMFDZ49eu9+jHNXyM7G848ZdT+9Y1T+UWLOWRnw/Ah52l908j6NM5rNZ/sbLhk8H/sX9+oAT9pvYQ+feJzqhNlAmB1/o9KE1BEZCwwFiAnZ/81I2pKw849mLc8vKZB6EMGHK2Nc3LX43lvw6r9lJ2TrgsfV3Tvw9tF4RQHTvSgS7ztomNOYNbeEq9O31yRms6VXv3m4/oxIz3J+2ytL8vIJJQ9+tueAyhoEp6Ih0BZZgtCqw4s7nUyy1qH9TmgrEUO/bztD/sMZP72gghtsKdtF4Z49W+cOICUYl3mNH1fC9rRjyY9vfMhokuWGkaQSUqCMWOQyy+HuXNZ/fxHfPvJZjJanMq5ubBNcvlkZx5Nm0JaKpSUQlEhNG3bmTPbQyF5fLwjj6wsSE2B3SWa7aZl+46c0RaK93bl4x/yNH1aMuzard7a7Jx2nNEaSsu78/EPebRsoVKKd8GuYqFTx1Ykt4A9Zcfw8fY8WrXUW2pnMZTsSqZ75ywym8G+3cfx8Q/LaO115It2QtmuNI7t1pSWTSBp5/HML9xAy5Zav6MQKkoy6HNMY/a2jc8pTogJgCIyALjHOXemtz0ewDn3YHXH2wRAwzCM6KlrEwA/BfJFpKOIpAEjgFcP8R7DMAwjBiSEq8o5VyEi1wNvAsnAFOfc1z7LMgzDqJckhOEAcM7NAmb5rcMwDKO+kyiuKsMwDCMgmOEwDMMwosIMh2EYhhEVZjgMwzCMqEiIeRzRIiJbgO+8zebAVh/lHAjTFR2mKzpMV3SYLiXXOXfIdT3rpOGIREQ+q8mElnhjuqLDdEWH6YoO0xUd5qoyDMMwosIMh2EYhhEV9cFwPOm3gANguqLDdEWH6YoO0xUFdX6MwzAMw6hd6kOPwzAMw6hFEt5wiEiW3xqqQ0SO8ltDdYhIrogc7beOqojIIUMAjTAiEshVtETkGBG5028d1SEiTf3WUB1BbcMORsIaDhFpJCJ/A14VkfEicpLfmuBHXQ8D00VkdFBucE/XfwKvA3Fa7uXQRPyO/xaR+0VkoN+a4EddfxeRM/3WUhURGQSsFpGz/NYSIuJ3fA24WEQ6Heo98UJEMkRkEnqN3SAivb39vrZ/QW3DakJCGg4R6QvM9DavBTKBi/xTpHg39AdACTAFGAyM9FUUICInAh8CzYDezrklPksCQERSgElolubL0AULh/oqChCRtsBT6DU1KoC9oUxgO3CtiFS3OmZcEZEzgPeAMmA0sBQo8lVUZW4BsoDLgQbAEwDOuX1+CQpqG1ZTEspwiEho8e5NwHXOuVudc4uBNGCBj7pCi4b/APzdOfdb59xM4Av0gsWPGzxCVxmwCnjYOVcuIr1EpIPXcMediM9tBXR0zt3ora+SAXzjh6Yq7AYeAbKBpsBZEdeeL4hIUsQ15NAGOhO4yav304CsBEZ41/2HwLF4DwB+6Qr1JrxrLRV43jm31Dn3F2Cz1/uOe68jqG1YtCSE4RCRfBF5ArhLRPKccwXOuSUi0kREJqKW+gzPtdAqjrq6ichU4A8ikus1fs9ENIwFQC6Ai2P4WjW6FgOzgZtFZA7wKPAw8Od4+lcjdN3r6SoASkVkmoh8ApwLnC8ir4hImzjqyheRO0LbzrkdwGLnXAkwDbgY73eMJ5G6qjwd9wY6AuOAq0Wkn7cdd10eq51zK7zVOQGmA8dAfK/7CG1PABO8tqICfXjrH3HYtcBlItI+Xr2OoLZhh0vgDYeI3AzMAJYALYH7RSR0kxQBrzjnsoFfAeXAH+KkKwuYCnyFrkp4r4hc5Jwr9y5WgF5AXFcqrEbX/SIyDHgaEPR8DUbPUzJwlU+6HvBcHGcCzwBLnXNdgKvRPGO/j5OuUcC7wO0iMtbbl+wZDZxzLwI7gBERPThfdBFeeG0FsMg59w16Lj9Gn/L90pUE4Jzb422nhvbF84m+mrbiIdFAkImoWy/L07keNW6/9ElXINqwIyERVgDcDlzhnPvEu3HfQV0Iq72nmdkAzrkSEVkA5MRJVzdgt3Pub97NMQoYKiJLvSd8gDbASwAiMhT4yjm32QddPwWWAVc758oBnHNfiMhOYFuM9RxM14WokWgM7PF0lYnIXOLUEALrUd93CTBJRKY753Z7LhbxnkgfQW/mF72n+/nOuWV+6PLqugD3iEg5sAhIBz6PsZ6D6vJ+U+fdkx+gDyp3xXkcobq2oo9z7l0ReRF4nPA4wnK0kUZEJMY9o6C2YYdNIHscVfyiM4D5IpLuNXorUd9u1ff0AsaivvxY6Yo8XwuAdBHp690cH6I31XDvWEGjl7qKyCx08DcmN1ENdH0HjAwZDe89PYFTgY2x0FRDXQXo+foIOEdEzhSRE9DBzIJ46HLOvQ984JybB3wJ3ONVJYUaPefcZ+hv9xn6lFpODKihLtDIpS+Ba51zFwP/An4dC01R6IpsfL8EvpI4RAlVucaqaysae3XjgNYi8nsRuQj9HUshNu60GujypQ2rNZxzgSjoQOngGhy3ADg+Yrsl8BzwKXBxDHS1AcZVsz8T+C3wx4h9FwB/AZqgT4X7gDnowGEQdDVF/b3/C8wPgK7hwN+811d6v+PCeP6OVY45Fm30jovYlwyMANahxtd3XahRi6xPCoKuiP15aORS+9rWVVNt3nFV24ruaG/p/4BLAqQrpm1YTH4DvwV4J24C6vs+4I2J+ud7ALMitrt6r8+Jka470C7tvUCjaupPQ7vkw7ztLt6Pn+5t3xwwXQ287YsCpOuzCF0Zfuiqcuy9wNPe6/7eddYugLqSI+okQLpSY3GuotFWTVuRhLpKa93AHqGumLdhMfu+vn64PgE/7xmNzIMcF8qpNYCwn3Ix2j2v1Zsm4jNbAP8DtKimLsn72wR1QS1AfZYXAi8DrWJ4zo5EV8uA6mruk679rh10YHcrUIyOa6QEUNfdsWqgj1DXPd62H/ekVPlbta24jghjGyBdMWvDYln8iuPPdM4VoT7GucB3zrkiEemChj1+5ZzbGBq0ct4ZB85GIw+aAdc79bfGQhdo4EAb59wWz+/eD1jinJvjwr7vQuBZ0dnhD6BRVGNdLQ+A16Ku7wOqq1ZXOItCl4t4j6CrrT0NrEZ7i3NNl3+6DkdbANuKuOqKG/G0UmgP4yngDTQ2vjnQDvgvNOpnPvAPNELkFO89yYSt9enAVTHW9QtPU3vg7+iPPA+4HViD+khTvPclRfyPWnezmK746Ip4fxpwlunyV9cRXmNBbStiqiveJb4fpgNmk9FonoeBad7+C4B7Io4bB3zho66p3v5pwJvAEG/7PDQaKCbuC9Plny5i6C4wXXaN1bUSvw/SsLgpQI633QxNuDfO2468KDsB/w0c5ZOuN9CUDt3RJ4gLI46fDXQyXabLdNUvbUHV5UeJ2zwO59xOdPzi5972duDPwFWev7ACwJtR+Siw3jm3yyddf0JzAK0CngV+IiK3icgMYINXTJfpMl31SFtQdflCDKxyBurHS4vYl+z9HYSm4DjK226ARhiM9LZvxYuACICuJ4Hh3nYPdDD3WtNlukxX3dYWVF1BKrXa4xCRq9GUyicBjSKqnBchNRcNxfwrgHOuFNiLhvOBpio4yTk3KQC69gC7vO0laPqEx02X6TJddVdbUHUFjlq00tloKoRuVfZLxOscdAbxGmAMMAyNoDo9VpbxCHUNNV2my3TVD21B1RXEcqQnOnJAuycwxXudj05w6ehttwNeAGZ420OB29DBpJ/H4AIwXabLdAVEV5C1BVVX0Mthn2y0qzYRr7cADETD0Qaj6S0mo66nkeiEmAkx/zKmy3SZrsDoCrK2oOpKlHI4J1zQyS7TgUuAt/EGgtC45dmEk7GdhmaMjZz4Fatp/6bLdJmugOgKsrag6kqkcjgnPRNNg93Y2z7T+xFOB/qgOWu6Rhz/ApAb+sFi9kVMl+kyXYHRFWRtQdWVSCXqqCqn+VnWoANDoBb6U+BnzrkFaCzzVSIyTESeQbuEBd57XbSfZ7pMl+lKPF1B1hZUXYnE4Ybjvgz0EpE2zrlidBWychHpDNyJLi05EljlnLvQhZdSjTWmy3SZruDoCrK2oOpKDA6nm4IuWPJnYHzEvrnAoIjtmOblN12my3QFW1eQtQVVV6KUw+pxOOc2Aq8AZ4vIL0SkA5oifU/EMTFZXtN0mS7TlRi6gqwtqLoShVCq38N7s8jZaGrhk4HHnHOP1ZawI8F0RYfpig7TFT1B1RZUXUHniAwHgIikomNGgfIBmq7oMF3RYbqiJ6jagqoryByx4TAMwzDqF3FLq24YhmHUDcxwGIZhGFFhhsMwDMOICjMchmEYRlSY4TAMwzCiwgyHYRiGERVmOAzDMIyoMMNhGIZhRMX/AzlkQzRNYMvBAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"gti_dirint_out.plot(ax=ax, color=color)\n",
"cs.plot(ax=ax, ls='--', color=color)\n",
"ax.set_ylabel('Irradiance (W/m^2)')\n",
"ax.set_title('GTI DIRINT irrad (solid) vs. Original irrad (dashed)')\n",
"\n",
"fig, ax = plt.subplots()\n",
"gti_dirint_out['ghi'].plot(ax=ax)\n",
"cs.loc[gti_dirint_out.index]['ghi'].plot(ax=ax, ls='--')\n",
"(aoi_lt_90 * 20).loc[gti_dirint_out.index].plot(color='k')\n",
"ax.set_title('Month={}. GTI DIRINT ghi (solid) vs. Original ghi (dashed)'.format(month))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Repeat for summer solstice, fall equinox, winter solstice."
