{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"import datetime\n",
"from datetime import datetime\n",
"import math\n",
"import os\n",
"\n",
"from matplotlib.dates import DateFormatter\n",
"\n",
"import matplotlib.dates as md\n",
"\n",
"from sklearn.metrics import mean_squared_error\n",
"\n",
"pd.plotting.register_matplotlib_converters(explicit=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"font = {'family' : 'normal',\n",
" 'weight' : 'normal',\n",
" 'size' : 20}\n",
"\n",
"plt.rc('font', **font)\n",
"\n",
"# plt.rcParams.update({'font.size': 20})"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"Tab = pd.DataFrame(columns=['Station', 'Latitude', 'Year', 'Start', 'End', 'OW Start', 'OW End'])\n",
"\n",
"j=0"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Station | \n",
" Latitude | \n",
" Year | \n",
" Start | \n",
" End | \n",
" OW Start | \n",
" OW End | \n",
"
\n",
" \n",
" \n",
" \n",
"
\n",
"
"
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"text/plain": [
"Empty DataFrame\n",
"Columns: [Station, Latitude, Year, Start, End, OW Start, OW End]\n",
"Index: []"
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"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Tab"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"Station = 'Daffiama'\n",
"Lat = 10.42"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"A = pd.read_csv(r'C:\\Users\\sagoungbome\\Pictures\\WR-Papers\\Tahmo Data\\AquaCrop Sims\\Daffiama\\Results\\Yiel_variation_Daffiama.csv')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" Irri mm | \n",
" Infilt mm | \n",
" Runoff mm | \n",
" ... | \n",
" BioMass ton/ha | \n",
" Brelative % | \n",
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5 rows × 38 columns
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"text/plain": [
" Day Month Year Rain mm ETo mm GD °C.day CO2 ppm Irri mm \\\n",
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"1 2.0 5.0 2018.0 417.0 468.0 2236.0 408.21 0.0 \n",
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"4 5.0 5.0 2018.0 417.0 478.0 2287.0 408.21 0.0 \n",
"\n",
" Infilt mm Runoff mm ... BioMass ton/ha Brelative % HI % Yield ton/ha \\\n",
"0 380.0 21.0 ... 3.703 31.0 41.9 1.550 \n",
"1 395.0 22.0 ... 3.736 31.0 41.0 1.531 \n",
"2 395.0 22.0 ... 3.735 31.0 41.0 1.530 \n",
"3 395.0 22.0 ... 3.733 31.0 41.0 1.530 \n",
"4 395.0 22.0 ... 3.735 31.0 41.0 1.530 \n",
"\n",
" WPet kg/m3 DayN MonthN YearN Time Yield red (%) \n",
"0 0.71 29.0 7.0 2018.0 2018-05-01 6 \n",
"1 0.70 30.0 7.0 2018.0 2018-05-02 7 \n",
"2 0.70 31.0 7.0 2018.0 2018-05-03 8 \n",
"3 0.69 1.0 8.0 2018.0 2018-05-04 8 \n",
"4 0.70 2.0 8.0 2018.0 2018-05-05 8 \n",
"\n",
"[5 rows x 38 columns]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"A.head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"A = A.loc[A['Yield red (%)']<=10]\n",
"A = A.reset_index()\n",
"A = A.iloc[:, 1:]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"scrolled": true
},
"outputs": [
{
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" Day Month Year Rain mm ETo mm GD °C.day CO2 ppm Irri mm \\\n",
"419 20.0 10.0 2020.0 829.0 962.0 5212.0 413.21 0.0 \n",
"420 21.0 10.0 2020.0 829.0 965.0 5229.0 413.21 0.0 \n",
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"423 24.0 10.0 2020.0 829.0 975.0 5282.0 413.21 0.0 \n",
"\n",
" Infilt mm Runoff mm ... BioMass ton/ha Brelative % HI % \\\n",
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"420 768.0 61.0 ... 3.586 30.0 42.0 \n",
"421 768.0 61.0 ... 3.570 30.0 42.0 \n",
"422 768.0 61.0 ... 3.552 29.0 42.0 \n",
"423 768.0 61.0 ... 3.532 29.0 42.0 \n",
"\n",
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"419 1.514 1.96 17.0 1.0 2021.0 2020-10-20 \n",
"420 1.507 2.06 18.0 1.0 2021.0 2020-10-21 \n",
"421 1.500 2.14 19.0 1.0 2021.0 2020-10-22 \n",
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"423 1.482 2.24 21.0 1.0 2021.0 2020-10-24 \n",
"\n",
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"419 9 \n",
"420 9 \n",
"421 9 \n",
"422 10 \n",
"423 10 \n",
"\n",
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]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"A.tail()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
" Year Day Month Rain mm ETo mm GD °C.day CO2 ppm Irri mm \\\n",
"0 2018.0 3379.0 1710.0 192123.0 176696.0 874345.0 87414.94 0.0 \n",
"1 2019.0 535.0 284.0 10329.0 28009.0 147255.0 13536.93 0.0 \n",
"2 2020.0 2718.0 1310.0 128810.0 121579.0 663076.0 72982.17 0.0 \n",
"\n",
" Infilt mm Runoff mm ... StoStr % BioMass ton/ha Brelative % HI % \\\n",
"0 172343.0 19817.0 ... 3.0 816.943 6811.0 8742.0 \n",
"1 9735.0 594.0 ... 146.0 123.713 1039.0 1399.3 \n",
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"\n",
" Yield ton/ha WPet kg/m3 DayN MonthN YearN Yield red (%) \n",
"0 333.618 186.40 3382.0 1636.0 431910.0 1248 \n",
"1 52.439 26.02 516.0 381.0 66627.0 134 \n",
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"\n",
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},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"B = A.groupby('Year').sum()\n",
"B = B.reset_index()\n",
"B"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"tab = Tab[0:0]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Station | \n",
" Latitude | \n",
" Year | \n",
" Start | \n",
" End | \n",
" OW Start | \n",
" OW End | \n",
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\n",
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"text/plain": [
"Empty DataFrame\n",
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"metadata": {},
"output_type": "execute_result"
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"tab"
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},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2018.0\n",
"2019.0\n",
"2020.0\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\sagoungbome\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
" \n"
]
}
],
"source": [
"\n",
"for i in B['Year']:\n",
" print(i)\n",
" \n",
" A_0 = A.loc[A['Year']==i]\n",
" \n",
" \n",
" tab.loc[j] = [Station, Lat, i, A_0['Time'].min(), A_0['Time'].max(), 'Na', 'Na' ]\n",
" \n",
" \n",
" \n",
" j= j+1\n",
"Tab = pd.concat([Tab, tab])\n",
" \n",
"# B_0 = pd.DataFrame([Station, Lat, i, A_0['Time'].min(), A_0['Time'].max(), , ],\n",
"# columns=['Station', 'Latitude', 'Year', 'Start', 'End', 'OW Start', 'OW End'])\n",
"# tab.loc[tab['Station']==Kourounikoto, 'Month 5d']= tab.at[i, 'Month']"
]
},
{
"cell_type": "code",
"execution_count": 403,
"metadata": {},
"outputs": [],
"source": [
"# Tab = pd.concat([Tab, tab])"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" Day | \n",
" Month | \n",
" Year | \n",
" Rain mm | \n",
" ETo mm | \n",
" GD °C.day | \n",
" CO2 ppm | \n",
" Irri mm | \n",
" Infilt mm | \n",
" Runoff mm | \n",
" ... | \n",
" BioMass ton/ha | \n",
" Brelative % | \n",
" HI % | \n",
" Yield ton/ha | \n",
" WPet kg/m3 | \n",
" DayN | \n",
" MonthN | \n",
" YearN | \n",
" Time | \n",
" Yield red (%) | \n",
"
\n",
" \n",
" \n",
" \n",
" 247 | \n",
" 1.0 | \n",
" 5.0 | \n",
" 2020.0 | \n",
" 457.0 | \n",
" 422.0 | \n",
" 2225.0 | \n",
" 412.21 | \n",
" 0.0 | \n",
" 433.0 | \n",
" 24.0 | \n",
" ... | \n",
" 3.750 | \n",
" 31.0 | \n",
" 40.0 | \n",
" 1.501 | \n",
" 0.65 | \n",
" 29.0 | \n",
" 7.0 | \n",
" 2020.0 | \n",
" 2020-05-01 | \n",
" 9 | \n",
"
\n",
" \n",
" 248 | \n",
" 2.0 | \n",
" 5.0 | \n",
" 2020.0 | \n",
" 457.0 | \n",
" 426.0 | \n",
" 2243.0 | \n",
" 412.21 | \n",
" 0.0 | \n",
" 433.0 | \n",
" 24.0 | \n",
" ... | \n",
" 3.748 | \n",
" 31.0 | \n",
" 40.0 | \n",
" 1.501 | \n",
" 0.65 | \n",
" 30.0 | \n",
" 7.0 | \n",
" 2020.0 | \n",
" 2020-05-02 | \n",
" 9 | \n",
"
\n",
" \n",
" 249 | \n",
" 3.0 | \n",
" 5.0 | \n",
" 2020.0 | \n",
" 477.0 | \n",
" 427.0 | \n",
" 2258.0 | \n",
" 412.21 | \n",
" 0.0 | \n",
" 451.0 | \n",
" 26.0 | \n",
" ... | \n",
" 3.746 | \n",
" 31.0 | \n",
" 40.0 | \n",
" 1.500 | \n",
" 0.65 | \n",
" 31.0 | \n",
" 7.0 | \n",
" 2020.0 | \n",
" 2020-05-03 | \n",
" 9 | \n",
"
\n",
" \n",
" 250 | \n",
" 4.0 | \n",
" 5.0 | \n",
" 2020.0 | \n",
" 477.0 | \n",
" 429.0 | \n",
" 2274.0 | \n",
" 412.21 | \n",
" 0.0 | \n",
" 451.0 | \n",
" 26.0 | \n",
" ... | \n",
" 3.747 | \n",
" 31.0 | \n",
" 40.0 | \n",
" 1.500 | \n",
" 0.65 | \n",
" 1.0 | \n",
" 8.0 | \n",
" 2020.0 | \n",
" 2020-05-04 | \n",
" 9 | \n",
"
\n",
" \n",
" 251 | \n",
" 5.0 | \n",
" 5.0 | \n",
" 2020.0 | \n",
" 477.0 | \n",
" 431.0 | \n",
" 2290.0 | \n",
" 412.21 | \n",
" 0.0 | \n",
" 451.0 | \n",
" 26.0 | \n",
" ... | \n",
" 3.748 | \n",
" 31.0 | \n",
" 40.0 | \n",
" 1.500 | \n",
" 0.66 | \n",
" 2.0 | \n",
" 8.0 | \n",
" 2020.0 | \n",
" 2020-05-05 | \n",
" 9 | \n",
"
\n",
" \n",
"
\n",
"
5 rows × 38 columns
\n",
"
"
],
"text/plain": [
" Day Month Year Rain mm ETo mm GD °C.day CO2 ppm Irri mm \\\n",
"247 1.0 5.0 2020.0 457.0 422.0 2225.0 412.21 0.0 \n",
"248 2.0 5.0 2020.0 457.0 426.0 2243.0 412.21 0.0 \n",
"249 3.0 5.0 2020.0 477.0 427.0 2258.0 412.21 0.0 \n",
"250 4.0 5.0 2020.0 477.0 429.0 2274.0 412.21 0.0 \n",
"251 5.0 5.0 2020.0 477.0 431.0 2290.0 412.21 0.0 \n",
"\n",
" Infilt mm Runoff mm ... BioMass ton/ha Brelative % HI % \\\n",
"247 433.0 24.0 ... 3.750 31.0 40.0 \n",
"248 433.0 24.0 ... 3.748 31.0 40.0 \n",
"249 451.0 26.0 ... 3.746 31.0 40.0 \n",
"250 451.0 26.0 ... 3.747 31.0 40.0 \n",
"251 451.0 26.0 ... 3.748 31.0 40.0 \n",
"\n",
" Yield ton/ha WPet kg/m3 DayN MonthN YearN Time \\\n",
"247 1.501 0.65 29.0 7.0 2020.0 2020-05-01 \n",
"248 1.501 0.65 30.0 7.0 2020.0 2020-05-02 \n",
"249 1.500 0.65 31.0 7.0 2020.0 2020-05-03 \n",
"250 1.500 0.65 1.0 8.0 2020.0 2020-05-04 \n",
"251 1.500 0.66 2.0 8.0 2020.0 2020-05-05 \n",
"\n",
" Yield red (%) \n",
"247 9 \n",
"248 9 \n",
"249 9 \n",
"250 9 \n",
"251 9 \n",
"\n",
"[5 rows x 38 columns]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"A_0.head()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Station | \n",
" Latitude | \n",
" Year | \n",
" Start | \n",
" End | \n",
" OW Start | \n",
" OW End | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" Daffiama | \n",
" 10.42 | \n",
" 2018.0 | \n",
" 2018-05-01 | \n",
" 2018-11-30 | \n",
" Na | \n",
" Na | \n",
"
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" \n",
" 1 | \n",
" Daffiama | \n",
" 10.42 | \n",
" 2019.0 | \n",
" 2019-08-19 | \n",
" 2019-09-20 | \n",
" Na | \n",
" Na | \n",
"
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" \n",
" 2 | \n",
" Daffiama | \n",
" 10.42 | \n",
" 2020.0 | \n",
" 2020-05-01 | \n",
" 2020-10-24 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
"
\n",
"
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],
"text/plain": [
" Station Latitude Year Start End OW Start OW End\n",
"0 Daffiama 10.42 2018.0 2018-05-01 2018-11-30 Na Na\n",
"1 Daffiama 10.42 2019.0 2019-08-19 2019-09-20 Na Na\n",
"2 Daffiama 10.42 2020.0 2020-05-01 2020-10-24 Na Na"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tab = tab.reset_index()\n",
"tab = tab[['Station', 'Latitude', 'Year', 'Start', 'End', 'OW Start', 'OW End']]\n",
"tab"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 406,
"metadata": {},
"outputs": [],
"source": [
"# B_0 = pd.DataFrame([Station, Lat, i, A_0['Time'].min(), A_0['Time'].max(), 1 , 2], \n",
"# index=[1], columns=['Station', 'Latitude', 'Year', 'Start', 'End', 'OW Start', 'OW End'])"
]
},
{
"cell_type": "code",
"execution_count": 407,
"metadata": {},
"outputs": [],
"source": [
"# tab.at[8,'Start'][:5]+'2020'"
]
},
{
"cell_type": "code",
"execution_count": 408,
"metadata": {},
"outputs": [],
"source": [
"for k in range(len(tab.Start)):\n",
" tab.at[k,'Start'] = '2020-'+tab.at[k,'Start'][5:] \n",
" tab.at[k,'End'] = '2020-'+tab.at[k,'End'][5:] \n",
"\n",
"\n",
"tab.Start = pd.to_datetime(tab.Start).values.astype(np.int64)\n",
"tab.End = pd.to_datetime(tab.End).values.astype(np.int64)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 409,
"metadata": {},
"outputs": [],
"source": [
"tab_s = tab[['Station', 'Start']].copy()\n",
"tab_s.Start = pd.to_datetime(tab_s.Start).values.astype(np.int64)\n",
"\n",
"tab_e = tab[['Station', 'End']].copy()\n",
"tab_e.End = pd.to_datetime(tab.End).values.astype(np.int64)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 410,
"metadata": {},
"outputs": [],
"source": [
"tab_s = pd.DataFrame(pd.to_datetime(tab_s.groupby('Station').max().Start))\n",
"tab_s = tab_s.reset_index()\n",
"\n",
"\n",
"tab_e = pd.DataFrame(pd.to_datetime(tab_e.groupby('Station').min().End))\n",
"tab_e = tab_e.reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 411,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
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" \n",
" \n",
" | \n",
" Station | \n",
" Start | \n",
"
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" \n",
" \n",
" \n",
" 0 | \n",
" Unimaid | \n",
" 2020-06-14 | \n",
"
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" \n",
"
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"
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"text/plain": [
" Station Start\n",
"0 Unimaid 2020-06-14"
]
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"execution_count": 411,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tab_s"
]
},
{
"cell_type": "code",
"execution_count": 412,
"metadata": {},
"outputs": [],
"source": [
"Tab.loc[j-1,'OW End'] = tab_e.at[0, \"End\"].strftime('%b-%d')\n",
"\n",
"Tab.loc[j-1,'OW Start'] = tab_s.at[0, \"Start\"].strftime('%b-%d')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 413,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
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" | \n",
" Station | \n",
" Latitude | \n",
" Year | \n",
" Start | \n",
" End | \n",
" OW Start | \n",
" OW End | \n",
"
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" 0 | \n",
" Bogande | \n",
" 12.98 | \n",
" 2017.0 | \n",
" 2017-05-31 | \n",
" 2017-08-15 | \n",
" Na | \n",
" Na | \n",
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" Bogande | \n",
" 12.98 | \n",
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" Dedougou | \n",
" 12.46 | \n",
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" 10 | \n",
" Dedougou | \n",
" 12.46 | \n",
" 2018.0 | \n",
" 2018-05-18 | \n",
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" Dedougou | \n",
" 12.46 | \n",
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"
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" 13 | \n",
" Dori | \n",
" 13.03 | \n",
" 2017.0 | \n",
" 2017-06-21 | \n",
" 2017-07-13 | \n",
" Na | \n",
" Na | \n",
"
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" 14 | \n",
" Dori | \n",
" 13.03 | \n",
" 2018.0 | \n",
" 2018-06-18 | \n",
" 2018-07-11 | \n",
" Na | \n",
" Na | \n",
"
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" 15 | \n",
" Dori | \n",
" 13.03 | \n",
" 2020.0 | \n",
" 2020-05-14 | \n",
" 2020-07-27 | \n",
" Jun-21 | \n",
" Jul-11 | \n",
"
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" \n",
" 16 | \n",
" Fari | \n",
" 12.16 | \n",
" 2018.0 | \n",
" 2018-05-05 | \n",
" 2018-11-23 | \n",
" Na | \n",
" Na | \n",
"
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" 17 | \n",
" Fari | \n",
" 12.16 | \n",
" 2019.0 | \n",
" 2019-05-21 | \n",
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" Na | \n",
" Na | \n",
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" 18 | \n",
" Fari | \n",
" 12.16 | \n",
" 2020.0 | \n",
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" May-21 | \n",
" Sep-29 | \n",
"
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" 19 | \n",
" Finkoloni | \n",
" 12.26 | \n",
" 2017.0 | \n",
" 2017-05-01 | \n",
" 2017-08-21 | \n",
" Na | \n",
" Na | \n",
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" Finkoloni | \n",
" 12.26 | \n",
" 2019.0 | \n",
" 2019-06-13 | \n",
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" Finkoloni | \n",
" 12.26 | \n",
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"
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" 22 | \n",
" Gaoua | \n",
" 10.39 | \n",
" 2017.0 | \n",
" 2017-06-04 | \n",
" 2017-09-26 | \n",
" Na | \n",
" Na | \n",
"
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" 23 | \n",
" Gaoua | \n",
" 10.39 | \n",
" 2018.0 | \n",
" 2018-05-09 | \n",
" 2018-10-16 | \n",
" Na | \n",
" Na | \n",
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" 24 | \n",
" Gaoua | \n",
" 10.39 | \n",
" 2019.0 | \n",
" 2019-05-04 | \n",
" 2019-09-26 | \n",
" Na | \n",
" Na | \n",
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" 25 | \n",
" Gaoua | \n",
" 10.39 | \n",
" 2020.0 | \n",
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"
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" 26 | \n",
" Kourounikoto | \n",
" 13.85 | \n",
" 2018.0 | \n",
" 2018-06-01 | \n",
" 2018-11-18 | \n",
" Na | \n",
" Na | \n",
"
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" \n",
" 27 | \n",
" Kourounikoto | \n",
" 13.85 | \n",
" 2019.0 | \n",
" 2019-05-31 | \n",
" 2019-11-01 | \n",
" Na | \n",
" Na | \n",
"
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" \n",
" 28 | \n",
" Kourounikoto | \n",
" 13.85 | \n",
" 2020.0 | \n",
" 2020-06-03 | \n",
" 2020-11-12 | \n",
" Jun-03 | \n",
" Nov-01 | \n",
"
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" \n",
" 29 | \n",
" Mandouri | \n",
" 10.86 | \n",
" 2018.0 | \n",
" 2018-05-01 | \n",
" 2018-09-10 | \n",
" Na | \n",
" Na | \n",
"
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" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
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" ... | \n",
"
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" 31 | \n",
" Mandouri | \n",
" 10.86 | \n",
" 2020.0 | \n",
" 2020-07-07 | \n",
" 2020-10-20 | \n",
" Jul-07 | \n",
" Jun-18 | \n",
"
\n",
" \n",
" 32 | \n",
" Ouahigouya | \n",
" 10.86 | \n",
" 2017.0 | \n",
" 2017-05-07 | \n",
" 2017-10-11 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 33 | \n",
" Ouahigouya | \n",
" 10.86 | \n",
" 2018.0 | \n",
" 2018-05-10 | \n",
" 2018-10-30 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 34 | \n",
" Ouahigouya | \n",
" 10.86 | \n",
" 2019.0 | \n",
" 2019-05-08 | \n",
" 2019-10-28 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 35 | \n",
" Ouahigouya | \n",
" 10.86 | \n",
" 2020.0 | \n",
" 2020-05-14 | \n",
" 2020-10-09 | \n",
" May-14 | \n",
" Oct-09 | \n",
"
\n",
" \n",
" 36 | \n",
" Oussoubidiagna | \n",
" 14.25 | \n",
" 2018.0 | \n",
" 2018-06-15 | \n",
" 2018-11-30 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 37 | \n",
" Oussoubidiagna | \n",
" 14.25 | \n",
" 2020.0 | \n",
" 2020-05-23 | \n",
" 2020-11-19 | \n",
" Jun-15 | \n",
" Nov-19 | \n",
"
\n",
" \n",
" 38 | \n",
" Po | \n",
" 11.18 | \n",
" 2017.0 | \n",
" 2017-05-07 | \n",
" 2017-10-26 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 39 | \n",
" Po | \n",
" 11.18 | \n",
" 2018.0 | \n",
" 2018-05-01 | \n",
" 2018-10-25 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 40 | \n",
" Po | \n",
" 11.18 | \n",
" 2019.0 | \n",
" 2019-05-01 | \n",
" 2019-10-31 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 41 | \n",
" Po | \n",
" 11.18 | \n",
" 2020.0 | \n",
" 2020-05-01 | \n",
" 2020-10-18 | \n",
" May-07 | \n",
" Oct-18 | \n",
"
\n",
" \n",
" 42 | \n",
" Pusiga | \n",
" 11.07 | \n",
" 2018.0 | \n",
" 2018-05-05 | \n",
" 2018-10-04 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 43 | \n",
" Pusiga | \n",
" 11.07 | \n",
" 2019.0 | \n",
" 2019-05-01 | \n",
" 2019-10-26 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 44 | \n",
" Pusiga | \n",
" 11.07 | \n",
" 2020.0 | \n",
" 2020-05-01 | \n",
" 2020-10-15 | \n",
" May-05 | \n",
" Oct-04 | \n",
"
\n",
" \n",
" 45 | \n",
" Selingue | \n",
" 11.65 | \n",
" 2018.0 | \n",
" 2018-05-06 | \n",
" 2018-10-15 | \n",
" May-06 | \n",
" Oct-15 | \n",
"
\n",
" \n",
" 46 | \n",
" Sirakoro | \n",
" 12.68 | \n",
" 2018.0 | \n",
" 2018-05-18 | \n",
" 2018-11-12 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 47 | \n",
" Sirakoro | \n",
" 12.68 | \n",
" 2019.0 | \n",
" 2019-06-12 | \n",
" 2019-11-15 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 48 | \n",
" Sirakoro | \n",
" 12.68 | \n",
" 2020.0 | \n",
" 2020-07-03 | \n",
" 2020-11-18 | \n",
" Jul-03 | \n",
" Nov-12 | \n",
"
\n",
" \n",
" 49 | \n",
" Somo | \n",
" 13.24 | \n",
" 2017.0 | \n",
" 2017-06-25 | \n",
" 2017-08-09 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 50 | \n",
" Somo | \n",
" 13.24 | \n",
" 2019.0 | \n",
" 2019-05-30 | \n",
" 2019-08-07 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 51 | \n",
" Somo | \n",
" 13.24 | \n",
" 2020.0 | \n",
" 2020-06-19 | \n",
" 2020-08-16 | \n",
" Jun-25 | \n",
" Aug-07 | \n",
"
\n",
" \n",
" 52 | \n",
" Tamale | \n",
" 9.40 | \n",
" 2019.0 | \n",
" 2019-05-01 | \n",
" 2019-11-19 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 53 | \n",
" Tamale | \n",
" 9.40 | \n",
" 2020.0 | \n",
" 2020-07-29 | \n",
" 2020-11-30 | \n",
" Jul-29 | \n",
" Nov-19 | \n",
"
\n",
" \n",
" 54 | \n",
" Tanguieta | \n",
" 10.63 | \n",
" 2017.0 | \n",
" 2017-05-07 | \n",
" 2017-10-08 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 55 | \n",
" Tanguieta | \n",
" 10.63 | \n",
" 2018.0 | \n",
" 2018-05-01 | \n",
" 2018-10-14 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 56 | \n",
" Tanguieta | \n",
" 10.63 | \n",
" 2019.0 | \n",
" 2019-05-01 | \n",
" 2019-11-06 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 57 | \n",
" Tanguieta | \n",
" 10.63 | \n",
" 2020.0 | \n",
" 2020-05-01 | \n",
" 2020-10-31 | \n",
" May-07 | \n",
" Oct-08 | \n",
"
\n",
" \n",
" 58 | \n",
" Unimaid | \n",
" 11.81 | \n",
" 2016.0 | \n",
" 2016-06-14 | \n",
" 2016-09-20 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 59 | \n",
" Unimaid | \n",
" 11.81 | \n",
" 2017.0 | \n",
" 2017-06-03 | \n",
" 2017-07-23 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 60 | \n",
" Unimaid | \n",
" 11.81 | \n",
" 2020.0 | \n",
" 2020-06-07 | \n",
" 2020-10-09 | \n",
" Jun-14 | \n",
" Jul-23 | \n",
"
\n",
" \n",
"
\n",
"
61 rows × 7 columns
\n",
"
"
],
"text/plain": [
" Station Latitude Year Start End OW Start OW End\n",
"0 Bogande 12.98 2017.0 2017-05-31 2017-08-15 Na Na\n",
"1 Bogande 12.98 2018.0 2018-06-30 2018-09-12 Na Na\n",
"2 Bogande 12.98 2019.0 2019-06-07 2019-10-02 Jun-30 Aug-15\n",
"3 Boromo 11.74 2018.0 2018-06-03 2018-10-24 Na Na\n",
"4 Boromo 11.74 2019.0 2019-05-01 2019-11-03 Na Na\n",
"5 Boromo 11.74 2020.0 2020-05-14 2020-10-02 Jun-03 Oct-02\n",
"6 Daffiama 10.42 2018.0 2018-05-01 2018-11-30 Na Na\n",
"7 Daffiama 10.42 2019.0 2019-08-19 2019-09-20 Na Na\n",
"8 Daffiama 10.42 2020.0 2020-05-01 2020-10-24 Aug-19 Sep-20\n",
"9 Dedougou 12.46 2017.0 2017-05-10 2017-09-28 Na Na\n",
"10 Dedougou 12.46 2018.0 2018-05-18 2018-10-24 Na Na\n",
"11 Dedougou 12.46 2019.0 2019-05-18 2019-10-24 Na Na\n",
"12 Dedougou 12.46 2020.0 2020-05-28 2020-11-14 May-28 Sep-28\n",
"13 Dori 13.03 2017.0 2017-06-21 2017-07-13 Na Na\n",
"14 Dori 13.03 2018.0 2018-06-18 2018-07-11 Na Na\n",
"15 Dori 13.03 2020.0 2020-05-14 2020-07-27 Jun-21 Jul-11\n",
"16 Fari 12.16 2018.0 2018-05-05 2018-11-23 Na Na\n",
"17 Fari 12.16 2019.0 2019-05-21 2019-11-30 Na Na\n",
"18 Fari 12.16 2020.0 2020-05-01 2020-09-29 May-21 Sep-29\n",
"19 Finkoloni 12.26 2017.0 2017-05-01 2017-08-21 Na Na\n",
"20 Finkoloni 12.26 2019.0 2019-06-13 2019-09-11 Na Na\n",
"21 Finkoloni 12.26 2020.0 2020-05-01 2020-09-10 Jun-13 Aug-21\n",
"22 Gaoua 10.39 2017.0 2017-06-04 2017-09-26 Na Na\n",
"23 Gaoua 10.39 2018.0 2018-05-09 2018-10-16 Na Na\n",
"24 Gaoua 10.39 2019.0 2019-05-04 2019-09-26 Na Na\n",
"25 Gaoua 10.39 2020.0 2020-06-14 2020-09-30 Jun-14 Sep-26\n",
"26 Kourounikoto 13.85 2018.0 2018-06-01 2018-11-18 Na Na\n",
"27 Kourounikoto 13.85 2019.0 2019-05-31 2019-11-01 Na Na\n",
"28 Kourounikoto 13.85 2020.0 2020-06-03 2020-11-12 Jun-03 Nov-01\n",
"29 Mandouri 10.86 2018.0 2018-05-01 2018-09-10 Na Na\n",
".. ... ... ... ... ... ... ...\n",
"31 Mandouri 10.86 2020.0 2020-07-07 2020-10-20 Jul-07 Jun-18\n",
"32 Ouahigouya 10.86 2017.0 2017-05-07 2017-10-11 Na Na\n",
"33 Ouahigouya 10.86 2018.0 2018-05-10 2018-10-30 Na Na\n",
"34 Ouahigouya 10.86 2019.0 2019-05-08 2019-10-28 Na Na\n",
"35 Ouahigouya 10.86 2020.0 2020-05-14 2020-10-09 May-14 Oct-09\n",
"36 Oussoubidiagna 14.25 2018.0 2018-06-15 2018-11-30 Na Na\n",
"37 Oussoubidiagna 14.25 2020.0 2020-05-23 2020-11-19 Jun-15 Nov-19\n",
"38 Po 11.18 2017.0 2017-05-07 2017-10-26 Na Na\n",
"39 Po 11.18 2018.0 2018-05-01 2018-10-25 Na Na\n",
"40 Po 11.18 2019.0 2019-05-01 2019-10-31 Na Na\n",
"41 Po 11.18 2020.0 2020-05-01 2020-10-18 May-07 Oct-18\n",
"42 Pusiga 11.07 2018.0 2018-05-05 2018-10-04 Na Na\n",
"43 Pusiga 11.07 2019.0 2019-05-01 2019-10-26 Na Na\n",
"44 Pusiga 11.07 2020.0 2020-05-01 2020-10-15 May-05 Oct-04\n",
"45 Selingue 11.65 2018.0 2018-05-06 2018-10-15 May-06 Oct-15\n",
"46 Sirakoro 12.68 2018.0 2018-05-18 2018-11-12 Na Na\n",
"47 Sirakoro 12.68 2019.0 2019-06-12 2019-11-15 Na Na\n",
"48 Sirakoro 12.68 2020.0 2020-07-03 2020-11-18 Jul-03 Nov-12\n",
"49 Somo 13.24 2017.0 2017-06-25 2017-08-09 Na Na\n",
"50 Somo 13.24 2019.0 2019-05-30 2019-08-07 Na Na\n",
"51 Somo 13.24 2020.0 2020-06-19 2020-08-16 Jun-25 Aug-07\n",
"52 Tamale 9.40 2019.0 2019-05-01 2019-11-19 Na Na\n",
"53 Tamale 9.40 2020.0 2020-07-29 2020-11-30 Jul-29 Nov-19\n",
"54 Tanguieta 10.63 2017.0 2017-05-07 2017-10-08 Na Na\n",
"55 Tanguieta 10.63 2018.0 2018-05-01 2018-10-14 Na Na\n",
"56 Tanguieta 10.63 2019.0 2019-05-01 2019-11-06 Na Na\n",
"57 Tanguieta 10.63 2020.0 2020-05-01 2020-10-31 May-07 Oct-08\n",
"58 Unimaid 11.81 2016.0 2016-06-14 2016-09-20 Na Na\n",
"59 Unimaid 11.81 2017.0 2017-06-03 2017-07-23 Na Na\n",
"60 Unimaid 11.81 2020.0 2020-06-07 2020-10-09 Jun-14 Jul-23\n",
"\n",
"[61 rows x 7 columns]"
]
},
"execution_count": 413,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Tab"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 414,
"metadata": {},
"outputs": [],
"source": [
"# Tab.to_csv(r'C:\\Users\\sagoungbome\\Pictures\\WR-Papers\\Tahmo Data\\AquaCrop Sims\\Optimal_Window.csv', index=False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Analysis of the number of days to the start of the safe window\n",
"## Yield variation"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"B = pd.read_csv(r'C:\\Users\\sagoungbome\\Pictures\\WR-Papers\\Tahmo Data\\AquaCrop Sims\\Yield variation.csv')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Ind | \n",
" Region | \n",
" Station | \n",
" Year | \n",
" Local Onset | \n",
" Nbr LO | \n",
" FPO 20 | \n",
" Nbr FPO 20 | \n",
" FPO 10 | \n",
" Nbr FPO 10 | \n",
" Yield AC | \n",
" Yield LO | \n",
" Yield FO 20 | \n",
" Yield FO 10 | \n",
" Dates LO | \n",
" Dates FPO 20 | \n",
" Dates FPO 10 | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" Tamale | \n",
" 2019 | \n",
" 1.5 | \n",
" -85 | \n",
" 1.5 | \n",
" -85 | \n",
" 1.6 | \n",
" -71 | \n",
" 1.6 | \n",
" 1.5 | \n",
" 1.5 | \n",
" 1.6 | \n",
" 3-May | \n",
" 3-May | \n",
" 17-May | \n",
"
\n",
" \n",
" 1 | \n",
" 2 | \n",
" 1 | \n",
" Tamale | \n",
" 2020 | \n",
" 0.0 | \n",
" -69 | \n",
" 0.0 | \n",
" -69 | \n",
" 1.6 | \n",
" 18 | \n",
" 1.6 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 1.6 | \n",
" 19-May | \n",
" 19-May | \n",
" 14-Aug | \n",
"
\n",
" \n",
" 2 | \n",
" 3 | \n",
" 1 | \n",
" Gaoua | \n",
" 2017 | \n",
" 1.5 | \n",
" -26 | \n",
" 1.5 | \n",
" -26 | \n",
" 1.5 | \n",
" -28 | \n",
" 1.6 | \n",
" 1.5 | \n",
" 1.5 | \n",
" 1.5 | \n",
" 19-May | \n",
" 19-May | \n",
" 17-May | \n",
"
\n",
" \n",
" 3 | \n",
" 4 | \n",
" 1 | \n",
" Gaoua | \n",
" 2018 | \n",
" 1.5 | \n",
" -22 | \n",
" 1.5 | \n",
" -22 | \n",
" 1.6 | \n",
" -29 | \n",
" 1.6 | \n",
" 1.5 | \n",
" 1.5 | \n",
" 1.6 | \n",
" 23-May | \n",
" 23-May | \n",
" 16-Jun | \n",
"
\n",
" \n",
" 4 | \n",
" 5 | \n",
" 1 | \n",
" Gaoua | \n",
" 2019 | \n",
" 1.5 | \n",
" -25 | \n",
" 1.5 | \n",
" -25 | \n",
" 1.5 | \n",
" -18 | \n",
" 1.6 | \n",
" 1.5 | \n",
" 1.5 | \n",
" 1.5 | \n",
" 20-May | \n",
" 20-May | \n",
" 27-May | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Ind Region Station Year Local Onset Nbr LO FPO 20 Nbr FPO 20 \\\n",
"0 1 1 Tamale 2019 1.5 -85 1.5 -85 \n",
"1 2 1 Tamale 2020 0.0 -69 0.0 -69 \n",
"2 3 1 Gaoua 2017 1.5 -26 1.5 -26 \n",
"3 4 1 Gaoua 2018 1.5 -22 1.5 -22 \n",
"4 5 1 Gaoua 2019 1.5 -25 1.5 -25 \n",
"\n",
" FPO 10 Nbr FPO 10 Yield AC Yield LO Yield FO 20 Yield FO 10 Dates LO \\\n",
"0 1.6 -71 1.6 1.5 1.5 1.6 3-May \n",
"1 1.6 18 1.6 0.0 0.0 1.6 19-May \n",
"2 1.5 -28 1.6 1.5 1.5 1.5 19-May \n",
"3 1.6 -29 1.6 1.5 1.5 1.6 23-May \n",
"4 1.5 -18 1.6 1.5 1.5 1.5 20-May \n",
