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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 2D Viewfactor Modelling tool\n",
"This notebook aims to create a unified 2D modelling tool for pvarrays. It can use as backend Sunpower's [pvfactors](https://github.com/SunPower/pvfactors) or NREL's [bifacialVF](https://github.com/NREL/bifacialvf). "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from capetools.utils import *\n",
"from capetools.modelling.vf2d import *"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/ABE-2016.mat'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/ABE.hdf'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/ABE_2016.csv'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/ABE_2016_1T.hdf'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/ABE_2017.csv'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/ABE_2017.mat'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/ABE_2017_1T.hdf'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/ABE_2018.csv'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/ABE_2018.mat'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/ABE_2018_1T.hdf'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/ABE_2019.csv'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/ABE_2019.mat'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/ABE_2019_1T.hdf'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/README.md'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/back_irradiance_compare.png'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/front_irradiance_compare.png'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/results_VF2D.csv'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/tmy_2017_1T.csv'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/tmy_INCA_bifi.hdf'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/tmy_INCA_bifi_1H.csv'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/tmy_INCA_bifi_1H.hdf'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/tmy_INCA_bifi_1T.csv'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/tmy_INCA_bifi_1T.hdf'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/tmy_INCA_bifi_5T.csv'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/tmy_INCA_bifi_5T.hdf'),\n",
" PosixPath('/home/tc256760/DATA/INCA/chic_bi3p/vertical.hdf')]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"METEOPATH = Path.home()/'DATA/INCA/meteo'\n",
"DATAPATH = Path.home()/'DATA/INCA/chic_bi3p'\n",
"DATAPATH.ls()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"tmy_file = DATAPATH/'tmy_INCA_bifi_1H.hdf'"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th colspan=\"10\" halign=\"left\">meteo</th>\n",
" <th>...</th>\n",
" <th colspan=\"6\" halign=\"left\">sunpos</th>\n",
" <th colspan=\"4\" halign=\"left\">tracker</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th>temp_air</th>\n",
" <th>ghi</th>\n",
" <th>dni</th>\n",
" <th>dhi</th>\n",
" <th>pressure</th>\n",
" <th>humidity</th>\n",
" <th>ref_A</th>\n",
" <th>ref_A2</th>\n",
" <th>ref_B2</th>\n",
" <th>ref_E2</th>\n",
" <th>...</th>\n",
" <th>apparent_zenith</th>\n",
" <th>zenith</th>\n",
" <th>apparent_elevation</th>\n",
" <th>elevation</th>\n",
" <th>azimuth</th>\n",
" <th>equation_of_time</th>\n",
" <th>tracker_theta</th>\n",
" <th>aoi</th>\n",
" <th>surface_azimuth</th>\n",
" <th>surface_tilt</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2017-01-01 07:00:00</th>\n",
" <td>-2.19</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>998.265</td>\n",
" <td>96.1</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>88.964227</td>\n",
" <td>88.967938</td>\n",
" <td>1.035773</td>\n",
" <td>1.032062</td>\n",
" <td>125.222842</td>\n",
" <td>-3.585596</td>\n",
" <td>88.732161</td>\n",
" <td>35.216233</td>\n",
" <td>90.0</td>\n",
" <td>88.732161</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-01-01 08:00:00</th>\n",
" <td>-1.98</td>\n",
" <td>28.43</td>\n",
" <td>0.0</td>\n",
" <td>28.43</td>\n",
" <td>998.105</td>\n",
" <td>95.8</td>\n",
" <td>27.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>81.040912</td>\n",
" <td>81.041939</td>\n",
" <td>8.959088</td>\n",
" <td>8.958061</td>\n",
" <td>136.572175</td>\n",
" <td>-3.605246</td>\n",
" <td>77.083551</td>\n",
" <td>45.838641</td>\n",
" <td>90.0</td>\n",
" <td>77.083551</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-01-01 09:00:00</th>\n",
" <td>-1.80</td>\n",
" <td>60.17</td>\n",
" <td>0.0</td>\n",
" <td>60.17</td>\n",
" <td>998.025</td>\n",
" <td>95.4</td>\n",
" <td>56.5</td>\n",
" <td>14.0</td>\n",
" <td>13.0</td>\n",
" <td>13.5</td>\n",
" <td>...</td>\n",
" <td>74.703085</td>\n",
" <td>74.703704</td>\n",
" <td>15.296915</td>\n",
" <td>15.296296</td>\n",
" <td>149.119244</td>\n",
" <td>-3.624886</td>\n",
" <td>61.946965</td>\n",
" <td>55.876610</td>\n",
" <td>90.0</td>\n",
" <td>61.946965</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-01-01 10:00:00</th>\n",
" <td>-1.47</td>\n",
