conviction/abc_sim-simpler-martingale_...

3822 lines
5.6 MiB

{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#import networkx as nx\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import scipy.stats as sts\n",
"import seaborn as sns\n",
"\n",
"%matplotlib inline\n",
"\n",
"#import conviction files\n",
"#from conviction_helpers import *\n",
"#from conviction_system_logic3 import *\n",
"from bonding_curve_eq import *"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"System initialization"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"hatch_raise = 100000 # fiat units\n",
"hatch_price = .1 #fiat per tokens\n",
"theta = .5 #share of funds going to funding pool at launch\n",
"\n",
"R0 = hatch_raise*(1-theta)\n",
"#F0 = hatch_raise*theta\n",
"S0 = hatch_raise/hatch_price\n",
"\n",
"kappa = 2\n",
"V0 = invariant(R0,S0,kappa)\n",
"P0 = spot_price(R0, V0, kappa)\n",
"\n",
"dust = 10**-8"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"agent initialization"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"#phi for exiting funds\n",
"phi = 0\n",
"\n",
"#beta is param for armijo rule\n",
"beta = .9\n",
"\n",
"#param for open loop\n",
"#rules = [\"martin\", \"step\",\"ramp\", \"sin\"] # step or \"ramp\" \"sin\" or \"martin\""
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"params= {\n",
" 'kappa': [kappa],\n",
"# 'lambda': [lam],\n",
"# 'gains': [g],\n",
"# 'rates':[1/gamma],\n",
"# 'population':[n],\n",
"# 'beta':[beta],\n",
"# 'phi': [phi],\n",
" 'invariant': [V0],\n",
" 'dust' : [dust],\n",
" 'rule' : ['martin' for r in range(10)],\n",
" 'dP' : ['N/A' for r in range(10)],\n",
" 'sigma': [.1*(.5**(r+1)) for r in range(10) ],\n",
" 'period': ['N/A' for r in range(10)]\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"initial_conditions = {'supply': S0,\n",
" 'price': P0,\n",
" 'reserve': R0,\n",
" 'spot_price': P0,\n",
" 'output_price': P0,\n",
" }"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'supply': 1000000.0,\n",
" 'price': 0.09999999999999999,\n",
" 'reserve': 50000.0,\n",
" 'spot_price': 0.09999999999999999,\n",
" 'output_price': 0.09999999999999999}"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"initial_conditions"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"def set_action(params, step, sL, s):\n",
" \n",
" R = s['reserve']\n",
" S = s['supply']\n",
" V0 = params['invariant']\n",
" P=s['spot_price']\n",
" period = params['period']\n",
" \n",
" if params['rule'] == 'step':\n",
" bump = int((s['timestep'] % int(period/2) == 0))*int(s['timestep']>0)\n",
" sign = -(-1)**int((2*s['timestep']/period))\n",
" new_price = s['price'] + params['dP']*bump*sign\n",
" elif params['rule'] == 'ramp':\n",
" sign = (-1)**int((2*s['timestep']/period))\n",
" new_price = s['price'] + params['dP']*sign\n",
" elif params['rule'] == 'sin':\n",
" new_price = P0 + params['dP']*np.sin(2*np.pi*s['timestep']/period)\n",
" elif params['rule']=='martin' :\n",
" rv = np.random.normal(0, params['sigma'])\n",
" new_price = s['price']+s['price']*rv\n",
" else :\n",
" new_price = s['price']\n",
" \n",
" \n",
" #print(params['rule']+': '+str(new_price))\n",
" \n",
" if P>new_price: #equiv: pbar(0)>phat_a\n",
" mech = 'burn'\n",
" \n",
" #approx for burn s.t. p=phat\n",
" #armijo style\n",
" amt = S*(1-params['dust'])\n",
"\n",
" def pbar(amt):\n",
" output = withdraw(amt, R,S, V0, params['kappa'])\n",
"\n",
" if not(output[1])>0:\n",
" return np.Infinity\n",
" elif amt==0:\n",
" return P\n",
" else:\n",
" return output[1]\n",
"\n",
" if amt > params['dust']:\n",
" while pbar(amt)< new_price:\n",
" amt = amt*beta\n",
"\n",
" else: # P<phat_a; #equiv pbar(0)<phat_a\n",
" mech = 'bond'\n",
" #approx for buy s.t. p=phat\n",
" #armijo style\n",
" amt = R*(1-params['dust'])\n",
"\n",
" def pbar(amt):\n",
" output = mint(amt, R,S, V0, params['kappa'])\n",
" \n",
" if not(output[1])>0:\n",
" return 0\n",
" elif amt==0:\n",
" return P\n",
" else:\n",
" return output[1]\n",
"\n",
" if amt > params['dust']:\n",
" while pbar(amt)> new_price:\n",
" amt = amt*beta\n",
" #print(mech)\n",
" #print(amt)\n",
" action = {'mech':mech, 'amt':amt,'pin':new_price ,'pbar':pbar(amt),'posterior':{}}\n",
" \n",
" if action['mech'] == 'bond':\n",
"\n",
" dS, pbar = mint(amt, R,S, V0, params['kappa'])\n",
" R = R+amt\n",
" S = S+dS\n",
" P = spot_price(R, V0, kappa)\n",
"\n",
" elif action['mech'] == 'burn':\n",
" dR, pbar = withdraw(amt, R,S, V0, params['kappa'])\n",
" R = R-dR\n",
" S = S-amt\n",
" P = spot_price(R, V0, kappa)\n",
"\n",
" action['posterior'] = {'S':S, 'R':R,'P':P}\n",
" \n",
" return {'action': action}"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def update_S(params, step, sL, s, _input):\n",
" \n",
" action = _input['action']\n",
" S = action['posterior']['S']\n",
" \n",
" key = 'supply'\n",
" value = S\n",
" \n",
" return (key, value)\n",
"\n",
"def update_R(params, step, sL, s, _input):\n",
" \n",
" action = _input['action']\n",
" R = action['posterior']['R']\n",
" \n",
" key = 'reserve'\n",
" value = R\n",
" \n",
" return (key, value)\n",
"\n",
"def update_P(params, step, sL, s, _input):\n",
" \n",
" action = _input['action']\n",
" P = action['posterior']['P']\n",
" \n",
" key = 'spot_price'\n",
" value = P\n",
" \n",
" return (key, value)\n",
"\n",
"def update_Pbar(params, step, sL, s, _input):\n",
" \n",
" action = _input['action']\n",
" pbar = action['pbar']\n",
" \n",
" key = 'output_price'\n",
" value = pbar\n",
" \n",
" return (key, value)\n",
"\n",
"def capture_Pin(params, step, sL, s, _input):\n",
" \n",
" Pin = _input['action']['pin']\n",
" if Pin== 0:\n",
" print(_input['action']) \n",
" key = 'price'\n",
" value = Pin\n",
" \n",
" return (key, value)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # \n",
"# The Partial State Update Blocks\n",
"partial_state_update_blocks = [\n",
" {\n",
" 'policies': {\n",
" 'act': set_action,\n",
" },\n",
" 'variables': {\n",
" 'supply': update_S, \n",
" 'reserve': update_R,\n",
" 'spot_price': update_P,\n",
" 'output_price': update_Pbar,\n",
" 'price': capture_Pin,\n",
" }\n",
" }\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"time_periods_per_run = 4000\n",
"monte_carlo_runs = 10\n",
"\n",
"from cadCAD.configuration.utils import config_sim\n",
"simulation_parameters = config_sim({\n",
" 'T': range(time_periods_per_run),\n",
" 'N': monte_carlo_runs,\n",
" 'M': params\n",
"})"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[{'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.05, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.025, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.00625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.003125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0015625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.00078125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.000390625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0001953125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 9.765625e-05, 'period': 'N/A'}}]\n",
"[{'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.05, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.025, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.00625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.003125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0015625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.00078125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.000390625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0001953125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 9.765625e-05, 'period': 'N/A'}}]\n",
"[{'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.05, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.025, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.00625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.003125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0015625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.00078125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.000390625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0001953125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 9.765625e-05, 'period': 'N/A'}}]\n",
"[{'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.05, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.025, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.00625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.003125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0015625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.00078125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.000390625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0001953125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 9.765625e-05, 'period': 'N/A'}}]\n",
"[{'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.05, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.025, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.00625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.003125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0015625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.00078125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.000390625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0001953125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 9.765625e-05, 'period': 'N/A'}}]\n",