"\n",
" Dates FPO 20 Dates FPO 10 \n",
"0 3-May 17-May \n",
"1 19-May 14-Aug \n",
"2 19-May 17-May \n",
"3 23-May 16-Jun \n",
"4 20-May 27-May "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"B.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Ind', 'Region', 'Station', 'Year', 'Local Onset ', 'Nbr LO', 'FPO 20 ',\n",
" 'Nbr FPO 20', 'FPO 10', 'Nbr FPO 10', 'Yield AC', 'Yield LO',\n",
" 'Yield FO 20', 'Yield FO 10', 'Dates LO', 'Dates FPO 20',\n",
" 'Dates FPO 10'],\n",
" dtype='object')"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"B.columns"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"for i in range(len(B)): \n",
"# print(i)\n",
" B.at[B.index[i],'Dates LO'] = datetime.strptime(B.at[B.index[i],'Dates LO'], '%d-%b')#.strftime('%b-%d')\n",
" B.at[B.index[i],'Dates FPO 20'] = datetime.strptime(B.at[B.index[i],'Dates FPO 20'], '%d-%b')#.strftime('%b-%d') \n",
" B.at[B.index[i],'Dates FPO 10'] = datetime.strptime(B.at[B.index[i],'Dates FPO 10'], '%d-%b')#.strftime('%b-%d') "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"ET_WA_name= [ 'Tam', '', '', '', 'Gao ', '', '', 'Daf', '', '', 'Tan', '', '', '', 'Man', '', '', 'Pus', '', '', '', 'Po', '', '', 'Oua', '', '', '','Bor', '', '', 'Sel', '', 'Far', '', '', 'Fin', '', '', '', 'Ded', '', '', 'Sir', '', '', 'Kou', '', '', 'Ous', '', '', 'Uni', '', '', 'Bog', '', '', 'Som', '', '', 'Dor', '', '']\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"64"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# B.at[1,'Yield LO']\n",
"len(ET_WA_name)\n",
"len(B)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"for i in range(len(B)): \n",
" if B.at[i,'Yield LO'] == 0:\n",
" B.at[i,'Yield LO'] = 0.2\n",
" if B.at[i,'Yield FO 20'] == 0:\n",
" B.at[i,'Yield FO 20'] = 0.2\n",
" if B.at[i,'Yield FO 10'] == 0:\n",
" B.at[i,'Yield FO 10'] = 0.2\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Ind', 'Region', 'Station', 'Year', 'Local Onset ', 'Nbr LO', 'FPO 20 ',\n",
" 'Nbr FPO 20', 'FPO 10', 'Nbr FPO 10', 'Yield AC', 'Yield LO',\n",
" 'Yield FO 20', 'Yield FO 10', 'Dates LO', 'Dates FPO 20',\n",
" 'Dates FPO 10'],\n",
" dtype='object')"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"B.columns"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig1, ax = plt.subplots(figsize=(20, 10))\n",
"\n",
"# B['Nbr LO'].plot()\n",
"# B['Nbr FPO 20'].plot()\n",
"# B['Nbr FPO 10'].plot()\n",
"#Yield ton/ha\n",
"# ax1.scatter(On_v['Ind'], On_v['Local Onset'], color ='tab:blue', label='Local Onset', marker='v',\n",
"# s=On_v['Yield LO']*100)\n",
"ax.plot(B['Ind'], B['Nbr LO'], '-.b' , label='Local Onset', marker='v',) # s=B['Yield LO']*100 )\n",
"ax.scatter(B['Ind'], B['Nbr LO'], color ='tab:blue', label='Local Onset', marker='v', s=B['Yield LO']*150)\n",
"# ax.scatter(B['Ind'], B['Nbr LO'], '-.b' , label='Local Onset', marker='v', s=B['Yield LO']*100 )\n",
"\n",
"ax.plot(B['Ind'], B['Nbr FPO 20'], '-.k' , label='FPO 20', marker='+' )\n",
"ax.scatter(B['Ind'], B['Nbr FPO 20'], color ='black', label='FPO 20mm', marker='+', s=B['Yield FO 20']*150)\n",
"\n",
"ax.plot(B['Ind'], B['Nbr FPO 10'], '-.r' , label='Start window', marker='*', )\n",
"ax.scatter(B['Ind'], B['Nbr FPO 10'], color ='tab:red', label='FPO 10mm', marker='*', s=B['Yield FO 10']*150)\n",
"\n",
"\n",
"# sctr = ax.scatter( B['Ind'], B['Nbr LO'], label='May')# c=C['Month'],cmap='RdYlGn')\n",
"# sctr = ax.scatter( C2['Time'], C2['Yield ton/ha'], label='June')\n",
"\n",
"plt.axhline(y=0.0, color='k', linestyle='--')\n",
"\n",
"ax.set_title('Number of days to/from the start of the safe window', fontsize=25, fontweight='bold')\n",
"\n",
"ax.set_xticks(range(1,65,1), )\n",
"\n",
"ax.set_xticklabels(ET_WA_name, rotation=40, fontsize=16, fontweight='bold')\n",
"\n",
"# plt.savefig(r'C:\\Users\\sagoungbome\\Pictures\\WR-Papers\\Tahmo Data\\AquaCrop Sims\\Nbr_Days2.png')\n",
"\n",
"plt.legend(loc='lower right')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"64"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# B.iloc[32,:]\n",
"# B = B.drop(32)\n",
"len(B)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"ET_WA_name= [ 'Tam', '', '', '', 'Gao ', '', '', 'Daf', '', '', 'Tan', '', '', '', 'Man', '', '', 'Pus', '', '', '', 'Po', '', '', 'Oua', '', '', '','Bor', '', '', 'Sel', '', 'Far', '', '', 'Fin', '', '', '', 'Ded', '', '', 'Sir', '', '', 'Kou', '', '', 'Ous', '', '', 'Uni', '', '', 'Bog', '', '', 'Som', '', '', 'Dor', '', '']\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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S+f+p5O/g55Jb6Kp1QFHmv8j7+jX0zQeg8fz/cvL7/Czy8VLr6eR7deey/v7e9aUyb6htTECF0W5aycHBwcGh/sAGNEFMTtZr5+0Gnloqs5D+zUaeUzP9TeX1A8fWWV8AGze5feWm1/9RUWZJqcynm1zH6yu24XMNzPf5ivleVzP9gIrpl1PTZCO5RnS5zPtqpu9RmvarAeKZAkyveb1vad4uSn2IF+XOKJX7YWl61XYsGu3PvoODg4PD+B6qcphBhg8OYR1Hl5ZxfUWZqibJXzTAMsvN7/f57S7K/KWizEE10zvIN0drp3++tIzbBtt+4EWlMmuB2TXTq5oRv5U63boA55fK7jbAfphdb9oA81Q1C/6/pTJt9O8mYBlF/kR+ErO8jGdWrKucp11Zml71Pn5vgNi7SvFMGaDsRmNxu8l5fXkZlwFT62zHJqXXVZ+nBQPsh7rdKBTT59K/+6Fn1kzfqTStC9i8ZvrbS9Pvrfps079rkC80+bk9vTT/OkpdPhTvz9pSubM2ZP81ENdlpWXVbfae6qbob6FvF8pT6d/dc8u/lxrYridVxPrtinKnVpR7yiD7+9LSMrasKPPumul7l6adN0Dc5XOxA0rzdgJbVsz3vVK5s0vTW/q5GWTfbwRcWVrXcmBhqdybK2Lq1+0G+YZMudxXm4ypavt/UCpzfEWZL5bKnFeafkVpelU3aneXjpFXVZT5Y2k55esXPbWfCweHyT5g/m/+nwfz/xHabsz/ewfz/zyY/5v/166n4W7U6H+fKQGfqig3raJcU11w1vnslnPuD1WUKZ8jnFCafm8D+2A1sFnN9GdWrKd8jlDVddz2rX6/xvtgy0aSNHHtX3p9cUrpxtoRKaU76F+Dd7+a/59bmraW3N91Pyl7tDw+Ip4TESdFxLURsTQi1vQ+xURu/rDWgjrbMhrKtbkb8bVUZCEAKaUHyX1M15pb8//fyUlOrxdHxO8j4ksRcURE7B8Rc4plrU0pddaULb+/U4C7yk+K0b+2/H5IkjROFL+FX6/JI7pqfuO+UCreSB5xdUrpN02GcWbp9W2l1w9Rk0+llNZVlHn89z8itqF/8+ZfrvgN/3WpTAeDd4PwpZTS6jrTyq02/DoiTo+Ij0fEqyNi+6LlRFJKjw2ynkb1efI0pdQDnFYqM5fc8iVUP/15XcW++VipzOKImDFILP85wLTafTMXuD4iToyID0TEiyPi8e6EU0orBlkPjM52l/N2yJX0uyrGk1J6uGp8q6SUlgM/LY2ufbq5/OTheUXu3Ku8T7YEVlXsk/Ix0WyuW17PhSmlW2pHpJSWkG/Wbch6Rto3UkqPt/ZSfA5G63upVtVn/RsV406uGDfYPu/z9HNK6T76P/Faey72N2BNzeuDI+KSmnOx/YouBRo5F5sG3Fuxvw5pchuGReTuwC+k75Pdq4FXFdcE+hSvWkSD41LFuGadUXpd/twCfKf0+sbS67kM7pzaY6TOesqxlNcT1O9mQdIQmf/3Yf5v/m/+b/7fKPN/8/+hGu38f7DfXGhN/v+rlNJDg6zn7NI5Qnk9ja5rUukYvIgkaZx6Qun1LZWl+jcHOz8i2lNK3RXLuKmqQlGVmqYl39ZI+cJGgxdp2oMV47aoGFe2ecW4hyrG1fpnxbjyCf/jv70ppRUR8W/kfqJ77Uvf5kt7IuIq4LiU0vdrxpebyG3UZhHRUVwIkSRpJA3UvHK5u9A28hOHjfS73quRPOJPTSwPYGlKqXyxalXp9e3FxeRadX//GfpvOMBWg0wfaPu+TG5Ov/d92Ax4a6nMQxFxNvDZlFK9riWaUXXxpmrcluTuYIe6b9rJ+d3tdaavITdxXs/RwG+A6cXr7YvhcRFxI7nl0OPqXcCvMRrbXc7bof8NppH2LfJnrtchEXF0cbyUL8KWu10Y6j4Z7BgZrHyj50xbRUTUPmgwxjR1XsLwfi/VqvqcVu3zqi5LquatVW+b59S8rj0XezQiPknu7qDXfvS9IdATEVeQj/sf1owf6v6aHxFtFb8ZwyYinkq+Ib5tzejHgFeklC6umKXqRmTVzdyqceXfy6Eov/fl31zo/3060Gd7ONfT6Lqkycz8PzP/78/8f2jM//sz/8/M/7NJn/8Pgfl/4+tpdF2Tii0bSZIGMpTWfXodTnMVjYbL/9G/hvXuDcy3R+l1KpY1kHIrRpC7r6srpfRl8pMoP6TUF3Chjfy0wDkR8eFB1t+IYP2JtCRJIyaltGSAoVyZ+T00d6MBGstb7mlymVUXXcoXiYb1CdGSwZ7erbt9KaUHyM1E/zvwV6qfQNsMeD9wZe8TfcNguJ6GG2jf3DvQReGU0qXArsBJQLmVj15PBf4bOHuI8Q33dm9I3j5cLqDv/lwA7BcRe9H35uM95Js9rTDYMTJZNH1esgHGyj4fyrnYF4HnAT+i+ru8DdgH+EFE/MsGR5iXN7UFy2lIROxD7mqktqLRvcB+KaXf1Zmt6sZo1cM68xuct1nl96H8m9vdYAsTG7qeqjKSmmT+3xLm//WZ/4895v+jx/w/m9T5/xDdTv/vprGU/1eVGcvrmXSsfSVJE9c9wHY1r7erU27b0usHilaNIPdRWuvJEbFxg60bvbH0ejnwceBK1td4PpTcp/awSSk9EBF/BZ5eM3rXiHhGSunPVfNExG7AzqXRfylO0ocjxovJfdsTEQvI79UOwOuBA2uK/ltEHFfUhC9fTHgEeBbVSVLZyg0MWZKk4VbOI5YCnwCuYn0e8TbqdO86gOG62NaMqhsCh5O7uBlM1cW0WoNdWHsE+AzwmYiYCTyFnHcsJt9kmF0UXQS8hVKz5EPwJPpX1l5UUa73Keryvukh3yBpJPcs5621Bn3fU0o3AUcCRMQ84Mnk/XMgcFhN0VdFxE4ppYEqoY/Gdldt/27kC/6jIqXUExGnAZ+qGf0m+jZdD3BazflHr/I++RvwsgZW2+wxfi+wTc3rRs+Z7hvDTzUPxXB+Lw22nu2A8nlWeX9Dfq9aLqV0EXBR0Y3MgmLdO5Cfvj+gpugxEXFC8b6Xt2M5+Xhr5DNR/vwPi4h4Hbm7gdoHTf4GvDSldOcAs/4DWEHf1kJ2qii3S8W4q5uNU5JqmP9XM/+vz/y/P/P/wZn/Z+b/Eyz/H6qixacbyPugl/m/GmbLRpI0cV1Sen1A0YT64yJiIfCSUrlLa/4vP+04Ffhk1coiq30Cpty05BkppZNTSn/pfYoJ2HOgDWih4yvGnRIR/ZpbjojZwCkNLmODRER7RPSpEZ5SuiuldElK6WTgNaVZNmV9rfKLS9PmAM8e6KkxclO9c0snRlXNAI+VpxMkSZNXOY84PaX0jVIe8exRiGuDFbGXm/t/Jbk7hnq/4auBZ6aUHhvqeiNiy+JiWm8cq4r9+eOU0ifIN6Vr7TjUddV4ZymGNuDtpTLLgRuL/8v5axvwokHym9nAgpTS2qEGGRF9mmdPKS1NKV2VUjozpfQO+t84GGzfjMZ2X1wRx6ciYkpVgBGxSWnUcOWE36bvBdjXkivUl8uUXVx6/TRg/gD743Zy1xftTcZX3vfPi4g+NxwiYhHwwlK5Sxle5fdjWPPzEfxeKu9vgHc3OK6l+zwiOiLi8a6zU3ZnzbnY60qzbA7MK/6/uDRtLrB4kGN2K2DOSJyLRcRHgHPoW9Hot8A+g1Q0orjx95PS6BdVtHZR3j83pJT+OpR4Jalg/m/+D+b/5v/rmf8PI/P/iZX/t8APSq8XR0S5K9Tycfww+RxDk5wtG0nSOFMkuwO5J+V+pE8C3lEzvg24MCL+Fbie3BTsF4HyCciJNf//hPyURO0J/1ER8UTgVGAJ+YnH3YEjgP8CflqUe5D8NEiv10XEJeSTtScA7wMOHmRbWuU7wLvI3ZH1WgxcGxGfZ30N7D3IrS89pe/sXA6cMQxxzQDuiogLyE+d/JVcS34NuVnK91TM09sq0R+Av9C3xaZvFa0ynVcsZwa5Zv6zgZeTT9IOo29/7g9WrOODEfGVmnXdl1LqbHrrJEkaugfp28z6IRFxGfB3cl7yfvpXmB5PTiQ3yd/rYOD8iDgRuIn8dOZ84BnAi8lP115K/xvAzfgY8IqIOA+4AriZfHFoKvmJvDeUyreim5oPRkQn8GNyzvgR+rceeVbvxbeU0m0R8Sv6vrdfiIgnA98H7iriXUjO5V5WxP5J4LINiPMXEbEW+BVwHTnHXQFsTH5vdiiVH2zfjPh2p5Ruj4ifkXO+Xs8BLouIL5Lz/3ZyPngo+f3/aE3ZqpzwQxHxNdbnhPemlJp6KjOltCQiLiI3VQ/5omytS1JKN1fM+kPyMdJb0b4N+FVEHAtcVMS7EfmcZi/yhfFtyNu8pIkQTwLeWvO6nfyU67+Sz1u2J58zla+fndTEOoai/H68ICJeANxCfvJ9dUrp/v6zbZBh/14qPuu/AV5UM/ptEbEKOLNYxxsp3bADLkwp3UhrbQTcXXMudj3rz8W2BN5bDh9YVfx/Kflp+9rj+vSI2IN8LnYf/c/FdiS3GPGXmnlaftxFxAnk38ha5xfjNo2ITStmK6/jOHIrBL037+YAP46IT5K//95P/67Jj200Rkmqw/zf/L+X+b/5P5j/m/+b/zes4p5huRLeRqUy5c/TycCHWN+6aRs5//8wedveSK44WOuklNLqZuLUBJVScnBwcHAYowO5xnRqcnhGzfz/2+S8p1TE8EJyjetG5n9lzXwfaaD8PeVxFetfUirz6SHuyy3ITcI3uz//AWxRsbwDKsouaiZ+cvLWTCwXl5a9G/lkt5llvL20jDZys6UDzXPAaB8LDg4ODg7ja6Aih2ly/qOHkEesq1jOXaUyxwyy3s+Wyt9cUebMUpkLKspcVipzamn6tIoygw0XlJbx/IoyCwbYtuOaXN9zmnzPDi/N30O+MDfQOpYCW5WWsy25e4FmYj2mtIxB38dS+T83sa6HgY3G6HYvpCK/rjN8qTRvO/DQIPPs28xxUFP2TQMs860DzPcK8sXnZvbJvgO913XWc3yT6zipYhlNHY8NxPTBQWK4oKbskxvZD4zA91KD2/bkBj5rtcNyYIeh7G8G+A0ANtmQbSU/qLKyyWW8eUOOuwb2bUeT8Qz0eSl/jw40nA/EED4Lg76P9P+OrfqtH/A7v85+Kb8Xgx5HjX7uHBwm64D5v/m/+f9obLf5v/l/3f2A+X+fY4YJmP8XyxzKOUDV79i7mpj/emD6ED8LA25vI+81jZ0jDJgP1NlvTZ8jOCS7UZOkCe6j5NaGehooezz9a2+TUjqfXKv9vibX/VWqm8nsdQHwH00uc8hSSg+QE8LTaKwv5x7gdGCPYt7Rdjs54XtcSulacvJ1W4PLWEOp9nxKqQf4fCsClCSphY5n4CdVf0O+oDwupfyU2kHkpzcbNWDXNy32nyml32/gMnrIT76tqjN9BfCqlNK9tSNTSreSK3U32h3POprPU4dqFfni00BPNo/adqeU7gD2B65tcBm183bT96nWVvox+SZN2aMMcAyklM4FXk2+OdOIx4BHmo4uP8H5BfKFw4Ekcust/28I62jW6eQWZkfMSH0vpfwk+4Gs70ZkILcCz0sp/bPZ9bTYbZS6dkgp/RF4Af27n6ink3xjoXYZw3ncbZCU0jHk88TBriWcS37oaLDjR5IGY/7fn/l/NfP/9csw/zf/HzLz/wFNxvz/FPJnfbBWla4ADkz2hKGC3ahJ0gRWVCQ5JiJOJydHB5CfmphNroW9hNwE5DdSSn8bYDnnF30Xv5mcgD4T2AwIcqs4NwIXkhON3nnWRMQLybXy30xu4rQLuIHcrdmJ5GYkR0zK/QkfFhGfLda9fxFXb1Pyy8jbcinwnZTSLcMc0kpyBah9iuGp5L6ANyOfqD5Ebr71F8A3U0orywtIKV0ZETuSmz5+Bbm1o83JTe0+Sk6M/0xubvYXKaV+J2AppS9HxAPkz8iu5CaDo1xOkqSRklLqjIjnky8CHkru4nQN+Xf6NPp3FzvuFL/Jr4uIPcnNuO9DfjJ1NrAauJfcbcTvyb/hG3qx7bPFsvYhN8X/BHLOMIuck9xGzuW+lVK6ut5CmpFS+mVEPAP4BPmi3Obkis+/Id/QWFJnvn9ExLPITeO/hpwvzSc3S/4Y+ScJIIsAACAASURBVOLeX8lP0P+8BRXDXwvsR943u5JbxNycfM3kEfLn7iLg5JTSXYMtbDS3O6V0U9GU+0HA68lNuG8JTCfnlncU859VMe8XI+J+cgX3XWhRTlgcz98FjixNOjulVO+mTO+850bE78jHyEvIXQjPIz8R+jC5O4hryeciv0lDaMa9OGf6eEScRu4a+gByNy6zyTeHbic/RHFySunvzS5/KFJKyyNiL3JXGS8gH69TR2C9I/K9lFL6a0TsAhwCvIr8ndR7fvkQuTuTn5K7G2mqC4EmPEI+xvYlb+dT6Hsu9iD5XOzn5O/Ffp/VlNLlEbFDsR0vB55F33OxW+l7LvZoxTKG5bhrhZTSJyLibHL33geSuzHqILfCcDn5nPnXoxiipAnE/N/83/zf/L+Y1/zf/N/8f5SklL4aEb8A3kfu8WQh+fvoQeAa4GzgHB80UK2YCJ+HiHgt+YbxM8g/PLPJX0hvHmCevYFjgD3JP7o3A98CTihqFlbNczBwFPkmezv5S+fElNLprdsaSZIkSfWY+0tjU0QcDpxSM6o7pTThH3CarNstSdJIMf+XxqbJmgdP1u2WJKnKRPkBPIZ8orGC3AffDgMVjohXAD8iN2F2Drkli5cBXybXZnxdxTzvB04gN993Jrl1jtcCp0XELimlo1q1MZIkSZLqMveXJEmSJg/zf0mSJGkMmigtGz2XfKJxM/kph99R5+mGiNi4KDcH2CeldE0xfjq5WbO9gDemlM6umWcR8E9y05K79TZ5GBFzgauB7YC9U0qPdx8kSZIkqfXM/aWxabI+4TtZt1uSpJFi/i+NTZM1D56s2y1JUpW20Q6gFVJKv0sp3dRgH4GvJfefeHbvyUaxjE7yUxIA7y3N8w5gGvDV2r5VU0rLgc8VL98zxPAlSZIkNcjcX5IkSZo8zP8lSZKksWlCVDZq0oHF319XTLsUWAXsHRHTGpznV6UykiRJksYGc39JkiRp8jD/lyRJkkbIZKxstH3x98byhJTSOuA2oAPYtsF57iU3sbogIma2NlRJkiRJG8DcXxohKaVTU0pRM0yKrgQm63ZLkjRGmf9LI2Sy5sGTdbslSaoyGX8E5xR/H6kzvXf8Jk3OM6sot6o8MSKOAI4AmDVr1m477LBDM/FKkiRJY9611177UEpp89GOo2TEc38w/5ckSdLENkZzf/DavyRJktRSA+X+k7Gy0WCi+NtIH9ANzZNS+gbwDYDFixena665pqqYJEmSNG5FxO2jHcMQtDz3B/N/SZIkTWzjNPcHr/1LkiRJTRko95+M3aj1PqEwp870jUvlmpnn0Q2IS5IkSVJrmftLkiRJk4f5vyRJkjRCJmNloxuKv08tT4iIDuBJwDrg1gbn2YrcjOpdKaXKbhQkSZIkjQpzf0mSJGnyMP+XJEmSRshkrGx0UfH3xRXT9gNmApenlNY0OM9LSmUkSZIkjQ3m/pIkSdLkYf4vSZIkjZDJWNnoh8BDwCERsbh3ZERMBz5bvDypNM+3gTXA+yNiUc08c4FPFC+/PkzxSpIkSRoac39JkiRp8jD/lyRJkkZIx2gH0AoR8UrglcXLLYu/e0XEacX/D6WUjgJIKT0aEe8in3hcHBFnA8uAlwPbF+PPqV1+Sum2iPgo8BXgmog4B+gCXgssAP43pXTFcG2fJEmSpMzcX5IkSZo8zP8lSZKksWlCVDYCngG8rTRu22IAuB04qndCSumnEbE/8G/Aa4DpwM3Ah4GvpJRSeQUppRMiYkmxnLeSW4X6O3BMSun0lm6NJEmSpHrM/SVJkqTJw/xfkiRJGoOiIrfWMFq8eHG65pprRjsMSZIkqaUi4tqU0uLBS04u5v+SJEmaaMz9q5n7S5IkaaIZKPdvG+lgJEmSJEmSJEmSJEmSJI1PVjaSJEmSJEmSJEmSJEmS1BArG0mSJEmSJEmSJEmSJElqiJWNJEmSJEmSJEmSJEmSJDXEykaSJEmSJEmSJEmSJEmSGmJlI0mSJEmSJEmSJEmSJEkNsbKRJEmSJEmSJEmSJEmSpIZY2UiSJEmSJEmSJEmSJElSQ6xsJEmSJEmSJEmSJEmSJKkhVjaSJEmSJEmSJEmSJEmS1BArG0mSJEmSJEmSJEmSJElqiJWNJEmSJEmSJEmSJEmSJDXEykaSJEmSJEmSJEmSJEmSGmJlI0mSJEmSJEmSJEmSJEkNsbKRJEmSJEmSJEmSJEmSpIZY2UiSJEmSJEmSJEmSJElSQ6xsJEmSJEmSJEmSJEmSJKkhVjaSJEmSJEmSJEmSJEmS1BArG0mSJEmSJEmSJEmSJElqiJWNJEmSJEmSJEmSJEmSJDWk4cpGEXFmRLw9IhYOZ0CSJEmSJEmSJEmSJEmSxqaOJsq+CXgjQETcClxYDL9LKT00DLFJkiRJkiRJkiRJkiRJGkOaqWzUK4Bti+FdQIqI61lf+ejSlNLK1oUoSZIkSZIkSZIkSZIkaSxouBs14CJgdfF/1AxtwNOBDwE/B5a2MkBJkiRJkiRJkiRJkiRJY0PDLRullJ4fER3AYmD/YtgHmF0UieLvlJZGKEmSJEmSJEmSJEmSJGlMaKZlI1JK61JKV6aU/jul9FLgScB/Ao8AaTgClCRJkiRJkiRJkiRJkjQ2NNyyEUBEzAWew/qWjZ7O+gpLvS0bdbcsOkmSJEmSJEmSJEmSJEljRsOVjSLiz8DOrK9U1Pt3LXAtcAlwKXBZKwOUJEmSJEmSJEmSJEmSNDY007LRruSu0gJ4CDgFuBC4IqW0ehhikyRJkiRJkiRJkiRJkjSGNNWNGrmiUQLmAf8C7A5cEhG/B65KKa1pcXySJEmSJEmSJEmSJEmSxohmKhu9EdivGJ4GzAKeDzyvmN4VEVcDl6SUPtnSKCVJkiRJkiRJkiRJkiSNuoYrG6WUzgHOAYiITVlf8Wg/4OnANGBfYB/AykaSJEmSJEmSJEmSJEnSBNM2lJlSSsuA24phCfAouXs1SZIkSZIkSZIkSZIkSRNUwy0bRcSerG/JaB9g4+EKSpIkSZIkSZIkSZIkSdLY03BlI+By1rdeFBXTE/AX4MINDUqSJEmSJEmSJEmSJEnS2NNMZaNetRWNbiFXLroQuCiltLQlUUmSJEmSJEmSJEmSJEkac5qtbHQ/cBFFBaOU0h2tD0nSRJBS4o+3LeNH193FfY90MmNqO3ttO49X77aAjadPGe3wJEmSJEmSJEmSJEnSEDRT2WjnlNLfhy0SSRPGVbcu5SM/+AvLVnaxuqv78f4XL73xIT7/q39yyO5P5JiDn8aU9rZRjVOSJEmSJEmSJEmSJDWn4cpG5YpGETELmAssTymtbHVgksani294gPeceS2da3v6TVu9thuA719zJ7c8uJLTDtudDiscSZIkSZIkSZIkSZI0bjR9lz8iDomIPwGPArcDj0bEnyLijS2PTtK48sBjnRx51nWVFY1qrV7bw7W3L+OEi24eocgkSZIkSZIkSZIkSVIrNFXZKCI+C5wF7ApEzfB04MyI+HzLI5Q0bpx15R1096TBC5IrHH3rD7fRtW7gikmSJEmSJEmSJEmSJGnsaLiyUUTsC3yizuRErnT0rxGxXysCkzS+pJQ4/fIlrGmi8lBPSvz27/cPY1SSJEmSJEmSJEmSJKmVmmnZ6H01/z8MnAZ8ofj7cM20925wVJLGnUc717Gya11T86xc080/7310mCKSJEmSJEmSJEmSJEmt1tFE2b3ILRjdCuyRUlreOyEiNgX+CGwL7N3SCCWNC+u6e2iLIH9NNK6r227UJEmSJEmSJEmSJEkaL5pp2Wh+8fec2opGACmlZcA5xcstWhGYpPFlzowpTVYzgulT2th67oxhiUeSJEmSJEmSJEmSJLVeM5WNevtHmlNn+salcpImkY72Ng7aZSvaIxqeJyU4eNcnDGNUkiRJkiRJkiRJkiSplZqpbLQECODtEfHc2gkRcSBwGLn/pNtbFp2kceXw5zyJKR2NVTbqaAuet8MWbDpr6jBHJUmSJEmSJEmSJEmSWqWZykYXFH9nAhdExO0RcVVE3A78thhP8b+kSWinJ8zhrXstYsaU9gHLtUewycwp/Mcrdh6hyCRJkiRJkiRJkiRJUis0U9noOGBF8X8ATwQWF397mzJZBRzfsugkjTsff8kOvHPfJzGto42p7f1bOZo1rZ0Fm87g3Pfvy+azp41ChJIkSZIkSZIkSZIkaag6Gi2YUro9Ig4FzgZmVBTpBN6cUlrSotgkjUMRwVEv2p5D9ngiZ1xxOz+87i4eW72OKe3BzlvP4T37b8d+T92c9rbGuluTJEmSJEmSJEmSJEljR8OVjQBSSudFxE7A+4F9gU2BZcAfgK+mlG5rfYiSxqMFc2fy8ZfuyMdfuuNohyJJkiRJkiRJkiRJklqkqcpGAEXLRUe1PhRJkiRJkiRJkiRJkiRJY1nbaAcgSZIkSZIkSZIkSZIkaXyo27JRRHxriMtMKaV3DnFeSZIkSZIkSZIkSZIkSWPUQN2ovR1ITS4vinmsbCRJkiRJkiRJkiRJkiRNMANVNuoVFeOqKiFVlZMkSZIkSZIkSZIkSZI0QQxU2egO+lcqmg7MJ1csWgssBeYBU4qyS4GVrQ9TkiRp8ljd1c15f7mHM668naUr17DZRtN4616LOHjXrZg+pX20w5MkSZLUIj09Pfz2t7/l2GOP5YYbbmDGjBkceuihHHHEEWyxxRajHZ4kSZKkFuq84UaWnX4aq/54NUQw89l7MO9tb2PaU54y2qFJTYuUGuspLSJmAhcBzwAOB76bUuqJiDbgUOBU4J/Avimlx4Yp3nFv8eLF6ZprrhntMCRJ0hh1x9JVvO7ky3mscx2rurofHz9zajubzJjCD967N1tvMmMUI5SqRcS1KaXFox3HWGP+L0mS6lm9ejUHHXQQV199NStWrHh8/IwZM2hra+Pcc8/lec973ihGKFUz969m7i9JkgbywPFfYdm3v01auxa6i2v/7e3ElCnMe/e72fy97xndAKUKA+X+bU0s55PA7sC3U0pnppR6AFJKPSmlM4DTgJ2BT21gvJIkSZNS17oeXv+NK3jwsTV9KhoBrOrq5v5H13DIN65gXXfPKEUoSZIkqVUOO+wwrrjiij4VjSBXQlq5ciWveMUruOWWW0YpOkmSJEmt8vBPfsKy075N6uxcX9EIoLub1NnJ0pNP5pFf/HL0ApSGoJnKRocUf5fWmf4guXu1121QRJIkSZPU+X+/j8dWr6WnTsOT3SmxbEUXv7vhwZENTJIkSVJL3X333Zx77rl0dnbWLdPV1cWxxx47glFJkiRJarWUEg8e/xXS6vq5f+rs5MHjj6PRXqmksaCZykZbFX9fHxFzaidExCbAG4qXW7YiMEmSpMnm7D/ewcpSi0ZlK7u6OefqO0YoIkmSJEnD4Uc/+tGgZdauXctZZ501AtFIkiRJGi5rbryJ7kceGbTcugcepGvJkuEPSGqRjibK3gU8CdgOuDUizgPuB+YDLwM2qSknSZKkJi1ftbahcstWNlZOkiRJ0ti0fPnyAVs16rVq1aoRiEaSJEnScOl59BGio4PB2iyKKR30PProiMQktUIzLRudQe4mDWAu8BbgqOLv3GJaKspJkiSpSQvmzhi0TAQ8cdPBy0mSJEkauxYsWMCsWbMGLTdv3rwRiEaSJEnScOmYP5/U1TVoudS1lo4tthiBiKTWaKay0eeBC1lfqahW7+uLinKSJElq0lv3WsTMqe0DlpkxpZ237LnNCEUkSZIkaTi89rWvpbt74C6Up0+fznvf+94RikiSJEnScJi6cCFTn7Ro0HLTdtiBKVttNezxSK3ScGWjlFIX8CLgQ8AN5EpHvcMNwIeBFxflJEmS1KS9t5vH9vNnM7U9KqdP62hjl63nsNs2c0c4MkmSJEmtNGfOHI466ihmzpxZOT0i2GijjTjyyCNHODJJkiRJrTb/Yx8jpk+vOz2mT2f+v350BCOSNlwzLRuRUupJKR2fUnoaMBt4IrBxSulpKaXjUkoDP44jSZKkuiKC77xzD561zVxmTGmnrahz1BYwY0obeyzalG+9fXciqisjSZIkSRo/PvOZz3DkkUcyffp0pk2b9vj42bNns3DhQi6//HI222yzUYxQkiRp8kopsfKqP3LHEe/mn898Fv/YaWduWLw7d3/s43TecMNoh6dxZtaee/KE//kfYsYMYsaMx8fHzJnEzJlsfeyxzNxtt1GMUGpepFTuEU3DafHixemaa64Z7TAkSdIY97e7H+H719zJfY90stUmM3jD4ifytCdsPNphSXVFxLUppcWjHcdYY/4vSZIGc9ddd3HKKadw/fXXM3v2bA455BBe9KIX0dbW1HOi0ogx969m7i9JE0f3ww9zx7uOYM0tt5BWr4ba++nt7cSUKWx04HPZ+gtfIKZOHb1ANe70rFzJw+edx6orroQIZu2zN3MOOoi2Oi2eSqNtoNy/6cpGETEfWAzMpU7LSCml7zQb5GThCYckSZImIm84VDP/lyRJ0kRj7l/N3F+SJoaeVau47XWvp+uOO2Dt2rrlYvp0Zu25JwtO/BphJXFJE9RAuX9HEwuZAnwdeCuDd79mZSNJkiRJkiRJkiRJ0rjx0Mkns/auOwesaASQOjtZedVVPHb++Wz84hePUHSSNHY0U83yM8BhQDsQdcrUGy9JkiRJkiRJkiRJ0piU1q5l+Xe/R1rT1Vj51atZeuo3hzkqSRqbmqls9Kbib2+/a1ExSJIkSZIkSZIkSZI0rqy88kro6WlqnjU33cTae+8dpogkaexquBs1YD65otFDwLuAG4A1rK98JEmSJEmSJEmSJEnSuLPu/vtJTVY2iilTWHf//UzZaqthikqSxqZmKhvdA2wDnJpS+tkwxSNJkiRJkiRJkiRJ0sjq6IAYQmc+U6a0PhZJGuOa6UbtB+Su0qyWKUmSJEmSJEmSJEmaMKY95SmQmuvUJ61dy9SFC4cpIkkau5qpbPRZ4O/AWyLi/RExdZhikiRJkiRJkiRJkiRpxMzYaSembLVl4zO0tTH7+c+nffbs4QtKksaoZiob/QXYAmgHjgdWRMSdEXFrabhlWCKVJEmSJEmSJEmSJGmYbPa+9xEzZjRUNqZOZd473zHMEUnS2NTRRNlFQCqGKObdumZ67/jm2paTJEmSJEmSJEmSJGmUzTnoIFZfdx0P//gnpNWr65aL6dOZ/4mPM/1pTxvB6CRp7GimshHkykRDmSZJkiRJkiRJkiRJ0pg2/5hjmLL1Ah468URSSqSVKx+fFjNn0jZzJlt+6lNs/MIXjGKUkjS6mqlsdPqwRSFJkiRJkiRJkiRJ0iiLCOa94zDmvvlQHvvN+ay4+GK6V6ygY9NN2filL2XWPnsTbW2jHaYkjaqGKxullA4bzkAkSZIkSZIkSZIkSRoL2qZOZc7LDmbOyw4e7VAkacyxyqUkSZIkSZIkSZIkSZKkhtRt2SgiFhb/Lksprah5PaiU0h0bHJkkSZIkSZIkSZIkSZKkMWWgbtSWAAk4CvhyzevBpEGWK0mSJEmSJEmSJEmSJGkcaqRSUAzyWpIkSZIkSZIkSZIkSdIk0NZkeSsaSZIkSZIkSZIkSZIkSZPUQC0bHVb8/WPptSRJkiRJkiRJkiRJkqRJqG5lo5TS6QO9liRJkiRJkiRJkiRJkjS5NNyNWkQ8eTgDkSRJkiRJkiRJkiRJkjS2DdSNWtmNEXEncGExXJRSund4wpIkSZIkSZIkSZIkSYI1N9/Myssvp2flSto2ms1G++/H1IULRzssadJqprIRwALgbcVARPyT9ZWPLk4pPdLa8CRJkiRJkiRJkiRJ0mS08o9/5IH//h/W3HIL9PSQ1q0jpkzhgS99iek77cT8j3+MGbvsMtphSpNOw92oFaI07AC8D/gx8FBEXBURn2ttiJIkSZIkSZIkSZIkaTJ5+Gc/484j3k3n//0fqbOT1NWVKxytWUNas4bV113H7W95KysuuWS0Q5UmnWYqGz0H+DfgfGBFMa624lE7sDtwdCsDlCRJkiRJkiRJkiRJk8fqv/6V+z7176TOzgHLpc5O7vrAB1lz660jFJkkaKKyUUrpDymlz6eUXgzMBfYkVyz6JbnyURqeECVJkiRJkiRJkiRJ0mTx4AlfJa1Z01DZtHYtS085dZgjklSr2W7Uem0EbFEzTG9ZRJIkSZIkSZIkSZIkaVJae/8DrLrqKkgNtnfS3c2jv/wl3StWDF5WUkt0NFowIl4J7F8Mu5K7TqPm7zrgT4AdIkqSJEmSJEmSJEmSpKZ1Xv9XYupUUldXw/PElCmsueEGZu622zBGJqlXw5WNgB+Tu0rrrVzUBVxNrlx0KfCHlNLK1oYnSZIkSZIkSZIkSZImi57ONY23atQrgp7OzuEJSFI/zVQ26pWApcCJwPnAH1NK61oalSRJkiRJkiRJkqQR0bNqFY/8/BesvPwP9KxaTccWW7DJK17OjMWLiYjBFyBJLdQ+dxNo9runu5v2TTYZnoAk9dNMZaMbgacW/28GfLIYOiPiKnLrRpcCV6SUVrc0SkmSJEmSJEmSJEktlXp6ePC441h2xhkQbaRVq/KECB795S9p32QTnvC5zzFrz2ePbqCSJpWZu+/edMtGMXMm03fccZgiklTW1mjBlNIOwHzgdcAJwN/IrRzNAA4gVzz6LbC85VFKkiRJkiRJkiRJapnU08PdH/ggy844k7S6c31FI4CUSKtWse6ee7jzPe/hsYsuGr1AJU06bVOnsskbXg9TpjRUPqZNY9PD3k60NVz9QdIGaupoSyk9mFL6UUrpAymlpwObA/8GPAREMTR2xEuSJEmSJEmSJEkaFctOO40Vl11GWj1whyWps5O7P3IUa++5Z4QikySY96530TF3LgxWgai9nY4tt2TTQw4ZmcAkAU1WNoqItohYHBEfjoifkLtW+ywwj9zKkSRJkiRJkiRJkqQxLHV3s/SUUwetaFRbftlZZw1zVJK0XsfcuWzz3e/SMX8+MWNGZZmYMYOpCxey6MwzaJs1a4QjlCa3jkYLRsSvgb2AjWpHkysZRc24ntaEJkmSJEmSJEmSJKnVVl52Gamrq/EZurp4+Jzvs8UHP0g02K2RJG2oqQu2Zrtf/JxHzjuPpaecyroHHoCODli7likLFzLvXYez8UteQtu0aaMdqjTpNFzZCHgh/SsWUbz+B3BhMVzcksgkSZIkSZIkSZIktVznjTfS09nZ1Dxp3TrWLVvOlPlbDFNUktRf28yZzH3DG9jk9a+ne9kyelasoG3jjXMXa5JGTTOVjWB9RaM7WV+56MKU0n0tjUqSJEmSJEmSJEnS8Fi3DlJqbp4I0tq1wxOPJA0iIuiYNw/mzRvtUCTRXGWjH7K+ctHNwxSPJEmSJEmSJEmSpGHUMX9LYvp00qpVjc+0bh0dm9qSiCRJgrZGC6aUXp9SOtmKRpIkSZIkSZIkSdL4NfsFz4fu7sZniGDWc55D28yZwxeUJEkaNxqubCRJkiRJkiRJkiRp/GufPZvZL3kJdDTWCUpMn868w985zFFJIyd1d7Pm5ptZ/ec/s+amm0jNVL6TJDXVjZokSZIkSZIkSZKkCWD+0f/KqssvZ93SpQO2chQzZjDnZS9j5rOeNYLRScOj+5FHWP69s1n2ne/Q09lJtLeTurtpmzaNTd/6FjY55BA65tpdoCQNxpaNJEmSJEmSJEmSpEmmY+5cFv3g+0xduLC6e7SODmLaNDZ59avZ8tP/PvIBSi3Wdfvt3HLQwTx00kl0L1tGWrWKnsceI61aRffy5Tz09ZO59eCXsebW20Y7VEka82zZSJIkSZIkSZIkSZqEpsyfz7a/+DkrL7uMpaecyuq//Y20di1ts2Yx5+CD2PQtb2HqokWjHaa0wdYtX86SNx1K97JlkFJlmbRmDd1dXdz+5jez7c/OpWOzzUY4SkkaP6xsJEmSJEmSJEmSJE1S0dbGRvvtx0b77TfaoUjDZtm3v03Po4/WrWj0uJTofuwxln7zm8w/+uiRCU6SxiG7UZMkSZIkSZIkSZIkTUipq4vl3/0eae3axmZYu5aHv/8Derq6hjcwSRrHbNlIkiRJkiRJkiRJkjQhrb7++uZnimD1dX9i1p7Pbn1A0jiW0v9n777jnazP/4+/PlknOYPDYR22ILhRHChucLZaUaxYa92AVqs4au1X7a9urVWrtVXbKmgdrXuAG3EAah2ACoJsZcOBw9nZyef3Rw7IOCOBk+Sck/fz8TiPeO587pw35iTnTnLd12UJfP01NZPfI7pxI66SEopOPAHfAQdgjMl2PMmgHSo2MsbsBxwJdAUmW2v/16KpREREREREREREREREREREdlKsqnrH9quuauEkIm2bf9ZXrL7+eqLr12ODwcRYQmOoeP55XJ070/PPd5N/0EHZjikZktIYNWNMF2PMO8BXwN+Bm4DDjDHnG2NixpioMWZgOoKKiIiIiIiIiIiIiIiIiIikwpHv27H9fPktnESk7ar77HOWjxlNZPlybCCQKDQCsBYbCBBZuZLlY8ZS+8kn2Q0qGZN0sZExxge8D5wAmPqvTV4AQvXbRrRkwHQxxvxgjLGNfK1tZJ/DjTFvGWM2GmP8xpjZxpirjTHOTOcXEREREZHk6fhfRERERCQ36NhfRES25R00CBuNprSPjUTw7bdvmhKJtC3xujpWXn45NhBscp0NBlk57kpitbUZSibZlMoYtd8A+wJ22yustUFjzFTgxPqvB1omXtpVAX9tYPt2v/3GmNOAl4Eg8DywkURh1QPAEcCZ6YspIiIiIiItQMf/IiIiIiK5Qcf+IiKymbOwkA4nn0TVxEkQizW/g8NB0Ykn4iwuTn84kTag6o03sPF4coutpWriRDqdc056Q0nWpVJs9Iv6yyrgV8Bb21w/G/gJ0L8FcmVKpbX2luYWGWM6AI8BMWC4tXZG/fY/Ah8AaUbB0AAAIABJREFUo4wxv7TWPpfOsCIiIiIislN0/C8iIiIikht07C8iIlvpcsklVL/zLtbvb3atycujy2WXZiCVSNuw8elnEqPTkmADASqefkbFRjkg6TFqwJ4kuho9Za19p4HrN9Zf9tjpVK3PKKAr8NymFxuQ6OgE/L/6by/LRjAREREREWlxOv4XEREREckNOvYXEckRnn796PPIIxifD4xpeJExGK+X3g/9nbxdd81sQJFWLLq+LLX1GzakKYm0Jql0Nsqrv1zfyPWd6y/dOx4n4/KMMecCfYE6Et2Zpllrt+2fd2z9ZUNFVtMAP3C4MSbPWhtKW1oREREREdkZOv4XEREREckNOvYXEZHtFBw6lP4vPE/ZXx+kbvp0cLsTY9WcTohEKDjiCLpefTXePXbPdlSRVsU4UykrIfGYknYvld+KMqAXcOi2VxhjHMAp9d+uaYFcmdIdeHqbbd8bYy6y1k7dYtse9ZcLt70Ba23UGPM9sA+wK/BdWpKKiIiIiMjO0vG/iIiIiEhu0LG/iIg0KG+33ejz8ENEN2yg7rPPidfW4igspGDoIbi6ds12PJFWyTd4MLUffQTWJrd+v33TG0hahVTGqH0GGOBkY8xDW2wfCrzLj2PWPmu5eGn1BHAciRcdBcC+wL+AfsDbxpjBW6wtrr+sauS2Nm3v2NCVxphLjDEzjDEz1q9vrDGUiIiIiIikkY7/RURERERyg479RUSkWa4uXSg+5WeU/PIsik/5mQqNRJrQefRFiRGESTD5+XQeMybNiaQ1SKXYaPwW/71pRrEhMdP42EbWtVrW2luttR9Ya9dZa/3W2m+ttZcC9wM+4JYUbm7TYM8GS/mstY9aa4dYa4d01R8qEREREZGM0/G/iIiIiEhu0LG/iIiISMvyDRlC3sCB4PE0vdDtJq9/f/KHDs1MMMmqpIuNrLWTSRQSbXlwvekAe9O28dbaD1suXlb8s/7y6C22bTp7oZiGddhmnYiIiIiItA06/hcRERERyQ069hcRERHZAcYY+j72KHn9+mG83obXeL14+valz/jHMMY0uEbal1Q6G2GtvQT4PbCBRIHRpq/1wP9Za3/d4gkzr6z+smCLbQvqL3ffdrExxgX0B6LA0vRGExERERGRFqbjfxERERGR3KBjfxEREZEd5Cwupt8Lz9P1mmtwlZZifD4cRYUYnw9Xt250vfoq+r/0Iq6SkmxHlQxxpbqDtfY+Y8xfgD2ATsBGYIG1tsE2om3QYfWXW754+AA4B/gp8Ow2648G8oFp1tpQ+uOJiIiIiEgL0vG/iIiIiEhu0LG/iIiIyE5weL10vuB8Op1/HuHvfyBeU42jqAhP//7qZpSDGu1sZIyJG2Oixphr6r//oP7rTJsw31r7af1lmyo0MsbsY4zp1MD2XYCH6r99ZourXiLRzemXxpghW6z3AnfUf/uPNMUVEREREZGdoON/EREREZHcoGN/ERERkfQzxpC3a398gweTt+uuKjTKUc11Nto0Jg1gOGCBN9IZKEPOBK43xnwIfA/UAAOAnwFe4C3gvk2LrbXVxpiLSbzw+MgY8xyJjk6nkujw9BLwfEb/BSIiIiIikiwd/4uIiIiI5AYd+4uIiIiIZEAyY9Q6pz1F5n1I4oXCASRapxYAlcDHwNPA09t2a7LWvmaMGQb8ATiDxAuTxcBvgb+1te5OIiIiIiI5RMf/IiIiIiK5Qcf+IiIiIiIZ0FSxUQ1QCFxjjDlyi+2XGWNOaWI/a609rkXSpYm1diowdQf2+wQ4ueUTiYiIiIhIuuj4X0REREQkN+jYX0REREQkM5oqNppDovI/D9hUbGSAXeu/GmJIjFoTEREREREREREREREREREREZF2xtHEdQ/WX5r6L7b5vqEvERERERERERERERERERERERFppxrtbGStfdEYsxH4FdAPOIZE16LvgRUZSSciIiIiIiIiIiIiIiIiIiIiIq1GU2PUsNa+D7wPYIyJ129+xFp7f7qDiYiIiIiIiIiIiIiIiIiIiIhI69JksdE2bq2//DQdQUREREREREREREREREREREREpHVLutjIWntr86tERERERERERERERERERERERHJDrKqKyldepe7jj3Hk51M88jQKhw3DuFLp/9O2pPwvM8Z0B44DegN5Da2x1t62k7lERERERERERERERERERERERFqtwJxvWX7RRdhoFBsMAlD7ySd4+u3CLk89jbOwIMsJ0yOlYiNjzPXALYC7maUqNhIRERERERERERERERERERGRdikeDrN87FjitbVbbbd+P+HFS1h76y30uvfeLKVLL0eyC40xJwB3AR7AbPG1eck234uIiIiIiIiIiIiIiIiIiIiItDu1U6ZAJNLgdTYcpubdycSqqzOcKjOSLjYCLt3me1v/tanIyNZvV8GRiIiIiIiIiIiIiIiIiIiIiLRbwQULifv9jV5vPB7Cy1dkMFHmpDJGbQiJgqIZwETgjvrvC4CzgX8BTwIXt3BGEZGctLislhUVfhzG0K9zPrt0bp/zPNuThetqWFUZwGEMu3YpoE+n/GxHEhERERGRNFi1ahXz5s0jEonQs2dPBg8ejDE6/05EREREREQklzg7dsR4PNhwuMHrbSSCs7hDhlNlRirFRt3qL6cAoU0brbUB4HFjzHDgImAu8EBLBRQRySXWWiZ9s5pHPlzMso1+3M5EA7pwNM4e3Yu44piBnLhP9yynlC3F45ZXvlrFIx8tZk1lEJcz8QFDOBpnUK9irjh2IMfs0a2ZWxERERERkbZg6tSp3H777Xz88cd4vV4AotEoXbt25brrruPiiy/G7XZnOaWIiIiIiIiIZEKHk09i/QONl8d4+vbF06dPBhNlTirFRpvGpFUBm8uyjDHF1toqYCGJEWoXo2IjEZGUxeKWcc/O4qMF6/GHYwAEI/HN189eWcVVz33NGQf24vaRg3TWbCsQjsb59dMz+GzpRgKRxH3GFmNZZy6r4DfPzOK8w3bhhpP21H0mIkkLRmK8/s1qJn69Gn84yl49OnDB4f3YvbQo29FERERy1j333MOtt96Kv749eii0+Vw86urquO666/jvf//Lu+++S0GBOtOKiIiIiIiItHfu0lI6jx1L+RNPYAOBra4zPh897rh9q23BhQupeOY/hBYuxOTnUzxiBB1O+imO+hOa2pJUio0qgO5APrB6i+2jjTFPAD+r/75/C2UTEckpN0/8lg/nlxHYosBoW4FIjJdnraJzYR7XnLB7BtNJQ37/0jf8b2n5VkVh2wpEYjz9v2V0KfRwydEDMphORNqq2SsrOW/CF0Ri8c3Fp9+sqOTlWSs5Zb+e/PmM/XA6VLwoIiKSSU899dRWhUYN8fv9zJw5k5///Oe88847OtlAREREREREJAd0vXIc7n67sOGhh4isSpTSFBx6KN1+dy3evfYCwMZirP7D/6PmnXewkQjE6htPfP016+6+m74TJuAbtE/W/g07wpHC2k0FRp2AeVtsvw8oBw6p/76qBXKJiOSUNVUBXpy5sslCo00CkRj/mraE6mCk2bWSPkvX1/L2t2ubLDTaJBCJ8dcpiwjUFw2IiDRmTVWAXz32OVWByOZCI4CYTXS7e3P2au58c14TtyAiIiItLRaLce211zZZaLRJMBjkk08+4YsvvshAMhERERERERFpDTqeeioDJ09mjxlfsufXX9F3wvjNhUYA6/78Z2refQcbDG4uNAKI+/3Eq6pYfuGFRNauzUb0HZZKsdHXJMak7WetnQX8sMV1m07VssDElokmIpI7nv7fss2zKpNhMLw8Y2Xa8kjznvjkB2LxVO41eH326uYXiUhOmzD9e0LRxgsTA5E4//l8OVV+FZyKiIhkyptvvrnVyLTmBAIB7rvvvjQmEhERERERyS4bjRKtqCBeV4e1qX1WItKeOXw+jNu91bZYZSWVzz2PDQQb3S8eCrHxyafSHa9FpVJs9AzwF+Cj+u8vBvz8WGhkgG+A/2upcCIiueKtb9cQjjbfIWeTQCSmwpUsmzxvLdEUio384RhvfKP7TESa9uLMlURiTT+3OB2Gt79dk6FEIiIi8sorr1BTU5P0+ng8zjvvvJPGRCIiIiIiIplnrcU/6ytWXDGO+fsfwOJhw1lwyFAWDz+G8iefJFZdne2I0oBYZSXlEx5nyUknsfDQw1h09DBW/e53BObOzXa0nFH93nvgdDa9KBKh8uWXMxOohbiSXWitnQpM3eL7940xuwOnAF2ABcAka220xVOKiLRzdaHUx2vVBPV0m03+HRiJVhVQJxIRaVpNEiMyg5EYG2qT764gIiIiO6e8vDzlfQKBQBqSiIiIiIiIZIeNRln9hz9QM/m9xBgoazdP7IiuW8f6vz7Ihocfpu+ECfj23TerWeVHFS++yLo77gRjEvdbveq33qZmyvv49t+f3g89hLOwIIsp279YeflW//8bE6+tzUCalpNKZ6PtWGvXWGsfs9b+yVr7igqNRER2TIGnmWrWBhR6k64XlTTI34H7rIPP3fwiEclphXnNP7fnuZx0LszLQBoREREB6NSpU8r7eL3eNCQRERERERHJPGttotDo3cnYQAAaGJtmAwHi1TUsv/AiQosXZyGlbKvixRdZd+dd2FBo+0KXeBwbDBKYNYvlF1xAPIXR4ZI6Z0knTBLvEzgKCzOQpuXsVLERgDHmXGPMg8aYm40xvVoilIhIrvnJPt3xOE3zC+v53E5+tm+PNCaS5hy3ZykuR/L3Wb5H95mINO/nB/bG3czfg7i1nDSoe4YSiYiIyMiRIykqKkp6vTGGE088MY2JREREREREMic4e/aPHY2aEff7WXPzLekPJU2KbtzIujvubPY+s+EwoSVL2PjMMxlKlpuKTjwBYs1MTHG76Xj6yMwEaiFJFxsZY8YYY5YaY5YYY/rXb3sSeBK4ArgJmGGM0SepIiIpOv/wfhiTfOFK3FrOHNInjYmkOWOO6p9SsZG1cNr+qskVkaaNPao/Hlfjh+g+t4OzhvShY74ng6lERERy24gRI3C7k+9Smp+fz3XXXZfGRCIiIiIiIplT/vgT2GQ731hL8NtvCa9Ykd5Q0qTKF15Meq0NBtn4xL+x8XgaE+U2V0kJHUed0WR3I4fHQ6cLLshgqp2XSmej4UA/wG2t/d4Y0xc4t/46U//VDfhtSwYUEckFvTr6OG3/XvjczT8t+9xOxhzZn2KN5MqqAV0LOW6vUrxJ3mdXHDsQ3w6MXhOR3NK7JJ9nxgylyOvaalyj0xh8bifH713KTSP2zmJCERGR3ONyubjnnnvIz89vdm1eXh4HH3wwhx56aAaSiYiIiIiIpJeNx6l5/31IoRDFxmJUv/12GlNJcypfein5AjESY/CCc+akMZGU3ngjRccemyg4cvz42aLx+XAUFdH38Qm4e/bMYsLUuVJYewBggY/rvx9OosDIAnOAfeu3n9BS4UREcsldpw9iY12ITxeX44803ErP53Zyyn49uO4ne2Q4nTTk/rMGM+bfM5i5rIJAE/fZLw7uzW+GD8hwOhFpqw7oW8JnNxzHa1+vYuJXqwhE4uxeWshFR/RnUK/ibMcTERHJSWPGjGH16tXcfffd+P3+Btf4fD4GDRrEpEmTUupcKyIiIiIi0lrF6+og1dc30SiRtevSE0iSEquoSG0HY4iWl6cnjABgXC563f8XAnPnUvHMM4QWLsL4fBSPGEHxKT/DUVCQ7YgpS6XYqLT+cnn95aD6y3ettScbY14ARgH9WyqciEgucTkdPHreEF6etZJHPlrC2qogLqcBC9G4pV+XfC4/ZiA/27eH3rhuJfJcTp4cfQjPfbmcf05dQnltGKcxYCASi7N7aRGXHzOQn+zTPdtRRaSNKchzcc7QXThn6C7ZjiIiIiL1/vjHP3LooYdy++238+WXX5KXl4e1lng8TnFxMb/73e+47LLLyMvLy3ZUERERERGRFmE8Hog1fLJ1U5z5vjSkkWSZFEaBb97Ho9eymeDbZx98f/pTtmO0iFSKjTadRr2pDG4Aia5Gs+q//4pEsZGeOUREdpDDYThzSB/OHNKH79ZUs2KjH4cx9OuSz8BuRdmOJw1wOgznDN2FXx3Sl7mrq1lVGcBpDAO6FdK/S9urQhYRERERkcadcMIJnHDCCfzwww/MnTuXcDhMr169OPjgg3VSiIiIiIiItDuOvDzcPXsSWbky+X0KCvAOHpzGVNIc3/77Uzt1Klib1HobDuPde680p5L2JpViowBQCOxe//3+9ZdL6i83Da6vbIFcIiI5b68eHdirR4dsx5AkGWMY1KtYI45ERERERHJAv3796NevX7ZjiIiIiIiIpF2nMaMpu+debCCQ3A4uJ0XHHJPeUNKkzmNGU/fFF9hGxoBvxeGgYNjRuDp1Sn8waVccKaxdChjgfGPMXH4clzan/rJH/WVZC2UTERERERERERERERERERGRLCkecSqOJMdFG5+PLpf8GuNKpeeJtDTfkCHkDRgASYxTMx4PXS+/PAOppL1JpdjorS322bP+v9cCM+v/+yASY9XmICIiIiIiIiIiIiIiIiIiIm2as7CAvv9+AkdhITgaLy8wPh9FJ55Ip9EXZTCdNMQYQ9/HHsXTpw+msUIxYzBeLz3v/wvePfdseI1IE1IpNroXmEuiu5EhMVbtcmutNcb0BwbXb/9fi6cUERERERERERERERERERGRjPPuuSf9X3qR/KFDMXl5GI9n83WmoABnx450vXIcPe/+E8aYLCZNsPE48WAQa222o2SNs2NH+r/4Ap3GjsFR3AFHQQGmoABHYSHG46Fw2DD6/fc/dDj22GxHlTYq6f5l1tpKY8xBwDGAF/jSWru6/uqNwMH1/72oZSOKiIiIiIiIiIiIiIiIiIhItnj69WOXJx4nsmYN