" <td>93.19</td>\n",
" <td>0.0</td>\n",
" <td>93.09</td>\n",
" <td>997.480</td>\n",
" <td>94.2</td>\n",
" <td>88.5</td>\n",
" <td>21.0</td>\n",
" <td>20.0</td>\n",
" <td>21.0</td>\n",
" <td>...</td>\n",
" <td>70.430161</td>\n",
" <td>70.430642</td>\n",
" <td>19.569839</td>\n",
" <td>19.569358</td>\n",
" <td>162.880819</td>\n",
" <td>-3.644516</td>\n",
" <td>39.626075</td>\n",
" <td>64.222259</td>\n",
" <td>90.0</td>\n",
" <td>39.626075</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-01-01 11:00:00</th>\n",
" <td>-1.10</td>\n",
" <td>120.64</td>\n",
" <td>0.0</td>\n",
" <td>120.62</td>\n",
" <td>996.470</td>\n",
" <td>92.7</td>\n",
" <td>114.0</td>\n",
" <td>27.0</td>\n",
" <td>25.5</td>\n",
" <td>26.0</td>\n",
" <td>...</td>\n",
" <td>68.636419</td>\n",
" <td>68.636856</td>\n",
" <td>21.363581</td>\n",
" <td>21.363144</td>\n",
" <td>177.492704</td>\n",
" <td>-3.664137</td>\n",
" <td>6.381293</td>\n",
" <td>68.496628</td>\n",
" <td>90.0</td>\n",
" <td>6.381293</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 35 columns</p>\n",
"</div>"
],
"text/plain": [
" meteo \\\n",
" temp_air ghi dni dhi pressure humidity ref_A \n",
"date \n",
"2017-01-01 07:00:00 -2.19 0.00 0.0 0.00 998.265 96.1 0.0 \n",
"2017-01-01 08:00:00 -1.98 28.43 0.0 28.43 998.105 95.8 27.0 \n",
"2017-01-01 09:00:00 -1.80 60.17 0.0 60.17 998.025 95.4 56.5 \n",
"2017-01-01 10:00:00 -1.47 93.19 0.0 93.09 997.480 94.2 88.5 \n",
"2017-01-01 11:00:00 -1.10 120.64 0.0 120.62 996.470 92.7 114.0 \n",
"\n",
" ... sunpos \\\n",
" ref_A2 ref_B2 ref_E2 ... apparent_zenith zenith \n",
"date ... \n",
"2017-01-01 07:00:00 0.0 0.0 0.0 ... 88.964227 88.967938 \n",
"2017-01-01 08:00:00 0.0 0.0 0.0 ... 81.040912 81.041939 \n",
"2017-01-01 09:00:00 14.0 13.0 13.5 ... 74.703085 74.703704 \n",
"2017-01-01 10:00:00 21.0 20.0 21.0 ... 70.430161 70.430642 \n",
"2017-01-01 11:00:00 27.0 25.5 26.0 ... 68.636419 68.636856 \n",
"\n",
" \\\n",
" apparent_elevation elevation azimuth \n",
"date \n",
"2017-01-01 07:00:00 1.035773 1.032062 125.222842 \n",
"2017-01-01 08:00:00 8.959088 8.958061 136.572175 \n",
"2017-01-01 09:00:00 15.296915 15.296296 149.119244 \n",
"2017-01-01 10:00:00 19.569839 19.569358 162.880819 \n",
"2017-01-01 11:00:00 21.363581 21.363144 177.492704 \n",
"\n",
" tracker \\\n",
" equation_of_time tracker_theta aoi surface_azimuth \n",
"date \n",
"2017-01-01 07:00:00 -3.585596 88.732161 35.216233 90.0 \n",
"2017-01-01 08:00:00 -3.605246 77.083551 45.838641 90.0 \n",
"2017-01-01 09:00:00 -3.624886 61.946965 55.876610 90.0 \n",
"2017-01-01 10:00:00 -3.644516 39.626075 64.222259 90.0 \n",
"2017-01-01 11:00:00 -3.664137 6.381293 68.496628 90.0 \n",
"\n",
" \n",
" surface_tilt \n",
"date \n",
"2017-01-01 07:00:00 88.732161 \n",
"2017-01-01 08:00:00 77.083551 \n",
"2017-01-01 09:00:00 61.946965 \n",
"2017-01-01 10:00:00 39.626075 \n",
"2017-01-01 11:00:00 6.381293 \n",
"\n",
"[5 rows x 35 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tmy = (pd.read_hdf(tmy_file, key='df')\n",
" .drop([('meteo', 'wind_speed'), ('meteo', 'wind_dir')], axis=1)\n",
" .dropna()\n",
" ); tmy.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Define the PV plant"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"gps_data = {'Name':'Chambery', 'latitude': 45.637001, 'longitude': 5.881, 'Elevation': 235.0, 'TZ':+2}\n",
"\n",
"n_pvrows=2\n",
"row_type = 'first' #where to recover the data, 'first', 'interior' or 'last'\n",
"n_modules_vertically = 2 #number of modules stacked together in each structure. Int.\n",
"module_size = (1.01, 1.69) #(width, height) this is a portrait module.\n",
"h_ground = 0.77 #height from the ground for the lower module, in meters.\n",
"surface_tilt = 30 #tilt of the installation, in degrees.\n",
"axis_azimuth = 90 #orientation of the axis, degrees from N, clockwise.\n",
"surface_azimuth = 180 #Direction facing the modules, degrees from N, clockwise.\n",
"albedo = 0.4 #Albedo from ground, can be constant or a value per timestep. Between 0 and 1.\n",
"rtr_spacing = 9.4 #row2row distance, in meters."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"pvarray_parameters = system_def(n_pvrows=n_pvrows,\n",
" row_type=row_type,\n",
" n_modules_vertically=n_modules_vertically,\n",
" module_size=module_size,\n",
" h_ground=h_ground,\n",
" surface_tilt=surface_tilt,\n",
" surface_azimuth=surface_azimuth,\n",
" axis_azimuth=axis_azimuth,\n",
" albedo=albedo,\n",
" rtr_spacing=rtr_spacing,\n",
" gps_data=gps_data\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:capetools.modelling.pvfactors:Correcting 247 indexes, Total GHI discarded = 46.129999999999995\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Viewing the PV plant at index 4196:\n",
"ghi 72.810000\n",
"dni 0.000000\n",
"dhi 72.810000\n",
"zenith 74.653793\n",
"azimuth 150.514586\n",
"elevation 15.346207\n",
"surface_tilt 30.000000\n",
"surface_azimuth 180.000000\n",
"albedo 0.400000\n",