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"times_jun = pd.DatetimeIndex(start='20160621', end='20160622', tz='America/Phoenix', freq=freq)\n",
"times_sep = pd.DatetimeIndex(start='20160921', end='20160922', tz='America/Phoenix', freq=freq)\n",
"times_dec = pd.DatetimeIndex(start='20161221', end='20161222', tz='America/Phoenix', freq=freq)\n",
"\n",
"times = times_jun.append(times_sep).append(times_dec)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"solpos = location.get_solarposition(times)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"cs = location.get_clearsky(times, solar_position=solpos)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"dni, ghi, dhi = cs['dni'], cs['ghi'], cs['dhi']"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"solar_zenith, solar_azimuth = solpos['zenith'], solpos['azimuth']"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"surface_tilt = 40\n",
"surface_azimuth = 180\n",
"system = PVSystem(surface_tilt=surface_tilt, surface_azimuth=surface_azimuth)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"aoi = system.get_aoi(solar_zenith, solar_azimuth)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"# note that this method will use the haydavies transposition model by default,\n",
"# however the gti_dirint function will use perez by default.\n",
"all_irrad = system.get_irradiance(solar_zenith, solar_azimuth, dni, ghi, dhi)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"poa_global = all_irrad['poa_global']"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"aoi_lt_90 = aoi < 90"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1915: RuntimeWarning: invalid value encountered in maximum\n",
" disc_dni = np.maximum(_disc_kn(kt, airmass) * I0, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1272: RuntimeWarning: invalid value encountered in maximum\n",
" kt_prime = np.maximum(kt_prime, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1273: RuntimeWarning: invalid value encountered in minimum\n",
" kt_prime = np.minimum(kt_prime, max_clearness_index)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1927: RuntimeWarning: invalid value encountered in maximum\n",
" dni = np.maximum(dni, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1929: RuntimeWarning: invalid value encountered in maximum\n",
" dhi = np.maximum(dhi, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1137: RuntimeWarning: invalid value encountered in maximum\n",
" F1 = np.maximum(F1, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1140: RuntimeWarning: invalid value encountered in maximum\n",
" F2 = np.maximum(F2, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1154: RuntimeWarning: invalid value encountered in maximum\n",
" sky_diffuse = np.maximum(dhi * (term1 + term2 + term3), 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:489: RuntimeWarning: invalid value encountered in maximum\n",
" poa_direct = np.maximum(dni * np.cos(np.radians(aoi)), 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1967: RuntimeWarning: invalid value encountered in maximum\n",
" poa_global_i = np.maximum(1.0, poa_global_i - coeff * diff)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1233: RuntimeWarning: invalid value encountered in maximum\n",
" kt = np.maximum(kt, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1236: RuntimeWarning: invalid value encountered in minimum\n",
" kt = np.minimum(kt, max_clearness_index)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1928: RuntimeWarning: invalid value encountered in maximum\n",
" ghi = np.maximum(ghi, 0)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:1976: RuntimeWarning: 42 points failed to converge after 30 iterations. best_diff:\n",
"2016-06-21 06:55:00-07:00 9999.000000\n",
"2016-06-21 17:55:00-07:00 9999.000000\n",
"2016-09-21 06:20:00-07:00 2.715976\n",
"2016-09-21 18:15:00-07:00 6.174917\n",
"2016-12-21 06:10:00-07:00 9999.000000\n",
"2016-12-21 06:15:00-07:00 9999.000000\n",
"2016-12-21 06:20:00-07:00 9999.000000\n",
"2016-12-21 06:25:00-07:00 9999.000000\n",
"2016-12-21 06:30:00-07:00 9999.000000\n",
"2016-12-21 06:35:00-07:00 9999.000000\n",
"2016-12-21 06:40:00-07:00 9999.000000\n",
"2016-12-21 06:45:00-07:00 9999.000000\n",
"2016-12-21 06:50:00-07:00 9999.000000\n",
"2016-12-21 06:55:00-07:00 9999.000000\n",
"2016-12-21 07:00:00-07:00 9999.000000\n",
"2016-12-21 07:05:00-07:00 9999.000000\n",
"2016-12-21 07:10:00-07:00 9999.000000\n",
"2016-12-21 07:15:00-07:00 9999.000000\n",
"2016-12-21 07:20:00-07:00 9999.000000\n",
"2016-12-21 07:25:00-07:00 9999.000000\n",
"2016-12-21 07:30:00-07:00 224.255280\n",
"2016-12-21 09:45:00-07:00 1.623382\n",
"2016-12-21 09:50:00-07:00 1.080992\n",
"2016-12-21 14:55:00-07:00 1.196833\n",
"2016-12-21 15:00:00-07:00 1.469382\n",
"2016-12-21 17:15:00-07:00 461.257604\n",
"2016-12-21 17:20:00-07:00 9999.000000\n",
"2016-12-21 17:25:00-07:00 9999.000000\n",
"2016-12-21 17:30:00-07:00 9999.000000\n",
"2016-12-21 17:35:00-07:00 9999.000000\n",
"2016-12-21 17:40:00-07:00 9999.000000\n",
"2016-12-21 17:45:00-07:00 9999.000000\n",
"2016-12-21 17:50:00-07:00 9999.000000\n",
"2016-12-21 17:55:00-07:00 9999.000000\n",
"2016-12-21 18:00:00-07:00 9999.000000\n",
"2016-12-21 18:05:00-07:00 9999.000000\n",
"2016-12-21 18:10:00-07:00 9999.000000\n",
"2016-12-21 18:15:00-07:00 9999.000000\n",
"2016-12-21 18:20:00-07:00 9999.000000\n",
"2016-12-21 18:25:00-07:00 9999.000000\n",
"2016-12-21 18:30:00-07:00 9999.000000\n",
"2016-12-21 18:35:00-07:00 9999.000000\n",
"Name: poa_global, dtype: float64\n",
" RuntimeWarning)\n",
"/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/irradiance.py:2000: RuntimeWarning: invalid value encountered in maximum\n",
" disc_dni = np.maximum(_disc_kn(kt, airmass) * I0, 0)\n"
]
}
],
"source": [
"gti_dirint_out = pvlib.irradiance.gti_dirint(\n",
" poa_global, aoi, solar_zenith, solar_azimuth,\n",
" times, surface_tilt, surface_azimuth,\n",
" pressure=pressure,\n",
" use_delta_kt_prime=True, temp_dew=None, albedo=.25,\n",
" model='perez', model_perez='allsitescomposite1990',\n",
" calculate_gt_90=True, max_iterations=30)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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jSZMmTJ3qVoCfMmUKF110UTTFNUvGCI7PklHMXWYY/tx1F/z++7E9ZsuW8MIL+e9PSUlh3Lhx/Pbbb2RkZNC6dWvatGkDQEZGBrNmzeLrr7/mkUceYfLkycdWuCPElIwRFHOXGUbRYdq0afTp04eSJUsC0KtXr+x9/fr1A6BNmzasWrUqGuIFxJSMERTB3GWGEYhgFkekCBaAk5iYCEB8fDwZGRmFJVJIbEzGCEq2u8yiywwj6nTs2JEJEyaQlpbG3r17+eqrr6ItUkjMkjGCYu4ywyg6tG3blt69e9OiRQvq169PcnIy5cuXj7ZYQTFLxgiKKRnDKFoMGTKEpUuX8tlnn7F06VLatGnDlClTskOVq1Spkj0m07lzZ7788ssoShtBJSMiJURklojME5GFIvKIV95ARGaKyDIR+T8RKe6VJ3qfl3v7k/yO9U+vfKmInB8pmY28WAizYRQtBg8eTMuWLWndujX9+/endevW0RYpKJF0lx0EuqjqXhFJAKaJyDfAPcDzqjpaRN4ArgNe9153qOpJInIp8DRwiYicDFwKnALUAiaLSBNVzYyg7IaHhTAbRtHio48+irYIBSJilow69nofE7xNgS7AWK/8PeBv3vs+3me8/V3FdaP7AKNV9aCqrgSWA+0iJbeRE3OXGYZxNER0TEZE4kXkd2AzMAn4C9ipqr74ulSgtve+NrAWwNu/C6jsXx6gjf+5BotIioikbNmyJRKXc0JiIcyGYRwNEVUyqpqpqi2BOjjro3mgat5roLSgGqQ897mGq2qyqiZXrVr1SEU2cmEhzIZhHA2FEl2mqjuBKUAHoIKI+MaC6gDrvfepQF0Ab395YLt/eYA2RoQxd5lhGEdDJKPLqopIBe99SaAbsBj4ERjgVbsa+Nx7/4X3GW//D+q6z18Al3rRZw2AxsCsSMlt5MSUjGEUXYYOHZqdIDMQx3uq/5rAeyISj1NmY1T1SxFZBIwWkceB34B3vPrvAO+LyHKcBXMpgKouFJExwCIgA7jVIssKDwthNozY5bhO9a+q81W1laqerqqnquqjXvkKVW2nqiep6sWqetArT/M+n+TtX+F3rGGq2khVm6rqN5GS2ciLhTAbRtFi2LBhNG3alG7durF06VLATbq8//77LdW/EXuYu8wwAnPXxLv4feOxzfXfskZLXuiRf+bNOXPmMHr0aEv1bxw/WAizYRQdpk6dSt++fSlVqhQAvXv3zt5nqf6NmMRCmA0jMMEsjkjiGyfNjaX6N2ISc5cZRtHh7LPP5tNPP+XAgQPs2bOHCRMmRFukkJglYwTFlIxhFB1at27NJZdcQsuWLalfvz6dOnWKtkghMSVjBMVCmA2jaPHQQw/x0EMP5SgbMmRI9vvcqf47d+5ciNLlxdxlRlAshNkwjKPBlIwRFHOXGYZxNJiSMYJiIcyGYRwNpmSMoFgIs2EYR4MpGSMo5i4zDONoMCVjBMWUjGEYR4MpGSMoFsJsGEUXX6r/zp07k5KSkmf/8Z7q3zgOsBBmw4hdjutU/8bxgbnLDKNoESjVP8Ann3xiqf6N2MNCmA0jH+66C34/tqn+adkSXrBU/8YJhIUwG0bRwVL9G8cd5i4zjHwIYnFEEkv17yEidUXkRxFZLCILReROr3yoiKwTkd+9radfm3+KyHIRWSoi5/uV9/DKlovIA5GS2ciLKRnDKDpYqv+cZAD3qupcESkLzBGRSd6+51X1Wf/KInIycClwClALmCwiTbzdrwLdgVRgtoh8oaqLIii74WEhzIZRdLBU/36o6gZgg/d+j4gsBmoHadIHGK2qB4GVIrIcaOftW66qKwBEZLRX15RMIWAhzIZRtLBU/wEQkSSgFTDTK7pNROaLyAgRqeiV1QbW+jVL9cryKzcKAXOXGYZxNERcyYhIGWAccJeq7gZeBxoBLXGWzv98VQM01yDluc8zWERSRCRly5Ytx0R2w0KYDcM4OsJyl4lIHNACN1ZyAFioqpvCaJeAUzAfqup4AP92IvIW8KX3MRWo69e8DrDee59feTaqOhwYDpCcnGy+nWOEhTAbhnE0BFUyItIIuB/oBiwDtgAlgCYish94E3hPNW83V9yI8TvAYlV9zq+8pjdeA9AXWOC9/wL4SESewymzxsAsnCXTWEQaAOtwwQF/P7LLNQqKucsMwzgaQlkyj+PcWzdqrq6siFTDPeyvBN4L0PYsb98fIuKbFvsgcJmItMS5vFYBNwKo6kIRGYMb0M8AblXVTO9ctwHfAvHACFVdWMDrNI4QUzKGYRwNQZWMql4WZN9mIN/ZSKo6jcDjKV8HaTMMGBag/Otg7YzIYSHMhmEcDSEH/kWknOc2y11+emREMooSFsJsGEWfmE31LyIDcdbKZm8Qf5CqzvZ2jwRaR1Y8I9qYu8wwYpdYSPX/INBGVVsC1wDvi0g/b1/gBDrGcYWFMBtG0eKxxx6jWbNmdO/encsuu4xnn3XJU2I11X+8LxJMVWeJyLnAlyJShwBzVYzjDwthNoz8CTSZfuBAuOUW2L8fevbMu3/QILdt3QoDBuTcN2VK8POlpKQwbty4mEr1H8qS2eM/HuMpnM64tC6nRFAuo4hg7jLDKDpMmzaNPn36ULJkScqWLUuvXr2y98Vqqv+byeUW8/KQ9QAGRkwqo8hgSsYw8ieY5VGqVPD9VaqEtlxyE8yjEJOp/lV1nqouD1CerqofRk4so6hgIcyGUXTo2LEjEyZMIC0tjb179/LVV19FW6SQhJtWZpCqjoywLEYRxEKYDaPo0LZtW3r37k2LFi2oX78+ycnJlC9fPtpiBSWceTL/waWVMU5AzF1mGEWLIUOGsHTpUj777DOWLl1KmzZtmDJlSnaocu5U/19++WWQo0WeUPNkhgNlgcsLRxyjqGEhzIZRtBg8eDCLFi0iLS2Nq6++mtati/Z0xVDusr8D7QIlwDRODCyE2TCKFh999FG0RSgQodxlFwFjAqWVMU4MzF1mGMbRECq6bAoutf4HhSKNUeQwJWMYxtEQcuBfVRcA/QtBFqMIYiHMhmEcDWEtv6yqeVaiNE4cBLEQZsMwjoiwlIyINBCR50RkvIh84dsiLZxRNIiTOLNkDKMIMnTo0OwEmYEo8qn+/fgMt5TyBMCeNicYImJKxjBikFhI9e8jTVVfUtUfVfUn3xZRyYwiQ5zEWQizYRQRhg0bRtOmTenWrRtLly4F3KTL+++/PyZT/ft4UUQeBr4DDvoKVXVuRKQyihTmLjOMwHQe2TlP2cBTBnJL21vYn76fnh/mzfU/qOUgBrUcxNb9WxkwJmeu/ymDpgQ935w5cxg9evRxlerfx2nADcBTwP+8LX9HICAidUXkRxFZLCILReROr7ySiEwSkWXea0WvXETkJRFZLiLzRaS137Gu9uovE5Grj+RCjSPHlIwR66TuTmXLvi3RFuOomTp1Kn379qVUqVKUK1eO3r17Z++L1VT/PvoCDVX1UAGOnQHcq6pzRaQsMEdEJgGDgO9V9SkReQB4ALgfuABo7G3tgdeB9iJSCXgYSMYtlDZHRL5Q1R0FkMU4CgQbkzFim66jutKqRitGDxh9TI8bzPIolVAq6P4qpaqEtFwC4ZtWkJuYTPXvxzygQkEOrKobfO40Vd0DLAZq4xY8e8+r9h7wN+99H2CUOmYAFUSkJnA+MElVt3uKZRLQoyCyGEdHnMRZCLMR02RpFvFx8dEW46g5++yz+fTTTzlw4AB79uxhwoQJ0RYpJOFaMtWBJSIym5xjMr3zb3IYEUkCWgEzgep+SzpvEJFqXrXawFq/ZqleWX7lRiFh7jIj1snMyszOXhHLtG7dmksuuYSWLVtSv359OnXqFG2RQhKuknn4SE8gImWAccBdqro7P1OPXCtwemiQ8tznGQwMBqhXr96RCWsExEKYjVgnUzOJl9i3ZAAeeughHnrooRxlQ4YMyX6fO9V/586dC1G6vIRK9f8tMBH4RlWXFPTgIpKAUzAfqup4r3iTiNT0rJiawGavPBWo69e8DrDeK++cq3xK7nOp6nBgOEBycrL5do4hFsJsxDqZWcePkok1QtmPVwM7gKEiMldEXheRPp51EhRxJss7wGJVfc5v1xfecX3H/9yv/CovyqwDsMtzq30LnCciFb1ItPO8MqOQMHeZEescL2MysUhQS0ZVNwIjgZEiEoeL+roAuE9EDgDfqep/82l+FnAl8IeI/O6VPYgLgx4jItcBa4CLvX1fAz2B5cB+4BpPhu0i8hgw26v3qKpuL+iFGkeORZcZsU6mHh9jMrFIKHdZRV+osLdw2XRv+4+IVMFFfgVEVacReDwFoGuA+grcms+xRgAjgslqRA6zZIxYx9xl0SPUwP9SEdkC/Ar8Avyqqn8CqOpW4MMIy2cUASyE2Yh1MjXT3GVRItSiZdVwEzF/Ac4ExovIJhH5XETuKwwBjehjlowR62RpllkyUSKcRcv+VNWRqjoYN2HyceAU4JFIC2cUDSyE2Yh1jpd5Mrnxpfrv3LkzKSkpefYX+VT/InImzoI5AxdevAKYAVwBWHLMEwRzlxmxzonqLouFVP/TgEtxc106q+qlqvqCqs4oYB4zI4Yxd5kR6xxPA/+BUv0DfPLJJzGZ6r8WzpI5E7hJRIrhLJjpwHRVXRFh+YwigIUwG7FOxCyZQLPpBw6EW26B/fuhZ95U/wwa5LatW2FAzlT/TJkS9HSxmOo/nHky470NESkFXIsbj2kAHB9dAyMoZskYsU6WZh0XYzL+qf6B2E/1LyLlceMxPmumFW6y5ARcxJlxAmBpZYxYxtdBioi7LJjlUapU8P1VqoS0XAJxvKX6X46bIHkAeAyoo6rtVfVuVR0bcemMIoFZMkYsk5mVCXBcDPwfd6n+VbVqYQliFF0shNmIZTLVUzLHwcD/cZfqX0SGAy+p6oIA+0oDlwAHVdVm/h/HWAizEcv4OkjHw5gMHGep/oHXcHnKTgMWAFuAErglksvh8omZgjnOMXeZEcscT+6yWCSUu+x3YKCX2j8ZqIkbn1msqkuDtTWOHyyE2Yhljid3WSwS1sqYqrqXAAuFGScGZskYsYxZMtHl+HBSGhHFQpiNWOZYj8kcD/+FwrwGUzJGSMySMWKZY+kuK1GiBNu2bYtpRaOqbNu2jRIlShTK+cJyl/kQkdKqui9SwhhFEwthNmKZY+kuq1OnDqmpqWzZsuWojxVNSpQoQZ06dQrlXGEpGS8b89tAGaCeiLQAblTVWyIpnFE0sBBmI5Y5lpZMQkICDRo0OOrjnEiE6y57HrfU8jYAVZ0HnB2sgYiMEJHNIrLAr2yoiKwTkd+9raffvn+KyHIRWSoi5/uV9/DKlovIAwW5OOPYYO4yI5Y53ubJxBphf+uqujZXUWaIJiOBHgHKn1fVlt72NYCInIxbUuAUr81rIhIvIvHAq8AFwMnAZV5doxCxEGYjlrHosugS7pjMWs9lpiJSHLgDWBysgar+LCJJYR6/DzBaVQ8CK0VkOdDO27fct6SAiIz26i4K87jGMcAsGSOWsXky0SVcS+YmXKLM2kAq0NL7fCTcJiLzPXdaRa+sNuBvKaV6ZfmVG4WIhTAbsYxZMtElLCWjqltV9XJVra6q1VT1ClXddgTnex1ohFNSG4D/eeWBcldrkPI8iMhgEUkRkZRYj/woapglY8QyNiYTXcL61kXkPRGp4Pe5ooiMKOjJVHWTqmaqahbwFoddYqlAXb+qdYD1QcoDHXu4qiaranLVqpY8+lhiIcxGLGPusugSrmo/XVV3+j6o6g7cAmYFQkRq+n3si0u6CfAFcKmIJIpIA1wCzlnAbKCxiDTwxoIu9eoahYiFMBuxjLnLoku4A/9xIlLRUy6ISKVQbUXkY6AzUEVEUoGHgc4i0hLn8loF3AigqgtFZAxuQD8DuFXVdT9E5DbgW9xSzyNUdWGBrtA4asxdZsQyZslEl3CVzP+AX0XEtxrmxcCwYA1U9bIAxe8EqT8s0DG9MOevw5TTiAAWwmzEMjYmE13CzcI8SkTmAOfiBuP7qaqFEZ8gmCVjxDLmLosuBcldtgTY4WsjIvVUdU1EpDKKFBbCbMQy5i6LLuHmLrsdN6ayCTfTX3DjKqdHTjSjqGCWjBHLmCUTXcJYAvqPAAAgAElEQVS1ZO4Emh7h3BgjxrEQZiOWMUsmuoQ7ErYW2BVJQYyii4UwG7GMDfxHl3AtmRXAFBH5CjjoK1TV5yIilVGkMHeZEcuYuyy6hKtk1nhbcW8zTiAshNmIZcxdFl3CDWF+JNKCGEUXs2SMWMYsmegSbnRZVeA+3Hov2QtDq2qXCMllFCEshNmIZWxMJrqE+61/iJsn0wB4BJcSZnaEZDKKGGbJGLGMucuiS7hKprKqvgOkq+pPqnot0CGCchlFCAthNmIZc5dFl3AH/tO91w0iciEu3X6dyIhkFDUshNmIZcySiS7hKpnHRaQ8cC/wMlAOuDtiUhlFCnOXGbGMjclEl3Cjy7703u7CJck0TiAshNmIZcxdFl1CrQlzn6r+V0ReJsCyx6p6R8QkM4oMFl1mxDLmLosuoSyZxd5rSqQFMYou5i4zYhmzZKJLUCWjqhO81/cKRxyjKGJKxohlbEwmuoRyl00ggJvMh6r2PuYSGUUOG5MxYhlzl0WXUO6yZ73XfkAN4APv82W4CZnGCYCFMBuxjLnLoksod9lPACLymKqe7bdrgoj8HKytiIwALgI2q+qpXlkl4P+AJJySGqiqO0REgBeBnsB+YJCqzvXaXA38yzvs4+a6K3zMXXZsycqCOM9zM3cu7N4N8fGuLDERataE2rWjK+PxhFky0SXceTJVRaShqq4AEJEGQNUQbUYCrwCj/MoeAL5X1adE5AHv8/3ABUBjb2sPvA6095TSw0Ayzm03R0S+UNUdYcptHANsxv+RM3s2TJ8Ov/0Gy5fDypXQuDF8/DFs3w4DBrgyf846CyZNgpIloXdvp4CaNIHWraFdO0hKApGoXE5MYmMy0SVcJXM3bj2ZFd7nJODGYA1U9WcRScpV3Afo7L1/D5iCUzJ9gFHq4mRniEgFEanp1Z2kqtsBRGQS0AP4OEy5jWOAhTCHx6FDMHUqLFwId9wBqnD33fDLL1CqFBQvDhkZrk7Nmvkfx1e/UiVn9ajChAmQ6TrkDB4Mb77p3m/cCDVqRP7aigqqihRQw5q7LLqEOxlzoog0Bpp5RUtU9WCwNvlQXVU3eMfcICLVvPLauNU3faR6ZfmVG4WIucvy5+BB+O47GDsWvvgCdu6EYsVgyhSYNg22bHH1MjOhUSNnkdStC/XqQZUqULq0Uyjx8ZCWBgcOwK5dsG4dpKY6K+ePP1wZOAvmp5/g/vuhRQu4/HJo1QouvdRt9epF7auIOA//+DAvzXqJzUM2kxCfEHY7c5dFl3AtGXCurKa4VP8tRARVHRWiTbgE6ppokPK8BxAZDAwGqHc8/9OiwJEqmbsn3s2y7cv48u9fhq4cY6i6B/6bb8KddzrXVunSbl9GBsyaBT16wLnnOhdX06ZO+Rwp27Y5l9vPPzsF9vzzkJ7uFNTatU7p3H8/dOoEb7wBJ598TC6zSPHSrJfYmbaTl2e9zD1n3BN2O7Nkoku468k8jHNdnQx8jRtDmUbO8ZZw2CQiNT0rpiaw2StPBer61auDS8KZymH3mq98SqADq+pwYDhAcnKy+XaOIUcSwrxk6xJemPlChCSKDllZ8PXX8OyzcOWVULGic2OJOAukeXO46y7o1w+aNTu24yaVK0O3bm4D2LcPvv0Wxo93MgCUKwdLlsD+/e7zvHlQrVpw11ws0aVBF8YvHs+jPz3Kta2upUKJCmG181kyNiYTHcLtWw0AWgC/qeo1IlIdePsIzvcFcDXwlPf6uV/5bSIyGjfwv8tTRN8CT4hIRa/eecA/j+C8xlFwJCHMD0x+IELSFD4ZGfD++/DMM7D4z4OUrb6N357axu5DO6kRdyoPPliRzv2WsSTjW/Ye2stHG/axd/Ve9h7ay0NnP0RShSQm/TWJV2e/SkZWBulZ6aRnppOelc77fd8nqUISYxaO4bXZryEiCEKcxCEifNTvI6qWrspnSz7jsyWfUaJYicNbpRK89e79xGWV5OVP5vHxN6v4bXp52vYuz3lnl2fV0vKsXFSJawYJ//gHnHRStL/JoyM9M504iWPXwV28NPMl/nPOf8Jq5+sgmbssOoSrZA6oapaIZIhIOZwF0jBYAxH5GGeFVBGRVFyU2FPAGBG5DlgDXOxV/xoXvrwcF8J8DYCqbheRxzi8QNqjviAAo/AoqLts3sZ5fL7U9R9KFisZKbGOKQfSD7Bg8wLW7VlH6u5UUnensm7POm5rexvDbmnPhAXfI5f9DYrvZY9fu3cv+44eTbrzycLfuX3C7YD7vsoUL0OphFLc0vYWkioksefQHlbsWEFCfAIJcQnZr7kffJlZmSiKqub4ztfsWsOUVVNIy0jL3g5mHmTImUMomQjrqoxkbpMXoImr/x1Ac6i6IYN3343nrSXDqHHmZNqeXJ2kKtWpVroaNcvW5JqW12RHDxb1nn56VjrJtZKpWaYmz894njvb30n5EuVDtvO5y4r69R2vhKtkUkSkAvAWMAfYC8wK1kBVL8tnV9cAdRW4NZ/jjABGhCmnEQEKGsL8+NTHKZdYjstPu5y35r4VQcnCR1VZvWs1i7csZtn2ZSzfvpzl25dzQ+sb6Nu8L4u2LKLd2+2y6xeTBGqVrUWvBpdQrhwUT6vHobnX0+KkKlzYpTItm1SmQokKtKnVBoCLmlzEln9soXRCaUoUK5EnAqpf8370a94vX/kGnjKQgacMzHf/He3v4I72OfPRZmkW4g1b3t/xfq44/Qp2HdzFrrRdbN6zix+n7WNmyXi2pEP50ols2JLOjNVzmbJuE7sP7qZmmZpc2+paAAaMGcCM1BkkVUgiqUISjSo2olXNVkFlLmzSM9MpFleM/5zzH9oMb8Mrs17hobMfCtkuUzOzLUOj8AmpZLyJkk+q6k7gDRGZCJRT1fkRl84oEhQkhHnRlkWMWzSOBzs9SLzEk5GVcURhp0dDRlYG8zfNZ+6GuSRVSKJbw25s3LuRBi82yK5TpngZGldqTFpGGgBNqzTl80s/R3fV4eVhtfl+QlVa94nj1idg61bo378xjz32PM2bBz5nyYSSlEwoXKvNv2deo0wNapTJGct8Yzs4eKsLTnj88SGwZQhn/g2efBJ+mXmATbt2kZnpItt6Nu5JxRIVWbVrFTNSZzBm4RiSayVnK5mLP7mY9Mx02tZqS7va7UiulUzFkhUpTDKyMkiIS6B1zdZc1OQinpvxHHefcTelEkoFbZeZlWlWTBQJqWRUVUXkM6CN93lVpIUyihYFcZc9Oe1JSiWU4q4Od/FGyhuA93AoQMjpkaCqPPrTo/y85mdmps5kX/o+AK5qcRXdGnajRpkavN3rbZpUbkLjyo2pXrp6DsUXl1GGlA9789//upn31arCZ5+5gfYnn4Tk5IiKHzESE92cnWuugeeec0ELX3wBjRuXZOnSkowf5aLRrk++nutbX5/d7mDGQbYd2Jb9uWzxsvy69tdsNyjAjW1u5I2L3G+8fs96apWtFdFrSc9Kz1Yo/zjzH5wz8hw+WfgJV7e8Omi7LM2y8ZgoEq67bIaItFXV2aGrGscb4SqZrfu3MmbhGG5qcxNVSlUhIc4plvSs9GOqZFSVpduWMnH5RLbt38ZjXR5DRPhq2VdkaibXtrqWM+ueSdtabWlQ0VkvIsJ1ra/L95jXX+9m4derB2vWuIisd96Biy46ZmJHlbJl4eGH4ZZb3Ovrr0OFCvDXXy7E+tZb4fHHobw3xJFYLDGH0hjRx3msd6XtImV9CrPWzaJx5caA+91rP1ebRhUb0bVBVy5sciHnNTqPEsVKHNNrSM9MJyHR3Ued6nWiaeWmDJ87PKSSydRMC1+OIuEqmXOBG0VkNbAPN39FVfX0iElmFBnCDWEeNW8UhzIPMbjNYIBsxZKemQ7HQMf8tf0vPvrjIz5e8DGLt7qljlrVaMUj5z5CnMQx/brpBXqY7NnjIsfKl3epWkqUgM2b4ZFH4L773OfjjapV4bXXnGVz880wZw7UqePKevSACy8M3r58ifJ0bdiVrg0PD60WiyvGSz1eYvLKyXy84GOGzx1O2eJlGT1gND0b9zxmsvt3VkSEwW0Gc+9397Jg8wJOrXZqvu0yszLNkoki4SqZCyIqhVGkCSeEWVV5a+5bnFHnDE6pdgpADkvmSDmQfoCE+ASKxRXjwz8+ZOiUoXSq34lb297KhU0uJKlCUnbdgiiYH36Aa6+F0093ymbKFDj/fNfDb9Agb/3MrEyGfDeEqWumkqVZObZMzcxTlqVZZGblLVdc1Jgveiz3Z/88W/Fx8e5V4kN+zm9fnXJ1GH7RcKqXqZ7jetq2hZkznavswQddyptVq9xcoO+/d/nTSgUf6simQokK3N7+dm5vfzuHMg/xw8ofGLtobPaD//Mln/P9yu+5sc2N2ffGkZCemZ59T4Fzhf7z+3/y1py3ePGCF/Nt5xv4N6JDOAP/ccBXvkzKxomH7w8abAD/l7W/sGTrEkb0PhwImMOSKSCb923muenPMXzOcN7u/Tb9mvfj5uSbubbVtdQpV+cIrsKRlqbcdNcu3nuzAuWr7mPin78SV3U5/Z7bxakt03jzrzTSlqZxMOMgaZleqHDGQVJ3pzJ7/Wy6NOhC6YTSxElcjod5wI3D+31zX3xRTv5lvs++MiCPAvMprByfyafc7/PkFZPp8E4HWtZoeXh+TXwJEosluvenlOCWjxL5dGwJbhtRlle/q8nyiRdQs046I0dmcW6nggUzFI8vTo+TetDjpB7ZZYu3LubNOW/y8qyXObv+2Txw1gP0OKlHgYNBcrtdq5SqQv/m/Rk1fxRPdXsq38CLLM0yd1kUCWfgP0tE5olIPVVdUxhCGUUL38Mg2ADqW3PfolxiuRxhuEdiyazfs55nfnmGN+e8ycHMg/Rr3i/bWqlaOlTi7+D8tSKL5G4r2bmyEbR7iV3dHoDiBwAYvxvG/wyJ8YnZD+DEeO+1WCKJ8Ym8cP4L3NnhzqOSobCZsmoK//7x36zYseLw/JqMgznm2gAu5W2St956xc6s+exdunSuw78f2cvQB8tkL01wJDzQ8QGub309I38fycuzXqbnRz3p37w/YweOLdBxclsyANe2upaPF3zMxOUT6du8b8B25i6LLuG6y2oCC0VkFm5MBrCVMU8Usi2ZfFxm+9P3M27ROC4/7XJKFy+dXV5QS0ZV6TqqK8u2LeOK06/gwU4P0qRykyOSeWfaTuZtnMeKHStYu3sta3etZeHK7ezc8zglz3iX9F0Nub3qJK77e0UqlaxIhRIVAs5viXU6J3Vm6jVT892vqhzKPMSBjAPsObiH+cu288Cj21lQ91ckqziP/XsAIz6fy8BHP6JW+Ro0qdyEZlWa0bBiQ4rFhZ+MrUqpKgw5cwh3tL+DD+Z/QLnEcgAcyjzE0q1LOa36aSGPkZ6VV8l0TupM5ZKVGbt4bP5Kxgb+o0q4d8kjEZXCKNL4lEx+g//fLv+Wfen7uPiUi3OUh2vJfL/iezrW60hisUTe7vU2NcrUoFGlRgWSMXV3KhOXT+S7v74jZX0KK3d6i7SkJ0LKzVTt8iUJh6ohrUZRbdkTjP1EYjYs+VgiIs5SK5ZIhRIVqJtcl/PHw0MPwX+/GE/xc59hb6LwxtzXOJBxILtd8fjiJNdKpmPdjlzQ+AI61usYltIpHl88ewIowKuzXmXIpCHc1OYmhnUdFjQfWXpm3ijFYnHF+FuzvzFm4RgOZhwksVhinnY2Tya6hJvq/6dIC2IUXUIpmXGLx1GpZCXOqX9OjvJQlszeQ3u5e+LdvP3b27x8wcvc1u42zqp3VthyHco8xJiFYxjx2wh+XPUjAHXK1eGMOmdwQ+sbqEMH/nfXGcybW4KT057np5+gVy94b65LbmkEplgxePppaNeuH9dcA8WKw+g77yVd9jJl9lZOvfAnFm5ZwPTU6Tw/43n+++t/qVKqCleefiW3tr21QB2EQS0HsWrnKl6d/SoT/pzAe397j3MbnBuwbiBLBmDAyQN457d3mLRiEhc1yRtznoXNk4kmQZWMiOwhcGp9XwhzuYhIZRQp/Aejc3Mw4yAT/pxA/+b98/Qyg1kyCzYvoN//9WP59uU8cNYD3ND6hrDlyczK5P357/PIT4+waucqGlZsyGPnPkbfZn05uerJiAg//wwXXwx797o5L9OmuQfnkCEc1fjCiUT//nDaae61Z0+hRYuy/P57Wa5d2YDXXnMTPfce2svE5RMZs3AML896mRdmvMDFp1zM092ezhH5lx8VS1bkxQte5IrTr+CKT6+gy6guPHeem8mfG19amdx0adCFCiUqMHbR2IBKJjPL3GXRJKiSUdWyhSWIUXTxjy7Lzfcrv2f3wd30b94/z778LJmvl33NwE8GUi6xHD9e/SPnJJ2Tp21+ZGRlcOWnVzJ6wWja1GzDqz1fpcdJPXK4Q0aMgBtvdHNCsjy9+MMPcPbZYZ/G8GjSxIU633wzjBoFDRu673fRIhg3DmrVKsOAkwcw4OQBrN+znldmvcJLM19i+trpzLphVp5UN/nRtnZbfrvxN+799t5874f8JvUWjy9O76a9+Xzp5xzKPETx+OI59meqDfxHE+vTGSEJ5i4bt2gc5RLL0a1htzz78rNkapWtRbva7UgZnFIgBZOemc5l4y5j9ILRPNn1SWbfMJuejXvm8bc3awaNG8OGDW7VyLlzTcEcDaVKwciRLgdaaqpb7nn+fJdqZ41fvGmtsrV4ousTTL1mKtsPbKfzyM4s3Lww/PMklOL1i16ndc3WgBuv2bh3Y/Z+X+6yQAxoPoCdaTv5aVVez76NyUQX++aNkPiHMPuTmZXJ50s/56ImFwUccM1tyfy8+mcAWtZoyfdXfV+gXFeHMg9xydhLGLtoLM+d9xwPdHwgRyTY7t3wwQduYuUzz8DixW5W+48/uoeicXSIwODB7vvMynIuxzPOcNkCctOqZiu+vvxrdqbt5KwRZ/HLml8KfL7VO1dz3+T76PRuJ1bvXI2qBs2B17VhVxLjE/lm+Td59tk8mehiSsYISX4hzHM3zGXbgW1c2DhwLhJ/S+bJqU9yzshzmLDULeNYkFDhgxkHGTBmAJ8u+ZSXeryUx1+/Zg107OiUSnKySwD5wgsu91hiXt1nHAVnnumWlm7Y0CUQfeUVWLHCZQ7w5+z6ZzP7htlUL1Odnh/1ZNGWRQU6T/0K9Zl05SS27t9Kl1FdSN2dCpCvJVMqoRTnJJ0TUMmYuyy6mJIxQpKfu2zyiskAdG2QZ4kg4LAl882yb3jwhwe5/LTLubBJiORYAXjw+weZ8OcEXuv5Gre3vz3HvjlzoH17WLnSLT+8cSNMnAh33nlslz82DlO/PvzyC/Tu7b7n/v3dmM2dd0Jm5uF6dcvXZdKVkyhZrCQDPxkY9nIRPs6seybfXvEtG/du5KKP3YB+sESrF5x0AUu2LmHVzlU5ym3gP7qYkjFCkq+SWTmZ06ufnicvlg9fr/OlWS/RrWE3RvQZcUS+8U+XfErvpr25ue3NOcq/+sqNtai6rWRJmDoVuncv8CmMAlKmjBv4v+ce+P13Nwb20kvQrx/s23e4Xr3y9Xik8yMs3LKQhVvCH5/x0a52O8YPHM+f2/4E8rdkAM5vdD4A3/31XY5yy10WXeybN0ISKIR5f/p+pq2ZRveG+T/RfSlL6pSrw7iB4/JE/YTDih0rWLlzJec1PC/Pvi1b3HjLtm0ui/L06S7hpVE4xMXB//7n1qhZtswpmi+/hC5d3G/io1fTXoBLlHkknH/S+cy+wa0yEsySaValGTXL1MyeM+XD1pOJLqZkjJAECmH+Zc0vHMo8FDCqzEfFEm7G4x3t7shOI1JQfC45//OsWOFe9+1z7zt2dPNg6tY9olMYR8m998KHH7oszr7foLhff6JW2Vq0r92e9+e/z6x1QVdtz5fKJSsDbuXVicsnBqwjIpzb4Fx+XPljjnvV3GXRJSpKRkRWicgfIvK7iKR4ZZVEZJKILPNeK3rlIiIvichyEZkvIq2jIfOJTCB32eQVk0mIS6BTvU4B22zbvy2711mlVJUjOu99k+7jlq9uoW65ujSp3ARV+Oc/4eST3Xovt90Gffq4MZgK+WcjMQqBv//duS+3bXPLVe/a5ToBf/3l9t9zxj2s3rWaM945g5mpMwt8fF8Y/FfLvuKK8Vewed/mgPW6JHVh075NLNm6JLvMBv6jSzQtmXNVtaWq+jJIPQB8r6qNge+9z+DWsmnsbYOB1wtd0hOcQCHMk1dO5sy6Z+ZIiOnj942/U/f5uvy40rktjmQ9mdTdqTw3/TnOP+l8xlw8hsxM4frr4amnoHVrF6bcvz988olFkBUVuneHSZOckuncGa66yoU5z5kDA08ZyLp71lGrbC0GfT6IjKyMAh3bFwZ/c/LN7Dm0hzsnBs6G7UtJM2XVlOwys2SiS1Fyl/UB3vPevwf8za98lDpmABVEpGY0BDxRyR3CvP3Adn7b8FvAqLLMrExumHADZRPLcmbdM4EjW09m+JzhZGkWL1/wMi0qd6B/fzfTvGtXN/YycKBbLjnh2K3qbBwDOnSA775z42UpKa4DcO65bn5NpZKVeKb7MyzZuiR7zlS4+Doq9cvX51+d/sXoBaP58s8v89RrUKEB1UtXZ8a6GdllNvAfXaL1zSvwnYjMEZHBXll1Vd0A4L1W88prA2v92qZ6ZTkQkcEikiIiKVu2bImg6Cceud1lM1JnoCid6ud1lb0y6xVS1qfwYo8XqVba/YQFtWQOZR5i+JzhXNjkQhpWbMjw4TBhAvztb27Vxssuc2MApmCKJu3bw7ffwvbtbgnrWrXc0s6ffgq9mvSiZLGSjF88vkDH9HVUEuITuL/j/Zxa7VRu/upm9h3al6OeiHBG3TOYvnZ6dpkN/EeXaCmZs1S1Nc4VdquIBEv6EWi2Q56Ae1UdrqrJqppcterRLW5l5CS3kpmZOpM4iSO5Vs5c+TsO7GDoT0M5r9F5XHLKJUe8Mua4RePYtG8Tt7a9FYDbb4ehQ93kv4svhvffd5mCjaJLhw4u0mzdOvdbnX66G0OTjNJc0PgCPl3yab5ZvQPh66gkxCVQPL44b/d6mye6PEGJYiXynrt2B5ZtX8bW/VsBc5dFm6goGVVd771uBj4F2gGbfG4w79U3spcK+McN1QHWF560Ru4Q5pnrZnJqtVMpU7xMjno/r/6Z/en7eab7M4jIEa2MCfBayms0SGzD8PvPZ9UqN/dl2DA3J2bUKIi350VMcM45rmOwbJn7/PXXLg9a/+b9Wb9nfYHSzfjGcHwdl/Z12nNliysDKo8z6p4BOIsbbOA/2hS6khGR0iJS1vceOA9YAHwBXO1VuxrwBdV/AVzlRZl1AHb53GpG4eAfwpylWcxcN5MOtTvkqdenWR9S707l9OpussqRWDKrd65m2uIlpL3zFV99KXz3nXOTNWrkHlgl8nZcjSLMeefB6NFu8P+pp1zes7nvD6D43Dv5YP4HYR8n212WazLmCzNe4NGfHs1RllwrmTiJI2V9CmAJMqNNNL756sA0EZkHzAK+UtWJwFNAdxFZBnT3PgN8DawAlgNvAbcUvsgnNv7usuXbl7MzbSftarfLUceXyqNq6cOuSl/vsSCWzNs/fQXv/sSOdVUZORIef9zN5P/mG1toLFbp2xeefNIpm0cegT+XFOfQFy8w6s3KpGWkhXWMbHdZrsmYf2z6g2FTh2XnNgOXx6xxpcbM2zQPsASZ0abQlYyqrlDVFt52iqoO88q3qWpXVW3svW73ylVVb1XVRqp6mqqmFLbMJzr+Icx/bPoDcJmUfWzau4lmrzTj5Zkv52mXEJcQtiWzbh08M/gi4vYkMW5sHE8/DTt2ODdL/frH6GKMqHDffS6k+dFHXUaAM89bT9pXT3D7g+F5vvOzZP59zr/JyMrIc++1qNGCeRudkjF3WXQxG9IIiX8I84LNCxCEk6uenL3/tdmvcSjzEOefdH6etgnxCWFbMlkJuzlY+k8GPTuaV1+FhQtdfqyWLUO3NYo2IvDWW871effdcOftxeG0D3n7mYY8+mjo9vlZMkkVkrj45It5Y84b7D64O7u8RfUWrNy5kt0Hd9vAf5QxJWOExKdkMrMyWbBlASdVOomSCSUBOJB+gNdSXqNX0140qdwkT1t/SyY93aWJz83KlXDgACzfNweu6k78gVp8/TW8+KLz6RvHB8WLu9DzZs3g7hurUO/qh2nQdTLNmgWuf+ONh5cQyM+SARhy5hB2H9zNO3PfyS7zjQvO3zTf5slEGfvmjZD48kZt2b+FPzb9wanVTs3e98H8D9i6fyv3dLgnYFt/S2b8eDeHwn81xUWL3BolN9wAs9fPBoGRw5Lp08eljzeOL0qVgo8+cpM1s1LbkHXR9Qwc6Pb99tvh5bLBWbHfeQmVffdQsbi8sevJtZK578z7coTUt6jeAoB5G+fZPJkoY0rGCEm98vUA+HPbnyzbviyHkhk+dzitarTi7PqBpzr5WzLrPfe773XePBfmKgIPPggzU2eTsLchVUpV4e23bT2Y45VWrVxAR+rMdqzetZot+7awcCG0awc33eQUTVaWG4/budO18Z+MGYinuz+dY3JwnXJ1KJ9YnoVbFpq7LMqYkjFCUqecW2N30opJZGlWDiXz/VXfM3rA6HxXuvS3ZHbscGVbt8Ls2S7dSMmS8NNPLunlj3/OIn1VW954A6ocWU5NI0a45x6on9gKgDmpf2QnPX3rLbfC6dathxUN5JyMmR9/bf+LEb+NAFzQSbMqzVi8dbEN/EcZUzJGSEomlKRqqarZi0H5K5lyieUCjsX4SIjLq2Q2bXJZeytUcAqmcWPYvvsAO7LW0LDMqfTqFblrMYoGxYrBf+50FvL4yamIuAm3jz3mJtwOGuTqhWvJAIyaN4rrv7ieNbucP7Z51eYs3rLY5slEGfvmjbCoV74euw/uJiEugcaVGrPv0D7Ofvdsvl/xfTw5zg8AAB1OSURBVL5t0tMhnsPuMp+S2bnT+dt/+gkaNHBlb49ZB8DAHnXNTXaCcGlPl4Lw2+mH57j8618uw/Y337jPuS2ZD0blr2SuaXUNAO/+9i4Azas0Z9O+TWw7sM0smShiSsYIC9+4TLMqzUiIT2Dc4nFMXTM139UuMzKgZ09YteKwJfOnW0GXrVtdLiv/Rcbe+8zlQO3W1lYeO1EoVbwkpajEmh3r+OOPw+VDhsATT7j3u3ZBZuZhS+ahBxIYOTLw8ZIqJNG9UXdG/D6CzKxMmldpDrhVXAPlODMKB1MyRlj4lIzPVfbu7+/SqGIjOtbrGLD+P/8JkyfDobQEDmWm8+WXLvU7wIZcSYGmTIFFa11vtm75OhGR3yiaNKhch2KVUvn3v3OW16p1+P2ll7oF0ADITOCmm1yamkBc38q5yyatmETzqs2zy69qcdWxFdwIG8tla4SFv5JZuWMlU1ZN4bFzHws44D96tFv3vWZN2JCZwOpf2tN3uFtbJC0Ndh+eM0dWlhvwLVd3Lbs5HGQQk6SlOQ26caN73bTJdcV374Y9ew6/HjzouucZGe7V917ETSbx3xIT3VahgsurU6nS4dcaNaBOHRclEaM+xnoVa7PjpFQ+Hwo//OCyAYBbYdPH+PGQ8uffoOdDdDorgdXLoV8/p2hyB4j0btqbWmVrsXTrUro37A5Aw4oNaV+nfeFckJEHUzJGWPgrmffmvYcgAXuH8+bBtddCx45w3XVwzcgeLJz6IGd2cNl409Kcu8zH889DyuwsHr38Bz5Or0iphFKFdUnBSUtzk3jmzXPbwoVw1lku9GnlSli+3G1//eVeV606PEqdm/h4KFfObWXLOqVRrJgrj4937xMTQdUNZO3e7RTRoUNuO3DAKas9ewIfPzHRKZu6dV3+ncaN3dakiZP9zTchKQlOO+3wVq9ekVBMjRKq0/mXn/m2/l8MGtSIefOcDvVXMsOGwUP/qgXbvqPh+Qk897S7vy691C297b/sQ2KxRFbeuTLbjbvk1iWx3XE5DhDVPEuzxDzJycmakmIpzo4luw/uZtjPw3i488N8u/xbfl37K8+c90yOOtu3Q3Kyez7OmQN//AHnPf4YZTZcwPo5yVSp4p6ZzZu75/eff0KnU7bzTeXLab1pIvMalKLFn7sKd7EYVTdxZ/78wwpl/nxYutRZGODirBs2dIrGn4QEF7nQqJF7rVXLmW81azoro0YNZ4GUKHFsHujp6U6Rbd/utg0bIDUV1q51r6mpsGLF4YlIPpo3h/37YfXqw2XlysGppzqF06KFm7xy2mlQOu9y2pFkZv8OtB8/k4zS5bhs/whq39GfF15w82XefNPVmTwZhv/6MWOG9qdGtQQWLBC++MJ1Zu67D55+OvCx9x3aF3B5cCN/RGSOqiaHrhk+ZskYYVEusRxPd3f/5r7N+9K3ed8c+9PTXc8yNdVFje3YAdWqAfWmUaPnV8THz+DQIVfX10t96c6/mJnZjfo71vNFh4r0nrEDrrzSpexNSjp6oXfsgLlzncZLSXGvlSs7a+TPPw8rFP9uc7167qHbr5+LTmjRwimR+Hg3/XzFCjjpJLfVrVu4i9skJMD/t3fm8VEV2R7/nnTIAiELkLDLIrihgKwCIjoMioCOqKCIMyowjguOoOPgMk9lHFwYlYfLuOCLC+q4PAcFniKo6IwoirIIoiCKsqhAwhKSQMhy3h/nNt0JAQyku29CfT+f+nTfW7f7/rru7TpVp86tysy0dCAKCqx39c035oYbNsx05uXBihX2m5cvt/Tyy6HaXMR6P507W/r3v+HDD834dO0KXbrY6/HHH35DoKAAnn6a7q9/yosnwgWJbXj18wv5r0cm8cP4W8nJgbi40LMyTTutgIteIH3JbJKS7BIuWgSTJ1vDZtiw8l8/6o1RrNyykoVjFlZ+fkf0UNVal7p27aqOyDB71WzdnL+53L6yMtUxY1RB9cknVceNU61TR/Xtt1W5ZLC2/FsX3bDB8hs1Ug0EVN95aq3+QEstSG6ounChNry3gc4c2V01Pt4OPOYY1bFjVXv2VO3RQ3Xr1soFFRerrl+v+tFHqtnZqn/6k+rgwapt2tj3BFPr1qoXXKDaooVtJyfb944Zo/rww6offKC6bVsUStBnlJWp/vCD6htvqE6cqDp0aKjsUlJUR41S7dNHtV69UFkmJ9t1ueIK1XvvVZ0xQ3XlStXCwsrPUVqqOmGC6sknq95/v+qwYXuv85a+XbX+zeiH37yn+UMvVQV9ovXd2ru3XTJQnTZN9YoXb1JuS9KXXrKv3L5ddelS1V69TNrixeVP+cBHDyh3ois3r4xs+dUygM+0muvjmBuESCRnZCJDTkGOJtyVoNe9eV25/ZMm2Z00YYLqyJH2/vrrVXftUuWi87TxnSfp8uW2v1cv1Ras0++kje4IpGvhgsW6bvs65U70vg/vU/32W9UpU1QHDlRNSlJt2lQ1IcEqvIYNVdPTVRs3Vu3SRbV5c9W4uPLGJDFRtVMn1YsvVr3nHtW5c1VzckJiCwtV16xRLSmJcumpnbOoyAqmoEA1P181Ly+Un5+vmptrNejOnaZ1z57o61Q1g7tjR2i7pMQMyfTp1oro10+1SZPyZQ+qGRmqHTqotmypmppqrYq0NMsLHp+erjp+vOrcubpxxwaNmxint717m2pJiX7Xx26gm7hP+/e3wydPVr1g2jjllvr63nsm55JL7GtmzFA96ij76u++C8ndlL9J4/8ar3+e++eoFltNJxJGxrnLHL+YF5a/wJ7SPYw+efTefS++CLfdBhdeaJ6pefPM2zVhgnlf6gTqsKekeO9Ddd2a/cgz9Kchuex+4x1Se5/MtPm3IwjDOwyH9NYwbpyloiJzy3zwAbz6qvlPAgFztfz4o7mzWrQIpWOPtbGRA7mwkpPNzbV1ayjy67jjbObGb76Bjz+28YuCAkuFhfZjMjIszCk724ICgoPye/ZYWFR6uvlupkwJ7S8qMj9iYaGdd/x4eLj8uicEAubSAhg7ln0eAklPDz2ROGIEzJgRChgIBGygf+nS0OcXLbIxoGBq29Y0ATz0kC3ak5JiqX59K4uzvCUaVq2yi1a/vuWHj88EAuYmO/54uPTS0P4dO+xzq1aZr3TjRkv16lnoV3GxXbfu3WHkSIu4a9LE9gHNgMHtB/PU4qe4o98dtHn/GZZ1LmPylxN4OS/A+4Eb2bYN8hOLobTOXk/h3Xeb9/Pii21MZuJEGDgQFiyw02bVy2JQ+0E898VzTOo/qdKJNR3RwZW84xehqjy1+Cm6NetGpyY2w+2sWTb9R79+cMop9mxMdrb5y4MkJdjDmMF68rxWS2gcyOGnaW9x7ODu7CrexbTF0xjUfhCt01uXP2lior3+6leh2FYTY5FWubmW2ra1kN41a6z22b7dKr9g+vvfbWzllVfgssvMSITz2Wc21vDeezbiXFHD6NFmZPLyzLglJYXCihMSTA/YeMa55+4bhhwcvxgyJFTBioSMZpBLLrGxkGBYc2mpjcMEGTLExozC81NTQ/kNGlgKxolv3lw+4OCNN6wWLioK7evTJ2Rkzj/fIjLCGTLELjTA8OEW6ZaREUpduthv7tEDPvnEjEswLzl534CH8AdgPK7qdhWzVs/i2WXPMqbLGE5a/BzLusXRcVALMtba5cxPK4aykJFp1cp+yjnnmO0eNQqmT7ftd9+1NsPlnS5n5qqZzP12LoPaD9rnvI7o4KLLHL+Ij9d/TO/s3jw2+DGu6nYVs2dbnXTiiVY3p6bCV19Bhw7lP9f4yivY0fA9nm3yCUvGPcOVaybQtlEepKUBMG7OOKZ+MpX5l83n9KwesHChPWeyaZNVkrm51nI+7TRrug4ebL2Q4rCF0F591bpS8+bZAjR165oBSEuzNHWqVYJLl9qCJuF5qan23RkZVpvl5trn69Wz12hGukWLkhLIz7ekGpp6Yd48K/OdOy1v504LwAi2GoYOtQi1bdss7dhh12b6dMtPTi5vwJOTrXc1ebKN4I8ebd2MzEyLCsnMhA4dKGt1FKc/czrLNi1jxdUraJkWmvXh8Qa3QosWPHH+ZyzNm0fx5PXlLklhoa07M3++hToHw+dnz4bEunt4dumzDOswjPSk9MiWaS3hiI4uE5GBwFQgADylqvfGWNIRxfzv55NZN5ORJ43k+eet3snIsOjZvDyrtysaGIDMOKXdunz6/P0UhrCZhHvXAcXw888Urv+OG9eupO9Fp3J669PtmZP+/UMfjo+3SqmvN4V7Zqa1mhs2tNSokb127275Z5xhbqo6+5nfKhg1tT/S0y3VduLjK/+tAwYc+HMzZpTfLi1lb8igKsycGTJA27aZwe7Rw/ILCqyLsWVLeUN0++3ETZzI9N7307BjTwofPgnad4bmzaFpU/onLKT98gUUFR/HlD4QTwnh1VbdujahZrgX7vLL7ae89VYCv+/6+0MqIkf1USN6MiISAFYDA4ANwCJghKqurOx415OpPlauNH93djbsYisP3deAu+4KNVrHj1Mm3VpAUqMUq3RuuMHCfNets7R9Oz8KbCWLvCnZtL/hXM9pnsVyNrNKchl4w2OkDD7PKqxFi6yVm5VlvQwfPDDoqEZUzeDk5FjKyjIXYG4u715/LgXrv2VQShfiN22Gn36i9G9382n2l/Ra9QwZQLyIudyOPtrS2LHmstu1C4qKuP+pdG66yYxNmzbWo1lW8jKPvDuD+3pOp/cp+59g0xGZnkxNMTK9gDtV9Sxv+xYAVb2nsuNjamTCyzP8vYilsrLQ/vD8QMDyg772ivkJCZZfXBwaKA7Pr2tPyuvuokrzpX4KAGX5hWhxhXwRAhnm2y/dvnPv53eX7Oael9/hofszOblRLxqWbiZ5+ae0Yw09kpZzWr3PqL9jIzRubOMimzfbuIhHaWkpvwNe/IVF53AciBOA94DGQX9ZWZk9+NqwobV4Vq9GE5NYW6c98/O7s4pjmCODSDxnIUs7XUmTbcP4eNKDbgaAA3AkG5kLgYGqOsbb/i3QU1XHVnb8oRqZLVu20LRJEyR8DVgPjQsgcYKWliKVlJkGAogcen7Q0XzQ/JISKm3bRzr/YIT3OLz3qkqpKtIDJNOiiYZ3GM4rX75CmZbRvkF7RncZTUpCyqGc0VELef/795m1ahZFpUX0a9WPtdvXsiFvA2V7yoh/XygtVgJeZBoV/yeV/G9KCCBAHKWV3tclBCCulDiFuEr+dtWVHyjjgOffb77EgZRVmq8IpSL75Hfp3oNPPv2kkm87OEfymExl5V/ukorIlcCVAEcdddQhnaRu3boMH3weO5fse4EyT/s1TVs3Z83iFRR8uXif/Ob9z6ZRs0xWfbqEXatX7JPfZtC5pDVI46sFi9i99ut98o8beiHJ9ZL58oOP2bPh2737gz+y00UjCMQH+GL+fyj+aV35D0scXUeMAGDpvPmU5pSfVkQDdejmLaS+ZM47lG7bHPZZICGJbuefD8Dnb86hLG+rlxUgoTiBlF31aNsx1QbD4+LMl5+aar2ngzzxntUmi5y2OZSpGe5LO15Ky6UtGXrcUE5pccp+V9R0HJlcy7Vs27WNp5c+zQmZJ7Bm6xp+2mnTdje7phk/LvrxIN+AGZuiIsjJoTi/iF3bi0jNXUthYR7f74YS3UMSGSRqKt+16Exu2lLalWwnY9MO8nbYfy5ZG5JACqtbdmJn+jLa7dpG2pY8dniTu9bVRtShHl+16sTutGW0y88lJTd/7+Sv9TSLQFwKK1seT3HGCtpvyyF5W8He6efqaWMkkMpXLY6mrOFXtNuymcTtu8jPt/wUbUpZnXS+atYcafQN7X/eRJ0du8n3ZqOur80oTmzA102yiM/6lnYbfiKQt4eCQhhwycjquyDVQE3pydQcd5nD4XDUUCLRk6kp68ksAtqLSBsRSQAuBmbGWJPD4XA4DkKNcJepaomIjAXexkKYs1X1y4N8zOFwOBwxpkYYGQBVfRN4M9Y6HA6Hw/HLqSnuMofD4XDUQJyRcTgcDkfEcEbG4XA4HBHDGRmHw+FwRIwa8ZxMVRGRLUBwQfNGQE4M5ewPp6tqOF1Vw+mqGk6X0UpVD7K+d9WolUYmHBH5rLofLqoOnK6q4XRVDaerajhdkcO5yxwOh8MRMZyRcTgcDkfEOBKMzJOxFrAfnK6q4XRVDaerajhdEaLWj8k4HA6HI3YcCT0Zh8MRA0TE1S+Omm9kRKRhrDVUhoikxVpDZYhIWxE5OtY6KiIiTUXEd2vjiogv5/cTkaNFpG6sdVRERE4SkfsBVHXf1f9iiIhUa2hudSEiWbHWEElqrJERkRQReQCYKSK3iMgpsdYEe3U9CPxLRMaJSOdYa4Jyul7HYu99gYjU83S9DTwqIkO8/TFdzcwrryeAMSKSHEstFRGRY4BvgJF+Mcxh/8eXgEtFpGusNQURkSQReQyYLyJ/FZFfeftjWv+FldmbIvKgiJzt7a9VK/nVSCPj3cCzvM2rgVRgeOwUGSJyMjAX2APcgVXm18RUFCAixwHvAq1VtaOqHtrarJFhMpAC9AeWARcCaAwHC0UkHXgQGAh0AU6MlZb9kAX8CPQEDm0Z2GrEW1TwLaAUGAb8E3/N8D4KK7N+wFogW0SSYtnT8hoKr2DlNBT4Hm9l31je+5GgRhkZEQmu9fszcK2q3qiqXwAJwL5rIkdPV7Clmwc8rqo3q+qHwH+AUq+1HvXWSZiu3djCby96+7uJyIkiUj/amrzzJ3mvDTBDPEVVtwAZwEIRqeflx+r+3A08DHQECoG+sXbLikgg7B4qACYCycCI2Knay3rgt6r6Z1VdCXQFTobYXUNvccNwPlbVXFV9GvgYmOQdF9X/ZZiuXGCcql6vquuxhvJ8EUn0jqtRdfOBqBE/RETae66L20SkrapuVNWVIpImIlOxXsyZIvIPEWkcRV3HiMgLwEMi0g1rJT0fZgwLgWNUtSCarZOKulT1e2AOMEREFgNTgFuA50SkSQx0PSwi3VV1K/ZnmyAinwCXY5XTAhFpqapl0agERORYEZkc3FbV3cBqVd2BuRc7AVF3e4brUtXSsKzuQGPgBuBUERkqIr2iVWFWLC9go6p+H1aBPgec5umOam/BqyuygQdEpKe3O5HyLuKbgPNF5GhV1SjdYxV17VTV1Z7L7E7gKuAE4HURaR6tez8a+N7IiMh44A1gJdblnSQibbzsPOB1VW0J/AEoxlp40dCVDDyBuXi+wG6SG1S1LKxCaAtEdQXPSnRdIyJjVXU2sA6Yrqp9gbHY/G5/iZGua0XkD6p6DXA/8J2qtlPVPwDvA49C5F0HIjIY+BfwJxG52dsXr6pF3vnfx1rqZ4hIi0hqOZguQi6oL4BVqroJqzxfA06IRkNmP7riAFR1j7ddBGwWkcRoVpQicjVWV3wObAKu81zYrwKDRaSDp3ODd9yt3nak77GKuq4FennZBcAsVW2hqlcBq4DHo6ErWvjeyABbgStUdSowHmgOtAS7CKo633u/C3OZbYySrqOBAlWdrKoPA89grcq+Yce08TQhIr8RkVYx0JWN9fJ6qOrtqjoFQFW3Acsx3340qKhrGjBIRHpjLc3isGOfA36uxOURCTYBI4FjsB5Virfcd1yYy+IFIBM4UUT+KCIdY6CrvqoGy6gH8DcRWYoFAPwH+DoKmvanq9Qrr6BBWQkMBkqiXFFuAq5X1UeBezCjfLRnVGYDN4d5OuYQmkQ32roSgAawtw77POzY14D14tOoxkOhJhiZN4BPRSTR+5OtwfyX5RCL4roS+DYaolR1BdBaRE7zdi3DBtdHhR3WCWgpIjOBS4GSGOl6B+tp7cVr4Y3CXHwRpxJdXwDvAb8FlgC/EZERItIfGw9ZFdYyjqSuz4CvVXUNVvE87mVJ0NWjql9hFdZLwGVYYEe0dT0Wlv0CVmZXqeoIrGI6U6IQaXYAXRJ0PXmV5jrgN5HWU4FZwPsikuB5EzZj3g+A/8L+f3eIyBjgPqwBG2tde/Fc7ncDy1U14nVF1FBVXyRs0LdO2Lbs57jFQKew7SzsT7cIuCgCuhIq2RfnvV4HPB+2vzPmEjoOa6lsAT7yka5jgfree7+UVzZQFzgX+G9gYbR0VbzXsMbLdqB7hfyzsB7yJX7SVbF8/aIL6/VNxMYjq1XXwbRVOO5doF/YdhPvPnsJGOkjXY2whtXnwPBIlFksU8wFeIV8B9byeRL4436OEWxg7M2w7WO994MipOs+rKXWJnjOCvntsFbkZd52Q+x5jybe9mgf6ZoTpmugj3TNDdMViIWu8HNjLd753vuzgTpAPR/qSgg7ptIGWYx0JUairKqoLQ5oCvwfEPC2exLWiPWJLgF6enm9I1lusUwxd5d5Pvm+2LMI/8AG606tcIyoXYk04AcRGY65gc7y8t6sZk3xInIjcB5WyZwB+w7EqbkMnsC64F2wZz0SsNBSVPV/fKQrEUjy8uf4SFcdrMzQ8hFUUdPlEXSN3YWFLO8EzsR6CQU+0zUAq6A4wOdipSsiYcFV0abm5kzDQtEvAj4LHl/d2g5T1+dAfy/Q5KPq1OUrYmHZgJSw9z2B/wWSvO1xwLNAs0o+91fs5n4ZOC3CulpjLe3fAQ8A3XT/LZSrgYewm6aP01VjdTXCAhKWOF2x13WY2q7yaV0RUV1+TNE9mV2IRzGXyQjvJu2KtW7becfEYZEgI8K2gz7gAUTABVWJrqZheS2wrvANQHL4zRN+ExEBV4/TFR1dYcfER6KydLpiou0Y4MojRZefU9TcZSIyAJiPhfO9gLlKLsJaQQ2A3iJSV61L+U/gerAupnpXR1XnafW7oCrqOgO4OJivFv74KdZa6evt0/BX7311u3qcrijpCjumRFUXOF2x01WN2lararWuxeJXXX4nmrHYOcADqvosgPfMSAu1J1tfwuY8+h74N+Y+O0dE0tSeuo62rgbe+3i1UMJ3sWdeThSbB2yTqr7sdDldTtcRpc2vunxN1IyMqi4RkdUiEuf1VrbgzW+kqq95F+xq7zmKM4Bvo2Bg9qerk5dX4gUWbPcGNu/CZhmI+KSXTpfTdSTq8rM2v+ryO9XuLhORuiIyQCp5WlttDq/gXEYdsQixII9gT8OmAzNU9coY6loelqcichQ2BcV9alOfzHW6nC6nq3Zq86uumkq1GhmxJ2m/Bk7Bpm8P7o8Lex+cTTYLWODtGwCkqc2ofJOqPuIXXSLSSFXXYQ+WPeB0OV1OV+3V5lddNZlqc5eJSEssVvxMVf06bP/e6TlE5FhVXeW1EDKBziJyFza1yedQ/ZPCHaau78N0FTldTpfTVXu1+VVXjUcPL5wvPux9RyDbe98em34/+PRrc2wqh9ewEMDOWKz4XGDo4Whwupwup8vfuvysza+6alM65AuDTc8+FRjg7euDTanSF5sX63FsdtgR2Kyxf6nwHddH4oZxupwup8sfuvysza+6amM6lIsj2PQvz2NTfr8DXO3lLcDiyE/ytn8NbCBsAj9+4SRyTpfT5XTVXF1+1uZXXbU1HcoFSsVmFq7vbZ/lXbAB2Hro+XgTV3r5LwGtghc3Yj/E6XK6nC7f6PKzNr/qqq2pytFlqpqHDXJd7u1agHUtz1fVxdiCU6NFZLCIPIN1Szd6n9Wqns/pcrqcrpqny8/a/KqrtnKoIcwzsKiKpqqajz3vUiwi7YCbscWoRmAPVF6o0VuAx+lyupwu/+jysza/6qp9HEr3B1sTYTJwS9i+D4FTw7YjtnaD0+V0OV3+1+VnbX7VVRvTIfVkVPUn4HXgbBEZJiKtsTUS9oQdU1z5pyOH0+V0OV3+0eVnbX7VVRsJTsF+aB8WORub2LI38IhW85P6h4rTVTWcrqrhdFUdv2rzq67axGEZGQARqYONh/nKZ+l0VQ2nq2o4XVXHr9r8qqu2cNhGxuFwOByO/RG1RcscDofDceThjIzD4XA4IoYzMg6Hw+GIGM7IOBwOhyNiOCPjcDgcjojhjIzD4XA4IoYzMg6Hw+GIGM7IOBwOhyNi/D9SkqwPWA+u6wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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c+wO9x6fjCscJwJlea6M3ME9Vh4rIA979x73p14emO95rjB8/Xu3IcRMrnvloLd1e/R7Tg59woN900i/5G3Tqe/wnlG5n3eF0rn5sOT1Kl/P1i77IzPFDohfYtFkiskRVxzfnuRHdOK6qu4HtIjLUG3Q27pKGc/nsutKzgBe9+3OBb3l7V00G9tn2DRMvHv5wC//+z2tMTtrAkfP+RPp3nq+/aAB07sew3p15ftYJzEm+jay5l/LMhyujE9iYZorGuap+CDwmIim4a4F/G1ewnhKRK4FtuOsAg7sO8QXARuCQN60xMe/ZnO3c8p81fG7ENAIzLyclo0fDTwrTKTOLyosfYNSzV1Hz+pW8lf4U54waGJmwxrRQ3F/IybqqjN+WbCnkwMNfIbfLNK647jckB5vfkK/45FmSn7+Sd2vG0vU7TzJmYLNOXmpMg2K2q8qYRFewv5wNj1zHmYFlXDZ5YIuKBkDqKV/m8Nm3cXZgCa8+dif7Dle2UlJjWo8VDmOaSVV5ds5dfF1foWTUd+kw5TutMt8Op19N7vmP8GDZVH7+3ErivVfAJB4rHMY00/Pv53BZ0V0UdhpJl5l/bNV5Z0+ZyU/OG8aylSv5z/zlrTpvY1rKCocxzbCt+BA5bz9LaqCGbt94GIKtv5/J96b24aX2t9D+7Z9SdLCi1edvTHNZ4TCmGX770mrmynT2XbWIQGZ2RF4jkNIOnXAV57CQ5594MCKvYUxzWOEwponeX7mJvevmc93ZJ9CrT2TPXNDt3BspajeYGdv/wsfrtkX0tYxpLCscxjTBkaoads+9hadTf8sVw4ORf8GkFNK/cg9ZUsS252+xM+uamGCFw5gmePGtd/nSkZcoGPIVUroPjMprpg4+le39L6K6rJgXluZH5TWNqY8VDmMaqayiim4LbqcykEqfi2+L6mv3nfUQj/f8CXe8lUt5ZXVUX9uY2qxwGNNIL7/+KmexiH2jvwcdukf1tQPBIDfPGEbGvnW8+Pb7UX1tY2qzwmFMI+wvr2Tx0iUUJPWh9/k3+JLh1P7teTrtNnosvM1aHcZXVjiMaYSH52/l6fIJFM76ENIy/AmR0p7SkVcwXRfx+rvv+pPBGKxwGNOgw0eqWfbha5wztDsn9/P3Qkt9z/8xhyWN1AV3c6Sqxtcspu2ywmFMA96a9w7/1F/wyx7z/Y6CdOhG4dDLOaf6A976cIHfcUwbZYXDmHpU1yhJi+6lnFT6n3mF33EA6HfBTygLdGThx+/ZCRCNL6xwGFOPeTmfcHble+wecgnSoZvfcQCQjD7M+/x7zCkdxfyNRX7HMW2QFQ5j6rF/3j0ERel3wU1+RznK50YPoHuHFF54zy5iZqIvGpeONSYurd5RSvbBxWzrdRaDug3yO85RUpOCPNz9Ubpu/4Cte5YxsEcnvyOZNsRaHMYcx6MLt/NVvY1ul97rd5Q69Zs0k75SzKLXHvM7imljrHAYU4f95ZW8tCyPL5ySRUa3nn7HqVPn0TMpTurJoE3/4vAROyDQRE/EC4eIbBWRlSKyXERyvGFdReRNEcn1/nbxhouI3C0iG0VkhYiMjXQ+Y+ry3ry3eCfwA743KIY3PgeClI2axQRZwwcffeh3GtOGRKvFMV1VR6vqeO/xzcDbqpoNvO09BpgBZHu32cB9UcpnzKdUleCSh8iQCoYMH+d3nHr1m34lVQQpW/yo31FMG+JXV9VMYI53fw5wUdjwR9RZAHQWkd5+BDRt18otOznjyHvkZ10A7Tr7Hadekt6LV8bcz83FM9hUeNDvOKaNiEbhUOANEVkiIrO9YT1VdReA97eHN7wvsD3sufneMGOiZsO7j9FBKuh15nf9jtIoU86aSXUglacWb294YmNaQTQKx6mqOhbXDXWNiEyrZ1qpY9gxh8aKyGwRyRGRnMLCwtbKaQzlldUM2P48e5Kz6DDkVL/jNEpmeiq39FlE9uJfUVlt568ykRfxwqGqO72/e4DngYlAQagLyvu7x5s8H+gX9vQsYGcd8/y7qo5X1fGZmZmRjG/amDfWFHDHkS9RdOqvQOpaj4lNU3tUcHHNmyxcvtLvKKYNiGjhEJEOIpIeug+cB6wC5gKzvMlmAS969+cC3/L2rpoM7At1aRkTDc8syWdbxniGTfuq31GaJOvM7xAQpfDjf/sdxbQBkW5x9ATmi8gnwCLgZVV9DbgdOFdEcoFzvccArwCbgY3AP4CrI5zPmE/t2X+Y8Zvv48qTqggE4qe1AZDcI5v89sMZWvgaB8or/Y5jElxETzmiqpuBU+oYXgycXcdwBa6JZCZjjidn/htcl/Qcu7vUtxkudunIrzB84S28/tEHnH/WWX7HMQnMjhw3xlOz6lmOkEyviV/2O0qzZJ12OfODE5m3znp3TWRZ4TAG2Ln3IBPK3mN7t1P9uzRsC0l6TxZP/htPbO/M7n3lfscxCcwKhzHAkg9eoaeUkjEuvjaK13bh6D700ULez1nmdxSTwKxwGANsyl1NiXQmc9xMv6O0yJBOAd5Ju4kOSx/wO4pJYFY4TJuXV1zGnUUTeeaMNyC1o99xWialPfldJzH64Pvs2X/Y7zQmQVnhMG3eK8vzALhgdH+fk7SODqdcTF8pJuejt/2OYhKUFQ7T5g1c+GteS/8dfTul+R2lVfSc8CWqCFK16gW/o5gEZYXDtGmbdu9lSsWHJHcbFFenGKmPtO/C9s4TGLn/A4oOVvgdxyQgKxymTVvz0at0ljK6TIjvvalqqz7vD1xy5Ne8sbrA7ygmAVnhMG1aMPcVykml68jz/Y7SqoacNIb0br15dZUdDGhanxUO02bt2X+YUw59zI6ukyGlvd9xWpWIcG3WJmZuvZUS664yrcwKh2mz3lmziz9XXkpwamKeS3Nyt8NcEnyPRYvseuSmdVnhMG3WG+uKyel0LgPGJVY3VUjfyZcAcHjVSz4nMYnGCodpk8oqqui+6TkuGVKDJMjeVLVJRm/y2w1jQPEHlFdW+x3HJBArHKZNWrT8E/4UvJeLUhb6HSWijgw5l1PIZcmaDX5HMQnECodpk0qWuotOZk26xOckkdV34sV8QjZL1+T6HcUkECscps2pqq6hd8G7FKT0J6nnUL/jRFRq/7HcO+Q+Ht/aAXedNGNazgqHaXOW5eYxTldTNvBcv6NExTkn9WDfvhLW7ijxO4pJEFY4TJuzcdl7BKmh18SL/Y4SFeelb2Vp6vdYt/B1v6OYBGGFw7Q5D+0axNV9nqL94Cl+R4mKLoPGEhAIbLTCYVqHFQ7Tpmzfe4jcPQeZMPwECAT9jhMdqR3Z2WUCI8sWsOeAXVLWtFxUCoeIBEVkmYi85D0eJCILRSRXRJ4UkRRveKr3eKM3fmA08pm2Y/mSj3g0+VbOz9zrd5SoSjnpAoYEdrE4Z5HfUUwCiFaL43pgbdjjPwJ/VdVsoAS40ht+JVCiqicAf/WmM6bVlK95jdOCq8nq08fvKFHVa/wXATi0+hWfk5hEEPHCISJZwOeB//MeC3AW8Iw3yRzgIu/+TO8x3vizJVEP6zVRV15ZTb+9H7E77QQko20VDuk6iOf73sgjhUOprK7xO46Jc9FocdwJ/BcQWlq7AaWqWuU9zgf6evf7AtsBvPH7vOmNabHF6/MYyzqODJrudxRftJtyFSsrerB8e6nfUUyci2jhEJEvAHtUdUn44Dom1UaMC5/vbBHJEZGcwsLCVkhq2oL8pW+QItX0GvdFv6P4YurAjlwQXMTKZQv8jmLiXKRbHKcCF4rIVuAJXBfVnUBnEUnypskCdnr384F+AN74TsAxWzFV9e+qOl5Vx2dmZkb2HZiEoKrk7DjEqrRxpAxsG7vh1paRLNydfA8Z659peGJj6hHRwqGqP1PVLFUdCHwNeEdVLwfeBUInCZoFvOjdn+s9xhv/jtp5Ekwr2FJUxrP7hrLsjIcgKcXvOP5I7UhBp1M46VAOhQfs4k6m+fw6juOnwA0ishG3DeNBb/iDQDdv+A3AzT7lMwlm/uotpHOIM4f28DuKr5Kyz2ZEII9FK9c2PLExx5HU8CStQ1XnAfO8+5uBiXVMUw58JVqZTNuRtOLfLE+7n2DyWiCxLhPbFJmjZ0DOnyhe+QZMHe13HBOn7Mhxk/Aqq2voXbyQ0pTekN7L7zi+CvQ5hYPBTqTsWkJ1jfUCm+axwmES3id5RYxjDYf6nup3FP8Fgsw/dy43l3+TlTv2+Z3GxCkrHCbhbVo+nww5TNeRbeM06g2ZOHI4IsJ7621XdtM8VjhMwqvZPA+ADkPP8jdIjOiaJvxfxoMkrXjU7ygmTlnhMAmtrKKKB0tO4eXBv4QO3f2OExuCyYyWTZxc+i4HK6oant6YWqxwmIS2aOteNlb3ImPKrIYnbkOO9D+N8bKOxZt2+x3FxCErHCahbVi5mC8lL2BC33Z+R4kp3U4+mw5SwZZPPvQ7iolDVjhMQuu08Xn+HPwbaUHb9TRcypAzAJC8D3xOYuKRFQ6TsIoPVjDs0FIKM06G1HS/48SWDt3Y3P1Mth4I2OlHTJNZ4TAJa9HaLYyUzTD4DL+jxKSDF81hTvX5fLSpyO8oJs5Y4TAJq3DV2wRFyRx1nt9RYtKIPp3olBZg0YZ8v6OYOGOFwyQs3bGUCkklqf8xp0UzQLC6gvmB7zF4w0N+RzFxxgqHSUjb9x7i1we/xAvTXoWkVL/jxKbkNCo69GHEkU/ILznkdxoTR6xwmIT04cYiQBg34kS/o8Q0GXQ6YySXxbk7G57YGI8VDpOQ9qx4nQfa38uQdrYmXZ8uw88mVarYs+Z9v6OYOGKFwyScmhql6473OEsXIe06+x0npgUGTqWaAGn5H/kdxcQRKxwm4azbfYBR1aso7XqKbd9oSFoGi0+8kRfKTmZn6WG/05g4YYXDJJzF67cwQrbS7oRpfkeJC+ln/pBlms3CLcV+RzFxwgqHSTh7175PUJSOQ+3Av8YYltmO6WkbWL92td9RTJywwmESSk2NsmXPPnamZUPWBL/jxIVgVRkPcguZW17wO4qJE1Y4TELZsOcAc8vHsOC8FyClvd9x4kO7LpR2PIHs8pXs3lfudxoTByJaOEQkTUQWicgnIrJaRG7xhg8SkYUikisiT4pIijc81Xu80Rs/MJL5TOLJ2VJEgBrGD+jqd5S4ov2nMDaQy6JNBX5HMXEg0i2OCuAsVT0FGA18TkQmA38E/qqq2UAJcKU3/ZVAiaqeAPzVm86YRtu/5m1WpM2mX/l6v6PElS7DzqCjlJO3ZpHfUUwciGjhUOeg9zDZuylwFvCMN3wOcJF3f6b3GG/82SIikcxoEkv7XQtpRznS/QS/o8SVwMCpAMi2j31OYuJBxLdxiEhQRJYDe4A3gU1AqaqGLnacD/T17vcFtgN44/cB3eqY52wRyRGRnMLCwki/BRMndu8r56QjK9mbMdyuv9FUGX14Yfy/uHv/NAr223YOU7+IFw5VrVbV0UAWMBE4qa7JvL91tS6OuXSbqv5dVcer6vjMzMzWC2vi2pItuzlFNkH/yX5HiUuDR0/jCMks2GzHc5j6RW2vKlUtBeYBk4HOIpLkjcoCQmdYywf6AXjjOwF7o5XRxLedaxeTJpV0GXqa31Hi0vB2pfwm9d9sWLfS7ygmxkV6r6pMEens3W8HnAOsBd4FLvEmmwW86N2f6z3GG/+OqtrFok2jLCiA59MvI8nrrzdNk1RzhCvkJWSLnfDQ1C+p4UlapDcwR0SCuCL1lKq+JCJrgCdE5PfAMuBBb/oHgX+JyEZcS+NrEc5nEsTBiireLWjPiOk/gvSefseJT92zOZzchUGHVrDnQDk90tP8TmRiVEQLh6quAMbUMXwzbntH7eHlwFcimckkpuXbShnHOiZmnex3lPglQnnviUzYupQlW0uYMbK334lMjLIjx01CWLdhDU+n/pbxe1/yO0pcSx86jf6BQtZusONgzPFZ4TAJ4fCmBQCkDZric5L4ljRwKvsDGRTkrfU7iolhVjhM3KuqrqFz8VKOSCr0Gul3nPjWZwz/N+lNni7sz8GKqoanN22SFQ4T99btPsBI3cD+riMhmOx3nPgmwpgBXalRWLVjn99pTIyywmHi3rJNOxkhW0m1bqpWMa5iAW+n3Mj6Ldv9jmLKXuEgAAAcJklEQVRilBUOE/cWbj/I91NuI33qd/yOkhAy0jsxJLCLss123ipTNyscJq6pKjl5+2k/eBJ0Hex3nMTQdxw1BGhfsNTvJCZGWeEwcW1H6WFOL3uNCzvaXkCtJrUjxR2zOaFiNSVlR/xOY2KQFQ4T13K27OW/kp5kwv63/I6SUKr6TGB0YBPL8or8jmJikBUOE9c25a4iU/aRkX2q31ESSpfRn+e1mkms3LzD7ygmBkX6XFXGRFR13kIAAv0n+ZwksaQNv4BHemaQtqOK6/0OY2KOtThM3Np3uJLeB1ZSEewAPeq6zItpiXH9O7N9ex5Hqmr8jmJijBUOE7eWbithMDs5nDkaAkG/4ySc7xbezmOBX7Nm136/o5gYY4XDxK0lW0v4VvV/k3LZo35HSUgZA0czOLCbVRs2+h3FxBgrHCZu5eTtZUSfTrTP6Op3lISUfoK7INb+jXYgoDmabRw3camyuoYT85/h4sydUDPFuqoioc8YqgnSvmAJqoqI+J3IxAhrcZi4tHrnfs7UHIYc2WBFI1KS21HS6SSGVa1j+97DfqcxMcQKh4lLOVuKGBvIJWnAMReSNK3o0KQf8/eqz7Nk216/o5gYYoXDxKXtuSvpLGW0GzzV7ygJre/kL7M4eSI5W0v8jmJiiBUOE3dUlcCOxe5BP2txRFJQ4Cs9d1C6KcfvKCaGRLRwiEg/EXlXRNaKyGoRud4b3lVE3hSRXO9vF2+4iMjdIrJRRFaIyNhI5jPxKa/4EPvLqynqNBK6ZfsdJ7GJ8OPSP3DevqfYd7jS7zQmRkS6xVEF3KiqJwGTgWtEZDhwM/C2qmYDb3uPAWYA2d5tNnBfhPOZOJSTV8KzNdMo/vqrELBGc6RV9BrHuMAGlm2z7irjRPRbp6q7VHWpd/8AsBboC8wE5niTzQEu8u7PBB5RZwHQWUR6RzKjiT9LtxaSkRYku0dHv6O0CenZp5IlRazL3eB3FBMjora6JiIDgTHAQqCnqu4CV1yAHt5kfYHw61Xme8OM+ZRuepePAt8lULDS7yhtQurAyQActisCGk9UCoeIdASeBX6kqvWd+KauI4y0jvnNFpEcEckpLCxsrZgmDpQeOkKv/StpX1MGXQf5Hadt6D2KSkmhc/FyqqrthIcmCoVDRJJxReMxVX3OG1wQ6oLy/u7xhucD/cKengXsrD1PVf27qo5X1fGZmZmRC29izrJtpYyVDRzqMgxS0/2O0zYkpfLhmY/zx4ovs3bXAb/TmBgQ6b2qBHgQWKuqd4SNmgvM8u7PAl4MG/4tb++qycC+UJeWMQBLthYyOrCJ1EF2/Y1oGjr6VMpJZfFWOxDQRL7FcSrwTeAsEVnu3S4AbgfOFZFc4FzvMcArwGZgI/AP4OoI5zNxpmDjctLlMMkDpvgdpU3pHdjP7zo8w64NS/yOYmJARE9yqKrzqXu7BcDZdUyvwDWRzGTiV2V1DUsLqpjf5xucNsCOGI+2b1Y/x5356ah+2U542MbZTvAmbqzeuZ9Nld3Zd+ovoHO/hp9gWk96Tw6260N25Vo74aGxwmHiR87WvYySTYzPaud3lDappu94xgY22nYOY4XDxI/1m7cwN/WX9FzzsN9R2qSOQ6bSW/ayIXed31GMz6xwmLigqlRvW+Qe9LM9qvwQ6D+RQ9KBPdvW+x3F+MwKh4kL+SWHOaFiDTWSBH3G+B2nbeo9hodPn8fzewdSUnbE7zTGR1Y4TFzIydvL2EAuFd1HQLJt4/BFIMCEQd0BWJJnJzxsy6xwmLiwdEsho2QzqYPt+A0/jT74Hi+n/pylW3b7HcX4yAqHiQtL8kr5S88/EBj/Hb+jtGkpSUmMkK3s3WgXdmrLrHCYmLfvcCVr9xwi48RpkDnU7zhtW9YEANKLllFeWe1zGOMXKxwm5i3bVsIX5UPOTl3jdxST3ovD7ftyChtYkb/P7zTGJ1Y4TMxbklfCfyU/ybAdz/gdxeB2yx0byLUDAdswKxwm5m3atJEsKSJpwGS/oxgg9aQZrE4ZxXLbQN5mRfQkh8a0VFV1DUk7cyCIHfgXK065lHc2ncSCFbuoqVECATvhYVtjLQ4T09buOsBIXUd1IAV6jfI7jvGM798FyvezYY9d2KktshaHiWk5eXsZKtup6jWaYFKK33GMZ8bqGxmUsonFWycyrFeG33FMlFmLw8S0nLwSftbu16R+40m/o5gw7XoP5eTAVpZvtu0cbZEVDhOzVJUlW0sYO6g7tO/qdxwTRrImkEIVB7Yu9TuK8YEVDhOzdpQeZsrBN/nhwbugutLvOCZcv4nuT9kqdpbahZ3aGiscJmYtySvh3OASBu7PgWCy33FMuPReHOmYxZjARnLshIdtjhUOE7MWbylmXCDXjt+IUcGz/puX5Axy7EDANsf2qjIxK2/zBnpKCfS34zdiUXDsZRxcupC8rdbiaGsi3uIQkYdEZI+IrAob1lVE3hSRXO9vF2+4iMjdIrJRRFaIyNhI5zOxqaTsCJ2Ll7kHXn+6iTE11VzQbRflBevZX27boNqSaHRV/RP4XK1hNwNvq2o28Lb3GGAGkO3dZgP3RSGfiUGLt+4lSA2HugyFHiP8jmPqUlPNpatmc3ngLZbado42JeKFQ1XfB2p3gs4E5nj35wAXhQ1/RJ0FQGcR6R3pjCb2LN66l1cC0whc/TEErUc1JiWlQO/RjA1sJMe6q9oUvzaO91TVXQDe3x7e8L7A9rDp8r1hRxGR2SKSIyI5hYWFEQ9rom/x5iJGZ3UiLTnodxRTj2D/iYwMbGGZnfCwTYm1varqOluaHjNA9e+qOl5Vx2dmZkYhlommsooqOu/+kIeLL4fdqxp+gvFP1kSSqaIy/xOOVNX4ncZEiV+FoyDUBeX93eMNzwf6hU2XBeyMcjbjs6XbShgr62hftQ+6DPQ7jqmPt+PCSF3P6p12Yae2wq/CMReY5d2fBbwYNvxb3t5Vk4F9oS4t03Ys2rKXiYEN1PQcCakd/Y5j6pPei5KvvsAT1dNtO0cbEo3dcR8HPgaGiki+iFwJ3A6cKyK5wLneY4BXgM3ARuAfwNWRzmdiT87mAsYENhEcONXvKKYRugyfTvdu3VhkBwK2GRHfXUVVv36cUWfXMa0C10Q2kYllFVXVVOYvJzWpAvrbEeNxYV8+v2j/PP+zeRI1NePswk5tQKxtHDdt3Ir8fRRXt2dr9hXQf4rfcUxjVBzg3MI5jKpcztrd+/1OY6LACoeJKYu27GWL9qbTRX+Gjj0afoLxX/ehVKd1ZaKsY8Fm665qC6xwmJiyYFMRF3bbRZdUv5OYRgsECA6YwpTkDXy8qdjvNCYKrHCYmFFeWU