"[{'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.05, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.025, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.00625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.003125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0015625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.00078125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.000390625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0001953125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 9.765625e-05, 'period': 'N/A'}}]\n",
"[{'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.05, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.025, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.00625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.003125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0015625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.00078125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.000390625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0001953125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 9.765625e-05, 'period': 'N/A'}}]\n",
"[{'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.05, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.025, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.00625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.003125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0015625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.00078125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.000390625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0001953125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 9.765625e-05, 'period': 'N/A'}}]\n",
"[{'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.05, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.025, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.00625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.003125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0015625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.00078125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.000390625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0001953125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 9.765625e-05, 'period': 'N/A'}}]\n",
"[{'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.05, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.025, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.00625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.003125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0015625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.00078125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.000390625, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 0.0001953125, 'period': 'N/A'}}, {'N': 10, 'T': range(0, 4000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A', 'sigma': 9.765625e-05, 'period': 'N/A'}}]\n"
]
}
],
"source": [
"from cadCAD.configuration import append_configs\n",
"# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #\n",
"# The configurations above are then packaged into a `Configuration` object\n",
"append_configs(\n",
" initial_state=initial_conditions, #dict containing variable names and initial values\n",
" partial_state_update_blocks=partial_state_update_blocks, #dict containing state update functions\n",
" sim_configs=simulation_parameters #dict containing simulation parameters\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"from tabulate import tabulate\n",
"from cadCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
"from cadCAD import configs\n",
"import pandas as pd\n",
"\n",
"exec_mode = ExecutionMode()\n",
"multi_proc_ctx = ExecutionContext(context=exec_mode.multi_proc)\n",
"run = Executor(exec_context=multi_proc_ctx, configs=configs)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" __________ ____ \n",
" ________ __ _____/ ____/ | / __ \\\n",
" / ___/ __` / __ / / / /| | / / / /\n",
" / /__/ /_/ / /_/ / /___/ ___ |/ /_/ / \n",
" \\___/\\__,_/\\__,_/\\____/_/ |_/_____/ \n",
" by BlockScience\n",
" \n",
"Execution Mode: multi_proc: [<cadCAD.configuration.Configuration object at 0x1a1b417d30>, <cadCAD.configuration.Configuration object at 0x1a1b417f98>, <cadCAD.configuration.Configuration object at 0x1a1b417a20>, <cadCAD.configuration.Configuration object at 0x1a1b417d68>, <cadCAD.configuration.Configuration object at 0x1a1b417eb8>, <cadCAD.configuration.Configuration object at 0x1a1b417ef0>, <cadCAD.configuration.Configuration object at 0x1a1b417f28>, <cadCAD.configuration.Configuration object at 0x1a1b417128>, <cadCAD.configuration.Configuration object at 0x1a1b417e48>, <cadCAD.configuration.Configuration object at 0x1a1b417198>]\n",
"Configurations: [<cadCAD.configuration.Configuration object at 0x1a1b417d30>, <cadCAD.configuration.Configuration object at 0x1a1b417f98>, <cadCAD.configuration.Configuration object at 0x1a1b417a20>, <cadCAD.configuration.Configuration object at 0x1a1b417d68>, <cadCAD.configuration.Configuration object at 0x1a1b417eb8>, <cadCAD.configuration.Configuration object at 0x1a1b417ef0>, <cadCAD.configuration.Configuration object at 0x1a1b417f28>, <cadCAD.configuration.Configuration object at 0x1a1b417128>, <cadCAD.configuration.Configuration object at 0x1a1b417e48>, <cadCAD.configuration.Configuration object at 0x1a1b417198>]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Process ForkPoolWorker-10:\n",
"Process ForkPoolWorker-9:\n",
"Process ForkPoolWorker-8:\n",
"Process ForkPoolWorker-7:\n",
"Process ForkPoolWorker-5:\n",
"Process ForkPoolWorker-4:\n",
"Process ForkPoolWorker-6:\n",
"Process ForkPoolWorker-3:\n",
"Process ForkPoolWorker-2:\n",
"Process ForkPoolWorker-1:\n",
"Traceback (most recent call last):\n",
"Traceback (most recent call last):\n",
"Traceback (most recent call last):\n",
"Traceback (most recent call last):\n",
"Traceback (most recent call last):\n",
"Traceback (most recent call last):\n",
"Traceback (most recent call last):\n",
"Traceback (most recent call last):\n",
"Traceback (most recent call last):\n",
"Traceback (most recent call last):\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/process.py\", line 258, in _bootstrap\n",
" self.run()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/process.py\", line 258, in _bootstrap\n",
" self.run()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/process.py\", line 258, in _bootstrap\n",
" self.run()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/process.py\", line 258, in _bootstrap\n",
" self.run()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/process.py\", line 258, in _bootstrap\n",
" self.run()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/process.py\", line 258, in _bootstrap\n",
" self.run()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/process.py\", line 258, in _bootstrap\n",
" self.run()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/process.py\", line 258, in _bootstrap\n",
" self.run()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/process.py\", line 258, in _bootstrap\n",
" self.run()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/process.py\", line 258, in _bootstrap\n",
" self.run()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/process.py\", line 93, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/process.py\", line 93, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/process.py\", line 93, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/process.py\", line 93, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/process.py\", line 93, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/process.py\", line 93, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/process.py\", line 93, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/process.py\", line 93, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/process.py\", line 93, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/process.py\", line 93, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/pool.py\", line 108, in worker\n",
" task = get()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/pool.py\", line 108, in worker\n",
" task = get()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/pool.py\", line 108, in worker\n",
" task = get()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/pool.py\", line 108, in worker\n",
" task = get()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/pool.py\", line 108, in worker\n",
" task = get()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/pool.py\", line 108, in worker\n",
" task = get()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/pool.py\", line 108, in worker\n",
" task = get()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/pool.py\", line 108, in worker\n",
" task = get()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/pool.py\", line 108, in worker\n",
" task = get()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/pool.py\", line 108, in worker\n",
" task = get()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/queues.py\", line 337, in get\n",
" with self._rlock:\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/queues.py\", line 337, in get\n",
" with self._rlock:\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/queues.py\", line 337, in get\n",
" with self._rlock:\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/queues.py\", line 337, in get\n",