"Name: 2017-12-21 09:00:00, dtype: float64\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 536/536 [00:10<00:00, 52.01it/s]\n",
"100%|██████████| 537/537 [00:10<00:00, 51.17it/s]\n",
"100%|██████████| 537/537 [00:10<00:00, 51.08it/s]\n",
"100%|██████████| 536/536 [00:10<00:00, 50.92it/s]\n",
"100%|██████████| 537/537 [00:10<00:00, 60.00it/s]\n",
"100%|██████████| 536/536 [00:10<00:00, 49.95it/s]\n",
"100%|██████████| 537/537 [00:10<00:00, 49.75it/s]\n",
"100%|██████████| 537/537 [00:10<00:00, 49.70it/s]\n",
"INFO:pvfactors.run:Parallel calculation elapsed time: 10.903577327728271 sec\n"
]
}
],
"source": [
"res = run_simulation(tmy, pvarray_parameters, engine='pvfactors')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:capetools.modelling.pvfactors:Correcting 247 indexes, Total GHI discarded = 46.129999999999995\n",
" 0%| | 0/4293 [00:00<?, ?it/s]/home/tc256760/Apps/bifacialvf/bifacialvf/vf.py:640: RuntimeWarning: divide by zero encountered in double_scalars\n",
" projectedX1 = PcellX - np.float64(PcellY) / math.tan(startElvDown); # Projection of ElvDown to ground in -x direction\n",
" 0%| | 14/4293 [00:00<00:30, 138.14it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" \n",
"********* \n",
"Running Simulation for TMY3: Chambery\n",
"Location: Chambery\n",
"Lat: 45.637001 Long: 5.881 Tz 2\n",
"Parameters: beta: 30 Sazm: 180 Height: 0.227810650887574 rtr separation: 2.7810650887573964 Row type: first Albedo: 0.4\n",
"Saving into output.csv\n",
" \n",
" \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 4293/4293 [00:23<00:00, 179.08it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Finished\n"
]
}
],
"source": [
"res2 = run_simulation(tmy, pvarray_parameters, engine='bifacialvf')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fa4d9e3a4e0>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"day = '18 July 2017'\n",
"res[day].qinc_back_3.plot()\n",
"res2[day].qinc_back_3.plot()\n",
"tmy[day].meteo.ref_B2.plot()\n",
"\n",
"plt.legend(['pvfactors', 'bifacialvf', 'B2'])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fa4d9ed5da0>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"day = '14 Nov 2017'\n",
"res[day].qinc_back_3.plot()\n",
"res2[day].qinc_back_3.plot()\n",
"tmy[day].meteo.ref_B2.plot()\n",
"\n",
"plt.legend(['pvfactors', 'bifacialvf', 'B2'])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fa4d9daeb38>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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rr1OnDrVr1/5XobaLFy/SpEkTatSoQa1atVi/fr2BI1UM4eqDKHovOMXThGQ8RzWmRWXVkn0VawtT5g+qR3xyKu94+pCSqjN0SMp/qOQPWFtbc/HiRS5dusR3333HRx99BICNjQ2///47vr6+7Nmzh0mTJhEZqWqb5Cenb4fjseg0FqaCP8Y2pXZZu1fvpABQqXhBvulZk7N3Iph94Iahw1H+Q/X5/0d0dDRFimhz1apUqfL356VKlaJ48eKEhYVhZ6cSQH6w1/ch73j6UM7ehlVvN8SxcN6btZvdetYtw5nbEfx6+BYNnR1opfr/jYZRJf8ZZ2dwPeK6Xo/pYu/Chw1fXm8uPj6eOnXqkJCQQEhICIcOHXpum7Nnz5KUlETFihX1Gp9inNafC+SjzVeoXdaOZcMaUKSAhaFDyrW+6FaDi/cjmbz+Ijvfba4uokZCdfvwT7fP9evX2bNnD0OHDv3XIishISEMGTKE5cuXY2KifmR5mZSS+Udu8uGmK7SoXIw1IxupxJ9FVuam/DqoHgnJqbyr+v+NhlG1/F/VQs8JTZo04fHjx4SFhVG8eHGio6Pp3LkzX3/9NY0bNzZ0eEo20ukk3+zyY6nXHbrXKcUPfWpjYaYu9vpQsZgt3/Vy5b11F5m1/wYfursYOqR8z6iSvzG4fv06qampODg4kJSURM+ePRk6dCh9+/Y1dGhKNkpO1fHhxsts9nnA8KZOfNaluipSpmfd65Tm9O0IFhy5RUMne9q45L5FbvISlfz5p88ftNv+lStXYmpqiqenJ8eOHSM8PJwVK1YAsGLFir+3VfKG+KRUxq85z2H/MD7oUIUJbSqpRcuzyeddq3PxfiRTNlxk57stKJUHS1/nFhku6awPqqRz9lE/x8x5EpvE2yvPcfF+JF/3cGVgo3KGDinPux0WQ9dfvHBxLMS60Y0xV+sCv5KhSzorSp7yIDKePgtPcjU4mvmD6qnEn0MqFLPl+961OH/vCT/u9Td0OPmW6vZR8qXrD6MZtuwscUmprHqrIY0qOLx6J0VvutYuxZk74fx27DYNne1pV62EoUPKd4yi5Z+TXU95kfr5vZ4zt8Ppu1Bbr/mPsU1U4jeQTztXp0apQrz/xyUeRMYbOpx8x+DJ38rKivDwcJXAMklKSXh4OFZWVoYOJVfYc/UhQ5adpXhBSzaNa4pLyUKGDinfsjI35deB9UhJlUxce4GkFDX+PycZvNunTJkyBAUFYcyLuxs7KysrypQpY+gwjN7q0/f4bNtVNWvXiDgVLcCM3rWYsPYCP+y9ziedqxs6pHwjQ8lfCGEHLAFqAhJ4C/AH1gNOwF2gn5TyyesGYG5ujrOz8+vupigZJqVk9oEA5h4MoJ1LceYNrIe1Rf5bctFYda7lyJk75Vl8/A4NnR1oX131/+eEjHb7zAH2SCldgNqAHzANOCilrAwcTPtaUYxKSqqOj7dcZe7BAPq5leG3IfVV4jdCn3Suhmvpwry/4SL3I+IMHU6+8MrkL4QoBLQElgJIKZOklJFAd2Bl2mYrgR7ZFaSiZEZCcirj1lzA82wgE9tUYkbvWpipMeVGydJM6/+XEiZ6+qj+/xyQkd+ECkAYsFwI4SOEWCKEKACUkFKGAKS9pjtXWwgxWgjhLYTwVv36Sk6JjEti8JIzHPB7xJfdavDBm1XVrF0jV87Bhpl9anHpfiTf79ZvdV/leRlJ/mZAPWCBlLIuEMtrdPFIKRdJKd2klG7Fiqla3kr2C46Mp+/CU1wOimKeRz2GNXUydEhKBnV0dWR4UyeWnbjDnqsPDR1OnpaR5B8EBEkpz6R9vRHtYvBICOEIkPYamj0hKkrG3Xj0lN4LTvIwKoEVbzWgcy1HQ4ekvKaPOrlQu0xh/rfxkur/z0avTP5SyofAfSFE1bSP2gHXgO3AsLTPhgHbsiVCRckg77sR9FlwkhSdZP2YJjStWNTQISmZYGlmyryB9RDAhLUXSExJNXRIeVJGn369A6wRQlwG6gDfAt8D7YUQAUD7tK8VxSD2+T5k0JIzFLW1ZPO4plQvpSZv5WZl7W34oW9tLgdF8d0u1f+fHTI0zl9KeRFIr6JcO/2Goyivz/NsIJ9suYJrGTuWDXPDwdbS0CEpevBmjZK81cyZZSfu0MjZno6uqgtPn9S4NyXXklIy50AAH22+QssqxfAc1Ugl/jxmWkcXape1Y+rGy9wLjzV0OHmKSv5KrpSqk3y69SqzD9ygd70yLB7qho2FwauVKHpmYWbCrwPrIoTW/5+QrPr/9UUlfyXXSUjWVt5acyaQca0r8mPfWmpBkDysTBEbZvWrw9UH0Xy7y8/Q4eQZ6jdGyVWi4pMZuvQs+6494vOu1fnQ3UVN3soH2lcvwagWzvx+6h47LgcbOpw8QSV/Jdd4GJVAv4Wn8Ln/hLkD6jKimSoImJ9MdXehbjk7pm26wt3Hqv8/q1TyV3KFm6FP6TX/BA8i41k5oiFda5cydEhKDjM3NWHewHqYmQrGr1H9/1mlkr9i9M7fe0KfhadISpWsG92YppXU5K38qrSdNbP61uZaSDRf7bhm6HByNZX8FaN20O8Rg5acxs7anM3jmlKzdGFDh2Q417bDgS/h3knQ5d9Wb7tqJRjTsgJrzgSy/ZLq/88sNTZOMVrrzwXy8Zar1ChViGXDG1A0v47hlxK8ZsPBL7WvvX4Ca3uo4g5VO0LFtmBpa9gYc9gHb1bF+94TPtp0mZqlClGhWP76++uDavkrRkdKybxDAXy46QrNKhXFc1Tj/Jv4dTrY96mW+Gv2gal3oO8KqNwe/HfBhiEwswKs6Qfey+Fp/qiEaW5qwi8edbEwM1H9/5kkcnLhdDc3N+nt7Z1j51Nyn1Sd5Ms/ffn91D161i3NjN61sDDLp22U1GTY/g5c8oSGY8D9ezAx+ff3A0+B/264vhMi72mfl64PVTtpf4pXgzw8FPawfygjlp/Do2E5vuvlauhwso0Q4ryUMr0SO5k/pkr+irFISE5lyoaL7LrykNEtKzDN3QUTk7ybuF4qKQ42joAbe6DNJ9Dyfy9P4lJCqB/479QuBg/Oa58XcfrnQlCuCZjmvZ7eGXuus+DILeYMqEP3OqUNHU62UMlfybOiE5IZtdKbM3ci+LRzNUa2qGDokAwnPhI8B0Dgaej8IzQY+frHiA7RLhz+u+D2UUhNBCs7qPKm9pyg0htgWVD/sRtASqoOj8Wn8Q2OZvvE5lQqnvf6/1XyV/KkR9EJDFt2llthMfzYt3aebb1lyNOHsKoXPL4BvRZBzV5ZP2ZiDNw6pN0R3NgD8RFgagFOLcClE1TpCIVz98/8YVQCneYep5itJVsnNMPawtTQIemVSv5KnnMrLIahS88SGZfEwiH1aVE5Hy/1GX4LVvWE2McwYA1UbKP/c6SmQNBZ7RmB/y6IuK197lhH6xpy6QQlaubK5wRHb4QxfPlZ+tUvy4w+tQwdjl6p5K/kKT6BT3hrxTlMhGDFiIa4lsnHY/hDLsPq3qBLgcEbtYe22U1K7Q7jetpzgqBzgITC5bSuoaodwak5mJpnfyx68uNef+YdvslP/WrTq14ZQ4ejNwZL/kKIu8BTIBVIkVK6CSHsgfWAE3AX6CelfPKy46jkr/zl8PVQxq+5QLGClvz+VkOcihYwdEiGc9cLPD3AshAM2QLFqhgmjqePIGAvXN8Ftw9DSgJYFobKb2h3BZXbg5VxX6BTUnUMWnKGy0FR/PlOMyoVzxvPNQyd/N2klI+f+WwmECGl/F4IMQ0oIqX88GXHUclfAfjD+z7TNl+hmmNBlg9vSLGC+XQMP4DfDtj4ljYqZ8hmKGwkrdWkOO0CcH2X9pwg7jGYmGl3AlU7Q1V3sCtn6CjT9Sg6gU5zjuNga8HWCc3yxDoPxpb8/YHWUsoQIYQjcERKWfVFxwCV/PM7KSULjt5i5h5/mlcqysIh9bG1zP2/mJl2YRX8+S6UqgeD/gAbe0NHlD5dqtYl5L9LuxiEB2ifl3T9ZxipY22jek5wPCCMocvO0rteGX7sW9vQ4WSZIZP/HeAJIIHfpJSLhBCRUkq7Z7Z5IqUsks6+o4HRAOXKlat/7949vQWv5B46nWT6jmusOHmXbrVL8WPf2vl38haA189w4HOtNEO/VbmrPMPjAO1C4L9bG46KhEKln3lO0ALMDH8399M+f+YeuskPfWrR162socPJEkMm/1JSymAhRHFgP/AOsD0jyf9ZquWfPyWmpDJlwyV2Xg7h7ebOfNKpWv6dvCUl7P8/OPkL1OwNPRaCmYWho8q82MdwY692Mbh1CJLjwKIg1B0EbT816FyCVJ1k0JLTXLwfyfaJzalSIvf2/2dH8s9Q00tKGZz2GgpsARoCj9K6e0h7DdVnYEreEJ2QzPBl59h5OYSPO7nwf12q59/En5oCW8drib/BKOi1JHcnfoACRbVEP2ANTL0NHuvBpTOc+Q1+bQT+ewwWmqmJYO6AuthamjN+zQViE1MMFosxemXyF0IUEEIU/Os90AG4CmwHhqVtNgzYll1BKrlTeEwiA347zbm7EfzUrzajW1Y0dEiGkxwP6wfDpbXQ+iPo9MO/6/TkBebW2oPgXr/B2/u10Uue/eGPERBjmLZh8UJWzBlQh1thMfzf1qvk5NB2Y5eR/30lAC8hxCXgLLBTSrkH+B5oL4QIANqnfa0ogDbkbsLaC9wKi2HJMLc8Neb6tcVHarN2b+yBTj9C62lG9XA0W5RtAGOOaXWJru+AeQ3AZ7XW7ZXDmlUqynvtKrPZ5wF/eAfl+PmNlZrkpWSL73b58dux23luss1re/pIm7wVdl1rEdfsbeiIcl7YDW1UU+ApcG4FXX8G+5yt3ZSqkwxddgbvu0/YNrEZLiUL5ej5s8pgff6K8jp2Xwnht2O3GdK4fP5O/BG3YVkH7XXg+vyZ+EGbtDZ8F3T+CR5cgPlNtdFOqTnXB29qIvi5f10KWav+/7+o5K/o1a2wGP638TJ1ytrxaZdqhg7HcB5egaVvQkIUDNsOldoZOiLDMjGBBm/DxLPa8NYDn8PiNhB8McdCKFbQkjkD6nD3cSyfbLmS7/v/VfJX9CY2MYWxq85jaWbCgsH1sDTLW5UVM+zuCVjeSauJ89ZeKKPXu/XcrVApbWRQv98h5hEsbgv7/k+bUZwDmlYsyqQ3qrD1YjDrz93PkXMaK5X8Fb2QUvLhpsvcCovhF4+6OBa2NnRIhnF9F6zuBQVLaom/2EsnvWdIii6Fx/GP8Y/wxz/Cn6jEqNzdahUCqneHCWeg7mA4ORcWNIHbR3Lk9BPaVKJF5aJ8vt0Xv5DoHDmnMVIPfBW9WOZ1h+k7rvGhuwvjWufTIZ0+a7RlF0vVgYF/QAGHF26arEsmIj6C8IRwwuPDX/gakRDBk4QnSP79e1rAvACOBRxxLOBIKdtSz70val0UU5Nccud15zj8+R5E3II6g6DD19le6uJxTCJvzj5G9VKFWPV2o2w9lz5kxwPffFxYRdGXc3cj+HaXHx2ql2Bsq3y6AteJOSTt/4xw5+aEt/+c8IirhAe/OLFHJUalexhrM2vsrexxsHagbMGy1CleBwcrBxysHXCwckAieRj7kOCYYEJiQwiJDeFS2CWik/7dgjUzMaOETYnnLgwlC5SkVIFSONo6Ymlq+BIMADi3gHEn4NgPcGIOBOzT1iuu2TvbhsQWtbVkVMsKfL/7OpfuR1K7rN2rd8pjVMtfyZLQ6AQ6/+KFraUZ2yY2o5BV7qn9nhEJKQn/JO0XtdAf+xOeFM1T0/R7UQuYF/hXAn/Zq425TabijE2OJSQmhODYYEJitIvCs+9D40Kfu3uwt7L/+0Lw1+uzdw+FLAohcno+wsMr2t1TsA9UfhM6zwK77KnLE5OYQrPvD9HQ2Z7FQ437uYxazEUxKsmpOgYtPsOVB1FsndCMqiVzZ+2UG09ucDDwYLoJPjY5Nt19CloU1BJ27BMcooJxKOqCQ9VuONgU/SehpyV1KzOrHP4bPS9Zl8yj2Ed/3y38feeQdnEIiQ0hMTXxX/vYmNk8d7fw7MWhmHWx7Ola0qXCmYVw6GsQJtDuM20d42w4188HbvDzgQD2TGph1GP/VfJXjMrXO66xxOsOcwbUyZXr7obHh5s8PEAAACAASURBVDPv4jw2B2xGJ3XYWdo93yJPp3Vub2WPhS4VNr4N/juh1bRcP2tXSklEQsS/Lwxp7x/GPiQ4Nvi5riozYUaJAiX+7lb6+w6igCM1itagsGUWF355cg92TIZbB6FMA+j2CxTX7/DhyLgkmn1/iHbVSjDXo65ej61PKvkrRmPH5WAmrvVheFMnvuhWw9DhvJak1CRW+61m0eVFJKYk4lHNgzG1xmQ8WSVEaStv3TsJHWdCo9HZG7CR+Ktr6bm7h7T3YfFh6KQOAEtTSzo6d8TDxYPqDtUzf1Ip4fIG2DMNEp9CiynQ4n29loz+brcfi4/d5uD7rXE20hXlVPJXjMLN0Kd0m3eCao6F8BzVONfU5ZdScjDwILO8ZxEUE0TrMq153+19nAo7ZfwgMaHaUM5QP+j5G7j2ybZ4c5tkXTKhcaEEPQ1i79297Li9g/iUeGoVq4WHiwcdynfAwjSTVUxjH8Pej+HyeihaRbsLKNdYL3GHPU2k+YxDdK9Tipl9jHPhF5X8FYOLSUyh+zwvouKT2fFOC0oWNnx/dkb4hfsx89xMvB95U8muElMbTKVJqSavd5CIO7CqpzY5qf8qqPRG9gSbR0QnRbP95nbW+a/jXvQ97K3s6V25N/2q9qNkgZKZO+jNA/DnZIgKBLe34Y3P9bKu8BfbfVl9+h5Hp7ahtJ3xzVFRyV8xKCklE9ZeYK/vI1a/3YgmFV88jt1YPI5/zNwLc9l6cyt2lnZMrDuRXpV7YWbymqOcH17VWvypSdoY/rINsifgPEgndZwOPo3ndU+OBh1FCEGbsm3wcPGgYcmGrz+iKDEGDn8LZxaAbUno/KO2hkAWBEfG0+qHw3g0LMf07jWzdKzsoJK/YlCLj93mm11+fNzJxehr8yemJrLq2ioWX15Mki6JwdUGM7rWaApaZGJE0r2TsHaAttTi4M1Q3EX/AecTQU+D2HBjA1sCthCZGEmFwhUY4DKArhW6YmvxmktZBp3XhoWG+mozhjv+AAVLZDq2aZsus9nnAV4ftqF4QeO6o1XJXzGY07fDGbTkDB2ql2D+oHo5P/47g6SU7L23l9neswmODaZduXZMqT+FcoXKZe6A/rvhj+FQuCwM2ZJtY87zm4SUBPbe3YvndU98w32xMbOha8WueLh4UNHuNRoWqclaeYgjM8DcCtp/BfWGZmrk1d3HsbSddYRRLSrwUSfjKkqokr9iEI+iE+g814tC1mZsn9gcW0vjnBju+9iXGedm4BPqQ9UiVZnaYCoNHRtm/oAX18K2ieBYCwZt1JYsVPTuStgV1vmvY/ed3STrkmlYsiEDXAbQpmybjHfPPb6plYi456UtIN91Dji8/t3pe+t82H/tESc+bEuRAsazxKZBk78QwhTwBh5IKbsIIZyBdYA9cAEYIqVMetkxVPLPfZJSdHgsPo1fSDTbJjSjshEugv0o9hFzfeay/dZ27K3sebfuu/So1CNrE5BO/gL7PtUWHxmwxqALkecXEQkRbA7YzAb/DYTEhlDCpgR9q/Sld5XeFLXOwIVXpwOf32HfZ5CSoM29aPqOVl01g248ekqH2cd4t11lprSvkoW/jX4ZOvlPAdyAQmnJfwOwWUq5TgixELgkpVzwsmOo5J/7fLHdlxUn7zJvYF261Cpl6HD+JT4lnpW+K1l2dRkpuhSGVh/KSNeRr993/Cwp4cAXcOJnrR+512K9jilXXi1Vl8rRoKN4XvfkdMhpzEzM6FC+Ax4uHtQuVvvVXY5PH8Ku/4HfdijhCt3mQOn6GT7/mFXenLoVzolpbSloJOVKDJb8hRBlgJXAN8AUoCsQBpSUUqYIIZoAX0gp33zZcVTyz122XXzAe+su8nZzZ/6vSxYm6uiZlJLdd3Yz+8JsHsY+pH359kyuP5myBbPYH5+aAjsmgc8qcHtLW283t1TGzKPuRN1hvf96tt3cRkxyDNXsqzHAZQAdnTtibfaKIZl+O2DXB9rQ3Mbjoc3HYPHqSVxXgqLoOs+Lqe5VGd+6kp7+JlljyOS/EfgOKAh8AAwHTkspK6V9vyywW0r50jFSKvnnHv4Pn9Lj1xPULF2ItaMaY/6ComU57XLYZWacm8HlsMtUs6/G1AZTcSuph9+J5ATY9La22HjLqVqiMNKH2vlRXHIcO27vwPO6Jzcjb1LIohA9K/Wkf9X+lC30kot+QpR2J+e9DOzKQZfZGZqfMXTZWXwfROH1YVusLQzfADDIGr5CiC5AqJTy/LMfp7NpulcRIcRoIYS3EMI7LCwsk2EqOSk6IZlxq89ja2XGrwPrGUXifxj7kGnHpzFo1yCCY4L5qtlXrOuyTj+JPz4S1vTREr/7DGj7iUr8RsbG3IZ+Vfuxudtmlr25jMaOjVntt5rOWzoz/sB4jgUd+7u0xL9YFdYS/ojdYGoJq3vD5jEQG/7S873TthLhsUmsOxeYTX8jw3tly18I8R0wBEgBrIBCwBbgTVS3T54jpWTs6vMc8AvFc1RjGjpn76IarxKXHMcK3xUsv7ocndQxrMYwRrqOzHTp439JTYbzK+DI95AQCT0WQq2+WT+ukiMexT5iY8BGNt7YyOP4x5QtWJb+VfvTo1KP9Os0JSfA8Vng9ZN2UXD/Hlz7vvBC3++3UwSGx3F0amuDL0lq8KGeQojWwAdpD3z/ADY988D3spRy/sv2V8nf+C08eovvd1/n/7pU5+3mzgaLQyd17Ly9k58v/ExoXCjuTu5Mrj+ZUrZ6eOgsJfj9qXUHRNyC8s3hza+hlPFWdVReLDk1mQOBB1h3fR0XQi9gZWpFpwqdGFB1ANUc0hmv/8gXtr8LD7yh7afQ8n/pHvfYjTCGLjvLd71c8WiYyXkiemJsyb8C/wz19AEGSykTX7a/Sv7G7eTNxwxeeoZOro784lHXYBO5LoZeZMbZGVwNv0pNh5pMbTiVusX1lJgDz8D+/4P7Z6CYC7SfDpU7qG6ePMI/wh/P657surOL+JR46hSrwwCXAXQo3wHzZ4d86lJh/RC4cwwmXU532UgpJT1+PcGTuGQOvd8KMwN2fxo8+WeVSv7GKyQqni5zvShSwIJtE5pRwAATuYJjgpl9fjZ77u6huHVxJtWfROcKnTERevilC7+ltfT9tmv1YNp8rK0Xa2qcE9aUrIlKjGLbzW2s919P4NNAHKwc6F2lN32r9P2nqFyoH8xvAs0nwRtfpHucfb4PGb3qPLP716Zn3TI5Fv9/qeSvZIukFB39F53ixsOnbJvYnErFszBOPhPikuNYcmUJv1/7HYFgRM0RDK8xXD/9+rGP4egMbbSHmRU0ew+aTMjQkD8l99NJHSeDT7Lu+jqOBR3DRJjQtlxbBlQdQIOSDRCbRmolPN67BLbFnt9fJ+k45zg6Kdk7qSUmJoa5Q1QLuCvZ4uud1/AJjGTBoHo5mvh1Usf2W9uZc2EOj+Mf07lCZybVm5T5cr/PSoqD0/PB62dIjoP6w7UZn7bFs35sJdcwESY0L92c5qWba0Xl/Dew+eZm9t/bT8XCFfm69mhq+m7WJvW9+c3z+5sIJrStxLuePuy79hD3mo4G+FtkD9Xyz+e2+AQxef0lRreswMc5WMzK+6E3M8/NxC/Cj1pFazG14VRqF9PDQhq6VK0mz+Fv4GkIuHTRbumLVs76sZU8ISElgd13djPXZy6lbUuzOqEAXNuqtf4LPt/wSNVJ3vjpKDYWpux4p7lBnoUZZJy/knf5hUTz0eYrNK5gz9Q3q+bIOYOeBjHlyBRG7B3Bk8QnfN/ie1Z3Wp31xC8lBOyHhc1h+0QoXAZG7NHq8qjErzzDysyKnpV7Msp1FJfCLnHRtZs27Nfr53S3NzURjGtVEd/gaI7cyDtzlVTyz6ei4pMZu/o8ha3N+cWjXraPZIhJimH2+dl029oNrwdeTKgzge09ttO5Quest6SCL8Lv3bWJWsnx0HclvL0fyr/mSl1KvtKjUg8KWRRiZdABqOOhPReKDk5/27qlKW1nzbxDN8nJ3pLspJJ/PqTTSd7fcJEHT+KZP6gexQpmX+GyVF0qm25sovOWziy7uoyOzh35s8efjK099tW1WV4lMhA2j4ZFreDhFW0x9QlnoUYPNXRTeSUbcxv6V+3PwcCDBNYbBDJVmwSWDgszE8a0qsD5e084fTsihyPNHir550MLjt7igF8on3auRv3y2TeD1z/Cn/47+vPFqS8oX6g8np09+ab5N5QokPnVlgCIf6KVW/6lPlzbBs2nwHsXodEYMDOeGuyK8fNw8cDMxIxVDw5D3cFwfiVE3k93235uZSlqa8mvh2/mcJTZQyX/fMYr4DGz9vnTvU4phjV1yrbzHLl/hCG7h/Ak4Qk/tPqBle4rqVk0i2ujpiTCyXkwp4726toX3rmgt0W8lfynmE0xOlfozNabW4lsNFq7Yzz+Y7rbWpmbMqqFM143H+MT+CSHI9U/lfzzkQeR8by7zofKxQvyXS/XbBm1IKVkxdUVvHvoXSoUroBnF0/cndyzdi6dDq5shHlusO8TrTb7WC/oMR8Kl9Zf8Eq+NKz6MBJSE9jw8ATUGwY+q+HJ3XS3HdS4PHY25nmi9a+Sfz6RmJLK+NXnSU7RsWBwPWws9D/FIzk1mc9Pfs6s87Po4NSB5e7LKW6TxXH1d47DkrZauWWrwto6ukM2Q8ks3kUoSppKRSrRrHQz1vqtJanpRBCmcPSHdLe1tTRjRFNnDviF4hcSncOR6pdK/vnE9D+vcSkoih/61qZCMf1P5IpMiGT0/tFsubmFsbXHMrPlzKw90A31g7X9YWUXiAmDnr/B6GNQsa3+glaUNMOqDyM8IZydj320hXwueWolQdIxvKkTtpZmub71r5J/PrDxfBBrzgQytlVF3GvqYfbsf9yOus3AXQO1hVZazGBCnQmZr8cTHQLb34EFTeHeKXjjS3jnPNQeACbqv6uSPRo7NqZqkaqs9F2JbDYJTC3g6Mx0ty1sY86QJuXZeSWEW2ExORyp/qjfpjzONziKT7ZcoWlFBz7ooP8FqU8+OMngnYOJS45jmfsyOlXolLkDJT6FQ9/AL/Xgoic0GquN4Gk+Ccyt9Bu0ovyHEIJhNYZxK+oWXtEB0HAkXNkAYTfS3f7t5s5Ympmw4Ej6dwe5gUr+eVhUnDaRq4iNBXM96up9IpfndU/GHxyPo60jnp09MzdLNzUZzi2BuXXh2Eyo4g4Tz4H7d+mW2VWU7OLu5E5xm+KsvLYSmk0CM2s4+n262xa1tWRAg3Js9XlA0JO4HI5UP1Tyz6N0OsnkDRd5GJXA/MH1KGqrv4lcKboUvjn9Dd+e+ZYWpVvwe8ffcbR9zYJXUmoLbM9vAjvfh6JVYOQh6Lsc7A23iIySf5mbmjOo2iDOhJzheuJjbd7I1c3w6Fq6249pVQEh4Lejt3M4Uv1QyT+Pmnf4Joeuh/JZl+rUK1dEb8eNTopmwsEJrPNfx4gaI/i5zc8UMH/N8sj3z8HyjrB+EAgT8FgHw3dCmfp6i1NRMqNPlT7YmNmw0nclNH0HLGxf2Pp3LGxNn/plWO99n9DohByONOsysoC7lRDirBDikhDCVwjxZdrnzkKIM0KIACHEeiGEmlppJI7eCGP2gRv0qluawY3L6+24gdGBDN41mLMPzzK96XSmuE3B1OQ11jYNvwUbhsLSN7T3XX6GcSehakdVjkExCoUsCtGrci/23NnDQ5kEjcdps8hDLqe7/dhWFUlJ1bH4eO5r/Wek5Z8ItJVS1gbqAO5CiMbADGC2lLIy8AR4O/vCVDLqfkQc763zoWqJgnzTU38Tuc49PMfAXQOJSIhgUftF9KzcM+M7xz6GXVPh14YQcABafwTv+oDbCLWSlmJ0BlcfjA4da/3WQpPxYFkYjqTf+i/vUIDudUqz5kwgEbFJORxp1rwy+UvNX+OZzNP+SKAtsDHt85VAj2yJUMmwhORUxq+5QKpOsnBwfawtXqNV/hJbArYwev9o7K3s8ezkSYOSDTK2Y0qiVihrbl3toW7dIVrSbz0NLHN2tTBFyajStqXpUL4Df9z4gxhTc2g6Efx3QrBPutuPb12RuKRUlp+4k8ORZk2G+vyFEKZCiItAKLAfuAVESilT0jYJAtQ8ewP7YrsvVx5EMbtfHZyKZn2ZwlRdKrO8Z/HZyc9oWLIhqzutpmyhshnb+fFNWNIODk4Hp+Yw/hR0/RkKZrGom6LkgGE1hhGTHMPmgM3asGMrOzj8bbrbVi5REPcaJVlx8i7RCck5HGnmZSj5SylTpZR1gDJAQyC9JZ/SLXIthBgthPAWQniHheWdhRCMzfpzgaw7d5+JbSrxRvWsJ9jY5FgmHZ7ECt8VDKg6gF/b/Uohi0IZ2/nyBq3MclSQ9jDXwxOK5cxiMYqiDzWL1qR+ifqs9ltNioUNNHsXAvZpgxXSMaFNJZ4mpLDq1L0cjjTzXmu0j5QyEjgCNAbshBB/ddiWAdJdBUFKuUhK6SaldCtW7PkFkpWsuxIUxf9t86VF5aJMbp/1iVzBMcEM3T2U4w+O83Gjj/mk8SeYmWSgbz4pFrZOgM2joGQtGHtCe5irKLnQsOrDCIkNYf+9/dBwDNg4wJH0W/+uZQrTumoxlnrdIS4pJd1tjE1GRvsUE0LYpb23Bt4A/IDDQJ+0zYYB27IrSOXFnsQmMW7NeYrZWjJnQF1MTbL2gPdS2CU8dnoQEhPC/Hbz8XDxyNiOj67BojZwcQ20/B8M+1NV3FRytVZlW+FUyIkVviuQFgW0iV+3DmllR9IxsU0lImKT8Dyb/noAxiYjLX9H4LAQ4jJwDtgvpdwBfAhMEULcBByApdkXppKeVJ1k0vqLhEYnMn9QPewLZG207c7bO3lrz1sUMC/A6k6raVq66at3khLOr4DFbbRFVoZuhbafqlE8Sq5nIkwYUn0I18Kv4f3IGxqMhALF4fA36W7v5mRPI2d7Fh27RWJKag5H+/oyMtrnspSyrpSylpSyppRyetrnt6WUDaWUlaSUfaWUidkfrvKsuQcDOHojjC+61aB2WbtMH0cndczzmce049NwLebK2k5rqWBX4dU7JkRrpZb/fA/KNYFxJ6BC60zHoSjGplvFbhSxLMLvvr+DhQ00nwx3j8OdY+lu/07byjyKTmTj+aAcjvT1qRm+udTh66HMORhAn/pl8GiYwRE46YhPied/R//Hb5d/o2elnixuvxg7qwxcSIJ94LeW4LsV2n0GgzeDbRZr9yuKkbEys2KAywCOBB3hTtQdbW5KQUc4/J121/sfzSo5ULusHQuP3iIlVWeAiDNOJf9c6LB/KJPWX6S6YyG+7lEz0xO5QuNCGbFnBPvv7ef9+u/zZdMvMTc1f/lOUsLpBbCkvVaUbcQuaPG+Kres5Fn9q/bHwsSC36/9DubW2v/3wJNw+8hz2wohmNimEvcj4tl+Kd0xMEZD/cbmIg8i4xmzypsRy89R1NaC34bUx8o8cxO5roVfw2OnB7ejbjOnzRyG1xz+6otIXASsGwh7pkHl9jD2OJRrnKnzK0pu4WDtQLdK3fjz1p+Ex4dDvaFQqIzW959O67+dS3FcShbk18M30enSHQFvFFTyzwWSUnQsOHKLN2Yd5eiNMKa6V2X3ey0pa2+TqeMduHeA4XuGYyJMWNVxFW3KtXn1ToGnYWELCNgP7t/DgLWq5LKSbwypPoTE1ETW+68HM0to+QEEnYObB57b1sREMKFNJW6FxbLH96EBos0YlfyN3Mlbj+k09zgz9lynReWiHJjSivGtK2Fh9vr/dFJKllxZwuQjk6lcpDKenT2pav+KyVc6nVaiYXknMDWHt/dpxa5UITYlH6lQuAKty7Rm3fV1JKQkQJ1BYFfuha3/Tq6OVChagHmHbiLT+b4xUMnfSIVGJ/DeOh8GLj5DYkoqy4a7sWioG2WKZK61n5SaxKcnPmXOhTl0dO7IsjeXUdS66Mt3igmF1b20Eg01esCYY1C6XqbOryi53dAaQ3mS+ITtt7aDmQW0nKoNfPDf/dy2piaCca0rci0kmsP+oQaI9tVU8jcyKak6lp+4Q7tZR9l95SHvtqvM/smtaOuS+ZINEQkRjNw3ku23tjOhzgRmtJiBpekrFne5dRgWNIPAU9B1LvReClYZLO+gKHmQWwk3qjtUZ9W1VeikTltXuoizVvNH9/zInh51S1PaztpoW/8q+RuR8/ee0G3eCb788xp1yxdh7+SWTGlfJdMPdQECngQwcOdAroVf44dWPzC29tiXP9hNTYGDX8Gqnlqf/qjDUH+Y6uZR8j0hBMNrDOdu9F2OBR3TukFbT4NHV+D6jue2Nzc1YWyrClwIjOTU7XADRPxyKvkbgYjYJD7ceJneC04SEZvE/EH1WDmiAc5ZrMx5LOgYQ3YPISk1iRXuK3B3cn/5DlEPYGUXOP4j1B0Eow5BiepZikFR8pL25dvjWMCRFb4rtA9q9gGHynDku3Rb/33dylKsoCXzDt3M2UAzQCV/A9LpJJ5nA2k76wibLgQxpmUFDr7fik6ujllahEVKye++v/POoXcoV7AcazuvpWbRmi/fyX8PLGwGD69Ar8XQ/VewyHpZaEXJS8xMzBhcbTDnH53n6uOrWhmT1tMg9Bpc2/Lc9lbmpoxuUYGTt8K5EPjEABG/mEr+BnL1QRS9Fpzko81XqFKiILvea8FHnapRwDJrNXGSdcl8eepLfvD+gTZl27DCfQUlC5R88Q4pSbD3E/DsD4XLwOijUKtflmJQlLysV+Ve2Jrbauv8AtToCcWqaat96Z6v6TOwUTnsbMz51cha/yr557Co+GQ+33aVbvO8CHoSx0/9arN+dGOqlCiY9WMnRjF2/1g2BWxipOtIfmr9EzbmLxkdFHEHlr0Jp+ZBw9Hw9gEoWinLcShKXmZrYUvfKn3Zf28/D2IegImp1vp/fAOubnpu+wKWZrzVzJmD10PxDY4yQMTpU8k/h0gp2eITRLtZR1l1+h6DG5fn4Put6VWvjF7W2b0bdZdBuwbhE+rDt82/5b1672EiXvLPe3WzVpsn4hb0WwWdfgBzqyzHoSj5wcBqAxEIVl9brX1QrRuUqKm1/lOfr+c/rKkTBS3NmH/4Vg5H+mIq+eeAG4+eMmDRaSavv0TpItZsn9ic6d1rUtj6FXV0Muh0yGkG7hrI06SnLH1zKV0rdn3xxsnx8Ock2DhCW11rzHGo3k0vcShKflGyQEnedH6TzQGbiU6K1mpbtf5Ia0xdXv/c9oWtzRnSpDy7roZwMzQmnSPmPJX8s1FsYgrf7fKj05zjXH/4lG97urJlXFNqli6st3Ns8N/A2P1jKWFTgrWd11K3eN0Xbxx2Axa3g/PLodl7MGI3FCmvt1gUJT8ZVn0YcSlxbLyxUfvApTM41oajM7Sih//xdnNnLM1MWHDEOFr/KvlnAyklu6+E8MZPR/nt2G161SvNofdbMbBROUyyuNLWX1J0Kcw4O4OvTn9F01JNWdVxFaVtX7Jy1sW12rq6MY9g0CZoP10bp6woSqZUc6hGo5KNWOO3huTUZG0uTJtPIPKe9vv2Hw62lgxsWJ6tFx9wPyLOABH/m0r+enb3cSzDl59j3JoLFLY2Z9O4JszsUxsH21fMqH0ND2IeMPHQRFb7rWZwtcH80vYXbC1s0984MQY2j4Gt46B0fRjrBZXf0FssipKfDasxjNC4UPbc3aN9ULmD9nt27AdIeX59q9EtK2AqBAuPGr71n5E1fMsKIQ4LIfyEEL5CiPfSPrcXQuwXQgSkvRbJ/nCNV0JyKj/tv0GHn49x/t4TPutSnR3vNKd+ef1VvrwddZtPvD6h8+bOnA05y2dNPuPDhh9iavKCGcAhl7XW/pUN0PpjGLoNCjnqLR5Fye+al25OxcIVWem7UivhIAS0+Rii7oPPque2L1nYit71y/CHdxCPohMMEPE/MtLyTwHel1JWAxoDE4QQ1YFpwEEpZWXgYNrX+dLh66F0mH2MuQcDcK9RkoPvt+Kt5s6Ymernxsov3I8pR6bQY2sP9t3dh4eLB7t67aJvlb7p7yAlnF0MS96ApFhtMfXWH2pD0hRF0RshBMNqDMP/iT9nHp7RPqzYDso2hmOzIPn5BD+uVUVSpWTRsds5HO2/ZWQN3xAp5YW0908BP6A00B1Im+XASqBHdgVprP5eXGXFOcxNBWtHNmKuR11KFNLPkEmfUB/GHRhHvx39OBV8ipGuI9nbZy8fNvzwxRO34iNhw1DY9QE4t9S6eZya6yUeRVGe17lCZxysHP4p+fBX6/9pMFxY+dz25Rxs6F67FGvPBBIRm5SzwT7jtaaTCiGcgLrAGaCElDIEtAuEECLdBVyFEKOB0QDlypXLSqxGIylFxxKv2/xy8CYSyVT3qoxsXiFTNfb/S0rJqZBTLL68GO9H3hSxLMK7dd9lgMsAClq8YiJYkLc2hDM6GNp/BU0mquUVFSWbWZha4OHiwbyL8wh4EkDlIpW1hlf55tpaGHWHaIu/P2N8m4psufiAZV53+ODNV6ypkU0ynBmEELbAJmCSlDI6o/tJKRdJKd2klG7FihXLTIxG5eStx3Scc4yZe/yzvLjKs3RSx8HAgwzcOZAx+8cQ+DSQqQ2msqf3HkbVGvXyxK/TwYm52mxdCYzYA83eVYlfUXJI/6r9sTK10tb5hX9a/zGPwHvZc9tXKl4Q9xolWXnyLlHxzw8LzQkZavkLIczREv8aKeXmtI8fCSEc01r9joBxrligJ6HRCXyzy49tF4Mpa2/NsuFuWaqx/5cUXQp77+5lyZUl3Iy8SRnbMnze5HO6VeyGhanFqw8QGw5bx0LAPqjWFbr9Atb5+tm7ouQ4Oys7ulfqzuaAzbxX7z1toSSnZlChNXjNBrcRzxVKnNCmEruvPmTVqbtMbFs5x2POyGgfASwF/KSUPz3zre3AsLT3w4Bt+g/P8FJSdSzz0u/iKqCtrLXxxka6be3GtOPas/LvOmVL5wAAGe1JREFUW3zPnz3/pE+VPhlL/He9tEqct49Apx+1Mg0q8SuKQQytPpQUXQpr/Z4Z49/6Y4h7DGcXPbd9zdKFaVO1GEu97hCX9HxJiOwmXrXCjBCiOXAcuAL8VbD6Y7R+/w1AOSAQ6CuljHjZsdzc3KS3t3dWY84x5+894dOtV/ELiaZllWJ82a1Glmvsx6fEs+nGJpb7Lic0LpQaDjUYVWsUbcq2eXktnmclxcHJudpMQvsK0Gc5ONbKUlyKomTdpMOTOPfwHPv77P+nqOLq3vDgPLx3+bnV8M7fi6D3glN82rkaI1tUeOFxhfj/9u48rqo6feD45xEQAREVIdxyi9yVlFxyKTUt00qz3BXKMDObyWkWG6eZftU01UwzTY1moaa4O5pZjmbm6DhpLui4oai4lIo7priLfH9/nENc9F5A4HIv8Lxfr/vi3rM+ePC533PO9zxf2WyMiS7KWPO87GOM+RZw9Vhqt6IMxlukXbzGO8uSmZd4mIhKFZg4pBU9m0UUqgBb+rV05ibPZcauGZy9epboO6J5o8MbtK/ePv/bPZ1iXT/cOguu/AgtBkCv98C/8BVBlVKFF9s0lpU/rGTx/sUMajTImtjltxDfFTZ+DJ1/lWP51nWq0r5+KJ+sOcDQdnUKNWrf7Spc8fhSxhjD/MTD/GlZMheuZPBc5/r8rFtkoWrsn71ylhm7ZjA3eS7p19PpWLMjI1uMzL0Gj6MbGbB3GWyabF3eKedrXdu/91mo00GHV1TKi0SFR9EirAUJSQn0v7u/9QBmzdZwd09Y96FVOr1CztpeY7rexZDJG1iw+QhD2xVfrS1N/g7e/2Yff1+5jzb1qvJmn2aFqrF/4uIJpiVNY+G+hVzJuMKDdR4krnkcjUMb528D54/BlgTYPM3qL1ypFnT5HbQaDsGFv9GslHKPmCYxvPyfl1l1eBUP1rFLqXR5xSqh/t1E672D+xqEElW7Mh+t3s+Ae2vjV0QPh+ZFk7/tg5VW4n+ydS3e7deiwAXYDp8/zNSkqSxOWUymyaRX/V6MaDaC+pVdX8/7iTFwcI3Vyk/+F5gb1tOCvf4CkQ9ZQ8Yppbxatzu7UbNiTaYlTctO/tVbWmfs6ydC2+cgMLvsi4jwYte7GDE9kcVbU3myda1iiVOzCTBxdQp/XbGXJ+6pyTsFTPwpZ1OYvHMyyw4uw1d8eSLyCWKbxlIrOB8H8vKPsG0ObJoCZ/ZZPXbaj4bWT0NogwL8RkopT/Ep58OwJsN4e+PbbD25lajwKGvGA6/A7i/huwnQ7dUc63RtFE7j6pWYuDqFvvfUxKeIqv/mpswn/0/W7Ofdr/bweFQN/vxUy9v+R086k0T89nhW/rCSAN8AhjUeRkzTGMIC8/FAW+r/rIS/YwFkXIZa90KfSdC0D/gFFPA3Ukp5Wt+7+jJx60SmJ03PTv53NLXG+90wCdqNhqDQn5YXEV7o0oAxs//Hsp3H6N2ihttjLNPJf8q3B3lraTK9WlTnvdtM/InHE5m8YzJrU9cSXD6YUS1HMaTRECpXqJz7itcvW0MoJk6xun/5BVoDpt87wjo1VEqVeIF+gfRv2J8pO6Zw+Pxhaleqbc24fxwkfQ7r/m6NqeGgZ7Pq1A/by4RV++nVvHqRDO+amzL7/P/0dYd4Y8kuejaL4P0BUfmqwGmM4duj3xKzLIanlz/N7rTdvNTqJb7u9zUvRL2Qe+I/sx+Wj4f3GsHi0XA1HXq+Cy8nw2MfaOJXqpQZ3GgwPuV8mLHbobRzeCNo/pRVdfdCzqIIPuWE0Q/cxe5j5/l3svsLJpTJlv+M9d/zhy+S6NHkDj4YdE+ed9ez6u7Eb49nd9puIoIieKXNKzwR+QQVfHOp4PlTN80pcGBVdjfN6BFWpU3tpqlUqRUWGEaver34POVzXoh6gRB/u4vn/b+BnQtg7d/hoT/mWOfxqBq8/81ePvx3Cl0bhbu19V/mkv+cjT/w6uc76dYonH8MbpVr4r+eeZ2vDn7F5B2TOXDuAHUq1eH1+16nd/3e+OU2BOIt3TRr2t00h0Gwi1LMSqlSZ3jT4Szev5j5e+YT1yLOmljtLmgx0OrV135MjgGW/HzK8dz9DXj1852s23+GDndVc1tseZZ3KEqeLu8wf9Nhfr1wOw80DOPjYa3x93X+NN3VG1dZnLKYqTuncvTCUe6ucjdxzePoXqe761GzjIFD/83uppmZAQ26Wg9jaTdNpcqsUStGsefsHpb3W55dsyvtIHzY2soPj7ybY/kr12/Q+d1VNAiryJyR7QAPlXcoLRZuPsJvPttOp8hqTBrqPPHfyLzBnOQ5TN05lVOXT9GiWgvGtRnH/bXud336ldVNM3EqnN5rddNs97x201RKAVbr/7kVz/GvA/+ib2Rfa2LVenDPENj8KXT4OYTU/Gn5Cn4+jOxcnzf/tZvN36cV6VCwjspEy3/x1qO8NG8r7euHMjX2Xqf1M85eOcu4/45jXeo62kS0YWSLkbSJaOM66adutVr5Wd00a0Zb3+LaTVMp5cAYw5NfPkmmyeSzxz7Lzilnv7da/62GQ++/5ljn0rUMOrz9b6JqV+bTp9toy78gvtyWyth5W2lbrypTYpwn/qTTSYxdPZYzl8/wWvvX6Hd3P+cbu34ZkhZZSf+nbppPWTdwa0S5+TdRSpVEWeP8jv92PGtT19Kxpj2sapU61n3ALQnQ8SWonD3SYWB5X0Z0rMdfvt7LzqPn3BJXqe7quWzHMV6at5XoOlbiDyifM/EbY1iwdwHDlg1DEBIeSXCe+B27aX7+fHY3zV/stgZP0cSvlMpFz7o9CQ8IZ3rSTWP6dvql1etvzZ9vWWdY+7oE+/syYVWKW2IqtS3/5UnHeXHO/4iqXZmpT997S2XOKxlXeGvDWyxKWUSHGh14u9PbOfvp38iAvV/Z1TTtbpqNeluXdrSbplLqNvj5+DG48WDe3/I+yWnJNKrayJoRUtO6P7hpMnQca43PYQsJ8GP4fXWYuHq/W2IqlS3/b3adYMzsLTSrGcK0p++l4k2J/0j6EYYvG86ilEWMajmKCd0mZCf+9OPwn3fh7y1g3hDrJm6X8TA2CfpPh3qdNPErpW7bk3c/SYBvAAlJCTlndPoF+PjBf25t/T/ToR6hQfkY1a8A8jOM41QROSkiOx2mVRWRFSKyz/7pNWMHrko+yehZW2hcvRIJI9oQXCFnf/w1R9YwYMkAjlw4woRuE3gh6oXs7ptpB+FvTWHVHyGsIQyYZY2+c/+vtX++UqpQQvxD6BfZj2UHl3H84vHsGcER1hWF7XOtAZschFb0Z+24rm6JJz8t/2nAwzdNGwesNMZEAivtzx73n72neG7mZiLvqMiMZ9pSySHxZ5pMJm6dyJiVY6geVJ15vefRuVbnnBuoWg8efA1e3ALDFkHj3to/XylVZIY0HkImmcxOnp1zRoefg28Fa2jWm7h6Hqmw8kz+xpg1wM1j8z4OZN25mA70KeK4btvalNOMTEikQVhFZo5oS0hgduI/d/Uco1eO5qNtH/Fog0eZ+chMagfXdr6h+17U/vlKKbeoFVyL7nW6s2DPAi5ev5g9o2I4tImDHf+EU3uKJZaCXvO/wxhzDMD+Ge5qQREZKSKJIpJ46tSpAu4ud9/tP8OI6ZuoVy2IWc+2pYrDNbJdZ3YxYMkANh7byKvtXuXNDm/mXo9HKaXcKKZJDOnX0/ls32c5Z9z3cygfBKv/VCxxuP2GrzHmE2NMtDEmOiwsHzXub9PGg2k8M20TtasEMvPZtlR1SPyL9i1i2NJh3DA3mP7wdPo37O/2MqlKKZWb5mHNaRXeipm7ZpKRmZE9IygU2o6yniU6keT2OAqa/E+ISHUA+6f76486kXgojdhPN1KjcgVmx7WjWkV/wKrN89q61/j9ut/T6o5WzO89n+ZhzT0RolJK3SKmaQypF1P55vtvcs5o/wL4VyqW1n9Bk/8XQIz9PgZYXDTh5N+WH84S++kmIipVYE5cO8KCrcSfeiGV4cuGs3DfQuKaxzHpwUlUqeA1nZGUUooHaj9AnUp1mJ40nRwldgKrWqN87f4Sjm1zawz56eo5B/gOaCgiR0RkBPA20F1E9gHd7c/FZtvhH4mZspHQiuWZHdeO8ErWNfy1R9fSf0l/fjj/Ax90+YCftfqZ6yqcSinlIeWkHMObDGfnmZ1sPrE558z2o6FCCKxyb+s/P719Bhljqhtj/IwxtYwxU4wxZ4wx3YwxkfbPm3sDuc2OI+cYNmUDlYP8mBPXjoiQCmSaTCZtm8Tz3zxPeGA483rPo8udXYorJKWUum2PNniUyv6Vmb7rppIPFUKsXod7l1k1xNykRD3hm5R6jqFTNhBcwUr8NSoHcO7qOV7894tM2DqBXvV7MeuRWdxZ6c68N6aUUh4U4BvAwEYDWX14NQfPHcw5s+0oqzy8G1v/JSb5Jx8/z9DJGwgq78OcuHbUqhJIcloyA5cMZF3qOn7b9re81fEtAny1nLJSqmQY2HAg5cuVZ8auGTln+AdbD36lrIDDG92y7xKR/PeeSGdI/Ab8fX2YHdeOO0MDWZyymKFLh3It8xrTHp7GoEaDtBunUqpECQ0I5dEGj/LF/i9Iu3LT1fM2IyGwmlVuxg28PvmnnExncPx6fMoJs+PaUqOKH2989wa/W/s7Woa1ZH7v+bQMa+npMJVSqkCGNx3O1RtXmZc8L+eM8kFWpc8Dq92yX69O/vtPXWBQ/AZAmB3XjoCAdGK/imX+3vk80+wZPu7+MaEBoZ4OUymlCqx+SH061+rM3D1zuZJxJefM6Gegbie37Ndrk/+h0xcZHL+ezEzDnLi2nMrYwYAlAzhw7gDvP/A+Y1uPxbecFl1TSpV8sU1jSbuSxpcHvsw5o3wgxC5xyz69Mvn/cOYSg+LXcy0jk5nPtmH1ibmM+mYUoQGhzO01l251unk6RKWUKjLRd0TTuGpjEpISyDSZxbJPr0v+h9OsxH/5+g0+iWnKxN2/44P/fcBDdR9i1iOzqBtS19MhKqVUkRIRYpvGcuj8IdYcWVMs+/Sq5H/0x8sMnrye9CvX+WP/UF7bPJJvj3zLuDbjeKfTOwT6BXo6RKWUcovudbsTERRx6zi/buI1yf/YucsMjl/Pj5euM6rXj7yWOIrLGZeZ+vBUhjQeot04lVKlml85P4Y2HkriiUSSTntvVc8ideL8FQbHb+DMhUs82HEtH+16k2bVmjH/0fncE36Pp