1W+/Q7SsDOPz4tt3XwqHDcM4nVnNZ8Nhat5/nw2PjSf03XdgDDgcFA4fTufRo/EdsH+rKITKJEdBAd3GjaPrZZfhnzGT2MZyjDdxn7m6ds12PGnjUhqWaK0NA+82sL2KH8epiYiIiIiIiIiIiIiIiIiISDvj7tGDzq1sVFpk9WqWnXc+0YoKrN+f2GgtxOPUvv8+dZ98QsHhh9PrgftxbNGVKVcYl4uCQ4dmO4a0MykVG4mIAAQjMT5asJ6ymiBup4O9enRgcO/inKsGFhERERFp7+LxONOmTWPBggXEYjH69evHiSeeiMultxNEREREREREJPuiGzfyw1m/JFpeDvH49gusxQYC1H38MSvHjaPPP/6BcTgyH1SkndG7gyKStOpghAfeW8jzX67AYSASs4kOhMbQrSiPq4/fnZEH9Mp2TBERERER2UnxeJyHH36Yu+++m+rqamKxGAAulwuXy8W4ceO44YYb8Hq9WU4qIiIiIiIiIrms7P77iVZUNFxotAUbCuH/cga1H35I0XHHZSidSPulYiMRScr6mhCnP/IJZdVBwjG73fU/lPu54ZU5zFxWwW2n7aMuRyIiIiIibVQ0GuWMM85gypQp+De1Ht/GvffeyxtvvMHUqVMpLCzMcEIREREREREREYjV1lH9xpsQjSa13vr9lD82XsVGIi1AxUYi0qxY3HLO+M9YWxUkGt++0GiTQCTGSzNX0rezj4uPGpDBhCIiIiIi0lKuueaaJguNAAKBAPPmzeOMM87g3XffzWA6EREREREREZGE2qkfYRwOGv/0cnvBefPwz5xJ1cSJ+L+cgQ2HcXbuTMlZv6DDySfj8PnSllekPdEwQhFp1rSF61lVEWiy0GiTQCTG395fTDjadKtCERERERFpfcrLyxk/fnyThUabBINBpk+fzpw5czKQTERERERERERka7ENG4gn2dVoExuNsvyi0VS+/Arh778nsmoVwdmzWXvnXSw8/AgqJ05KU1qR9kXFRiLSrH9NW0JdOJb0+njc8u7ctWlMJFsqqwkyZ2UV362ppjaU2gGViIiIiMiWHn/88ZRGIofDYe6///40JhIRERERERERaYTbndL7GADE49hwGGJbf/Zp/X5sIMDam2+m4vnnWzCkSPukMWoi0qxZyypTWl8XjjFt4XpGDO6ZpkRireX978r4x9QlzFlVhceZqB2NxOKcNKg7vx42gL16dMhyShERERFpa15//XUCgUDS62OxGO+9914aE4mIiIiIiIiINMy3997gaNn+KjYYZN1df6Lg8MPx9OnTorct0p6k/MgzCacaY+4xxjxhjPmpMabYGNPXGNM3HSFFJHustYRjqY9Eqwmqw066RGNxxj37FVc+9xUzl1UQjsapDUWpDUUJReO8/s0aTn/kE579Ynm2o4qIiIhIG1NbW5vyPsFgMA1JRERERERERESa5h08GFfXLi1+uzYWY+PTT7f47Yq0Jyl1NjLG7Aa8Cuy1xeY5gA94GYgbYw601s5uuYgikk3GGPI9TvwpjFEzQJciT/pC5bgbX53D+9+tIxBpuAgsZi2xiOXW1+dS7HNx8r7qMCUiIiIiyenatWvK+xQXF6chiYiIiIjkgng4TM27k/HPnEk8EMDdvZTiU04hb7fdsh1NRETaAGMMXcaNY+1NN2EDLXgyVDRK5UsvU3r99ZgW7pwk0l4k/cgwxpQA7/FjodGWww9fB2rqt41osXQi0iqcsFcpzhTmnfo8TkbspwKXdFhcVsukb1Y3Wmi0pWAkzh9fm0ssbjOQTERERETag/POO4/CwsKk13u9Xs4555w0JhIRERGR9sjG46x/6GEWHXY4a265hcrnnqN64kTKx0/g+zN/wdKfn0Hwu++yHVNERNqAjiNG0PHMX2B8vpa94UiEeE1Ny96mSDuSShne1cCmMWlbVR1Ya6PAh/Xbj2uZaCLSWlx89K54XMk/XZTkezikf6c0JspdT3zyPdFY8sVDwUiMqQvL0phIRERERNqTUaNGYVI40cBay6WXXprGRCIiIiLS3th4nFXX/JbyCROI19Vh6+p+vDIWwwaDhObN44dfnYN/1qzsBRURkTaj9Ibr6fa73+Hs2BFTUPDjFQ4HxuvF0bFjyrepU/lFmpZKsdHI+su1wN4NXD+3/rJvA9eJSBs2qFcxx+7ZDa+7+acMr9vBXT/fN6UPKCR5b81ZQzSFTkV14RivfbU6jYlEREREpD3xer088MAD5OfnN7s2Pz+fq666ip491dVURERERJJXPmECtdOmYQOBJtfZQIAVl/yaWGVlhpK1DsF581h13e+Zf+BBfLfX3swfvD/LLryI2ukfY+PNd7wXEclFxhg6nfMrdvvkY3rdew8l551H8emn03nMGHb5zzOUXve7lDsfGbcbR1FRmhKLtH2uFNYOIFHA97S1dn4DhQTV9ZfdWyKYiLQuD5y1P7/5z0w+XVKOPxzb7nqnAzxOB/eM2o9hu3fNQsLcUNfA//vmlNeF05BERERERNqrMWPGUFlZyU033UQwGCTewAcaBQUFnH/++dx9991ZSCgiIiIibZWNRil/bHyzhUZbrq98+WU6jxmT5mTZZ8NhVv3+/6j96CNsOAz1x+E2FML/2WcEZs/G07s3fZ94HFfnzllOKyLSOhmnk6Jjj6Xo2GO32u7ZpR9rb78j+Rtyuyk5cxTGkUrvFpHcksqjY9PaukauV5GRSDvmcTl49LwhPHDW/hzYtyN5LgeFeS4K81x43Q7OPKgPr487ihGDe2U7aqvnD0dZXFbLonU1VAcjKe2b50z9oKYwz5nyPiK5IBa3fLp4Ay/NXMnEr1fx3Zrq5ncSERHJEddeey3Tpk1j1KhReL1eOnToQIcOHcjLy+PEE09k0qRJPPLII+poKiIiIiIpqf3oI4glf0KlDQYp//e/sbZ9D7Ox8Tgrr7o6UWgUDG4uNNpqjd9PaOlSfvjl2cRqarKQcoss4TDhH34guHAh0Y0bs5pFRCQZzsICik89FePxJLXeOByUnHtumlOJtG2pdDZaA/QDjgdu3/IKY0w+cHr9tytbJJmItDoOh+En+3TnJ/t0p6wmSFl1CI/LQe8SH/meVJ5OctOCtTU8Om0Jb8xeg8uZ+FAmErMM36Mrlw0bwAF9S5q9jUMHdGbKvHVJz4nN9zg5bs/SnUgt0v4EIzEenbaUJz75nnAsjrVggLiF3iU+rjp+N07ZT+NgREREDjroIJ5//nmqqqpYvnw58XicXr160aVLl2xHExEREZE2KjB3LvG6xs5pb1isopJ4nR9nYUGaUmVfzZQp1H32WaLQqCnRKNG1a9nw8MOUXn99ZsJtIbJ2LRuffIrKF17AWosxBhuJ4N13XzqPHUPh8OE6IUFEWq3S//s9/pkziaxYkegg1wjj9VL6hxvx9OmTwXQibU8q1QEfA/2BI40xr2+x/STgIqAviTFr01sunoi0Vt2KvHQr8mY7RpvxysyV3PjaHCIxSyxuCUV/vO69eeuYvnAD444byG+GD2zydi45elc+WbyhwVF2DbEWRgxW0YTIJjXBCGf96zOWrq8lGN3+DLFFZbVc9+JsPl+6kdtO20dvjoiIiADFxcXsu+++2Y4hIiIiIu2ADYVS3sc4HNhIGGi/xUbl41MYLReJUPniS3T97W9xJNmhoyX4Z8xgxa8vJR4OQyTRsX/TSbGBmTNZNW8eRccfR8+778Y41W1fRFofR0EB/Z5/jlVXXY1/xgxsLAbRHz+wc+TnY4Hut9xMx1NPzV5QkTYilXk8D/PjccPJ9f9tgGOBveu3W+AfLZZORKQd+HBBGTe+NodgJE4svn1PImshEInx9/cX89/PlzV5W0N2KWH30iLczuYLIHxuJ5cO2xWfRy/sRACstYx5cgaLGyk02iQQifHSzJX8c+qSDKYTEREREREREWn/3KWlmLy8lPax8TjOwsI0Jcq+yLoyQvMXpLaTgbrpmTv3P7RkCcsv+XWiK1V9odG2bCBAzZQprL3jzozlEhFJlbOwkL4TxtP/1VfpOGoUnoEDcfdhi4ZGAAAgAElEQVTpg3f//Sn94x/Z/dNPVGgkkqSki42stV8At5IoMNq8uf5y07ZbrbWzWiibiEibZ63lponfEow0XtiwSSAS409vzyfcRBGEMYYnLzqEXToXkOdq/Cnc53bys/16cOVxu+1QbpH26KsVlcxZVdXkY2yTQCTGQx8sJhhJrouYiIiIiIiIiIg0r+inJyXOvkyWw0HR8cdj3O70hcqy6Ib1mBQ7FNlojGhZWZoSba/s/geS6rxkA0GqXn6ZyNq1GUglIrLj8nbtT49bbmbAG68z8L3J9H/uWTqePhKHV1NdRJKVSmcjrLW3Ab8ANhUUbSoymgWcZa29vQWziYi0eTOXVVBe2/jc123F45Z35zb9Qqw4382kK45gzJH9KfK6KMxz4XU7yHc7yfc46dPJx22n7cO9o/bTCCiRLTw2bWnKxUNvzl6TpjQiIiIiIiIiIrnHXdqN/KFDwZHcx1PG46HzRRemN1SWGZc7tQIsAGMyVoAVLS9PdFFKMqMFKv773/SGknYnVlVFaOn3hFeuxIaT/0xFRFpedMMGQkuWEFmzBhtv/uRtyV2uVHew1r4EvGSM8QElQIW1NrlBsiIiOWbqgvUEwskXN9SFY7w7dy0jBvdscl2+x8Xvf7onVx+/O9MXrWd1VRC3w7B79yIO6NNRRUYiDfh48YaU3repC8d477t1nHFQ7/SFEhERERERERHJMd1vvpnvf/5z4jU1TRawGK+X4hGn4Bs8OIPpMs/Tuxc2Gk15v7w99khDmu35v/gC43YnXwASDlMz+T26/fa36Q0mbZ61lrrp0ykfP57AV19jPB5sPI5xOOh45ig6nXce7l69sh1TJCfEw2Fq3n6bDY+NJ7J8eeJ5PxbDUVhIpwsvpOTMUTiLi7MdU1qZlIuNNqkvMFKRkYhIE6qCEVI8J4XqYMMzrxvicTk4bq/SFH+CSG4KJTE+bVs1wdTf6BERERERERERkcZ5evei37P/ZdkFFxD3B7B+/9YLnE6M203xyNPo/sc/ZidkBjkKCuhw8slUTZoEseROXHWXluIdNCjNyRLidXUpd7aIJzFyTXKbjURYde211E7/ePOIPhtJfDZigY3/+S8Vz79Arwfup2j48OwFFckB0YoKll94EeHly398PNYXmMaCQTY89BAbJ0yg75P/xrv77tmMKq1MysVGxphSYAiJrkYN9rm01j61k7lERNqFzgUenAZiKVQcdcrPS18gkRyW73YSTrHgqFNBZtpRi4iIiIiIiIjkkrwBAxj4/vvUvPMOGx4bT3jJks2jwTqcfDKdLrwA7w507okHAlS/8y6hxYuw0Rievn3ocPLJuEpK0vCvaDmdx4ym+u23sUkUGxmfjy6XX56x7vaODh2SHnu3eZ+iIuKhEDWTJxNasIB4OIKnd286/OxkXJ07pymptCWrr7+e2mnTscFgwwsikURB0tXX0Hf8Y+QPGZLZgCI5Ih4KsfyCCwktXQqNdNmzwSCxYJBl557Hrq+9irtn09NZJHckXWxkjHED/wTOp5Eioy2o2EhEBDhxn+78Y+oSYpHkChwKPE5OO0B/pEXS4SeDuvPSjBVJF/8V5DkZsZ8ejyIiIiIiIiIi6eDIy6P4tNMoPu00rLUQiWA8nh26rXg4TNl9f6HyxRfBmM3dkozXS9k991J47DF0v+mmVlt0lDdwIN1vu5W1N92EDYYaXWd8PjqefjodTvlZxrIVHH54ox9ANygvD2dJCYsOOxwLP94XeXmU3XcfBUcfTY+bb8LVtWt6AkurF5jzLTXvf9B4odEWbDDImptuYsBbb2UgmUjuqZo4ifCKFUk9z8drayl78G/0+vPdGUgmbUEqpci3ARcBTqCxcunMlFGLiLQRe/XoQP8uhUmv93mcDNtNL7JE0mHMkf1xu5I/9HE7HRy7Z7c0JhIREREREREREQBjzI4XGgWDLDvnXCpfeAEb2Hosmw0GsaEQNe9N4fuRpxNdv76lIre4jqeeSu8HH8TVvTsmPx+26FzkKCjAUVhI1yvHUfrH/5exrkYAzsJCOpx8Mjidye0QDhOcPZu437/1fREKYcNhaj/6iKUjTyeyenWaEktrt/HfT2we0ZSMyJq1BObMSWMikdxkraV8/GObR6c1Kx6n5p13iNXUpDeYtBmpjFH7Vf2lJVFUpMIiEdlp32+o44lPvueN2WuoC0XxOB0c0r8Tlxy9K4f075TRF03pcvfP9+WXj35GINJ0C1yv28E9o/bD4Wj7/2aR1mj30iJO3Ls7k+etJdhMtzGv28EtI/bB5UytRbSIiEiu+uqrr/j73//O3LlzMcYwePBgxo0bx6BBg7IdTURERETauTV/+H+EFi7EhhrvCEQ0SrS8nOVjx9L/tdda7fvOhcOGMfDDD/B/8SXVb71FtLwcZ1EhhUcdRdHxx+9wQdbO6nr1VdR++CGxqiqwTbQNdzoTnaWauS9iFRUsu/AiBrzzNibFEW3S9tVMeR/iyU2DgEShWvVbb+Hbd980phLJPZFVq4iWlaW0j3G5qJs+PVGEKjkvlWKjUhKFRhuAi4EFQKh+m4hISmJxy00Tv+WlmSuJxy2ReOKpJBSN88H8Mv63tJyBXQt5cvQhlBRk5wVUSxncpyMTLhzCxU/OIBa3BKNbH0R7XA4cBu4dNZhj9yzNUkqR3HDfmYP5zX+ifLqkHH94+wJAY8DrcnDdT/Zk5AG9spBQRESkbVm5ciWnnnoqCxYsIBQKEYsl/r7OmDGDp59+mv3335/XXnuNbt3ULVBEREREWl6krIya995LrktKNEp4xUoCs2aRf9BB6Q+3g4wxFAw9hIKhh2Q7ymbu0lJ2+e9/WXb++dt1LAISRUZOJ8RiyY1ci8eJlZdT9/HHFB59dHpCS6tko9GUuhoBEI8TLWu9XclE2qpYRQXG5cbSRIHoNmw0SrSyMo2ppC1JpVx4Vf3leGvtJGvtAmvtD9baZdt+pSOoiLQf1lque+kbXpm1klA0vrnQaPP1gD8c47u11fz8H59SG0phHnQrdfiALkz/v2O56vjd6FqYh8OAw0AHn4uxR/bnw98NZ8TgntmOKdLueVwOHj1vCPeM2o99enYgz+WgyOuiyOsiz+XghL1LefaSwxh9ZP9sRxUREWn1Vq1axYEHHsjs2bPx+/2bC40AYrEYgUCAGTNmcOCBB7Jhw4YsJhURERGR9qri+edTWm8DAconTEhTmvYtb9f+DJz8Lt1vvAH3LrskztpzOjF5eXQ8/XQ6nXsuxu1O+vbidXWUj29f90WsqorwypVEN27ENtUBKpfVd79KlaOwIA1hRNqHuN9PeOUqIuvKsLGmp6xsyeHzYW3yXcYSOzlweH0pJpT2KpXORs8CNwI90pRFRHLE9EUbeOfbtQSaGWMUiVlWVQR44L2F/PGUvTOULn06FXi4bPhALhs+kHA0TtxavO4k51yLSItxOAyn7NeTU/bryYqNftZWB3E6DP07F7T5TmoiIiKZdPbZZ1NRUbFVkdG2IpEIZWVljB49mkmTJmUwnYiIiIjkgsAXX6TWJcVaAt/MTl+gds6Rn0/HUaPoOGpUokNNNIrJy8MYw4pLL8MGgyndXnDevDQlzRwbjVIzeTIbHhtPaPFijMsF0Siunj3pcvFYOpxyCg6vN9sxWw1jDN599iY459vk9ykooOCww9KYSqRt8s+YQfn4CdR98gm4XGAtJi+PknPPodPZZ+Pq0qXJ/T19+2KMI7UxVvE4+QcesFO5pf1IpbPRncBM4DxjzBXGGH0aJyI75B9TlzQ4vqgh4Vic575YTjCSfCVuW+BxOVRoJNIK9OmUz8H9OnFg3xIVGomIiKRg8eLFfPnll0STGJEQiUSYPHkya9asyUAyEREREckl8WDyo182sZFIGpLkHuNy4fB6MfVdauKh3LsvYrW1LDv3XFb/4f8R+u47iESwgQA2EiGybBlr77yL70eeTqSsLNtRW5XOYy/G5Ocnvd44nRQdd1waE4m0LdZa1t5xJ8svvoTaqVOxm557gkHiVVVsHD+BJT89icDXXzd5O8bjoeMvzwJP8p+NePfaC0+/fjv5L5D2otFiI2PM0i2/gLlAH8AJPAjUGmNWbLvOGLMkQ9lFpA2qqAsz84eKlPYxBj5aoHm8kh3z11Zz4ytzGPWPTxn1j0+54ZU5fLemOtuxRNIiFrd8OL+MB6cs4p535vP0Z8vYWJfiDHUREckJEyZMaLKjUUOeeeaZNKURaRlr167ltttu45hjjuGwww7jjDPO4O233yYeT7GtvIiIiGSMu7Q05X2cHTumIYm4u3dPeTyWs0OHNKVJPxuLseLiSwjO+w4bCDS8JhAgvGIFy847n7jfn+GErVfRscfg6tQJHM33xDA+H10uvTSlEX0i7d36vz5I5csvJ557GhjZaEMh4rW1LB8zltDSpU3eVqfzzsOR5OPLeL10vfrqHcos7VNTY9T6ARbY8sjAbrHNBfTa5jpTfyki0qB1NUE8LgfhWPJv1oZjljVVDR+si6TLqsoAlz49k0VlNUSicWL1f92+WlHJa1+tZNeuhfzz3IPo0yn5MzBEWitrLU9/towHpywiGI3hD8WwgNft4I435nH8XqXcdto+dC7My3ZUERFpJRYuXEgkhbOQQ6EQixYtSmMikR0XDAYZM2YML7/8MsYYgluM/5g8eTIFBQU8/fTTnHDCCVlMKSIiIg0pHnUGdZ9+mnQhh/F66XjmmWlOlZuKTx9J9bvvYpO9Lzweis/4eZpTpU/t9OkEFyxofoxfLEZ03ToqJ06k09lnZyZcK2fcbnZ56kl+OOuXRCsqoJGOucbno3jECDpddGFmA4q0YtHycjY+8URSI0Tjfj9lf7mfPg8/1Ogad2kpfR57lOVjL260eAkSfz9Lb7iBgkOH7nB2aX+aKxndtgTZNLCtsbUiIttxOQw2xZpEB+BypjL1UWTnrNjo52d/m8681dUEIz8WGkGi80sgEue7NdWc8vePWV6uM1LkR/5wlNWVATbWhbGNHJS3NtZabpo4lz+9NZ/yujB19YVGAMFInFA0zrtz13Ly36ZTVhNs8rZERCR3uHfgrFJPCm25RTIlFAoxbNgwXn31VUKh0FaFRgC1tbWsW7eOkSNHMmnSpCyllNYoHA6zevVq1q5dm9RISRERSY/Co47CeL3J72AtHUedkb5AOSz/4INxFhcnv4OBkjZcfFM+fkLShVU2GGTj+AlZfb/QxmJEy8uJrFu3QyPvWpq7Z0/6T3yN4lNHYLzexFg1lwvj8WDy83H16EHpH/5A91tv2TyqTyRbWtPjp/KFF5PvImctddOnEy0vb3JZ/oEH0v+F5yk46qjEY9DnTTwe8/IwXi95e+9N74cfouSsX7TAv0Dak6Y6Gz2ZsRQikjN6dvQRi6dYbOQw7NatME2JRLZmreWif39JdSBCU7+qcQs1wQgXPPEFH1w7TC94clg8bpm6aD3//GgJM5dV4HY6iMUtnQo8XHxUf0YN6UOxr/W2+X1l1ipemrmSQKTxUTjRuKW8NsyFj3/Jm1ceqd93ERFh6NChvP766/iTfHO9sLCQIUOGpDmVSOp+//vfM2fOHAKNjL7YxO/3c/bZZ7N48WJ69OiRoXTSGn3zzTf85S9/4cUXX9x8XOxyuRgzZgxXXnkl/fv3z3JCEZHcYpxOev75z6wcNw4bbPokKeP10u2aa3CVlGQoXW4xxtDrnj+z/OJLmr8vfD46Xzx2h8bgtQY2FiMwa1ZK+0Q3bCC6di3uDB9LRsrKqHjuOSqe+Q82FATjgFiMgmHD6Dx6NPkHHpDRPFtydepEz7vuovTGG6n94AOi69dj3G68e+2Fb8gQvQcpWbf14yeUKPLJ8uOn+u23E1mS5XZT9+n/KB5xSpPL8gYOpO+j/yKyrozaqR8Rr67G+HzkH3ww3t1338nU0l6ZtnLWfXsxZMgQO2PGjGzHEMmq6178hle+WpV00VGPYi+fXn+sDiwlI2Yuq+DcCZ8TCDdeeLGlfI+TJ0cfwsH9OqU5mbRGgXCMi5+awazlFfgb+J3xuZ3kuR38d+yh7N2z9c2gt9Zy9D0fsqIiuVGVPreTZy85lP37dExzMmmLjDEzrbWqJNiGjv+lvaqoqKBnz57bdYFpTEFBAWVlZeTnawSttB51dXV069Yt6aI5r9fL9ddfz80335zmZNIaWWu59dZbueeeewiHw8RiWx//u91uXC4Xjz76KOeee26WUopkho79G6Zj/+yqmTKFVb+7DuLx7UfLuFwYp5Mu466gy9ix2QmYQ2qnf8zKK69M3BfbfiDudGLcbjqNvoiu48a12ff8Y7V1LDz00EbHfzXEUVBAv+eeJW+33dKYbGu10z9m5VVXQSy2/X1hDMbrpXjEKXS/5RaMQ9MlRLbU5HNZFh8/i487nsiqVUmvN948Sq+/npJf/jKNqaQ9a+rYP+nffGPM0fVfvVoumojkokuO3hW3M7kXET63kyuOGdhmX3RI2/P4J98TbKLDy7YCkRjjpy9NYyJpreJxy8VPzeDLHzY2WGgEid+PSn+Esx79H8vK6zKcsHlfraikvK752c6bhKIxJuj3XUREgJKSEs4//3x8Pl+za/Pz87n88stVaCStzksvvYQjhTeFg8Egf/vb39rMuFxpWffccw/33nsvgUBgu0IjgEgkQiAQ4JJLLmHixIlZSCgiktuKjj+eAZPfpdPFY3EUdwCXC9xujNdLxzNH0f/VV1VolCGFRx3JwCnv0eXSS3GWlIDTmbgv8vIoPn0k/V98gW5XXrnVe/7hFSuonTaN2qlTCX3/fRbTJ8eR74N4PKV9bDSKo6goTYm25581K9Hxy+9vuAuKtdhAgKrX32DdHXemLUdo0SJqPvqI2unTiaxZk7afI9KSNj9+AoGsPn4a4ihMcRKM04WjMHPPPZJbmhqjtq2PAAtcB9y/7ZXGmHHAnYC11qYwlFVEcs1upUXcftog/jjxW4KRxg/IfW4nJ+xdyq+G9s1gOsl189dUk8pnB9bC/LU16QskrdYH88uYtbyCULT5NxbqQlFuf2Me4y84OAPJkrdoXU1Kv+9xC3NXV6cvkIiItCl///vfmT9/Pl9++WWjI6jy8/MZPnw4d911V4bTiTTv22+/pba2NqV9qqurqaurozDVN3ilTVu/fj0333wzoSTGFQQCAUaPHs26detwuVJ561VERHaWu1s3uo0bR9crrkgUWMTjOAoK1LElC1ydO9PlskvpfOmvEx/WR6M4Cgu3uy9qp01j/cOPEJo/H+NxAwYbieDp148ul11G0YkntMoTkY3DQf4hh+D/7LOk93GVluLK0Ng4ay2rb7ix2XF2ADYQoPLllyk551fkDRjQYj+/etIkNvzrX0TWrMU4nYntkQi+/QfT5TeXUzD0kBb5WSItLduPn+Z0OOUUNixbllQ+AKJRCo44PL2hJGe15BGWByis/xIRadKZQ/rw4Fn707nQQ4HHudV1+R4nPreTMUf2569n7d8qX0xI+5XkdL+t99mRnaTN++fUJY12NNpW3ML0RRtYX5PCLOUMiMUhUUuewj46k19EROp5PB6mTJnCNddcQ4cOHSgqKsLlcuFyuSgqKqKkpITrr7+eSZMm4XQ6m79BkQxrqDtNc4wxO7SftG2PPfZYSl2wIpEIb7zxRhoTiYhIU4wxOAoKcBYVqdAoy4wxOPLzcXbosN19UfbXv7LyqqsIfvMNNhQiXlNLvKYGGwwSmj+f1ddfz9pbb2u1XSU7jxmDSbJ7q/H56Dx2bMY+6wjOnk20rCzp9TYWY+NTT7XIz7axGKuu+S1rbrmV8NLvsYEA8dpa4rW12FAI/+dfsOLXv6b83/9ukZ8n0tKy+fhJRsdRZyTfWc3hoHD4cFwlJekNJTmrJU+v6dqCtyUizYjFLR/ML+OxaUtZXFZL3Fq6dchj9BH9OXX/nuR7Wv/Zcz8Z1IPj9+7OtIXrefWrVWyoDVHgcTF8z66cfkCvNvFvkPanT4mP7zekNu6qTyeNBMk11cEIX6+oTGkfh4HJ89ZyztBd0pQqdb1LfDgcqb3JsUsr/33fWBfm2S+W8/yXK6gMhPE4HRzQt4RLjt6VIbuUpO1NnWAkxpuz1/D2t2upDkboXODhtP17cfxe3XA59camiOy8GTNm8Je//IUPP/yQUChEcXEx5513Hpdddhk9e/bMWi63282dd97JzTffzOuvv87ixYsxxrDHHntw8skn43a7s5ZNpDm77rorPp+v0c5cDXG73RRlcPyFtA5PPPFESr8nNTU1TJgwgZEjR6YxlQSDQV566SUeeOABli1bBsCAAQO49tprGTlyJB6PJy0/11rLBx98wOOPP86qVasoKCjgpJNO4vzzz6dDhw5p+ZkiOyNSVkbFc89R/dpEYjU1mLw8Cg45hE4XXYRv30HZjic5quL5F9j45JPYQOOdOWwgQNXEibh79KDLry/JYLrkFBxxOL799iPw1VcNj1naxOXC3asXxaeOyFi2qkmvN51pW9Eo1W++RY9bb93pn73unnup/eijJruu2GCQ9X99EHfPXnQ48YSd/pkiLSmbj59kuEpK6HzZZZQ/+ii2mdcojvx8ul3724zkas9CS5ZQ8eyzhBYtBocD376DKDnrLNy9emU7WtaZpiqCjTGPb/HthSROfZ8BzN1maT7wM6AACFlrfS0bs/0YMmSInTFjRrZjSBu3cF0N543/nNpQlLptumrk13cJ+tsvD+D4vTPTklOkPXn/u3Vc+exX2z22GlOQ5+SBX+zPift0T3MyaU2Wl/v56YPTku5sBIlio2uO351xx+2WxmSpicUtQ+54jwp/JKn1BR4nD51zIMfs0S3NyXbMY9OWct/kBRgguMV4O2MSozn7dS7gydGH0LUor0V/7pOf/sA978wH2Oq5oyDPidvh4O4z9uWng3q06M9sjYwxM621Q7Kdo7XR8b/srMrKSk499VRmzpxJMBgkvsXZa16vF4BrrrmGO++8Ux1BRVK0YcMGevfundRoLEgUGo0dO5ZHHnkkzcmktencuTMbN25MaZ8hQ4bw5ZdfpimRTJ06ldNOO41YLLbdOMSioiI8Hg9vvvkmQ4cObdGf+/HHH3P22WdTWVm51c8tKCggFotxzTXXcMcdd6TUCast0rF/w1rbsb+1lvUP/o2Njyc+5rHh8I9XOhyYvDy8e+1Fn3/+A6cK5SSDbCzGoiOOJFaZ3Il8Jj+f3T/9BEf965/WJO73s+I3vyEwew7W79/uepOfj6d3b/o++e+MdhZZMe5Kat97L7WdjGGv7+bt1M+NVVay6OhhWz/fNMHduzcD3pus17LSqmTr8ZMKay3r73+AjU8/nXi8bdPpyHi9GI+Hvk88jm+ffTKWq72JrCtj5ZVXEpo/HxuNwqYux243xhjyDzuMXvfdi7Odn5DU1LF/c696LgQuqP8CMMCQLbZt+jqTRKGRBb7f+cgi0pjFZbX8/JFPKasJNVgM4Q/H8IdjXPHsLKbMW5eFhCJt2/A9uuHzJD/mw+N0cOyeLV94EY9b5qys4qMFZfxvSTmV/uReoElmeN0OYimOz3M6DF536xoh43QYxhzZH687uTfCC70uhu3WOptZPvTBIu5/byGhaHyrQiMAaxN/Hxeuq+G0hz5u0cfTX6cs5O6351MXjm33d7kuFKMyEOHq57/mlZkrW+xnikjuqKur44gjjuDzzz/H7/dvVWjE/2fvvsOjKLcHjn9ntu+mA0nooYMg0qQqRVEQ5YIoFpQmKiAW1AuWq9d2FQUsiA2lKwoWUO8VUZAugvQuSIcACenJ9jK/P0L8AZLNbLK72STv53l4COzszEk2u/POvOc9h8KKDg6Hg2nTpjF+/PhyilIQKq7q1avTv39/1RW4tFotjz32WEhiOXToEMuXL2f58uUcPSpurUUagyHwZHWTSazFDJW1a9fSr18/cnNz/5ZoBIWVpTIzM7n++usJZuLHypUr6dOnD6dOnfrbca1W61/n5BEjRkRsyx+hakl7/Y3CyjEu198n/n0+FLsd+549HLvrbnzWwKp8C0JZFKxZi8+tbuEbFE5M5v24LHQBlYFsNlNv1ixqvzkVU/v2oNEgGQyg0WBo3pyar7xMg6+/CnsLI7kU4xApCFVpc775BgJIuPVkZWLfvr3Mx61oPFlZWDduomDdOhz794txQ4Qpr/dPQMeTJBKffIL6n31GzE19kXQ6JIMetFo0NWpQ45FHaPzzTyLRqAzcaekcHTQIx549hZWuLmyn7najuFzYfvuNY3fcibeg6o6j1PYokor5uohywWNzyxKQIAj+PbRgK1aXh5KGHg63j0e+2M6W53pjMYh2ZIKglkaWmDG0A/fO3ITd7b9qjVEn8/GwDkFtkWR3eVmw6Tgfrz2C1en5q8WVy+Ojd4skxvVqzBW1xGqz8lY9yoDFoMXpUZ+0otPItK0XF8KoSmdMj0asP5TBjhM5f0vSKSIBZoOGOSM6Btx2LRwOpuXz3qpDONz+e1V7fArn8p288P1ept3VtszH3Xo8ixlrjpT4WeFw+3j22910bJhAnfjIbkMnCEJkef755zl8+DCuElaF2mw2Zs6cye233861114bpugEoXL44IMP2LBhA+np6Xg8nmK3M5vN/Pvf/6ZZs2ZBO7aiKHzzzTdMmjSJ/fv3/9Xyyel00qZNG5599ln69w9fuw2heN26dWPx4sV/S/osjtFopHfv3iGOqmpyu93ceuut2C5TPeJSVquVgQMHcuLEiTJXGiooKGDgwIElHtdms7F48WL69evHXXfdVaZjCkJZ2LZtI2fRIr9tjABwuXCfOkX6tHdJfvaZ8AQnVHnWTZtQAkhw89lsWNevJ+7WyGxPKmk0RPfqRXSvXvgcDnwFBchmM7K5/O4BWTp3Jn/FistWWyqOoUWLMh+3YN36kj93LqC43Ni2bsXcrl2Zj10R2HfvJuOjGVjXrTjJXLcAACAASURBVCtMSqOw0pcmNpZqo+4j7o47kEPUBlZQz9KpU7m8f0rD1Koltd98E8XtLmyVqtMhR0WJamFBkDp+fGEFPm/x9/4Vlwt3aipnX3mZ2m+8EcboIkdJV1knzv85fv7fCpB9/t8X/jkMrAbGAVNCEaggCLD7VC4ns+yoTXKWJPh2e2pogxKESqh9/Xg+HdWRWJMOy2WqHFn0GmKMWubf14mrUxKCdtwsq4t/vLeeqT8f+Kt6Wb7DQ77Dg9Pj48c9Zxj04a/8d6d4X5c3WZa475oUDFr1N6yrRxloXz+8q5jU0Gpk5t/Xif5X1cKglS/6niSpsD1nSnULi8d2i9hEt1nrj+L2qpv4cfsUlu05S67K1nH+fLj6MI4SEo2KeH0K8zccL3lDQRCE8xwOB5988onq9k52u50pU8TluCAEqkaNGmzZsoXmzZsTdZmbsiaTCaPRyKuvvspTTz0VtOP6fD6GDRvGiBEj2LZtG3a7ndzcXHJzc3E4HGzcuJG7776bhx56SKx0jgD//Oc/A65UNHr06BBFU7V99913uAOohpGbm8uKFSvKfNwFCxaoTjazWq28+uqrZT6mIJRF5sxZhavwVVBcLnK+/hpfAAkCglAWgSQaFfHZ7SGIJPhkoxFt9erlmmgEEHNTX1RPJAGyxUK1+0eV+biBJBoB4PGgONR9VlV02V99xfGhwyhYuRLF5cKXn48vPx/FZsNz5gzpU9/k2F13483PL+9Qq7yYfjeVy/unLCSdDm1CAproaJFoFATOI0dw7NvnN9GoiOJykf/jMry5uWGILPL4LXeiKEpK0deSJBVdTb2qKMpboQxKEELN61NY+Uc63+9MJdvqJsqopXeLJG5pXTPiWtxcaMGm4zg96iY1obBlzJwNR7mnc/0QRiUI4bPrVA6bj2XjcHupEWXgxpZJxJlDk+nfISWB3/91Pcv2nGXmuqOczCrMYq8Tb+L+axty05XJGLTB+7xwe30M+WQjxzKtuL2XH8j6lMIKKRO+3kW1KANdG1UP2vErk8PnCvh80wn+TC9AlqBFcgxDOtWjbkJwL/KHdKzPjDVHcBZTDehCJp2Gf97YFJ8CK/enRdz5R6+VmTL4Kp66qTkLfz/BpqNZuDw+6iaYGdKpHm3rxkXsRYrXp/Dt9lRU5hoBIEsS/9t9mns6lXx+9Hh9LN+Xxg+7z5BtcxNj1NK3VTLdGldj7cGMEisNFnF7FT7//QTP3lw+q1wEoarbunUrn3zyCUePHkWv19OlSxfuv/9+EhOD3wo1WH744YeAPnsVReHnn38mNzeX2NjYEEYmCOFx4sQJ/ve//5GTk0N0dDR9+/alSZMmITlWzZo12bVrF2vXrmXKlCls3rwZl8tFQkICDzzwAPfffz/Vqwd37P3444+zePFiv1VSrFYr8+bNo0aNGrz00ktBPX5lkZGRwezZs1m/fj0Oh4OUlBTuu+8+OnXqFNTxa8eOHWnZsiU7duwosdqcyWRi8ODBJCUl/e3807lzZx544IGIPv9EunfffZf8ACbhCgoKmD59OjfeeGOZjjtt2jSsAUyOHzlyhP3799OinFa5C1Wbt8CKdf36gCZKkSQKVq8mpm/f0AUmCOdpk5NBqwU/VSUvIstok5JCG1QlI5tMJAwfRta8+SglJWrJMpq4WKJ79SrzcbU1agS0vWQ0oqkWvMW8kSp/1SrSXn3NbzKW4nDgPHSIkw88SP3PFyCVsSqjUHqyyUTCsGGFrUhLSqC74P3jPnOG7C+/xLF3H/h86Bs0IP6OwRhCdB1bFXmys8ldvBjblq0oTifaWjWJu+02TG3alOr6z3XqFDmLFuE4cBAUBUOjhsTdeSc5i75EUZFo9BdZJm/pUuLvvjvgGCo6Se3qKEmS5lJY2egLRVF+DmVQlVmHDh2UYPYKFwL3352n+fd3e3B5fVid//9BUVS9ZNx1jRnbo1FETqreMeM3fj+aFdBzog1adr/UJ0QRCUJ4rNiXxmtL93Mm14HXp+Dx+TDqNHh9CjdckcS/+19BYrSxvMMskx93n+HJr3Zic6kbwDRLjuan8d1DHFXFkppj59HPt7P3dC4en4LHVzjG0WkkZEni6pQEpt3VhmpRhqAdc8fJHO75ZCM2l7fYpBOTTsN93VJoXjOm2POPAozr1ZiHekbm+SeSZVtddJr0Cy4VSV8XGtOjIU/f5P/G/1dbTvKfH/bj8V3mNVPAoygBHVcjSex9uU9EJzaXhSRJWxVF6VDecUQaMf4vXzt37mTIkCEcP34cu93+V0UCo7Fw3DBw4EBmzpyJxWIpzzAv66233uKZZ54pcVL7QtHR0WzevDmobZ4EIdz27t3LY489xq+//ookSbhcLnQ6HZIkcdVVVzFt2jQ6duxY3mGWyZkzZ2jQoIHqymVGo5EzZ84QFxd5LXnLi8PhYOzYsSxcuBBJkrCfn0STZRmTyUTt2rVZsGABHToEb2iSkZFBp06dSE1NLfa1M5lMtG/fnrfffpvhw4dz7NgxHA5HhTr/RLr69etz4sSJgJ5zxRVXsHfv3jIdNyYmJqAkp9jYWL744gtuuummMh03Uomx/+VFytjfdewYRwbdFlD7F7RaEh9/nGqj7gtdYIJwnvPIUY7eeqvq6luSyUT9eXMxtW4d4sgqF8XnI3X8+MLWZsUlHGk0aOLiSFm0CH2d2mU+ZsGaNZx6/AnVnz+SXk/jX1YEnKRUkSiKwuHevXGnnla1vWQ2U2f6u0R16xbiyAR/Ann/1P3kE85Nm4Zt48bCqrRF93E0GiSdDkPjRtR+6y309eqF7xuoZHwuF2dfeom8//0AkvT/SWCShGQ0ok1MpPaUyarPE57MTFL/OQH7tm0oPh8UVU7VapE0GiS9Hl+AVcYSRowg6engVUOOJP7G/qrTIhVFGaEoykiRaCRUZPM2HGPC1zvJtrkvmjQEsLq8WF1epv9yiOe+3RORZco1pZiAlkTys1DBzfn1KA9/sY0jGVbsbi8urw+fUli5q6i12E3vrONUdgA3UCLQh2sOq040AjiRaWXf6bwQRlSxnMyycfO769hxMgeHx/dXohEUVpRxenxsPJJJv3fXcS4/eKV529SN47uHu9GtcXX0F7Qg05xvP1Y7zsSkQa1IjDH6Pf/YXF7eWxm5559IJktSqX5mmhJWB324+hDPf7eHXHsxr5nbG3CCk4KCyCUThPDZvHkz11xzDfv27cNqtV7U+sThcOBwOPj222/p2rWr38oi5UWW5YATUBVFQaOpnAmNQtWwceNGOnfuzMqVK3E4HNjtdrxe719fb9y4kV69erFs2bLyDrVMPvroo4De37IsM3fu3NAFVME4nU569OjBokWL/vrdKOLz+bBarRw8eJAePXqwbt26oB23evXqbNu2jaFDh2Iymf5KFJIkiejoaGJiYnj88ceZPHkyvXr1Yt++fdhstgp3/ol0cilW+ZfmOcHYhzgnC+WmNL/zkgQacSM5XBSvF29eHj6VyTaVjaFhAwzNm6P2JokuOQnjlVeGOKrKR5Jlar/zDjUeHocmLg7JYvnr80EymZAMBqJvvIGG3y4JSqIRgOWaa5DVtp6VZSxdu1bqRCMA+9ateLJzVG+v2GxkzZoVwogENdS+f+rPn0fqI49g3bChMIHywgVjXi+Kw4Fj336O3nY7ziNHy+m7qdh8Lhcnhg0j74elKE7nxdWmFAXFbsd9/DjHhw3H+vvvJe7Pc+4cR28dhG3z5sLX7MIWzR4PitMZcKIRgBTETigVid82aoJQmew6lcOkH/fjcPufGLS7vSzelkrHBgkMaBOcAVawtKwdw5bjWcW2WLqcBtXEKjmh4vrtcCZvLPvD7/vW64Mcm5shn2xi1T97opEr3ky+w+1lb4CJQy6vj1UH0rmiVkyIoqo4FEVh2OzfybO78fn5ePT4FDILXDz46RaWPBS8lSGNE6P57P5OnM6x89Pes2QVuDAZNLSvF0/HBgnsSc1j8IwNFfr8E8mijVqMOg1ur8rS2xRWJmqSGFXs45uOZPLuL4dKfM0CVc1iCGr7RUEQimez2ejTpw8FBQV+t3M4HBw8eJAxY8Ywf/78MEWnTosWLdDr9aornwB4vV5q1aoVwqgEIXQyMzPp27dvie9bm83G7bffzu7du2nQoEGYoguuL7/8EkdJ5fgvYLPZ+OKLLxg/fnwIo6o4xo8fz+7duy9KMrocm83GLbfcwokTJ4LWXjI2NpZPPvmEt956i2+++YZjx46h1Wpp1qwZAwYMwOPxUKdOnQp9/ol0LVu25NixY6q3l2WZq666qszHbdasGb+rmLwo4nQ6ad68eZmPKwiloU1MBF9g17OyXo+hYcMQRSRA4f0r+/btZM6aTcGa1UiSjOL1oqtdm2r3jyK2f39ks7m8wwybWpMmcWzwYHwltKiUTCZqTZkqKoGXkiTLVBs1ioQRIyhYuxbngYP4XE50SclE33gD2vj44B5Po6H2W29xcvRo/+2nZBk5OprkF/4d1ONHovxVq0puZXcJ68ZNKIoifu/LmZr3z/GR9+FOT784YeVSPh++ggJOjBpF4xXLkURCekDS33gDxx9/oDj83x9THA5OjX2IxqtWookpft7s5MMP48nKUt/KUwXJbMbQtGnQ9leRiFR1ocr4aM1h1RUI7G4v7/7yZ4gjCtzQzvWRAxhcWPQaHuzeKIQRCUJovbPioKrJfq+ikFngZO3Bc2GIKvgKnB60ASZJeX2QbVPfVqUy23gki7Q8h99EoyIen8L+M3kcOBt4ZnpJasWZGNmtAU/2acZDPRvTqWE1JEniwzWHKvz5J5LJssTQzvXRB7ACUwH6tkou9vH3Vx3C7g6gJ7MKRp3MqGtSgrpPQRCKt2jRItz+bvRcwOFw8OWXX5KZmRniqALTu3fvv9rtqKHRaLj77rsxV6EJCqFymTVrluq2gW63m2nTpoU4otAJpBVTkdzc3BBEUvHk5eUxb968EhONini9Xj799NOgxxEdHc2IESN48cUXee655xg8eDB6vT7g889XX30VceefSPfEE08QFVX8woFLmUymoCTqTZgwgejoaNXbd+rUiXqiVYZQTmSjkZhbboYAJjMlvR6LaNkTMorbTeoTT3Bi1P0UrFwJHi+K2w0+H+6TJ0l7/Q0OXd8bx8GD5R1q2BgaNqD+5wvQJCRcNslKNpuRY2KoN3sWplYtyyHCykXSaIju1YvqY0aT+OijxN95R9ATjYpYOnWkzvvvIZnNSJepciRbLGgTE2mwaCG6mjVDEkMk8WZlQymqsqttMyiEXnHvH9eJE9i3bfOfaFREUfDl5WFdvz70AVciPquVnG8Wl5hoVETx+chZsqTYxx0HDuA8cDCoiUZFovv0Cfo+KwKRbCRUCbk2N7/sT1c1EV3kdI6DPamRdTOvfjUL7evHo1OZlGDQabixZVKIoxKEsvszLZ9PfzvGjDWHWfj7CdLzHJzKtrHjpPryolaXlxlrDocuyBCy6LV4AqhYBiBLEGvUhSiiimXmuiPYA2hB5/b4mPNreEqWVpbzT6Qb2qW+6mrvRq3MPZ3qYdRd/qZrep6DTUezghhdIa0sc+fVYrJBEMJlypQpJVaVuJAsy8yZMyeEEQVOo9EwYcIE1clDer2eJ554IsRRCULZKYrCrl27WLlyJZs2bcJut6MoCm+//bbqBBKXyxVQclKkCSRRokggSQ6V2eeffx5QOyur1crUqVNDGNHFAj3/SJIUceefSNerVy8SExNVrfTXaDQ0atSIDh06lPm4AwYMICoqStVxzWYz//535a/UIES2aiNGIOnU3TeSjEYS7hspKi2EiKIopP5zAgWrVhdWN7lM0oFit+PNyeH4PffiOnWqHKIsH8ZmzWiyehXJr7yMsWVL5Oho5KgoDE2bkvT88zRZuwZz27blHaZQClHdutF03VoSn5qIvmFDZIsFOSYGU9u21HrjdRqvWI4+JaW8wwwLTSkrbEoGg6rtFI+H/NWryZo3j8y5c8lfsQKlgl4nVTTZCz5HCaCSoM9qJXPW7BBGVPnkLl0aUHtYxW4ny8/1Vda8+YXJvkEkGY0k3HMPssr3bGUj2qgJVcKxTCt6jYxTZWUJKJzIP5iWT6vawSm1HSzT727LzdPXk5nvxO1n9tqs1zD/vo7oRK9tIYKt/zOD13/cz6FzBSgKeH0KOq3Mv7/fS/PkaLSyRCD5+wfSgl+tJhxMeg1Nk6PYf0Z9/Aathh7NKnc/a7X2n80jkFQtrwK7w5TMU5nOP5GsZqyJqYOv4smvdvqthmbUybSoGcOEPsW3Mzh0rgC9NrDXrCQmnYZZwzsQb9EHbZ+CIPh36NChgLa32+1s2bIlRNGU3hNPPMHq1atZvXo1Nput2O1MJhNvvfUWLVuKFb9C5LLb7cyYMYOpU6eSm5uLRqNBURS8Xi9Dhw7l3LnAqpQqisLp06dJqYCTFAMHDuSdd95R3SbRZDIxePDgEEdVMWzduhVrCe1WLnXy5El8Pl9ASUqlVVnOP5FMkiR+/PFHOnXqRF5eHr5iJng0Gg3x8fH897//DcpxdTodv/zyC127dvV73KJEo+uuuy4oxxWE0jI0bkzSs8+Q9tokv62MJKMR89UdqHbffWGMrmqxbfqdgrVr/beUgsKqF1YrZ1/5D/VmfBSe4CKApNcTe/PNxN58c3mHIgSZbLGQcNddJNx1V3mHUq6ievYg+8svUfxc01/K1K5diQnOittN5syZfyVP+NxuUBQkvR5JkogfMoTq4x6qsgkQ4WDfvVtdVaMLOAO8XqjqHHv3BfTeAfCkpaN4vZdNonbs3Qve4HU0kIxGzB06UOOxR4O2z4pGZCEIVYLHp0CArU0VhYArjYRDtSgDPzxyDe1S4jFo5YtaL0lSYZJRSjUz34ztKiaqhYj2+abj3D9/M3tO5+Fw+3B6fHh8CnaXF5fHx65TuVgDqFYDhclKFdWYHo0w69WvIKsZZ6R1nbgQRlRxlOZ1d3uDl0jiT2U6/0S6m1vX4sN725Ng0WO55L1k0MoYtDJ9W9bkiwc6o9cWPwQuze+TUSeTFGPApNOgOf966zQSRq1Mm7pxfDWmC50aVgt4v4IglF5xE4D+RGKFFI1Gw3fffceIESMwGo2YLilBHx0dTVxcHLNnz2bMmDHlFKUglCw7O5vOnTvzr3/9i9TUVAoKCsjNzSUvLw+r1crMmTPxBnjDT5Ik1e2qIs24ceMC2t7n8zFq1KgQRVOxlOY1VxSlVOeF0qgs559I17RpU7Zs2UKrVq0wm81oLphI0Gg0mEwm2rVrx7Zt24LayqxFixZs27aN6667DqPRiOH85J0kSURFRVG3bl1mzZrFU089FbRjCkJZxN9xBzVfexU5JgbJYrnoMcloRDIYiB04kLoffiiqGoVQ5qxZhRWN1PD5sP32G54Ak7AFQYhc5k6d0ARQpVQ2m6l2v/+xv8/l4sSoUWTM+BhvTg4+qxVcLnC7UaxWfAUFZM2bx7G7h+ALMFFDUE8pRSsuJYiJLlVBqaoQSVKxP+fS/Pwlk6lw3HTBPTnJYilMqBw+nLoffYikrbr1fYr9ziVJ6n7+y8OKoqSGKR5BCInkWCOuACsUyHLh8yJRtSgDix7swtEMK/M2HGNPai5eRaF+goWhXerTrl6cqrLOQtVgc3n4dnsqCzad4Fy+E71Wpm3dOO6/tiFX1S2fZJUNhzN4+X/7/FYgKY2kmMh8z6pxU6uavLPiT05m2QoTVPww6mSev+WKMEUW+ZJjjaTlBdbDum68upY0ZVXZzj+RrlezRDb/qzdrDqazaPNJ0vKcGLQyXRtV4+5O9UiMLvnnWjPWGHCyl0aS+OCedug1Gtb+eY5cu5sEi54brkiiUY3A26QIglB21atXJy0tTfX2Wq2WRo0ahTCi0tNqtbz//vu8/PLLzJ49m6VLl2K1WklKSmL48OEMGDAAncoWGYJQHhRFoW/fvvzxxx/FJlV4SnGT1u12k5ycXNbwykXdunW55557WLhwod+qZVBYJWXMmDFUqyYSlwEaNWqEXq8PKEEnJiYGbZhu/lam80+ka9SoETt37mTbtm188MEH7N+/H4BWrVrxyCOP0KpVq5Act0GDBixfvpyTJ0/y9ddfc/bsWaKiorjmmmvo2bOnuB8nRJzYfv2IueEG8leuInfJEjyZmcgmE5ZrryXu9tvQxseXd4iVms/hwPrbb4E9SZbJ+/lnEu65JzRBCZWKY98+MufOxb51G4rbhSY+gbg7BhM7YACaUrTuFYJPkiQSn36KM888W3KFM60WXf16RF17rd/Nzjz3PPZdu1Acxd8TV5xOXIcPc2r849T7eEZpQhdKoK9bF8fu3Zdtj1kcbQ3RrSIQ+np1Qa8vTKZTSTYakfWX7zCgq10LV4DVpQxNmlBv9mzyf1qG6/hx0GgxNG5E9A03FHucqsTflfZqQAEmAG9JkuQDfMBERVHeCkNsghA0teNMNEuOZtcp9W1ztHLh5GQka1Ddwov/EK0ShOIt3naKfy3ZgySB7YIqQadz7KzYn07jxCjmjLya6lHhLaU5edmBoCcamfUaRnRLCeo+w0mvlVn0YGdu+3AD6fnOYls4GXUyL9xyBb2aJYY5wsg1vEsKz6ftUV0Jy6LXMLRL/RBHVaiynn8imUaWuK55Etc1TyrV8xsnRlMrzsjhc+rbc1gMWtrWjUeWJa6sI6oKCkIkePDBB5kyZQqOkm7knafT6SK+aki1atWYMGECEyZMKO9QBCEgK1euZN++fUGt3iJJEn369CE6gBXCkWbGjBlkZGTwyy+/FNsWzGKxMGDAAKZMmRLm6CLX0KFDee2111Rvr9frw/r5XhnPP5GuXbt2zJw5M+zHrVu3Lo8//njYjysIpSHpdMT0uZGYPjeWdyhVjjc3F0mrDaj6heJw4MnICGFUQmXgzcnh5EMP4di3H8XlgvPVFT3p50if+ibpU6aS9OwzxN9xRzlHKgDE3nQTnrNnOTft3WITjiSDAV3t2tSbPdtvtTl3Whr5y5YVvu4lUJxObJs24TxyBEPDhqWOX7i8+LvuJH/VKtVtviSTifh7RSJpIGL79yfj/Q9Qnc6l0xE7aFCxDycMGYJ9y9bCamAqSBYLCUPvRRNlIe6229RGUaWoaaMmFfO1IFQogbQoMmhlhndNQasRnQaFimvR5hP8a8ke7G7vRYlGAD4F7G4v+8/k0X/6erKt4SvbfuRcAfvP5IVk3wPb1A7JfsMlMcbID49dy4PdGxJr0hFl0BJl0BBt0GLQynRvUp0F93fi7k7hSZSpKPpdWTOg1aNmvZbuTcK3gmCsOP9UOGN6NMKk8jUz6mQe7N4QWRbDZEGIJGPHjlW9rSzLtG7dmubNm4cwIkGouiZPnkxBQUFQ92kymZg4cWJQ9xluWq2WJUuWMH36dBo3bozFYiEmJoaYmBjMZjMtW7bk448/5rPPPkOWxdiwSEpKCl26dLmobZY/sizz8MMPhziq/yfOP4IgCMKFJL3+ryQQ1WQZ2SAqXgvF8xYUcPSOO7Hv3lOYuHLJ75hit6M4HKS9NomsTz8tpyiFS1UbOZK6M2Zg7tgRyWBAjopCjipsxaSJj6f6mNE0+PqrEivOZX/xRUDHVbxesubNK0voQjFMHTqgTUgI6Dlx/fuHKJrKSVerFuYOHUDl9Z8kyyQMvbfYxy3XXntRO7QS9ydJRPfpo3r7qshfZSMfhclFV0qi/qtQCfRtmcyS7ams+/Oc34oqeo1MSnULY3qIMtZCxXU6x86/v9tbbHWcIh6fQkaBk2eX7ObDe9uHJbYtx7KRg3xaMepkPry3PRZDxe+LGmPU8eSNzXj0+iZsOZZNltWFQSvTqnasaK1VDKNOw/S72zJ2wdYSK2YZdRo+vLddWBND+pw//6wV558KY1C7Ony34zRbjmXh8PM5atDKNE+OZliXlPAFJwiCKjVr1mTq1KlMnDjRb4siSZKIioriU3EDVhBCZv369UHdn9ls5pFHHqFbt25B3W95kGWZkSNHMmLECHbs2MHRo0cBaNKkCVdeeWU5Rxe55syZQ9u2bcnJyUHx07LAbDbzwgsv0KBBg7DFVrNmTd58800mTJggzj+CIAgCmthY5OgovJlZqp8jG40YQ9QKUqgc0l57Dc+ZM+B2+91OcThIn/omUddeiz4lJTzBCX5ZOnXE0qkj7tRUHAcOoLhcaKtXx9S2rd9qRheyrluvqqrRXzwerBsCbOcoqCJJErXfeYfjQ4ei2O3+tzUaqfn6JGSLJUzRVR41//MKRwfdhjcvz28Cr2QyUX3MGPT1i1+sL8kydaa9w4lR95fY1lAyGqn91puiVVoJ/C2NKhr9DAWKajxKwBRJkrx+/qivBykIYSTLEh/c046+LZMx6mQuLRohSYVtmK6sE8tXY7qormggCJHo09+Oq24T6/Yq/PJHOpkFxff3DSa724svgB62AFpZQqeRMGgvfuNa9BrizTpmDruaHk0rV69bnUamS6Nq3Ny6Jr2vSBKJRiXo1TyR94e0w6TTYNL9fXhj1muIMmiZN/JqOqQEttqgrGRZ4v2i849WnH8qAo0sMWtEB3o0Szw/Zrg4OU2WwKTT0CElgQX3d0avFdUGBCESjRs3jqlTp2I0GjEa/34ejY6OJikpiQ0bNtCkSZNyiFAQqoZA26cZjUZMJhNRUVEX/b/FYsFkMvHCCy8wadKkYIZY7iRJom3btgwaNIhBgwaJRKMS1K9fn02bNlGnTp3LttIr+tx/+eWXy6UC1kMPPSTOP4IgCAJwvsLC8BFIBoP651gsWLp2CWFUQkXmzc8n74elKCUkGhVRvF5R3SgC6WrXJvq664jp2xdzhw6qE40AfCUktVyO4lTX4lcInKlVS+rPmY0cE4NkNv/tcclk/CvRKFZUyCkVXa1apCxaiDYpCekyyVqSXo9kMFDj4XFUe/CBEvdnbt+euh/PQI6KKuY1ZTD3TQAAIABJREFUMyGZTNR+522iuncPyvdQmUnFrQCSJOl74BZAIbD2aYqiKGKWrBgdOnRQtmzZUt5hVHl/puUza/1Rlu05i83txaCV6dqoGg92b0S7enEBteMpciLTxsYjmVhdHuLNeno2q0GcWWQ7lofUHDu/HsrA6vQQa9LRo2kNqkWpv6CrDFq/+BN5DvW5nwatzMQ+zRh1bej79n63I5VnF+/GeklrN3+MWplFo7uw+sC589VhvCTFGLi7Y32ua574t0QAoerKd7hZvC2VOb8e5WyeAwmJ2vEmHry2If2vqlXuiTyXO/90aViN0T0a0q5efKnOP4Ece8vxbJxuL9WiDPRqnkhUJagGFmr7Tucxa/0RVuxPx+7yYtTJdG9agweubchVdePKO7yIIknSVkVROpR3HJFGjP/LX3p6Op988gkfffQRGRkZaLVaWrRowcSJExkwYAA6nS7gfebk5LB06VIyMjKwWCz06NGDxo0bhyB6oSR5eXksXbqUc+fOYTKZuOaaa0RLogiTkJBAdna26u0tFgurV69m7969zJ8/n+zsbGJiYrjjjjsYOnToZZNLhKrJ4/Hwv//9j8mTJ7N79248Hg8JCQncf//9jB07luTk5HKN73Lnn+bNm/PUU0+V+vwTyLGXLVtGTk4O0dHR9O7dm7p164bseELVI8b+lyfG/pWT4nZTsH497tOnkTQaDE2bFlYhUXkPx5OdzeEbbsSnoq2sZDKRNHEi8XffVdawKyXF48H622+4TpxAkmX0jRphvvrqkN5PizTZX35J2qTXS6yiciHJZKLZ1i1IojVvpXDsnnuxb90a0HP0jRvT6H//DVFEAoDP6STvxx/JmjUb16lToChoq1cn/t57iBs0CE1MTHmHWOEpHg8Fa9eS+clMnAcOoHi9aGJjib39NuLvvAtdUmJA+/PZ7eT98AOZc+biPn268DVLTCRh+HBiBwxAEyWqUBXxN/b3l2zUBvgZqB7g8USykR/igqPy2XEyh9eW7mfnyRxkScKnKGg1Eh6vwo1XJPFMvxbUilPf/1Eovb2nc3nth/1sOZ6NRpbw+hS0soTHp9CrWSLP9mtBvWp/z1KtbJweLy2eX4YvsOJBDOlYj9cGhX4Fba7NTcfXVpTY4u1CKdXMrPpnzyp14SgIwfLroQxe/3E/f6YVIF1wnvL6FAa0qc3TfZsTbxHJsULZiQmHyxPj/8rl9OnTTJw4kW+++QadTofL5UKr1eL1emnXrh1Tpkyha9eu5R1mlXDu3DmeeuopFi5ciFarxeVyodFoUBSFVq1aMXnyZHr27FneYQoUVnmZOXMmbpWrr+vVq8exY8fE2F8QSuHQoUNMmDCBZcuWodVqcbvdaLVaPB4P3bt3Z+rUqbRu3bq8wxQqATH2vzwx9q9cFJeLcx/NIPuzz8DrRfF4Cpflyxq08XFUf/gRYgcOUDVmsW3fXtiyxV+LTZOJ2P79SX7pRTEOuoTi8ZA5cyZZc+ehuN3nXwsJZBlNdDTVx44h7s47q8TPLW3KVLJmzQroOZJOR5N1a9HEiUVzlUHON4s5++qrfj9PLiQZjdR45BGqjbovxJEJglBZ+Rv7F7ucXVGUHZIktQL6ACnASxRWOVoOiOaOggD8sj+NcZ9vw+G+OGnCeb6gzA+7z7DuUAbfjO1KoxpRl9mDECzr/8zggflbsLsvrpZT1Bjs531n+fVwBl+O7kKLmqHLIPb5lPMT+eW3SkAKqBjd/wvXwoZYs46+rZL5787TqhKiTDoNY3s2qhIXi4IQbIs2n+CF7/cWe55avPUUaw6c47uHu5EUI1r1CYIg+HP48GE6d+5MTk4OHo8Hx/ne7k5n4Yhzw4YN9O7dm08//ZTbbrutPEOt9E6dOkXHjh3JyMi4bALL5s2b6devHx999BHDhg0rhwiFC40fP565c+eqSjYym808+eSTYuwvCKWwfft2evbsSUFBAT7f/4//i85Ty5cvp0uXLvzwww8iGVMQBKEEPqeTE8NH4Ni/H8Xp/NvjbpuNsy+/jGPPbpKee67EsYu5bVtSvviCsy++iGPfPhSvFzyFN2ckixlZb6D6Q2OJv/deMQ66hOJyceLB0dh37EBx/L0VlMdmI+2NN7Dv3EXN116t9D+/UlcnElWNKo2Yfjdx9tVX1T9BUYi7bVDoAhIEoUrz2ztDUZR04FMASZJeojBv+2dFUd4KQ2yCENEOpRfw8Ofb/zaBeyGfArl2N3d9vJF1E3th1ImiX6FwKtvGg5/+PdHoQj4F8h0ehnyykXVPXRfU1kH5DjdLtqXyybojnMqxgwIWg5bBHeowsmuDsFdT0mtl4sx6sqwu1c8x6TQ0SQxfQtyEPs1Y9Ud6ia3edBqJetXMDGhTO0yRCULlsfV41mUTjS7k9imcK3Ay5JONLH+8B7JoSSgIgnBZLpeLXr16kZWVddEE7qXsdjvDhg2jadOmXHll6CtGVkVer5frrruO9PR0vN7ix/92u50xY8bQvHlzOnbsGMYIhUs1bdqUcePG8cEHH2Dzs/rWYDDQtGlTHnzwwTBGJwiVQ25uLr179yYvL8/vdjabjf79+7Nv3z7RVk0QBMGP0888W2yiURHFbidn8RIMjRsTf/fdJe7T2KwpKV98juv4cfKWLcOdlo7GYsbUth1RPbojacTcweWc/c9/ik00KqLYHeQtW4a+UUOq339/GKMLP32DBkhms+qqNgCSXo8cJRbDVxayyUTS00+R9tokv+8LKKyYVn3sWFHVShCEkAkklbXX+T9fhigWQahQZqw5jMtT/M3tIooCNqeHpbvPhCGqqmnW+qO4vepacjk9PpZsOxW0Y289nkXX11fy+rI/OJltR1EKS8AVOD18tvE4N7y9hvdXHaK4lpWhMrxLfQxa9R/xPkVhYNs6IYzoYnXizXw5pgvxZh1G3eXjNOs1NKoRxcIHOotEPUEohXdW/Ok30aiI16dwNtfBr4czwhCVIAhCxfTtt9+SnZ3tN9GoiMPhYNKkSWGIqmr66aefOHPmjN9EoyIOh4OXX345DFEJJZk8eTLjxo3DaDSi0+n+9nhUVBRt27Zl1apVGI2i2qIgBGru3Ll/VdwricvlYvr06SGOSBAEoeJyp6VRsGKF30SjIordzrn33kdRcZ1QRF+/PtVHj6bmv58n8cknib6ul0g0KoYnO5vcb78rMaECCl+LzBkfo6hs3VtRxfTtAwH8vqHTEXfXnaWviCREpPg77qDGo48iGY2Xr1oly0hGIwnDh1HtgcqdgCcIQvlSfXZRFGXN+T+nJEm6SpKkhyRJeu7831eFMkhBiDRWp4f/7jqNV2X+iNXl5cM1h0MbVBXl9HhZtPkkbpUvhs3lZcaaI0E59p7UXIbO+p18hweb6++THW6vgtPj472Vh5ixNryv/5BO9VFbMdaglbmldU1iTX+/6R9KzZNjWPlkTx67vgnVLHpMOhmLQYNeK9MkMYpXBrTiu4e7EW/RhzUuQagMzuY6+P1olurtrS4vH68NzmejIAhCZTR58mQKCgpUbevz+ViyZAnZ2dkhjqpqmjJliurXQlEUVqxYwdmzZ0MclVASSZKYPHkyu3btYvTo0SQkJKDT6bBYLPTt25fvv/+eDRs2ECdW3AohlJeXx44dO9i6dStpaWnlHU7QKIrC1KlT/VYOu5DL5eKjjz5S1dpQEAShKspeuDCg7X12O9ZfN4QomqotZ/HigNp/KT4f+StXhTCi8iebzcQNGoRkMKjaXtJoSBgyJMRRCeWh2n0jSfnic2JuvhnJYEAym5HNZiS9nujevak/by6J48dX+taCgiCUr4D6CEmSVA1YANxwmcdWAPcqinIuSLEJQsQ6mmFFK8uA+gzyI+esoQuoCjudo27l3oVSc+24vT50mrJl849ftOOySUaXsru9vL38Twa2qUNybHhW6daINvD2HW14/Msdfiub6LUyteNNvDSgVVjiulS8Rc/Yno0Z3b0Rp3Pt2F1eYs06EqPFamZBKIv9Z/LQa2WcHvXnqT2puSGMSBAEoWLbs2dPQNsbDAYOHDhA586dQxRR1bVjx46AtjcajezZs4fk5OQQRSQEokmTJkyfPl1UVRHCas+ePbzxxht8/fXX6PWFi1mcTiedO3fmmWeeoU+fPuUcYdnY7XbOnAmsmrbP5yM1NZWUlJTQBCUIglCB2bdsRXG5VG+vOBw49u0j6tprQhhV1WTfslVVVaMiitWKY88eYvrcGMKoyl/ixAnYtm3FdfSY3wpcktFI8ksvoatdO4zRCeFkbNGC2lMm43vpRTzp6Sg+BW1iIpooS3mHJghCFaF6pl2SJD2wnMJEo0vTICWgN/Dz+e0EoVJze32qq8YU8fmUsLfSqgpK81rISHjUlqUqxq5TOaRm21VvrwCfbjxWpmMG6qYra/LBPe2INemw6C8uxauTJQxamc4NqvHtuG5EGQLKPQ06WZaoE2+mSVK0SDQShCBwe32FHzwB8PjEOUoQBKE4alp2XcoVwASFoJ7H4wn4OeK1EISq64svvqBTp0588cUXOBwO8vLyyMvLw+l0smbNGgYNGsSjjz5aoe/XuN1uNAG235EkSXw2CoIgFEMJdLzp81X61l3lpTQ/V5+K9ncVnWw0krJgAZZu3ZD0erikTbFsNiNHRVHzjdeJG/CPcopSCCfZbEafkoKhYQORaCQIQlgFMrv8ANCG/5+6ulzCUevz271f9tAEIXIlxxpxBVAtAiDWpFNdrvCPs3nMXn+U7SdycHt9JMcauadTffq0TEavFb11L5QYbcDtCeymoF4rY9SV7ef45ZaTOD3qJ51cHh+LNp9kQp/mZTpuoK5rnsSW53rzy/40Fmw6wdlcBwadTPv6CYzsmkJKdTHwFITKKDnWiDfACZMaUerKLwuCIFRF1atXD6gVl8vlorbK1aNnz55lxowZfPvtt+Tn5xMbG8uQIUO47777iI+PL23IEevUqVPMmzePgwcPotPpuPrqqxkyZAjR0dGqnp+YmKi6jRoUJiepfS0EQahcVq1axahRo7Dbi18oZLPZmDVrFjVq1OD5558PY3TBEx0djRxAixkoPE8lJSWFKCJBEISKTVenNvYdO0DlfRXJZEKXLD5TQ0FXt25hGzWfurkYyWBAX6dqjP1li4W6H7yP69QpshcswPb77/icLrTVqxN/x2Cie/cuTEQShPM8586R8913uA4fBknGeMUVxP6jP5qYmPIOTRCECiyQZKPBF3w9H5gNnAWSgVHA0POP3YFINhIquZqxJponR7PzlLqWM3qNxN0d65W4XWaBkwc/3cre07m4vQre81UmjmXa2J2ay7NLdjPtrjZc11xcvBSJM+u5OiWeXw9nqtpeK0vc1r52mfvUpmbbCbQISK69fFa46DQyfVvVpG+rmuVyfEEQwu/K2rHEmXWqWj0CmPQahnWpH+KoBEEQKq7Ro0fzxhtv4FBZwr9p06Y0atTI7zYej4dHHnmEOXPmIEnSRfv+448/eO6555g4cSIvvvhimceukSA9PZ3hw4ezatUqoLCFEcDChQt5/PHHefDBB5kyZQq6S1blXmrcuHE8//zz2Gw2VcdNTk6mdevWZQteEIQKafz48X4TjYrYbDYmTZrE+PHjVSc+RhJZlhkyZAjz5s1TXYnv+uuvJzY2NsSRCYIgVEzxd91F/i8rUVSON/H5iL6xcrftKi/xdwwmd8kS9a3UFIWYfv1CG1SE0depQ9JTT5V3GEIE8+blceZfz1GwZg1I0l+t9/KWLiV9yhRi/tGf5OeeQzaIhaiCIAQukGUvrSisarRUUZQRiqKsVRTl4Pm/hwM/UFjdqGUoAhWESDO2Z2PMenVlqiVJYuj5SVyXx8eh9AL2ns7lbO7/D5JzbW7+8d6v7DqZg8Pt+yvRqIjV6SXf4eGhBdv4aa/6VdVVwZiejVS/FlpZYmS3BmU+ZmkqTGnkij9JJAhVWUVqrSBJEqO7N8Kksoqboijc1r5OiKMSBEGouMaMGaM64cdisfDU+Zu9iqJw5MgRtm/fzqFDh/CdX5Hr8/kYPHgw8+fPx+l0/i2JyWaz4XA4ePPNN3n00UeD+82Ug7Nnz9K2bVt++eUXnE7nX4lGAFarFbvdzieffEK/fv1KbJM2cuRI1edks9nMxIkTK0WyliAIgdm5cyeHDh1Svb0sy8yfPz+EEYXWE088gV5l9QKz2cyECRNCHJEgCELFZWrXDm21auo21umI7nPjX5VBPOfO4di/H+ehQ/jUJsgIxTK2aIG+fn1QM57XarFccw3a6tVDH5ggVBDe3FyO3nY7+atXo7hcfyUaASgOB4rTSd73/+X4sGH4RItdQRBKIZDZ8qI6apuLeXzL+b8r3hIgQSiFPi2T6N0iqcSJXJNO5vmbWwDw6g/7aPvKcga8t547Z2ykx5RV9HlnLd9uT2XC1ztJz3fgLqFcjsPtY/zCHWRZxYm/yDWNqzOwTW1MOv8JRyadhsdvaEqjGlFlPubVKQkBt2JrmiQ+HgWhojmZZeM/P+yjzUs/0/CZpTR+dim3vLuO/+48HXA7zXC7p1M92taLL/GzyqiTmXZXW6KN/itJCIIgVGXJycm8//77mM1mv9uZzWb69OnDLbfcwvTp00lJSeHKK6+kZ8+etGnThlq1avH6668zffp0li9fXmJ1HqvVypw5c/jxxx+D+e2E3a233kp6ejpud/GVPm02Gxs2bOCVV17xu6/4+HjmzZuHyWTyu53JZOLaa69l1KhRpYpZEISKbcWKFSUmL17IarWyZMmSEEYUWi1btuS5555TdZ4aOXIkvXr1ClNkgiAIFY8kSdR57z2kEj5T0WrRJdYg6ZlnyFu+nKN33smh63tzfOgwjt15Fwe7dOXMiy/hOnYsLHFXVrXfeRvZYvGfcKTVoo2Pp+YrL4cvMEGoAFL/OQH32bPg51pccTpxHjhI+htvhDEyQRAqi0Bmyov6RXUu5vGi/88rfTiCUHFIksTbd7bhjg510WtlDJdUujHrNZh0Gl4e0IqGNaLo/dYa5m44htXpweryUuD04PT4OHA2n2cW72L5vjTcXnUrdBVFYdHmE6H4tiokSZL4z8BWDO9a/7KvhUmnwaiTefqmZozu4b+dhVqD29dV27YbAItew5ggHVsQhPCYue4Ivd9aw7wNx8ixu1EAj09hz+k8nv5mF72mruZklsqS2uVAq5GZM/JqbrgiCYNWRqe5+KaMRa8hyqDlvbvb0adlcjlFKQiCUHGMHDmSjz/+GIvFQlTUxcnrBoMBg8HA0KFDmTp1KldeeSVPP/00J06cwGazkZeXh9VqJS0tjZdeeoknnngCq9Wq6rhWq5VJkyaF4lsKiz179rBz505Vk/42m41p06bhKmFF5eDBg1mwYAHR0dF/ey30ej1Go5Hbb7+d77//Ho1GXQVUQRAqF6vVWuJnyaXy8/NDFE14PPvss7z66quYTKa/JR2ZTCYMBgOPP/4406dPL6cIBUEQKg5js6akfL4AbVLS35OOZBnJaMTUqiX1Fizg9NPPcHriUzh27kJxufAVFOCzWlHsdnK+/pojA28l76efy+cbqQQMDRqQ8uUidLVqXf61MJkwNGlCyjdfq69IJQhVgOtUKrZNm/wmGhVRHA5yvlmMT+V9CkEQhCKS2vLjkiStBHpS2ErtM2AucBZIBkYC955/bI2iKNeFINZKoUOHDsqWLVtK3lCoUNLzHXy28Ti/7E/H5vISZ9YxuH0dBratzZFzVgZ/9Bt2tzeox0yMNvD7v3oHdZ+VQWaBky82n2DZ7rNYXV5iTDpub1ebW9vVIcqgDeqxnvpmF99tT8VRQnUTSYIaUQZ+ffo6dJrA268JghB+8zYc5fUfD/j97JYlqBZl4MfHrqV6VGT3tD6ZZWP+b8dY92cGTo+PGtEG7ulUj76tkjFoxSSsEBySJG1VFKVDeccRacT4v/Kx2WwsWrSImTNnkpGRgdls5uabb+ahhx7CYrHQunVrUlNT8XqDN/43Go38+eef1KlT8Vpejh49mlmzZqn+eURHRzN37lwGDRpU4rYOh4Ovv/6ajz/+mLS0NEwmEzfeeCMPP/ww9erVK2voEaegoICFCxeyfft23G43jRo14t5776V27drlHZogRJz33nuPCRMm/K1NpT8333wz//vf/0IYVXjk5eUxf/585s+fT05ODjExMQwePJhRo0ZRXbSWEYJEjP0vT4z9Kx/F58O64TeyP/0U14kTSFoNhpYtqTZ8OIbmzTn16GNY161FcTj97kcyGqn70UdYOncKU+SVj6Io2Db9Ttb8+YXVomQZY7NmJIwYjunKK8s7PEGIOOlvvU3mnDmqko0AJJOJ5Of+Rdxtt4U4MkEQKhp/Y/9Ako3GAB9QmFB02U3OP/awoigflibQqkBccFQ9t3+4gS3Hs4O+X0mCw6/2Q5ZV9CsWQsLp8XLXxxvZfzqv2IQjWYIog5bFD3WjcWLZ27cJghB6uTY3HV9bgVNFmzSdRmJwh7q8dqu4qSEIYsLh8sT4v2p57bXXeOWVVwKa3FYjNjaW77//nu7duwd1v+HQpUsXNm7cqHp7jUbDf/7zH55++ukQRlWxOBwOnnzySebMmYMsy39VxTIYDEiSRM+ePZk5c6ZIOhKEC5w8eZKmTZuq/jyOjo5m1qxZDB48OMSRCULlIMb+lyfG/lWLfdcujg8fgWK3q9peV78ejZYtQ/LXDkwQBCFITjw4GuvatQE9J+G+kSRNnBiiiARBqKj8jf0DKbExC9hOYVIR5/+WLvg3wA5gZmmCFITK6Himld2puSVvKFRIBq2GhQ92ZnCHuhh1Mmb9/1cH0WkkDFqZq1MS+OHRa0WikSBUIF9tPYms8saP26uwZFsqNlfJrWEEQRCEys3r9fLOO+8EPdGoKlK7KKoqsNvtdO/enTlz5mC32y9qv+d0OnE4HCxfvpw2bdpw7Nix8gtUECJM3bp16datm+oJXY1Gw8CBA0MclSAIglCZZM6eg+L0X9HoQp70czh27QphRIIgCIIgCOGluqeQoihuSZJupLCFWp9LHpaAn4F7FUVRV49NEKqA5fvSCNV98uoWg6qqRoqisPNULnN+PcqBs/kANEmKYmS3BrStGydWUpSRQavhlYGteOqm5ny3I5Xdp3JxeXzUSzBzW/s61E0wl7wTQRAiyldbTgXU+lIjS/x6KJMbrkgKYVSCIAhCpNu5cyd2lauaA+V0OmnQoEFI9h1qrVu3ZvPmzarbqJnNZpo0aRLiqCqO0aNHs2fPHr+/W16vl6ysLK6//nr+/PNPZFm0bhYEgPfff5+rr76a/Px8v9uZzWZmzpyJTqcLU2SCIAhCZVCwahX4Sq6KXURxOsld+iOmq64KYVRCZaD4fFh/3UDmrFnYd+xAcbuRzWaib7yBhOHDMTZtWt4hChWAsVlTrL/9FlAbNUPDhiGOShCEykZ1shGAoiiZwE2SJLUCrgESgCzgV0VRdocgPkGo0LKsLlxe9Rccahl1MsO71S9xu9M5du6bu5njmTacHi++84lPB9PyWbEvnboJJmaPuJo68SIhpqyiDFru6VQfRNttQajwcuyugLb3+RSybYE9RxAEQah8srKy0Gg0JW9YCu3bt6du3boh2XeojRs3js8++wybzaZqe0mS+Mc//hHiqCqG9PR0vvrqK1XVsnw+H+fOneOnn37ipptuCkN0ghD5mjVrxpo1a+jduzdOp/OiymBQ2IpQlmVmzJjBbbfdVk5RCoIgCBWR4vGguAK8F+Tz4c3ICE1AQqXhycjg+Mj7cKemolxwDeXLzyf32+/I+2Ep0X37Uus/ryBpA5riFaqYuDvvJGv+p6iuh6AoRPcV15KCIASmVGciRVH2AHuCHIsgVDoWgxaNBN4QVDe6++p6fh9Py3PQf/p6cuxuvL6LA/ApYHd7OZxupf/09Sx97FpqxpqCH6QgCBVOZoGTzceysbk8RBt1dG6YQLSxaq3wNekDmyiWZC5qoyiEjsfr4/ejWaTnO9FqJJonx4g2lYIgRAyLxRKS9l8Wi4Vnnnkm6PsNl9atW9OyZUu2b9+Ox+O/7ajJZOKRRx5Br9eHKbrINnPmzIAq0ebn5zN58mSRbCSo5nA4WL16NRkZGRiNRjp27Ei9ev7vNVQ0bdu25fjx43z22WdMnTqVo0ePoigKCQkJjBkzhrFjx1K7du3yDlMQBEGoaDQakGVQWb2ziBwl7mEIxfPm5XHszrtwp6XB5a6dvF4Ur5f8ZctIdbmo/eZU0blCKJa+Th3M7dtj3by5xOpGksFA7MCBaKIsYYpOEITKQqS9CkIIdWqQgEGnweYK7KLDH6NO5s3BV1EtyuB3u8cX7SDH5vKb6ORVFPIcHsYv3MGi0V2CFqMgCBXPH2fzeHv5QVYdOIdeI+NTFGRJwuPz0b91LR69vkmVaQvYq1kin2Ufx60yU9TtVbg6JSHEUVVtdpeXj9ceZs6GY3i8CgoKEuDxKTRJjGZ87yZc30K0sRMEoXy1bt26xGSaQJnNZu6991769esX1P2G23fffUe7du3IyMgo9mdkNpvp1KkTL7zwQpiji1xr164NuDXfjh07QhSNUJlkZGTw6quvMnPmTGRZxufzIcsyLpeLrl278vLLL9OtW7fyDjNooqKiGDNmDGPGjEFRFBRFEe0GBUEQhDKRJAljq1Y4du5U/RzZYsHSrWsIoxIqunPTpuFOT798otEFFIeDgtWrsa5bR1T37mGKTqiIar05lWO33Y773LliE44kgwFDkyYkPfN0mKMTBKEyEFfWghBC7evHUy1K/apck06mTpwJo06D5pKMdIteg8Wg4d272nJz61p+93Myy8bW49mqKip5fQo7TuZwIlNdWwNBECqf1QfSufX9Dfy8Lw2Xx0eB04PN5aXA6cHh9rF42yn6vbuOPam55R1qWIzomoKsclWQBHRrVI2kGGNog6rCcm1uBrwQfaMLAAAgAElEQVS/ng9WHybH5qbA6cHq9FLg9OJw+9idmsvDn29nyk9/lHeogiBUcRaLhaFDh6INoJR93bp1MRqNGAwXLyQwmUwYDAYee+wxPvzwwwq/WrVmzZps376dHj16YDQaL6pcZDabMRqNjBgxgp9++gmdrmpVVPRHTfu0S7lLWLEqCMeOHaN169Z88MEHFBQUkJeX99ffDoeDlStXcsMNNzB79uzyDjUkJEkSiUaCIAhCUFR/4H5kSwBVQLRaoq+7LnQBCRWaz24nZ/GSEivQFFFsNjJnzgpxVEJFp42Pp8Hib4jq1g1Jr0e64FpcMhqRDAZibrqJ+p99imzwX+BAEAThckRlI0EIIUmSeOam5jzx5U4cbl8J2/4fe/cdHlWZPXD8e6fPpEJCCRB6ERFEBaQooIiilKWIBQtSFLCgoqK46i6uuspPF8S1UAQEGyKIomIBARVERUBFkV4ChEB6Mr28vz8CWSBtBjKZlPN5njwhc99755C5ufPOveeeA9EWI18+2JN96Xbe/H4fW1Oy8foD1IuxcFu3Jlzbvj5mQ9mtepZtPkQghBYOAaX4YFMKD1/TJuh1RPXj8QVYuS2VJZsOkZ7vxmrSc1nLRG7r2oS6kkhRbf11NJcJb2/G6S25AptfQZ7Lx4g5G1k1qVe13x+aJETRv30Sn29LLfPYbTHqeeSa8yoosppHKcXt835kX7q91EpTTq+fed/vp2G8lRGXNqnACIUQ4nSTJ0/mnXfeIT8/v8yxVquVjz/+mDp16vD666/z8ccfk5+fT2xsLCNGjGDs2LEkJiZWQNQVo379+qxatYr9+/ezYMECduzYgclkonPnztx2223ExcVFOsRKp3HjxmiaFlJ7voSEhKDGKaX47rvvePXVV9m1axc6nY6OHTty3333ceGFF55tyKKSs9vt9OrVi7S0NAKBkue5TqeTe++9l+TkZPr27VuBEQohhBBVR3Tv3hjq1MHjcpXZTk2zWqlz371oIdyYIM6eLz2d3M8/x5OSgmYyYW3Xjpirrjot0aKyyV+3rqA1XwicW7fiy8rCUKtWmKIS1YE+Pp7kN17Hm5ZGzrJluHfvAb0OS9vziR8yGH18fKRDFEJUYTKzESLMrmvfgH3pDl75ZleJF631Ooi1GFl8V1eizAYuaBjH9Bs7nvVzHshwBN3+BwpaAB3IsJ/184mq75Oth3n8o20oFHb3/z4c/3kkl1nf7qV/+ySeH9Y+qGQ3UbX856uduHzBtXp0ev28+f0+plzXNsxRRd4L13cgx+Xlhz0ZxbbC1OvApNcz+/ZLOL9BbAQirBk27Mlg17H8oN7TnF4/077YwQ2dkjHo5W51IURkNG/enBUrVjBgwAAcDkeJSSI2m41FixZx0UUXAfDss8/y7LPPVmSoEdO0aVP++c9/RjqMKmHs2LF89NFHQSWvAVgsFu68884yx/36668MHTqUtLS00/bTrVu38t5773H++eezfPlyGjZseE7xi8rnnXfeISMjo9REo5OcTicPP/wwv4bQHkYIIYSoSTSDgcZvvcX+G2/El5FRcosiq4X44ddT65ZbKjjCmseXlUXqk09h//Zb0DSU2w2AzmYj9al/UHvMaBLHjUOrhFUOfWlpqBCrlGpGI77jxyXZSATFWK8eiRMmRDoMIUQ1U/neUYWohu65oiWvjriYtkkxWIw6rEY9ZoOOKFPB9yEXNeKLB3rSvE50uTyfyRD6n/bZrCOqh/d+Osjkpb8VtiY6ldsXKKx4dNvcn/D6yz4pLaqO9Hw3a3ceJ9ib5b1+xTs/HsTjq/77gVGvY85tnfj30Pa0TYrBbNARYzEQbTZgMeoYfkkyn99/OZe3qhPpUKu1Wev2FJvsVRJvIMDqv46FMSIhhChb79692bhxI/3798dsNhMdHY3ZbCYqKgqLxcIVV1zBmjVrGDp0aKRDFZXc5ZdfHnSlopPuuuuuUpdv2bKFyy67jL1792K3209LiPP7/TgcDrZu3cpFF13E4cOHzypuUTkppZg2bRp2e/A3Gu3evVuSjYQQQohSGOvVpfnyj4gffj2a1YouKgrNbC5oT2S1YmzSmKR/PUP9xx+v8q2RKztfejr7Bg8hf+1alMdTmGgEEHA4COTnkzF7DkcefiSkyqEVxmAIfR9RCi2CbagDTieeQ4fwHDpE4CxaQAshhKj6pLKREBWkT9t69Glbj+2pufyako3L66d2tJkr2tQhxlK+E8KLGsfzya9Hgr5AazPpubixZL/XRHuO5zN1xR9ltopyeQP8djib/36zmwf7tq6g6ES4/bwvE5New+MLfh2lFB/+cohVf6bx8/5M3P4AMWYDQy5uyMhuTUmubQtfwBVMp9P4W8eG/K1jQ1IyHRzLc2M26GiWGEWUWaZQFWHjvsyQxtvdflZvT+OadvXDFJEQQgTnggsuYMWKFaSmpvLVV1+Rk5NDTEwMV1xxBU2bNo10eKKK0DSNd999l759++JwOEoda7PZePbZZ6lbt26JY3w+H/369SuzUpLP5yMrK4thw4axcePGs4pdVD6ZmZmkpKSEtI7P52PVqlXSWk8IIYQohT4+nqSnnqLeI4+Qv+5bfOnpaEYjlrbnYWnfXpKMKkjK3fcUVJjylXyiUzmd5K1ZQ9aiRdS+/fYKjK5sljZtQB9aVwGlAhiTksIUUclcf/5Jxrz55H311f9iDgSI6dePhNGjCv4vokryZWWR/eFSst57D39GBuj1mFu2JGHMGGL6XCmtIIUQRQR9VNA0rfGJf2YqpYKr4S2EKKJtUixtk8LbcmfghQ345yd/Bj0+oBSDL5IS+TXRm9/tC7pakcsbYP76fdx7ZUuM0qKoWsh3+wiEeCOP0+tn6oo/8PgCnFw1w+fhrQ37WfTDASb0asH9V7WqdidSkmvbqlUiVVWglDqrKlq5zhCy54QQIsySkpIYOXJkpMMQVVj37t355JNPGDx4MIFAoEjSkdFoRK/X849//IMHHnig1G2tWLECp9MZ1PP6fD5+++03/vjjD9q1a3fW8YvKIy8vD6PRiMfjCXodj8dDXl5eGKMSQgghqg+d1Upsv2siHUaN5Nq+HffOnaUmGp2knE7SZ82m1q23Vqp2atZLLkEfF4evjJsMChkMxA0ahM5iCW9gZ0ifNZv0119HeTxwRmve3E8/Je/LL6kzcSIJo0dVaFzi3OV88QWpj00BQJ1Sqcr122+kTplCWlwcTRa+hSk5OVIhCiEqoVDeSfcD+4Bia3JrmjZS07TfNE2T+spCRJjNZGBk9yZYjWVnwluNOm69tIlU6aiB3D4/y7YcIpTOaH6lWL1dWhRVF7FWI7oQc4ICqqC93pk5Sl6/wu0LMOvbvcxYtavcYhQ1l6ZpWIyhn/SpHWUKQzRCCCFE5PTp04cDBw4wdepUkpKS0DQNnU5HdHQ0EyZMYNu2bUyePLnM7bz00kshJY54PB5mzpx5LqGLSiQ+Pj6kRCMAs9lMfHx8mCISQgghhCgfmYsWFSS/BEm5XNg3/BDGiEKnaRqJd09As1qDG28wUHvkHeEN6gyZixYVJBq5XEUSjQDw+1EuF8dnziTr/cUVGps4N3mrV5P62BSUy3VaotFJAYcDX1oa+2+4EW+aXB8SQvxPeabtJgIXnPgSQkTYI9ecR4+WCaUmHFmNOi5tnsBj155XgZGJyiIj34NGaJkmLq+ffen2MEUkKlq3Fgl4/eXbo9zp9fPGuj2kZAZ5F44QpbiyTd2QEuKiTHqua1/x5aOFEEKIcKtduzYPP/wwR44cwePx4HA4yMvL4+WXX6ZFixZBbWPXrtASwv1+P7///vvZhCsqofj4eM4///yQ1tE0jQEDBoQpIiGEEEKI8uHa/lfxyS8lCHi9ePbuCWNEZyf++uuJ7devzIQjzWIh6dlnMTdvVkGRgT8/n2Mv/afYRJQzKZeLtBdeIBBslSYRUcrj4cijj5X92gYC+HNzOfbCCxUTmBCiSijPZKO4ctyWEOIc6XUas2/rxANXtaJ2lIkosx6TQYfJoCPKrCfeZuS+K1vx5sjOGKQlVo0UUKEnmSh1duuJyinWYqR/+6SQqxuVJaAUb/2wv3w3KmqkO3s2x2wIvl99tMVA9xYJYYxICCGEiDyDwYDZbA55vUAIF2DOZR1ReT366KNER0cHPf7iiy+mZcuWYYxICCGEEKIcnMWcVVXCea6maSQ99ywJd92FzmZDs9lOXYhms2GoX59Gr8wkrv91FRpbzscfgxbCSWRNI/fzz8MXkCg3uV9/jVJB/j34/eStXo0/Jye8QQkhqoxS+yZpmvZUMQ9frWnamWcmbMAdJ/5ddlNUIUSF0Ok0xvVqwdjLm/PdruOFFWmaJkbRs1Ud9OWdYRBGLq+fldtSWb7lCNkOD7EWIwMuTGLQhQ2xmoK/EC3+JzHajD/ExCGrUU+jWsGVchVVw4N9W/P1n2nkucvv7dvrVyzbfJgn+od257SoOg5mOHjrh/38mpJNQCmaJUZxW7emXNgoDi2UEw9l6JgcT9fmtdmwJwO3r/QPvRajjqmD2qGrQu9tQgghiqeUYs2aNcyaNYuDBw9iMpno3bs348ePJylJKtidrcaNG5Oenh70eJ1OR+vWrcMYkahow4YN47nnnmPHjh14vd5Sx9psNqZPn15BkYnKLDs7m/nz57NixQrsdjv16tVj1KhRDBw4EIOh1FPLQgghRIUwNWuGe+fOgjtlg6AzGjE2bEj+9+vJXvIB3tSj6MxmbF27UuvGGzAkJoY54pJpmkadCeNJGD2K3JUrsX//PQG7A0NiArH9B2C7tEu5nnsLVvbSZSinM+jxyuEga8mHxF9/fRijEuUhe8mHKHsIVaj0evK+WUP8kMHhC0oIUWVoqpQ3X03TAsDJASffvUp7t9aAfUqp4Gp4V0GapjUCngb6AQlAKrAcmKqUyipr/U6dOqlNmzaFN0ghqpklm1L45yd/AGD3+Asft5n0KAWT+7VhVI+KKxlandz33mY++y2VQJA5RzaTns1P9sVSSns+UfX8mpLNrW/+iMvrL7atmlGn4QuoUicAZzLpdex89tryC1JUCnkuL/e9t4Uf9mQQUKpwf9FpYDYUJCPOub0TTROjyu05XV4/d8z/iV9TcnB6/UWW6zQwGXQ80f98bu3apNyeV4RO07RflFKdIh1HeTrXuT/I/F+IUG3atIlhw4aRmZlJfn5+4eMWiwWlFDfccANz5sw5q8o+Nd2iRYu4++67T/u9liYqKopvvvmGLl26hDkyUZGOHz9Or1692L9/P85iLhjp9XrMZjNLlizhuusq9o55UbkEAgH+/ve/M2PGDHQ6HY5TWqHExMRgNBpZtGiR7Cc1lMz9iydzfyEiw7F5MwfHjA06GUaz2dBHRxPIzz+t1ZdmNoNSxA4aRNI/nkIzGsMVcpWz64or8aWmhrSOsXFjWn71ZZgiEuVl78CBuHftDn4Fg4G6kyaRMHpU+IISQlQqpc39y7N30slkpA/KcZuViqZpLYBfgFHAT8B0YC9wP/CDpmnSt0OIcrZg/T6e/Hgbdo//tEQjAIfHj9PrZ9oXO5ixameEIqzaxvVsgckQ3FuB2aDjhk6NJNGoGrowOZ6vHuzJyG5NiTLpiTYbiLEYClsuDrm4IVHm0O5YNerDc4fN3uP5rN6extd/prE9NZfSkqZF+bK7fQx5bUNhlaFTE9MCCpxeP3uO5zPov9+z/0QlvfJgMep5e8ylPP23drSoE4XVqCfGUrCPmgw6rj6/Ph+M6yaJRqLcydxfiIr3008/0bt3bw4ePFgkIcblcuF2u/nwww+55ppryqzKIooaPnw4en1wc3lN00hOTqZz585hjkpUtDp16rBp0yaef/55GjVqRFRUFHFxccTGxmK1Whk5ciSbN2+uFAkkx44d44svvmD58uV8//33+HxSTL2iKKUYM2YMM2fOxOVynZZoBJCXl0dmZibDhw9n+fLlEYpSiPIjc38hqjbrRRdhrFcPdEGc5zaZUB4PvmPHTks0AlBuN8rjIffTT0kZPwHlL3rTW02ls1gqZB1R8TRzaK+TptejWeTmHyFEgWCuHJ5Z0ai4q4c+4BCwBCiu9Vp18RpQF5iolHrl5IOapv0HeBB4FhgfodiEqHZ2H8vn+S/+wuUtvXWO0+tn1rq99G5Tl47J8RUUXfVwQcM4xvVswexv9xZbMeQkk15Hcm0bk/udV4HRiYqUFGfliQHn8/A1bfjraB4Ot49Yq5Hz6sfg8QdY8Wvwd65oQOemtcstNqUUX/5xlP9+s5vdx/Mx6nWgwBdQ1I+zMKF3C66/uJG0zwqzZz77k5RMB55S2pkFFOS7fdy1aBNfPdir3J7boNcxvFMywzsls/d4Pmm5bkwGjeaJ0dSKMpXb8whxBpn7C1GBfD4fAwYMwG4vPWHV6XTy888/89JLL/HYY49VUHTVg8ViYenSpQwaNKhI4sCpNE0jJiaGjz76KCItGkT42Ww2Jk6cyH333ce2bdtIT0/HarXSrl07YmJiIh0emzdvZurUqXz55ZeFVc0ADAYD9957L5MmTSIuLi7CUVZ9O3bsYMaMGSxfvhy73U5MTAy33HIL99xzD7/88gtLliwp9VgB4HA4uOWWWzh48CAJCZKLIao0mfsLUYVpmkbyrDfYN/wGAvn5ECjh3JXZDD4flJFEpFwuHJt/Ieudd6l9+21hiLjqsXXrhiclpeD3Fwyjkage3cMblCgX0b174d61C+V2B7eCpmHrVK2KGwohzkGpbdROG/i/lmqPKKX+E9aoKiFN05oDe4D9QAulVOCUZTEUlFXVgLpKqRLPjkopVSGC9/iy3/lgUwq+IHp86TTod0F9XrvlkgqIrHpRSvHGuj3MWLULTeO05C69TsOk12jfKJ45t3ciziqlY2uqKct+Z0mQf482k565IzvRvcW59zdXSvHE8m0s23y4xIQ4q1FPtxYJzLrtkoJEJFHu8t0+Oj3zdZnJnydZjXoWj+tKh0aSAFqTVKdWCuU19weZ/wsRrI8++oiRI0eSl5cX1Pg6deqQmpoadKUe8T+rV69m2LBh+P3+IhWkoqOjiYuL48svv6Rdu3YRilDUZO+++y5jx47F5XIVW8XUbDaTlJTE+vXradCgQQQirPr8fj8TJ05k/vz5eL3e0ypGmUwmdDodtWvX5siRI0Ftz2q1MnXqVB555JFwhSwqIZn7F0/m/kJEliclhcP3P4B7716U11uYVKRZLBAIYOnYEde2bagykmlPMtSrR8u1ayQBH3Dv28e+wUOCTkjRzGaaf/YZpkYNwxyZOFe+48fZ3ecqlMcT1Hhz27Y0/2hZmKMSQlQm5dVGbd2Jr5RyiarqufLE969O/cABoJTKA9YDNqBrRQcmRHXkDyiWbTkUVGIDFFTTWLX9GA5PcJn1Sil+OZDF62v38NJXO1iwfh+pOcH1dK5uNE1jQu+W/DClD/f3aUXzxCgSokwkxVkYdGEDlozvzgfjukmiUQ13d+8WmI1lTxuMeo3W9aLp1jwBpRQbdqfz6prd/OerHby98QAZ+UHeIXHCjFW7Sk00goLqZhv2pPPY0t9C2rYI3srfU9GFcGLF7fPz9sYDYYxIiLCTub8QFWzmzJlBJxpBQVu1tWvXBj1+3759zJgxgyeffJJp06axefPms4iyeujTpw9paWnMmjWLzp07U79+fRo0aMCVV17J4sWLOXDggCQaiYhYu3YtY8eOxel0ltgu2e12c+jQIXr16oXL5argCKuHe++9lwULFuB0Oou0pvN4PLhcrqATjaCg4twrr7xS9kAhKi+Z+wtRTZiSk2m2bClNFy+m1ogRRPXsSXSfPiTecw8t161FuVxBJxoBBPLycG7ZGsaIqw5zs2ZEdeuKZi67fZZmNhPdq6ckGlURhjp1iBs6pCAprwyaxUK9RydXQFRCiKoimDZqJzP4m1JQ2ag/Be3Sapo2J77vLGH5LuBqoDWwuqSN7Nixg969e5/22A033MDdd9+Nw+HguuuuK7LOHXfcwR133EF6ejrXX399keUTJkzgxhtvJCUlhdtuK1rS8aGHHmLgwIHs2LGDcePGFVn+xBNPcNVVV7F161YeeOCBIsufe+45unfvzoYNG3j88ceLLJ8xYwYdO3Zk1apVPPPMM0WWz5o1izZt2rBixQpeeumlIssXLVpEcnIyixcv5vXXXy+y/MMPPyQxMZEFCxawYMGCIss///xzbDYbr732Gh988EGR5SdPQL/44ot8+umnpy2zWq2sXLkSgH/961+sXn36S5eQkMDSpUsBmDJlCj/88MNpyxs1asTbb78NwAMPPMDWradPPFu3bs3s2bMBuOuuu9i58/Tdp2PHjsyYMQOAW2+9lUOHDp22vFu3bvz73/8GYNiwYWRkZJy2vE+fPjz55JMAXHvttTidpyfLDBgwgIcffhigyH4HlXvf8wUU9mYD0Se1xXVoO9nfvlVk/dp97sJUrznO/VvJ2fA+ep1GnzX/LkyIKGnfy3J4OJDhIHHAQ6io2uT+8S32rQX7QazFQLPEaMxGXY3e966uwfseyHGvpH3P4vJx2GEiYcBD+AOQuWo2nmN7C5frNI3aDZrw1uplfLT5MOPHj8N+PIVAQKFOLDfXa86N9z3B04MvYNKEsaUe9/42eAhfb9lD4JQLDZYmFxLf42YA0j74B8r3v+Sl1zUN61838cxTBa+Z7Hvlt+8dynJyKMtB3eH/RGe0kLf5M+x/fVdk/fojngcga+My5i/dwk//jS1cVtmPezX5PRfKZ9+rZspl7g8y/69O74Mgx6Jw7nsbN24sMr40drude+65h/r16xc+Vty+53A42LlzJ7m5uRiNRjweDzqdjilTpmCxWGjZsiW1atUCaua+Z7PZaNOmTY3e90COe5XluDd48OAi+1ZxfD4fe/fu5aKLLmLMmDGy74Ww79ntdjZv3kygpPYyZ+nIkSNFfv9Vad+T417o+141I3N/eQ+U41A13fcan7rvvfM2zi1bCioeATMaNKSWwcBHOdksz8kpsv4bjZKJ0jRenzOHFdv/LLK8Ru57gQCuI4fpaTQyKragpe3Ig2fcbKjTMaB1G56YNq1G73tV7rinFO7jx6jjdPJC3XoA/PtYGn8VJvdroNM4v3t3FnQtyL2V457se6eqtse9E2r6vleaoJKNlFJ5mqbVBSzAvpCeofo42Qy+6Kzj9MeL9AvRNO0u4C4oKPcshCibBgTZ5bGQUidWLEVarosDGQ4CSuHy+jGcOL92Mpkhx+nl98PZtGsQV8pWhKiZYiwGrkiuS5tLklm+9TAmgw6/ruCPTq9pJMVbuKxdfeZ+v5e53+3D6fXjP6U6WUAp/AHFqu3H2HTgO5p4Su+PfjjbiaZRkOocBAVs2p91lv87URpNK/PwWuw6QlRhZz33B5n/C3E2zqY1QVnr5OXlsXXr1sKL6p4TZeFP/uxwONi2bRtt2rShbt26IT+/EKL8bNu2LaTqZoFAgIMHD4YxouopJSWl3BON4OyO4UJUIjL3F6KmCPX9SgP0oTSIqeZ0Oixt22KNjUV3NK3ggszJ36mu4PdkrFePhDtGorNYIIQqUiLCNA1zq1ZYAVNUNN7Dh9GMJvD6QAXQx8ZhbNgAU9OmYQ1Deb14jx1DZ4sK6/MIIcqPVlJZ4iIDNW0L0AGYoZR6KKxRVUKaps0G7gTuVErNLWb5c8AUYIpS6vmStiN9m4UIjlKKS55ZRaY9uD6xAFEmPVueuhqTofgPAL8cyOLWuRtxeks/saYBCdEm1j92JWaDPpSwRRXhDyjW7jjG7G/3sjMtj4CC+nEWxvRoxsALG2A1yeteFrvbx5+puTg9fmpHmTg/KRadTuOrP45y//tbyvw70+s0miTYWD2pV4knpoe/sYGfQ0weSq5l5btHryx7oAjJ13+m8cDiLdjdpSeInWTSa4zq0Ywp17UNc2SiMimtd3NVU15zf5D5vxDBGj58OMuWLQv6IrjNZuP777/noosuKnZ5bm4uTZo0ITs7O6ht/fjjj1xwwQVBPffvv//Of/7zH7744gucTiexsbHccsst3HPPPTRq1CiobYiKtXnzZl566SVWr16Ny+UiPj6ekSNHMn78eJKSkiIdnqDg7ti///3vhUmBwTAajRw7doz4+GKv/4ti1KpVK6jjYqg6dOjAr7/+Wu7bFZWXzP2LJ3N/ISq3g+PGY//226DvctYsFpLnzMHx40ZyPlqOPzcXzWwmquul1B41CmsNbj0c8HjIX7MW76EUAIyNGxPTqxeayRThyER5cO/di+/oUTAYMLdogSEhIWzPpXw+8lZ/Q8bcObj+3I5mMKB8PkxNmpBw553EXtuvIHlNCBExpc39Q0nJfY2Ca/BDNU2LLWtwNXTyDoaSyp3EnjFOCHEONE1jVI+mmEtIHDqTUa9xU5fkEhONAF5ZvQtXGQkQUFAdxenx88W2o8GGK6qQgxkOek5bw8T3tvDjvkyyHF5ynF52HM3jnyv+oPOzq9iwJz3SYVZ6UWYDnZvWpmfrOlzQMA7diQpH01ftLDPRCAoSvo7muPhhb0aJY/JcvpDjspdRLUmcnSva1MGoC37aqGkat3VrEsaIhAg7mfsLUcEmTZqE1WoNenyTJk1KTDQCWLhwId4TLRLK4na7mTZtWpnjXC4XQ4cO5dJLL2XRokUcPXqUnJwcUlJSmD59Oq1ateIf//gHwd7UJcLPbrdz7bXXcvnll7N48WLS0tLIycnhwIEDTJs2jebNmzNt2jR5zSqB3NzckBKNoCDZKDc3N0wRVU+OMFQYiImJYfLkyeW+XSEqkMz9haghEkaNQgvhM4cuLo6UMWPImDMX7+HDBPLy8Kenk/v5Sg7ccisHx44lUEOr9+hMJmKvuZqEMWNIGDOG2L59JdGoGjE3b05U9+5EdekS1kQjf3Y2+264gSNTpuD6fRv4/Si3G/x+PHv3cvRfT7P3ugPyMAIAACAASURBVP54jxwJWwxCiHMTSrLRTuA7oAmwWdO0BzVNu1bTtJ5nfoUn1IjbceJ76xKWtzrxvaTezkKIEN3cpTGGIMuUGnQ67ujerMTlx/IKkhqCPYVs9/iZ9e1eALLsHjbsSWfNjmP8cSRHTkRXYUdzXPzt1e9JzXEWm5Ti8PjJd/sYveBnftqXGYEIq7adaXnsS7cHPd7p8TP325K7s8Zagur2epooqUoVFga9jgm9W2A1lv37NRt09Gxdh0a1bBUQmRBhI3N/ISpY165dadWqFQZD2e//NpuNp59+utQxL774InZ7cPMSv9/PkiVLyMvLw+12s379ej7//HPWr1+P2+0uHDNo0KDCakZ+/+lzSbfbjcvl4qWXXuKJJ54ofDw7O5u1a9eycuVKfvnll7C0LxLF83q9XH311axduxaHw1HkNXO5XLhcLqZOncoLL7wQoSjFSXFxcZhCvEDl9XqJja2J90OePZutfOfomqZhtVq5/vrry3W7QlQwmfsLUUPYLu2CsX590Adx/tBgIJCVhfJ4CpIfThUIoFwuHD/9zMHRo1EhJkwLISDgdnPg9pG4d+1GlZC0pxxOvEePsv/mEfiyQuuAIISoGKFcxVsDhdfpmwMvljBOhbjdqmLNie9Xa5qmU0oVniHUNC0G6AE4gY2RCE6I6igx2sz8Ozozct5POL0lVyuxGHW8duvFJNcu+aTZ3uN2TAYdbl/wJ/f3HMvn7rd/YdVfxworLPkDinibkbsub84tXZtglJ7NVcoTy38nx+klUEa+mMsb4N53N7NxSp/Cij2ibDuO5qEP4felgO1HS74TeUCHBvx+OLfUv/9TGfUa114gbTDC5a6ezfnjSC5f/5lW4mtiNuhomhjFjBs7VnB0QpQ7mfsLUcE0TWPlypV07tyZtLS0EqsS2Ww2Jk6cWOqF7UAgQEpKSkjPbzAYuO+++1i2bBmapqFpGkoplFKMGzeO5s2bs2HDBpxOZ6nbsdvtTJ8+ne7du/Pee++xdOlSzGYzUJCwFBMTw0MPPcQ999yDJcyl4E/eJFFSy9rq7s0332Tr1q24XK5SxzkcDqZOncpNN91E06ZNKyY4UUS/fv148sknQ1qnTZs20kItREOGDGHhwoVFku+KczL50+crvuKsTqcjNjaWb775pvA4J0QVJXN/IWoITdNoPO9N9l0/HH92NpTwHofZDD5fmUlEyuPB9dcOsj5cSu0RN4chYiGqr+yly/AcPAhlVSQOBPBlZpIxew71HpVqmkJUNmdzlVzxv6Qj7ZQvzvh3taKU2gN8BTQF7jlj8VQgCliolAq+pIMQokxdmtXmwwnd6NS0FmaDrjDpx2TQYTHo6NAojnfv7MoVbeqWup1AWdklxXD7Anzxx1E8vgB5Lh95Lh8Oj58j2S5e+OIvbp69EVeQSRAi8o7nufluV3qZiUYn2d0+vt8t7dRCEVCKoMuHneAv5QUZcnFDVAgb1Gkat3eX1l3homkaL9/UkQf7tiLeZiTKpEevgU4rqChlNeq5oVMyy+/uQZS5Ouadi5pE5v5CREb9+vXZunUrw4cPx2KxEBUVhaZpGAwGoqOjadiwIa+++ir//ve/S91OIBAIuRqp3W7nnXfeIS8vj9zcXHJycsjNzSUvL4+ZM2dy3333BV0pye12M3jwYN5//31cLhc5OTnk5OSQn59PamoqTz75JN26dQtb+6dAIMD999+PxWLBbDYzbty4oBILqhOlFNOmTQu6ZVQgEODVV18Nc1SiNO3ataNt27ZBj4+OjubRRx8NY0TV06RJk4KuIGUwGHjrrbc477zzsNlsmEymwkpGZrOZq6++ml9++YV27dqFOWohwkvm/kLULMb69Wm+/CNirroKzWQqaKumaWAwoNlsGJKSiOrWNbjqR4Byuch8803phiBECJRSZM6diyrjxpBCXi/ZH3xAQKqICVHphHolqLREomqZZHSGu4ENwExN0/oA24FLgSsoKKP69wjGJkS11a5BHB+O786BDDurtx8j1+Ul2mygd5s6tKwbE9Q2Gtay4g2hqtFJJeVBOL0Bfj+cwz3vbubNkZ1D3q6oeF9sSyWUm7rtHj+Lf06hZ+s64QuqmmkYH3zP88J1apW8TozFyIReLXhj3d4yqxtZjDoGXthAWneFmaZp3NWzBaN7NGPdzuPsSMvD71c0qm3lmnb1sZkkyUhUKzL3FyICEhISeOedd8jKymLZsmUcOXIEs9lMp06duOKKK4Kq0mMwGKhVqxaZmcG3xVVKlVi9wxPiCc1AIFBquzSn08n27dsZMGAA69atK/fKQzNmzGDu3LmFcb/99ts0atQo5KoxVdn27ds5duxY0OM9Hg9vvfUW//d//xfGqERZpk+fTr9+/cqsIGYwGGjQoAHDhw+voMiqjwsuuIDRo0czf/78UpPxbDYbTz75JCNGjGDEiBFs2rSpsCVhYmIigwcPpkGDBhUYuRBhJ3N/IWoQQ2IijWZMx5eVRd7XX+NLT0dnMmHp0AFb587suuxyCOEzgC8zE/euXVhal9SNUQhxKs/u3WfVFs3x449EX355GCISQpytUK4IXRG2KKoIpdQeTdM6AU8D/YDrgFRgJjBVKRX8mUwhRMiaJEQx+rJmZ71ui7rR/HGk/O4edvsCrN+dzs60PFrXCy7pSUTO8Tw3Lm9oCWdHc4LMrBcAXNKkFjEWI3ZPcHfOR5n1jO5R+t/0xD6tyLB7WLLpUIkJR1ajnstaJfLvIe1DjlmcHYNeR5+29ejTtl6kQxEibGTuL0Rk1apVizFjxpz1+uPHj+ell17C7XaXY1Tlx+12s3nzZjZu3Ei3bt3KddufffbZaUkEDoeDzz77rEYlG6WlpRW2gApWdnZ2mKIRwerZsycLFixg1KhRuFyuYpP2LBYLDRo0YO3atdK66yzNnDkTnU7HnDlz8Pv9p7WtNJvNaJrG3//+99MqR3Xq1IlOnTpFIlwhKoTM/YWomQy1alHrhhuKPB4IsQKpZjDgz8gor7CEqPZ8mVloBkNITRKUUvjk70yISifoNmpKqXXBfoUz4EhTSqUopUYppZKUUialVBOl1P3ygUOIyu/eK1piMwVX/jRYXn+AN7/fV67bFOFhNha0fAqFxXg23UZrLk3TGN+rOVZjcH9nBp2Oa9rVL3ObT//tAmbefBEXNorDYtQRYzEQYzFgNeppVTeaZ4dcwKxbL8Ggl9dLCFG+ZO4vRNV19913o9NV7rmBw+HgxRdfLPftNmzYEP0pbR90Oh1JSUnl/jyVmcViCbmVhdFoDFM0IhQ33HAD69evZ+jQoVgsFuLi4oiLiyMmJobExESeeOIJtmzZUuP26fKk0+mYOXMmv/32G+PGjaNBgwbExcWRnJzMpEmT2LVrF48//ni5V10TorKTub8QolCISesohWa2hCcWcdaUz4c/O1tab0WYCgRw/vEH+d+vx7F5M/58OzqzCUL8vKZpGjqL/J0JUdlIrwshRI3R74L6rP7rGJ/9llpmS6Zg+QOwfnd6uWxLhFfnprUxG/U4gqy6YzHqpIXaWbitW1PW7DjOj/sySq0kZTXqmXdHZ0yG4C4C9j2/Hn3Pr8eBDDv70u0oBY1qWWklVcWEEEIIUYyGDRsyZ84c7rzzzjJbMkWKUop168r/fq1nn32WlStXFlY3MpvNYUlqqszat29fYlu8knTp0iVM0YhQdezYkSVLlpCens7WrVtxOp3UqVOHzp07n5ZIJ85Nq1ateOWVV3jllVciHYoQQghRqVgvvBDHxo1Bj1c+H2ZpoVYpKKVwbNxIxptvYv9hI5pOh/L7MbdqRcKddxJ7dV80kynSYdYI/nw7We++S+Zbb6GcTtDrQSmUz0fM1X1RISaBKZ8PywXS2UCIyibkZCNN0+oDfYBGQLH1ipVST59jXEIIUe40TWPasA7UjTHz5vf70GnaaUlHUSY9aOD3K1y+4NttucopcUmEV+emtahlM+HwBHexSSm4sXNymKOqfvQ6jbkjO/HUx9tYuvkwOij8e9IAq0lPnNXI67deQsfk+JC33yQhiiYJUeUbtBBCCCGqpVtuuQWbzcaYMWPw+Xzk5eUVLouKisLv9xdpIVTRwtHmLTk5me3bt/PJJ58QCAQYOHAg9erVrNan0dHRjBgxggULFgSVdBQdHX1ayyhROSQmJnLVVVdFOgwhhBBC1DAJY8bg/O031CmtiUuk1xPb/zr00XK+MtICHg+HH5yEfcOGguQWQPkLrt24d+wg9amnSH/tNZosfAtDYmIkQ632vGnHOHDLLfiOH0cV85k397PPC/6h00ExrZOLY+3QAVOjhuUZphCiHGihlJXWNO1RYCpQam1ppZTcZlSCTp06qU2bNkU6DCFqvFyXlw83HWLNX8dwePzUiTFzQ+dGaGjc994W8t3B3wXbqm40X0/qFcZoRXn59LcjPLzk11Ir7kBB1Z0bOyfzz0HtKiiys5ee72b19jSyHF5sJj3dmidUmmo/Gflu3vv5ID/szsDtC5AUb+HmLo3p1jxBSvILUQ1pmvaLUqpTpOOobGT+L0Tkeb1eVqxYwcKFCzl+/DgxMTEMGTKEwYMHk5ycHNFko+TkZA4ePBix56/O9uzZQ8eOHcnPzy91nNFopE2bNvz666+VvvWeEEJUFjL3L57M/YWoHlQgwL4hQ3Hv2QNlJK5rNhvNly3F1LRpxQQniqWU4tDE+7F/9x3K5Sp5oMGAsWFDmn+0DJ3NVnEB1iABl4u9f/sb3kOHwV8+N+prFgvJs2cRJdVohYiI0ub+QVc20jStL/DvYhadzFbSzvhZCCEqrViLkdGXNWP0Zc1Oe9zt84d0ELMa9dzcpXH5BifCZkCHBhzMdDBz9e4SK1JZjXp6ta7DkwPOr+DoQnMoy8HTK/5k7c7jGHQaHl8AvU5DA1rWjeaJAefTtXlCRGNMiDZz7xWtuPeKVhGNQwghhBA1m9FoZOjQoQwdOrTIsp49e7J69eqgt3WyhZO/mJOmRqMRv99PIMg7My0WC6NGjQr6uUVoWrRowYoVKxgwYABOp7PY18VsNtOoUSNWr14tiUZCCCGEEAIATaej8fx57L95BL6jqSh3Me2edDo0s5nk116TRKNKwLl1K/bvvy890QjA58OXlkbWkg9JGHl7xQRXw+SsWIHv2PHgE43KqG6kWSzUmzxZEo2EqKRCOZMy/oyf1Ykv7cTXmUlHQghR5ZgNekZ0ScakD+5QppTi+k6NwhyVKE93927JnNsv4ZImtTAbdMRYDMSYDdhMepok2Jg6qB2v3XIxel3lfTvbfSyP/jO/Z/X2Y3h8ARweP76Awu0L4PIF2HYklzvm/8SKXw9HOlQhhBBCiEpt8uTJREUF1/IgKiqKefPmceutt2KxWIiLiyM2NpbY2Fji4uKYNGkSjz/+OFarNejnHz/+zFMtojz17t2bTZs2ceONNxZ5zeLj43nkkUfYvHkzdevWjXSoQgghhBCiEjHUrk2zpUupPXYsurhYdFFR6KKj0UVHo5nNxPbrR7OlHxLV9dJIhyqAzHnzy040OkG5XGTOm0conX9EcJRSZMyZW9jGLig6HeZWrdDMZjCcqJGi16NZrZiaNaPhjOnUGnFzeAIWQpyzoNuoaZp2AGgEbAI+Bp6hIMEoGrgZmAW8Bdyp5AhdIimlKkTll+vy0v/l70jNceELlHw4sxh1TB3Ujhs7S2WjqupghoNdx/LwBRSNalk5Pym20rf3cnn9XPbCN2Tke8qswmUx6vjo7h60TYqtkNhExdufbmf++n1889cxXL4AsRYD11/SiJs6N6ZWlCnS4YkaRlopFE/m/0JUbkopbrzxRj799FOcpZwQtdlsDBw4kPfeew9N08jJyWHjxo3Y7XZq1apFjx49MJlMOBwOunTpwq5du/B4irkD+pTtPf300zz00EPh+G+JYmRmZvLTTz/hcDhITEykW7duGI3GSIclRNCysrKYN28e8+bNIzMzE6vVSr9+/XjggQdo3bp1pMMTNYzM/Ysnc38hqifl8+HcsgVfVhY6qxVr+/bo4+MjHZY4xV8dLkSV8vnrTJrVSrOlSzE3b1b2YBE077Fj7Lmqb2ivhcVCvccexdapE/lr1+LPzkEXHU1Uj+5Y27cPY7SVm/J4yFu1isyFi/AeOQI6HZbzzqP2qFHYunSu9NexRPVSLm3UgJO3ea0C3CcfVEo5gXmapvUGRgF/ANPPLlQhhIi8WIuRj+7pwS1zf+RQpgO75/Ryj2ZDQVG4fwyURKOqrnGCjcYJVas388ptqTg9wbX78/gCvLZ2N6/cfHHY4xIVy+ML8OjS3/j891QCAYX3RGLk8Tw3L6/exYxVu3jkmjaMvbx5hCMN3m+Hsvlk6xFMBh03d2lMcu2q9bcphBCiatI0jXfeeYcxY8bw4Ycf4vV68fl8hcsNBgNGo5Hrr7+eN998s/CEXlxcHNdcc02R7dlsNr777jv69evHn3/+id1uP+2OWbPZjKZpTJ06VRKNKljt2rXp169fpMMQ4qy8+uqrPPzww+h0OhwOR+Hjc+fOZf78+QwaNIiFCxdiNpsjGGXwUlNTeeONN8jJyWHYsGFcfvnlkQ5JCCGEKJFmMGDr3DnSYYgSqEAgpOQWAM2gJ5CbE6aIaq5Afj6awRDS66F8Pvx5eZhbtsTcsmUYo6s6HFu2kDJ+Avh8BOz2wsfz09Kw//QTxqQkGr85F2P9+hGMMngBj4fs9xfj3rcPW8cLiR00SJKlqpFQko1Onh3LAQqPEpqmxSmlcoCdFLRQuxNJNhJCVHGJ0WZWTrycDXsyeGPdHn49lI3Pr4i3GRlxaWNu7tKYxOiqcRIvknz+ADvS8sh3+Yi2GDivfmylbk9WFbyxdm+RBLiSBBR89UcaOU4vcVa5a7u6CAQU49/+hQ170nH7ivazdnkLHnvpq514/QEm9K78H9I27E5n9Fs/4/IG0Gmw8IcDfDbxMpokBNfWRgghhDgXRqORhQsX8uijjzJ9+nQ+/vhjHA4HNpuNwYMH8+CDD3L++ecHvb1atWqxceNGvvvuO6ZNm8b69evxeDzEx8czevRoJkyYQIMGDcL4PxJCVCcvv/wyjz/+OK5iWoN4vV68Xi8rVqxgwIABfPHFF+j1+ghEGbyjR4/SoUMHsrOz8fl8zJ49m0WLFjFs2LBIhyaEEEKIKkjT6dCMRpTXG/Q6yh9AFx0dxqhqJl1UFMof3LWLkzSDHl2Qrc1rAudvv3Fw9JjiW9EphXI48Ozfz77rh9P84+UYEhIqPsgQKL+fg3eMwvXnnyiXi5zly3Fs3kLS1H9GOjRRTkJJNsoC6gM24Mgpj4/WNG0+0P/Ez1JzTghRLeh0Gpe1SuSyVomRDqXKyXZ4WLB+Pws27McbCKDTNAIBhdmoZ3SPptzevSmxFkl+ORt70/NDGm/S69iXbqdjspT2rS4+/T2VjXszCpOKSuL0+pmxahfXtU+q9Ek7z3/xV+H/J6DA4fEx+9u9PDuk5pbKFUIIUfHatWvH3LlzmTt37jlvS9M0evbsSc+ePcshMiFETZWSksJjjz1WbKLRqZxOJz/88AOLFi3ijjvuqJjgztKcOXMKE42gIPbJkydLspEQQgghzpqta1fs330X9HidxYKpmVzOLm+GunXR16qF7+jR4FdSEN29e/iCqkKUUhyaeH/xiUan8vvxZ2dz9F/P0GhG5a7/4ty6Fddff6FOfJ5RTifZy5ZSd9KD6OPiIhydKA+6EMaeTDCqDfx5yuMvAhlAlxM/S905IYSowVIyHVwz41teX7eHbKcXu9tPnsuH3eMn0+7hlW9202/6txzJLmPCJIoVKD2/pCitoMKUqD5eX7sbR9DVrRQLNuwPb0DlwOH2nfZzQEH+GY8JIYQQQghR07z66quntWIsjd1u54UXXghzROcuNzf3tHaVUBC7EEIIIcTZShgzBs1mC2qsZjZTe+TtaJW8GmRVpGkaCWNGo1ksQa9jPu88TE2bhi+oKsSxcSP+3NzgBvt85K9Zgy8rK7xBnaOAw4mmOz0dRdPpCZRxM4WoOkJJNtpKQZu0DkqpzcD+U5ad7ImjgI/LJzQhhBBVjd3tY/isHzie5y62vROA2xcgLdfNDbN+wOUNraSmgFpRppDGe3wBkuKtYYpGVLRDWQ72HQ/+RLzXr1j6y6EwRlQ+hlzcCKvxfx/wrUY9gy9qGNbnzHZ4mP3tHq6Z/i1dn1tN7xfX8NTH29iXLhc6hBBCVKxNmzYxYsQIWrRoQePGjenSpQvz58/HWdbdjEKIam/+/Pm43e6gxx88eJCdO3eGMaJzN2zYMGynXAy02WzcfPPNEYxICCGEqDje1FSOvfQSe669jl29erOnf3+O//e/+NLTIx1alWa7tAvWDu3RTGWcO9fp0MfHU6sKzD38ublkLFzE4Yce4tDE+zn2n+l4Dh6MdFhlihsyFH1sLOjKTkHQLBbqTX6kAqKqGrI+WIJyOIJfQacj76uvwxdQObBe2AHNYADtRCqJwYCpSRMMdeqE7TmVUjg2bSLl3nvZfVVfdl1xBftvHkHOZ5+hPJ6wPW9NFUobtbeBbODkFZg7geXAyb4cGgUJSY+WW3RCCCGqlA9/OUSOw0ugjBsv/UqRaffwydYj3NA5uWKCqyZuubQxb6zbU2Iy15na1I+hoSQbVRvH89wYDTpcQb7+AHkuH0optJMT+kpoQq8WeP0BFv+cglGv8cBVrbmiTd2wPJdSitfW7mHm6l1oGqe1ozuceZDFP6fQq3UdZt58ERaj3OEkhBAifNLS0hgwYADbt2/H6XQSOFHCMiUlhe3btzNx4kTmzZvH8OHDIxypECJSMjMzQxpvNBpJTU2ldevWYYro3HXt2pX333+fhx9+mPz8fG666aYqUZFJCCGEOBfK6yX1n1PJ/XQFSgEnL3inQcacuWTMnkP8iJupN3lykSogomyappH82mscvGscrj/+KLYNlWaxoI+Pp8nbbxckw1RSyuPh6DPPkvPxx6DTUM4TFWAMBjLfegtrhw40ePFFjPXCc+70XOmjo2jy9iL23zyioEqP11t0kKahmc0kPfsstksuqfggKylfampI45XTie/48TBFUz70sbE0efddjkyZgvfwYSzt2tHg38+F7TjnOXSYlLvuwnv0aMFx4ESVWF/qUdw7dnD0n1NpOGM60T16hOX5a6Kgk42UUuuAdaf8vFrTtNbAACAR2AF8opSSnhdCCFEDKaWY/e1enEFWK3J4/Ly2brckG4Xolq6NmbVuT1BjbSY9d/duUfizUgqvX2HUa5U68USUzGTQEWQXhUJ6XeV/vXW6ggSjB64K/0WRaV/uYMH6/cUm7HkDCgKKdTuPc/PsjSwe1w2TQU7wCCGEKH8ZGRl06tSJo0ePFmknBJCfnw/AHXfcgdfrZcSIERUdoqgGvF4ver0enVywqrIMBkOxx4jSWEJoWxEpAwcOZODAgZEOQwghhKgQKhDg0H33Yd/4I8pdtKqGOlHFMHvxB/izcwouxFfyc3mVkc5mo8mC+eR9/TXps+fg2b0bzWhE+f3oa8VTe/QY4ocORR8dVfbGIkR5vRwcMxbn778X7heFfD6Uz4dj82b2DRlCs2VLMdavH5lAy2Bq3Jjmn3xMxuw5ZC9ZUlDlSCnQNJTXS1S3biTecw/W9hdEOtRKRTOH1tUCvb7sal6VgLl5M5otfj/sz+NNTWX/9dcXJLkFip77D5yoGnXonntp9MpMoi+/POwx1QRBJxtpmtb4xD8zlVL5AEqpVGBOOAITQghRtWTaPRzPC768O8ChTCd5Li8xFmOYoqp+6sZYeG5oex7/6PfTKrKcyWrUc027+lx9fj1+3JvBrG/38u3O4wSUQkOjW4sExvVqTo8Wieh08uG1qmieGI2/rNJhZ2hTPyZM0VQ9vxzIZMH6/WUmRbp9AbYfzeW1tbsrJAFKCCFEzXPnnXeSlpZWZhKBw+Fg7NixXHnlldSvpCeSReWyc+dOXn75ZRYuXIjdbkfTNNq0acPkyZO58cYbsVql6mlVctFFF/HDDz8EPd7j8dC2bdswRiSEEEKIUGV/uBT7jz+hXK5Sxymnk7wvvySvz5XE9u1bQdFVL5rBQOy11xJ77bX4MjPx5+Sgs9kw1K1bJRK4jv/3vwWJRqXtK34//pwcDt19D82WLa244EJkSEig3pTHqDPpQRw/b8KfnY3OasHSvj3GupWzKlOkRV3aFefWX4smmpVAM5uxdugQ5qiqjsOTJuHPyys20ehUyuXi0P0P0Pq7b9FFVd7kw6oilFub9gP7gLuKW6hp2khN037TNO3X8ghMCCFE1eLw+NGHmLRi0GlBV0IS/zP04ka8NPxCos0Gokynt3myGHWYDTpu7dqY5wZfwNiFvzBqwc+s+esYvoAioAra2H2/O51xi37h5jkbsbulKGFVYTXpGXZJQwxB/q1FmfVMOKW6VU33xrq9uHzBHXNc3gAL1u/H5w++ZZ0QQggRjLS0NFauXIm3uHLyxVBKMWvWrDBHJaqD559/ngsvvJA5c+aQn5+PUopAIMD27du57777aNGiBTt37ox0mCIEjz76KDExwd08YDAYuOmmm4itxG1BhBBCiJpGKUXG7NnFtvUqdrzTScbs2WGOqmYw1K6NuVkzjPXqVYlEo4DHQ9Y775aZlAaA3497715cf/4Z/sDOkc5sJvqyHsQN6E9Mnz6SaFSK+BtvIJS2BvrYGGyXdgljRFWHe+8+XH9uB3+Q1xuVInvFivAGVUOUZx3lROCCE19CCCFqmHibEW+IF+W9AUWsVDU6K/07NOCXJ6/iuaHt6dEigfPqx3BR43gmXtmKH6b0Ycq1bZnw7mY27E7H4fFT3BTV4fGzNSWb2+f9JAkVVchdl7cIqrWXToN4q4mrz5cqCAC5Li/rdhwPqQ2dLxDg212Vu++1EEKIquett94KabzL5eK///1vmKIR1cWMkGZ7CgAAIABJREFUGTP417/+hcvlKjaRLT8/n6NHj9K9e3cOHz4cgQjF2ejfvz/16tVDr9eXOdZkMvHoo49WQFRCCCGECJbrjz/xZWaGtI575y48hw6FKSJRWeWvWRtSoonyeMh8+53wBSQqnCEhgdhBg9CCaIusWa3UeXBSlUikqwjZi99HBZtoREFiZ9aC0M7NiOKVZ7JRXDluSwghRBUTYzFyYXJ8SOt0bVYbi7Hsk6aieGaDnr91bMg7d3bliwd68tHdPbj7ipbUjjLx3e50ftqXictXehKR2xdge2ouK7cdraCoxblqnGBj7u2dsJn0lPRZwqjTSIw28/5dXYNKTKoJjua4MBpC+/Dl9SsOZjjCFJEQQoiaavv27biCuVv1FBkZGfhDOHEmapasrCymTJmCw1H6vEUpRU5ODk888UQFRVZ1HTt2jLS0NFQomephYDAYWLNmDUlJSZhMpmLHaJqGzWZj2bJltGnTpoIjFEIIIURpvIdS0ELsBqAZjXgl2ajG8Rw8QCCUz4mBAO7du8MXkIiIpH88he2SS0pNONKsVhJG3UH83wZVYGSVm3v3HiijTf2ZvGlpYYqmZin16pOmaU+d/Drl4atPffzE1/P8r72a9GIRQogaanyvFthMwSUP2Ux6xvWS9k7hMmvdHhye4C5IOTx+3li3J8wRifLUvWUiy+/pQd+29TAbdESbDdhMeqLNBqxGPTd1aczK+y8nubYt0qFWGmd7j4fcHSKEEKK8yXuLKG/z5s1Dpwsuwdzn87F48WJyc3PDHFXV5PF4GDBgAI0bN6ZJkyb07dsXZ5BtT8KlUaNG/Prrr4wfP57o6GhiY2MLv5vNZvr378+GDRu45pprIhqnEEIIIUoQau6ypnH2Z7JEVSWfEwUUJBsmz55FnQcfwFC3DrqoKHQ2G7qoKDSLBXObNjR88f+oM3FipEOtXOTvJ2IMZSz/J6e/DWpA3xNfJZF0WyGEqKH6nFeXzk1rs3FvBu5SKupYjDoua5nI5a0SKzC6msPjC/Dj3tDK8+5MyyPL7qFWVPF3y4rKp3W9GGbf3onjeW427c/E4fETbzPSvUUi1iCT/mqS+nEWfP7Qzu4Y9BpNE6PCFJEQQoiaqn379lit1pASGOrWrRtUGyVRMy1cuLDMqkanMhgMfP311wwbNiyMUVVNzzzzDN988w1utxuA9evX8/jjjzN9+vSIxlW7dm1efvllnn/+eb755hsyMjKw2Wz06NGDpKSkiMYmhBBCiJKZmjRBBUqvPH8m5fFgSm4UpohEZWVq1gydxULAbg9uBb0ey3lS1bI60vR6EkaOpPZtt+HcsgXv4cOg1/P/7N13eFRV/j/w95ne0gsl9N6kKF06iChIEYVVUHAVECmWXQU7+1tR1AULgoL6VWB1wQIquiIibalKR4r0TgiQQDK93PP7I0EpKXcwM5OZvF/PM88kmXPvvKMhOTP3cz7HWLcuTPXqRTpemWSsXw+ODRuC6m6kr1w5hInKj5KKjYJxqWTss1I8JxERRRGNRmDWfTdh3KdbsObAeXj8ASiXXdvXiPytv7o0SMNbg1uwWj9E7B4/tFqBgF99YYVBq8FFl4/FRlEoLc6I227gBYaSxJn06N4wHUt+zbzi91JxjDotOtRhUSQREZWu++67D08//bTq8WazGeO5apGKkZOTE9T4QCAQ9DHlxZo1a64oBHS73Vi7dm0EE13JbDajd+/ekY5BREREKpkaNoS+YkV4Dx9Wf0yjRtBnZIQwFZVFtk6dgCAWmAi9HklDh4YwEUWa0Ghguekm4KabIh2lzEsaPBg5//4EUmWxkbBYkPLXB0KcqnxQ02P5Ur8+WXAThdwCAI4AeB3AC4WehYiIygWTXovZ97fEpyPaoFeTirAYtNCI/G3TejethAWj2uLdITfBoFPX5p+CZzFo4Q8Et2LGr0hYjFwtT7FtVKfaMKr83WPWa/BQx5rQalgUSUREpSs1NRX9+vWD0WhUNV4IgREjRoQ4FUUzqzW4ToxarRY2my1EaaJbgwYNYDD8sQBDr9ejfn2uGCciIqLrlzJqJITZrGqsMJuRMmpkiBNRWST0eiQPHwZhMpU8WKeDqUEDdrkhKmCoVg3mpk0Bnbo+O0KjQfztt4c4VflQ7H9xKeXvV2OEEAryi43+LqWcFupgREQUvYQQaFEtCTOHsOI6Ekx6LepXjMOe03mqj0mzGZFmU3fBiyhaNauaiDFd62DGioNw+QJFjjPpNWheLQkjO9YKYzoiIipPZs+ejU2bNuHEiRPwer1FjjObzfjkk0+QlpYWxnQUbfr164fDhw//vvVXSbxeLzp37hziVNFp8uTJWLZsGTIzMwEAKSkpmDp1aoRTERERUTRL6NcP9lWrYF+5EtLlLnKcMJuROGAA4rp0CV84KlNSR42Ca9s2OH/+BdJdxM+KTgddSgqqvDM9vOGIyriMaVNxaMCdCFy4UOx2asJkQpWZM6BRWQRKxQumrcTqgtvxEGUhIiKiUvJw59qwGNR1KjLrtRjVuRa3taNyYWy3uph4WwOY9dpr/o0YdBoYdRrc1qQS5jzQGjotO7AREVFoJCQkYNOmTbj55pthNpuhu2r1XVxcHJKSkvDFF1+gf//+EUpJ0WLMmDGqxwoh0KNHD1SqxG14C5OUlIQdO3bgq6++wqJFi7Br1y6kp6dHOhYRERFFMSEEMv71LyTePQjCaIC4qsOpMJsgjEakPPhXVHj+uQilpLJAaLWoOnMmkoYMgTCbISyWPx4zGCCMBtg6dEDNRQuhS02NYFKiskeXloaaC7+EqUGD/A5hmivf29dYLNCmJKPahx/A2rp1hFLGHiGljHSGcqVly5Zy06ZNkY5BREQxzutX0Pvt/+HwOQf8StF/67VCoGKCCUsf7wSrUV2LSaJY4PT68dXWk/hi80lccHphNmjRuV4a7m9XAxUTVLQrpmsIITZLKVtGOkdZw/k/EZVkz549ePvtt7Fu3Tp4vV5UrlwZo0ePRr9+/aDX6yMdj6LEww8/jHnz5sHpdBY7zmq1Yv369bjhhhvClIyIYhHn/oXj3J+ISuLPzsaFzz9H3tIfoTgc0MTFIb5PbyQOGABtfHyk41EZorhcyP3v93D9+iukzwtD9RpI6NsX+goshCcqiXv3bpyfOxee3bsh/QHoK1dG0tAhsHXsCKFVt0if/lDc3F91sZEQIh1Ag4JPt0op84QQdQG8C6AlgBwAL0sp3y+FzDGLLziIiChcztk9GDRrPU5fcMHlU6553KTXIMVqwOcPt0flRLaMJKI/hxccCsf5PxERhUMgEMDQoUOxePFiOByOax7X6/UwGo345ptv0LVr1wgkJKJYwrl/4Tj3JyIiIqJYU9zcP5i9IcYCWAHgJwB6kb/XyncAugKIB1AdwHtCiO5/Mi8RERGVglSbEd+N64hnbm+IjEQzzHotbEYdzHot0uOM+HvP+ljyWCcWGhERERERRTmtVotPP/0Un3zyCdq1aweTyYT4+HjExcXBZrNh9OjR2LlzJwuNiIiIiIiIiKhUBLNfSisAAsBmKWW2EKIdgDoArm6N9DDyC5KIiIgowswGLe5rVwND21bHsWwncl1+2Ew6VE+2QKMRkY5HRERERESlRAiBfv36oV+/fsjMzMTp06dhNBpRq1YtmEzcJpaIiIiIiIiISk8wxUYNkF9YtKPg87YF9xcAvATgaQCpyC9KIiIiojJECIHqKdZIxyAiIiIiojCoWLEiKlasWCrn8nq9mDx5MtasWYP69etj8uTJSEpKKpVzExEREREREVF0CqbYKKXg/njBfb2C+6+llG8IIaoAeBxAhdIKR0RERERERERERJFz1113YdmyZXC5XFizZg1+/PFH7Ny5k92SiIiIoog/OxvOTZugOJ3QxifA2rYNNBZLpGMRERFRFAum2OjqdxAubaH2W8HnZwvur95WjYiIiIiIiIiIiKLMuXPn8MMPP8Dr9QLI73J05swZrFmzBj169IhwOiIiIiqJ5+BBnH3zLdhXrYLQ6yGlhNBoIP1+JPTri7SxY6FLS4t0TCIiIopCmiDGZhfc9xFCtAbQpuDz/QX3qQX350ojGBEREREREREREUWOlBJCiCu+JoSAlFxrSEREVNY5N23C4bsHIW/ZMkivF4rDAel0QrHbId1uXPhyIQ717w/vsWORjkpERERRKJhio+0ABICWANYDsBV8/eeC+yoF9ydLJxoRERERERERERFFSmpqKjp27Pj7lml6vR5JSUm4+eabI5yMiIjKOn9ODs7NmoXDg/+CQ3374ejwB3Bx8bdQCrrlUWj5Tp3C8VEPQzqdQFFFwn4/AjkXcPS++6F4POENSERERFEvmGKjjy77+NKSplVSyhNCCA2AbsjfQu2X0gpHREREREREREREkSGEwDfffIOHH34YrVq1wqBBg7Bx40ZYLJZIRyMiojJKKgrOvPoqDnTpinMz34V7+3Z49u2Dc8MGnJ40CfvbtcfFH36IdMyYlz1njrrCLkVBIC8PeUuWhD4UERERxRSd2oFSyvlCiFoAxgEwAVgNYFTBw00AZAE4A+DH0g5JRERERERERERE4Wc2m/HGG29EOgYREUUBKSVOTZiIvB9/hCykU450OCABnJ4wEdLjQWLfvuEPWQ4oXi8ufP4F4POpGi+dTpx7/wMk9OsX4mREREQUS1QXGwGAlPJlAC8X8vUdyC84IiIiIiIiIiIiIiIionImb+mPyFu2DNLtLnacdLuR+fwLsLVrB11aWpjSlR++48cBIUoeeBnvwYOQigKhCWZDFCIiIirPOGsgIiIiIiIiIiIionLP4/Fg9OjRqFy5Mho2bIhly5ZFOhJRVDk/ezaky6V6fM6Cz0KYpvySHk/QxUYAAL+/9MMQERFRzAqqsxERERERkVpOrx/f7TiNg2ftAIBaaTb0vqESrEZOQYmIiIiIYkkgEMDSpUuxbt06OJ1OVKlSBYMGDUJGRkakowVl9OjRmD9/PlwuF06fPo2+fftiw4YNaNq0aaSjEZV5vpMn4TlwQPV46fEgZ/58pI0dE8JU5ZM2NRXS6w3qGGEyQRgMIUpEREREsYhXeoiIiIioVHn8Abzy371Y8MtxCAE4vQEAgMWgxYtf78LdLavgmdsbwqTXRjgpERERERH9We+//z6ee+45OJ1O2O35Cw2MRiOeeeYZdOnSBbNnz0bVqlUjnFKdL774Aq7LurJ4vV58++23LDYiUsGXmQlhMOR31VEpkJMTwkTllz49Hcb69eHeuVPdATodEvreEdpQREREFHO4jRoRERERlRqPP4B7Zm/A/F+OweUL/F5oBOQXHbl8AXz2y3EMnrUebl+gmDMREREREVFZN3HiRDz22GPIysr6vdAIyN+OzO1248cff0SLFi1w6NChCKZUz2w2X/G5Xq+H1WqNUBqi6CJ0OkDK4I7RchFSqKSMeAjiqt9pRRFaLZLvvz/EiYiIiCjWsNiIiIiIiErNpG92YfepXLh9SpFj3H4Fv2Xm4fmvfg1jMiIiIiIiKk2LFi3C9OnT4XQ6ixwTCASQk5ODHj16QFGKfo1QVrz66quwWCwA8guNkpKScN9990U4FVF0MNSoAenzBX0MhUbcLbfA2qEDhMlU7DhhNiNl1EgYa9cOUzKi2COlhHPTJhwf/Qh+a9Uae5u3wP6OnZD1xhvwZWZGOh4RUciw2IiIiIiISsVFlw8Lt5yE21/yRQS3X8E320/hgtMbhmRERERERFTaJk2aVGyh0SWKouDs2bNYunRpGFL9OcOHD8fXX3+N8ePH4/nnn8eOHTuQnJwc6VhEUUGbkABbt66ARt1lJ2G1ImXEQyFOVX4JIVDljWmIv/12CKMR0OuvfNxohDAakfrIaKSOHh2hlETRL5Cbi6P33ItjI0bCvnIllLw8SLcb/rNnkf3Rxzh4ay+ce/99yCA7vxERRQNdpANQbNt3Jg9HzjkghEDtNCtqpdkiHYmIiIhC5KutJ6ARQvV4IYAvNp/AQx1rhTAVEYXLqVOnsHXrVni9XlSuXBmtW7eGCOJ3AhEREUWPXbt2Yf/+/arH2+12TJ06Fb169QphqtLRo0cP9OjRI9IxiKJS6qhRsK9YCel2Fz9QCGjMZsTdemt4gpVTQqdD5ZcnI/WR0ciZ92/kLV8Oxe2GNi4OCf36IvHuu6FjQSXRdVPcbhy97354Dh0CCunsJr35iyzPzXwXAJA6YkRY8xERhRqLjajUSSnxzfZTeGf5AZzIcUGnEYAAfAEFddNtGN+9Hm5pVCHSMYmIiKiU7T6VB5cvoHq826dg16ncECYionDYsGEDXnzxRaxevRpGoxFSSiiKgoSEBPztb3/D2LFjob9qFS0RERFFtz179kCv18Plcqk+Zvfu3SFMRERlgalBA1Sa/BJOP/sspNtT+CCNBpq4OFSfOwcagyG8AcspQ5UqqPD0RFR4emKkoxDFlOx/fwLvkSOFFhpdTrpcOPfODCT07Qt9BV4fJaLYEfQ2akKI9kKIhUKILCGEXwjxRMHXXii4GUMRlKKDlBITvtyBiV/uxP4sO1y+API8fuS5/XD7FOw8mYvx/9mKKd/viXRUIiIiKmV+peTt066msIUwUVSbN28eunfvjqVLl8LtduPixYvIzc2F3W7HyZMn8dxzz6Fr165BXYgkIiKisi8QCAS9HUggoH5hAhFFr4TevVF19myYGjeGMJnyt/DS6SDMZgijAbZu3VBr4Zcw1mKXYyKKXlJRkP3xx5CeIgorrzlAIuc//wltKCKiMAuqs5EQYgyAN5FfpCQAXHpFeRHApILPNwP4rvQiUjR5+6f9WLz9dLFdDVy+AOasO4qqSRYMaVs9jOmIiIgolOqkx8Go08DjV1d0ZNBpUJtbrBJFrdWrV2PUqFHFFhI5nU5s3rwZQ4YMwcKFC8OYjoiIiEKpVq1aQRcb1ahRIzRhiKjMsbZujZpffgHPgQNwbNwI6XJBm5gIW7du3LaLiGKCe9cuKE6n6vHS68XFhYuQ/thjIUxFRBReqjsbCSFa4spCo99JKXcBuLRJ9x2llo6iissbwHurDqnaPsXlC+BfS39DQGE3AyIiolgx8MYMBPuX/e6WVUKShYhC7+mnn1bVscjtdmPJkiXYv39/iWOJiIgoOrRs2RKpqamqx8fFxeHxxx8PYSIiKouMdeogecgQpDz0EBLvuouFRkQUMwLZ2RCa4DYQCuTlhSgNEVFkBPNb8HEA2oKPNxby+BrkFyHd9GdDUXRavP0UhCh53CXegILle7NCF4iIiIjCKj3ehC710qDXljwh0GsFbq6dgkoJ5jAkI6LSduDAAWzZskX1eL/fj7feeiuEiYiIiCichBB4+umnYbVaVY03GAwYMGBAiFMRERERhYcwmoI/Rq8PQRIiosgJptioE/K3SVstpWxXyONHCu4r/9lQFJ1W7z8Lp1f93usOTwAbD58PYSIiIiIKt9fvaoYK8aZiC470WoH0OCOmDWoexmREVJrWr18PnU79rtw+nw/Lli0LYSIiIiIKt4ceegi9evWCxWIpdpzVasX3338Pg8EQpmREREREoWVq3AjS51N/gBCw3MR+HUQUW4IpNkovuC/qHeJLu2ao759LMUXN9mlXc3qCP4aIiIjKrgSLHt+O64B2tVJg1GmuKDrSawWMOg1a10zGt+M6IsnKiw1E0crtdkNRlKCO8Xg8IUpDREREkaDRaLBgwQI8/PDDMJlMVxQdCSFgtVpRu3ZtrF69Gq1atYpgUiIiIqLSpY2LQ1yvXoDKrdSE2YyUhx4McSoiovBSvxQVcAGIA5BUxOONCu7tfyoRRa1KCSZoBKDIkscC+RccKyWY4PD4seTXTJy84IJOK9CwUjw61U2DVhPEnmxERERUZiRaDJj7YBscz3bik43HsOd0LiQkGlaMx5A21VEtpfiVz6Seokj878A57Dp1Ef6AROVEM3o1qQibMZhpPlHw0tPTg+psdOmYQCCAJUuWYMeOHQgEAqhevTruvPNO1VuwEBERUdmi1WoxdepUvPDCC5gzZw6WLVsGl8uFatWq4aGHHkLbtm0hBN/jKy3bt2/HsmXLYLfbkZycjH79+qFatWqRjkVEEaJ4vcj7YSlylyyBcvEiNPHxiL+1J+J69YLGaIx0PIpCvjNZyJ47B3nfL4H0+2G9+WakjHgIxlq1Ih2tTEp9eBTyfvwR0uksfqDBAFP9+jDfeGN4ghFRTPBlZSFv2TIEsnOgMZthad0a5huaRDrWFYSU6ipDhBA/A2gJIBNAKwDHkd/N6EkAmwEsAWAAsEFKeXNI0saAli1byk2bNkU6RkhsO34B98zeoLrDkUErcGuTivhx9xlohIDLG4BGACa9Fka9FuO61cHw9jX4hgQRERHFnDO5bpzN86BGqvW6CoOklJi3/ijeXr4fLm8Abl8AigTMBi0UKdGveQae690Qcabw7QUvhNgspWwZtieMErE6/3e5XEhPT4fdrm6tidVqRZ8+ffDTTz/B4/HA6XRCSgmLxQJFUTBs2DC8/vrrLDoiIiKimHPhwgUcPHgQGRkZqFix4nWdY8WKFXjsscdw4MAB+P1+eL1emEwmAMDNN9+MGTNmoH79+qUZu1ic+xcuVuf+VDZlf/IJzk57AxKAdDh+/7qwWCAApD06Hkn338/rK6Sa5+BBHPnLPVDcbuDS9mBaLYRejyoz3oHtZl76LYxj4884Pno0pMcDBK69PiqMRhhq1ED1eXOhjY+PQEIiijbeEyeQ+f/+CeeGDYBGA+l2AzodhF4PfcWKqPD0RNg6dQpbnuLm/sEUG70I4EXkFxh5AJgKPs4FEA9AFHz+nJTylVLIHZNi+QWHlBLdp67CoXOOEscKAEa9BlICHn/h2y+Y9Vr0aVoJr93VlBNiIiIiihlv/7QfM1YcgF6rgRDAxw+0xk3Vi2oeei0pJZ5ZtBNfbT1VZJG3QSuQkWTBV4/cjARLeAqOeMGhcLE8/x8/fjxmzZoFr9db4litVguj0QhnEav9jEYj6tSpg3Xr1iGeb74RERFRjFi2bBkGDBgAjUYDr9eL119/HWPHjg3qHPPnz8df//pXuFyuQh8XQsBms2HlypW4MUwdEzj3L1wsz/2pbMl6621kf/wRpMtd5BhhNiP53nuR/uTfw5iMotmhfv3h2bcPKOS6scZmQ711ayEMhggkK/s8hw/j3KxZyPt+CYQ+/304KRVoLBYkDx+O5CFDoCkoEiYiKo7nwAEcuedeKA4HoBReQyFMJlR45hkkDbo7LJlKq9goGcBuAGn4o7AIBR9fchpAYynlheuPG9ui/QVHQJFYsTcL7//vEPZn2SGlRNUkCx7sWBO3NamEfWfyMGjWeji9RXc3EgA0AtBoBHyB4n/+zHotJt5WH8Pa1yzl74SIiIgo/HacuIDBs67sBJlk0WPL87eoLq7+ZONRvPTtnhK7Seq1Aq1qJOPTEW3/VGa1eMGhcNE+/9+8eTOmTp2KlStXwuPxICUlBSNGjMBf//pXaLVatGjRAidPnoTv0qrHQuh0Omi1Wng8nmKfy2g0okePHvj2229L+9sgIiIiCjuv14uUlJQrOkGazWZs27YN9erVU3WOX3/9FW3atCmyYPtyycnJOHr0KGw223VnVotz/8JF+9yfooN97VqcGDsOsogCxMsJsxkZb0xDXJcuoQ9GUc1z8CAOD7wrv3tGITRWKyq98jLie/YMc7LoEsjLg3v3HkiPG9qkZJgaN4LQaCIdi4iihOL14kC37gicP19o4eflhMmE6nPnwNy0achzFTf3V/0bTkqZDaAPgKxL58WVhUZnAPRjoVHsOnjWjg6vLsejC7Zi4+FsZDu8yHH6sOPkRTyzcCdaT14GvyLx6Yi2SDTrYTVorzmH1aBFolUPrUZTYqERALh8AUxffgCKoq4ojoiIiKgsO5Blh+aqmqJctx+OYgq1L6coEm8t269q21pfQGLL0RwcyMq7nqhUzuXl5aF79+7o1KkTFixYgNOnTyM7Oxv79+/Hiy++iCpVquCzzz7Dhg0b0KhRI9hstmsK5iwWC8xmM8xmc4mFRgDg8Xjw008/4fDhw6H6toiIiIjC5syZM1CuWo2s1+vx22+/qT7Ha6+9pmoeBeTPpf79738HlZGIos+5d99TVWgEANLlwrl33wtxIooFvlOnf+/IUxjF64Xv1KkwJopO2rg4WNu0hq1TJ5hvaMJCIyIKSt4PS6G4XCUWGgGA9HjKxN/4oH7LSSk3AagLYByAzwAsK7gfD6BeweMUg45nO3HnzLXIzHXD4bn24pbDG8AFlw/3zN4AnUZg47PdMXnADWhSOR6JZj2SLHrcWC0RUwc1wx1NK0NtRy0AcHkDWHPgXGl+O0REREQRUSvNhqtrqOOMukKLtAuz4dB5ODx+1c/nVyQ+WnskiIRE+RequnbtirVr18LpdF5zkczlcsHtduPxxx/HokWLsHXrVixevBi33XYb0tLSkJiYiPr162PKlCn4+OOPg3puRVEwc+bMUvxuiIiIiCKjQoUK0Fx1kdHn86nuapSXl4fPP/8cgYC6hQkOhwOvv/560DmJKHr4Tp6Ee+fOoI7x7N0L77FjIUpEsUJfqSJkMR2LNQYD9JUqhzEREVH5c/7DDyEdDnWDpYRj7Vr4z58PbagS6II9QEppBzCj4EblxFNf7ECe219iIZ3LF8DYT7dgxd+7oH+LDPRvkXHNmPdWHYIviE5F3oCC3zLz0KleWrCxiYiIiMqU5lUTMbJTLby36iAMWg0kgA+GtVS9hdrezDxV3SEv8SsS20+w8SgFZ/r06di9e3eJq+idTicef/xx3HnnnejSpQu6FNKa/5VXXlG17cclXq8XGzduDDYyERERUZljMBjw5Zdf4s4774RWq4XX68Urr7yC+vXrqzr+0KFDMBgMcBexpU1hjhw5Aiml6tcXRBRdPIcOQ+j1kCo7ngEsYaTUAAAgAElEQVSA0OvhOXQIhmrVQpiMop2xTh0YqlWDZ//+wjtqCAFb1y5hz0VEVJ54jxwJarwwGuE9fBi6lJTQBFIh6GIjKn+OZzux5VjONavwi5KV58HW4xdwY7WkQh8PBLklmiIl/NxGjYiIiGLE47fUw6BWVXE2z4NaaVbEm4puU301RUpIBDcvCnbuReWboiiYNm0aXCrb8gsh8P777+PZZ58t9PFAIHBNZ6SS+P3qu3cRERERlWU9e/bEsWPHsH//flStWhWVK6vvCqG2o9HlpJRQFAVarbrOqUQUZZQAcD3FhHyNRSpkTP0Xjtw7BIrbDVzqcqTVQuj1yHjjDWgMhsgGJCKKdUG+hwoA0h/8a4bSFFSxkRAiGcCDAFoDSELh27BJKWX3UshGZcR3O09DCWLbM7cvgM83nSiy2KhGqgW/nrqoZrtBAIBJp0VGkln18xMRERGVdRmJZmQkBj+/qZxohlGnhS+g7o1CAaBGijXo56Hya9OmTcjLy1M93uVy4YMPPiiy2Kh69eqwWq2w2+2qzqfRaFC3bl3Vz09ERERU1iUnJ6NNmzZBH5eRkQGv1xv0c7HQiK6XDATgWLMGF7/9DoHsbGji4xF/Sw/E9egBwSKDMkFXsSJkkIVDUlGgq1gpRIkolhjr1kWtbxcj+6OPkPv9EshAANb27ZE6cgSMdepEOh4RUczTpqTAf/q06vHS64U+I7JbXKouNhJC1AewCkBxe1kJIMil1lTmnb7gCmq7DkUCpy4UvRL6/nY18NOeLDi96irtJICejSqofn4iIiKiWNWtQTpkEEXgZoMWw9rXCF0gijlnzpwJ+gLV+WL2Bh8wYAAefvhh1ecymUwYM2ZMUM9PRERlx8aNG7Fnzx40bNjwuooriOgPFSpUQLt27bBixQpV441GI0aPHh3iVBSr8laswOnnnod0uaBctg2yY/VqnH7hRaRPnICku+6KYEICAGO9etClpcF37JjqY3RJiTA1bhTCVBRL9BUqoMLEiagwcWKkoxARlTvJQ4fi7PTpkCq3UTbWqQND1aohTlW8wjoTFeV1AOnILyhCwf3VN4pBFkPwu+2Z9UVfoGhZPQnpcUZV3T6NOg0Gt6wKUzHnIyIiIiovTHot7m1TDUZdydN4ASDFakCbmsmhD0Yxw2QyBX2MoZhVzjabDcOGDYPRaCzxPEIIVK9eHa1atQo6AxFReSGlRF5enurtLsPpxRdfRLdu3TB27Fh069YNkyZNinQkoqg3ceJEWCwWVWM1Gk1QRd5El1z89jucfPwJBM6fv6LQCAAUhwOK3Y4zkyfj3Acf/PF1rxeunTvh2LABrl93Bd1th66PEAKpI0dAmNV1ShZmM5IfegjierZeIyIiorBKHHin6rHCbEbKyJEhTKNOMMVGnfBH16KzADYCWI38bkeX31aXZkCKvJY1kmA1qC/2sRi06FA3pcjHhRD4YFgrWA26YguOjDoNaqZa8VSvBsHEJSIiIoppf+tZH3XSbcUWHAkAFqMWHw5vxTcVKSgtWrSAW+XqGSB/bt+uXbtix7z++uuoXbt2sQVHGo0G8fHx+Prrr/kzS0RUiAMHDmDcuHGIi4tDcnIy4uLiULlyZbz++uvIzs6OdDwcP34cr732GpxOJxwOB5xOJ1599VWcOHEi0tGIolrPnj3x4IMPwmotfmtki8WCWbNmISMjI0zJKFb4Tp3C6eeeK3EFvXS5ce6dGchbtQpnXnsN+9u1x7HhD+DEuPE4NmwY9rW/GVlvvw1/Tk6YkpdfCQMGwNy8OUQJCzqE0QhzkyZIuvvuMCUjIiK6Pp7Dh3H6H//AgR49sK9jJxzq2w/Zn/4HAbsj0tHCSpuYiIyp/4IoYTGoMJsRd+utiOt5S5iSFS2YYqNL7W3WAKgipWwnpewipex69S0EOSmCutRPhzGIzkKKlOjfokqxY+qk2/DVmJtRM8UKi0F7RdGRXitg1GnQsW4qvhzdHuYgCp2IiIiIYp1Jr8XnD7dD5/ppMOo0MGj/mEgJkV/4XT3Fgq8euRn1KsRFMClFo9TUVPTp0wcajbqXilarFU8++WSJY9avX48ePXrAZDJd0QlJo9HAarWiXr16+OWXX1C3bt0/lZ+IKBbNnDkTTZs2xaxZs+BwOOD3+xEIBHD69GlMmjQJNWvWxPr16yOaMTMz85pOdwaDAZmZmRFKRBQ73nrrLUyYMAFms/maoqO4uDgkJiZi7ty5uO+++yKUkKJZ9qefQiqKqrHS48GJMWORPe/f+R2PHA4oeXn597m5yP7gQxzqcwc8hw+HOHX5JrRaVJ31HmydOuVfjLx6G2ytFsJkgvXm9qj6/mwIXfA7VxAREYWD9Plw8qkJONx/AC58/gV8J04icPYsPPv2Iev117G/Y0fkLVsW6ZhhFde9O6q8/Ra0iYnQXDX3F2YThNGIpCFDUPnlyWViwaaQUpY8CoAQYg2AdgBeklK+GNJUMaxly5Zy06ZNkY4RtE83HsU/v90Dly9Q7DizXosHbq6huhuRlBJbj1/AvPVHceS8AzqNQItqSbivbXVUTVbXIpiIiIiovDp5wYV5649i89Fs+BWJaskW3N+uOm6slhT2FxtCiM1SypZhfdIoEI3z/507d6Jt27ZwXrWFwtUMBgOaNm2Kn3/+WfXP2+HDhzFjxgz8/PPP8Pv9qFu3LsaMGYNWrdiFi4ioMHPnzsXo0aNL/J1ss9mwfv16NGnSJEzJrpSbm4uqVasiNzf3968lJCTg2LFjiI+Pj0gmoliTl5eHefPmYeHChbDb7UhNTcWwYcPQv39/6PX6sGbh3L9w0Tb3l1JiX6vWUOz20jupENAmJ6HW4sXQJXNL71Bz79uH7I/nwL5iBRS3GxqTCdbOnZHywHCY6tePdDwiIqIiSSlxYvyjcPzvf8V2WBQmEzLemIa4ruWr3430+2FftQoXvlwI/7lz0JjNsHXpgsSBd0Ib5tfYxc39gyk26gdgEfK3T+sgpSy+6oQKFW0vOC435fs9mLPuaJEFR2a9Frc0qoA3BzeHRsMLBUSxzh9Q4PAEYDZoYShmKx8iIiofeMGhcNE6///uu+8waNAguFwuFPaa0WQyoUaNGli7di2SeRGBKOZJKZGbmwuDwQCz2RzpOOWGx+NBWloa8vLyVI3v2rUrli9fHuJURVu/fj369u2LnJwcJCUlYfHixWjbtm3E8hBR6HDuX7hom/srLhd+a9kKCJTupR5hMCD5wb8i/dFHS/W8REREFDvs//sfTox/FNLlKnGsJi4O9dathQhzgT3lK27uX2T/RCFEp6u+lAPgewC9APxPCPEhgCMAfFcfK6Vcfd1pqcyaeFtD3FgtCW/9tB8Hz9qhK9haIaBIVEgwYmzXuhh4YwZXJBPFuKPnHZi+/AAWbz8FRUpICXSul4bx3euiWdXESMcjIiKiUtC7d2+sW7cOL7zwAn744QcYjUYA+QUHer0eY8eOxZNPPgmbzRbhpEQUSrm5uZg2bRqmT5+OvLw8KIqCG264Ac8++ywGDhzI1/8h9sUXXxRa8FmU9evX48iRI6hRo0boQhWjXbt2yMrKgtPphMVi4c8HEVFZp9EAQfydUUt6vcj55FOkPfIILwoSERFRoc5/8IGqQiMAkIqCvJ9+QnyvXiFORcEqbrPWlQAKm2kKAG0KboWRJZyXoljPxhXRs3FFHMiy4+BZO6SUqJpsQaNK8XwTiagc2H78Au59fwPcvgACl/2FWL43C2sPnsPUu5uhd9PKkQtIREREpaZZs2b4+uuvcebMGfzyyy9wuVxIS0tDhw4doNPxJR9RrDt//jxat26NU6dOwX1ZS/Nt27Zh+PDhWLFiBd555x2+FxBC8+bNgz3IrW0WL16McePGhShRyYQQsFqtEXt+IiJST2M0QpuYiEB2dumfPBCAe88emJs2Lf1zExERUVRTvF44N21WPV46HLi46CsWG5VBat4hvvxdI4krC5CufozvMJUTddJtqJPOVcxE5YnXr2DY//0Mh/fa1soSgNun4G+fb8dN1ZNRMcEU/oBEREQUEhUqVECfPn0iHYOIwuz+++/H8ePH4fNd09AaDocDc+bMQbdu3TBw4MAIpCsfzp8/H9R4j8eDCxcuhCgNERHFouT77sO5996D9HhK98QaDQK56rYBJSIiovJFsdshtFrIILZy9efkhDARXS9NCY9fXTwkrroVN5aIiGLIkl2Z8ClKsWMUCczbcCQ8gYiIiIioUNu2bcPs2bMxffp0LFiwAHl5vNBDwTlx4gR++umnQguNLnE4HHj55ZfDmKr8iY+PD2q8wWBAXFxciNIQEVEsShw8CNBqS//EUkJjsZT+eYmIiCjqaSyWoAqNAEAbz9e6ZVFxnY26hi0FERGVeT/syoTDU/wff69fwZJfM/HkrQ3ClIqIiIiILlm0aBGef/55HD58GAAQCARgMBjg9/sxZMgQvPTSS6hQoUKEU1I0WL58OfR6PTwldDnYvn073G43TCZ2Ng2Fu+++Gxs3boTD4VA1XqPR4NZbbw1xKiIiiiW65GRUnfEOjo9+BPKybVP/LKkoMDVqWGrnIyIiotihMZlgatQQ7p2/qhtvsSD+9t4hTkXXo8jORlLKVdd7C+c3QERE4eH1qasy9gVkyYOIiIiIqFS98MILGDp0KHbt2gWn0wmn0wmPx4O8vDy4XC58/PHHaNasGQ4dOhTpqBQFvF4vlBK6mgL5xS1erzcMicqnoUOHqvr/cEnjxo3RsCEv7BJFoz179uCGG26AxWJB06ZNsXfv3khHonLE2q4dqs+dA2OD+hAm0x+djoSAMJuhr1oV5latAE1JG2UU0OmQOHAgNCxGJiIioiKkPDQCQmUXRAkg/vbbQhuIrktxnY2uIIT4v4IP50splxbyeB0ATQFASrmwdOIREVFZ0axqIlbvPwePv+g3u4UAmlQOrtU/EREREf05c+fOxdSpU+F0Oosc4/f7cfbsWXTp0gX79u1jJxoqVpMmTSCEKHFcQkLC79t27dy5E3PnzsWxY8dgtVrRpUsXDBo0iD9rf4LNZsM//vEPTJo0qdh/3wBgsVjw1ltvhSkZEZUmp9OJzp0749y5c5BS4tdff0WnTp1w5MgRWLgNFYWJuWlT1PrqK7h/+w15y35CIDsbmvh42Dp1hLl5c3gPH8bhgXdBulwlnktjMiHlrw+EITURERFFq7ju3WBq2BDunTshi1nEJEwmVHz2WRYxl1EqS9EBAMMBDAPQpIjH+wH4AsBnfzITERGVQYNbVStxjEmnxYMda4UhDREREREBgKIoePrpp0ssRLg0NicnB59//nkYklE0a9OmTYlb7plMJjz66KPYu3cvbrzxRrRp0wZvvPEGPvvsM3z00UcYM2YM0tLSMHnyZEjJ7qfX6+9//zvGjx8Pi8VSaAGYXq+HxWLB/Pnz0b59+wgkJKI/a/fu3fB4PL//rpRSwuPxsLsRRYSpfn2kjXkEFZ9/DumPjoelRQsIIWCsVQtV350JYTYX3eFIo4HGakW1//sQ+kqVwhuciIiIoorQ6VBt9iyYWzTP73B09etdgwHCaET6U08iceCdkQlJJQqm2KgkBb01UfLSNyIiijppcUY81qMuzHptoY+b9Rr0bFQBN1ZLDHOy6BRQJC+6EBER0Z+2fPly5Obmqh5vt9sxZcqUECaiWCCEwJw5c4rsqGEwGFC1alV0794dbdq0wbZt2+ByuRAI/LH1st1uh91ux8svv4wRI0aU67mvlDKo7dAuJ4TAK6+8gh9++AF9+vSB0WiEzWaD1WqF1WrFqFGjsGPHDtxxxx2lnJqIwiUpKQk+n++Kr3m9XiQm8v0VKlusbdui5uefIa5nTwiDARqbDcJiyb83GhHfty9qfrUI5qZNIx2ViIiIooDGakW1jz9G1ffehbVjRwiLBUKvhzYlBSnD7kftJd8j+d57Ix2TiqF6G7XiCCFMANqVxrmIiKjsGt2lDuJMery2ZC8UmV8wo9UAAQUY1r46nry1gartFsqr49lOzFl/BJ/9chx5bj+EAGqmWjGqc23c0bQyzIbCC7mIiIiIirJy5UrY7fagjtm7dy88Hg+MRmOIUlEs6NChA3744Qc88MADOH36NID8whefz4eePXvigw8+QNOmTZGXl1fseZxOJ+bPn49u3brh3nL0JuHFixcxZ84cTJs2DcePH4eUEmlpaRgzZgxGjhyJihUrBnW+Dh06oEOHDrh48SIyMzOh0+mQkZHBbeqIYkDt2rVxzz33YMGCBXC73TCZTLjnnntQqxY7R1PZY6xTB1XefAP+nBy4Nm9GwG6HNj4ellatoC3YWpWIiIhILSEErK1bw9q6daSj0HUQxa0sE0IELv+04L64pWgCQK6UkssuitCyZUu5adOmSMcgIvpTfAEFaw6cw5mLbiSY9ehcPw0WQ6nUr8asueuOYPJ/90CREr7AlX9KLQYtLAYt5o9sizrpfGOGiKKTEGKzlLJlpHOUNZz/U6iNGzcO77zzTlDHGAwGnD59GsnJySFKRbFESolffvkFO3fuhNFoRLdu3VC5cmUsXLgQw4YNU13s1qBBA+zZsyfEacuG9evX47bbboPf74fD4bjiMZPJBI1Gg3//+98YMGBAhBISUVkjpcSiRYuwZ88eNGzYEAMGDCjTi7k49y8c5/5EREREFGuKm/uXdGVYIL+4SFz1tcLIghtn00REMU6v1aBr/fRIx4gaC345hle+3wuPv/CtE5zeAFzeAAa+ux7/fbQjMhLNYU5IRERE0apChQrQarVXbF9VkkAggPj4+BCmolgihEDr1q3R+qpVhtOmTQuqq9bx48exfft2NGvWrLQjlinbt2/HLbfcck2R0SVutxsAMGTIECxcuBC9evUKZzwiKqOEELjzzjsjHYOIiIiIiEg1jYoxapdQCAAOAC9cfxwiIqLY4vD4Memb3XD5ir8AKAHkuX2Y8t/ysdqbiIiISseAAQNgMBiCOqZbt27Q6diVkv6c/fv3BzVeq9UGfUw0GjlyZJGFRpdzuVwYPnw4FKXwBQlERERERERERGVZSe8u/uOyj19E/rXQHwGsv2qcD8AJAN9LKc+WXjwiIqLo9tW2k1Db+VyRwNLdZ3DB6UWiJbiLhkRERFQ+NW7cGA0bNsSWLVtUjbfZbHjqqadCnIqofNq7dy927typerzD4cDSpUvZ3YiIiIiIiIiIok6xxUZSyt+LjYQQLyK/e9FSKeW0UAcjIiKKBV9sOgGnV/22JjqNwMrfzqJ/i4wQpipb9mbm4qO1R7D1WA78AYkqSWYMa18DXeqnQ6tR22CRiIio/JoxYwa6desGl8tV7DiTyYQ2bdqgW7duYUpGsax+/frIyspSPd7v96NevXohTBR5ixYtgt/vVz3ebrdj3rx55arYKDMzE7Nnz8ZXX30Fu92OlJQUDBs2DEOHDoXNZot0PCIiIiIiIiJSKZi+6V0L7g+GIgiRGluO5eB/+84iwazHXS2rwmZk638iKttyXN6gxvsViQvO4I6JVhedPoyctwnbT1yAz68gIPO/fuicA5uP5cCs1+LDYa3QrGpiZIMSEVFEHDt2DP/5z38gpcSgQYNQq1atSEcqs9q2bYuFCxfirrvugtfrhc/nu2aM1WpFq1at8PXXX0OjUbOjOlHxnnjiCWzduhV2u13V+Bo1aqBp06YhThVZWVlZhf77K+mY8kBRFDzxxBOYNWsWAMDtdgPI345v586d+Nvf/oa3334bDz74YCRjEhEREREREZFKqis1pJSrQhmEqCSLt5/Ck19sh9evQK/V4P/WHsH3j3aElQVHRFSGWQ3B/Y7SCAFLkMdEI7vHjwEz1+JEjhPeS1VGl3F4AnB4AvjL7A1YMKotmlZhwRERUXmyb98+tGrVCi6XC1JKTJ48GevWrcMNN9wQ6WhlVq9evfDrr7/izTffxIcffgghBIQQ8Hg8aNSoESZMmICBAwdCp4v9eQaFR58+fRAXFweHwwEpr53PXc5iseD5558PU7LISUhIgBCixP8el4uLiwthorJBSonhw4fjyy+//L3I6HIOhwMAMH78eLjdbowZMybcEYmIiIiIiIgoSFzOSFFj0je74PYpUCTg8SvIynNj0daTkY5FRFSsno0qwKhT/+dWkRLtaqeEMFHZ8Or3e3HigqvQQqPLuXwBjJi7CYqi/oINERFFvxdeeAF2ux0+nw9+vx8OhwNPP/10pGOVeTVq1MCbb76Js2fP4ueff8aqVatw6NAhbNmyBYMHD2ahEZUqnU6HH3/8EXFxcRCi6K1vLRYL7r//fgwePDiM6SLjlltugcViUT3eZrOhf//+IUxUNixevBgLFy6E0+ksdpzT6cSTTz6JI0eOhCcYEREREREREV03FhtR1HB6A1d87g9I5LqDa09ORBRu97SpFtT4FlUTUTVZ/QWKaOT0+vHF5hPw+hVV4+0eP9YcOBfiVEREVJacO3cOivLH3wkpJc6fPx/BRNHFZDKhQYMGaN68OSpXrhzpOBTDGjdujF9++QWtW7eG2Wy+oqDNZrMhPj4eL774ImbOnFlsQVKsaN++PdLT04M6ZtCgQSFKU3ZMmTLl9+5FJQkEApgxY0aIExERERERERHRn8ViI4oaXeqnwXBZdxCdVqBT3bQIJiIiKll6nAn3tqkGs15b4liTXoOnb28YhlSRtWxPFjRBzEAcngDmrj8SqjhERFQG/eUvf4HVav39c4vFUi66ohBFo3r16mHDhg3YsmULJkyYgPvvvx+jRo3C+++/j7Nnz+Kpp54qF4VGACCEwNtvvw2z2VziWIvFgn/+858wmUxhSBY5p06dwtatW1WP93q9+OCDD0KYiIiIiIiIiIhKA3uoU9SYOqgZ/v75DqzedxY2ow7/7N8ETTISIh2LiKhEz/duhAtOH37YlXlNlzYA0GoAg1aLmUNuRLOqiRFIGF6ZF12quxpdciLHFaI0RERUFj344IPIysrC1KlTIaXEmDFj8Oijj0Y6FhEVo0GDBnjppZciHSPi+vTpg+nTp2PcuHHweDxXdGm7xGKx4LHHHsNjjz0WgYThderUKRgMBrjdbtXHXLx4EYFAAFptyQs2iIiIiIiIiCgyWGxEUcNi0GHmkBsjHYOIKGgajcC0Qc3w4+6KeG/VQew6lQuDVgMJwK8o6N88AyM71UKtNFuko4aFXqspWN0uVR9zeWc7IiKKfUIIPPPMM3jmmWciHYWIKGgPPvggbrzxRkyZMgXffPMNDAYDAMDj8aBz586YOHEiunbtGuGU4XHpew+GEAKaYFqhEhEREREREVHYsdiIiIgoDIQQ6Nm4Ino2rogzuW6cyXVDr9WgeooFFkP5+nPcJCMBOo2AV+V4vVbgpupJIc1ERERERFSaWrRogQULFuDixYs4fPgwFEVB1apVkZZWvraDr127Nnw+X1DH1KtXr9xsvUdF83q9+Prrr7Flyxb4/X40atQIgwYNumKbVSIiIiIiIoqc8nV1k4iIqAyoEG9ChXhTpGNETMvqSUi2GOD0qtsaTSMEhrevEdpQREREREQhkJCQgObNm0c6RsRYrVYMHToUH330Efx+f4njbTYbJkyYEIZkVFZJKfHWW29h0qRJUBQFeXl5APJ/lsaOHYtHHnkEU6ZM4TZ7REREREREERZUT2IhRD0hxAwhxC9CiANCiEOF3A6GKiwRERFFPyEE/n5rPZj1Jb85bNRp0KFOKqqncPUqEREREVE0evLJJ1VtpyaEgNVqxeDBg8OQisqqp556Cs8++ywuXrz4e6ERADgcDjidTsycORMDBw6EoigRTElERERERESqi42EEG0BbAHwMIAbAdQCUOOyW/XLPiYiIiIqUv8WVTC8fY1iC46MOg3qpNsw/d4WYUxGRERERESlqW7duvj8889hsViKHKPVapGYmIgVK1bAbDaHMR2VJStWrMC7774Lp9NZ5Bin04lly5bhww8/DGMyIiIiIiIiulownY2mALj0rkBhG6dzM3UiIiJSbcJtDfDqXU1RPcUCi0ELs14Do04Dq1ELm1GHB26uiS9Ht4fFwF1fiYiIiIii2e23346VK1eic+fOMJlMsFqtMBqNsNlsMJlMGDhwILZt24aGDRtGOipF0JQpU+BwOEoc53A4MGXKFEgpw5CKiIiIiIiIChPM1buWACTyi4p+BrAfQMmbrRMREREVoW+zyrijaSVsO34Be07nwa8oqJRgRud6aTDogtrtlYiIiIiIyrBWrVph5cqVOHz4MFasWAGHw4GkpCTcdtttSElJiXQ8ijC73Y4VK1aoHn/mzBns3r0bjRs3DmEqIiIiIiIiKkowxUYeAGYAH0kpHwxRHiIiIipnhBBoUS0JLaolRToKERERERGFWM2aNVGzZs1Ix6AyJjs7G3q9Hj6fT9V4nU6HrKysoIqN9u/fj++++w5msxmDBw9GYmLi9cYlIiIiIiIq94IpNloKYBCACyHKQkRlgNsXwNk8D7QagVSbkZ1FiIiIiIhilN/vR2ZmJnw+H9LT02G1WiMdiYiIyimr1Qq/X30TfSklLBaL6vEbNmxAjx494Pf7odFo8M9//hPbtm1Damrq9cQlIiIiIiIq94KpIpgAIAfASCHE3UIIViAQxZBfT17EuP9sQdN/LMWtb65G96mr0Pz/LcWkb3bh2HlnpOMREREREVEpOXnyJCZOnIjU1FTUr18fN9xwA1JSUtC/f3+sW7cu0vGIiKgcSk5ORvXq1YM6pnnz5qrHjhkzBg6HAx6PBy6XC1lZWXjzzTeDjUlEREREREQFVBcMSSmPARgGwApgPgCnEOKYEOLQVbeDoQpLRKHx3qoDuOu9dfhux2l4/Qqc3gBcvgCc3gA+2XAUt765Gj/uPhPpmERERERE9CetXLkSDRo0wJtvvomLFy/C6XT+fvH1m2++wS233IKnnnoKUspIRyUionJECIEJEyao6rJnMGN6kx4AACAASURBVBgwatQoGI1G1ec/f/78FZ/7fD5kZmYGnZOIiIiIiIjyqS42EkK0QH6RkQQgABgAVAFQo+BW/bKPiShKfLrxKN5cth9unwKlkOsJPkXC5Qtg3H+24OfD2eEPSEREREREpWL79u3o3bs37HY7PB7PNY9LKeF0OjFz5ky8/PLLEUhIRETl2dChQ9GgQYNii4h0Oh3S09MxceLEoM7du3dvmM3m3z+3WCy44447rjsrERERERFReRfMVmivIr+rUVHEn8xCRGHm8Qcw+b974fYpJY51+xS88PWvYUhFRERERESh8MQTT8DpLHmLZIfDgZdeegkXLlwIQyoiIqJ8RqMRy5cvR5s2bWC1WqHRXPnWtc1mQ+3atbF+/XokJycHde5p06Zh4MCBMBqNiIuLw+TJk9GvX7/SjE9ERERERFSu6IIY2xZ/dDVaD+AIAG8IMhFRmHy/MxMIYnuEo+ed2H0qF40qx4cwFRERERERlbajR49i3bp1qsdrNBrMmTMHjz76aAhTERERXSk+Ph4rV67Ezz//jKlTp2LTpk1QFAUNGzbEE088ge7du19ThKSG0WjEvHnzMG/evBCkJiIiIiIiKn+CKTZyI7+z0ftSylEhykNEYfTtjtNweAOqx3sDClbuy2KxERERERFRlFm6dGlQF2edTifmz5/PYiMiIgo7IQTatGmDzz77LNJRiIiIiIiIqAjBLAP5FvldjRwhykJEYZbr9gU1PqBI5LqCO4aIiIiIiCIvLy8Pfr8/qGNyc3NDlIaIiIiIiIiIiIiiWTDFRhMBHAYwUgjxFyGENkSZiChMkiz6oMbrNAIJZkOI0hARERERUagkJCRArw9u/p+YmBiiNERERERERERERBTNgik22gAgHoAFwCcAnEKI40KIQ1fdDoYkKRGVur7NMmA1qq8b1GkEbmmUHsJEREREREQUCrfddhsCAfVbKFutVgwdOjSEiYiIiIiIiIiIiChaBVNsVANAMgCJ/O3U9AAyCr5eA0D1yz4moijQs3EFaIVQPb5ehTjUSY8LYSIiIiIiIgqFypUro2vXrhAq5/+KorDYiIiIiIiIiIiIiAoVTLERkF9kVNQ7k/+fvfsOk7Os9z/+vrcl2dRNBQNJaIpSBAnwEwLSBAHpBwEpoSjCARRpB0QOIFgAD8RyFCwEDk1FKdKREjpKEJQiIIGYQjEkISTZvvv9/bGzsEl2NzObmd3Z3ffrup7rmXnu+5n97BJyfSf7nfvOvmNBUlEoLy3hO/ttysDy1f9VMKi8lIv237QbUkmSJEkqhMsvv5zBgwevdl5lZSU/+MEPGDrUDxpIkiRJkiRJWlVZDnOvLVgKST1m/y3Hs6yukYvvepnGpqCxOVYYH1BWQmlJ4pdHTebT647ooZSSJEmS1tTGG2/MAw88wB577EF9fT01NTUrjJeWllJRUcG5557L17/+9R5KKUmSJEmSJKnYZd1sFBHHFDKIpJ5zxP+byGc3GMX0J97kD8/Op6k5CILKijKmbjeRI7adyNhhA3s6piRJkqQ1tO222zJr1ix+9atfcfnll7N48WJKSlpWOj300EM57bTT2HzzzXs4pSRJkiRJkqRiliJi9bOUN5MnT46ZM2f2dAypQ03NwdLaBkpKEkMHlJGSOyRKkqTVSyk9GxGTezpHsbH+VzGLCJYuXUp9fT0jRoygrCyXxY8lSVJ/Ze3fPmt/SZIk9TWd1f45/0tiSmk94OvA9sBIYBHwBPCTiHhjTYJK6nmlJYkRlRU9HUOSJElSgaWUGDZsWE/HkCRJkiRJktTL5NRslFLaD7gRaN1PKQHrAVsBX0spHRYRt+c3oiRJkiRJkiRJkiRJkqRiUJLtxMyKRjcAgzqYMhC4IaW0fj6CSZIkSZIkSZIkSZIkSSouWTcbAacClUDQsqLRv4CnM+eUuT4I+EaeM0qSJEmSJEmSJEmSJEkqArk0G+2WOS8DdomI9SNiu4hYH9gFWJ4Z/3w+A0qSJEmSJEmSJEmSJEkqDrk0G02kZfWi6RExo+1A5vnVtKxwNCFf4SRJkiRJkiRJkiRJkiQVj1yajUoz5+oOxqtXmidJkiRJkiRJkiRJkiSpD8ml2ehtWlYuOiSlVNV2IKU0Ejg08/SdPGUriJTSpJRSdHL8ppN7p6aU/pJSWpZSWpJSmpFS+mJ35pckSZKUHWt/SZIkqf+w/pckSZK6T1kOc58EJmWOWSmlO2hpLFoL2AcYQcs2a0/kN2LB/A24rZ3rL7Y3OaX0Q+B0YB7wS6CClgarO1JKp0TETwsVVJIkSdIasfaXJEmS+g/rf0mSJKnAcmk2+l/gsMzjEcARbcZSm8c/X9NQ3eT5iLggm4kppe1oebMxC9g6IhZnrl8GPAv8MKV0Z0TMLlBWSZIkSV1n7S9JkiT1H9b/kiRJUoFlvY1aRDwFfJeWxqLoYNr3I6K3rGyUixMy5++2vtkAyLzB+F9gAHBMD+SSJEmSlF/W/pIkSVL/Yf0vSZIkdUHWzUYAEfHftKxu9FzmUuuKRs8BX46Ib+cxW6F9LKX0tZTStzLnzTuZu0vmfG87Y/esNEeSJElScbH2lyRJkvoP639JkiSpwHLZRg2AiPgt8NuU0iCgClgcETV5T1Z4n88cH0opzQCmRsScNtcGA+OBZRHxdjuv88/M+eMFyilJkiRpzVj7S5IkSf2H9b8kSZJUYFmtbJRSGppSeiNzXAMQETUR8VYvbDSqBi4CtqKlWaoK+BzwMLAT8GDmTUar4Znzkg5er/X6iI6+YErp+JTSzJTSzAULFqxBdEmSJEk56PbaH6z/JUmSpB7iv/1LkiRJ3SSrZqOIWAqMAyYCbxY0URZSSrNTSpHDcX3rvRHx74j474j4a0S8nzkeBXYH/gxsCHylC7Giw4GIX0TE5IiYPGbMmC68tCRJktQ/9bbaP/N1rf8lSZKkLuht9b+1vyRJkvqrXLZRexX4NDCsQFlyMQuozWH+W6ubEBGNKaVfAdsCOwI/ygy1fnpheLs3rv7TD5IkSZK6ztpfkiRJ6j+s/yVJkqReIJdmo58DVwEHppQujIgPCpRptSJi1wK9dOs6px8upRoRy1NK84HxKaW129m7eaPM+bUCZZIkSZL6LWt/SZIkqf+w/pckSZJ6h6y2Uct4DXiMlq3U/ppS+mZKac+U0o4rH4WJ2i3+X+b8xkrXH8qcv9DOPXuuNEeSJElS8bP2lyRJkvoP639JkiQpj3JpNnoYmJJ5vD7wQ+DOzPW2R1EX3imlbVNKFe1c3wX4Zubp9SsNX5k5n5tSqmpzzyTgJKAOmJ73sJIkSZK6zNpfkiRJ6j+s/yVJkqTuk8s2aq2izeO00vVE8bsE2CSlNAOYl7m2ObBL5vF5EfFk2xsi4smU0uXAacDfU0q/ByqAQ4CRwCkRMbsbskuSJEnKnrW/JEmS1H9Y/0uSJEndJNdmo86aiXpDoxHAdcABwNa0LINaDrwL/A74aUQ81t5NEXF6SunvwMnA8UAz8Ffgsoi4szuCS5IkScqJtb8kSZLUf1j/S5IkSd0kl2ajnQuWohtFxK+BX3fx3muBa/ObSJIkSVIhWPtLkiRJ/Yf1vyRJktR9Omw2SintmHk4KyLmR8Qj3ZRJkiRJkiRJkiRJkiRJUhEq6WRsBvAwLXsTk1JqTik1ppRO645gkiRJkiRJkiRJkiRJkopLZ81GrVIHjyVJkiRJkiRJkiRJkiT1I501GzVnzpullGwykiRJkiRJkiRJkiRJkvq5zpqNFmXORwKNmccJuCyl1NTJ0dj+y0mSJEmSJEmSJEmSJEnqzTprNnqaj7ZNW3krtdUdkiRJkiRJkiRJkiRJkvqYzpqN/ht4D5uHJEmSJEmSJEmSJEmSJAFlHQ1ExPMppU2BPYBJwIVAAH8CnuqWdJIkSZIkSZIkSZIkSZKKRofNRgAR8W/gOoCU0oW0rHJ0f0Rc3g3ZJEmSJEmSJEmSJEmSJBWRTpuNUkq7AQ9HRBOwc+byrIKnkiRJkiRJkiRJkiRJklR0SlYzfj/wTkrpamAo8FREzCt8LEmSJEmSJEmSJEmSJEnFZnXNRm8Bo4CjgduBBSmlG1NKB6eUBhc6nCRJkiRJkiRJkiRJkqTi0WmzUUSsA3wW+CEt26cNBQ4FfgP8O6V0a0rpyJTSiIInlSRJkiRJkiRJkiRJktSjVreyERHx54g4KyI+DmwBXAS8BAwC9gOuAd5NKd2TUjo+pTS2kIElSZIkSZIkSZIkSZIk9YzVNhu1FRF/j4jzI2Jz4OPAt4CZQBmwB/BzYH5K6ZGU0tfznlaSJEmSJEmSJEmSJElSj8mp2aitiHg9In4QEdsCE4BvAI9nhncArshDPkmSJEmSJEmSJEmSJElFosvNRm1FxPyI+ElEfA5YG/gacF8+XluSJEmSJEmSJEmSJElScSjryk0ppQR8EhgJLAL+EREBEBHvAb/MHJIkSZIkSZIkSZIkSZL6iJxXNkopnQ0sAF4AHsmcF6SUzsk0IUmSJEmSJEmSJEmSJEnqg3Ja2SildA1wJLByU9FI4GLgU5lxSZIkSZIkSZIkSZIkSX1M1isbpZS+CByVeRorDQctDUhfTintk6dskiRJkiRJkiRJkiRJkopILisbfaXN438CNwLvAGsBXwY+nhk7DrgjL+kkSZIkSZIkSZIkSZIkFY1cmo22pmUFo78B/y8i6lsHUkqXAE8Dn87MkyRJkiRJkiRJkiRJktTHZL2NGjA6c/5j20YjgIioA/640jxJkiRJkiRJkiRJkiRJfUguzUY1mfM6HYy3Xq/tehxJkiRJkiRJkiRJkiRJxSqXZqPXgQQclVI6JqVUBpBSKkspHQscScs2a6/nP6YkSZIkSZIkSZIkSZKknpZLs9E9mXMp8CugOqX0LlAN/BIoy4zfnb94kiRJkiRJkiRJkiRJkopFLs1GPwYWZB4nWpqLxmTOKXN9YWaeJEmSJEmSJEmSJEmSpD4m62ajiFgA7Au818GUBcC+mXmSJEmSJEmSJEmSJEmS+piy1U/5SET8OaW0ITAVmAKMBBYBTwDXRsQH+Y8oSZIkSZIkSZIkSZIkqRjk1GwEEBFLgZ9mDkmSJEmSJEmSJEmSJEn9RNbbqKWU3sgcx3UwvktK6ccppR/lL54kSZIkSZIkSZIkSZKkYpHLykaTgACGdzC+JXByZs431iyWJEmSJEmSJEmSJEmSpGKT9cpGWajI42tJkiRJkiRJkiRJkiRJKjKdrmyUUtqxncsbtHO9Ejg487g5H8EkSZIkSZIkSZIkSZIkFZfVbaM2g5Zt0Vol4ITM0ZGFa5hJkiRJkiRJkiRJkiRJUhFaXbNRq9TB47Yiczy0RokkSZIkSZIkSZIkSZIkFaWSLOZ01FzU3rxngDO6HkeSJEmSJEmSJEmSJElSsVrdykY7Z86JlhWLArgS+N1K8xqAeRExJ7/x1N2efmMhl9zzCsvqGjloq/F8bccNSCnbfjNJkiRJvcWcOXM48cQTmTVrFttvvz3Tpk1j6NChPR1LkiRJkiRJklTkOm02iohHWh9nGk4SMKvtdfUdL85fwtHT/0JtQzMAP3rgdeoamvnGbh/v4WSSJEmS8umDDz5gm2224b333qOpqYnZs2fz6quv8thjj/lhA0mSJKkXiAhqnnueJbfeQsPb75AGDqBy620YccD+lA4b1tPxJEmS1MetbmWjD0VENluuqRe7/fn5HzYaAdQ0NHHTX+babCRJkiT1MU8++SQ1NTU0NTUBUFdXx8yZM1mwYAFjx47t4XSSJEmSOlP91+d467/+i8b33iNqayECgOVPPMmCyy9n+AH7s9a3vkWqqOjhpJIkSeqrbCDSh8pLSyhJK1/zU82SJElSX1NeXk5kfiHRqrm5mfLy8h5KJEmSJCkby596ijnHHkvD3LlETc2HjUYAUVND1NWx5LbbmfOVrxANDT2YVJIkSX2ZzUb60GHbTKCyoozW9qKB5SWc6qpGkiRJUp+zww47MGHCBAYMGABAZWUlBx98MFVVVT2cTJIkSVJHGhcvZu5JJ7esZtSJqK2l5u8vsGDaj7opmSRJkvqbrLdRU9+37shK7jhlClc9MotldY0csOV4dv3kuJ6OJUmSJCnPKioqeOqpp/je977Ha6+9xpQpU/j617/e07EkSZIkdeL9m38Pma2QVydqa1l0002MPuVkSgYOLHAySZIk9Tc2G2kF640ezA8O2rynY0iSJEkqsKFDh/L973+/p2NIkiRJytKia68l6upyumfp/fczfN99C5RIkiRJ/ZXbqEmSJEmSJEmSJBWx5tpamhYvzumeqK6m9pVXCpRIkiRJ/ZnNRpIkSZIkSZIkSUUsGhuhJPdf6URdfQHSSJIkqb+z2UiSJEmSJEmSJKmIlQweTCotzemeVFFB+brrFCiRJEmS+rM1ajZKKQ1IKX07pXR7Sml6SmmLfAWTJEmSJEmSJEkSpJQYvs8+kGPD0bC99ipQIkmSJPVnWTcbpZTOTCk1pZQaU0obZC7/EbgQ+CJwFPBYSunjBcgpSZIkSZIkSZLUb408eiqpvDy7yaWlDN5uO8rHji1sKEmSJPVLuaxstDWQgDciYlZK6RPA5zNjKXNUAqfmN6IkSZIkSZIkSVL/NmDDDRl57DGkQYM6n1hSQumwYax14QXdkkuSJEn9Ty7NRpsDATyVeb5j5twE3JE5J2CnfIWTJEmSJEmSJElSizGnnMKorxxHqqiAiopVxtPgwZSvtRaTbv4d5ePG9UBCSZIk9Qe5NBuNyZznZc6fzJzviIj9gOsyz9fNRzBJkiRJkiRJkiR9JKXEmJNOYoP77mXU1KMoHT2KVFFBqqxk0JZbMv6yS9ngT/dTsc46PR1VkiRJfVhZDnOHZc5LM+cNaFnp6IXM89cy51Vb6SVJkiRJkiRJkpQX5WuvzdjTT2fs6af3dBRJkiT1Q7msbLQsc94qpVQGTM48fz1zbm1GWpSPYJIkSZIkSZIkSZIkSZKKSy7NRq8CCTgQWACsnbn+t8y59fm7+YkmSZIkSZIkSZIkSZIkqZjk0mx0a5vHwzPnNyKidRu17WjZVu35fASTJEmSJEmSJEmSJEmSVFxyaTaaBjxAy+pG0LK60dEAKaVNgI0yY0/lMZ8kSZIkSZIkSZIkSZKkIlGW7cSIqAN2Tyl9AhgI/CMi6jPDrwFjMo+X5DeiJEmSJEmSJEmSJEmSpGKQdbNRSmnbiPhzRLy68lhENAAL85pMkiRJkiRJkiRJkiRJUlHJZRu1p1JKf08pfSOlNLJgiSRJkiRJkiRJkiRJkiQVpVyajQA2AS4H5qeUbkop7VaATJIkSZIkSZIkSZIkSZKKUK7NRilzDAC+BNyXUnojpfTtlNL4vKeTJEmSJEmSJEmSJEmSVDRyaTbaGbgKeC/zvLXxaCJwITA7pXRXSmn/lFJpfmNKkiRJkiRJkiRJkiRJ6mlZNxtFxCMRcSKwNvAF4FrgfT5qOirNXP8DLdusnZdSGpz/yJIkSZIkSZIkSZIkSZJ6Qq7bqBERTRFxf0QcA4wDTgZqgeCjxqOxwAXAc26vJkmSJEmSJEmSJEmSJPUNOTcbtUop7QncDEwDBmQuR9spwAbA97qcTpIkSZIkSZIkSZIkSVLRKMtlckppLeA44CvAhNbLbabMAn4CvAxcAWwCfH7NY0qSJEmSJEmSJEmSJEnqaVk3G6WU/gB8MXNPWmn4IeBHwJ0REZn5F9Cy8tG4vCSVJEmSJEmSJEmSJEmS1KNyWdnoAFq2SWttNKoFbgCmRcRL7cx/bw2zSZIkSZIkSZIkSZIkSSoiOW2jRkuj0XzgZ8AvImJhJ3OfB3buajBJkiRJkiRJkiRJkiRJxSWXZqM/07JV2u8jonF1kyNiCfBIV4NJkiRJkiRJkiRJkiRJKi5ZNxtFxGcLGUSSJEmSJEmSJEmSJElScct1GzUAUkqlwGhgQHvjETFnTUJJkiRJkiRJkiRJkiRJKj45NRullDYGLgV2o4NGIyByfV1JkiRJkiRJkiRJkiRJxS/rpqCU0njgCWAEkAqWSJIkSZIkSZIkSZIkSVJRymUFotOAKlpWLqLNObV5bhNSkWluDh57/T2uemQWL8xbQkNzMyMqKzhs63X58rYTGTO0owWqJEmSJPU2L7zwApdffjl33HEHy5cvZ/Dgwey7776cdtppbLrppj0dT5IkSZIkSZLUB5TkMHc3WhqKFgG381Fj0UnAI5nn1wHH5jOgum7B0jq+8KNHOfH6Z3ly1kKW1jVS29DMO0tq+dmMWUy55CFu/POcno4pSZIkaQ01NDRwxBFHsO2223L99dezcOFCamtrWbhwIf/3f//HNttsw1FHHUVDQ0NPR5UkSZIkSZIk9XK5NButlzn/Dni89WJE/BzYFXgWOBR4NW/p1GVLaho44GdP8MaC5VTXN60yXtfYTF1jM9+58yV+8xcbjiRJkqTeKiI47LDDuOWWW6ipqaGxsXGF8aamJmpqavj973/PEUccQUR08EqSJEmSJEmSJK1eLs1GAzPnecCH3SsppfKIaAbuBMqB7+QvnrrqJw/9k39/UEtjc+e/SKhtaOaCP77Ekho/4SxJkiT1Rvfffz/33nsvNTU1nc6rqanhrrvu4oEHHuimZJIkSZIkSZKkviiXZqMlmXMClre5vkXmPD5z3mZNQ2nN1DU2cdNf5lLflN0nllNK/OHZeQVOJUmSJKkQLr30UpYvX776icDy5cu57LLLCpxIkiRJkiRJktSX5dJstDBzrgJmt7l+S0rpNuCYzPPyPOTSGnhq1kJSDvNrGpq4ya3UJEmSpF5n+fLlPPbYYzndM2PGDKqrqwuUSJIkSZIkSZLU1+XSbPRy5jwBeAqoyzwfD+wDlAIBPJO3dOqSRcvrichuVaNWi6vrC5RGkiRJUqEsWrSI8vLcPu9RVlbG4sWLC5RIkiRJkiRJktTX5dJs9CSwCNgoIpYBV9CypVrbrpZG4Nv5i6euGFheSkq5rG3Uco8kSZKk3mXQoEE0NjbmdE9TUxOVlZUFSiRJkiRJkiRJ6uuybjaKiB9GxJiI+Ezm0rnAqcDTwOvAncBOEfF4/mMqF1tNrKKhqTnr+aUlMGXD0QVMJEmSJKkQRo0axVprrZXTPR/72McYMWJEgRJJkiRJkiRJkvq6XFY2WkG0+HFEbB8Rn4iIfSPiqXyGU9eMGzaQz64/Kuv55aUlfGWH9QqYSJIkSVIhpJQ488wzs16paPDgwZx11lk5r4QqSZIkSZIkSVKrLjcbqbidsccnGFi++v+8A8pKmLLhaDYcO7QbUkmSJEnKt6lTpzJ8+PDVNhCVlJQwfPhwjjzyyG5KJkmSJEmSJEnqi8o6GkgpXd3F14yIOK6L9ypPNh0/nJ8e9hlOvuk56hubaI5V5wwqL2XT8cP46Zc/s+qgJEmSpF5h6NChPProo0yZMoXFixdTX1+/ypyKigpGjhzJo48+ypAhQ3ogpSRJkiRJkiSpr+iw2Qg4GminRaVTKXOPzUZFYLdPjeO2k7bjpw+9zp9efpeKspaVjpqag6rKCk743Pocus0Eyktd4EqSJEnqzTbccENeeOEFLrvsMq666iqgZYu1iJa3dCeccAJnnHEGY8aM6cmYkiRJkiRJkqQ+oLNmo1btrcXfXhNS52v2q0dsvFbLykXvV9fzj7eXUt/UzJghA/jk2kNXu82CJEmSpN5jzJgxXHrppVx88cXMnDmTDz74gGHDhjF58mQqKip6Op4kSZIkSZIkqY/orNloDqs2FQ0ExtHSWNQALARGAeWZuQuB5fmPqTU1orKCz24wqqdjSJIkSSqwiooKtttuu56OIUmSJEmSJEnqozrcPysiJkXEeq0HsAnwL6AeOAoYFBEfAwYBU4FG4G1g88LHliRJkiRJkiRJkiRJktTdOmw2asd5wNbA9Ii4PiKaASKiOSKuA64BNgX+O+8pJUmSJEmSJEmSJEmSJPW4XJqNDs2cF3YwvoCW7dUOXqNEkiRJkiRJkiRJkiRJkopSWQ5z186cv5RSuiwilrQOpJRGAIdknq6Vr3CSJEmSJEmSJElSvkRDA0sffJBF11xD/dx5kKBiwgRGTj2aobvsTCov7+mIkiRJRS+XZqN5wHrABsAbKaU7gHeBccA+wIg28yRJkiRJkiRJkqSiUf3cc8w94USioYGorv7wes17C3nr1dcoqahg3V9cxaDNNuvBlJIkScUvl23UrqNlmzSAKuBI4IzMuSozFpl5kiRJkiRJkiRJUlGoef555hxzLM1LlqzQaNQqli+nafFi/nXUVGpeeLEHEkqSJPUeuTQbfR94kI+aitpqff5QZp4kSZIkSZIkSZLU46KpibknnUzU1q5+bk0N8046iWhu7oZkkiRJvVPWzUYRUQ/sAXwTeJWWpqPW41XgNOALmXmSJEmSJEmSJElSj1v2yCM0Z9Fo1Kpp2TKWP/FkARNJkiT1brmsbERENEfEjyLiU8BQYF1gWER8KiKmRURTQVJKkiRJkiRJkiRJXbDo/64jli/Pen5UV7Po+usKmEiSJKl3K+vqjRGxHMi+MpMkSZIkSZIkSZK6WcO8ubnfM2dOAZJIkiT1DTmtbCRJkiRJkiRJkiT1KqkLvw4rKc1/DkmSpD7CZiNJkiRJkiRJkiT1WQM23BBSyv6GlBiw0YaFCyRJktTL2WwkSZIkSZIkSZKkPmvk1KmkQYOynp8GDmTkUVMLmEiSJKl3s9lIkiRJkiRJkiRJfVbltttQNmpUdqsblZRQvtZaDNpyi8IHkyRJ6qVsNpIkSZIkSZIkSVKflVJi3V9cRcmQIVDSya/GSkooGTKEdX9xFSmXbdckSZL6mQ4rqpTShMwxpDsDSZIkSZIkSZIkSfk0YL31WO/m31Gx3notW6q1bToqKSENHMiAjTZivVv+QMW66/ZcUEmSpF6grJOx2UAAZwBXpJTezDz/bkT8+tjoYQAAIABJREFUuhuySZIkSZIkSZIkSXlRMWkSG9x1JzUvvMCi66+nftYbAAzYaEOqDj+CQZtu0sMJJUmSeofOmo1ata4TOZGWZqPhhYsjSZIkSZIkSZIkFc6gzTZj/CWX9HQMSZKkXquTjWmJzHlCdwSRJEmSJEmSJEmSJEmSVNw6W9loCS2rGJ2cUjqgzfVvpZRO7uS+iIgN8pJOkiRJkiRJkiRJkiRJUtHorNnoWWAXWrZRWzdzLQEjM8fKIjMe7YxJkiRJkiRJkiRJkiRJ6uU620bt+0AdLQ1E2ch2niRJkiRJkiRJkiRJkqReqMOVjSLioZTSVsB/AJOAY2hZtehZ4KVuSSdJkiRJkiRJkiRJkiSpaHS2jRoR8Q/gIoCU0jGZy7+JiMsLHUySJEmSJEmSJEmSJElScem02Wglrc1GzxQiiCRJkiRJkiRJkiRJkqTiVpLtxIi4NnO8nFIamVLaK6V0ROY8spAhO5JSKk8pfSOlND2l9HxKqT6lFCmlr2Rx79SU0l9SSstSSktSSjNSSl/sZH5pSunUlNLfU0o1KaVFKaW7U0rb5fe7kiRJktQe639JkiSpf7D2lyRJkopbLisbkVIaAPwIOBYobTPUlFKaDnwjImrzmG91BgPTMo/fBd4B1l3dTSmlHwKnA/OAXwIVwKHAHSmlUyLipyvNT8BvgP8AXgV+CowEDgEeTSkdFBG35+U7Ul68s6SWhcvrGFheysSRlZSVZt1XJ0mSpOJl/a9VLFq0iPnz51NSUsLEiRMZMmRIT0eSJEnSmrP21yqaa2tpmD+faGykbMwYykb2yOfgJUmSRA7NRpmi+w5gVyC18zpfAdZPKe0eEZG/iJ2qBvYCno+It1NKFwDnd3ZD5tMIpwOzgK0jYnHm+mXAs8APU0p3RsTsNrcdSsubjSeBXVsbqlJKVwKPA79MKT0UEUvz+c0pN03NwZ1/f4ufz5jFm+8tp7y0hOYIykoSU7ebxFGfncSYoQN6OqYkSZK6zvpfH3r88cf5wQ9+wAMPPMCAAQOICBoaGjj44IM566yz2HTTTXs6oiRJkrrO2l8fqp87l4XTp7Pk1ttIJSWQElFfz6BPf5pRX/0Kg3fYgZZfYUmSJKm75LLcy+HAbp2MJ2CXzLxuERH1EXFPRLydw20nZM7fbX2zkXmt2cD/AgOAY1a658TM+dttV26KiGeA3wJjaHlDoh5S29DEkb/+M+fc8gKvvLOUusZmltU1Ul3fxAe1jfzi0TfY7fJHePmtD3o6qiRJkrrI+l+tzj//fPbYYw/uvvtu6urq+OCDD1i6dCm1tbXceOONbLPNNlx33XU9HVOSJEldZO2vVssee5w39t2P9393M1FTQ/Py5TQvW0bU11P9zDPM+8apvH3eeURzc09HlSRJ6ldy2UbtyDaPHwaupWXp0rWAqcDObeZdn5d0hbFL5nxvO2P3AOdl5pwPH24dtx0tn6R4rIN7jszcMz3fYZWd/7zhrzz7r8XUNbb/hqKusZm6xmYO/eVT3Hfqjqw9fFA3J5QkqfDq6upYtGgRS5cupampqafjqBcrLS1l6NChjBw5kgEDev3KkNb/fcxPfvITfvjDH1JdXd3ueFNTEzU1NXzta19j7Nix7LHHHt2cUJKkwrP2V75Y+1v7F7OaF19i3imnELW1Hc6Jmho+uOtuSocNZ9xZZ3ZjOkmSuoe1v/Il37V/Ls1GWwABPB4Ru7YdSCldBzwCTMnMK0oppcHAeGBZB5+I+Gfm/PE21zYESoE3IqIxy3vUjf4+732emrWww0ajtqrrmrhyxiwu3M8tFSRJfUtdXR1z5syhqqqKSZMmUV5e7hLi6pLWrag++OAD5syZw4QJE3rtLx2s//ue2tpavvWtb3XYaNRWTU0Np5xyCq+++qp/H0qS+hRrf+WLtb+1f7H796WXdtpo1Cpqalh8/fWM+spxlI0c2Q3JJEnqHtb+ypdC1P65bKNWlTk/2E6waHN9xBolKqzhmfOSDsZbr7f9HrpyzwpSSsenlGamlGYuWLAgq6DK3i8fe4O6xuy6OBubg5ufnUdtg12fkqS+ZdGiRVRVVTF69GgqKip8w6EuSylRUVHB6NGjqaqqYtGiRT0daU1Y//cxN998c07z33rrLZ555pkCpZEkqWdY+ytfrP2t/YtZ/bz51Pztb9nfUJJ4/3e5vV+QJKnYWfsrXwpR++fSbLQsc/5UB+Ot15fnEiClNDulFDkc3bFFW+Qwt/X/6A7viYhfRMTkiJg8ZsyYNUumVTz62ns05/BfrDQl/j6vo/ePkiT1TkuXLmXYsGE9HUN9zLBhw1i6dGleX9P6X2villtuYdmyZaufmFFTU8N9991XwESSJHU/a38VgrV/u6z9e1D1009BSfa/woraOpb+6U8FTCRJUvez9lch5Kv2z2UbtX8AnwUOTim9ClwDvAOsBRwDHExL0f1KjhlmAatfB/Mjb+X4+m21dpgM72C8vU8yrO6eYSvNUzfLdlWjDyWorm9vVVxJknqvpqYmysvLezqG+pjy8vJC7ANu/a8uW7Iktx97c3NzzvdIklTsrP1VCNb+7bL270HN1dWQ45/J5uqcPgsvSVLRs/ZXIeSr9s+l2eh2WpqNAL6dOdpzWy4BImLXXOaviYhYnlKaD4xPKa3dzt7NG2XOr7W59jrQBKyfUiprZ+/m9u5RNxpcUUZtQ33W8yNg2CD/UpYk9T0uoap8K8SfKet/rYmxY8fmNL+8vJzRo0cXKI0kST3H2l/5Zu1v7V9sSoYNg7IyqM/+3/5LhnXUNyZJUu9l7a98y9efqVy2UfsZ8GbbDG2OVrMz84rZQ5nzF9oZ23OlOUREHfAkUAnskM096l57b742ZSXZ/w9RVpLYfLxvOiRJkvoJ6/8+5PDDD2fo0KFZzy8rK+OAAw4oYCJJkiQVEWv/PmTIjjtCU/Y7FKRBgxh+wP4FTCRJkqS2sm42iohlwB60bKe2cmdHAl4GvpCZV8yuzJzPTSlVtV5MKU0CTgLqgOkr3fPzzPnilNLANvdsDRwCLAD+UKC8Wo1jtl+P0iybjQaUlTB1u0mUlebSZydJkqRezPq/D9lrr70YMGBA1vM322wzPvGJTxQwkSRJkoqItX8fUjZyJEM+txOUZPlv+RGM2GefgmaSJEnSR3LZRo2IeD2ltDmwFzAFGAksAp4A7oqI5vxH7FxK6Wxg48zTLTLnY1JKUzKPH4+IX7XOj4gnU0qXA6cBf08p/R6ooOWNw0jglIiYvdKX+Q1wIPAfwHMppTuAUZl7SoGvRsQHef/mlJX1Rg/my9tM4DfPzKWmoeO9BUtLEmOGDuC4HdbrxnSSJEnKJ+v//q20tJSrr76aQw45hJqamk7nDh48mKuuuqqbkkmSJCnfrP019qwzWf7UUzQvXdrpvDRwIOPOOZuSwYO7KZkkSZJyXt4lIpoj4s6IODsijs+c7+iJRqOMLwBTM8enM9e2a3Ntyso3RMTpwNHAO8DxwFHAS8A+EfHTduYHcBgtb1IagVNoeQPyKLBjRNye1+9IOTvvi5/i4MnrMKi8lNJ29hgcXFHKhJGV/OHE7Rg2sLwHEkqS1DtNmjSJSZMmrfHrpJTYaaedsp4/Y8YMUkpccMEFOX2d+vp6NtpoI/bee+/cAvawfP2cOxIRbLHFFuywQ3s7A/Q61v/93D777MPVV19NZWVlu6scVVZWMmzYMO6991622GKLdl5BkiS1x9q/e1j758Tav5+rWGcdJt5wPaVVVaRBg1adUFZGGjCAsd/8JlWHHNL9ASVJ6qWs/btHX6/9e/1eUhGxU0SkTo6jO7jv2ojYOiIGR8TQiPhcRNzZyddpjIgrImKziBgUEVURsVdEPFmwb05ZKylJfGe/Tbn5hM+yz6fXpqK0hJIEKcGmHxvGJf+xOfeduiPjhg1c/YtJktRHHXjggaSUuOKKKzqc88wzz1BeXs56663HBx/0vg9v/vjHP+b111/nO9/5zgrXL7jgAlJKzJgxo2eCreSkk06itLSUBQsWdMvXSylx4YUX8vjjj/P73/++W75moVj/C+DQQw/ltdde44wzzqCqqoqUEiklxo8fz0UXXcTs2bOZMmWV3z1JktRvWPtb+1v7W/v3FQM//nE2fPABxp19NuXrrtvyj/4lJZQMHkzVYYex/h9vZ+TUo3o6piRJPcba39q/p2r/nLZRk4rdpuOHM+3QLZl2KNQ1NlFeUkJJyaorHUmS1B/98pe/5Omnn+acc85ht912Y7PNNlthvLq6miOOOILm5mauu+46hg0bxoMPPthDaXO3fPlyvvvd7/L5z3+erbbaqqfjdCgiuP3225kyZQpjxozptq+733778clPfpJzzz2Xgw46iNTOapBSbzJ+/HguvvhiLr74YhoaGkgpUVbmW1xJksDav1hY+0v5UVJZSdUhX6LqkC8RTU3Q1ESqqOjpWJIkFQVr/+LQH2v/Xr+ykdSRAWWlNhpJktTGqFGjmD59OvX19Rx++OHU1dWtMH766afz2muvcfbZZ3+4IsgGG2zABhts0BNxc3bjjTfy/vvvc/TRR/d0lE795S9/Yf78+RxwwAHd/rWnTp3Ka6+91qveTErZKC8vt9FIkqQ2rP2Lg7W/lH+ptNRGI0mS2rD2Lw79sfa32UhajZfeWsJPH/onF9/5Mv/78Ou88k7vW1pOkqRWe+yxByeffDIvvPAC55xzzofX7777bq688kq22mqrFfZL7mxP4Ztuuomdd96ZqqoqBg4cyCc/+UkuvvjiVd7MdObdd9/luOOOY9y4cQwaNIgtttiCa6+9tkvf269//WsqKirYf//9V7g+adIkLrzwQgB23nnnD7dbWrnD/+233+akk05i0qRJVFRUMGbMGA488ECeffbZVb7WNddcQ0qJa665hocffpiddtqJoUOHMmzYMPbee2/+8Y9/dJjzlltuAVglJ7R8yuTMM89kwoQJDBgwgA033JBLLrmEiGg3w0EHHcT666/PoEGDGDZsGNtvvz3XX399h1/70EMP/fBnJWlVb731FtOmTePMM8/k/PPP57777qO5ubmnY0mS1CXW/tb+rT8rSZIk9W3W/tb+rT+r7uRHP6UO/OXNRZx32wvMWVRDfWMTTQGlJfCTh/7J+qOHcPEBm/KZCVU9HVOSpJxdeumlPPjgg0ybNo29996bT3/60xx77LFUVlZyww03UF5evtrXOO6447j66qtZZ511OPDAAxkxYgRPP/005513Hg8++CB/+tOfVrvKyMKFC9luu+144403mDJlClOmTOHtt9/mhBNOYPfdd8/pe1qyZAkzZ85k6623prKycoWxU089ldtuu41HHnmEqVOntvsm6s0332TKlCm89dZb7LLLLhx22GHMnTuXm2++mbvuuos//OEPfPGLX1zlvjvvvJPbb7+dPffckxNOOIGXX36Zu+++m2eeeYaXX36Z0aNHr3LPrbfeymc+85lVcjQ0NLD77rvz1ltvseeee1JWVsZtt93G2WefTW1tLeeff/4K80888UQ+9alPseOOO7L22muzcOFC7r77bo488kheffVVLrroolW+9sSJExk/fjwPPPAAEeF2ClLG3Llz+drXvsbDDz8MQG1tLQBDhgxhyJAhfO973+OYY47pyYiSJHWJtf+kVe639pckSVJfZO0/aZX7rf0LLCI8uvHYaqutQsXvTy+9E5/49t0x8b/u7PDY+Nt3x4xX/93TUSVJioiIl19+Oaf5zz33XFRUVMT48eNjzz33DCB+9rOfrTJv4sSJMXHixBWuTZ8+PYA44IADorq6eoWx888/P4CYNm3aCteB+NznPrfCta9+9asBxKmnnrrC9WeeeSbKysoCiPPPPz+r7+eee+4JIE4++eR2x1tzPfzww+2O77777gHExRdfvML1J554IkpLS2PkyJGxdOnSD6+3/gxKS0vjgQceWOGes88+O4C45JJLVvk6L774YgBx0UUXrXB94sSJAcSee+65ws/03XffjeHDh8fw4cOjvr5+hXtef/31VV6/rq4udtlllygrK4t58+a1+73uv//+AcRLL73U7vjKsv2zBcyMIqi3i+2w/i9+s2bNilGjRkVpaWkA7R6VlZVx7rnn9nRUSZIiwtrf2r+FtX/xHdb+kiQp36z9rf0jirf2z2obtZTS4JTSUZlj75y6maReZu6iak656TlqGzrfLqGmoZkTr3+Wd5bUdlMySZLyZ4sttuCiiy5i/vz53HPPPey9996ceOKJWd37ox/9iLKyMq6++moGDRq0wth5553HqFGjuOGGGzp9jYaGBm644QaGDh26wvKtAJMnT+bwww/P6fuZM2cOAGuvvXZO9wHMmzeP+++/nwkTJnDWWWetMLbddttx2GGHsWjRog+XQW3r0EMPZdddd13h2vHHHw+07NG8sltvvRWgw32bf/zjH6/wMx07diz77bcfS5Ys4dVXX11hbnt7aldUVHDSSSfR2NjY4f7Ma621FvDRz0zqz5qbm9l1111ZvHgxTU1NHc6rrq7miiuu4I9//GM3ppMkKT+s/T9i7S9JkqS+zNr/I9b+hZfVNmoRsTylND3z9BfAXYWLJPWs6U+8SWNz541GrRqbg+uens2Ze2xc4FSSJOXfGWecwRVXXME777zDZZddltU91dXV/O1vf2P06NFMmzat3TkDBgzodO9igFdeeYXq6mp22GEHhg8fvsr4TjvtlNMezgsXLgSgqir3LU6fe+45AHbYYYd2l5LdZZdduP7663nuuec46qijVhibPHnyKvPXXXddABYvXrzK2C233MJGG23EJptsssrY8OHD2XDDDbN+vTlz5nDJJZfw4IMPMmfOHGpqalYYnz9//iqvBTBy5EgA3nvvvXbHpf7kvvvu47333qM5i/q/urqaCy+8kH333bcbkkmSlF/W/i2s/SVJktTXWfu3sPYvvKyajTIWAGOA9tNLfUBDUzO/fWYuDU2R1fz6xmaue+pfnP75T1BS4r7nkqTepaSkhAEDBgCs8kmFjixevJiIYMGCBVx44YVd/tpLliwBYNy4ce2Ot3bhZ6s1f21t7isOtmbp6NMRrdfff//9VcZGjBixyrXWPatXXiXlX//6F8899xz/9V//1e7Xae+1Onq9N954g2222YbFixezww47sPvuuzN8+HBKS0uZPXs21157LXV1de2+Xuubk2z/m0t92f/8z/+wbNmyrOf/4x//4JVXXmHjjf2wgSSpd7H2XzGLtb8kSZL6Kmv/FbNY+xdOLs1GDwBfBrYoUBapxy1cVk9TZNdo1Kq2oZkPahsYUVlRoFSSJBWP1k8jbLnllvz1r39d49d599132x1/5513cnq9sWPHAh990qErWTr6mm+//fYK87pqdUup5uLyyy9n4cKFTJ8+naOPPnqFsZtuuqnTT4e0/oxaf2ZSf/biiy/mNL+8vJyXX37ZZiNJUr9g7d911v6SJEnqTaz9u64/1/4lOcz9FvAucEBK6ZSUUi73Sr1CcwSJ3FYoSgmamnNrUJIkqbcaMmQIm2yyCS+99BKLFi3q8utsvPHGVFZW8vzzz3/4CYO2ZsyYkdPrbb755kDLMq3tKS0tBVb91AG0vIECePzxx2lsbFxl/OGHHwbgM5/5TE6ZVnbrrbfysY99jG222WaNXgfg9ddfB+Cggw5aZeyRRx7p9N5XXnmFkpISNttsszXOIfV2keMHDaD9v0ckSeqLrP27ztpfkiRJvYm1f9f159o/l4aha4AlQAKmAf9OKf05pfTQSseDhQgqdYeRgytozvEXDiUpMXzQqvs8SpLUV5122mnU19dz7LHHtrvE6OLFi1f76Yfy8nIOP/xwli5dygUXXLDC2MyZM7nhhhtyyrTJJpswZswYnn766XbHR40aBbTsd7yyddZZh89//vPMnj17lf2o//znP3PjjTdSVVW1Rp9MWLBgAU888QT7778/Ka351quTJk0CVn1zdt999/GrX/2qw/vq6up4/vnn2XLLLTtcvlXqTyZOnJjT/KamJtZbb70CpZEkqfhY++fO2l+SJEm9kbV/7vp77Z/LNmo7AZE5EjASqFppTsqMS73SwPJS9t5sbW5//q2stlMrK0kc+JnxlJW60Jckqf849thjefbZZ/nZz37GBhtswB577MGECRNYtGgRb775Jo8++ijHHHMMV155Zaev873vfY8HH3yQadOmMXPmTKZMmcLbb7/Nb3/7W/baay/++Mc/Zp0ppcQBBxzAL37xC1566SU22WSTFcZ33nlnSkpKOOecc3jxxRepqmopY7/97W8DcOWVV7L99ttz5plncv/99zN58mTmzp3LzTffTElJCdOnT2fo0KE5/qQ+cvvtt9PU1MSBBx7Y5ddo6z//8z+ZPn06Bx98MAcddBDjx4/nxRdf5N577+VLX/oSv/3tb9u9b8aMGdTX17f7yQipP/rmN7/J8ccfz7Jly7KaP27cOLbaaqsCp5IkqXhY++fO2l+SJEm9kbV/7vp77d+VDom00uO2h9TrfXXH9Skvy+6Pc1lp4tgpfrJZkv4/e/ceJ0dZ53v888xAhhBCICSBcMuFi0QS5BKQS1wXECOLiuICGkFEVuFw8ACyGsEFgUVWF8nxFlhchKDJLqyiBBZMolwWgaAGiAInIZgQEA2GXCAkhiSk6/xRT9E1nZlMz0zfZubzfr3qNZmqmnp+XV1d9a3OU1Xqe6ZOnco999zDUUcdxS9/+UumTJnC3Xffzeuvv84Xv/hFLrroog6XMWTIEB599FHOPvtsFi5cyLe+9S3mz5/PjTfeyMUXX9zpms4//3wAfvjDH24xbcyYMdx2223stttu3HDDDVx++eVcfvnlb08fPXo08+bN47zzzuO5557jm9/8Jj//+c/5wAc+wKOPPsrJJ5/c6Xryfvazn7Hzzjvz3ve+t1vLyRx00EE8+OCDHH300dx3333ceOONrFmzhp/+9Kecd9557f7dbbfdRr9+/TjnnHMqUofU051yyilsu215dyndfvvtufTSSytylZIkST2J2b9zzP6SJEnqqcz+ndPXs39IynxkVAjhIcq8a1GSJMd2o6Zebfz48cm8efPqXYY68INHlvDN2YtYv2nL5ztmttu2iX866Z2ccWTnHr0gSVI1LFiwgDFjxtS7jLqbOHEiv/vd73jhhRfo379/vcsB4I033mDo0KGcfvrp3HbbbXWrY/ny5YwcOZJJkyZt9ZarpcrdtkIITyRJMr47NfZG5v/G9/jjj/O+972PdevWtTvP9ttvz4knnsiPf/xjOxtJkurO7J8y+7fP7F8fZn9JklRpZv+U2b999cz+Zd/ZKEmSv02S5NhyhrJfgdSgzpkwmqtPPpCB223DgH7NraYNaGlmx+224RunHGRHI0mSGsw3v/lNVqxYwQ033FDvUt523333sWHDhm49+7kSrr32Wpqbm/nnf/7nutYhNZojjzyShx56iJEjRzJgwIBWnYm23357tttuO8477zzuuOMOOxpJktRAzP7tM/tLkiSpNzH7t6+e2X+bmrco9RCnjt+Lkw/eg9nPvsK9v1/G6+s3sdP22/Lhd+3O+965K9s2d+UphJIkqZrGjRvHLbfcwhtvvFHvUt52+umnc/rpp9e1hiRJGD58OD/60Y8YPnx4XWuRGtH48eNZsmQJjz76KD/4wQ946aWX6N+/PyeccAJnnXUWO+20U71LlCRJJcz+bTP7S5Ikqbcx+7et3tm/052NQnop54eACcBQ4A5gLjAIIEmSlypZoFRP/bZp4kPv2p0PvWv3epciSZLK9KlPfareJTScEAKTJ0+udxlSQwshMGHCBCZMmFDvUiRJUpnM/lsy+0uSJKk3Mvtvqd7Zv1OdjUII+wE/A/IPb3sa6A/cCRRCCIcmSfL7ypUoSZIkSZIkSZIkSZIkqRGU/RyoEMLOwC8odjQKucn3AG/EcR+qWHWSJEmSJEmSJEmSJEmSGkbZnY2Ai4C947/zHY1IkuQt4ME4/vjKlCZJkiRJkiRJkiRJkiSpkXSms9FH4s9XgHe2Mf3Z+HPvNqZJkiRJkiRJkiRJkiRJ6uE609loHyABfpQkycI2pq+JP3frdlWSJEmSJEmSJEmSJEmSGk5nOhtl865rZ7qdjCRJkiRJkiRJkiRJkqRerDOdjZbFn+8rnRBC2B74aPz15e4WJUmSJEmSJEmSJEmSJKnxdKaz0SNAACaEEO7JjT8R+DWwN+lj1n5VufIkSZIkSZIkSZIkSZIkNYrOdDaaStqZCODv4r8DcBzwzjg+AW6sWHWSJEmSJEmSJEmSJEmSGkbZnY2SJPkNcBVpB6O3R8ef2birkiR5skK1SZIkSZIkSZIkSZIkSWognbmzEUmSXA2cBmQdirJORk8CpydJ8s8VrE2SJEmSJEmSJEmSJElSA+lUZyOAJEl+kiTJ4cAOwJ7ADkmSjE+S5McVr06SJEnqwVatWsVFF13EyJEjaWlpYffdd+czn/kML7/8ctnL2LRpEz/72c8455xzGDt2LDvuuCPbb78948aN44orruCNN96o4iuQJEmSVA6zvyRJktQ3mP1TIUmSjudq6w9D6A/sBLyWJMn6ilbVi40fPz6ZN29evcuQJEm9zIIFCxgzZky9y1DOypUrOfroo1m0aBHHHXcchx9+OAsXLmTmzJkMGzaMuXPnMnr06A6Xs3DhQsaMGcOAAQM49thjeec738natWuZPXs2ixcvZv/99+fRRx9lyJAhVXkd5W5bIYQnkiQZX5UiejDzvyRJqjSzf+Mx+wvM/pIkqfLM/o3H7F+0TWcaDCEE4H8D5wFjcuMXADcBU5MkKXRmmZIkSeq9NmzYwLPPPsuKFSsYMmQIBx54IC0tLfUuq0vWrVvH4sWLOeigg8qa/7LLLmPRokVcfPHFTJky5e3x3/nOd7jwwgs5//zzmTVrVofLGThwIFOnTuWss85O0jHeAAAgAElEQVRiwIABb4/fuHEjp5xyCvfeey9XXXUV3/3udzv/oiRJkqQKMfub/SVJktQ3mP3N/tCJOxuFEPoBdwMnZKNKZkmA+4EPJkmysWIV9jJe3SBJkqqhEa9weOmll5gyZQqvvfYaIQSSJGGnnXbiC1/4AnvvvXe9yyvLW2+9xZw5c5gxYwZ33XUXp556KtOmTevw79atW8fQoUNpampi2bJlDBw48O1phUKBffbZh6VLl7J48eKyrnJoz2OPPcYxxxzD2LFjefrpp7u8nK3x6ubuMf9LkqRKM/tXh9nf7N9dZn9JklRpZv/qMPtXJvs3daK9S4H3s2UnI0g7GgXg+DifJEmS+rANGzYwZcoUCoUCI0eOZMSIEYwcOZJCocCUKVPYuLGx+6Y//vjjXHDBBQwfPpyTTjqJO+64gwkTJjBp0qSy/n7u3LmsX7+eY445ptUJB0BTUxPvf//7AXjwwQe7Vee2224LwDbbdOqGpZIkSVLFmP3N/pIkSeobzP5m/7zOVHcmxU5FrwP3AH8BdgU+BOwUp30KuKqyZUqSJKknefbZZ3nttdcYOXJkq/GDBw9m6dKlPPPMMxx66KH1Ka4dzz33HDNmzGDGjBksWbIEgCOPPJIrrriC008/nWHDhnVqWQD7779/m9P3228/ABYtWtStmm+55RYAPvCBD3RrOZIkSVJXmf3N/pIkSeobzP5m/7zOdDbaM/78A/DuJElWZxNCCIOBXwP7AHtUrjxJkiT1RCtWrCCEtm6ICSEEVq5cWeOK2vbKK69w++23M336dJ544gkADjzwQK655homTZrEqFGjurTc119/HYBBgwa1OT0b/9prr3Vp+QB33303N910E3vuuSdf+tKXurwcSZIkqTvM/mZ/SZIk9Q1mf7N/Xmc6Gy0D9gb+K9/RCCBJklUhhDuAy+J8kiRJ6sOGDBlCkiRtTkuShF122aXGFbXtqKOOYunSpey8885MnjyZSZMmcdBBB1W93WzdtHdi1pHHHnuMSZMmMWDAAO6880523nnnSpYnSZIklc3sv3Vmf0mSJPUWZv+t62vZv6kT8/4X6WPS2ttChsSfd3arIkmSJPV4Bx54IDvttBOrVq1qNX7VqlXstNNOjB07tk6VtTZu3DgAVq9ezaxZs5g1axYvvvhit5ebXcGQXelQas2aNa3m64y5c+dy4okn0tTUxKxZszjiiCO6XqgkSZLUTWZ/s78kSZL6BrO/2T+vM52NrgJ+C5wdQpgUYneskPokcDbwdJxPkiRJfVhLSwtf+MIXaGpqYunSpbz44ossXbqUpqYmvvCFL9CvX796lwiktyRdvHgxV199NW+++SaTJ09m1KhRTJgwgalTp7J8+fIuLfcd73gH0P6zmZ9//nmg/Wc7t+dXv/oVEydOJITAnDlzOOaYY7pUnyRJklQpZn+zvyRJkvoGs7/ZPy+0d5urEMKSNkZvB+wGJMAmYCXpnY62jdNXAGuTJNmn8qX2DuPHj0/mzZtX7zIkSVIvs2DBAsaMGVPvMrawceNGnnnmGVauXMkuu+zC2LFjG+aEoy1PPPEEM2bM4Pbbb2fZsmU0Nzdz/PHH84lPfIKPfvSjZV+RsHbtWoYNG0ZTUxPLli1j4MCBb08rFArss88+LF26lMWLFzN69OiylvnAAw/w4Q9/mH79+jF79mwOP/zwLr3Gzip32wohPJEkyfgalNSjmP8lSVKlmf0rw+y/JbN/95j9JUlSpZn9K8Psv6VKZP+t3dloJDAi/syGXUk7GgWgHzA8/sweOjc0zidJkiTRr18/Dj30UE444QQOPfTQhj7hADjssMOYMmUKf/zjH5kzZw5nnHEGc+fO5eyzz2bXXXflG9/4RlnL2WGHHTjzzDNZt24dV155Zatp3/ve91i6dCkTJ07c4oRj8eLFLFy4kE2bNrUaP2fOHD74wQ+y3Xbbcf/999fshEOSJEkql9nf7C9JkqS+wexv9oet39mo0MVlJkmSNHe9pN7NqxskSVI1NOoVDr3B+vXrueeee5g+fTq77bYb3//+98v6u5UrV3L00UezaNEijjvuOI444ggWLFjAzJkzGTZsGI899hj77NP6hqAjR47kxRdf5IUXXmDkyJEAPPfccxx88MG8+eabfOxjH2v3udelJzeV4tXN3WP+lyRJlWb2rx6zv9m/O8z+kiSp0sz+1WP2737231pno1u7WliSJGd39W97O084JElSNXjSURubN2+mubn8fvWrVq3iqquu4q677mLZsmXssssunHjiiVx99dXsueeeW8zf1knHQw89xLHHHtthW+3l+u7yPxy6x/wvSZIqzexfG2b/9pn922b2lyRJlWb2rw2zf/u61NlI1eEJhyRJqgZPOlQt/odD95j/JUlSpZn9VS1m/+4x+0uSpEoz+6taKpH9mypelSRJkiRJkiRJkiRJkqReaZuu/FEIYQCwM+10VkqS5KXuFCVJkiRJkiRJkiRJkiSp8XSqs1EI4Uzgy8ABW5kt6exyJUmSJEmSJEmSJEmSJDW+sjsFhRA+Dfwg+7Uq1UiSJEmSJEmSJEmSJElqWG0+Bq0d/4idjCRJkiRJkiRJkiRJkqQ+qzOPO9uH9BFpfwWmAs8Db1WjKEmSJEmSJEmSJEmSJEmNpzOdjV4F9gC+kyTJV6pUjyRJkiRJkiRJkiRJkqQG1ZnHqP0n6WPU9q5SLZIkSZIkSZIkSZIkSZIaWGfubHQl8DfApBDCGtLOR3+mjUepJUnyUkWqkyRJkiRJkiRJkiRJktQwyu5slCTJ+hDCLcC7gfPi0OasnVmuJEmSJEmSJEmSJEmSpJ6h7E5BIYTTgH8j7UwE6SPVJEmSJEmSJEmSJEmSJPURTZ2Y9zKKHYzsaCRJkiRJkiRJkiRJkiT1MZ153Nn+pHc1Wgt8D1gKbKxCTZIkSZIkSZIkSZIkSZIaUGc6Gy0DRgLfTZLkn6pTjiRJkiRJkiRJkiRJkqRG1ZnHqE0jfXzaqOqUIkmSJPUev/jFL7jkkks4/vjjGTx4MCEEJkyY0OXlrVq1iosuuoiRI0fS0tLC7rvvzmc+8xlefvnlClYtSZIkqbPM/pIkSVLfYPYv6sydjW4HPgR8PITwBvAfwJ+ATaUzJknyUmXKkyRJUk+1atUqHnnkER544AHWrFnDjjvuyHHHHceECRMYPHhwvcuruqlTpzJz5ky222479t13X1avXt3lZa1cuZKjjz6aRYsWcdxxx/Hxj3+chQsXcuutt3Lvvfcyd+5cRo8eXcHqJUmSpPKZ/c3+kiRJ6hvM/mb/TGfubPQccBjp3Y0+CzwILAJeKBmWVLhGSZIk9TDPP/88l112GTNnzqSlpYW99tqLlpYWZs6cyWWXXcbzzz9f7xI7bd26dfz+978ve/7JkyfzzDPPsHbtWu65555utX3ZZZexaNEiLr74Yu6//36+/vWvc9ddd/Htb3+b5cuXc/7553dr+ZIkSVJXmf3N/pIkSeobzP5m/7zOdDbKJPFn2MogSZKkPmrVqlVcf/319O/fn7322ov+/fsTQmj1+/XXX8+qVavqXWqH3nrrLe677z4++clPMmzYMKZMmVL23x511FEceOCBNDc3d6uGdevW8aMf/YgBAwZw1VVXtZp2wQUXMHLkSGbPns2SJfb5lyRJUm2Z/VNmf0mSJPV2Zv+U2b+os52N7FAkSZKkrXrkkUfYtGkTgwYNanP6oEGD2LhxI4899liNKyvf448/zgUXXMDw4cM56aSTuOOOO5gwYQKTJk2qeS1z585l/fr1HHPMMQwcOLDVtKamJt7//vcD8OCDD9a8NkmSJPVtZv/KMvtLkiSpUZn9K6s3ZP9tOjHv2VWrQpIkSb3GAw88wJAhQ7Y6z9ChQ7n//vv54Ac/WKOqOvbcc88xY8YMZsyY8fbVAkceeSRXXHEFp59+OsOGDatbXQD7779/m9P3228/ABYtWlSzmiRJkiQw+1ejLjD7S5IkqfGY/StfF/Ts7F92Z6MkSW6rZiGSJEnqHdasWcNee+211XlaWlp49dVXa1RR+1555RVuv/12pk+fzhNPPAHAgQceyDXXXMOkSZMYNWpUnSuE119/HWCrV4wAvPbaazWrSZIkSQKzf6WZ/SVJktSozP6V1Ruyf2fubCRJkiR1aMcdd+TNN9+kf//+7c6zYcOGdkN0LR111FEsXbqUnXfemcmTJzNp0iQOOuigepfVKUmSABCCTzqWJElSbZn9a8vsL0mSpHox+9dWT8j+ZXc2CiF8qtx5kyT5YdfKkSRJUk933HHHMXPmzK1e5fDqq69yyimn1LCqto0bN46lS5eyevVqZs2axeDBgxk0aBAjRoyod2lvy07OsisdSq1Zs6bVfJIkSVKtmP0ry+wvSZKkRmX2r6zekP2bOjHvNODWMgdJkiT1URMmTGDbbbdtNyS//vrr9OvXj6OPPrrGlW3p7rvvZvHixVx99dW8+eabTJ48mVGjRjFhwgSmTp3K8uXL610i73jHO4D2n838/PPPA+0/21mSJEmqFrN/ZZn9JUmS1KjM/pXVG7J/ZzobtSeUDJIkSerDBg8ezCWXXML69et56aWXWL9+PYVCodXvl1xyCYMHD653qQCMHj2ayy+/nIULFzJv3jwuuugilixZwgUXXMDuu+/OxIkTmTZtWrsnUdV25JFH0r9/fx599FHeeOONVtMKhQJz5swB4Nhjj61HeZIkSerDzP6VZfaXJElSozL7V1ZvyP6d7WxU2rEo37koqVRRkiRJ6tn2228/rr32Wk455RQ2btzIyy+/zMaNGznllFO49tpr2W+//epdYpsOO+wwpkyZwh//+EfmzJnDGWecwdy5czn77LPZdddd+cY3vlHV9hcuXMjChQtbjdthhx0488wzWbduHVdeeWWrad/73vdYunQpEydOZPTo0VWtTZIkSWqL2b9rzP6SJEnqacz+XdNbs39IkvL6CIUQ2nqAXQuwH/BF4G+Ae4D/kyTJixWrsJcZP358Mm/evHqXIUmSepkFCxYwZsyYepfRK61fv5577rmH6dOns9tuu/H973+/rL975JFHuPnmmwFYu3Ytd955J8OGDePEE098e55p06a1+psQ0r78pRl95cqVHH300SxatIjjjjuOI444ggULFjBz5kyGDRvGY489xj777NONV9m+cretEMITSZKMr0oRPZj5X5IkVZrZv3rM/mb/7jD7S5KkSjP7V4/Zv/vZv+zORh000A94BtgHOCtJkundXmgv5QmHJEmqBk86amPz5s00NzeXNe+0adM4++yztzpPaRZv76QDYNWqVVx11VXcddddLFu2jF122YUTTzyRq6++mj333LPMV9B5/odD95j/JUlSpZn9a8Ps3z6zf9vM/pIkqdLM/rVh9m9f1TsbxUZuB04DnvREo32ecEiSpGrwpEPV4n84dI/5X5IkVZrZX9Vi9u8es78kSao0s7+qpRLZv6kShYQQRgHvjb++sxLLlCRJkiRJkiRJkiRJktRYtil3xhDCkrZGA/2Boblx67pblCRJkiRJkiRJkiRJkqTGU3ZnI2AkkJB2MGpLEofZ3axJkiRJkiRJkiRJkiRJUgPq7GPU2utolE1bBPxj18uRJEmSJEmSJEmSJEmS1Kg6c2ej29oZXwBeA34N3JUkycZuVyVJkiRJkiRJkiRJkiSp4ZTd2ShJkrOrWYgkSZIkSZIkSZIkSZKkxtbZx6hJkiRJkiRJkiRJkiRJ6qPsbCRJkiRJkiRJkiRJkiSpLFt9jFoIYXMXlpkkSVL249kkSZIkSZIkSZIkSZIk9QwddQoKNalCkiRJkiRJkiRJkiRJUsMr5zFqSZnzlDOfJEmSJEmSJEmSJEmSpB6qozsb3VbGMk4AdsfORpIkSZIkSZIkSZIkSVKvttXORkmSnN3etBDCkcC/AsNJOxoFYD3wrUoWKEmSJEmSJEmSJEmSJKkxdHRnoy2EEPYBvg6cko0CCsA04PIkSf5cseokSZLU423YsIENGzbQ0tJCS0tLvcuRJEmSVCVmf0mSJKlvMPur7M5GIYQhwFeBz8W/C3HSz4EvJUnybOXLkyRJUk+0efNmFixYwOzZs3n66adpamqiUCgwbtw4Jk6cyJgxY2hubq53mVX1i1/8glmzZjF//nyeeuopVq9ezTHHHMMjjzzS7WU//PDDHHvssRQKBb7yla9wzTXXVKBiSZIkqfPM/mZ/SZIk9Q1mf7N/XoedjUII2wGXAF8EBlLsZPQE8MUkSR6qWnWSJEnqcdavX89NN93EU089xQ477MDee+/99knHkiVLuO666zjkkEM499xz6d+/f73LrZqpU6cyc+ZMtttuO/bdd19Wr15dkeW+8cYbnHXWWWy//fasXbu2IsuUJEmSusLsnzL7S5Ikqbcz+6fM/kVNW5sYQjgH+ANwNbAjaUejJcAnkiQ53I5GkiRJytu8eTM33XQT8+fPZ+TIkQwdOpSmpjRyNjU1MXToUEaOHMn8+fO56aab2Lx5c50rLt+6dev4/e9/X/b8kydP5plnnmHt2rXcc889Favjwgsv5PXXX+fSSy+t2DIlSZKkzjL7F5n9JUmS1JuZ/YvM/kVb7WwE/DswnLSTUQL8GbgdeEcI4Yr2hirXLEmSpAa1YMECnnzySUaMGEEIoc15QgiMGDGCp556igULFtS4ws556623uO+++/jkJz/JsGHDmDJlStl/e9RRR3HggQdW9LaxM2fO5NZbb+U73/kOu+++e8WWK0mSJHWW2b/I7C9JkqTezOxfZPYv6vAxalESfw4HyulKdXXXypEkSVJPNnv2bAYOHNjuCUcmhMAOO+zA7NmzGTt2bI2qK9/jjz/O9OnTueOOO1ixYgXNzc0cf/zxTJo0qW41LV++nM9+9rN85CMf4YwzzmDatGl1q0WSJEky+1eP2V+SJEmNxOxfPT05+5fb2ahc2R2QJEmS1Mds2LCBp59+mr333rus+XfZZReeeeYZNmzYQEtLS5Wr69hzzz3HjBkzmDFjBkuWLAHgyCOP5IorruD0009n2LBhda3vc5/7HIVCgX/7t3+rax2SJEmS2b+6zP6SJElqFGb/6urJ2b+czkZb754mSZIkkZ50NDU1vf2s5o40NTURQqjrSccrr7zC7bffzvTp03niiScAOPDAA7nmmmuYNGkSo0aNqktdpW655RZmzpzJHXfcwa677lrvciRJktTHmf2rx+wvSZKkRmL2r56env076mzUGGtZkiRJDa+lpYVCoUChUCjrxKNQKJAkSV2vbjjqqKNYunQpO++8M5MnT2bSpEkcdNBBdaunLUuXLuWiiy7i1FNP5bTTTqt3OZIkSZLZv0rM/pIkSWo0Zv/q6A3Zf6udjZIkebFWhUiSJKlna2lpYdy4cSxZsoShQ4d2OP/KlSsZO3ZsXU86xo0bx9KlS1m9ejWzZs1i8ODBDBo0iBEjRtStplKf+cxn6N+/PzfccEO9S5EkSZIAs3+1mP0lSZLUaMz+1dEbsn9597qSJEmSyjBx4kTeeOMNkiTZ6nxJkrB27VomTpxYo8radvfdd7N48WKuvvpq3nzzTSZPnsyoUaOYMGECU6dOZfny5XWtD+DJJ59k+fLlDB06lBDC28PZZ58NwNe+9jVCCHzkIx+pc6WSJEnqS8z+lWf2lyRJUiMy+1deb8j+HT1GTZIkSSrbmDFjOPTQQ5k/fz4jRowghLDFPEmS8OKLL3LIIYcwZsyYOlTZ2ujRo7n88su5/PLLeeKJJ5gxYwa33347F1xwARdeeCHHH388n/jEJ/joRz/KoEGDal7fpz71Kf76179uMf7555/n4Ycf5uCDD+awww7jkEMOqXltkiRJ6rvM/pVn9pckSVIjMvtXXm/I/nY2kiRJUsU0Nzdz7rnnctNNN/HUU0+xww47sMsuu9DU1EShUGDlypWsXbuWQw45hHPPPZfm5uZ6l9zKYYcdxmGHHcZ1113HAw88wIwZM/jpT3/KnDlzOO+887jqqquYPHly1dpfuHAhAAcccMDb477zne+0Oe+0adN4+OGHOemkk7jmmmuqVpMkSZLUFrN/95j9JUmS1FOY/bunt2Z/OxtJkiSpovr378/nP/95FixYwOzZs3nmmWcIIZAkCWPHjmXixImMGTOm4U448pqbmznhhBM44YQTuPHGG7nnnnuYPn06ixcvLnsZjzzyCDfffDMAa9euBdKrEj796U+/Pc+0adNa/U12xUdHt6OVJEmSGoHZP2X2lyRJUm9n9k+Z/YvsbCRJkqSKa25uZuzYsYwdO5YNGzawYcMGWlpaaGlpqXdpnda/f39OO+00TjvtNDZv3lz23/3hD3/gtttuazVu+fLlrcaVnnRIkiRJPY3Z3+wvSZKkvsHsb/bPC72t91SjGz9+fDJv3rx6lyFJknqZBQsWNMRzkNX7lLtthRCeSJJkfA1K6lHM/5IkqdLM/qoWs3/3mP0lSVKlmf1VLZXI/k0Vr0qSJEmSJEmSJEmSJElSr2RnI0mSJEmSJEmSJEmSJEllsbORJEmSJEmSJEmSJEmSpLLY2UiSJEmSJEmSJEmSJElSWexsJEmSJEmSJEmSJEmSJKksdjaSJEmSJEmSJEmSJEmSVBY7G0mSJPUSSZLUuwT1Mm5TkiRJjcmcpkpzm5IkSWpM5jRVWqW2KTsbSZIk9QLNzc1s2rSp3mWol9m0aRPNzc31LkOSJEk5Zn9Vg9lfkiSp8Zj9VQ2Vyv52NpIkSeoFBg4cyJo1a+pdhnqZNWvWMHDgwHqXIUmSpByzv6rB7C9JktR4zP6qhkplfzsbSZIk9QKDBw9m9erVrFixgo0bN3prVXVZkiRs3LiRFStWsHr1agYPHlzvkiRJkpRj9lelmP0lSZIam9lflVKN7L9NBeqSJElSnbW0tLD33nuzatUqli5dyubNm+tdknqw5uZmBg4cyN57701LS0u9y5EkSVKO2V+VZPaXJElqXGZ/VVKls7+djSRJknqJlpYWhg8fzvDhw+tdiiRJkqQqMvtLkiRJfYPZX43Kx6hJkiRJkiRJkiRJkiRJKoudjSRJkiRJkiRJkiRJkiSVpUd3NgohbBtCuDCEcGsIYX4IYWMIIQkh/MNW/ubTcZ72hvPa+bv+IYSrQgjPhRDeDCEsDyH8VwhhTPVeoSRJkqSM+V+SJEnqG8z+kiRJUmPbpt4FdNMA4Fvx338BXgH2KvNvZwLz2xg/r3RECKEF+AVwTJz+7djOqcBJIYTjkiT5dedKlyRJktRJ5n9JkiSpbzD7S5IkSQ2sp3c2+ivwd8D8JEmWhRCuBL5a5t/elSTJtDLn/QLpycZPgNOTJCkAhBDuAO4CbgkhjMvGS5IkSaoK878kSZLUN5j9JUmSpAbWox+jliTJxiRJfp4kybJqtRFCCEB2e9Uv5U8qkiSZCfwKeCfw3mrVIEmSJMn8L0mSJPUVZn9JkiSpsfXozkbddHAI4aIQwpdDCGeGEPZsZ759gL2BRUmSvNDG9J/Hn8dVpUpJkiRJlWD+lyRJkvoGs78kSZJUZT39MWrdcWHJ75tDCDcDFyVJ8mZu/Dviz0XtLOf5+HP/ShYnSZIkqaLM/5IkSVLfYPaXJEmSqqwvdjZ6Afg8MAd4GRgETAD+BTgX2BGYlJt/UPz5ejvLy8bv1F6DIYTPAZ+Lv64NITzXpcorYwiwwvm6NF8j1+Z8jdOm8zVOm87Xvfkauba+Nl8j1+Z8jdNmIxhR7wLa0ZfzfyN/Tpyvcdp0vsZp0/m6N18j19bX5mvk2pyvcdp0vu4tq97M/lEDZX9o7G3W+Rpnvkaura/N18i1OV/jtOl8jdOm83VvvkaurSfMV0/tZ/8kSeo6AEuBpBPD9K0s68o4zz90oY69gFXx79+VGz9pa+0C74/TZ9V7XZb5Ouc5X9fma+TanK9x2nS+xmnT+XzPest8jVyb8zVOmz1pwPxfy3XdsJ8T52ucNp2vcdp0Pt+z3jJfI9fmfI3TpvN1b1k9ZcDsX+v13bDbrPM1znyNXFtfm6+Ra3O+xmnT+RqnTefzPavnfI06NMKdjRYDb3Y4V9Gfq1FEkiR/DCHcB3wS+Bvgd3FSdvXCoDb/ML0aIj+fJEmSpPaZ/yVJkqS+wewvSZIk9VJ172yUJMnx9a4h59X4c0BuXHbb0/aey7xf/Nnec50lSZIkReZ/SZIkqW8w+0uSJEm9V1O9C2gw744/l+TGLQZeAvYPIYxq429OjD8fqGZhFfR95+vyfI1cm/M1TpvO1zhtOl/35mvk2vrafI1cm/M1Tpvqmt6e/xv5c+J8jdOm8zVOm87Xvfkauba+Nl8j1+Z8jdOm83VvWeq83p79obG3WedrnPkauba+Nl8j1+Z8jdOm8zVOm87XvfkaubaeMF9DCvFZcL1CCOFK4KvAZ5Mkubmded6TJMmvSsYF4MvAtcAKYJ8kSdbkpl8ap/0EOD1JkkIcfzJwF/D/gHHZeEmSJEnVZ/6XJEmS+gazvyRJktRYenxnoxDCl4ED4q8HA+8CHgOej+MeyZ98hBAS0tue/hb4E+nzmI8BxgJ/BT6aJMmckjZaSK9eOBqYB9wP7A2cCmwEjkuS5NfVeH2SJEmSisz/kiRJUt9g9pckSZIaV2/obPQQ8N6tzHJbkiSfzs1/HXAE6fOWBwMF0lul/hKYkiTJkrYWEkLoT3oFxCTSk401wEPAV5Mk+X/dfR2SJEmSOmb+lyRJkvoGs78kSZLUuHp8ZyNJkiRJkiRJkiRJkiRJtdFU7wKkRhVCOCGEcHS965AkqdpCCAPiT7OhpD7J7C9J6ivM/pJk/pck9R3mf1WTG5W2EEII9a6h3kIIFwKzgbtDCLvGcX1+vUidUavgEkIYEEL4XAhhj/h7RT6rpctxH5AKIQwOIZwfQhhVo/aaa9FOo6nl9hZC+DpwQwhhhyRJCrVqt6QGP19Snfj5M/tLlWD27zraNE4AACAASURBVJ3M/rVh9pdUK37+UuZ/qftqkf+rlf3bWpb7gFQt839fzf5g/lfvYmcjAa136knu2Xp9cQcQQvga8H/jr58HXoPW66WKbfeIz2RWZ40PiA2xLWZ1NEI9+RoaoZ68EEJIkqQQQtgthNBSxXZGA68C3wY+HgNT0t31EetP4r/HhRB2q8Rye7oQwjuAPwHfAz4aQtilyu01J0myOYTQP3dSWdP9ZAhhm1q2F9tszm1/VdvnhBCaQgh3A18CjgZ2yE2r5f69OX6++oUQtqtVu/WQ5a0QQksIoV+961HfZfYvMvt3zOzfGPWY/c3+tWb2r1mbZv9ezPyvRmD2b61e+d/sv9U2G2JbNPuXrxb5v1rZPy7b/N+GWub/vpr9Y7vm/16qr2b/HhFwVF0hhKYkSTbHf58WQvh2COHLIYR3xR1An9lOQgh7Ax8D3iINMU8C60MI11e53ZALaLuGEE4OIYwPIewWpzfMexAPDFnv1yFxXHZArHiduXWThLQn+06VbqMTtbwdAto6Aa3HATr7vTSc1EvWfny/jgD+DNxUxbbeBWwHtACfAk6N+7Qunxxkfx///UngEeCaEEJLtb54CO304q/3+5kXa/wgsDGOuhD4UAhh+2q1GU84hpC+B/NCCINq2fs+7nveikH4SyGEw2rQZnaitU0IYTLwL1CdL73iunwAeBmYAOwbQjinWu1tpY7NIYTDgfuAk2t1otfe566a4msdQfpaP1yPGiSzf5HZv2Nmf7P/1pj9u67R87/Z3+xfLX0p+4P5X/Vn9m+tHvnf7L/V9sz+HdSSr6cRcmKt8n+1sn9ctt/9t6HW+b8vZv/Yrvm/Bvnf7F9bdem1p8aS7cBDCF8Fvpqb9I8hhOOTJPldFvrqU2FNDQT2j//+IOkBFdKd8NtBqtKN5sLNMcB0YDiwHngihPCZJEleyg5ClW67M+J2kJ2gXg58IISwCpgLXBtPmiq2rcTgl22fhwBfAVaEEK5PkuT5SrTRiVq2SZLkrfjvs4AjgEOAh4HfJklyZ60+I7lAsi1wMbA76QngN4AFpCfMNVeyjvYAroyT9gohDE2S5NVKthdPLOYA/xuYCowDzgZWAnd35f0oeQ07AleR7heWATsBf6lQ+fk2s/czAO8DNgFPJ0myMjt5aoT9b6zxP4FdgHOBvUj3kStDCPdVav9U8rlvAq4g/awtAQ4Afl2JdsoR1/9Q4CnSz9m3QgirkiR5oRrtZfvY+OXXrcCxcfzLSZJ8rxptJknyrRDCt4EvA18Dnortza5Ge5n8MS2EcADwENAfKJB+UfGrKref/8L1JNJj/yJgfpIkf8pvhxVoK/9ah5B+CXMssBr4H9KrtKSaMfu3YvbfCrO/2b+Dusz+XdQT8r/Z3+xfSX0p+8c2zP9qGGb/LdQ8/5v9223P7N92LQ2Z/WNtNcv/1cj+4Hf/W1OL/N+Xsz+Y/6lR/jf710GSJA59dACacv/eF1hL+kH/I+kBrwA8D4yM84Qa11fr9prjz2vja98cf/57tWrK2oz/HkW68ymQnnAU4vBboF/pe1av7YX0jmg/ytWXDd+pRnvx35/MbZ/LgJOzdVLL1x7/fXPJ9vEW8AZwbjW2kZI6QrZ8YG/g8ZL34A/AqUD/em0nsbbLSIPLa8AtNWhvcGwvWw93ARO6sn5z6/l24Idxu5tcg9ewG/AY8Nf4Gn4OTKrn+1hSX1NuH3kAcD2wIdb6y66s73ba2Sb3788B/0oaPH8D7FCj1xpKfj8mtl8A1pF++TGsiu0fAbwS23sKmASMqMH7+5Pca7wXOKyt9VGh9vLHvncBXyTNG9k2dTvwrhq93/l9x5r42dsjWy+V3J5ITzIuifuVu4EhtXiNDg7ZgNm/tD2zfxnbC2Z/s3/HdZr9u/Y6Gjb/Y/Y3+1e2vT6T/UvXIeZ/hzoONHj2r0eb1Dj/Y/Yvd/s0+yc9J/vH+mqW/6lQ9s+/f/jdf1v1VT3/Y/bP2jT/1yj/Y/av2VD3Ahzq8Ka3Di47k/am/xBpmPs70vB7ZwwL2W3WarKzz9W4TcnvNQtRwE/j694Yd37XV2NnX7LDPZP0VpAF0uehXpILHgXgrvz7V4ftJTvh2BEYQRq0VwH30zr0XlKF9r+UW/71wEFx/A7U9sRjB+BnsY6/xgPy/JLX/7e1eI+Aw0l7/2aB5H9iSMh+Pym/fdV4e/l+rCM7STw5jt+2Cm3lTwb3Iu0Nnp0I3goc2IVlDgR+H5fzRnyvjy5tr8K1DwR+Edt8Pf7cADwNfKge72NJrfnAdBhwafzsZ9tcgfTKrHFdXP7hwDkl4/5XyWfruji+qts1rU96+sef25IeI5+k2PP+c8DAKrS/b277+w/SWwUPjO3fB0wGjqrwe5rt33cmDdzZdjideOyr5LZfUsdUil/gZPu0bPgWMKrK2/OEXHtrcv+eDbRU8rUD36X4xe7rwBFJDbZpB4ckMfuX0bbZf8vtxexv9i+3NrN/1+pv2PyP2d/sb/avVNvmf4e6DPSA7B9r69X5H7N/ue2b/bespWGzf6yvJvmfKmT/uCy/+9+y1qrlf8z+pTWY/6uY/zH7122oewEOdXzz0w/bItJb1L0ZDx5ZoDs8fujejB+Qm2tYV9aDdlvgn4H/JL1F5PeA4+K0qoQ6YD/gWdJA/XR87a+SXvEwrNJtkwb6u3M7+Gdz006i9ZUO36zz9vK3cV38hjSIHRDH/2vJQeLD+fexm20eD6yIy50Uxx1M+kztl0hPAt4Tx1fywLBNPNDnQ+GZ8aD0F+Cduflm5V77PcD2VX4f3g0sju39G9AMzIy/ZwfuWcAxddhGBpHePjULzRuBL1e4jTa3q/hZGkMxuL8GfBPYM5veiTbuicvIrvQ6Mnu/K/Qa8tvV35DeDnZN3Of+I/AgxZOO31LsZV63K5xi+2fktvUnSG99+Wpu3BTiFXGdWOa58W9XE48/cfzlwNK4TW8Grqvl64/tXwjsFH/fgfRWvS/Gep8FPkY3T6RLXxPwftLj7hLSY8AJpFfsZOv4TdIvBfeqwLa3O+lJxuDcuNGkx9sC6RUW3wJ2jNMqfXePf6H4JcEkYA/SW7pnJ1zrqeDVJLT+wnUH0is6Pkt6++X3kR7j/pRb1z/I/2032x5GehVQ9rkuAB+o1fbs4JANmP3batvs336tf4vZ3+y/9drM/uW30ePyP2Z/s39l13Gfyf5xGeZ/h7oPNGj2j+33ifyP2b+jNs3+W9bWsNk/1lfV/N/edkUFs3+c3+/+2667ovmfPp7923pPMf9XJf9j9q/7UPcCHGr4ZrfuuTmCYu/j7KC6kTRAZoH/JNJn8m6M079Rgxrzt4p8IrczygLVBuB9cZ5uHYBKdrz5Ho+HxvbfRTHcLSZ9Ru72pfN3s4b35HZwm4BHSqZfWLIOKn4FQZl1Hparcy1pT9/tctNn5KavI/Zy7sx6yh8QcuPOjsv8A2k4+SfSIJK1tZk0kFXqC6ldSXug3kt6C8fvAgPitFtjm0uB3XJ/syPp1UEF4NdVWPf57XRb0tuUFoCvkwb8LByvBx7JrZtp5EJcFepq870FRtL6RPRe4PAKtZnfh51E2gv+CmAixd7IRwHPUOxFfCntBKbSfQjFfd8A0qtG8uF6YH6eLtQ+so1x347L/zOwHNg9jt8jbtfZ52k2xZOnupx0kN7qdWGs6c5sXQDnAb/L1XopMLQTy/1h/NvzSE/isy++tgOuyX22/gQcWqPXml2hswA4JbdtDYufv+zY+TDxqqYKbM/ZfuaE3Ha3IH6u1wJ3kN5qN1vP3fpsA6cBz8Xhd/nPKHA0xVt7LyF9nnOlTza2AeaQ7sN/Q/HYuh3pbVX/Etv/C+nVJAMq2PZ7KJ4wrwJeJt7SlPQqz+y1F4B/6kY7+VszB9JMke2j15M+u3l4fl4Hh0oPmP1L2zL7l1+n2d/sv8X71c74kZj926t/ZBvjekT+x+wPZv9KruNen/3j8sz/DnUd6AHZP7bbZ/I/Zv9W73vp/Jj9S7fRhsn+W3t/qVL+p8LZv3T9xt/97r/9+iue/+nD2b+Nbdr8X3zvq5b/MfvXbah7AQ41eqNb37rzQtKemQXSZ/Dme04+Te62dsBZwAtx2qU1qvVA0isvCqThYRrF4F+IB6Hd4rxd+pCWrI/3kfao/D7pc28Hx/GDgI9T7Kn9JHBGN15XaKtm0p7NhdzwyZLpU3LT5lKn266RPkczf4K0f25aFtCyE9RVdOJWp7QO1qMpBr+zKJ4QZ8ueHw9Ij1IMlt2+3R5wZDz4FEqG2cD2FK9EWUR65UXI1ZndfndBnLdS/yGVDyQ7xJ/vIr3q5xCKvWX/QBr0zyup/TqqcBviks/PrqQBeb/cuAMohskC6e0S9+tmm/lt5KY23qf/Cxwcp59MMbDMBz7Plrdnzq/bfeP6658btx9pGMuW/x9tvf4ya/9sXMbk3LidKO7XNpCGygNy0w+m2Nt6RdzGtutMuxV+z8dT/ALkm7nx/UmffZtdjfVH4AI6uAU3xROolrhN7x3X94MUryAaDvw7aQ/0AumzyodX+XVmV+hktxN/CDi+ZD38geKXdb8Exnajvb1Ir1D6IsWTm+tz29084u10SfeH60n3Qft0sp389n5mG5+fJaTPFN4mznN6btpi4PwKr+cmiifVfyZ3a9r4WczfVvV3dOMEi9b7q4MoXglWyLV/KsVj9PkUb6W+GfhcZ15X7t/94s/tcq/5eIqZaglV6Mjg4JANmP23tj7M/uXVb/Y3+7f1+TH7l1d/j87/mP3z68Hs3/313Cuzf/bacv82/zvUbaAHZf/Ybq/L/5j9t7Zss3/bNTVk9m/j81P1/E+Fs38b69fv/jt+DRXL/5j9822a/6uY/zH7N8xQ9wIcavhmpyEpO8FYC8yP40eS3nYw+wD+inhLzDh9MvD+WtQXf14Zd+iP5z6ow0kDd7azuKkb7eR3QJdSDNEF0h7GP6YYJneKO4R86D+5O222M/1buTb+CEwomf4QucBT5fehzd7TpMHioZJ1sWNu+qi4/jYBp3ex7bNJT1jygebGuINeR9prfo84Pjso/w+xd2o3XvMnaX1wm1dyUPoXWh+kfwy8O/7tdhSf4XxtFd6PtgLJjqS9+lfF4aw4/vOkJ06vkD5vuEvPLi53Wyb9AuOR+L4vI73S5ZA47TCKz4DdSHp7yt272faOwH9T3IdNj5+X7H25JM63PWnIz0LwfxNvi9nGa7iO9GRxHemXCqdTvIXmcbS+VejXulDzERRvS30ura+kOoj0tsCFWOt3aH3S84Hca1hIDOq1HCjul0dTDIELStbh38Tx2fPmf0Fu31CyvCHx8zQD+Egcty3F8LmM9KRy1zhtHOmtQ7NnRP8HFbplMVu/QucbtP68H5abPj9Xz2/o4ok9MJTiFRyPAqfmpr2feOvw+PuHKN6C80Y6cRvX/LzALvH1FIAfkO5bsys25pJ+mZG951/IrYP3dfE1tnf74/7xvcyu3vtJyfT/F4dsPV/f3fZJr1b5YlzeXbT+IvNnxOcox3mvzU37311o60TS213/PA6nULwd+yQq1JHBwaGjAbN/1o7Zf+u1mP3N/uV+fsz+5dXdY/M/Zn+zv9m/rOzfRnvmf4e6DzR49s9qjD+vpBfl//b2f7npZv/E7N9ObQ2V/Uu3Z2qY/6lQ9m/jNfjd/9brr1j+x+xf2pb5v4r5H7N/Qw11L8Chhm928aCQBezf5nYs+8cPfxYOZhJvE9fejrlKNfYnPdEoAA/GcU3x5xEUe7l3KYDT+mD/vdz6yPfEbnVCQ9p7+19y0zr1TFxa9yr9NOkB9RekPVX3zE37Wa6N+cCI3LSyrxboxroPuXW9M+kB72Okt1DMwu4+FG+nWABuL1nGkcTeyV1of2xuuYvzO3rS3vNZCNmp5L37VDdf9zW5ZV0Tx+1IeuKbfVbmk/aAfTQ37++An5A+wzULhGMq/J6UBpLTc9O+Ese/Gbffi+LvPwE+Sq63cCW3kdy/by75zGTBYTZwbJznA8Cvc9MvoMxnHxNPLvOfIdJbOhbiOt8B+D+59m+O82Tb6s6kX6Y8k9t2mnPb+GCKz0fOejNny/4cxZ7JnyYNPdm+56wy628i3ecG0gAzgfQE8rfA+Nx8J+aW/RxwYclyLs6/hmoOtO6Zna2n7MuXPSg+T7cA/FduHZ0T19Ev4zC4neWPp3iCvoZ0X5hdqXYoxVslv0T6uczey2OB+ymefE2twGvNh8ORpFezHJl73fvS+rjwI9JbbZ4Tf78OOK+r6ze3jV6da2MWuS/4SK8c+wjFW+4WgH8rs60ziF+MxN+HkD53+k9x3V8axx9FervjbPv/KTA6+7yTHvuO7uI6zh/73kN65dHpxGMb6ZWF+X3Iz+L2fmf8/YukJx3Z+u/Sc7Lj6/g56ReWK4B74/gPxteetX8juX046YnxR7vw2bm05HUVSK/SuYHi7ZIvyU3rUkcGB4dyBsz+rV4LZv8t1g1mf7N/+Z8fs3/Hr6FH5X/M/mZ/s3+Xsn8bnx/zv0NDDPSA7B/b61X5H7N/ue2b/besraGyfxufn6rlf6qQ/eN4v/vvoObSf1Oh/E8fz/6l6ze3nZr/q5j/Mfs3zFD3Ahyq9MaWf+vOz8fxTaS9kX+Zm3ZF6d/XoO4hFG+jOg94T66+fhRPRv6rC8vODib9486lQNqr82DSYJS/Zecm4LLc3+4bdxad2vESD5rx36UBbRNpKBoTpw+i2LN+A+kzOivSk7fcdRP/PT7WkT2/cgHwDxRvMfu3pL3ZC3En3qVnetNGr1fSHvBZOF1A6yttDiB9bmr2PO8NwCndfN35E8mHKJ7YBNITjwVx2h9ID/6fiQeH0oPJXLp55W7p+xB/byuQZM8tnwA8H8e/kZvn1O7W0dE2TfHZtutIe+xfT+sTslvi53UAaU/eNXH8uDKWn/WAn07JQTi+/rdITwj+OdfeV3LbzxyKV0XtTLrvOKFkOfvmPmvzgb+Pv2dXTz0OnJab/6sU90kdPpMY2B14ijQkvzeOG03xtqCPkrstaHw92Wt5gi5eIdTN9zUfwieSXk30n6Q9tMfH8R8s2e6fIj3BLJBeGXfwVpb/0dzf/ZL0NtUHlszzdxSvNFtI7uQrvkfZFx7/UMHXenHcBlaQnsDfm213pD3976O4v87evz8B7+pkm/nwvU/u38Np/SXKfxCfUU36pcNv4vgVxON1B+00UTyO3wjsG8fPoLjP3pxfFunx71e5Gr5L9+9EkJ2otsS281cJLQM+G6dnXxxkX1hk+7Lfkn7Zl31Ou3w7d+ATJdvtT3PTTqO4T3+T9LM+Kk7rdP4Bvp5rZzrp5zk7Xi4j3UdtQ3qVSX7eTnVkcHBoa8Ds39ayzf4drJv4b7O/2X+r2zRm/3LWU4/K/5j9zf5m/25n//h35n+Hugz00Owfa+k1+R+z/9baNPtv5X2Ivzdc9s+2a6qU/6lw9s/WK37336nPJBXO//Tx7B+XZ/6vQ/7H7N8wQ90LcKjCm9rxrTvzPSULwIlxfAtpb8NXgbuqWF++J31bwfOGXG23AEfF8e+OO/2/UvJ84w7a2oP09orZsxEPIH2u66ukzwvNHwyzW/ptjju+SbnllPWsVtJnmH4l9/tOFA9ca0mfQ53dkvA10p68e8V5x1Ds5bsMGFmD7SV/IMye6V0gfaZkdou9haTPBc56HH+KYogskHu2aZnvSdZjfWe2vHXstNwB4DcUb805kvQkYAPpAbXDL6/LqOVciie4q0hvoZj17N0tvu5NxKtdSHvHHxo/Qw8Dt5GeCLV5C9puvA9bCyT/SXo1yPbAP8bPxFtxfX2xwtvGtqXbPWkP/YXxc/jZ3PgPkN7aNqsze47yENKA2eEtb2m7B3x2ItiSe6/+kmsn+4zuTjE8HJMb9xTpZ/mkOG4oxfB1J+nB/59ovU8skPaIzj+z93+Vuc6OpBgwniSeoJA+j/4+is8E/jG5LxVI9xvZyfRcYGI1Pu/t1NxRz+w/Al+I079I8faW+eHsrSz/xNw6+Vbp54X0apVs/3xubpnzgI/n5vssMYx347WWc4XOk8RjTHw/f0HxuLCGMnq9l7ST//ftpCfPh+fG7UfxVufrSD/v2X5ofNw2jizz9Z2Re39eIT05byG9SiR/UvF/aX2L1U9R/EKnQLzVbTfX9Z4UTxhej+svO6a8QHwmMukt2/8nN99jpMfNU+K4l+n8XUUCxS9fm2h9y/h12XtI+sXIecDTuekf6+Jn55D4ujZRvMX1XqTPgs5e9yPAoDhtNF3oyODg0NaA2b+0LbP/1us1+5v926vJ7F+srazsH+ftUfkfs7/Z3+zfpezfxufH/O9Ql4EGz/6xrV6b/zH7l/N+mP23/j40RPaP7dcs/1Ph7J8b73f/HddctfxPH8z+bbRl/q9h/sfs35BD3QtwqPAbWv6tO+/KfcBeA94Rx+9IF2+HWWZ9+Q/nQaS9L++OO9jsSoYTSHf6BdLewS+R3t4tu9VbqwN1O+0MIb0d5k9IA/7vSXuuvj/uyD5BenvM83Lr4bL4t89SvMqhkK2bcl4b6e0FC3GHsxswLNZQIA1TO5E+6zZ/oHuR9FaY2bNiP0x6YBhWxffhMGIAK9lespomk/Y2/hPt9/jObkP6T+Vum6TPOc5ONt9DGmReoCRIxJ1ydnCYRfGk7LD4vlXkVqGkJxGTKd6y9I+kVwENJg33BdIrPbY4qYp/2+UrgOh6IPkrrW/Jtz/p1Q6HVHD72JX0GcL3xnb/nuIBfBLFAHZK7m+2IQ032TOKO3vgbrcHfPxsbU/xebMbSYPJ/nH6AIo9un9CeqLWXvAfRnrC8V+kYeDfc+1+ieLzyTfEZZUV9OKy888A/wklt40lvW3l/RQ/U9/MrdftKJ5wv0W8HW0tB1rfWvgy0qswsvD6cPa5Iz2e3BTX64N0cKVRXO4m4L9z4/YifS72/aRf9MwD3hvfy6so7kfvp2Rf1YXXdT1wZu73beP2ne1jziDdD/w09/p/Duwd528hDeSfphPHR2BAye//kmvzuxSvPGiO20YWfJeTHr+yW8125hnNu8b1l237Syleyfj3tA7XZ5X87aWkV1F0+hnJJctpIs0S2fp8ivQLtQ/E7SYL34/mtqntSQP7YfH9+XyuznPLbLfdLwVJr2rM9qEbSb/QOiJOG0x61cEmyvjClTa+yIzjL47Lf5XWz4HelXQ/k53UHlNOzQ4O5Q6Y/bNlm/23XqvZPzH7b6U2s38Xsn9cfo/N/5j9zf5m/7I6W2D+d2iggQbP/rGNXpn/Mft3uG1i9s//fcNm/7jcmuZ/Kpz943i/++/8+17x/E8fzf7Ztlnyu/m/Svkfs3/DD3UvwKGCb2bXb91ZIA1dVXnWa66m/MnGaaThKV/joxR7HX6W4vMaswNwgTKeWUnaG/R3JcvOhrWkPZn3AwYCD8TxM+Lf7kwagrMd4jVlvrY9cutzJbHXPmmwXhpf2xDSA1tWy39TvEpgPukBrUvPpe/k+5DdtvEBYq9K0h7z2TNZJ8Van6F4UprV/PbtPOPfHVFGe7uSHlzvJT2Z+h5puJqTW/4sWj+rdw+KB8zXSW9J179K66M/aU/f7BZ+C0lPBAukB99jSuZv82Shi213NZC8Si6QVHh9vJviVTbZ8DviCSdwUu7z8VD+fSENNIW4Lsu+3SQd94AfEH+eSfGLh2zeGyje9vZp4J10HPzHkoab7Fa1rxGfcUsarLNtYUM523j8u3xY/1rJtCbgoPjvkyleRVUALsjNtxvpFRBlXzHUzfe69AugF0n3y4cD43Lr+iHScFX65UALHX/5sw3FnusLSfex55A+FznbjrL9+7OkX3b0J/3MZ+uoq7fRbCLdzxaAsbnxO8dteiPw5ZLtIn/i0en3Ibb5j/H1vUz6BcpNpEF6AsX93l/i9jcsV9O9FE9G15G7uqODNvco+X2f+LnInnX9e4qf3/8DLKb4BcZxub/bHjisk693MDAqDv1y40eSfmlVehXUAcCtuXV8asnyjqL4eX4d+Psy68h/4XoK6XPebyHdZ2Rfqg6neJxeR3ob4OwLrX0oueVyG220+0VmnJ4917sAnJ+vi+K+fSVxv+7gUIkBs3+2bLP/1ms1+7euz+zfugazfxeyf/zbHpX/Mfub/c3+ZWf/OJ/536GhBho8+8d2e2X+x+y/tfbM/u233XDZP7ZX0/xPhbN/nNfv/suruar5nz6W/XPtmv9rmP8x+/eIoe4FOHTzDazcrTs3EHsL16DmfA//H1HsTVwgvYVgFtjfAUwl7dX8r8Anylh2Pmg8Tnrgmk4aHrPxf4k7pPGkPdqzcHlyXHcvkR58yuqdDRxDeivOAmlv3yG5af2BLwBHU7xVYgH4CDCCNGhlvcGfAg6o8rr/aq6G9XH72J/0YDcduIC0V3jW4/9B0me4Zicgm+IOts3ns7bR3pGkB93SE7//IL3NZXZgeY30AJ09c7eF9MqcN3N/U7VbS5LeXvOHFA/2BdKDctZTfhsq9Bxz6hBIOlHbGbnXvyB+FrLfr4vz7EsxkL9JeqXASNLbEmcBbxawSyfa7agH/BOkJ+7vjttp/naq+X3HcMoI/sSrU+Kys5P+UfE1vEJ65cPDlBk62fIZ4Lvlpg2P6/IvxJMw0lsrZl+obKL1M8qr2tuZ9ntmZ73J74/bZ/Z6bovT94u/d/js4Dbau4HiZ3kZrd+313PbUgG4J/7dMNKTkJu78hrjz6y3+Sri1Qpx/Ilx/GbgvFydTaRfymRfBl2UX14Z7Q6n9e2EszYKwK9JjzvHUnwG9R/ieu8X//5uis+HnlVmm9eSXt1T+uXIeOCOXB3/Q3qs2pb0ecFZLnieLt6amvTz+Rjpfuw10uP0iDjtfbm2Ly35u/xVhdlta/9/e+cefEdZ3vHP5gKJIoKBKdBKFUqRW1CwoKlMVaq0DJTaity0jMhFhnoDi4LCgQ14lgAAFf9JREFUQKGlDAVpC+00OClI1FoQqmApKGagoAlMjYq2QUSuIhcr9wQCnO0fz/Oy79mc/LJ7zt7OOd/PzDtJ9pyz77O3dz/75t3njTtzvoS1K4XeJqH/wXkx/fs/tEfhoeBN0bb/EriaAh1azNyR+SzwGawzM7jAi/SnYr7Ml18NbFrnNa4y+QW5f37dcv+ZY5X7D45T7p/K/RnS/X3dY+H/yP1B7i/3L+n+0T6V/6u0XhhD9/e6J8b/kfvPVJ/cf926Ouv+Xk/j/k+F7h+tr1H/Z0zc39ffmP8zRe4fHWv5f9qc/yP3H5vSegAqQx646lJ3HkRNqTsHNdRko+t7Xvf29Evp85i0hPl656xvXQPWHYvGOZjwz/bP3uQNbkgL+D3g7WQpW3tkEnUL0dsiG6gzfsDpAV+IPgs3kY382NyOjahd6st/w7d9pf/2QzWfM1tiKeTCA2nY5guwtHdbYdL1Vf/su9Fv7yIbgX4LsEnJffMD+t+o6WFve2zj528PG7V/XvT7u8lG9B/VwDW1I5ZCMcR3LRXMD52ro3EhKRFbfP2chUnYH5Kltr0Ee9iYDRyY24Z76U9JW3h+XcqNgF+OpV09CROJh7FOgrOwNnFD4r/K49zTl60gE99bMGl6CROpQm2Ar2fQHOBzsYebh335z8jmoZ6DjZIOo8x71DzimQ2PzD4yd0x7RKmSsc6fHjZv+UYl616AjXQPKarD8bzGz+/DonNgDX7d4fepEbb51Oj4/jrZ/WSP6Hy9k+hNI2Bfj/MZys0VvNCPcTiPv+znaNjW0JFxInbvezL67iWYrPcwcS2UGpn+jqzF+BuM0efvIpt3uod18G3u18LnyTriLqNkpwr20BzWG7bxIexhdZZfQ6uj5W+Jfvtu378/J2pjye7Xcylx/flvNiXrcF2NPdAHt1iDeU5Iz7w/2Zsfq4hSza9n3UU6Mu/HUjHHc1+vwTqRlpM9mPxBnde5ymQX5P6D6pP7zxyr3H/meOX+cv+h3N/X1Wn/R+4v95f7D+X+/hv5v0rrhTFwf1//RPs/cv+i+0bun3bb/QdcP434PxW6v69Pff/rj7EV/2cK3N9/K/9vyf+R+49FaT0AlSEO2hik7sTE6Wii9GTe0F2M3dD3B95IJhW3kcn3k1iqtddHv52xMWRd0QijwhOyG83bvJ4geSdjkv1Tb6Sew0Zqbl1wG0+P6ozLafm4sZtRLOAnk4143h/YoaFzJ4z4DXPf9rBG/9NYatkF9D947ey/eQ4Tu78uWE8sr2f7sk0x4QkPyqt8+UHRd1/E5tcMD4K74ZLW0P7ZBxspHx4GLiVKwzjiuhsXkhKx5a+fbaLPrvblj2DX653Y9f1h+lObrsZS9G5Tsu6yI+C/Ev12M/qFsaz4v9/P//jhb5gR9fk5wO/FRmiHbbia7MFxrv/5GrI5oy+p+bwuMjL7VGye8hd8X5wS/f4isofgtw0Zww6Y2N6BpSw9xo9NaJ8vJxO6eSNsa5yWOczPfA/RWyNYZ0c4T3rY2wF7YWk+v+bLbqaAjPr6FmAPbz2s4yJOKXok/dK/Apu/+PgBx+L/gDeX2NbjyDooHvfzfevcdw4lu7euBfb35QuxB70rKPlGDfbQGWJe6tsX7uVXRN9bRtauP4A5wRFkb1ZeyRAj/XPHOJw/p/k6H8Q6MhdgDz3fJ2sPPk7/2y8/YgP3F8p1ZN6EvRG4kv62sYd1+O5d53WuMtkFuf+g+uT+xWKW+88ct9xf7l/a/X1dnfV/5P5yf7n/UO7v35X/q7ReGAP393gm2v+R+89Uj9x/3XV31v3Xc/004v9U6P6+TH3/g+Nr1f+ZYPf3dcr/G/J/5P5jW1oPQKXkAet46k5sVOMFUYzfIJoHEkuv9j5s7teQEvFS7OZzEdkI2B7wiRL1DhKNkDZ2du57Yf3LfNnOmGz+Mbk5Y2eo78vReg4lE8JQ3hfXjaUHvSL6PByHxZR8i6vk8QgNcpCcvbBRmL/CbsjhGPwYG1U+j2wk5tPRPv0h0QPgBurMy2uQuwR78AgpVO8DXuOf5d/ECb99dQvX2KFkaS6f92M06kjrVoRkxOtnY0zCwhsVa6I4nsbSju6CPXgcBxzMkClnKT8Cfvfot3EqxcLi79/fDPgj7EHzOqIOgyG2YT7W9j1N/zE7f8D1GMRnB6K50Gs6n4cdmf1L7AEySNtq4IARY5nj+2mT3PJFUTznYW+FlT6XsLSi3wTe7v8OqUT/O+x3sjdhDsgdp0ejGB6kxPzFWNrop7D2IrwtMj86Jw8km6t7NfAx/+wkr/MhrA1+S8ntzZ/vD/i/XxV9Zx6WOjWcl0ui82/7kvXN83Mi7LODffmOZG/GXYV1au6NpUS+N/r+C2TX9n/GcRasfwvs/rIUOCj3WYjrBvrbhH3J2rAvlqxvmI7MT2Ht2YnYA9cXfD2NdZ6pTF5B7r++euX+g+OU+5ffZ3J/uf+w+7Fz/o/cX+4v9x/K/f338n+V1gsdd3+PY+L9H7n/THXK/dddZ6fdf4brpxH/pyL3D9cc6vvPx9UJ/2dC3d/XJ/+v2f+R+499aT0AlRIHq+OpO7F0nN/x9T8BnA8cnvtO4o3k6d743IePVsRSRYY5gv+jZN2DGt6TQ4NG/4jiO0ODN+R2Jr4f19L/9sb1ueMT0jWGB493eiPbw25OX6Tgf3AMGeefYjeaX4uWvZpslPOFfhziVJWHAB9g3ZvEn5Sod5C8bhedI6t8nReHRts/Ox4TwhXYiPfa9s0G4p+FjYQNI+uPrmCdrQjJCNfPffSL+rewG+hd0bIvVXmMqGgEPMXEf27uNxtRwcM/lrL4cjL5uAt4R/R5JfN/l4hnmJHZ32Pdkdn3UvHIbD+2b6C/w+HfKDlNQ7S+uKNtiZ9PoaMnTg2dkAn3h8neOgr3rW9S8A2daD2nkD2IHzjg8/l+LT8xIJ7tgN/GO2CG2O78+f4j4Kj4HMc6+kI7/7kh65kNfC7aV7cD+0Sfh3mJ407DvwJ2woT8CY/hf4Fz4vUWrP/NZA+/T2Hz3YcOrXnRcbyZzIcS7A3GcM+/pmSdw3Rk3kjWZrVyD1OZrILcf6a65f7rxin3H26/yf3l/qNsR2f8H7m/3D+V+zOk+/t35f8qrRY67v5ez8T7P3L/DdUr9193nZ12//VcP436PxVmvkF9/3E8nfR/JsD94+OJ/B9q9H/k/hNRWg9ApeCB6njqTm9U7ojq3IX+UYbHAO/1v2+EpXwNDfSlwD/5v08AFg4Zw3xvEPMNbxzHrmQyuTjebyXr2gjYNvzd/9yYbPR+D5O3LQf8bg9qGqUe1XNWFMcqTKK3989O8OX/go1AvTz67lXYXL17Yuny/hb4nZJ1D3r4OwF72AtvhjwO7Bu+H/12Vn6ftVHIRgS/e8T1tC4kJWItIuqLouWX1RBDJSPgaVH8WXcO8K/jI+4bPodHGZn9CUyclgBnht9WGNt22APGHVGM54y4zjit6K8w2Q1vKt2ESetOWDryzaPfvQ572+FgrO0b5n5wcrQdx/my8GCXRPWElObLKSG+BerfEhtFH47jrcAR/tkrsTmWn8BG+r9nhHp2J5sfOdwvdgU+GC17yP8MsRzqv/0t3/87ROubU7De90Tr/xb2FlqYh3mWb+NV0XfOjvb7Zlia6jXA8SW3d5iOzOuqvFZUprsg9y8Sg9w/q0fuP9r+k/vL/UfZjtb9H7m/3D+V+zOC+4fjiPxfpaVCx93f650a/0fuP1Pdcv9sPWPj/lEcrfk/FWa+QX3/0FH/Z8Lc39cj/6/J/5H7T0xpPQCVAgepw6k7sZvXxmTzj64gSvHq3znXP3sW2MOXHRXFF1I0PkqUJnHIePIN7y1xAwu8F3vguAdYFLZhhPrCPg838O3pF7bbou8ONXJ3iJhi0Qgjl9di0nUIlp7yMSx94ub030RewFLV7TRiDPmHv1XYiPkeJo+/O9M51cR+KnpsK1pXq0JSIs5Bor5v9Pk7/dx5BvjzOo8XI46Ap0Xxx1Izh06VlzBxr2QO8BIxdHZkth/b5ZicLsM7o0ZcZ14OH/d9/4L/+wm/vu7H3lC7Bbu3XuJt1dApk4Fjo334OJ56OtqX4c/byO5Lc6q8dvx8/0YUx0+we+HfkaUTvY4ROy+w9KQryO4r8YPjX2KdnoujZTcxIC120fMLexB81Nd1Yf53+NztwJ9hb4fFbcW5ZG/0rcTftCu5vY0NZFBRiQty/zLxyP3l/lXtR7m/3H+U+Fv1f+T+cn+5/8ju7+uW/6s0Xuiw+3t9U+v/yP3XF4Pcv39dY+H+Hkcn/J8KMt+gvv9O+j8T5v5ev/y/Bv9H7j9RpfUAVDZwgMYgdSeWtu4xr+uMXOz/SiazPewNgC388zPJHjRWAW+tKJ58w3sNJi9vjBqvJZScM75AvfG+j49N6fkiR4wjFo21WBrEu8luvP9D9jASpPEA7CYYYq4ihWj+4a/ncWztn1d6w+1yoQNCUiLWQaK+q5cgdDdS45soVDQCnhbFnxrmAC9Z/0gjs+s+94BXAO/AH4IqWmeQw9C+hftOOP699ZSPj1jvFtF+7mHzgM/PfWdbrOPlSeDImvbpIrJ54PPzoH+N6qYL+UB0zoRyfPT5VtH+uHTEus7243httOy12H32Rmyu8Vuxt/WWkt3j47ICv+8MGUOjAxlUVJD7DxOP3F/u36mC3L9sDGPv/l5/a/6P3F/uL/evxP29Tvm/SmOFMXB/r2/q/R+5fz4OuX+2L8bG/T2OVv2fCjPfoL7/Tvo/E+T+Xrf8vwb/R+4/UaX1AFQKHKTup+48JGrgPhotD6NmnyIb+dcjmpMZewjYDVhQcUz7kM0h/RLw7aj+peTmba2w3jBaPWx7aOxHvqmViCGIxiNe90+Aj2JpKG+O9kkPT5OJ3aw/iL198M8VxpKX12uB3ZraF10pdERISsSbF/X4+qlMXGaov7IR8LQk/tQwB/gQMUzdyGxMDpdGbdzD3u6cCPw98O9Yp90P/fz6/YrqPSJq74OUHoClFV9I9kbArQw50r5gHAuBr2IdTM9i83CfXnEds4FPkwn+w1i61k3888P9WlsNHDvsOYV1vNzkdazC3sj7ECb/z9B/j12OpV39JNbh+gj28PU3VNDhSksDGVSmtyD3HyYmub/cvzMFuX/Z+sfe/b3uVv0fub/cX+5fift7PPJ/lcYKHXd/r0v+n8r9B8Qi90/Hz/09ntb8n4oz36C+/6nxf1pyf69b/l+h/yP3n7jSegAqJQ5WB1N3el1HRzF8NvfZ2X7T2y36zss3tprjOhT4ca7eC2quM4n+fp7XeT0wr+FzJS8ay7ARmAuw+ZhDirkrcPnFRjlX/kCAyet3yeT1UhpOK9mFQkeEpES8jV8/uforGQFPi+JPRXOAjxjD1I3MZt3OjquAvaLP5wKvqlIOvc09PXe9PIalMQ3n3kq8A7GBfbAbJsSvq2n9+XvMHVjn4/HR9l80Yh0J8I9kKeF/kdu/Yb+Gz78S/XbzKo+vr7OVgQwq012Q+5eNS+4v9+9MQe5ftv6xd3+vv1X/R+4v969n/VPn/r5e+b9Ko4WOur/XJ/9P5f7riUXun46f+3vMrfk/FWa+QX3/U+X/tOD+vl75f4X+j9x/4krrAagMeeA6krrTYzgYG8kYGoGBwgT8hX/nceDwBuIKohFGQn6kof0Rjxw+tsVzJC8aN5DNm/1abK7LRuSWltNKdqF0TUgKxNvK9VPTtrQm/rQ0B3cuhqkbmT1ADi8DFjZQ76nYmxPxdf4I1tlSa1aAFvZx/h7zs2ibPxt9b+g3DLCOsp+zbmrYa4CPAIeRvQWxBtg9+m0dc8q3+h+xKtNdkPsXiUvuL/fvTEHu3+a2tD3gp1X/R+4v969nW6fO/X298n+VVgodcn+PQ/4f1Rn9Xe6fyv19H4yV+3vM8v9q6lbff/Pb24r7e93y/4r8H7n/RJXWA1AZ4eB1IHWn178g18DeBrwy9525WBq7Hpba7jcbii2Ixn4N75M5bZ8fHseOvr9ffiiNG2X/Tm1zesd10HJaya6UcRKStq6fmraldfFvefunbmQ27aXRXeh1n+Z//l7b+6LGbc0/zPaIOhSruO6AHbCHxjuwt1WOcacIb3te7vUup+a3CZmgjhiV8Sxy/0Kxyf3l/p0qcv/WtkXuL/eX+1e/rVPl/l6f/F+ltdIV9/cY5P/9dcr9c3XI/V/eF2Pj/h6v/H9CyrT5f1vu73XL/7PPR7ru5P6TU4K0ijEkSZIk9QOYJMl5wEnYXIUHpWn6XMOxHIZd+LN80e1YI3E3lhbxVGBPbN7QI9M0XdlgbLPTNH2pqfq6RpIk+2DS+FasgbwQuDhN03sajmMecAbw7TRNb2iy7q6RJMlCYGfsZnoX8Is0TW9qN6rBTPv1M0kkSRIkeKdo8YVpmp7YUki1kiTJLGze+jOx9KnHpmn6+Xajmjz8HrME2AZ4V5qm3/Hls9I07VVUxxzsQWN2mqbPRMsXAV/H0oGfD3wGeCGtUW6je9myNE2vr6seIQYh9y8c21S7i9y/e8j9RRvI/eX+dTBt7u/1yv9FK3TJ/T0G+X8Hkft3j3Fyf5ju62fSmCb/l/s3R93+L/efDDTYaMyJL+gkSY5N03RxS3HMBz6JNe6BZ7EUkmuxUdI/wB6I7m8+wukmJxrPYfNtnhM33g3FIXkVoiUiCT8b6wj6WJqm/9BuVPWizo5mSJJkP2BlmqaP+nmW1iX+SZLMBbYH9sPuZQBXAu9P03RtHXUOiEH3MtEacn9RBLm/EELuL/evi2lzf49D9zPRCl1xf69f/t9R5P5CCJg+/5f7N0dT/i/3H1802GgCSJJkTpqmL7YdB0CSJJ/CUp1tFy2+C1iG3dyebyWwKScSjTOATbF0pktaDUoI0TjTODJbctgcde/rJEm2w97Y2wnYxRefm6bpKXXVKUQXkfuLDSH3F0KA3F/Ui9xfiGbokvuD/L+LyP2FEIFp83+5f7PUub/l/uONBhuJykmS5PXAG4CtgAeBx9I0/X67UQmN9BVCgCRcjC/+dsN/AdsCd2Kpwa9sNyohhNy/m8j9hRAg9xfji9xfiO4i/+8ecn8hRED+L8YRuf94o8FGQkwREg0hhBDjTJIkrwD2Bn6apukDbccjhBBdRu4vhBBinJH7CyFEceT+Qgghxhm5//iiwUZCCCGEEEIIIYQQQgghhBBCCCGEEEKIQsxqOwAhhBBCCCGEEEIIIYQQQgghhBBCCCHEeKDBRkIIIYQQQgghhBBCCCGEEEIIIYQQQohCaLCREEIIIYQQQgghhBBCCCGEEEIIIYQQohAabCSEEEIIIYQQQgghhBBCCCGEEEIIIYQohAYbCSGEEEIIIYQQQgghhBBCCCGEEEIIIQqhwUZCCCGEEEIIIYQQQgghhBBCCCGEEEKIQmiwkRBCCCGEEEIIIYQQQgghhBBCCCGEEKIQGmwkhBBCCCGEEEIIIYQQQgghhBBCCCGEKIQGGwkhhBBCCCGEEEIIIYQQQgghhBBCCCEK8f/y8egU4VF/UwAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig1, (ax, ax2, ax3) = plt.subplots(1,3, figsize=(40, 12))\n",
"\n",
"# ax.plot(B['Ind'], B['Nbr LO'], '-.b' , label='Local Onset', marker='v',) # s=B['Yield LO']*100 )\n",
"# sc = ax.scatter(B['Ind'], B['Nbr LO'], color ='tab:blue', label='Local Onset', marker='v', s=B['Yield LO']*150, alpha=0.5)\n",
"sc = ax.scatter(B['Ind'], B['Nbr LO'], color ='tab:blue', label='Local Onset', s=B['Yield LO']*100)\n",
"# ax.scatter(B['Ind'], B['Nbr LO'], '-.b' , label='Local Onset', marker='v', s=B['Yield LO']*100 )\n",
"\n",
"# ax.plot(B['Ind'], B['Nbr FPO 20'], '-.k' , label='FPO 20', marker='+' )\n",
"# sctr = ax.scatter(B['Ind'], B['Nbr FPO 20'], color ='black', label='FPO 20mm', marker='+', s=B['Yield FO 20']*150)\n",
"sc = ax2.scatter(B['Ind'], B['Nbr FPO 20'], color ='black', s=B['Yield FO 20']*100)\n",
"\n",
"# ax.plot(B['Ind'], B['Nbr FPO 10'], '-.r' , label='Start window', marker='*', )\n",
"# sctr = ax.scatter(B['Ind'], B['Nbr FPO 10'], color ='tab:red', label='FPO 10mm', marker='*', s=B['Yield FO 10']*150)\n",
"sc = ax3.scatter(B['Ind'], B['Nbr FPO 10'], color ='tab:red', s=B['Yield FO 10']*100)\n",
"\n",
"# sctr = ax.scatter( B['Ind'], B['Nbr LO'], label='May')# c=C['Month'],cmap='RdYlGn')\n",
"# sctr = ax.scatter( C2['Time'], C2['Yield ton/ha'], label='June')\n",
"\n",
"ax.axhline(y=0.0, color='k', linestyle='--')\n",
"ax2.axhline(y=0.0, color='k', linestyle='--')\n",
"ax3.axhline(y=0.0, color='k', linestyle='--')\n",
"\n",
"ax.set_title('Local Onset', fontsize=25, fontweight='bold')\n",
"ax2.set_title('Farmers perspective of the onset 20 mm', fontsize=25, fontweight='bold')\n",
"ax3.set_title('Farmers perspective of the onset 10 mm', fontsize=25, fontweight='bold')\n",
"\n",
"\n",
"ax.set_ylabel('Number of days to/from the start of the safe window', fontsize=20, fontweight='bold')\n",
"# ax.set_ylabel('Number of days to/from the start of the safe window', fontsize=20, fontweight='bold')\n",
"\n",
"ax.set_xticks(range(1,65,1), )\n",
"ax2.set_xticks(range(1,65,1), )\n",
"ax3.set_xticks(range(1,65,1), )\n",
"\n",
"ax.set_ylim([-150, 100])\n",
"ax2.set_ylim([-150, 100])\n",
"ax3.set_ylim([-150, 100])\n",
"\n",
"ax.set_xticklabels(ET_WA_name, rotation=40, fontsize=16, fontweight='bold')\n",
"ax2.set_xticklabels(ET_WA_name, rotation=40, fontsize=16, fontweight='bold')\n",
"ax3.set_xticklabels(ET_WA_name, rotation=40, fontsize=16, fontweight='bold')\n",
"\n",
"# plt.legend(loc='lower right')\n",
"\n",
"# plt.legend(*sc.legend_elements(\"sizes\", num=4))\n",
"\n",
"handles, labels = sc.legend_elements(prop=\"sizes\", alpha=0.5, num=4) \n",
"labels = [\"< 0.2\", \"< 1.0\", \"< 1.4\", \"> 1.3\"] \n",
"legend = ax.legend(handles, labels, loc=\"lower right\", title=\"Yield (ton/ha)\")\n",
"legend = ax2.legend(handles, labels, loc=\"lower right\", title=\"Yield (ton/ha)\")\n",
"legend = ax3.legend(handles, labels, loc=\"lower right\", title=\"Yield (ton/ha)\")\n",
"\n",
"plt.subplots_adjust(wspace=0.1)\n",
"# plt.subplots_adjust(hspace=0.03)\n",
"\n",
"# plt.savefig(r'C:\\Users\\sagoungbome\\Pictures\\WR-Papers\\Tahmo Data\\AquaCrop Sims\\Nbr_Days3.png', dpi=400)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"D = B.copy()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Ind | \n",
" Region | \n",
" Station | \n",
" Year | \n",
" Local Onset | \n",
" Nbr LO | \n",
" FPO 20 | \n",
" Nbr FPO 20 | \n",
" FPO 10 | \n",
" Nbr FPO 10 | \n",
" Yield AC | \n",
" Yield LO | \n",
" Yield FO 20 | \n",
" Yield FO 10 | \n",
" Dates LO | \n",
" Dates FPO 20 | \n",
" Dates FPO 10 | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" Tamale | \n",
" 2019 | \n",
" 1.5 | \n",
" -85 | \n",
" 1.5 | \n",
" -85 | \n",
" 1.6 | \n",
" -71 | \n",
" 1.6 | \n",
" 1.5 | \n",
" 1.5 | \n",
" 1.6 | \n",
" 1900-05-03 00:00:00 | \n",
" 1900-05-03 00:00:00 | \n",
" 1900-05-17 00:00:00 | \n",
"
\n",
" \n",
" 1 | \n",
" 2 | \n",
" 1 | \n",
" Tamale | \n",
" 2020 | \n",
" 0.0 | \n",
" -69 | \n",
" 0.0 | \n",
" -69 | \n",
" 1.6 | \n",
" 18 | \n",
" 1.6 | \n",
" 0.2 | \n",
" 0.2 | \n",
" 1.6 | \n",
" 1900-05-19 00:00:00 | \n",
" 1900-05-19 00:00:00 | \n",
" 1900-08-14 00:00:00 | \n",
"
\n",
" \n",
" 2 | \n",
" 3 | \n",
" 1 | \n",
" Gaoua | \n",
" 2017 | \n",
" 1.5 | \n",
" -26 | \n",
" 1.5 | \n",
" -26 | \n",
" 1.5 | \n",
" -28 | \n",
" 1.6 | \n",
" 1.5 | \n",
" 1.5 | \n",
" 1.5 | \n",
" 1900-05-19 00:00:00 | \n",
" 1900-05-19 00:00:00 | \n",
" 1900-05-17 00:00:00 | \n",
"
\n",
" \n",
" 3 | \n",
" 4 | \n",
" 1 | \n",
" Gaoua | \n",
" 2018 | \n",
" 1.5 | \n",
" -22 | \n",
" 1.5 | \n",
" -22 | \n",
" 1.6 | \n",
" -29 | \n",
" 1.6 | \n",
" 1.5 | \n",
" 1.5 | \n",
" 1.6 | \n",
" 1900-05-23 00:00:00 | \n",
" 1900-05-23 00:00:00 | \n",
" 1900-06-16 00:00:00 | \n",
"
\n",
" \n",
" 4 | \n",
" 5 | \n",
" 1 | \n",
" Gaoua | \n",
" 2019 | \n",
" 1.5 | \n",
" -25 | \n",
" 1.5 | \n",
" -25 | \n",
" 1.5 | \n",
" -18 | \n",
" 1.6 | \n",
" 1.5 | \n",
" 1.5 | \n",
" 1.5 | \n",
" 1900-05-20 00:00:00 | \n",
" 1900-05-20 00:00:00 | \n",
" 1900-05-27 00:00:00 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Ind Region Station Year Local Onset Nbr LO FPO 20 Nbr FPO 20 \\\n",
"0 1 1 Tamale 2019 1.5 -85 1.5 -85 \n",
"1 2 1 Tamale 2020 0.0 -69 0.0 -69 \n",
"2 3 1 Gaoua 2017 1.5 -26 1.5 -26 \n",
"3 4 1 Gaoua 2018 1.5 -22 1.5 -22 \n",
"4 5 1 Gaoua 2019 1.5 -25 1.5 -25 \n",
"\n",
" FPO 10 Nbr FPO 10 Yield AC Yield LO Yield FO 20 Yield FO 10 \\\n",
"0 1.6 -71 1.6 1.5 1.5 1.6 \n",
"1 1.6 18 1.6 0.2 0.2 1.6 \n",
"2 1.5 -28 1.6 1.5 1.5 1.5 \n",
"3 1.6 -29 1.6 1.5 1.5 1.6 \n",
"4 1.5 -18 1.6 1.5 1.5 1.5 \n",
"\n",
" Dates LO Dates FPO 20 Dates FPO 10 \n",
"0 1900-05-03 00:00:00 1900-05-03 00:00:00 1900-05-17 00:00:00 \n",
"1 1900-05-19 00:00:00 1900-05-19 00:00:00 1900-08-14 00:00:00 \n",
"2 1900-05-19 00:00:00 1900-05-19 00:00:00 1900-05-17 00:00:00 \n",
"3 1900-05-23 00:00:00 1900-05-23 00:00:00 1900-06-16 00:00:00 \n",
"4 1900-05-20 00:00:00 1900-05-20 00:00:00 1900-05-27 00:00:00 "
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"D.head()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"B18 = D.loc[D['Year']==2018]\n",
"B19 = D.loc[D['Year']==2019]\n",
"B20 = D.loc[D['Year']==2020]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# for i, txt in enumerate(B['Yield LO']):\n",
"# ax.annotate(txt, (B.at[i,'Ind'], B.at[i,'Dates LO']), ha = 'left', va = 'top', fontsize=16)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"findfont: Font family ['normal'] not found. Falling back to DejaVu Sans.\n",
"findfont: Font family ['normal'] not found. Falling back to DejaVu Sans.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig1, ((ax, ax2, ax3), (ax4, ax5, ax6), (ax7, ax8, ax9)) = plt.subplots(3,3, sharey = True, sharex = True, figsize=(20, 20))\n",
"\n",
"\n",
"# 2018 \n",
"sc = ax.scatter(B18['Ind'], B18['Dates LO'], label='Local Onset', s=B18['Yield LO']*100, c=B18['Year'],cmap=plt.cm.get_cmap('cubehelix', 6))\n",
"\n",
"sc = ax2.scatter(B18['Ind'], B18['Dates FPO 20'], s=B18['Yield FO 20']*100, c=B18['Year'],cmap=plt.cm.get_cmap('cubehelix', 6))\n",
"\n",
"sc = ax3.scatter(B18['Ind'], B18['Dates FPO 10'], s=B18['Yield FO 10']*100, c=B18['Year'],cmap=plt.cm.get_cmap('cubehelix', 6))\n",
"\n",
"# 19 \n",
"sc = ax4.scatter(B19['Ind'], B19['Dates LO'], label='Local Onset', s=B19['Yield LO']*100, c=B19['Year'],cmap=plt.cm.get_cmap('cubehelix', 6))\n",
"\n",
"sc = ax5.scatter(B19['Ind'], B19['Dates FPO 20'], s=B19['Yield FO 20']*100, c=B19['Year'],cmap=plt.cm.get_cmap('cubehelix', 6))\n",
"\n",
"sc = ax6.scatter(B19['Ind'], B19['Dates FPO 10'], s=B19['Yield FO 10']*100, c=B19['Year'],cmap=plt.cm.get_cmap('cubehelix', 6))\n",
"\n",
"\n",
"# 20\n",
"sc = ax7.scatter(B20['Ind'], B20['Dates LO'], label='Local Onset', s=B20['Yield LO']*100, c=B20['Year'],cmap=plt.cm.get_cmap('cubehelix', 6))\n",
"\n",
"sc = ax8.scatter(B20['Ind'], B20['Dates FPO 20'], s=B20['Yield FO 20']*100, c=B20['Year'],cmap=plt.cm.get_cmap('cubehelix', 6))\n",
"\n",
"sc = ax9.scatter(B20['Ind'], B20['Dates FPO 10'], s=B20['Yield FO 10']*100, c=B20['Year'],cmap=plt.cm.get_cmap('cubehelix', 6))\n",
"\n",
"\n",
"ax.set_ylabel('Planting dates', fontsize=25, fontweight='bold')\n",
"# ax.set_ylabel('Number of days to/from the start of the safe window', fontsize=20, fontweight='bold')\n",
"\n",
"ax.set_xticks(range(1,65,1), )\n",
"ax2.set_xticks(range(1,65,1), )\n",
"ax3.set_xticks(range(1,65,1), )\n",
"\n",
"# ax.set_ylim([-150, 100])\n",
"# ax2.set_ylim([-150, 100])\n",
"# ax3.set_ylim([-150, 100])\n",
"\n",
"ax.set_yticklabels(B['Dates LO'], fontsize=22, fontweight='bold')\n",
"\n",
"ax7.set_xticklabels(ET_WA_name, rotation=40, fontsize=20, fontweight='bold')\n",
"ax8.set_xticklabels(ET_WA_name, rotation=40, fontsize=20, fontweight='bold')\n",
"ax9.set_xticklabels(ET_WA_name, rotation=40, fontsize=20, fontweight='bold')\n",
"\n",
"# plt.legend(loc='lower right')\n",
"\n",
"# plt.legend(*sc.legend_elements(\"sizes\", num=4))\n",
"\n",
"# handles, labels = sc.legend_elements(prop=\"sizes\", alpha=0.5, num=4) \n",
"# labels = [\"< 0.2\", \"< 1.0\", \"> 1.3\"] \n",
"# legend = ax7.legend(handles, labels, loc=\"lower right\", title=\"Yield (ton/ha)\")\n",
"# legend = ax8.legend(handles, labels, loc=\"lower right\", title=\"Yield (ton/ha)\")\n",
"# legend = ax9.legend(handles, labels, loc=\"lower right\", title=\"Yield (ton/ha)\")\n",
"\n",
"# Define the date format\n",
"date_form = DateFormatter(\"%b-%d\")\n",
"ax7.yaxis.set_major_formatter(date_form)\n",
"ax8.yaxis.set_major_formatter(date_form)\n",
"ax9.yaxis.set_major_formatter(date_form)\n",
"\n",
"ax7.yaxis.set_major_locator(md.WeekdayLocator(interval=2))\n",
"ax8.yaxis.set_major_locator(md.WeekdayLocator(interval=2))\n",
"ax9.yaxis.set_major_locator(md.WeekdayLocator(interval=2))\n",
"\n",
"ax7.set_ylim([\"1900-04-25\", \"1900-09-18\"])\n",
"ax8.set_ylim([\"1900-04-25\", \"1900-09-18\"])\n",
"ax9.set_ylim([\"1900-04-25\", \"1900-09-18\"])\n",
"\n",
"\n",
"# for i, txt in enumerate(B['Yield LO']):\n",
"# ax.annotate(txt, (B.at[i,'Ind'], B.at[i,'Dates LO']), ha = 'left', va = 'top', fontsize=16)\n",
"# for i, txt in enumerate(B['Yield FO 20']):\n",
"# ax2.annotate(txt, (B.at[i,'Ind'], B.at[i,'Dates FPO 20']), ha = 'left', va = 'top', fontsize=16)\n",
"# for i, txt in enumerate(B['Yield FO 10']):\n",
"# ax3.annotate(txt, (B.at[i,'Ind'], B.at[i,'Dates FPO 10']), ha = 'left', va = 'top', fontsize=16)\n",
"\n",
"\n",
"# cbar = fig.colorbar(ax3, ticks=[-1, 0, 1])\n",
"\n",
"# plt.colorbar(sc, ax=ax3, format='%d')\n",
"\n",
"# plt.colorbar(ticks=range(6), label='digit value')\n",
"# plt.clim(-0.5, 5.5)\n",
"\n",
"\n",
"plt.subplots_adjust(wspace=0.05)\n",
"plt.subplots_adjust(hspace=0.03)\n",