" with self._rlock:\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/queues.py\", line 337, in get\n",
" with self._rlock:\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/queues.py\", line 337, in get\n",
" with self._rlock:\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/queues.py\", line 337, in get\n",
" with self._rlock:\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/queues.py\", line 338, in get\n",
" res = self._reader.recv_bytes()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/queues.py\", line 337, in get\n",
" with self._rlock:\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/queues.py\", line 337, in get\n",
" with self._rlock:\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/synchronize.py\", line 102, in __enter__\n",
" return self._semlock.__enter__()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/synchronize.py\", line 102, in __enter__\n",
" return self._semlock.__enter__()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/synchronize.py\", line 102, in __enter__\n",
" return self._semlock.__enter__()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/synchronize.py\", line 102, in __enter__\n",
" return self._semlock.__enter__()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/synchronize.py\", line 102, in __enter__\n",
" return self._semlock.__enter__()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/synchronize.py\", line 102, in __enter__\n",
" return self._semlock.__enter__()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/synchronize.py\", line 102, in __enter__\n",
" return self._semlock.__enter__()\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/connection.py\", line 219, in recv_bytes\n",
" buf = self._recv_bytes(maxlength)\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/synchronize.py\", line 102, in __enter__\n",
" return self._semlock.__enter__()\n",
"KeyboardInterrupt\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/synchronize.py\", line 102, in __enter__\n",
" return self._semlock.__enter__()\n",
"KeyboardInterrupt\n",
"KeyboardInterrupt\n",
"KeyboardInterrupt\n",
"KeyboardInterrupt\n",
"KeyboardInterrupt\n",
"KeyboardInterrupt\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/connection.py\", line 410, in _recv_bytes\n",
" buf = self._recv(4)\n",
"KeyboardInterrupt\n",
"KeyboardInterrupt\n",
" File \"/anaconda3/lib/python3.6/site-packages/multiprocess/connection.py\", line 382, in _recv\n",
" chunk = read(handle, remaining)\n",
"KeyboardInterrupt\n"
]
}
],
"source": [
"i = 0\n",
"verbose = False\n",
"results = {}\n",
"for raw_result, tensor_field in run.execute():\n",
" result = pd.DataFrame(raw_result)\n",
" if verbose:\n",
" print()\n",
" print(f\"Tensor Field: {type(tensor_field)}\")\n",
" print(tabulate(tensor_field, headers='keys', tablefmt='psql'))\n",
" print(f\"Output: {type(result)}\")\n",
" print(tabulate(result, headers='keys', tablefmt='psql'))\n",
" print()\n",
" results[i] = {}\n",
" results[i]['result'] = result\n",
" results[i]['simulation_parameters'] = simulation_parameters[i]\n",
" i += 1\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.1069824771411535"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"experiment_index = 0\n",
"results[experiment_index]['result'].price[1]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'kappa': 2,\n",
" 'invariant': 20000000.0,\n",
" 'dust': 1e-08,\n",
" 'rule': 'martin',\n",
" 'dP': 'N/A',\n",
" 'sigma': 0.05,\n",
" 'period': 'N/A'}"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results[0]['simulation_parameters']['M']"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"def assign_run(df, T = time_periods_per_run):\n",
" temp_df = df.reset_index()\n",
" temp_df[\"run\"] = temp_df['index'].apply(lambda x: int(np.floor(x/(T+1))))\n",
" \n",
" return temp_df.drop(\"index\", axis =1)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"def append_parameters(result, experiment_index):\n",
" sim_params = result['simulation_parameters']\n",
" params = sim_params['M']\n",
" frame = result['result']\n",
" frame[\"experiment_index\"] = experiment_index\n",
" for key in params.keys():\n",
" frame[key] = params[key]\n",
" \n",
" return frame"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"def package_results(results):\n",
" dataframes = [ assign_run(append_parameters(results[experiment_index],experiment_index)) for experiment_index in range(i)]\n",
" return pd.concat(dataframes)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"df = package_results(results)"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>output_price</th>\n",
" <th>price</th>\n",
" <th>reserve</th>\n",
" <th>run</th>\n",
" <th>spot_price</th>\n",
" <th>substep</th>\n",
" <th>supply</th>\n",
" <th>timestep</th>\n",
" <th>experiment_index</th>\n",
" <th>kappa</th>\n",
" <th>invariant</th>\n",
" <th>dust</th>\n",
" <th>rule</th>\n",
" <th>dP</th>\n",
" <th>sigma</th>\n",
" <th>period</th>\n",
" <th>err</th>\n",
" <th>abs_err</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.100000</td>\n",
" <td>0.100000</td>\n",
" <td>50000.000000</td>\n",
" <td>0</td>\n",
" <td>0.100000</td>\n",
" <td>0</td>\n",
" <td>1.000000e+06</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>20000000.0</td>\n",
" <td>1.000000e-08</td>\n",
" <td>martin</td>\n",
" <td>N/A</td>\n",
" <td>0.05</td>\n",
" <td>N/A</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.106622</td>\n",
" <td>0.106982</td>\n",
" <td>64121.476683</td>\n",
" <td>0</td>\n",
" <td>0.113244</td>\n",
" <td>1</td>\n",
" <td>1.132444e+06</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>20000000.0</td>\n",
" <td>1.000000e-08</td>\n",
" <td>martin</td>\n",
" <td>N/A</td>\n",
" <td>0.05</td>\n",
" <td>N/A</td>\n",
" <td>-0.006262</td>\n",
" <td>0.006262</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.108728</td>\n",
" <td>0.108607</td>\n",
" <td>54299.977323</td>\n",
" <td>0</td>\n",
" <td>0.104211</td>\n",
" <td>1</td>\n",
" <td>1.042113e+06</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>20000000.0</td>\n",
" <td>1.000000e-08</td>\n",
" <td>martin</td>\n",
" <td>N/A</td>\n",
" <td>0.05</td>\n",
" <td>N/A</td>\n",
" <td>0.004395</td>\n",
" <td>0.004395</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.109865</td>\n",
" <td>0.110425</td>\n",
" <td>66722.070315</td>\n",
" <td>0</td>\n",
" <td>0.115518</td>\n",
" <td>1</td>\n",
" <td>1.155180e+06</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>20000000.0</td>\n",
" <td>1.000000e-08</td>\n",
" <td>martin</td>\n",
" <td>N/A</td>\n",
" <td>0.05</td>\n",
" <td>N/A</td>\n",
" <td>-0.005093</td>\n",
" <td>0.005093</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.113733</td>\n",
" <td>0.113665</td>\n",
" <td>62661.945383</td>\n",
" <td>0</td>\n",
" <td>0.111948</td>\n",
" <td>1</td>\n",
" <td>1.119482e+06</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>20000000.0</td>\n",
" <td>1.000000e-08</td>\n",
" <td>martin</td>\n",
" <td>N/A</td>\n",
" <td>0.05</td>\n",
" <td>N/A</td>\n",
" <td>0.001717</td>\n",
" <td>0.001717</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" output_price price reserve run spot_price substep \\\n",
"0 0.100000 0.100000 50000.000000 0 0.100000 0 \n",
"1 0.106622 0.106982 64121.476683 0 0.113244 1 \n",
"2 0.108728 0.108607 54299.977323 0 0.104211 1 \n",
"3 0.109865 0.110425 66722.070315 0 0.115518 1 \n",
"4 0.113733 0.113665 62661.945383 0 0.111948 1 \n",
"\n",
" supply timestep experiment_index kappa invariant dust \\\n",
"0 1.000000e+06 0 0 2 20000000.0 1.000000e-08 \n",
"1 1.132444e+06 1 0 2 20000000.0 1.000000e-08 \n",
"2 1.042113e+06 2 0 2 20000000.0 1.000000e-08 \n",
"3 1.155180e+06 3 0 2 20000000.0 1.000000e-08 \n",
"4 1.119482e+06 4 0 2 20000000.0 1.000000e-08 \n",
"\n",
" rule dP sigma period err abs_err \n",
"0 martin N/A 0.05 N/A 0.000000 0.000000 \n",
"1 martin N/A 0.05 N/A -0.006262 0.006262 \n",
"2 martin N/A 0.05 N/A 0.004395 0.004395 \n",
"3 martin N/A 0.05 N/A -0.005093 0.005093 \n",
"4 martin N/A 0.05 N/A 0.001717 0.001717 "
]
},
"execution_count": 83,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/anaconda3/lib/python3.6/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