8NTSqli0S+yHxX9KhZL69/jyf9k+hUGxa/n5MXj3BWVwDdHFxHbNJb4HvFUC6jm6fCUUqrYVCxfkX6R/fj6+69JvZDq1n15NPmfvnCVwfEbOH51JyGREzh26RDv3f8eL0e/rN04lVJl0tAmQxGEmbtnunU/Hkv+Zy5cZXD8elLNUnxrxhMWWJU5vefQo24PT4WklFIeFxEUQY+6PVi4dyHnr5132348kvzPXrzGoMmrOVp+Ej7VltK9zoPM7jWb+iH1PRGOUkp5lZimMVzKuMTCvQvdto9iT/7nLl2n/6eLOBr0Nr4Vd/Gr6F/xl/v/QpBfUHGHopRSXqlJaBPaRLRh5u6ZXL9x3S37KFTyF5GHRWSPiKSIyLi8lr+Raeib8A+OBb1D5aBMpjw0heFNh2s3TqWUuklM0xhOXjrJV4e+csv2C5z8RcQHmAD0BJoAg0SkSW7r7Es7wqmAqTSo1JDP+ywgOiK6oLtXSqlSrWPNjtQPqU/CrgS3bL8wLf82QIox5oAx5howF3g8txVuyHk6hz/Bgr4JhAWGFWLXSilVumWN85ucluye7Rdi3ZrAYYfPR+xpOYjISBFJFJHEwBuVmdDz//Ar51eI3SqlVNnQu0FvOtTs4JZtFyb5O7tQb26ZYMwnxphoY0x0vfBbvhuUUkq54O/jz6QHJ7ll24VJ/keA2g6fawHufSRNKaVUkShM8t8ERIpIPREpDwwEviiasJRSSrlTgWsoGGMyRGQMsBzwAaYaY9xfik4ppVShFaqAjjFmKbC0iGJRSilVTDxe1VMppVTx0+SvlFJlkCZ/pZQqgzT5K6VUGSTG3PJclvt2JpIO7Cm2HRZcCHDO00HkQ0mIsyTECBpnUdM4i1ZDY0xwUW6wuIfL2mOM8fpqbiLyiTFmpKfjyEtJiLMkxAgaZ1HTOIuWiCQW9Tb1so9zX3o6gHwqCXGWhBhB4yxqGqeXK+7LPokloeWvlFLexB25s7hb/p8U8/6UUqo0KPLcWawtf6WUUt6h1F/zdzbUpIh0E5EtIrJVRL4VkbtcrPuKvd4eEXkot226Kc6udpw7RWS6iDi9QS8iMSKyz37FOExvLSI77G1+IIUcL1NEporISRHZ6TCtqoissPe9QkSqeDLGXOJ8SkSSRCRTRFyePrs6tnYBww12/PPsYobuiPPPIpIsIttFZJGIVPbSON+wY9wqIl+LSA0X63r0uDvM+6WIGBGp5uk4vYYxptS+sArO7QfqA+WBbVhDTu4FGtvLjAamOVm3ib28P1DP3o6Pq226Kc7DwN32Mq8DI5ysWxU4YP+sYr+vYs/bCLTHGnthGdCzkHF2BloBOx2mvQuMs9+PA97xZIy5xNkYaAisBqJv5zjY8+YDA+33k4Dn3RRnD8DXfv+Oi39Pb4izksP7nwGTvPG429NrYxWg/B6o5uk4veVVmDF8nbVU/2u3BLaKSKqIfO5i3eL6lnU11KQBKtnLhOB8HILHgbnGmKvGmINAir292x6+soBx9gOuGmP22sussKfd7CFghTEmzRhz1l7uYRGpjvUf9Dtj/RUnAH0KE6QxZg2QdtPkx4Hp9vvpLvZRbDG6itMYs9sYk9czJk6Prf132BVYYC/n6vcsiji/NsZk2B/XY42T4Y1xnnf4GISTgZzwguNu+xvwaxcxFmucLs6iXhORow658xEX6xbp2V6Bkr+4GLzdGNPJGBNljIkCvgM+c7JuVeAPQFusP+I/OFwq+AgYCUTar4cLEp8DV0NNPgssFZEjwDDgbTu2x0Tk9TzWzdfwlUUQZwTg53CJ4knswXNEJFpEJucjziNFHKczdxhjjgHYP8O9MEaXRKSGiGRVpnUVZyjwo0NSLq44n8FqbXplnCLyRxE5DAwBfm9P86rjLiKPAUeNMdtumu6pOKfhPK/9LSt3Gqtacg6ucq49+x17/UjgLDAiP4EUtOWfa+tXRIKxWiDOWv7F2RpwNdTkWOARY0wt4FPgrwDGmC+MMb/PY918DV9ZBHFmYg2Q8zcR2QikAxl2nInGmGc9EGe+lYQYAYwxqcaYrJaW18QpIuOxjvcs8M44jTHjjTG1sWIcY0/zmuMuIoHAeOwvphw781CcuZyd5KXIz/YKmvzzav32BVZmnRp68FvW2VCTJ4GWxpgN9rR5wH35XDc1l+lFHWeq/UXYyRjTBlgD7LvNOGs5mV7UTthf3Ng/T3phjPnlKs7TQGXJvuHu1jjtS6G9gSF2Q8gr43QwG+eXJD193Btg3a/bJiKH7P1sEZEIL4sTYIx9A31q1pUQd5/tFTT55/WNOAiY89MMz7UGXA01GSIid9vLdAd2O1n3C2CgiPiLSD2sy1Abc9lmkccpIlmXUPyB32DdwLvZcqCHiFSx/2h6AMvtSzDpItLObh0MBxYXMk5nvgCy7tvEuNiHp2PML6fHwU7Aq7AuvYHr37PQRORhrGP9mDHmkhfHGenw8TEg2cliHj3uxpgdxphwY0xdY0xdrMTYyhhz3JvixLrc3QCIAo4B79nxu/dsryB3ibHufi93+PwK8Ir9PhQ4A1Rwse4g4GOHzx/b06oDya6WK+gLeASrd89+YLw9rS+wA6uXxGqgvj39MeB1h3XH2+vtweEuv7NtuinOP2N9Me0BXnJYNhqY7PD5Gawb0inA0zctt9Pe5j+wn+soRIxzsP44r2P9RxphH++VWGclK4Gqnowxlzj72u+vAiey/n6BGsDSvI4tVs+ajXb8/wT83RRnClYLb6v9muSlcS60j9t2rBIJNb3xuN80/xB2bx8Px1mXm3ok5TUPFzkXK/mfJruHWI7lcnsV6CEv+7RyL9ANOIrVEhlsjEkSkVFAe2NMjIt1qwKbsbpkAWwBWhtj0kRkE/AisAFreMgPjZObH0opVVKJSF1giTGmmf25urE7TYjIWKCtMWbgTevklnP/CSw0xswVkUnAdmPMxLziKNBlH2NdX8oavH03MN9kD94+EIdLPnbgP13zN8akAW/YwW/Camln3QB5HpiM9e27H7ung1JKlQYiMgerJ2RDETkiIiOAd8Xq4r4d6ILVISXHNf88cu5vgF+ISArWmfiUfMVSkJa/Ukqpkq3Ul3dQSil1K03+SilVBmnyV0qpMkiTv1JKlUGa/JVSqgzS5K/KDLt64i9zmd/HoViWUqWaJn+lsvXBqpioVKmn/fxVqWZXxxyOVTLhFNbT5eewSoeXx3qgcBhWXZUl9rxzZBcqmwCEAZeAOGOMsxo2SpU4mvxVqSUirbHqp7cFfLFKiUwCPjXGnLGXeRM4YYz5UESmYT12v8CetxIYZYzZJyJtgT8ZY7oW/2+iVNFzOiasUqVEJ2CRsatjikhW9dVmdtKvDFTEemQ+BxGpiFXq+5+SPaCcv9sjVqqYaPJXpZ2zU9tpQB9jzDYRiQUecLJMOaw66VHuC00pz9Ebvqo0WwP0FZEAe3S5R+3pwcAxEfHDGoIwS7o9D2MNRHRQRJ4CEEvL4gtdKffSa/6qVHO44fs9Vo33XcBFrAG9v8ca1yHYGBMrIh2AeKya/09iDaX5EdZYE37AXGPM67fsRKkSSJO/UkqVQXrZRymlyiBN/kopVQZp8ldKqTJIk79SSpVBmvyVUqoM0uSvlFJlkCZ/pZQqg/4fbd3g88a7kEkAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"day = '20 Jan 2017'\n",
"res[day].qinc_back_3.plot()\n",
"res2[day].qinc_back_3.plot()\n",
"tmy[day].meteo.ref_B2.plot()\n",
"\n",
"plt.legend(['pvfactors', 'bifacialvf', 'B2'])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fa4d9d5c080>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"day = '01 Jan 2017'\n",
"day2 = '05 Jan 2017'\n",
"res[day:day2].qinc_back_3.plot(figsize=(15,5))\n",
"res2[day:day2].qinc_back_3.plot()\n",
"tmy[day:day2].meteo.ref_B2.plot()\n",
"\n",
"plt.legend(['pvfactors', 'bifacialvf', 'B2'])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fa4d9dc3908>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"day = '01 Jun 2017'\n",
"day2 = '05 Jun 2017'\n",
"res[day:day2].qinc_back_3.plot(figsize=(15,5))\n",
"res2[day:day2].qinc_back_3.plot()\n",
"tmy[day:day2].meteo.ref_B2.plot()\n",
"\n",
"plt.legend(['pvfactors', 'bifacialvf', 'B2'])"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fa4d9cccc18>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"res.qinc_back_3.plot(figsize=(15,5))\n",
"res2.qinc_back_3.plot()\n",
"tmy.meteo.ref_B2.plot()\n",
"plt.legend(['pvfactors', 'bifacialvf', 'B2'])"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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