3h1tXcXXYjfPK433FMUwyYSpbuZsuWXKprjjn0yiQYKxwmZizJK2GUrnUPbPtGfBkwhcpgezKP5LN2l23nSHRWOEzMmL+xiEmB9Wi7rtA92+84pil6j6H42lwW1AxnwWbrrkp0VjhMzJi/oZAzktciA08DsV0640ogQK8uHRnUvYMVjjbACoeJCSVlRzi0ex3dawphyHS/45jm2PI+j1fdwMbNm+y8VQnOCoeJCR9tKmZ7TSbrP/dvGPYFv+OY5kjrRK/yTYypXG6Xk01wVjhMTJi/sYjU1HYMmTDDjt+IVz1Hou27c2bSSt5dv6fh6U3cssJhfFddo8xbs5M/dnmBpOL1fscxzRUIIIPP5Iyk1by9pgB3BiGTiKxwGN8t2FxM77I1XFD6byhc53cc0xJDzqJzTQkpe9exxC4nm7CscBjfPbs0n+kpa1AEBp3hdxzTEkOmU3XSRXRICfLIx3l+pzERYoXD+OqxhXk8t3QHF3Zch/QeBe27+h3JtERGH5IuncPoCacx95OdXP3YEmrsSPKEY4XD+ObddXv45QurmHlCEv3LVsKJM/yOZFrJf01M4ZpTe/PKyt0s3GJ7WCUaKxzGF6rKTc+sYGivDP44LQVJzYBhn/c7lmkNO5eReu84rs/aSIeUIC8u3+F3ItPKrHAYX+w5UEHRwQq+NqEfaSdOh5s2Qq+RfscyraHXKdCxJym5L3H+iF68snIXFVXVfqcyrUjifZe58ePHa05Ojt8x2pSZM2fy0UcftWgeVdXK/vJKMtKSSAra+kvCOVIGVeVUpnTmQEU1ndolE2zhlQH79evHxx9/TGqqnXO/NYjIElUd35znRvzSsSaxHDhwgLlz53LaaacxatSoZs9n/e79LNxSwiX9SkjZmwsjZkIwpRWTGl+VFcLqFyjvO5KntqUzbnBXTuyZ3uzZ5eXl8fLLL7N27VpGjx7dikFNc1jhME2yatUqAG666SYuvPDCZs/nVy+uYs/S7fy9+y+R9qPhyn+0VkQTC1ThgdPRpGQW5f+Qiaf04dYvNb8rcu3atbz88susWLHCCkcMiMk+AhH5nIisF5GNInKz33nMZ1asWAHQotYGwMY9B5mVsQQpzoVJ32+NaCaWiMCXHkAuf5oRfTJYtbNl1+jIzs4mNTX10+XP+CvmCoeIBIG/ATOA4cDXRWS4v6lMyIoVK0hPT2fAgAHNnkdNjbKzoIBZ5Y9Bz5Nh+EWtmNDEjJ4joF0XxvYIsmVXEVXVzT9jblJSEiNGjLDCESNisatqIrBRVTcDiMgTwExgTWu+iKpSU1UFWsfCHAi6NaaaanerLZjsxldXQU3VseOTUr3xle5WW3I7N76qou7xqR3d38rDdY9Py3B/j5QdO14E0jq5+xUH6hgfgHad3f3yfe49hAsEPxt/uMS9/7AdKFYsX8rIUaOoUaCsyPt8wnawCKZ+9vyDe7zP97PxeysC/PL1HVxw+CW6puyBCx6EQMytv5jWUl3F7LwfM1GC3PpokNkzJtOjcwcIJLtlTbXu76CIW1bDxo88+WRee/11qiuPAOKWm+M+P+Dm0dD4mqOXz5gZHwi6vw2NB4LB4LHjIywWC0dfYHvY43xgUmu/SH5+Pv3792/t2bYJmRO/wJCfv8J7KT9iQODos6C+UT2O2ZU3ApCT+n26y9FdFB9Un8Zb1ddw8+d+igyaDf0mRC238UEwiYxTr2LaSz/mzC2Xw71u8O8qv8GD1RcwRHbwdupNxzztp5VX8WT1dEbJJuam/hKAU3ZXMKeggqQU26sq5IwzzmDevHlRf91YLBx17bN3VMkVkdnAbKDZP/4ZGRn89qZroDj32JG9R7u1/v27YO+mY8f3HedaDft2QGkd5+PJGu/2ECrd5qaprd9Et8awdysc3H3s+P6T3d/iTW6tPlwg6OYPUJTrWgXhgsnQZ4y7X7geymv1LSenfXa8xJ61rtVy1Pj20NPrGSxY7Vo94S/frhPBqd+lfbferNtzLZurDgGg3n/tcGofbuh6IgBLC24gqabCjff+rYH2/Xlr2hkM7N7h2PdtElJg/BVwwtmULHuR9fl7qK6u5sTO47kh/UTaHcnk493HbuMa3fU0+nY8kQ4VXfi4wI0f3u0wt/bPpbqmGjKHQYdMt/wXrDr2RXuMcKevOVQMe+rorOg1EtI6u1ZxUR1nZO49xvsN2Hmc34Dx7jegNB9Ktxw7PmsSJKVASR7s23bs+P5T3Xe5eDMcqOM3YuDp7m/RBjhYcPQ4SYIBUwBa1GXcEjF3HIeITAF+o6rne49/BqCqf6hrejuOwxhjmq4lx3HEYufyYiBbRAaJSArwNWCuz5mMMcZ4Yq6rSlWrRORa4HUgCDykqqt9jmWMMcYTc4UDQFVfAV7xO4cxxphjxWJXlTHGmBhmhcMYY0yTWOEwxhjTJFY4jDHGNEnMHcfRVCJSCISOwusOFNUzuV8sV9NYrqaxXE1juZwBqprZnCfGfeEIJyI5zT2gJZIsV9NYrqaxXE1juVrOuqqMMcY0iRUOY4wxTZJohePvfgc4DsvVNJaraSxX01iuFkqobRzGGGMiL9FaHMYYH4hIXZdDMAkqrgqHiPTwO0NdRKSb3xnqIiIniMhEv3PUJiJZItLJ7xy1iUia3xnqIiJDRSTmrjomIqNE5H4AjaGuCxHpHYuFTET6iEhCXIUqLgqHiHQUkb8Ar4jIHSIywxvu68Lh5for8LKI/F5EpvuZJyTs83oGSPc7T4iItPdyvQ7MEZFvesP9/j92EJG/A78OrQT4nSlERLrgLpv8XRHp7nceOGr5ehi4QkTO8TsTgIikish9wHvA30XkYr8zwaef1x3Aq8D/ichl3vC4+P2tS8wHF5ETgadwZ/L9ErAV7+p/fq7leLmeB6qB7wCFwM/9yhMiIlm4MwuPUtXRqvq235nC/BLIVNURwCPAVeD7/zEN+C1wGq7ITvc7Uy19gXVAB2C0z1kQkZHAs7jfjs8DtwDNOogsAi4EeqvqicBLwG+976lvRKQv8E8gBTgVeBH4KYBqXRdDjw8xWzi8izgBFAM/UtXrVXU7kAG8G2ryRbtqi0hoDf4g8A9V/YmqrsH9WO/yfrijLizXYdyazTve8MkiMkVEenmPffm8RKQd0B54wRvVE3hNRHr7kSvMEeBvwDQgFxgnIkO8TL60OsTjPdyHazkqMD0GukV3A99R1R+r6m5gDDAAQESC0Q4jIu3DHipuBQ5VfRF4DfieiHT2IVfo2silwI2qeq2qHsQt9y+ISKY3Xcz+Btcn5kKLSLaIPAT8RUQmAQdUdYPX3PsN8H1gOO7D76uqNdH4gnvbC54C/ikiXwD2q+pTYV+W9sAwVc2PdJYGch0G/gMME5Fc4M/At3E/0lk+fl7luFPDfFFEPgZuAroCi0RkZBRzDRWR+71CFlrr266qRcC7QBo+tDrCc6nHGzUWaAf8AugBfF1ELorW9pg6Pq9CVd0hIsneJE/gWh6oanU0Mnm5skXkEVyX1IVeviNAqYj08Sb7M+7zG+E9JxrLVyjXAyJyIRBU1TwRaSci1wM341qPL4vI8Ggt960tpgqHiPwA15RbAhQA1wBTvNFlwH9UNUtVvw+sB6KyYc5bK7gTWInrYpkB/MF77dCXpauXKWrqyPV54Hequgp4H7hfVU9X1dnAPOB/vczR/ry+APxBVe/AdVftwHWl/QR4CPifKOU6DfgXrqvzBm+YqGql9/orcNsTRojIuEhmaUSu0HdzFbBDVcuBIcBduBWUcp9yCUDoMwP2AOtEpF+k84Tl+ibud+JjXMt6JnABMB84CRglIimqWoDb3vFjL3Okl6/aub4IXOS99mHgFVXt5y33r+H+l7HULdpoMVU4cMXielX9G+6HOQX3g4y3ErYkbNpnge0iEo2rGPbGNTlv85rAfwDGe2vSIcOB1QAiclmU+lZr5/o9cKqInK+qD6rqX8KmfQHIj1J3Qu1cvwPO8D6vKqAEOORNez9QFda0j6Ri3PaoE4Fvi8jA0Jc27If6dW+6SSJys4hM8ylXqP97Cm7D+CpcN9HjuOW+fd2ziniu2j9yRcAEYD9ErXuvAPipqt6nqg95GXqp6l7gTeBiPtse9ARQEtZCimauvbieiNAKSm7Y5/NPoCzUkos3sVY4/gPM89YWqnFrM8fsgisi44HbgJWqWhXpUKq6AxgPnOs9zgfuA24Mm+x0IFNEngcuByprzycKuXYA9+Kaw58SkQnArcDqaHQnHCfX/cB1Xr/4JOA6cXu9PAEsVtWyKORaC2xU1Y24H5hbwBWN0A+1qm4DOuKK8NdwX35fcnmeABbjtitchlsB6AdE/Ae6vs/L+yuqug44AHzDe07E155V9Q3gjbCVxnIg1D11D7AduFlEbsR9fpvDWki+5FJV9ZYzFZEpuJb2R15LJP6oatRvQDegS9hjOc50bwNnhD3ujutuWQJ8NQK52tUxLOj9vQKYHza8M27tb7r3+JMYyzUNSAVuB5YCl8ZArqdxa6+TcX3286KVq/ayhtuDaiNwdq3xE4FdwOWxlCtsukAs5cJtf/kBMDaauWpN9xhwcdjjNG/5vwv4Rgzl6orbg29ZJH4nonmL/gu6H4xd3o/Ir48zTQDX3fEyEMStXU3yxk2NUK7bcS2eMaEMtcYHcf2WPwobNgcY4d2/JMZynezdnxJDuR4J5Yrg8lVvrlA27++PgJe8+19v7A+CD7nSYjSX359XANcV9DxubyUBzgdSYzDXed7fEZHKFs1btHfNHI7bX34Q8BPgLBH5eu3+bXXdBp1wTb1LcWvyZ4tIkqp+FIFc38UtcLm4/tFQhvBM1bg9ga739mr5BnAyXnefqj4TY7lC4z+OoVwjgIjtu96YXJ5Qt9SduG1C+4Cz8PaEjcFcEfmexvvnFfY70Qm3Y8hCXJdxLOY6E0hW1dWtncsXka5MQOew+wOABUB37/HXcH3fx6wV43a7rQGeBKZFOFcXIAvXvH0AuMAbLmHTBLy/M3F9ve8Dp1mu+MoVNm0n3O6aK4BTLVfc5vqi9zvxFHB6W8nl9y1yM3bbMe4B3gB+CAzFbaO4Gzgr9IF7j3+I1xwOe/6JwOwo5DopbFwn4HovU0b4QlHXwmG54i9X2DQB3C7Bliu+c3UAvtdWcsXKLVJN4Mm4o5eLcHun9PM+xCLcAWpjRKSPuk/4deAyrbW3j6puUNVWPT99HbmycBv2Qq+5D7cPtgCXeMM0/G8kWK7o5QqbpkbdcRuWK05zeXsplanqA20hVyyJ1DEQpcAdqvoEfHqitvO8ca/itlucAzyiqi+LyI+8QrIzQnnqy3W2uNOXVHnFaxXuCOLTReQm3KlF7o/kD6HlslyWq+m5NHLneorVXDGjxYXD25e79trJOhHZHjauEhjsjZvn/SO+LSJjgJG4A5v2tDRLM3OdoKoVYc855G1Y+xpuYbi2Nb88lstyWS7LFe9a1FUlIsm1mmif7sngNdVC4wbijnMIjXseuA53oM6zqvoNbcUD+ZqYa0XYOBV3nYg/A39R1WxVfd1yWS7LZbmilSseNLvFISLXAl8RkfdwR/7+x/tAPz0KN+z+IFyfIOKOFl6gqluBO1r8Dlo31yJVzReRYap6xHJZLstluaKZK140ucUhIl3Fnf3xfOBnuA1Is0RkEHy2X7OIjNLP+vpGANki8irwZdz5ilpVK+UKneyu1RYGy2W5LJflSjjaxN2wcEcEz+az3S4H407YFTqCuhfuCOEPcOdp6Y87Ado84KKmvp7lslyWy3Ileq54uzXmg07CHeXdL2xYx7D7AdxBfdne43OBq2vN49sRWAAsl+WyXJYrLnPF+62hD30k7gR5BcDjx5nmJNx55usalxKR0JbLclkuyxWnuRLh1tA2jiLc0ZHDgIEich6AiATD9kDohXe5RhGZJCLTvfuikesDtFyWy3JZrnjNFffqLRyqugt4UlVLcP2AP/eGV8On1wMYDaSIyJ+Bv4Y9N2L7NFsuy2W5LFe85koEDe5VpZ9daOQRoFxErvOGh66VOw13psy9qjpVVd+NWFrLZbksl+VKgFxxryn9Wrhd2BZ690d5fy8kbMOTHzfLZbksl+WK11zxeGvOh/8aUAG8gnd69Fi4WS7LZbksV7zmirdbUz7wAO5MkXnAVX4Ht1yWy3JZrnjPFa+30EEwjSIiM4B31DvZV6ywXE1juZrGcjWN5Up8TSocxhhjTFSvOW6MMSb+WeEwxhjTJFY4jDHGNIkVDmOMMU1ihcMYY0yTWOEwxhjTJFY4jDHGNIkVDmOMMU3y/wm+pjEyJ8YlAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for month, data in gti_dirint_out.groupby(times.month):\n",
" fig, ax = plt.subplots()\n",
" data.plot(ax=ax, color=color)\n",
" cs.loc[data.index].plot(ax=ax, ls='--', color=color)\n",
" (aoi_lt_90 * 20).loc[data.index].plot(color='k') # please excuse the sloppy reuse of the axis\n",
" ax.set_ylabel('Irradiance (W/m^2)')\n",
" ax.set_title('Month={}. GTI DIRINT irrad (solid) vs. Original irrad (dashed)'.format(month))\n",
"\n",
" fig, ax = plt.subplots()\n",
" data['ghi'].plot(ax=ax)\n",
" cs.loc[data.index]['ghi'].plot(ax=ax, ls='--')\n",
" (aoi_lt_90 * 20).loc[data.index].plot(color='k')\n",
" ax.set_title('Month={}. GTI DIRINT ghi (solid) vs. Original ghi (dashed)'.format(month))"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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