" max_open_warning, RuntimeWarning)\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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+/zkZHto3QanckILnvyOKYULJdGvLZ8kHEa3Uig49ja05sSlKs8myFKGmBv52IPyqmcEiUVBQwKZNm1LyRdZYMMawadMmCgqS666feSsGk0AKy5SeMSQvrHSFbUX07cEPcHj73mTXfiFlPCl4M1z1Vdim6p9n+ZzqXhvN2gMvoNPoMFtDIqxt2Z9Wmz+2rivLILeAZUVHs9+WLxxvKVg11Ypwu26eFf7jyaENLjmUl3Tu3JmSkhJKS0vTLUqDoqCggM6d3RmexEvmKYZE+O/V0G8s5ORF75ssdm+Gpq0TGqK60nrTza79OXLqRzCfit1bSfqT/3Fy2KbsCcMDrtcunUXwacbC5kPoXdsfv/OsNdNg32Mpk3x+Mu3ZW8Ickr98Kgy+PHa5nai1bEvitmQ6yc3NpVu3bukWQ4mDzNtKcsn29oOcG779Z2oFCeaBxP8Qqsstk0lT60W973GBHfY9NuE5kkHeApe5CxYlkFcjhlXh3tU/U7F7e8B965odUNe+/2Y/b3k7MmxNdTVGsqH/2fHL6JbasOTTwh94K0o6qB+KIS/UNHPdkWFir0TYavCM3TF4ZsdBxS5reyK3qe05mRX03zQmBe7y05+xHLsqy7wfe+mH8d+73n2EznZsJu+BLpZSMFbq06wsZx+K5b9uAaDHzpnsw1roOjT8wLs83hqpyiAHREWhviiGnNDD1+wmLdMgiMWOz5L7hlex21IM+c1aOXdIxVbZlw9an2WJGAOEIcY4WAkzaVydYsgOY+H14y+bKF/0Ps2rXZwZLHjLS+mscCqKkkHUD8XgYO2Sl+ep4WBMtJiR3EQbLUqsw8+CZh5nqlvwjrfjxUsSD+4d+eFlTLV1btOsyvmLv2OLbPLfGONX03BMLBUlVuqHYnAIoZCTRsWQbNps+A6A/EIHc8pR8Z+hmK8eiuOmzDE1rFjubC3khl8/tGLaD/j1dcf2PKmpK++U5qlLbqQoGUhmK4amba3Psa/BUTfCRZ/UNWXnpNBTtLoSHh8CSz+Cil3R+8dKxe4Ay5Q17YazwzShoKlf1qaDzrA+9xvhPEbts/Jj9sBARSBu8xcbAzuTHLpi+jMx35L38ijH+p17HxP13o6zIivFboufrCs3NzuhdffYhFOUBkTmKoZz3oXag8LCzjD8Nmjfp665fatwZwxJeMPdVQobFsLrZybHu/rejnBPB/hlFlRVYCrLKCOXJrl+K6VTn7Fs5lt0cB6jODRtZas2YfpG4xe/rZ4kea2aL+6P7YYIjo/Nex4ZnxCX+UIbNN/1U1Cjy5/7yzhWYZVlyTnUVxSPyFzF0LYndB9mlWuji2b7HbqGsS6pPWRMCjWVMPGs5I3/zHB483yoKqOcPApyo0QhPfoWX/moG0Kau3aKUzF8HePh+u7NsCs0CU4kaqpjdGS8f5/wbYdd6XqYPa17+S469Anf0W0u6eCVT8VuKI8Su/+BbtbLgKJkKK5++0XkeBFZIiLLReQWh/ajRGS2iFSJyGlBbeeJyDL7n6ukv7sKe0LhXtZ++lWzocDPbPOY26H9QWHfZCurk7Bi8N9n/2VW+H7xsCEo1vqS/yHV5VSSQ3ZWlLfWJn5WSw5OcFkF7iOw1vHrgpjTqvJAN3gwtq2X7DIPTX6z3Ptprh/hMtaN65WS3+/Gni3WF360cOiVu5P7AqMoCRJVMYgVPP8x4ASgFzBWRHoFdfsJOB94Neje1sAdwGBgEHCHiBRFm3P1YXdahZx8aBOUfPvI6+HyaWHvzf0pTtO/0iWwOIxXbXUSo5PucfiCrCqnSjw4Q2kZRxTTJ4Ps93dtTFyOJFBzml8c+6wsduGQs8KB3GYuvdJFoPiA6P38z2IeCJ8oXlHqE25WDIOA5caYlcaYCuB1ICC2tTFmtTFmHhD8GjQS+NgYs9kYswX4GDg+2oQpPViu5bFB4beJ5rwS21jPHV/nSRsXNVVUu1EM/ucNrfy2Wq7+AW4rhYIYfT0+ui2kqmy2sxVPusnqExhZtyq3eZiegeTFEnzsFN+BdFmOi9VXInG+9MxBySDcKIa9gJ/9rkvsOjfEdW92OmMd1bJ5peWh++Ion7NXOIq6Bl7/9K2VG8INyz4KrauutMIyRKOX/eXY+w/W1tsdW+GmVZZFTe0z/N0jcHFoVqoAXjgJ5r8F34Sawu6qjHPLoyi1MXJaFrpbCeQXuFtZAJBj923Xm+oeoVnAPOVX9x7dipJs3CgGp81Wtxv5ru4VkUtEZKaIzNwsrWmzVwYsyR89GF49A1a5sJ2/0iENn9vUn8unhlT12j2DNjUutnBELEul05/3XQcH8Dv0/MBY/88Mt0JXf3IXrLa35FZ/BW9f6DhFBrkxRETOdBenqUksiqFtTxhyFYx5mWbtIhx+Q+Jv/LNfSOx+RfEQN4qhBPBPdNsZcJtNx9W9xpinjTEDjDEDWnfch9bt3C5IksTOGGPhOKxwqmoc3rSnPwNPDwusC/PF244tsckQhbkFA63CL7OsTGtfPQQv/BY++nPE+2qcfg6v+exe+CHG7bpgWrtboeTmxrAazcqCEXdbK7Bh/y9y31gyDzrxw8v1RwsrDR43imEGsJ+IdBORPGAM4DY85ofACBEpsg+dR9h1SaWyOsYvsxI/S6ONy6E8Bl+FHs7OVYtKHA6Vp9xgZez6ebp1bQxsXBqDoPFTmRMmPeg3kcN75G61M6atmwdbg239I9BvrPu+X9wP713hvn8MLC4aHr2TG7KjWD65PV/YsiZ826J33cujKEkkqmIwxlQB47C+0BcDbxhjForInSIyCkBEBopICXA68JSILLTv3QzchaVcZgB32nVJpawyxkPAZ/2+POa/wZ6FU9zdN34bnOMcfyi7JsJW0gQ7jPacV6E6NZE1JTu+ECJFP9l6/Kkj4R8H+Rp2bbTOX8Ipi6NuhCOug9OeDz/4+oUw6wXf9VNHw+qvw3Z3zXk+c9sDt0Q5X/GCDT9CjYvfuZ+nw2f3hG02W38O26YoqcSVAbgxZgowJajudr/yDKxtIqd7nwOiZ4n3kIrNJdApzsPP3ZvZsGIaUXaUo5JdE+ULf9F78Ou8BGdxj/hvd8WSV9uJBW/Dys+t85dwKU6zsuDYOyJ/0T8xJPB63Rx44UTrAN1NsqOr5wQmuTn5cWjZEbod5dj9h5Pe5+DgyhMfslZyifD4YMz1S6L7Sk84LmLzL9vKnf+IFCXFZK7ncyy0D/RglRXxvyVW79xAWXUcYSAu/TLgsqwm8qM1Sz+i/CePneUikJXrt2LYHZuXcgDlO+CtC2D2v8P36XVy+DY3uE121LobtPdzqTn4LOhhr/5ahp5T5TkdPA+6OA4BQ6mZlnjE3Z17NC+Dkhk0DMUw+qWAyxbf/w2WfWwlmtmwOKahyqug2sShGDr2C7jcKZHt6ivXfE/+OgdrpmThF07EbF4Z9zBlz5wQWLHg7dBOXcPELup9ivuJ/A+9g+MkuQlwN/Z1OOCkgKr8fJc+DDkxWC7ZVG8tCbg2n90X82FyTXbs8ypKMmgYiiHoiyJ35y++3AMxhrBYtmEnRc0SD+l9xA/XR2zP27Is4Tliocemz+vKUvpj+I5OVPk8vws2xmpv7/fl+PsnQlZWYfHfZgvOcHaZi3OIjn1hzCvsGnKjb5hwToMd/M5Orl0Et8a+15+17IOAa/nir7DNT1m4yOvccY0ePiuZQcNQDE5sta0/smLzom6TtYOO60J9C1JNTZyHxeFoUZbAucLdDnkhIuH0ptyhrxUMMWhlFY6fSv1WCf4B7YbfBnlNXYvSdJAvPFfXdmGisfT383gv3AuyY/e8z4l2prT8k8jtQOFWl2HRFSXJNFjFULN5FQAVZMGSD6xtpbcvhpf+YEXArCVom6LzlumpFDNlzOoTGu4iaQTnqAbI94WUqCD6F++aDb5Ma9Wb/La+Djk/JlGk0HecW5AfRtn6OwAmizfOidplQ6E7pakoyabhKIagMMlZO6w35BlrdsBro63K+W/Aik+oWeUXaM8hDISnTDwbXjkj9vvChRWPE8kL48eQDNr1jthcTfSfTYyfua+/V3bzGFcvInDWW5alUm64lUaS0nj6R2h1EU11Zes480ooisc0HMUQJvRy0dYFoV1fO6MuwYrZGsHhKFY69g+tW/xfWBa7T9/uYX/xQCAfWbF4/CbCuJmwz+ERu1S36Rl1mCw/h7Hs7Qna9+93nOXb4LSSiYdm7Vx127QzSlTeIwPPoaRyl3o/KxlBw1EMnQc5VvdaOcG5/6d3ASDz3/ROhnPfhYs/c24LPkCNQpOOB3ogkI+cVAUmbLtf4PVeA6y39RMeqKsqHXxr1GGKSn1betua7O2ZeM6TufRaOXycdWYVYTW3rcuxdeWojpbH3B5wefjPzwY6/ClKmmg4imHsa3DJ58kbP+iP2JEmReGTyMdoNpsd5a07VtIWsTa3wHpb98uWlpMf3SzzwOXP1pVLOzo7rHlG83ZWPvEblkfuN/IeuD0ouGGTQEe8wk771pWz18Zhjjwrgqe4oqSIhqMYClpCpxC/Vu/o/YfA6yPDm6PObjKEVdldg2pj3CJwm1rSJTl53lo5JUJOdmznJ9nl1kF0TX5hMsSx6Dwg9vMLJ/J9OTCyS763oudGC9vuj2Z2UzKAhqMYkkGB3xdRcPTOCPkSTE4+2TWB+8tVsQb2c51a0h05TmcMfcdY6VP9ucQOM+5wZlOa3d4bWXJcKgbbxLPbL1bsoy0XZaLFWJDCP/K6umLxohfg5VPh07vD337K08kRS1ESoHErhmg5E66LtP0TfgVQIJXsbQL9BlaW7oxBMDxXDHlZDvIOGQfdjvZdD7s1YjrQrJbeJLDP3+bS8/rlP8Arp9dd5ua6z+2cMs58o6646YCzLV+NWOg32grGWIsG0lMygEatGEw0b9RIJp4RrEd6b7cS4Bi/sA4S61aSx2TjcBBqjJVXG6BdLxh2C5FMN4v6nxS2LRZyq3a57+yX4S7P7Uoj6fg9oy5+Rg+FVnwmk8g2YNnW6H3ASrZUEcNzVJQYaNSKoazMRdatK6f7QjBc42f62n1Y2FuWFltpICuqfMlbqv1zQP/el0uY62IMTxEnpsrBdLJ9Hytv9KkTfKGqa5XhoX+0spf5kdVzhCeyZAfrnsu/dXVffsiNaSLMQf6e3mcCsP6I8KG1fWPEkHvaib/tDxO8+f9QlGAatWIoL4sev4bi/X0WNa38ktF1cvBZsNnewrJMKa/0KYOOs//u69B/rJWf+bZSy2onmHP+E12uGGlf6LD6qbXrP+g0aNbWKuc1tcJen3C/lVPBH5fhLKKRs89hcd0n2RmQCxx820fjAuNw5TW1vLs7tAkTesOfq2YnLsf6UB8dwMr78OghUB7j9qWi2DRqxZA37a/x3+wX4iGYbNvqprzCd4ZRuM5adezJsr1vRULfPGu3IGpDR3tI1v4jYfif4RYXWdiatrZs9XOT4y2dVRzk6+D2PCWGGElJpXh/61ygrfUCsKPVAQC0btXKandjWVSYxPS1H98Om1ekNN+H0rBoXIrhT/MCtnGaLnjV13ZNrFFDw5Nlp4Gs+OG1kLYZrU50vqmgEG5eA1d855kcQULBUTcEWlpFI1o6y2BGuNhCgVCLriYukvJkMC0ungIXf+aztuo6NL0CKUqCNDzF0CK8VQ05BXBAmC/mVj7v2qpBl0HTNnGLULtiKJ0XGqVVgg8mC1rBoEvg3PcsX4x23no8e0b330Tvc0j0QHGAtX3mb6bZwhsz2LTRrE2gY2NR16ROZ3b86rv46Tt4b1ygMcTaH5I6v9LwyUD7vwT54xR4NMz+f7NiqKlybvMj+7jxcOL9cYtQqxj6b/04pE2C4/WIwIkxOEB5RWGMYSaCkiE5EstqpN9o68ymnq8W0kHpW9dTF63pxd9BdYWVorT2vKrKhVGFokSg4a0YWneDs952TO1IVhbk5LGof+QQ1BImIB8Aw/5f+AxlNnkSPkaOeBw1NS6u/gEuc5kwp5baM5XDrvBOjn2GQLsDvBsvk3BacfonBEqAdmsm+y6qIwTq+9W77VGlcdHwFAPAfsdasW/CYIKiY64Ybp87NKm1JolwGDrsZjh/cvh2oOOqd8K29d0ce6RVz2nd3e9njZHBl0berouXMEEhUC8UAAAgAElEQVQQ6xg30/s5k4mTGfIZ/4bzJsO5kyLfWxPh8Dqs/4xD/ZxXIs+jKGFomIoBiOSZnJ0X6J26Nc/26L1wqrUkj/XQNYj1A8LHUWpRuTFsW72gqCtcH1tAQFf4v02f/mJoe3DU1kwnJ886P6rlxpWWQu52JHQ/Ovx9gInk5LYtjGf0PR1g9bSggTSEtxIfDVgxBL31+zkU5eYF+g60amYrirb7wqCLE545p023sG2zD7wxbFtGcv7/YEyodRV9TrM+B1/mzTx7+/k29P59YNtNq7yZI9Vc65eqs5l7YwZ5oBu//BBmZflTBKu1ZCedUhoNDVcxtOjgK4/fBretr7vMywn8sXu0b4mXZEewt68qiN/aKS10PcLZkusPz1ge4fsM8Waeg053rF70m2ctv4r6SH5zKxT8Oe/GfGv79850btBVgJICGq5iiOA0JRVBHqERIqXGQ25O0FbUwT4zzp1VGRLWIVGysmyPcI9+njD/X70Gj/Rm/HTR6WDo4cLUt+fxAZc5RLeei8qv86Dag3GURkfDVQwRaN0u6PDUY0uhkCigR91QV8zJzZy8CBlHYRc44trAOo/zUmQs3YeF1pVtD62L5FXttJqo1EB7Suy4+qsTkeNFZImILBeRWxza80Vkot3+vYh0tevzROR5EZkvInNFZJin0kejRUfHL5am+wVlBPPYISk3O/xj7dy9l6dzpR0vw4NfuwCOHe/dePWdv3aBb/5llWtqYHwhTH8qfP9lH0L5jsC6TVGy0imKA1EVg4hkA48BJwC9gLEiEvztdiGwxRizL/AwUOsddjGAMeYg4DjgbxLi+ptErpkP/7c+ej+vVwzBUUD9fuTufQZ7Olfa6Rg+mKAnxJrfoKHx3RPW5zY7xlU0r+b7OgdcViwLk4NcUSLg5kt6ELDcGLPSGFMBvA6cHNTnZKDWxvAt4BgRESxF8gmAMWYDsBUY4IXgrsjODRsiOZnk+j/Vkx62tkgaKq2S9LMdfDa02ddzpZ2xtAlnjmttD+184Yy4hjW/aHgMJXbcKIa9AH/j6RK7zrGPMaYK2Aa0AeYCJ4tIjoh0Aw4FGvC3pEXAeuHgcz3PxpaRNPMgX7I/Jz8GV82K3q+hsN+xoecrQGWVFaG3+bYlcQ2bvyyyM6aiOOFGMTh9qwWfcoXr8xyWIpkJ/AP4BkLNLUTkEhGZKSIzS0tLXYiUOCYrF4A9TTpE6RnP4H4HhAk6y9ULTnsuoqe54pJjx4dUbd8dIeSFoiQJN4qhhMC3/M7A2nB9RCQHKAQ2G2OqjDHXGmP6G2NOBloBy4InMMY8bYwZYIwZUFzs8ZtnGMQOXFew71FResZBUTfLyzUJCXcykj6nQtE+6ZaiQVLQCN4rlMzDjWKYAewnIt1EJA8YAwQHe5kEnGeXTwM+NcYYEWkqIs0AROQ4oMoYs8gj2RPDPtRMyiZPTp4VqC4JCXeUBk5QmtNcUxmmo6Ikj6iKwT4zGAd8CCwG3jDGLBSRO0VklN1tAtBGRJYD1wG1Jq3tgNkishi4GXAZsD+FpGr/X7Kh39jUzKXUX9oHGvzlVe+CdXNDum1pf7j7Mf/S2srqpigucbVQNcZMAaYE1d3uVy4DQmIaGGNWA/snJmKSqI2dFCFFp6fcsTk18ygNj6dCtzsrWu4D67916OyAqYavH4Hj7vRYMKWh0nh3MA8cZf2hDLgw3ZIoSszkZDUCSzclbTSSeAMOZGXB0D9Zgc4UJYMoPfzPUftkiwbTU5JH41UMipKhFBe3i9onJ9qCIacgtG7B2/EJpDQ6VDEoSqYRKVCeTbYY+N2jMPI+5w5OGfreugBWaIgMJTqqGBQl02jdI2qX/JwsOPQ86BkmLHm4kGQv/d65XlH8UMWgKJlGtyPhiu8jdsk6/HLnhh7HWJ8tkuDRrzQaGq9VkqJkMu0OiNye28y5/ox/w7f/goJC+KURxZpSPEVXDIqSodR0OzpCq22VlO0XPbjV3paV3bBbIEvf+ZT4UcWgKBlK1jERvJVrk0u16mIpBIBz/SLVtO6eNLmUho++VihKfSQ711e+Zn5o+77HwD5HwJppqZNJaTDoikFRMpVEt4P++D+45efo/RQlCFUMipKpdOwHPU9IbIyClt7IojQqVDEoSqYiAme+Due8a11fOBUOOAn6jo5tnL2HBF7v2uiNfEqDRc8YFCXT6fEbGL/NKo95Jfb7B14IP33ju67c7Y1cSoNFVwyK0tA56LR0S6DUM1QxKEpj4MKp6ZZAqUeoYlCUxkC7A9MtgVKPUMWgKI0Cv/wNP0WOw6QoqhgUpTHgFzrD/KyKQYmMKgZFaQzk5NcVq2tSkP1t5wbYsyX58yhJQRWDojQyKqrCJAJ6bSwsed+bSR7aDx7q6c1YSspRxaAojYyKmhqoqYZVX0FVua9hyRR4bYx3E1VXeDeWklJUMShKIyNr0wr4R1948ST43/VWpUnB9pJSb1DFoCiNjJZrv4LtJdbFDy9Zn8GKYXwhfHCruwGrq8K3zXsDKtTTur6hikFRFNi6JrTuu8ej37fqS7irTXgT2Hcuhns7JiabknJUMSiKAtP+7ivv2eorr/468n1LP7Q+Ne9Dg0IVg6IoMPvfvvLP033lrx6KfN+3/7I+P7nTe5mUtOFKMYjI8SKyRESWi8gtDu35IjLRbv9eRLra9bki8qKIzBeRxSLictNSUZS0savUV143L/b757zqnSxKWoiqGEQkG3gMOAHoBYwVkV5B3S4Ethhj9gUeBu63608H8o0xBwGHApfWKg1FUTKU967wlXfHkbvh3cu9k0VJC25WDIOA5caYlcaYCuB14OSgPicDL9rlt4BjRESwArQ0E5EcoAlQAWz3RHJFURQlKbhRDHsB/oljS+w6xz7GmCpgG9AGS0nsAtYBPwEPGWM2B08gIpeIyEwRmVlaWhrcrCiKF1yhMZIUd7hRDOJQF+wNE67PIKAa6AR0A64Xke4hHY152hgzwBgzoLi42IVIiqLETLsDnOtrwoTIiJXJ13kzjpJ23CiGEqCL33VnYG24Pva2USGwGTgT+MAYU2mM2QB8DQxIVGhFUeLDHHVzaOXrZ3oz+MwJESZWz+r6hBvFMAPYT0S6iUgeMAaYFNRnEnCeXT4N+NQYY7C2j4aLRTPgMOBHb0RXFCVWpLnDinypR4HzIlG5J/lzKJ4RVTHYZwbjgA+BxcAbxpiFInKniIyyu00A2ojIcuA6oNak9TGgObAAS8E8b4yJw/5NURRPaN0t3RIo9YAcN52MMVOAKUF1t/uVy7BMU4Pv2+lUryhKmthnaOz3/KUILpoKex0a97TlVVXk50XvF5WNy6FFB8hv7sFgSjjU81lRlMiYGnhmeEJDlJVHCLQXC/86FF7+gzdjKWFRxaAojYksV5sEnmNWf+ndYJqaNOmoYlCUxkR2rndjVblPxFO1blHi8+kBdspQxaAojY2h1zhWrz/0Oqp7nhT53t2b4cuHwBi2zo9izXTg7+qKbaffH6GjS1Z5uOpQIqKKQVEaG8f9BW75OaQ6t8/vye4/2vGWhUXHWIVJV8Gnd8F3T1C1bV1Iv/Kqat/FUTc6z7/wXdgZR4QD9YVIGaoYFKUxUtCSzccHJuJp3TQHiro6du+95ROrULHT+vzwVtp+Huost2vLBt+FOHy97N4Mb54Hr54Ru8zTn/KVF/4n9vsV16hiUJRGSutm+YEVRd2gY9+ExpRZLwZWHHp+4HWNbZ20LXTFEpW1c3zlGRG8rJWEUcWgKI2VZkFe0HlNI/f/ZXbU7ZyKijLfRZPWcGJQop+q8hgEDMZv7tVfJTCOEo302K4pipJ+uh/tXL/fSDj4bGjaBl440Vf/zG+gXXAqFvj1yPvYXpNHz6+vp6LC74u/MCgI8+RroWSGVS7fEbu8e7YEXhsD4hS/U0kUXTEoigJdBvvKZ70BvUZB16EwfhtV4vf+uCHU7LRZUXsK95RYwyx4PKS9jpnPwa/zrXJVWfh+blFHt6ShikFRFBh4cdimHBPZa7lJsxY037naGzlqamDjMnd9V3wK0x72Zl4lAFUMiqIktCWTs9+x5BZ28EaOz++Dfw2AdXMtk9ZoZq1Tx/tWIYpnqGJQFMXZtNQtWVnkHXp27Pft2Wp9ji+E92+m4pun4MsHrLqtP8ND+1r/po6HXZvCjxNsCaUkjB4+K0pj5rd/g/9dD50HxnX7TwdezN4AxfvHfnPJTNjvWKv8/ZOEDb467WHYsjr8OKu+iH1uJSK6YlCUxszAi2D8NmjVJXyfw8eFbWqRZ29BxROD6a0/QnWlc9vU8YHXpUvDj7MxQpsSF6oYFEWJzMh7wjYVHXFR/OOWb4e72jq3bQo6gN6wMP55lJhRxaAoSnwcch602S96v4s+Sb4s4wutf/91DhCoxIYqBkVR4mPUo5Dl4iuksHPyZall1vOpm6sBo4pBUZTk0qIDpn0f78b7zW3ejaU4oopBUZSo/NotMS9jOexyjyQBOsefe1pxhyoGRVGi0qE4zCFxOE54IPC631houZdzX6/xj8KqxIUqBkVRohNrkpzBlwZeZ2XDtYlbFhn/mE7h0JzQCaOKQVEUF3iQPU0EWvdIbIiz34ne6f2bYPW0hOZp7KhiUBQlOh1cJPAJTsrjRPdhicmR3xxad7fKI8L7V7DyCyjfmdhcjRhVDIqiROeQc6P3+d0j0fv0/n3ishR1tXJWH35l+D5fPgD3pdBMtoGhikFRlOiIUNnuoOj9Lvgo9ODZn1Z7eyNPQUtra2rY/4vQyYPtr0aKK8UgIseLyBIRWS4itzi054vIRLv9exHpatefJSJz/P7ViEh/b38ERVFSQa6byNx7Dw49ePanqGvg9RXfQZfDfNdnvgE3rXIv1LCb3fdVXBNVMYhINvAYcALQCxgrIsH5/S4Ethhj9gUeBu4HMMa8Yozpb4zpD5wDrDbGqC2ZoigWTYrgwg/h6jlw4O+g29GQ38Kxa81tEUJvh2PrTwkKGCfbfknPvB7hZsUwCFhujFlpjKkAXgdODupzMlAbFP0t4BiRkMwfY4HXEhFWUZQGRk6B9dm6G4x+GXILAnNDXGunEh18GVk5cWQJ+MdB0ZP9eM3M5+DhXrDmm9TO6yFuFMNewM9+1yV2nWMfY0wVsA1oE9RnNKoYFKX+0v9M78ds0iq0zl8xFO4FNyyHkfe6Gq7GKUXpQ/vGKVycTL7W+pz/Zmrn9RA3isFpZzH4VCdiHxEZDOw2xixwnEDkEhGZKSIzS0tTrN0VRXFHJ4+OB/+8MXJ78GZD82LLQS4cHXyH4llteyYgmMfMfA6WfphuKeLCjWIoAfyzeHQG1obrIyI5QCGw2a99DBFWC8aYp40xA4wxA4qLi93IrShKfSWepD6ROMk2k23REfY+zLFLRWW1t3O65dUz0jNvgrhRDDOA/USkm4jkYX3JTwrqMwk4zy6fBnxqjOVDLyJZwOlYZxOKojQERtyd3PFPfgzOfttd370OsUxkL/8mYPXgT9W3j3soXMMn6mmOMaZKRMYBHwLZwHPGmIUicicw0xgzCZgAvCQiy7FWCmP8hjgKKDHGrPRefEVR0oIk6AL1h2cgr1n49oPPjkEWCTSR/b9f4Z4OAV2afnobDDwHKvdAy46xybp+keU34SavRMms2MbOUFwd8xtjpgBTgupu9yuXYa0KnO79HHBe3ymKUn/Ibeor9xub2Fh9k7jFIs7nEVs/uo9WPzwJl34JHfu5H++Jw63P8dui9312uPtxMxj1fFYUxR2d+sMpT1nhKJq2Trc04cnJc6zO+/lbq7BxmWO74kMVg6Io7uk3xtpWqYeY6sr0TFy+A9Z8m56540QVg6IojYK8nbY7VojvbQTKd/jK6+YFtlXs8kVw/frR0PZaXh0Dzx8PKz51bp/+DHz/lHuZUoAqBkVRGhxbm3ULqcuttL/kl3/ifiB/J7WnjgxoMvfuBffZvr4f/zmkvY41dm6Il05xbp9yg5VDIoNQxaAoSoOjxTE3AFDVoR+bhvw5sHHOK67HqawoD9smtT68NTUxy5fpqGJQFKXBkV28PwA5h5xDTq7DYbS/X0NZeGujxWs3B1YseAd+XQBl2+uqat76Y/yCVlX4yht+jG+M6iqoLItfBgdUMSiK0vDoMhCumg0DLyLXSTF8eCtU7Iafvoe/7g0/2tb4vy6w9vxrqQ7ymH7rj/DkUPjXgLqqrEXvxi/nf/z8Lx53kc/aibvawD3t45fBAVUMiqI0TNr0ABHyCgocm6vLd0LJDOuiNkf0k0OtPX+bVlm7ncfeud4bGRe6yGGdBlQxKIrSoMkJE5tp7rsPU7bJytewpyronGDjcgBqdkYJ+BcrFbusz2VTYcua8P3WL4JXR0NV+DOOZKKKQVGUhk3xAY7V/Vc8ScEsy0x0yaK5gY3bSwBoVTrdU1HMPwfA9nXwyqnwSN/QDjU11nnBf6+GpR/AurmhfYL7J4E4Ml8oiqLUI8KEC8/C96Wak+38jtxqd4S3+jiQHWvhuRHhO/z3KvjhZfcD1lQlLpQDumJQFKVh4yLgX1FBUB8rODQ/thwS97Qmyzk0R8R0o7EoBQCTnBWDKgZFURo2Ljydl7U9JrBi6h0A7DRNHXq7oEkRW8dOju9ef9YvgO3B6W/8MMnJM6GKQVGURs+QJX+FXX4HzevmwrZf6LUzfN7mRfuc49xw7ntw9Rxy2+yduGCTr4W/9wrbXFPhrf9CLaoYFEVp9OTV7IEHewRWPtyLpiaMuSpwwMFHhNTN7HQWdB8GTVrRrCDf13Dd4gSkC86k7KNsfgI+FBFQxaAoihIHWT2GhZxftDzohLpywAZWy05JkaFi9/boneJAFYOiKA2faxfClUGmp2e8FP9447dBiw4w5OqA6mrj95UaQxTX8tb7xyVG4bTkpFhVxaAoSsOnsDMUB3359hrlLisbUPf+36Q1nP8/X/Wx4wN6HdDRL1dFvvu8Ffk58XkOiEmOuar6MSiK0mjYNfhamn3/cEz37DjxcVp0OQiWfwxHXh/YGLQqkCy/r9Qs5xSjjoTJOpcuVDEoitJoaNasuVU44lrX97QYdJZV6OjgqRxMsDK4cgYUFFrlvmNg3uthJukE/OBaJgDGF8bWPwZ0K0lRlMZDbztZTt8xyRm/dZBlU3FPaGFHPv3dP8Lf1/3o5MgTJ6oYFEVpPLTpYZ0rtHOOn5QwzdqEb8tyDuYHwD5DA68PDcrx4B8KHOo8s2tZMHKiC+Hco4pBUZTGTZfDEru/1mS19x8i98vOoarL4eHbz/HzSQheXfiFAgcwQVFX+xx+fDQpY0IVg6IojZuxryV2/w3LrC2k4++L2jWnSZhzgWbF0OM3gXW9fu/ct2IX4peYZ0GPi9xK6hpVDIqiNG6atg7btKdVz+j3N2sLV8+2/Bqi0WWQ9XnZNMv0tZYWfhnYWu1jfY64y3mMSYG+E33Ofij6vDGiikFRFCUM2096ytsBh15rOdp1OCjQH6KWaxdaSgOgVVCspco9tlC+oHrLu58dkyOdW1QxKIqihKH9vod4O2BWls/Rrn0vOHcS3LjC117YGQqcHeOWrVxpFfwUQW5OhAPtRMR000lEjheRJSKyXERucWjPF5GJdvv3ItLVr62viHwrIgtFZL6IOCdgVRRFaWx0P9rainJB0fxnrcIGX0C+/DD5rBMlqmIQkWzgMeAEoBcwVkSC48BeCGwxxuwLPAzcb9+bA7wMXGaM6Q0MAyo9k15RFCUZ/Ob/4I/vp1uKANoueM7KAb1nc11dy2Zx5ouIgpsVwyBguTFmpTGmAngdODmoz8nAi3b5LeAYERFgBDDPGDMXwBizyZgkZZZQFEWJl+btA6+Pvgn2iT97m2dcNTvweuvPAZdZgy5OyrRuFMNegL80JXadYx9jTBWwDWgD9ASMiHwoIrNF5CanCUTkEhGZKSIzS0tLY/0ZFEVREiOGgHcppU0Pthx8he/6X4cGNOe3cmEJFQduFIPTkXdw5ohwfXKAI4Cz7M9TROSYkI7GPG2MGWCMGVBcXOxCJEVRlMZBVZ/Tw7ZJEiySwJ1iKAG6+F13BoKTkNb1sc8VCoHNdv0XxpiNxpjdwBTA42N+RVGUhktBiwhhNpKEG8UwA9hPRLqJSB4wBpgU1GcScJ5dPg341BhjgA+BviLS1FYYRwOLvBFdURTFI/zfvP80N31yONCilTurJS+JqhjsM4NxWF/yi4E3jDELReROERlld5sAtBGR5cB1wC32vVuAv2MplznAbGOMg1eHoihKGuk8yFcu6po2MRzJa5byKV3lYzDGTMHaBvKvu92vXAY4boQZY17GMllVFEXJTI6+Cea8DCOSkyqzvqGJehRFUYr2gZtWQZOidEuSEahiUBRFgYjB9BobGitJURQlw6np0M+hNjmmqqCKQVEUJePJ2ntwaGWng5M3X9JGVhRFUbzhmNtD6/qfmbTp9IxBURQl08lvEXh9+5ak5GGoRRWDoihKfSMruZs9upWkKIpSHzjl6ZRNpYpBURSlPtD3DGjXG855N+lT6VaSoihKfUAErvgmJVPpikFRFEUJQBWDoiiKEoAqBkVRFCUAVQyKoihKAKoYFEVRlABUMSiKoigBqGJQFEVRAlDFoCiKogQgxph0yxCAiOwAlqRbDhe0BTamWwgXqJzeonJ6S32Qsz7ICLC/MaZF9G7RyUTP5yXGmAHpFiIaIjJT5fQOldNbVE7vqA8ygiWnV2PpVpKiKIoSgCoGRVEUJYBMVAypiy2bGCqnt6ic3qJyekd9kBE8lDPjDp8VRVGU9JKJKwZFURQljWSUYhCR40VkiYgsF5FbMkCe1SIyX0Tm1J74i0hrEflYRJbZn0V2vYjIo7bs80TkkCTK9ZyIbBCRBX51McslIufZ/ZeJyHkpkHG8iPxiP885InKiX9uttoxLRGSkX31SfydEpIuIfCYii0VkoYj8ya7PtOcZTs6MeqYiUiAi00Vkri3nX+z6biLyvf1sJopInl2fb18vt9u7RpM/yXK+ICKr/J5nf7s+Lf/v9vjZIvKDiEy2r5P/LI0xGfEPyAZWAN2BPGAu0CvNMq0G2gbVPQDcYpdvAe63yycC7wMCHAZ8n0S5jgIOARbEKxfQGlhpfxbZ5aIkyzgeuMGhby/7/zsf6Gb/HmSn4ncC6AgcYpdbAEtteTLteYaTM6Oeqf1cmtvlXOB7+zm9AYyx658ELrfLVwBP2uUxwMRI8qdAzheA0xz6p+X/3Z7jOuBVYLJ9nfRnmUkrhkHAcmPMSmNMBfA6cHKaZXLiZOBFu/wi8Hu/+n8bi++AViLSMRkCGGO+BDYnKNdI4GNjzGZjzBbgY+D4JMsYjpOB140x5caYVcByrN+HpP9OGGPWGWNm2+UdwGJgLzLveYaTMxxpeab2c9lpX+ba/wwwHHjLrg9+nrXP+S3gGBGRCPInW85wpOX/XUQ6A78FnrWvhRQ8y0xSDHsBP/tdlxD5Fz8VGOAjEZklIpfYde2NMevA+mMF2tn16ZY/VrnSJe84eyn+XO32TKbIaC+9D8Z6e8zY5xkkJ2TYM7W3PuYAG7C+KFcAW40xVQ5z1sljt28D2qRDTmNM7fO8x36eD4tIfrCcQfIkW85/ADcBNfZ1G1LwLDNJMYhDXbpNpoYaYw4BTgCuFJGjIvTNRPkhvFzpkPcJoAfQH1gH/M2uT7uMItIceBu4xhizPVLXMDKlRFYHOTPumRpjqo0x/YHOWG+mB0aYM2PkFJE+wK3AAcBArO2hm9Mlp4icBGwwxszyr44wn2cyZpJiKAG6+F13BtamSRYAjDFr7c8NwH+wfsnX124R2Z8b7O7plj9WuVIurzFmvf3HWAM8g285m1YZRSQX68v2FWPMO3Z1xj1PJzkz9Znasm0FPsfak28lIrUhePznrJPHbi/E2oJMh5zH21t2xhhTDjxPep/nUGCUiKzG2vIbjrWCSP6z9PKQJJF/WHGbVmIdjtQeivVOozzNgBZ+5W+w9g4fJPBQ8gG7/FsCD6emJ1m+rgQe7MYkF9bb0CqsA7Miu9w6yTJ29Ctfi7XvCdCbwMOxlViHpEn/nbCfy7+BfwTVZ9TzjCBnRj1ToBhoZZebAF8BJwFvEnhgeoVdvpLAA9M3IsmfAjk7+j3vfwB/TfffkT3PMHyHz0l/lp4K78EPfyKWtcUK4P/SLEt3+2HOBRbWyoO1Z/cJsMz+bO33i/SYLft8YEASZXsNa9ugEutt4MJ45AIuwDqIWg78MQUyvmTLMA+YROCX2v/ZMi4BTkjV7wRwBNayeh4wx/53YgY+z3ByZtQzBfoCP9jyLABu9/t7mm4/mzeBfLu+wL5ebrd3jyZ/kuX81H6eC4CX8VkupeX/3W+OYfgUQ9KfpXo+K4qiKAFk0hmDoiiKkgGoYlAURVECUMWgKIqiBKCKQVEURQlAFYOiKIoSgCoGpUEiIq1E5Aq73ElE3op2TwJz9fePaqoo9R1VDEpDpRVWtEmMMWuNMaclca7+WL4BitIgUD8GpUEiIrVRQ5dgOakdaIzpIyLnY0WjzAb6YMUWygPOAcqBE40xm0WkB5ZDUzGwG7jYGPOjiJwO3AFUYwUpOxbLoagJ8AtwHzAZ+CdwEJan8XhjzHv23Kfg80B91RjzlyQ/CkWJmZzoXRSlXnIL0McY09+ORjrZr60PVnTSAqwv9ZuNMQeLyMPAuVihEJ4GLjPGLBORwcDjWLFqbgdGGmN+EZFWxpgKEbkdyxN2HICI3At8aoy5QERaAdNFZKo99yB7/t3ADBH5nzFmZjIfhKLEiioGpTHymbFyGuwQkW3Af+36+UBfO4LpEOBNK5w9YL3lA3wNvCAibwDv4MwIrOBnN9jXBcDedvljY8wmABF5ByvUhSoGJaNQxaA0Rsr9yjV+1zVYfxNZWDHv+wffaIy5zF5B/BaoS/0YhACnGmOWBFRa9wXv3eperpJx6OGz0lDZgZUCM1HGco0AAADLSURBVGaMledglX2eUJvvt59d7mGM+d4YczuwESuccfBcHwJX2dmzEJGD/dqOEyufdBOss46v45FRUZKJKgalQWJv13wtIguwQmjHylnAhSJSG123Nv3lgyIy3x73S6zou58Bvezk8aOBu7BSRc6z+93lN+40rIioc4C39XxByUTUKklRUoRtlVR3SK0omYquGBRFUZQAdMWgKIqiBKArBkVRFCUAVQyKoihKAKoYFEVRlABUMSiKoigBqGJQFEVRAlDFoCiKogTw/wHOObiFzG4PXgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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TqkyUrFHxwXUpX/tR60O8N462ABtyknO7NskG34ycmTTUpGa27DuJlrnWa7TgvMThIcF4SSaXIVSZKHlJialNonXU3shP/wuTfPBmj4q2K+/fkH6ffpBImcwPyC8mR62MChLbyKK+MXfCRakyUbJGQ0XnxI1c6NutvffG/cdGnot43ENJQEmkuXFR/db0+/SBhtoEcrzzj8wIoqTPhmWwyCHkkL3fmDMWhHhUJiIyTkQWiMgiEbnUof4gEZklIvUicmJU3QQRWWj/TQgr31tE5tl93ix2REYRuU5EvhKRuSLyjIh0TPdNKrlKkl+EDcubDrudcov365IJ0HjJEhh0HIw8NwnBLDa3G5D0NSlTU+1qNdUw7+nMyRHG1toEpt5K8tw6Cv53Avxrjwgn3y3brZm5ozJZ/GampIsgoTIRkWLgNuAoYBBwmogMimq2DDgLeDjq2s7AlcA+wGjgShEJfbPvAM4DdrX/xtnl04HBxpihwNfAZUm/KyU/SHZZJHxjt01X+Nnj0HN44uuSMQFu0wVOvj9x4Mc/xGagXN1tH+/jpMvfejtGOQZoXPsNrPgsc7KE2LY282MWOqFwN9UrrT+bt7/83qp2WuZ6JTs/mV5mJqOBRcaYJcaYWuBRYHx4A2PMUmPMXCB6sfZIYLoxZp0xZj2WohgnIj2B9saYj4wVg+IB4Di7r9eMMSGvq48Bn6IKKjnFtvUU12yI3+arF6zXuu12/o0o5bPbkfCrd2DC8wkGC2BduX3PpsMVh99uHTQks4+TBvXxx6mY+R+4a2xmZAmj9drs5R8vSMJm4gCNYVZ4pWL9RNY5+U9lKeGZF2XSCwh/V1V2mRfcru1lHyfq8xzgZY9jKfmElxwMK+dYr0//Am7eC+prnNtFe7IHzPbLI2OGNXTaBYBhs67IjACrv8zMOEp2uXFwxOnC75v9mHbq1AqAhnqHpcXa7DiNelEmTo91Xtcn3K5N2KeIXA7UAw85dixynohUikilhpnPQ1Z5+EEMPekvegOAxjoXZZKIVDzdd94/8nzQcU2HpcWRX5sSPzbzFSUBa6qbDSuMbbHX4BQMNUt4+RZUAX3CznsDKzz273ZtFZHLVxF92hv1xwA/Ny6hWI0xdxljRhpjRnbr1s2jOErO4CW7YsiKpc76Eq1Y7+bHEaUsjr4+qjoFZbLbkZHnA3/SdFhcFNlf9HmLpE4DRvqKQyK2HjXLmo4b7Z/Fdu9MyphIifCiTGYAu4pIPxEpA04FvGbkeRU4QkQ62RvvRwCvGmNWAtUisq9txXUm8BxYlmPAn4FjjTG5YWup+E/0l+XH/0p4SVHMlpwLYbOK74dfmIxUkbQLy6XSZ7Rrs6JMhy+xZ2pZp6EOJneAt/8BH9yUbWkKi3/0jSkasG1O80l9DSx+k1WdRzlfnwWfn4TKxN4Mn4ilGL4EHjfGzBeRKSJyLICIjBKRKuAk4E4RmW9fuw64GkshzQCm2GUAFwB3A4uAxTTvjdwKtAOmi8hsEfmPP29VyVWqh/8SRv0CJs6M267RbeM5eubRYxBcuhz+9A07HPfX1AU7/Ulo3xsuXgjt42wTJsrL4kTlvbB2cWpyLX3PW7uq+PczbTbZoTzevhYWTg92LCWCPT79P3jweHqs+QiA5b2PiWyQhWCfnjItGmNeAl6KKpsUdjwDF6srY8xUYKpDeSUw2KE8g8b6Si7QtEzUNf6/vsPXT3jvtCIJp0Y3euwJf7AtlEJPel1iZZRwZbJhuZVbvqyNe7+NjfDC76FVZ/hzCqFNvPoR3H0ITA4w/tnbYc6P31UGN44SQ3GDZdnVfuMCAH7odSR9ql5objClc7D/ewd051AJhmUfwxZvfgdx9xwa6poO233/SbpSpY4InPEMnP1KTFWHirCv0Y2D4YHjYtpE0Gi/p+2Z/bL7zpyHE7dRMsLOXRP4RWUAVSZKMEw9EqZ6SzZVHO9T+PHtMUVbusRMaDPDLodA21hjj5LoPZOqT2H9Uvd+QgoyOtOjoqRIWUmxc0VNNTxzgeOGvt+oMlH8Z+Vc63XtIk/NXb4GFh/dFlO04kc3urc//GpPY/qK0/r07fs1H7/wB2ujOkRoZtKQoqlzMmxYBjPuDn6ceGxaCV88l10ZChxXXfLB7TDnYba/e3PgMqgyUfxnU4IcC42RP76yZ5xloc0/xBQVl8fZj+i2R/yxg8BpA74uzBAxlGb1u1l287rY9kFx/7FWZr5tCaIN+E1oj2ndN/DvPeDxM9n8w5LMytCCKHEyfzeGecvWADBzefCJ21SZKP4Tz4dk+yaYEhV4seNOSXVfWlrmXplmKt6U2GGot3ZbrC92TU0GZiQhtoWMJ02EDIHzxlXW683NsdPqXr8mM2O3QByXipd/ijRaDzoNJvifelUmir988Rw8drp7faLw5z9NvCRTWlbuXhmdCCsTtE4ulH5tbQaVSfQmv8elx7RxzO1iYM0iuG1fyCHP7UKguFWH2MKpR1CErUwy8FOvykTxly8TBF10WuIJd7AaND62Poqy8gr3yv45nH/8Pcsxs6bGY0DI5yZG7rUkoHHULxM3ev0q97onz01qvGQp3bwSPrjBii321QuJL1A8IxXO/7chy22Luww8ZKkyCYoHxsOMe7ItReaZl8AXZOXs+PUelqlKy+Isc+VynKzlHwNJzEw+e9Bbuw5WxCIpiTNjCzl8LvvQvc3nT3obL0Xarvww8cOG4mte91BGUvEaPSINcvibl+cseRte/EO2pcg9HMO0Jxf6obwiyqZe4tqD5RwN1auaTxo9fMnXJXBs3MtaVoxWJlto1Xwy5xGv4gVLvvvWZIJ7j4o8P+m+tLvcWN4zcaM0UWWiZJT6zQ4bwCXhy1aJZyZlpVHKo6x1ekIFxeoFjsXd3v9L84kXb/YNyxK3gQi/lQWtR9CGsOCLjRm0IPNCpgwB8pHofCR7Hp92l0UZCK+iykTJKCWbIhP+MOF5aNu9+Twb1lhBcZtDcMi1iymqCTPT9OJMlswPwQ5DAOhRG3WfsxD4Ly5vxNm7afHE/q/Wjr4krR5DG/FBosrEbx48Hh79ebalyB/6HZRtCTLLLSMo37oyrMDDj/zM++LX7zjCft0LznsX/rKWjvVROX4aNT973uDw8FDcey/X5kuLd4buA6HcPR6d54jbaaDKxG8Wv6mWKm54CumQpzOTJH1lmvAyY1g5J379bkfARV/A7kdZBgjFsWFaGhs85I/xm0RyAyz9AGY9ELwseU67nru51m0ragsl5XDZctc2XbYtDUCqSFSZKJnjhy8St8nXZa5TUw166GX5yUObDvEzaX+yZA1c6xjY252XLknPVDhefLIQ9x0N09LIOdNCKO7S37XOxItQbTN6ZfBBOVWZKJnDi617vioTe68iaUIzkw3L4JodHTft6xriLFGMvczTMJurN0BtdXwZQoR8gT69y1Pf7uTp/zKbbI8Ke3KBbcod57uzunznAAXyjioTJWMYHzISbh/1G+eKs16E33yadv+ZptE0Qs1muHEI1G2BD2ID8pVuimPN1X2gp3EO3hIbOj9E3YZIv4b61VFe8m9dC0Esk92Vww6m2eK1KyLPe+xpvcZ5yGrVOvvh50GVieIzqyv6utY1zkx/bbxh7OXOFX0PgG67p92/7/x1h7jVC3+ohq3NZrJmjbM5MZM7ULP4fYcKb0//ZY3b3SufOjfitKYxSum/8w+4ukukT8wG9/V5z6yYlX4fhUaNy+wxDnsP2DFxowygykTxle9b7epaVzzXo+NcRUfXqtLS0mRFyi712+JWd171sZXP22blhq2ubb983iHeVb8DUxYtRGnVxxHnNbUuy2rzn24+nve4h55zzBw5z9jextseV3Hvvb11+MaUNKRJjCoTxVdqi+LEzYpmL5eAkL94w/WSsnxTJgnotuSZCH+U4u3uARA3b3dYamrVKbYsFd77d9NhjdseTe3mpLo0Xrz7U2XFZ1AXX1HnJWEOixU7eJhpSzEMONRb33ZsuKBQZaL4S3Ruj7imry5LNPFywefrBr1HetSvdK0zQYaNCXMibFy90DLZjebdsB8jl//r5kOubTpe/1FAJr9b1sBdY+HZXwfTf5DMfcKykHOJv2W+q2w+GR+bGC6G38/zSbD0UWWi+IpEOVytWRxnXbzAFYPvJBPE8vLvUx6m1cLnLZPdaDaGGwI4K5O2PZpNWDt/5yFUTCqEZkjhy275whzbRHf1l47VEd+f9h7iaRXlTlw6T59OERknIgtEZJGIXOpQf5CIzBKRehE5MapugogstP8mhJXvLSLz7D5vFrF+WUTkJBGZLyKNIjIy3TeYbRpq42x8FiJRntY/fF/l0pDcC/GRSzg4eB64ZXrk/Y2XQ760lXudTcNJzjMH2ZpO3KwUHxCSidVVCJ+bVLJt/uINOHGq/7L4REJlIiLFwG3AUcAg4DQRGRTVbBlwFvBw1LWdgSuBfYDRwJUiElrkvQM4D9jV/htnl38O/BR4N/m3E8ZHt8O8YENqx1Abu3lavzZBxNcCI3pmsufrZ2ZJkjyn3iVMfXiI/3RyVPzqPYoH/sSxqtPK91LvNxOzzXyckYQIBfZ855/JX9t7JAw+IbIs2T2zjzwsnaWIl0/jaGCRMWaJMaYWeBSIyGBkjFlqjJkLMQFgjgSmG2PWGWPWA9OBcSLSE2hvjPnIGGOAB4Dj7L6+NMa42EcmwauXxZg8Bs7jZ8QUrdrobp1TcGzbwF6bXDbPwzYW13f1aH0SjYcsjIWC+eol54pnfuXPAD2Hppf7xW1y0Cq5rJNNLHq9OedKIrxGUc5lqlNfhmxi8kYrjEo4B10CB8csHjXz6v+lZH7sBS+fpl5AuFF5lV3mBbdre9nHqfQJgIicJyKVIlK5evVq94azM5jHYdHrMUU1y1uQLf1717vXrVvSdLgtZPJY7N0y69Nh18DQk1KVLO+QFy/KtghxqW1wCRzZZ1RqHT7zK3j5T+71kzvEOvQBfDczGIfKgDFBzeAOuQJ+lCAqwuZV8etTxIsycXrXXhct3a5Np0+rsTF3GWNGGmNGduvWrbni0/9GxhN69vxkuvWdAR9cnNXxM0ZDPXx4i6emK3c6Bvb9DRx6pefuTbz9gVyhLMOeyPu5RAPIAFtrAvgBn3mvc3nIsszp8/XfQyyHyjyjpsZhGXNznIdiP7llRCDdelEmVUCfsPPewAqP/btdW2Ufp9JnfCpdPpDZ5OpujvspBcULv0/QoPn5obGoDMZdC63cnROj6dUhTqreXKHnsMyOd9jkzI4XYv1SGr0uSaVLYwPMfqj5fPOqgtiAr6iJMjhobIDr45jEh3P2y3BhghWP9kkt9PiCF2UyA9hVRPqJSBlwKjDNY/+vAkeISCd74/0I4FVjzEqgWkT2ta24zgSeS0H+GEy0n0OmiPcBb6iFDd9mTpZskChf+Zbmp65eHT04No76RcRp7xFHuTRUXPnDVzBxpr99bt8INw2j88ybIsv/b2UwPg/vXhehTOruKdDPwYKXvbfdeQx02SV+mzOeSU+eFEioTIwx9cBELMXwJfC4MWa+iEwRkWMBRGSUiFQBJwF3ish8+9p1wNVYCmkGMMUuA7gAuBtYBCwGXrb7Ot7uaz/gRRF5NZk3tKY6dvq4YeOGZLpIntkPw1UJnrJfuQy2BSxHUMx7Eqp/cK//LvYpaWOX5qf0rVs2wZNnN53v2CGx2SpHXNN8fNF8bzb32WbYqdmWIJL2PaHrANaXJxl6Ph4f3upcXtY6fk6XrinGTXv7bxGnpesXwfoCtJCs99mFoHNYyPoOfdzb+Ygncw5jzEvGmN2MMbsYY66xyyYZY6bZxzOMMb2NMW2MMV2MMXuGXTvVGDPA/rs3rLzSGDPY7nOibdWFMeYZu69yY0wPY8yRybyhbttjP2jbqt1DVPjCR7cnbrPkLbjf2RQzp9m+0bKK+99P3ds4zLp+2PuPTcdm+YzISi+bj6Vhs5cOPv4YBsmIM6FtD09NG/pmLsOkr0FN3k3BpBVgx+G+DN9gBL5Jz2sgJ/E7R3u42fjOY5zbvHudr0O2CA/4hvqArT1+8Di9/36uFU4hnwg5yW1yDv8AOC7x7Tqq+RmgzaNxFFGhcbCzRdKKjpH+t8Vturr3EWb55ge5zjdMAAAgAElEQVQdW4VZze1yCHRxD8aZ6zQU6k9WkMrE6f+97BN486++DllY/xmneEJAx3cm+dP/1nVW9jk3hzIvfPGsP7Jkmnh7Qg5fBMmhMA8ZpfuejsXSY1DUUk+c+/l1Uiu7CSkuCpsJnvEMXFjp3jgAFu5+Pgw4zJe+ysR5T7QhOmx+vhH9HUo3Dlv47P/AP8TWL/V/dldYysQpnhDQ9pskNrfCqdsGsx5s/iGdPsnKPjfXS/htF/xeG81V0vHODnHpcmtjN5/YeT8rH/vZr0Q4Wfbs3g3OD/MsH3aaex++760F7JXeY3Dc6vW9DoahJ3vr64HxKTklbqvLkuGNT2zaFmUd17lf+p2e/KC13+j0YOfH9zOKwlImfvPiH2HaxOYnxZDFkgeFUHuWy9Olg2NjTrPWzrq33f0Hziz7OLYw3oe1ncdkPhXtrY3dfKNDL0upDD0JDrdzSHQbGHlPOsZJtfrZ//yVJ+gQJ2fHf1grLbZ+zBq9KLUlb1vJuJJk28Z04olliC1rI8+XNic7a/j0Hv/HG3Ss637juq0pxAZLQOEok2QCxXklZJL4XZR5ZUN8G/vG8g6U9nRe7sg7vnknYROZ8V+Hwjg/HPFCzBca+10Ipz4CQ05M3NbGOAR5TItQfvr+KabJ7bZH/PqK9nGrpW6L9Rr1gDGvzGVTfmvy7796TZyAornCI6dEnk9vXn7vtH5uRkVZutZ/v7fCUSbP/y64vqMtWD65M25zEUGCzD2RSRItRfu8WVxwFBXBHkdbyjX0Y9pxJ2gXz+rL5/X/UDDAgcckfWn1gPHws8eSu+joyLA6pZstf+RoZdLoNnv9Ovll6dptySXuygpVUVaN0Q+pGaTHqg997zMPYlR45KsXMjdWAgdEkaICytWR4IfNwcdEcaGoGH75JnQZABUdXJtJnc9PjSPPtfb+dhuXuG04E16g3U77wZYkYzntckjEaYOxvwvRygSXB64ULJsCt9gsMDpsXep7n4UzMwmaye5f/hjCn0Kd2L4xfXkyxfoUPPfj5HBv8fTaO64icSTdaMk7DIZJa5zXz/vF8XfZYTAUlyQfviRKGfToYO97tY6MobVXTdSTejRJBHBsqMtjw5Yah1nVQZcEOmTbWv/jgKkyCYQEymT90oxJkjazU9gMnuA12o7iiegcFn5y6sPudanml49SPk3K5OyXYpbA4lLvPcf7oLfP895vrvGf/WPLAoqmsGK/yYH0Cy1ImZhMBocTIXBzzFwmXsDDTn0zJkZBcMli57wjfu3JFYcF0CzxEObGE1HftZBpaud+MPqX3rt5Y4rnpiX1W7z3m2tk8OGyvs0OgfVdGMqkNvEHqbbBZw/TRMSbmfiRGCdfcXHqU1xw85RPdqksLdJb5mLgsa5Na4f83L2blZm1cCpoxl4Gux1FUXFwP/mFoUxqNiVssr0uIGXy9t9jyzrvEj+L3ad3BSNLNogz41uzm8NUvb1HH5OWxO4/Tv4al5S7adHVpzAr0Z+JEvf0AaVd3P1tTAIT/EKlMYg9x7GXws8eRSQ4m6vCUCYeZiYNKwJ6yomKagrAT26KLYugkJbA3JXJpgHjXeuUME572ErBekXkpuiK4WHm7m3sBHAnToWydv7lMglPOuZm7ZXsj1u8uGNRSByrR9PQ7Fi3rVuGc8VkipdiN9qLRsSm//aLLUE9VFMopsE11UD8LHe12wJYU3WywgDonsDJK195/0Y4ICoJVpyZiTgqmjyPoRQkUU/wUhq2h1FkB2vssw/8n48OekXFMGk9LH4T+o+FyqmwdQ3sFpY3pDzJDJJtu8Mfv4al70G7OGv0CZwo62prmoyHK3bYHVbPSU6OfCB6leK0R2GXQwMbrj7A1f7CmJl4oNZvO/SbhsHfMp/NLKu87pRmN55yUMWRDq3LwjbZj/k3dOoHbbr7P1BREex6mGUGHPrxP+Ryb9fu6pIhol0Py+u/7wFxLo7/+diyuflhrZDm8m4sLh8Eux8Vd1kwXQZ0bxdY3y1GmZhN/mQFbiINC4x6P35jGxth2oXww3wfOkuDze5Js9qWOVgc7fvrAIXJM86dDke55wcpLw27f7sfBb+bHegPDZC8T8mpDyVu48bQU+KO16XO5+9sjrNLzReBj1FWonsmKfPdHlaGv53f/E1mBrx4YcIm22p9iHC6YSnMegAe/Vn6faXDdPfw/t3alccWJko32pLoMxr2+ZVrdVnPIRkUJhqPc4Hi0sRt3Bj+s+SX0Gwaihw+W0piApziFbwy2d5jRMbGqiluY60XJ8LPf2iQNuphUU090aYb/CosT0ImfXsKkKKdRmVh1Az/z4aclNJlK/sH6MiZJWZ0TDLcTSoEmOGz4JVJQ1GKywIp/BCWH+ZxnTkdbVK7xQrtEp6xMSiFcp+DyeqSt60kYU6M+kWkw2JZm8j6QWrdlRTZVMbRVlZ/+sbTrDv5cVx+gj6+I/J83wus6MsAXQZQVICbKMP39SeBWFwCXCYtSGUyt1dzqOdUrRdMKj/QHgPpmXSUyUbbkic8krHfIcvj8cB4eMjj02SffSLP2/X0X55CJtVwJkHQurO3WbcXDroE9jk/fptXLo08L28Hux0JQ0+Fk+6jqGACqTZTWu5XBILs4EmZiMg4EVkgIotE5FKH+oNEZJaI1IvIiVF1E0Rkof03Iax8bxGZZ/d5s9gG5yLSWUSm2+2ni0jS36ghZ9/adDygR4qewvclF677c9nV835A+2U+JMhqzGKU1NVfeWsX/YVv1dl/WQqZAvzBBOCQK+Co5BNgUVQMP70TdhgS8UC2QdrzbvsAnDj9pM5DnLHuA4OXI0ASKhOxEnPcBhwFDAJOE5FBUc2WAWcBD0dd2xm4EtgHGA1cGaYc7gDOA3a1/0KP9ZcCbxhjdgXesM+TQopKLA/hXQ6lrEO8vBFxqG5ZliQxrPrS/z4PuMj/PhV/GWD7OERF+HVk5Dn+jVuU3EZ++1bN7TuaTRy06XlMY4ZDJiWDF2XSI5sGF+njZWYyGlhkjFlijKkFHgUiFr+NMUuNMXOB6P/mkcB0Y8w6Y8x6YDowTkR6Au2NMR8ZKwLjA8Bx9jXjgfvt4/vDyr0jAqf8D854GnpZG/BfVuyVZB85sAK4aYWDd7/T02oAT7Cb4+SwqHVx1ozKYxHBmc8Fb9ZaCGR7aeuwq6wc9m7OhqGsjZcsgWNuSH+8cjtL4ziHSBJxaONgdr6xOnFYJV9Z/qm1f7k8QSh9r+T5TNTLL2YvYHnYeZVd5gW3a3vZx0599jDGrASwX5NfqI36p3xdsju9axdZfhkeNzWTjQuZ1j6IG/8e6LwJ7jC676Tywe4zOrbs3NfhrBct72olMaVZznlfVGzlsHfj/Pet0C9tPMxcvFBSZvWXTDRhF2pqMhfLa8vaKrY9Zs/Mkk3M12ukc3kuPMCmgRfpnX5VvP56uV2bTp9WxyLniUiliFQmblxEu8Zqyy9j+wZP/Sf/8xzQU8WKzyJON2yrc2noL8ZLtjsvjqB9RiXwglYiiJesSolLbW1NxsZqc8uetNpsPyd/cGNyF+/otkpS+DOTKqBP2HlvwOuGgtu1VfaxU58/2Mtg2K+O6y3GmLuMMSONMS5qvhlJwY6wlOQ2uCtMgjXRQ65IToCVznGI6jIUSr/x208SN/rW/zzSLZ4U/S4UKPo+T2J3HXmNc3kLWOaaAewqIv1EpAw4FfCaSu9V4AgR6WRvvB8BvGovX1WLyL62FdeZwHP2NdOAkNXXhLByd3YcHre6Y0OY6ey6bzyKnhy7siy2MLSJWVwGB12CSWaTce7jjsWy2mFj3KVtOsjcR+I3mPWgOiUqmSNmCSj2h7fXCz+HNYsyI086lJRDh51iywtdmRhj6oGJWIrhS+BxY8x8EZkiIscCiMgoEakCTgLuFJH59rXrgKuxFNIMYIpdBnABcDewCFgMvGyX/x04XEQWAofb5wmI/0/oVr+y+eS/8SOVunJMklNZgMOvtl53P9p6TebD8sPnjsUVi1+JLfz49iQFS0zR+gRKd9pEKyqs4i99D8y2BLnHEX+Fzv29td30XbCy+MWehefA6ynqlzHmJeClqLJJYccziFy2Cm83FZjqUF4JDHYoXwsEF4M5VVLZHCutiDitG3g8ZZ8/5u3asFwObN/YlFmvIZf8TGfdn7iNkhxq8RbLmAtjy0pcYnMZH+LeJcBsW5/87kb0HuRhV8GHtzSfnzs9XbGyTg79MqXJgX8Mtv84G6Nmp/3gwlmJ+/DoIR/DcxObDoPMR6AoecOexzcd1lU0J+Oaszz4aBB1WzbGFr74R8tM2AWzNmr5rSjKtNnJEjLPKBxlskPADj+d+7lWyTmvxPd+t5e3SuKl8o1D7cbmnPGb2/SJ01JRWgi9R8IpD8GvP6aubbMp8+qNHpwD06Tx61djC2fcbb1+5LzkXDfzfwFKlBp1nXxK02xTOMokDyhKxqqsbmvT4cK1zSaPO8/+t58iKUr+MvAY6D6Q+nY7NhWZxuCXuSpe+5N75auXORaXzXkwttB22DQlFbF1GaDU59wmqkxc+LqtD9POfmOhdVfYP5TqNgllEuZfst2kkTPCD/bNUC4YRUmBzYNPbzq27IVyCGPg5T871x0+BQDJVjTt6KW2dLvztbcCYrfNn6bfSZsu8KfFCU2XE1HnxU7ixT/CxoAsWcZdm7hNkrGVFMUvSovDHtIyMDNJii2r4ZP/ONc1RTvIsElwaFyfoy2oMvHCBbZzXq+9m8vausQuCgAJWag4rdWGmHE3PHyKe33Q/C5PHMaUgqO8OOxnLBeUybwnoXZr4nZ7HgcjJlimz5nkjwtgp/3gpHt97bbwlElFR//77LFnbNkZz6TXZ91297qoMCXS2GAFk3v45Ph9/jAvPZlCpJIfJV48J0UJkLKS5uWaspq1WZTE5qlz4b6jE7crKYdjb4a23YKXKZyK9nDOK9DB0ZsjZQpHmexop+c97o7YujMTO9EnxdmvQI/oKPwe6Dm0+Xiag+18iChl0rnCwMblLo0DYMua5uOe6S3RKUrQhNu1DFnxZPYECSe05xn+XQLLAq1A8Xc7P5t02tmKPupE/7GR59s3Wdo5VYpT3B/ouHPz8bKP3Ns1RAZzHLDls8xGFJ15X/Nxjxi/UkXJKcKVSZdtwYRLSok7D4aVsyPLBiaXdC+fKJyZSRJs/GEpPHG2u5OR297EIDu1Snt7SefQSXD09d4HDgunYuItJX14c0zRum0ZtFIJz+JY3jZz4ypKNOWJM6UWFeXoM3G0IilwcvS/ECxrPnmUDl887d7AbW9izIVWdrnQD2waXvfilmAKYqfGwOaaBjKV9HZt9Taas1V4sDQZdlqA0rRARp5b0E+wSeHh41fUT1Mc5AItRpkYBLGzlGzoPMy94drF7nUiGXpSj43G22XunRkY12LVxs3NysTL5uCwU4MUp+VxjDqmNnGES7j2cHz2l4hLTZyHwBZOi1nmkknrmo7rS+MohDnNodeXtxkMZ7/s3jYoHBJTtflhZmTB6XFmVmlSXxe2ZzPmd4kv6D82KFGUlk6bronbZNJP44FjMzdWntFilAlhcbFK4mZbbP5g9tnyOew8xlcxVu2YOCCyafQQzXGASz9e7NsT0LEi7MtZbE9eD7407X4VxTPJBEWNTu2wzVs21aSp2QzfzUzcroXScpRJGENmXd58sn1TRsfutDqxZ/2q6jg+KIm4tif8oy/MfzblLoqdQlL