"\n",
"# plt.savefig(r'C:\\Users\\sagoungbome\\Pictures\\WR-Papers\\Tahmo Data\\AquaCrop Sims\\Nbr_Days5.png', dpi=600)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig1, (ax, ax2, ax3) = plt.subplots(3,1, sharey = True, sharex = True, figsize=(20, 20))\n",
"\n",
"\n",
"# 2018 \n",
"sc = ax.scatter(B18['Ind'], B18['Dates LO'], label='Local Onset', s=B18['Yield LO']*100, c='blue',)\n",
"\n",
"sc = ax.scatter(B18['Ind'], B18['Dates FPO 20'], s=B18['Yield FO 20']*100, c='red',)\n",
"\n",
"sc = ax.scatter(B18['Ind'], B18['Dates FPO 10'], s=B18['Yield FO 10']*100, c='green',)\n",
"\n",
"# 19 \n",
"sc = ax2.scatter(B19['Ind'], B19['Dates LO'], label='Local Onset', s=B19['Yield LO']*100, c='blue',)\n",
"\n",
"sc = ax2.scatter(B19['Ind'], B19['Dates FPO 20'], s=B19['Yield FO 20']*100, c='red',)\n",
"\n",
"sc = ax2.scatter(B19['Ind'], B19['Dates FPO 10'], s=B19['Yield FO 10']*100, c='green',)\n",
"\n",
"\n",
"# 20\n",
"sc = ax3.scatter(B20['Ind'], B20['Dates LO'], label='Local Onset', s=B20['Yield LO']*100, c='blue',)\n",
"\n",
"sc = ax3.scatter(B20['Ind'], B20['Dates FPO 20'], s=B20['Yield FO 20']*100, c='red',)\n",
"\n",
"sc = ax3.scatter(B20['Ind'], B20['Dates FPO 10'], s=B20['Yield FO 10']*100, c='green',)\n",
"\n",
"\n",
"ax2.set_ylabel('Planting dates', fontsize=25, fontweight='bold')\n",
"# ax.set_ylabel('Number of days to/from the start of the safe window', fontsize=20, fontweight='bold')\n",
"\n",
"# ax.set_xticks(range(1,65,1), )\n",
"# ax2.set_xticks(range(1,65,1), )\n",
"# ax3.set_xticks(range(1,65,1), )\n",
"\n",
"# ax.set_ylim([-150, 100])\n",
"# ax2.set_ylim([-150, 100])\n",
"# ax3.set_ylim([-150, 100])\n",
"\n",
"# ax.set_yticklabels(B['Dates LO'], fontsize=22, fontweight='bold')\n",
"\n",
"# ax7.set_xticklabels(ET_WA_name, rotation=40, fontsize=20, fontweight='bold')\n",
"# ax8.set_xticklabels(ET_WA_name, rotation=40, fontsize=20, fontweight='bold')\n",
"# ax9.set_xticklabels(ET_WA_name, rotation=40, fontsize=20, fontweight='bold')\n",
"\n",
"# plt.legend(loc='lower right')\n",
"\n",
"# plt.legend(*sc.legend_elements(\"sizes\", num=4))\n",
"\n",
"# handles, labels = sc.legend_elements(prop=\"sizes\", alpha=0.5, num=4) \n",
"# labels = [\"< 0.2\", \"< 1.0\", \"> 1.3\"] \n",
"# legend = ax7.legend(handles, labels, loc=\"lower right\", title=\"Yield (ton/ha)\")\n",
"# legend = ax8.legend(handles, labels, loc=\"lower right\", title=\"Yield (ton/ha)\")\n",
"# legend = ax9.legend(handles, labels, loc=\"lower right\", title=\"Yield (ton/ha)\")\n",
"\n",
"# Define the date format\n",
"date_form = DateFormatter(\"%b-%d\")\n",
"ax.yaxis.set_major_formatter(date_form)\n",
"ax2.yaxis.set_major_formatter(date_form)\n",
"ax3.yaxis.set_major_formatter(date_form)\n",
"\n",
"ax.yaxis.set_major_locator(md.WeekdayLocator(interval=2))\n",
"ax2.yaxis.set_major_locator(md.WeekdayLocator(interval=2))\n",
"ax3.yaxis.set_major_locator(md.WeekdayLocator(interval=2))\n",
"\n",
"ax.set_ylim([\"1900-04-25\", \"1900-09-18\"])\n",
"ax2.set_ylim([\"1900-04-25\", \"1900-09-18\"])\n",
"ax3.set_ylim([\"1900-04-25\", \"1900-09-18\"])\n",
"\n",
"\n",
"# for i, txt in enumerate(B['Yield LO']):\n",
"# ax.annotate(txt, (B.at[i,'Ind'], B.at[i,'Dates LO']), ha = 'left', va = 'top', fontsize=16)\n",
"# for i, txt in enumerate(B['Yield FO 20']):\n",
"# ax2.annotate(txt, (B.at[i,'Ind'], B.at[i,'Dates FPO 20']), ha = 'left', va = 'top', fontsize=16)\n",
"# for i, txt in enumerate(B['Yield FO 10']):\n",
"# ax3.annotate(txt, (B.at[i,'Ind'], B.at[i,'Dates FPO 10']), ha = 'left', va = 'top', fontsize=16)\n",
"\n",
"\n",
"# cbar = fig.colorbar(ax3, ticks=[-1, 0, 1])\n",
"\n",
"# plt.colorbar(sc, ax=ax3, format='%d')\n",
"\n",
"# plt.colorbar(ticks=range(6), label='digit value')\n",
"# plt.clim(-0.5, 5.5)\n",
"\n",
"\n",
"plt.subplots_adjust(wspace=0.05)\n",
"plt.subplots_adjust(hspace=0.03)\n",
"\n",
"# plt.savefig(r'C:\\Users\\sagoungbome\\Pictures\\WR-Papers\\Tahmo Data\\AquaCrop Sims\\Nbr_Days5.png', dpi=600)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig1, (ax, ax2, ax3) = plt.subplots(1,3, sharey = True, figsize=(40, 15))\n",
"\n",
"\n",
"# ax.plot(B['Ind'], B['Nbr LO'], '-.b' , label='Local Onset', marker='v',) # s=B['Yield LO']*100 )\n",
"# sc = ax.scatter(B['Ind'], B['Nbr LO'], color ='tab:blue', label='Local Onset', marker='v', s=B['Yield LO']*150, alpha=0.5)\n",
"sc = ax.scatter(B['Ind'], B['Dates LO'], color ='tab:blue', label='Local Onset', s=B['Yield LO']*100) \n",
"# sc = ax.scatter(B['Ind'], B['Dates LO'], label='Local Onset', s=B['Yield LO']*100, c=B['Year'],cmap= cmap)\n",
"# sc = ax.scatter(B['Ind'], B['Dates LO'], label='Local Onset', color ='bue', s=B['Yield LO']*100,)# c=B['Year'],cmap= cmap)\n",
"# ax.scatter(B['Ind'], B['Nbr LO'], '-.b' , label='Local Onset', marker='v', s=B['Yield LO']*100 )\n",
"\n",
"# ax.plot(B['Ind'], B['Nbr FPO 20'], '-.k' , label='FPO 20', marker='+' )\n",
"# sctr = ax.scatter(B['Ind'], B['Nbr FPO 20'], color ='black', label='FPO 20mm', marker='+', s=B['Yield FO 20']*150)\n",
"sc = ax2.scatter(B['Ind'], B['Dates FPO 20'], color ='black', s=B['Yield FO 20']*100)\n",
"# sc = ax2.scatter(B['Ind'], B['Dates FPO 20'], color ='k', s=B['Yield FO 20']*100, )#c=B['Year'],cmap= cmap)\n",
"\n",
"# ax.plot(B['Ind'], B['Nbr FPO 10'], '-.r' , label='Start window', marker='*', )\n",
"# sctr = ax.scatter(B['Ind'], B['Nbr FPO 10'], color ='tab:red', label='FPO 10mm', marker='*', s=B['Yield FO 10']*150)\n",
"sc = ax3.scatter(B['Ind'], B['Dates FPO 10'], color ='tab:red', s=B['Yield FO 10']*100)\n",
"# sc = ax3.scatter(B['Ind'], B['Dates FPO 10'], s=B['Yield FO 10']*100,)# c=B['Year'],cmap= cmap)\n",
"\n",
"\n",
"\n",
"\n",
"ax.set_ylabel('Planting dates', fontsize=25, fontweight='bold')\n",
"# ax.set_ylabel('Number of days to/from the start of the safe window', fontsize=20, fontweight='bold')\n",
"\n",
"ax.set_xticks(range(1,65,1), )\n",
"ax2.set_xticks(range(1,65,1), )\n",
"ax3.set_xticks(range(1,65,1), )\n",
"\n",
"# ax.set_ylim([-150, 100])\n",
"# ax2.set_ylim([-150, 100])\n",
"# ax3.set_ylim([-150, 100])\n",
"\n",
"ax.set_yticklabels(B['Dates LO'], fontsize=22, fontweight='bold')\n",
"\n",
"ax.set_xticklabels(ET_WA_name, rotation=40, fontsize=20, fontweight='bold')\n",
"ax2.set_xticklabels(ET_WA_name, rotation=40, fontsize=20, fontweight='bold')\n",
"ax3.set_xticklabels(ET_WA_name, rotation=40, fontsize=20, fontweight='bold')\n",
"\n",
"# plt.legend(loc='lower right')\n",
"\n",
"# plt.legend(*sc.legend_elements(\"sizes\", num=4))\n",
"\n",
"handles, labels = sc.legend_elements(prop=\"sizes\", alpha=0.5, num=4) \n",
"labels = [\"< 0.2\", \"< 1.0\", \"> 1.3\"] \n",
"legend = ax.legend(handles, labels, loc=\"lower right\", title=\"Yield (ton/ha)\")\n",
"legend = ax2.legend(handles, labels, loc=\"lower right\", title=\"Yield (ton/ha)\")\n",
"legend = ax3.legend(handles, labels, loc=\"lower right\", title=\"Yield (ton/ha)\")\n",
"\n",
"# Define the date format\n",
"date_form = DateFormatter(\"%b-%d\")\n",
"ax.yaxis.set_major_formatter(date_form)\n",
"ax2.yaxis.set_major_formatter(date_form)\n",
"ax3.yaxis.set_major_formatter(date_form)\n",
"\n",
"ax.yaxis.set_major_locator(md.WeekdayLocator(interval=2))\n",
"ax2.yaxis.set_major_locator(md.WeekdayLocator(interval=2))\n",
"ax3.yaxis.set_major_locator(md.WeekdayLocator(interval=2))\n",
"\n",
"ax.set_ylim([\"1900-04-25\", \"1900-09-18\"])\n",
"ax2.set_ylim([\"1900-04-25\", \"1900-09-18\"])\n",
"ax3.set_ylim([\"1900-04-25\", \"1900-09-18\"])\n",
"\n",
"\n",
"# for i, txt in enumerate(B['Yield LO']):\n",
"# ax.annotate(txt, (B.at[i,'Ind'], B.at[i,'Dates LO']), ha = 'left', va = 'top', fontsize=16)\n",
"# for i, txt in enumerate(B['Yield FO 20']):\n",
"# ax2.annotate(txt, (B.at[i,'Ind'], B.at[i,'Dates FPO 20']), ha = 'left', va = 'top', fontsize=16)\n",
"# for i, txt in enumerate(B['Yield FO 10']):\n",
"# ax3.annotate(txt, (B.at[i,'Ind'], B.at[i,'Dates FPO 10']), ha = 'left', va = 'top', fontsize=16)\n",
"\n",
"\n",
"# ax3.legend(ax3, loc='t', ncols=5, frame=False)\n",
"\n",
"# ax3.legend(sc, list('jklmn'), loc='r', )\n",
"\n",
"\n",
"\n",
"# plt.colorbar(sc, ax=ax3, format='%d')\n",
"# cbar = fig.colorbar(\n",
"# mpl.cm.ScalarMappable(cmap=cmap, norm=norm),\n",
"# ax=ax3,\n",
"# # boundaries=[2016] + bounds + [2021],\n",
"# # extend='both',\n",
"# # extendfrac='auto',\n",
"# # ticks=bounds,\n",
"# ticks=[-1, 0, 1, 2, 3],\n",
"# spacing='proportional',\n",
"# orientation='vertical',\n",
"# label='',\n",
"# )\n",
"# cbar.ax.set_yticklabels(['< -1', '0', '> 1'])\n",
"\n",
"plt.subplots_adjust(wspace=0.05)\n",
"# plt.subplots_adjust(hspace=0.03)\n",
"\n",
"# plt.savefig(r'C:\\Users\\sagoungbome\\Pictures\\WR-Papers\\Tahmo Data\\AquaCrop Sims\\Nbr_Days6.png', dpi=600)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Ind', 'Region', 'Station', 'Year', 'Local Onset ', 'Nbr LO', 'FPO 20 ',\n",
" 'Nbr FPO 20', 'FPO 10', 'Nbr FPO 10', 'Yield AC', 'Yield LO',\n",
" 'Yield FO 20', 'Yield FO 10', 'Dates LO', 'Dates FPO 20',\n",
" 'Dates FPO 10'],\n",
" dtype='object')"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"B.columns"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
"import matplotlib.patches as mpatches\n",
"\n",
"fig1, (ax, ax2, ax3) = plt.subplots(1,3, sharey = True, figsize=(40, 20))\n",
"\n",
"\n",
"# ax.plot(B['Ind'], B['Nbr LO'], '-.b' , label='Local Onset', marker='v',) # s=B['Yield LO']*100 )\n",
"# sc = ax.scatter(B['Ind'], B['Nbr LO'], color ='tab:blue', label='Local Onset', marker='v', s=B['Yield LO']*150, alpha=0.5)\n",
"# sc = ax.scatter(B['Ind'], B['Dates LO'], color ='tab:blue', label='Local Onset', s= 150)# s=B['Yield LO']*100) \n",
"sc = ax.scatter(B['Ind'], B['Dates LO'], label='LO20mm', s= 250, c=B['Yield LO'], cmap= 'Greys', edgecolors='k')\n",
"# sc = ax.scatter(B['Ind'], B['Dates LO'], label='Local Onset', s=B['Yield LO']*100, c=B['Year'],cmap= cmap)\n",
"# sc = ax.scatter(B['Ind'], B['Dates LO'], label='Local Onset', color ='bue', s=B['Yield LO']*100,)# c=B['Year'],cmap= cmap)\n",
"# ax.scatter(B['Ind'], B['Nbr LO'], '-.b' , label='Local Onset', marker='v', s=B['Yield LO']*100 )\n",
"\n",
"# ax.plot(B['Ind'], B['Nbr FPO 20'], '-.k' , label='FPO 20', marker='+' )\n",
"# sctr = ax.scatter(B['Ind'], B['Nbr FPO 20'], color ='black', label='FPO 20mm', marker='+', s=B['Yield FO 20']*150)\n",
"# sc = ax2.scatter(B['Ind'], B['Dates FPO 20'], color ='black', s= 250, c=B['Yield LO'],cmap= 'Greys')# s=B['Yield FO 20']*100)\n",
"sc = ax2.scatter(B['Ind'], B['Dates FPO 20'], s= 250, c=B['Yield FO 20'], cmap= 'Greys', edgecolors='k')#\n",
"# sc = ax2.scatter(B['Ind'], B['Dates FPO 20'], color ='k', s=B['Yield FO 20']*100, )#c=B['Year'],cmap= cmap)\n",
"\n",
"# ax.plot(B['Ind'], B['Nbr FPO 10'], '-.r' , label='Start window', marker='*', )\n",
"# sctr = ax.scatter(B['Ind'], B['Nbr FPO 10'], color ='tab:red', label='FPO 10mm', marker='*', s=B['Yield FO 10']*150)\n",
"# sc = ax3.scatter(B['Ind'], B['Dates FPO 10'], color ='tab:red', s= 250, c=B['Yield LO'],cmap= 'Greys')# s=B['Yield FO 10']*100)\n",
"sc = ax3.scatter(B['Ind'], B['Dates FPO 10'], s= 250, c=B['Yield FO 10'], cmap= 'Greys', edgecolors='k')\n",
"# sc = ax3.scatter(B['Ind'], B['Dates FPO 10'], s=B['Yield FO 10']*100,)# c=B['Year'],cmap= cmap)\n",
"\n",
"\n",
"\n",
"\n",
"ax.set_ylabel('Planting dates', fontsize=45, fontweight='bold')\n",
"# ax.set_ylabel('Number of days to/from the start of the safe window', fontsize=20, fontweight='bold')\n",
"\n",
"ax.set_xticks(range(1,65,1), )\n",
"ax2.set_xticks(range(1,65,1), )\n",
"ax3.set_xticks(range(1,65,1), )\n",
"\n",
"# ax.set_ylim([-150, 100])\n",
"# ax2.set_ylim([-150, 100])\n",
"# ax3.set_ylim([-150, 100])\n",
"\n",
"ax.set_yticklabels(B['Dates LO'], fontsize=35, fontweight='bold')\n",
"\n",
"ax.set_xticklabels(ET_WA_name, rotation=40, fontsize=23, fontweight='bold')\n",
"ax2.set_xticklabels(ET_WA_name, rotation=40, fontsize=23, fontweight='bold')\n",
"ax3.set_xticklabels(ET_WA_name, rotation=40, fontsize=23, fontweight='bold')\n",
"\n",
"# plt.legend(loc='lower right')\n",
"\n",
"# plt.legend(*sc.legend_elements(\"sizes\", num=4))\n",
"\n",
"handles, labels = sc.legend_elements(prop=\"sizes\", alpha=0.5, num=4) \n",
"labels = [\"< 0.2\", \"< 1.0\", \"> 1.3\"] \n",
"# legend = ax.legend(handles, labels, loc=\"lower right\", title=\"Yield (ton/ha)\")\n",
"# legend = ax2.legend(handles, labels, loc=\"lower right\", title=\"Yield (ton/ha)\")\n",
"# legend = ax3.legend(handles, labels, loc=\"lower right\", title=\"Yield (ton/ha)\")\n",
"\n",
"\n",
"\n",
"# red_patch = mpatches.Patch(color='white', label='a')\n",
"# white_patch = mpatches.Patch(color='white', label='b')\n",
"# green_patch = mpatches.Patch(color='white', label='c')\n",
"# ax.legend(handles=[red_patch], fontsize=30)\n",
"# ax2.legend(handles=[white_patch], fontsize=30)\n",
"# ax3.legend(handles=[green_patch], fontsize=30)\n",
"\n",
"ax.text(62, \"1900-09-10\", r'a', fontsize=40)\n",
"ax2.text(62, \"1900-09-10\", r'b', fontsize=40)\n",
"ax3.text(62, \"1900-09-10\", r'c', fontsize=40)\n",
"\n",
"\n",
"\n",
"# Define the date format\n",
"date_form = DateFormatter(\"%b-%d\")\n",
"ax.yaxis.set_major_formatter(date_form)\n",
"ax2.yaxis.set_major_formatter(date_form)\n",
"ax3.yaxis.set_major_formatter(date_form)\n",
"\n",
"ax.yaxis.set_major_locator(md.WeekdayLocator(interval=2))\n",
"ax2.yaxis.set_major_locator(md.WeekdayLocator(interval=2))\n",
"ax3.yaxis.set_major_locator(md.WeekdayLocator(interval=2))\n",
"\n",
"ax.set_ylim([\"1900-04-25\", \"1900-09-18\"])\n",
"ax2.set_ylim([\"1900-04-25\", \"1900-09-18\"])\n",
"ax3.set_ylim([\"1900-04-25\", \"1900-09-18\"])\n",
"\n",
"divider = make_axes_locatable(ax3)\n",
"cax = divider.append_axes('right', size='5%', pad=0.1)\n",
"fig1.colorbar(sc, cax=cax, orientation='vertical')\n",
"\n",
"\n",
"# plt.colorbar(sc, cax=cax, shrink=1.0)# format='%d ton/ha')\n",
"\n",
"plt.subplots_adjust(wspace=0.0)\n",
"# plt.subplots_adjust(hspace=0.03)\n",
"\n",
"# plt.savefig(r'C:\\Users\\sagoungbome\\Pictures\\WR-Papers\\Tahmo Data\\AquaCrop Sims\\Nbr_Days6.png', dpi=600)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"findfont: Font family ['normal'] not found. Falling back to DejaVu Sans.\n"
]
},
{
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig1, ax = plt.subplots(1,1, sharey = True, figsize=(40, 20))\n",
"\n",
"\n",
"# ax.plot(B['Ind'], B['Nbr LO'], '-.b' , label='Local Onset', marker='v',) # s=B['Yield LO']*100 )\n",
"# sc = ax.scatter(B['Ind'], B['Nbr LO'], color ='tab:blue', label='Local Onset', marker='v', s=B['Yield LO']*150, alpha=0.5)\n",
"# sc = ax.scatter(B['Ind'], B['Dates LO'], color ='tab:blue', label='Local Onset', s= 150)# s=B['Yield LO']*100) \n",
"sc = ax.scatter(B['Ind'], B['Dates LO'], label='LO20mm', s=250, c=B['Yield LO'], cmap= 'Greys', edgecolors='brown')# s=B['Yield LO']*500, c=B['Yield LO'], cmap= 'Greys')\n",
"# sc = ax.scatter(B['Ind'], B['Dates LO'], label='Local Onset', s=B['Yield LO']*100, c=B['Year'],cmap= cmap)\n",
"# sc = ax.scatter(B['Ind'], B['Dates LO'], label='Local Onset', color ='bue', s=B['Yield LO']*100,)# c=B['Year'],cmap= cmap)\n",
"# ax.scatter(B['Ind'], B['Nbr LO'], '-.b' , label='Local Onset', marker='v', s=B['Yield LO']*100 )\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"ax.set_ylabel('Planting dates', fontsize=25, fontweight='bold')\n",
"# ax.set_ylabel('Number of days to/from the start of the safe window', fontsize=20, fontweight='bold')\n",
"\n",
"ax.set_xticks(range(1,65,1), )\n",
"# ax2.set_xticks(range(1,65,1), )\n",
"# ax3.set_xticks(range(1,65,1), )\n",
"\n",
"# ax.set_ylim([-150, 100])\n",
"# ax2.set_ylim([-150, 100])\n",
"# ax3.set_ylim([-150, 100])\n",
"\n",
"ax.set_yticklabels(B['Dates LO'], fontsize=22, fontweight='bold')\n",
"\n",
"ax.set_xticklabels(ET_WA_name, rotation=40, fontsize=20, fontweight='bold')\n",
"# ax2.set_xticklabels(ET_WA_name, rotation=40, fontsize=20, fontweight='bold')\n",
"# ax3.set_xticklabels(ET_WA_name, rotation=40, fontsize=20, fontweight='bold')\n",
"\n",
"\n",
"# plt.legend(loc='lower right')\n",
"\n",
"plt.colorbar(sc, ax=ax,)# format='%d')\n",
"\n",
"# plt.legend(*sc.legend_elements(\"sizes\", num=4))\n",
"\n",
"handles, labels = sc.legend_elements(prop=\"sizes\", alpha=0.5, num=4) \n",
"labels = [\"< 0.2\", \"< 1.0\", \"> 1.3\"] \n",
"legend = ax.legend(handles, labels, loc=\"lower right\", title=\"Yield (ton/ha)\")\n",
"# legend = ax2.legend(handles, labels, loc=\"lower right\", title=\"Yield (ton/ha)\")\n",
"# legend = ax3.legend(handles, labels, loc=\"lower right\", title=\"Yield (ton/ha)\")\n",
"\n",
"# Define the date format\n",
"date_form = DateFormatter(\"%b-%d\")\n",
"ax.yaxis.set_major_formatter(date_form)\n",
"# ax2.yaxis.set_major_formatter(date_form)\n",
"# ax3.yaxis.set_major_formatter(date_form)\n",
"\n",
"ax.yaxis.set_major_locator(md.WeekdayLocator(interval=2))\n",
"# ax2.yaxis.set_major_locator(md.WeekdayLocator(interval=2))\n",
"# ax3.yaxis.set_major_locator(md.WeekdayLocator(interval=2))\n",
"\n",
"ax.set_ylim([\"1900-04-25\", \"1900-09-18\"])\n",
"# ax2.set_ylim([\"1900-04-25\", \"1900-09-18\"])\n",
"# ax3.set_ylim([\"1900-04-25\", \"1900-09-18\"])\n",
"\n",
"ax.text(60, \"1900-09-10\", r'a', fontsize=40)\n",
"\n",
"\n",
"# plt.subplots_adjust(wspace=0.05)\n",
"# plt.subplots_adjust(hspace=0.03)\n",
"\n",
"# plt.savefig(r'C:\\Users\\sagoungbome\\Pictures\\WR-Papers\\Tahmo Data\\AquaCrop Sims\\Nbr_Days6.png', dpi=600)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib as mpl"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"import proplot as pplt\n",
"# import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"os.environ[\"PROJ_LIB\"] = r\"C:\\Users\\sagoungbome\\AppData\\Local\\Continuum\\anaconda3\\Library\\share\"; #fixr\n",
"from mpl_toolkits.basemap import Basemap"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Optimal Window Dates\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 148,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Ind | \n",
" Region | \n",
" Station | \n",
" OW Start | \n",
" OW End | \n",
" Latitude | \n",
"
\n",
" \n",
" \n",
" \n",
" 15 | \n",
" 16 | \n",
" 3 | \n",
" Oussoubidiagna | \n",
" 15-Jun | \n",
" 19-Nov | \n",
" 14.25 | \n",
"
\n",
" \n",
" 16 | \n",
" 17 | \n",
" 4 | \n",
" Unimaid | \n",
" 14-Jun | \n",
" 23-Jul | \n",
" 11.81 | \n",
"
\n",
" \n",
" 17 | \n",
" 18 | \n",
" 4 | \n",
" Bogande | \n",
" 30-Jun | \n",
" 15-Aug | \n",
" 12.98 | \n",
"
\n",
" \n",
" 18 | \n",
" 19 | \n",
" 4 | \n",
" Somo | \n",
" 25-Jun | \n",
" 7-Aug | \n",
" 13.24 | \n",
"
\n",
" \n",
" 19 | \n",
" 20 | \n",
" 4 | \n",
" Dori | \n",
" 21-Jun | \n",
" 11-Jul | \n",
" 14.03 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Ind Region Station OW Start OW End Latitude\n",
"15 16 3 Oussoubidiagna 15-Jun 19-Nov 14.25\n",
"16 17 4 Unimaid 14-Jun 23-Jul 11.81\n",
"17 18 4 Bogande 30-Jun 15-Aug 12.98\n",
"18 19 4 Somo 25-Jun 7-Aug 13.24\n",
"19 20 4 Dori 21-Jun 11-Jul 14.03"
]
},
"execution_count": 148,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"On_v = pd.read_csv(r'C:\\Users\\sagoungbome\\Pictures\\WR-Papers\\Tahmo Data\\Optimal_Window_Dates.csv', )\n",
"\n",
"On_v.tail()\n",
"# On"
]
},
{
"cell_type": "code",
"execution_count": 149,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Ind', 'Region', 'Station', 'OW Start', 'OW End', 'Latitude'], dtype='object')"
]
},
"execution_count": 149,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"On_v.columns"
]
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {},
"outputs": [],
"source": [
"for i in range(len(On_v)): \n",
" On_v.at[i,'OW Start'] = datetime.strptime(On_v.at[i,'OW Start'], '%d-%b') #.strftime('%m-%d')#.strftime('%b-%d')\n",
" On_v.at[i,'OW End'] = datetime.strptime(On_v.at[i,'OW End'], '%d-%b')"
]
},
{
"cell_type": "code",
"execution_count": 151,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Ind | \n",
" Region | \n",
" Station | \n",
" OW Start | \n",
" OW End | \n",
" Latitude | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" Tamale | \n",
" 1900-07-29 00:00:00 | \n",
" 1900-11-19 00:00:00 | \n",
" 9.40 | \n",
"
\n",
" \n",
" 1 | \n",
" 2 | \n",
" 1 | \n",
" Gaoua | \n",
" 1900-06-14 00:00:00 | \n",
" 1900-09-26 00:00:00 | \n",
" 10.39 | \n",
"
\n",
" \n",
" 2 | \n",
" 3 | \n",
" 1 | \n",
" Daffiama | \n",
" 1900-08-19 00:00:00 | \n",
" 1900-09-20 00:00:00 | \n",
" 10.42 | \n",
"
\n",
" \n",
" 3 | \n",
" 4 | \n",
" 1 | \n",
" Tanguieta | \n",
" 1900-05-07 00:00:00 | \n",
" 1900-10-08 00:00:00 | \n",
" 10.63 | \n",
"
\n",
" \n",
" 4 | \n",
" 5 | \n",
" 1 | \n",
" Mandouri | \n",
" 1900-06-18 00:00:00 | \n",
" 1900-07-07 00:00:00 | \n",
" 10.86 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Ind Region Station OW Start OW End Latitude\n",
"0 1 1 Tamale 1900-07-29 00:00:00 1900-11-19 00:00:00 9.40\n",
"1 2 1 Gaoua 1900-06-14 00:00:00 1900-09-26 00:00:00 10.39\n",
"2 3 1 Daffiama 1900-08-19 00:00:00 1900-09-20 00:00:00 10.42\n",
"3 4 1 Tanguieta 1900-05-07 00:00:00 1900-10-08 00:00:00 10.63\n",
"4 5 1 Mandouri 1900-06-18 00:00:00 1900-07-07 00:00:00 10.86"
]
},
"execution_count": 151,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"On_v.head()"
]
},
{
"cell_type": "code",
"execution_count": 152,
"metadata": {},
"outputs": [],
"source": [
"ET_WA_name= [ 'Tam', 'Gao ', 'Daf', 'Tan', 'Man', 'Pus', 'Po', 'Bor', 'Uni', 'Sel', 'Far', 'Fin', 'Ded', 'Sir', 'Bog', 'Som', 'Oua', 'Kou', 'Dor', 'Ous']\n"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig7, ax1 = plt.subplots(nrows=1, ncols=1, figsize=(20, 10), )#sharex=True,) # ax2, ax3, ax4\n",
"\n",
"\n",
"ax1.plot(On_v['Ind'], On_v['OW Start'], '-.g' , label='Start window', marker='o', ) #'tab:brown', s=50,\n",
"ax1.plot(On_v['Ind'], On_v['OW End'], '-.r', label='End window', marker='o', ) \n",
"# ax1.scatter(On_v['Ind'], On_v['AC Onset'], color='red', label='Optimal date', marker='^', s=On_v['Yield AC']*50 ) \n",
"# ax1.scatter(On_v['Ind'], On_v['Local Onset'], color ='tab:blue', label='Local Onset', marker='v', s=On_v['Yield LO']*50) \n",
"# #ax12.plot(On_d['Station'], On_d['% JS 2020']*100, '-.m', label='% JS', marker='v' )s=50 \n",
"ax1.set_ylabel('Dates', fontweight='bold')\n",
"ax1.set_title('Optimal Window Variation', fontsize=25, fontweight='bold')\n",
"\n",
"ax1.legend(loc='center right', bbox_to_anchor=(0.9,0.850), fontsize = 13)\n",
"# ax1.set_xticklabels(ET_WA_name, rotation=75, fontsize=20)\n",
"\n",
"\n",
"\n",
"ax1.set_xticks(range(1,21,1), )\n",
"\n",
"ax1.set_xticklabels(ET_WA_name, rotation=40, fontsize=16, fontweight='bold')\n",
"\n",
"\n",
"\n",
"# Define the date format\n",
"date_form = DateFormatter(\"%b-%d\")\n",
"ax1.yaxis.set_major_formatter(date_form)\n",
"\n",
"ax1.yaxis.set_major_locator(md.WeekdayLocator(interval=3))\n",
"\n",
"# plt.subplots_adjust(wspace=0.0)\n",
"# plt.subplots_adjust(hspace=0.25)\n",
"\n",
"# plt.savefig(r'C:\\Users\\sagoungbome\\Pictures\\WR-Papers\\Tahmo Data\\Optimal_Window_Dates.png')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Optimal Window \n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Ind | \n",
" Region | \n",
" Station | \n",
" Latitude | \n",
" Year | \n",
" Start | \n",
" End | \n",
" OW Start | \n",
" OW End | \n",
"
\n",
" \n",
" \n",
" \n",
" 56 | \n",
" 57 | \n",
" 4 | \n",
" Somo | \n",
" 13.24 | \n",
" 2019 | \n",
" 30-May | \n",
" 7-Aug | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 57 | \n",
" 58 | \n",
" 4 | \n",
" Somo | \n",
" 13.24 | \n",
" 2020 | \n",
" 19-Jun | \n",
" 16-Aug | \n",
" 25-Jun | \n",
" 7-Aug | \n",
"
\n",
" \n",
" 58 | \n",
" 59 | \n",
" 4 | \n",
" Dori | \n",
" 14.03 | \n",
" 2017 | \n",
" 21-Jun | \n",
" 13-Jul | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 59 | \n",
" 60 | \n",
" 4 | \n",
" Dori | \n",
" 14.03 | \n",
" 2018 | \n",
" 18-Jun | \n",
" 11-Jul | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 60 | \n",
" 61 | \n",
" 4 | \n",
" Dori | \n",
" 14.03 | \n",
" 2020 | \n",
" 14-May | \n",
" 27-Jul | \n",
" 21-Jun | \n",
" 11-Jul | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Ind Region Station Latitude Year Start End OW Start OW End\n",
"56 57 4 Somo 13.24 2019 30-May 7-Aug Na Na\n",
"57 58 4 Somo 13.24 2020 19-Jun 16-Aug 25-Jun 7-Aug\n",
"58 59 4 Dori 14.03 2017 21-Jun 13-Jul Na Na\n",
"59 60 4 Dori 14.03 2018 18-Jun 11-Jul Na Na\n",
"60 61 4 Dori 14.03 2020 14-May 27-Jul 21-Jun 11-Jul"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"On_v = pd.read_csv(r'C:\\Users\\sagoungbome\\Pictures\\WR-Papers\\Tahmo Data\\AquaCrop Sims\\Optimal_Window.csv', )\n",
"\n",
"On_v.tail()\n",
"# On"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Ind', 'Region', 'Station', 'Latitude', 'Year', 'Start', 'End',\n",
" 'OW Start', 'OW End'],\n",
" dtype='object')"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"On_v.columns"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"datetime.datetime(1900, 7, 29, 0, 0)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"On_v.at[2,'Start'], \n",
"datetime.strptime(On_v.at[1,'Start'], '%d-%b') #.strftime('%m-%d')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"for i in range(len(On_v)): \n",
" On_v.at[i,'Start'] = datetime.strptime(On_v.at[i,'Start'], '%d-%b')#.strftime('%m-%d')#.strftime('%b-%d')\n",
" On_v.at[i,'End'] = datetime.strptime(On_v.at[i,'End'], '%d-%b')#.strftime('%m-%d')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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" 4 | \n",
" 1 | \n",
" Gaoua | \n",
" 10.39 | \n",
" 2018 | \n",
" 1900-05-09 00:00:00 | \n",
" 1900-10-16 00:00:00 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
" 4 | \n",
" 5 | \n",
" 1 | \n",
" Gaoua | \n",
" 10.39 | \n",
" 2019 | \n",
" 1900-05-04 00:00:00 | \n",
" 1900-09-26 00:00:00 | \n",
" Na | \n",
" Na | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Ind Region Station Latitude Year Start \\\n",
"0 1 1 Tamale 9.40 2019 1900-05-01 00:00:00 \n",
"1 2 1 Tamale 9.40 2020 1900-07-29 00:00:00 \n",
"2 3 1 Gaoua 10.39 2017 1900-06-04 00:00:00 \n",
"3 4 1 Gaoua 10.39 2018 1900-05-09 00:00:00 \n",
"4 5 1 Gaoua 10.39 2019 1900-05-04 00:00:00 \n",
"\n",
" End OW Start OW End \n",
"0 1900-11-19 00:00:00 Na Na \n",
"1 1900-11-30 00:00:00 29-Jul 19-Nov \n",
"2 1900-09-26 00:00:00 Na Na \n",
"3 1900-10-16 00:00:00 Na Na \n",
"4 1900-09-26 00:00:00 Na Na "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"On_v.head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"ET_WA_name= [ 'Tam', '', '', '', 'Gao ', '', '', 'Daf', '', '', 'Tan', '', '', '', 'Man', '', '', 'Pus', '', '', '', 'Po', '','', 'Oua', '', '','Bor', '', 'Sel', '', 'Far', '', '', 'Fin', '', '', '', 'Ded', '', \n",
" '', 'Sir', '','', 'Kou', '','', 'Ous', '','', 'Uni', '', '', 'Bog', '', '', 'Som', '', '', 'Dor', '' ]\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(61, 61)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(ET_WA_name), len(On_v)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig7, ax1 = plt.subplots(nrows=1, ncols=1, figsize=(20, 12), )#sharex=True,) # ax2, ax3, ax4\n",
"\n",
"\n",
"ax1.scatter(On_v['Ind'], On_v['Start'], label='Start window', marker='^', s= 90, c=On_v['Region'], cmap='RdYlGn_r' ) #'tab:brown', s=50,\n",
"ax1.scatter(On_v['Ind'], On_v['End'], label='End window', marker='x', s= 90, c=On_v['Region'], cmap='RdYlGn_r') \n",
"# ax1.scatter(On_v['Ind'], On_v['AC Onset'], color='red', label='Optimal date', marker='^', s=On_v['Yield AC']*50 ) \n",
"# ax1.scatter(On_v['Ind'], On_v['Local Onset'], color ='tab:blue', label='Local Onset', marker='v', s=On_v['Yield LO']*50) \n",
"# #ax12.plot(On_d['Station'], On_d['% JS 2020']*100, '-.m', label='% JS', marker='v' )s=50 \n",
"ax1.set_ylabel('Dates', fontweight='bold')\n",
"# ax1.set_title('Safe planting Window variation', fontsize=25, fontweight='bold')\n",
"\n",
"ax1.legend(loc='center right', bbox_to_anchor=(1,0.90), fontsize = 20)\n",
"# ax1.set_xticklabels(ET_WA_name, rotation=75, fontsize=20)\n",
"\n",
"\n",
"\n",
"ax1.set_xticks(range(1,62,1), )\n",
"\n",
"ax1.set_xticklabels(ET_WA_name, rotation=40, fontsize=16, fontweight='bold')\n",
"\n",
"\n",
"\n",
"# Define the date format\n",
"date_form = DateFormatter(\"%b-%d\")\n",
"ax1.yaxis.set_major_formatter(date_form)\n",
"\n",
"ax1.yaxis.set_major_locator(md.WeekdayLocator(interval=5))\n",
"\n",
"# plt.subplots_adjust(wspace=0.0)\n",
"# plt.subplots_adjust(hspace=0.25)\n",
"\n",
"plt.savefig(r'C:\\Users\\sagoungbome\\Pictures\\WR-Papers\\Tahmo Data\\AquaCrop Sims\\Safe_Window_variation3.png', dpi=400)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"plt.savefig??"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": 2
}