86DI4PnNLbUoLp6yN9eolskK0MmkIKLX1mgXB9FsgtJg9k3BKaqubT2o3R5oJB+zPsanLMLp8/37cNnX1aXrxblsPT0yAPV1MpRNRX+tc3jkqMvLpT2XWZFlpORx9PXTdHXY5JIWLA8oA6mXFoAWjvwTRzEmQrjZNSkad7V5ZuxWMwTjsmaTEmoUpXbbjSo+JegYcluKXXVES0LozjP1zxPK0Z4JKJx2deCtL0X5zlRaqTMI+bD/Mbz6OZ8nlEx1au3wAN1ZZS1Sf3uVtzwTiJuwC2P74uUlKF0lNv9xLeKkUML1H+dJNY0NAPlnRD3kDDousLmsXzLh5QgtVJmEsebv5uC79zeuElIVF6twetgy1fqn1+vKf2Kluibe+zniWBnFfqSyqXgmbV8Gqr5KXE6g5+lbXuiWdNVe54jPlaUSlCKOmzmWZNk1Wboj6fYiKhCHtd6Qlo8okHj8OwN6//4+aj/++U/NxKvbrRcUsaL+fa3XZtlVw8wi4fR/PXdZuabaEKevg7mPSr5+/WdoUhQMusl533CutbrbX1CRulAJF0TOT3Y6KPK9I4K3/l1hn5EKiRSmTbbtbeaOLotc+3RgxwX8hoi1PQrztIWeIA40VneI3CDc28MCmu37cdFxR5m5JIymmIFYUV0rKrVdJzwmxpjaYmYmJ/t2IdpY8+rr4HaQa0y9P8PSLICLjRGSBiCwSkRiHAxEpF5HH7PpPRKSvXV4mIveKyDwRmSMiY8OuOUVE5orIfBH5Z1j5ziLyhl33toj4Fie5sZNDHvdZD7hfUJxBYzc3C6oEDOzho0f+xiq6bvzcvT5cEQ45yb9xFSUctwcuj9Rt3RyI5VWXNy+JLAgpP4BJ6+PPTH50uXtdgZBQmYhIMXAbcBQwCDhNRKLjr58LrDfGDABuAP5hl/8SwBgzBDgc+JeIFIlIF+A64FBjzJ5ADxEJ7fZeDzxgjBkKTAH+ls4bDKfY6TNak1k/E18I+9AWH3yxt2u8WHat+tK7DC18fVjJMSY8z1cjrgSgz5NHwetX+j5EaXWU20D4MpcItO3hfvFBl7jXFQheZiajgUXGmCXGmFrgUSA6afF44H77+EngUBERLOXzBoAxZhWwARgJ9Ae+Nsastq95HTjBPm66BnjLYayUMb1G+tWVf6TirXty2Gyqyy7u7cK5NfF731Kb4GkuPLdJm+7exlWUTNDvIBrbhSVo++zB4McMX+YSiTSuiSbN2VY+4EWZ9ALCVXKVXebYxhhTD2wEugBzgPEiUiIi/YC9gT7AImAPEekrIiXAcXY59jUhxXI80M6eyUQgIueJSKWIVK5evTq62hHpNSJ+gyyk/DTP/Sb5izrulLhNCqzZksBzOHzZr1Rt7JXcoqQ87DOZSrbQZGjfq0UoiGTwokyc7li0V5Bbm6lYyqcSuBH4EKg3xqwHLgAeA94DlgIh4/CLgYNF5DPgYOC7sLrmzo25yxgz0hgzsls3b2kvS4pd3m7dNut1xn899eMn25Z87FpnujhYTPU9EDr3T22whGEm9Muh5C/FFZnx85hz8H/hD19kZKx8wosyqaJ51gDQG1jh1saeaXQA1hlj6o0xFxljhhtjxgMdgYUAxpjnjTH7GGP2AxaEla8wxvzUGLMXcLldlmJckEiK3SyQHjjOcl784nk/hkmK1rXu5oJy3luxhWe9kPJY1etWxq0v2hy/XlFymbKGbRkZZ+iO/vjDFBpelMkMYFcR6SciZcCpwLSoNtOAkB3ticCbxhgjIq1FpA2AiByONSv5wj7vbr92An4N3G2fdxVpCvh0GdbsxhfELY7U8o/hjjFQ44vOShGHEBDl/j5pJVrFqi0qj99AUYKk5zDLq/yYG1K6vMTRwsZ/JF6On96j4UdXZESOXCOh7asxpl5EJgKvAsXAVGPMfBGZAlQaY6YB9wAPisgiYB2WwgHoDrwqIo1Yy1VnhHV9k4iEslRNMcZ8bR+PBf4mIgZ4F0hhU8GFHFnjNOXtkXArsg9ucsxhAmBOmAqzH0IWv+FYD8AOQ+D7eYnHTRDzq9XquQn7UJTAKCm3goemSHlZWfoyLHwd3r0Ozn7JPelWr72bj396N2xc1nz+Czuu3YgzrQ35v/nm2ZDzeHKkMMa8BLwUVTYp7Hg7EON4YIxZCuzu0qdjrldjzJNYFmEFi/zmE/j3wOaC6ZPc2w45AQb/FK7q6N6hlzDdQF1d/KnJjvPvStzJwZdCX02TquQendr4oEyePMdaoajZBK0SOAQDDHXxt2oXx0y4QFE3Zhcai3z4YLqRrI9GaEbVdbe0hi1d9oF1sOIzK2ZXiMZGePvvkY3dQsn86DLop3G5lNwjehnbpBQ9OHRNbqxi5BOqTFwoyrXP0uXfw/kfONeFlM1xd8Ttov0XD1kHd42F20Y3Vyx4Ed6O8g0deU5qcipKtoj2I/tbb5iX5CJHSAHlyJJ4PqHKxI2gciKkSmkrKHGZLe1lb0X1HOZcb2MaG5p9acLt8F9z2DDUL5OSb0T5PkntZpj22+T6aAgmSGRLQJVJITDybJi8sXn5rLQN23/yn5hmprEBnr0g9vrNkU6f6/b3PxSFouQFDXaMvNkPZ1eOPKRlKZNkZhupOgZ65fAp/vfZqhOc/TJcvICKIbFRaNqsmw9zH2suWP11TBuA7UN+5r9sipIFTKopfF+JiWerJKBlKZNkGBvwh2nwCYnbpMLOYyz/FIc4QUWNUdZcXzzr2EVpaWGHylYKmG57RJxKJhLeKYAqE3fcbMwLidBMLcr/pKRElYmSp/zUg3l7JjnzOZhYmW0pMkIGE3bkAK07Z1uCHMNWJvWRYShK/XD+UpRs4GSEsmUNtOmaeVkA+o/NzrhZoGXNTJKxUEpgGZU+8WWZ3eGQgMd3pySTScEUJWiu85imIR72LP6zzken31eB0rKUSTJ06hts/wkcFzeW+5B8qiRBmHgXg4SKMlUmisLG75qP7e9Kdavo7BtKCFUmTpzyv+DHSDBLatO1T9x6TyRYq00Uq0tR8pGa0b+OLWyIyWKRmBd+33xsf1eK3CKPKy1QmfTZN3GbgT8JXo4EjDj+D+l30rEPTHAPWf/5ijxMWawoCSgd+OPYwo9vh0/ugq9eiq1zY+FrTYcN9ZYzo3iMg9cSaXnKpDg/PgxFpT5tgvc7kM0nP+FYNWRRrGOjouQ7jrOH9d/Ay5fAo47xZRNSu20LAKa0VTqiFTQtT5l0CFs+6hBM+ttco3EH78YEn/dRh0Ul33FYQp7zaHpdfmI9ePVf9156/RQwLU+Z/Pj65uMuuzTHtSpgipLwmek1cJ8AJVGUDNB7VGxZms6L9T98CUC7ulUJWrZcWp4yKWsDPYdbx512hvG3whWr41+T58TdNIyy6OrUWn1MlDwnANP2LWVWdsXtnQf53neh0PKUCcDeEyLP3aLxFgjxlEnNd5pdUVESsbqLFd5+7XCHQKkK0FKVSQujKM6TWvndB0UWDDw2YGkUJf+o37oRgFatdAPeDVUmLYCy4iT+zeVtgxNEUfKUPb64EYA2sj3LkuQuLVOZhDzDS9tkVw43vOSeToYi9WhXlCZWJr+0u7jbYQCU7zQyQcuWiydlIiLjRGSBiCwSkZjY7CJSLiKP2fWfiEhfu7xMRO4VkXkiMkdExoZdc4qIzBWR+SLyz7DynUTkLRH5zK73PxjOkJPhR1fAj/6vqWhrcTvfh0mZio7+9lfge0KKkhR3Hpj0JTWNRWw15bQp1++SGwmViYgUA7cBRwGDgNNEJNqk4VxgvTFmAHAD8A+7/JcAxpghwOHAv0SkSES6ANcBhxpj9gR6iMih9jVXAI8bY/YCTgVuT+cNOlJcAgdfErGk07qh2vdhFEXJEvtNjF/vNVFevZV50dTXUkMpRUWaztoNLzOT0cAiY8wSY0wt8CgQncZvPHC/ffwkcKiICJbyeQPAGLMK2ACMBPoDXxtjQja5rwOhbFEGaG8fdwBWJPumFEVp4Rzyl/j1axyyjNZtiy1b/jEA0lBDneRH9Ixs4UWZ9AKWh51X2WWObYwx9cBGoAswBxgvIiUi0g/YG+gDLAL2EJG+IlICHGeXA0wGTheRKuAl4MIU3ld+s9N+2ZZAUfKb0gq4cgOMT2JhY/qVrlXSUEs9qkzi4UWZOM3roueIbm2mYimfSuBG4EOg3hizHrgAeAx4D1gKhMJ6ngbcZ4zpDRwNPCgiMXKKyHkiUikilatXp+90uKr1rmn34RtB7nH0jbNe3GVAcOMqSqYRgdifDlfq5z4ZW2gvhxXpzCQhXu50Fc2zBoDexC49NbWxZxodgHXGmHpjzEXGmOHGmPFAR2AhgDHmeWPMPsaY/YAFoXKs/ZfH7TYfARVATJo0Y8xdxpiRxpiR3bp18/Zu49C5e8+0+/CN0ecF068UwVnuUYTpuHMw4ypK1vC4N/LE2ZRsXxtbPu9xAIoaa6kT3XyPhxdlMgPYVUT6iUgZ1qb4tKg204CQW/mJwJvGGCMirUWkDYCIHI41K/nCPu9uv3YCfg3cbV+/DDjUrhuIpUwCj3dSkkt5Cnrs6X+fF86CPy6I36b7QP/HVZRssuNezuWhDfit6+DB42H+087tPrNyGxU11tGgM5O4JHRAMMbUi8hE4FWgGJhqjJkvIlOASmPMNOAerOWoRcA6LIUD0B14VUQage+A8KiKN4lIKJztFGNMaEfsj8B/ReQirMeKs4zxanqRBuXtE7fJZ7p4SF3aXeMOKQWG2wNSve18OOt+WPxm/D62rmPwthn+ylWAePJmM8a8hLUZHl42Kex4O3CSw3VLgd1d+nRMLGDPXPb3IpevjPktfDkNumXw6fzsV2Dpe/DWNZkbE2DEmTDrgdjy4Rp+XmkhvHUN/Nw5z08MaxcFK0uBkENrO1kmtOkdQMRRV3beDw7+U+bGC3HMTTQ67Y8kSCWsKAVDWBbFhCx9Pzg5CghVJi2RoiLM+R9EFC1sNTxLwihKjvPGVdmWIC9QZRKifW/rdfjPsytHhiiOSl+8tjzadUhRFMU7GgEwRJsuMGl9y1nqicq+2L97DsUmU5RM8M17LFu3lZaRvDt4dGYSTlFRy1EmEqlMuvXo49JQUQqUR06jZu2ybEtRMKgyaalE+dW0FB2qKE3UVrPrt49mW4qCQZWJYpEBVx5FyQuSieelNKHKRFEUxWbGjx6GvVqGEY7fqDLJBQ6bnG0J8BzDSFEKmJIStUlKFVUmucABF2VbAmCj6OgAAAvOSURBVBgxIXEbRSlwSko0/laqqDJRLDppxGClQBlysmvVqor+Eef1Ri1RUkWViaIohc2AQ12rOtZ8F3HeILrMlSqqTBRFKWw62D5UJRUxVWWmJuK8W484kSCCyjNUIKgyURSlsOm7P/zyTbjYIe97FDv37e9eefjVPgpVeOicToFB47MtgaIES6+90++jNHZmozSjM5OWTMiKrMuu2ZVDUZS8R5VJrtA+C1F7S9tkfkxFUQoSVSa5wj7nZ37MMluZlLfN/NiKohQUumeSK5S1tl6Hn565MUf/EkwDjP5V5sZUlBxg3ZG30PnVC5sLpBgOuTx7AhUAqkxyjVD64ExQXApjLkzcTlEKDNN9cGTBleuyI0gBocokVxh2Giz9AMZelm1JFKXgKS7N4ENbC8HTnomIjBORBSKySEQudagvF5HH7PpPRKSvXV4mIveKyDwRmSMiY8OuOUVE5orIfBH5Z1j5DSIy2/77WkQ2pP0u84GyNnDSvdC2e7YlUZSCp7hUY3D5TUJlIiLFwG3AUcAg4DQRGRTV7FxgvTFmAHAD8A+7/JcAxpghwOHAv0SkSES6ANcBhxpj9gR6iMihdtuLjDHDjTHDgVuAp9N9k4qiKOGUhS8nHzY5W2IUFF5mJqOBRcaYJcaYWuBRINrLbTxwv338JHCoiAiW8nkDwBizCtgAjAT6A18bY1bb17wOnOAw9mnAI97fjqIoSmKKw0PN50LU7gLAizLpBSwPO6+yyxzbGGPqgY1AF2AOMF5ESkSkH7A30AdYBOwhIn1FpAQ4zi5vQkR2BvoBbzoJJSLniUiliFSuXr3aqYmiKEokJz8IR/2TYhqzLUnB4WUD3ikmc3QmJbc2U4GBQCXwLfAhUG+MWS8iFwCPAY12eXRQnFOBJ40xDU5CGWPuAu4CGDlypGZ2UhQlMYOOBUC2JbkV265nAMIUFl5mJlVEzhp6Ayvc2tgzjQ7AOmNMfdgeyHigI7AQwBjzvDFmH2PMfsCCUHkYp6JLXIqiBEGrjp6abT/3HWr6HAhnvRiwQPmPF2UyA9hVRPqJSBnWj/y0qDbTgFCqvhOBN40xRkRai0gbABE5HGtW8oV93t1+7QT8Grg71JmI7A50Aj5K+Z0piqKkSUXn3pSf+wJ02SXbouQ8CZe5jDH1IjIReBUoBqYaY+aLyBSg0hgzDbgHeFBEFgHrsBQOQHfgVRFpBL4Dzgjr+iYRGWYfTzHGhMeHPg141Bijy1eKogTDBR+B0b0Tv5BC+L0eOXKkqayszLYYiqIUCpM7WK9XrM5sVIoMIyIzjTEj/ehLAz0qiqK4UcCKxG80nIqiKEo0Z78C6xZnW4q8QpWJoihKNDvvZ/0pntFlLkVRFCVtVJkoiqIoaaPKRFEURUkbVSaKoihK2qgyURRFUdJGlYmiKIqSNqpMFEVRlLRRZaIoiqKkTUHE5hKRaqww9rlOV2BNtoXwgMrpH/kgI6icfpMvcu5ujGnnR0eF4gG/wK9gZUEiIpUqp3/kg5z5ICOonH6TT3L61ZcucymKoihpo8pEURRFSZtCUSZ3ZVsAj6ic/pIPcuaDjKBy+k2Lk7MgNuAVRVGU7FIoMxNFURQli+S9MhGRcSKyQEQWicilWZZlqYjME5HZISsJEeksItNFZKH92skuFxG52ZZ7roiMCFCuqSKySkQ+DytLWi4RmWC3XygiEzIk52QR+c6+p7NF5OiwustsOReIyJFh5YF+JkSkj4i8JSJfish8EfmdXZ4z9zSOjDl1P0WkQkQ+FZE5tpxX2eX9ROQT+748JiJldnm5fb7Iru+bSP6A5bxPRL4Ju5/D7fKsfY/sMYpF5DMRecE+D/5+GmPy9g8oBhYD/YEyYA4wKIvyLAW6RpX9E7jUPr4U+Id9fDTwMiDAvsAnAcp1EDAC+DxVuYDOwBL7tZN93CkDck4GLnZoO8j+f5cD/ezPQXEmPhNAT2CEfdwO+NqWJ2fuaRwZc+p+2vekrX1cCnxi36PHgVPt8v8AF9jHvwb+Yx+fCjwWT/4MyHkfcKJD+6x9j+xx/gA8DLxgnwd+P/N9ZjIaWGSMWWKMqQUeBcZnWaZoxgP328f3A8eFlT9gLD4GOopIzyAEMMa8C6xLU64jgenGmHXGmPXAdGBcBuR0YzzwqDGmxhjzDbAI6/MQ+GfCGLPSGDPLPq4GvgR6kUP3NI6MbmTlftr3ZLN9Wmr/GeAQ4Em7PPpehu7xk8ChIiJx5A9aTjey9j0Skd7Aj4G77XMhA/cz35VJL2B52HkV8b8wQWOA10RkpoicZ5f1MMasBOsLDnS3y7Mte7JyZVPeifZSwdTQ0lEceTIqp70ssBfWk2pO3tMoGSHH7qe9JDMbWIX147oY2GCMqXcYs0keu34j0CUbchpjQvfzGvt+3iAi5dFyRsmTif/5jcCfgEb7vAsZuJ/5rkzEoSyb5mn7G2NGAEcBvxGRg+K0zTXZQ7jJlS157wB2AYYDK4F/2eVZl1NE2gJPAb83xmyK19RFpsBldZAx5+6nMabBGDMc6I319Dswzpg5I6eIDAYuA/YARmEtXf05m3KKyDHAKmPMzPDiOGP6Jme+K5MqoE/YeW9gRZZkwRizwn5dBTyD9cX4IbR8Zb+usptnW/Zk5cqKvMaYH+wvcSPwX5qn2lmVU0RKsX6kHzLGPG0X59Q9dZIxV++nLdsG4G2sPYaOIhIK9xQ+ZpM8dn0HrKXRbMg5zl5ONMaYGuBesn8/9weOFZGlWEuSh2DNVIK/n35v/GTyDyu22BKsDaLQ5uCeWZKlDdAu7PhDrLXQ64jclP2nffxjIjfoPg1Yvr5EbmwnJRfWU9c3WJuGnezjzhmQs2fY8UVY67gAexK5QbgEa7M48M+EfW8eAG6MKs+ZexpHxpy6n0A3oKN93Ap4DzgGeILIDeNf28e/IXLD+PF48mdAzp5h9/tG4O+58D2yxxpL8wZ84PfT9zeQ6T8sq4mvsdZZL8+iHP3tmz8HmB+SBWv98Q1gof3aOezDd5st9zxgZICyPYK1pFGH9cRxbipyAedgbcQtAs7OkJwP2nLMBaYR+WN4uS3nAuCoTH0mgAOwpvxzgdn239G5dE/jyJhT9xMYCnxmy/M5MCns+/SpfV+eAMrt8gr7fJFd3z+R/AHL+aZ9Pz8H/kezxVfWvkdh44ylWZkEfj/VA15RFEVJm3zfM1EURVFyAFUmiqIoStqoMlEURVHSRpWJoiiKkjaqTBRFUZS0UWWiKDYi0lFEfm0f7ygiTya6Jo2xhodH7FWUfEeViaI00xEriirGmBXGmBMDHGs4lv+GohQE6meiKDYiEoqIuwDL8XCgMWawiJyFFWW1GBiMFc+qDDgDqAGONsasE5FdsBzVugFbgV8aY74SkZOAK4EGrEB6h2E5ibUCvgP+BrwA3AIMwfI6n2yMec4e+3iaPZEfNsZcFfCtUJSkKUncRFFaDJcCg40xw+1Iuy+E1Q3GirxbgaUI/myM2UtEbgDOxAqlcRdwvjFmoYjsA9yOFRtpEnCkMeY7EelojKkVkUlYXtETAUTkWuBNY8w5ItIR+FREXrfHHm2PvxWYISIvGmMqg7wRipIsqkwUxRtvGSsvSLWIbASet8vnAUPt6LxjgCesdBCANZsA+AC4T0QeB57GmSOwAvRdbJ9XADvZx9ONMWsBRORprFApqkyUnEKViaJ4oybsuDHsvBHre1SElTNiePSFxpjz7ZnKj4Gm1K5RCHCCMWZBRKF1XfRatK5NKzmHbsArSjPVWCluk8ZYuUK+sfdHQjnAh9nHuxhjPjHGTALWYIX2jh7rVeBCO8sdIrJXWN3hYuWXb4W1d/NBKjIqSpCoMlEUG3sp6QMR+RwrnHyy/Bw4V0RCkaND6W2vE5F5dr/vYkWWfgsYJCKzReQU4GqsVLBz7XZXh/X7Pla039nAU7pfouQias2lKDmMbc3VtFGvKLmKzkwURVGUtNGZiaIoipI2OjNRFEVR0kaViaIoipI2qkwURVGUtFFloiiKoqSNKhNFURQlbVSZKIqiKGnz/8vMHOjvHFx6AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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GYKoxiIh0VdEmhrKySJWZFM26lSQi0m1Fmxi6ot+r9wFQQ9tbUFldMznokVVERIBelhjKVy7s/EYrXw0+69flNhgRkRLVqxJDt95rU8d7IiJAb0sMCV3cRUS6q3gTQxe+/nevyVkPuYqIQDEnhna8v+jJjMtVXxAR6b6STAzb3HVkxuXqO09EpPtKMjFko8QgItJ9nX+LrBgtfhAGbYd358kiUxuDiAgUdWLoxNf/208EgpGBuuzNR2H347qzBxGRXqFX3UrqljXLCh2BiEhRKN7EYNlDWxMblvvjvf5g7vcpIlKCijcxfOWWrKve7Ldb7o/3zrO536eISAkq3sQwdHT2dcmPHzVptDYRkVwq3sTQjgEVSU8QNSsxiIjkUkkmhvKYHi0VEcmXkkwMKbeSFv+tcHGIiPRCpZ8YNn6Ym/2IiAhQoonBk19+W1fXjR0pMYiIpCvuxFC5ZcbFqytHtM48d303DqDEICKSrrgTQ5Zv9J/EMicMERHpvuJODFl4lFtAzY2t0wvugqX/zLSj3AXVYsWL8I9ZMLMaVr+Z+/2LiORZEXeil92BK28Hrmi/0Ib3YOA28Pwt8MDZwbKZ61KK+MaVuR+37frPtU4v+Uf7L+qJiBSh4q4x7HF88DnsMymL+yU+6XhbK4P7f9CaFDJIrHipO9FFoDYMESk9xZ0Ydjki+NxqR/jec53aNI7B28+0WybfQ4HGExpsVERKT3EnhuRv3GWdu+vV7MCa9u/xd+nCHW+CiNvNX74mmKhfB8/8Vo/HikhJKPLEEDLr9Ahrce+4fCKReqH2KBf8i4fBHdMjxfBJY1Mw8dcfwYPnwvJ/R9pORKSQIiUGM5tqZovNbImZnZthfT8zmxOuf9bMatLW72BmH5tZ9hv+mSR/w25nfIZM4hG+nHtaYli/qTFLyTRRx25oiX9TWHNojrh/EZEC6vBqa2Yx4BrgCGAMMN3MxqQV+yaw1t13Inhc6Bdp668AutCpUcuF26B6B9gz2jd1gHhzx9/+421u7cSjhxaJbh2JSOmJ8jV8ErDE3Ze6eyNwB3BMWpljgJvD6buBQ82Cez9mdiywFFjU6egGDA8+h46GsjI47rrWdfd9p/WbeAb9nrq8w90n0hJDIp6vxKAEISKlI0pi2B54J2m+LlyWsYy7NwPrgKFmNgA4B/hpewcws9PNrNbMaleuXNm6YofJcPK9cOiFbTd66Tb484ys++z/0k3tHRJoeyspHm9uf4Nl/2qdnlkN/7qsw2OkUG/hIlICoiSGTJez9K/A2cr8FLjC3T9u7wDufr27T3D3CcOHD09dudOhEKvIvGHjhvZ226H0W0nDrhoFK1/PvsHyJ1LnH72k3f1by/5bPjtKPCIiRSBKYqgDRibNjwBWZCtjZuVANbAG2Bf4pZktB84C/tvMsn/N76w1y7u1eXqNAYBrJsLat7q136QjBB9LHws+k2oYH119CO/d9I32N3/2elhwZ45iERGJJkpimAfsbGajzKwSmAbMTSszFzglnD4BeNQDB7p7jbvXAL8GLnX3q3MUO6x7u1ubJzxLA/WV4zIvX5bhcdPVbwY1AndY927Kqlha0ea1rXfkBq+az7bL74PGjdkD/NuP4d5vZV8vIpIHHb415u7N4bf8hwiudTe4+yIzmwXUuvtcYDZwq5ktIagpTMtn0F3mnvI+RHrjc4fefqrtsoYN8NPBsPMU8NTG61ha2o27Byc8uUZy6XZt+nASESmkSK8Tu/sDwANpyy5Mmq4HvtzBPmZ2Ib7cSksMTZVDur/Plk7z3ngIhoxKWVVZlloj2ZyG0mskq99UZ3siUjRK483nXEm7ddRsOe5cdu2ylFlLRGxsbq5vu2zNsrbLRER6QK9LDM2Vg7KvbGkEDqV3iZFrjbEBqQvco7/9/FGuGsBFRDqn1yWG8sb12VduWp0ym0jk+oW2VOn7jzVtDDrUi0Id7olIgfSexNA/QntB2sXW4w0AvFZ9QObyq5Z06wJd39CQMl8R3wRrlnZ5fyIiPaH3JIYfLYYft9/NdvpTSM3hhdvK+7Ut/PYzcPU+QXfZXZWhRtJcluFYGKxfEbzn0NDuu4AiInnXKxLD/OHHQnk/GDCs3XKNzamNwfGw0TdRvkXbwq/+Jfh86LyuB5ah8Tme7eW5m74QvEl9yzFBLeWFW1vXRb39JCKSA70iMWy9zciOCwGNTakX6kRTUGMYVP9u28Lr6rodF4k4nlZr6HfP19sUa04k4KPw5bd3a+Gpq+Dle1L2IyLSU3pFYhiUaP1G3Th6StZyTWmDNHhT8ITQduteaFv4lT91O669V/2ZeFPHTyG9vWYTJJpaFzycodNAEZEe0isSA5+fuXkyvuN/ZC3WVJ/W/UR4Kyme8b5/91X7epoiJIa4hoYWkSLSKxJD9ZChm6dj7Yz0tvUzqb2htjyVZBVVeYlrRWw7GiMkBhGRYlJ6iWHwDimzDUN3S5mviGUf9KAsnvr4KM3BfP3ORwXzO2e/DdUVsUQT8caGDsvl+0U7EZHOKL3EcGrqCKHr9z8/Zd6sE6PhxINv8xsPmQVf+xN8dU72sh90fgC6T/lKKp+5ssNyzR3lhXZGqhMRybUcdxbUA8pSB+2JVVSmru9UYgieUiov7wejs7dNMLM6+j7TbPnC9R0Xqv+o/fVX76MeWEWkx5RejWHgp1Jmfbu9u7yrlkdJyytymx/9glWdKv+pRbNzenwRke4ovcSQpqzfwC5v64lmEm5UxHKbGCxWwaItJkUuP+ydh3J6fBGR7ij5xLBFVdpFfdTnom+ciNNMGeXtNFh3Vby8f873KSLSE0ozMfzwtc2T/crTBtActH3qfCytDSKJJ5pJUEZ5We4TQ3n68G3dFbW7bhGRbirNxDBo2+zrytISxQUr2fS1B1vnkzrS22b9QqqsqXNPMkW086faGRci9MFBP4++w4cv6EY0IiLRlWZiaE95P9j/rNRFA1tfgONvP9k8OXLDi/kLY6dDOizTOGK/yPtrqMtfrCIiyXpfYgD4j/8OPsPbSBXJt4qeCx8fzXOPpTbm6PYLzFxHrCJ6VxxvrVJ33CLSM3pnYkhjZLhV9M687u10zLGp8+ltGeldcxx2cZtdxMqjPw1V36wOlUSkZ5RuYqjcMvu6svCC+9kZWYvEE1kutFu0P6bDZsN2SZ3/9P6p8+ntFvud2WYX5ZkGCGqx21Gpu9NQnyLSQ0rvzecW33kKPnwl87qyWIdvCm94/w0GZ1oxeCRs6twLagBsvzcsfSz7+gwN3BXpb20nO/rq1sGCgDJUYxCRnlG6NYYhn4bPHBGxcNtv24Mf++/ux3D2ktbpz52TdsiOv+FXVrVTY+g/OKXGs6WrjUFEekbpJoZ8yXJBdwseg/VY0sV8y+Gt0y23hXY/LvKhKiuzdPe9y9Tg87BZmxeN8PeCiTcfg+VPRj6GiEhn9Y3E0Jn780kX9k0zFm6etgOCR2Bt8hkw/uTWNoOdp8CnDwimz6uDL/0+mO6f8UZVirJsbQwH/CAs0PpORoxE8HvceizcdGTEX0ZEpPP6RmJIupX0bmxE+0WTGon7D94maUXYRlC5JRx7DVSFL7CddCec+tdgut9A6Ey/S2VZTv8OkzMvv++M6PsWEemiPpIYWr1fFvTO+kL154MFnxqbWqAsBjPmw7lvY+Vh4/DQnWDrcECg9KeR2jP1F6nzn/lCFyJOsuCO7m0vIhJBpMRgZlPNbLGZLTGzczOs72dmc8L1z5pZTbj8MDObb2YLw8+OXwfOh4GtXWjs0zQf6tez17pHggXferRt+WE7QVU4BsP5K+G7z8LY4+Hb/4bdj21bPpvJad/wXU8WiUjx6zAxmFkMuAY4AhgDTDezMWnFvgmsdfedgCuAlq/Kq4Cj3H0P4BTg1lwF3ilVqf0W+S93bJ1p710CgPLK4PaQGWw7rvPHHlKTdOB457fP5vnCnEoR6f2i1BgmAUvcfam7NwJ3AMeklTkGuDmcvhs41MzM3V9w9xXh8kVAlZlF7wciTyzR1HMHmzEfWgbuqcjQFffn2lTAopmb/eU9EZHuiJIYtgfeSZqvC5dlLOPuzcA6YGhameOBF9y9oWuhlqhYOcTC4Ui3CmsqB/6odf1/nNfzMYmItCNKYsjUJ3X685/tljGz3QluL3074wHMTjezWjOrXblyZYSQuuDHb+Znv52xzzdg8A4w4ZuFjkREJKsoiaEOGJk0PwJYka2MmZUD1cCacH4EcB/wdXfPeHV29+vdfYK7Txg+fHimIt03oG0fSP8ecXp+jpXNkBo4ayFUp1W4Tv0bnHI/bLNH2zeoRUR6WJSH7ucBO5vZKOBdYBrw1bQycwkal58GTgAedXc3s8HAX4Hz3L3oXtcdPfmojgv1hE+H4zKc8URh4xARIUKNIWwzmAE8BLwK3Onui8xslpm1DDowGxhqZkuAHwItLaozgJ2AC8zsxfBn65z/Fl1Uvk36w1Ul6h8Xw8xqePneQkciIr1ApNd03f0B4IG0ZRcmTdcDX86w3SXAJd2MMW/6VVQUOoTuWfsWvHQ7/PvyYP7uU2Hslwobk4iUvNLtdrtLjOR286r2ejctBbdPhw8XFToKEell+laXGPumvoncr1+W3k1LhZKCiORB30oMow4qdAT5l21kOhGRiPpWYmjRf0jw2GgpmD4Hjp/diQ00BKiIdE8fSwzhRXPk5OBFs1LwmamwxwmRi3sih/0xiUif1McSQyjD+Mu9RcP6DwsdgoiUuL6VGIbvGnzu2s1xEYpY2f1nFToEESlxfSsxDB0N//M+7HVyoSPpvCMvh1glnL2k3WKVSx+GFS/Az7aFDR/0UHAi0pv0rcQAmbu+LgWTvgUXrIQtI/Ql9fS10LQJlj6W/7hEpNfpe4mhD4iHj6z6Py4ucCQiUoqUGHqh2KK7AbD1dfDW07BpTYEjEpFSosRQis5PGrPirJdbBwDK5Map8MtR0FSf/7hEpFdQYihF5ZWt04NHwvdf6Hibxo35i0dEehUlht5iUgeDDl22I/U3H9863/SJahEikpESQ28xtuO3o6uWPQKv3g/xZvjZNvB/u/RAYCJSapQYSlW/6tT5HfaFiz7qeLs5J1H/h2nBdP264LPpE1h4N7j6WRKRPjceQy/yw0UQb0pdFrGrj6plD7fOJOLU33cmVa/cxYZPGhg46aQcBikipUg1hlLVbyBssVX39zNrK8peux+A9U/8v+7vT0RKnhJDb/WjxZGLViY+AWD79S/onQcRUWLodWauC34GbgNjjun05htffzz3MYlISVFi6M0OuSD43O2oYMCfCAb86VT48LU8BiUixU6Nz73ZsJ2D2kMGzYNGUr7+nczbXbtvsN3a5VDeHwZ+Kn8xikjRUY2hL5l+x+bJ8q/fl7Jq3WG/alv+yj31roNIH6TE0Jd85gj4yi0w+btBbeL0f25eNWjSV1PL1t7Qw8GJSLEwL7KXmiZMmOC1tbWFDqPvaG4IBgAyw+89HVvQti0isdPnKTv5ngIEJyJRmdl8d5+Qi32pxtDXlffb/GKcHfe7jEXKljwCG1cFP58kvV29Zik0fNwTUYpID1Ljs7Qyg1P+Ajcf1XbdZaOzb5elgVtESpMSg6QadRDMmA9NG2HbPWFmdcfbzKxmXfWuVJ/1TORuOUSkeCkxSFvDdto82bz7CZSHI8K1p3rda/DTwakLL1gFsYpcRycieRapjcHMpprZYjNbYmbnZljfz8zmhOufNbOapHXnhcsXm9mU3IUuPaH8hN/DlJ/DDxbB9vukrPNTH6Sx//DsG188jBdv/nG7+3d3Prj2C3x03ZG5CFdEcqDDp5LMLAa8DhwG1AHzgOnu/kpSme8C49z9DDObBhzn7iea2RjgdmASsB3wCLCLu8ezHU9PJZWA1W8GHfj1HxLMN26CS7dtd5P6XY6m6qjLaNz0EZW/3bfdsg2Daui3fnnm/fxwKVWDhnYlapFeLZdPJUVJDJ8FZrr7lHD+PAB3/3lSmYfCMk+bWTnwPjAcODe5bHK5bMdTYugl3NnwxhMMvO2LOd/1+ophmJXx/uC9GbppKVt9/DoAr4/6Gp+MPICtttqaskQDg56/jg93OJL6yqEMeftBPh4yBoZ8Givvh5eVU77uHQaurKWyP63yAAAKwklEQVTpwJ9QWV5O3CFWZpSVxYjFYmAx3MpIOLDqdZpiVcSbGmj2chJNm6BiC7YcNISYxykrL6esvJJYohkrr6Cs3wBiFf2JlVdgZXr4T/Ivl4khShvD9kBy3wl1QPpXvs1l3L3ZzNYBQ8Plz6Rtu32Xo5XSYcbAXQ6Ec96CX3y6zepE9Q5sPPZmqBrAwG0/Q3zjGta88jjD/3oqAMs+92u23u7TDLj9uDbbDmpaBcDADx9MWb7Lslth2a0pywbWPd5xrK/f0XGZbmjwcpoop5kYLU3zccooMyfmcWIkqKCZJsqppxLHSFBGMzGaiVGGYzhlJCgnvnl9nDISGIR7DUqFnxEfAgi2yE25qI8dRNtXpjJtj9D1fUXZeyYdfJGOWC768aLHn0tREkOm+NMjzVYmyraY2enA6QA77LBDhJCkZPQfnPFx1jJgYNJ8bMBWDJ/4JZj4JQBGtazI9Chs0yckPniNxopBNDQnKGtcT2LdCj4etBMbP1hCY91LVDStZ9Cmt9kw8hB8wHCGvv0gHw/fi7VbjMITTZTFm+jf8CHDlv2F5UM/R6K5gTKD5rJKPJHAEwmMOOZOuTcy9OPFvL/1QZTFKoIaQayCssaPad60FjxBM+UkMJqtAos3Uh7/BOKNlCWawp9GLNGEe9CuYp4gbjHcYmBG3Coo82YqEg2AU+YJyryZMo+HF/kgGSQsFpw/j2M4Ft6VTUkNHqSH6Je63D1J5mZRromRjunJRdrZZ6T40xJlZ97rzXDBylyubcEO99phAveWjyj/Rm9FKBNNlMRQB4xMmh8BrMhSpi68lVQNrIm4Le5+PXA9BLeSogYvfVRFf8pG7EUVULV54T5UA+y4G9D6HkZry8dxDANq2uzs20RtsWi7rUgROeuPOdtVlJuf84CdzWyUmVUC04C5aWXmAqeE0ycAj3rQeDEXmBY+tTQK2Bl4Ljehi4hIPnRYYwjbDGYADwEx4AZ3X2Rms4Bad58LzAZuNbMlBDWFaeG2i8zsTuAVoBn4XntPJImISOGpEz0RkV5AneiJiEjeKDGIiEgKJQYREUmhxCAiIimUGEREJEXRPZVkZhuAxYWOI4JhwKpCBxGB4swtxZk7pRAjlE6cn3H3gR0X61gxjsewOFePXOWTmdUqztxRnLlVCnGWQoxQWnHmal+6lSQiIimUGEREJEUxJobrCx1ARIoztxRnbpVCnKUQI/TBOIuu8VlERAqrGGsMIiJSQEWVGMxsqpktNrMlZnZuEcSz3MwWmtmLLS3+ZraVmT1sZm+En0PC5WZmV4WxLzCzvfMY1w1m9qGZvZy0rNNxmdkpYfk3zOyUTMfKcYwzzezd8Hy+aGZHJq07L4xxsZlNSVqe178JMxtpZo+Z2atmtsjM/itcXmznM1ucRXVOzazKzJ4zs5fCOH8aLh9lZs+G52ZO2IU/YZf8c8JYnjWzmo7iz2OMN5nZsqRzOT5cXpB/86RjxMzsBTO7P5zP/7l096L4IejS+01gR6ASeAkYU+CYlgPD0pb9Ejg3nD4X+EU4fSTwN4JhmyYDz+YxroOAvYGXuxoXsBWwNPwcEk4PyXOMM4GzM5QdE/579yMYvO3N8O8h738TBGP57B1ODwReD+MptvOZLc6iOqfhedkynK4Ang3P053AtHD5dcB3wunvAteF09OAOe3Fn+cYbwJOyFC+IP/mScf/IXAbcH84n/dzWUw1hknAEndf6u6NwB3AMQWOKZNjgJvD6ZuBY5OW3+KBZ4DBZrZtph10l7v/i2Dci+7ENQV42N3XuPta4GFgap5jzOYY4A53b3D3ZcASgr+HvP9NuPt77v58OL0BeJVgXPJiO5/Z4symIOc0PC8fh7MV4Y8DhwB3h8vTz2fLeb4bONTMrJ348xljNgX5NwcwsxHAF4Dfh/NGD5zLYkoM2wPvJM3X0f4ffk9w4O9mNt+CcakBPuXu70HwnxXYOlxe6Pg7G1eh4p0RVsdvaLk9UywxhlXvvQi+QRbt+UyLE4rsnIa3Pl4EPiS4WL4JfOTuzRmOuTmecP06YGi+40yP0d1bzuXPwnN5hZn1S48xLZae+Df/NfATIBHOD6UHzmUxJYZMo10X+pGp/d19b+AI4HtmdlA7ZYsxfsgeVyHi/S0wGhgPvAf8X7i84DGa2ZbAPcBZ7r6+vaJZYuqRWDPEWXTn1N3j7j6eYIz3ScBu7RyzIHGmx2hmY4HzgF2BiQS3h84pZIxm9kXgQ3efn7y4nWPmLM5iSgx1wMik+RHAigLFAoC7rwg/PwTuI/gj/6DlFlH4+WFYvNDxdzauHo/X3T8I/0MmgP9Ha3W2oDGaWQXBxfaP7n5vuLjozmemOIv1nIaxfQQ8TnBffrCZtXTBk3zMzfGE66sJbkH2SJxJMU4Nb9e5uzcAN1L4c7k/cLSZLSe45XcIQQ0i/+cy1w0lXf0h6LdpKUHjSEuj2O4FjGcAMDBp+imC+4eXkdoo+ctw+gukNlA9l+f4akht2O1UXATfiJYRNJoNCae3ynOM2yZN/4DgvifA7qQ2ji0laCTN+99EeF5uAX6dtryozmc7cRbVOQWGA4PD6f7Av4EvAneR2mD63XD6e6Q2mN7ZXvx5jnHbpHP9a+B/C/1/KCnmg2ltfM77ucz5L9DNX/5Igqct3gT+p8Cx7BiezJeARS3xENyz+wfwRvi5VdIf0zVh7AuBCXmM7XaC2wZNBN8GvtmVuIDTCBqilgCn9kCMt4YxLADmknpR+58wxsXAET31NwEcQFCtXgC8GP4cWYTnM1ucRXVOgXHAC2E8LwMXJv1/ei48N3cB/cLlVeH8knD9jh3Fn8cYHw3P5cvAH2h9cqkg/+ZpMR9Ma2LI+7nUm88iIpKimNoYRESkCCgxiIhICiUGERFJocQgIiIplBhERCSFEoP0SmY22My+G05vZ2Z3d7RNN441PrlXU5FSp8QgvdVggt4mcfcV7n5CHo81nuDdAJFeQe8xSK9kZi29hi4meEltN3cfa2bfIOiNMgaMJehbqBL4GtAAHOnua8xsNMFLTcOBTcC33P01M/sycBEQJ+ik7PMELxT1B94Ffg7cD/wG2IPgTeOZ7v7n8NjH0foG6m3u/tM8nwqRTivvuIhISToXGOvu48PeSO9PWjeWoHfSKoKL+jnuvpeZXQF8naA7hOuBM9z9DTPbF7iWoK+aC4Ep7v6umQ1290Yzu5DgbdgZAGZ2KfCou59mZoOB58zskfDYk8LjbwLmmdlf3b02nydCpLOUGKQvesyDMQ02mNk64C/h8oXAuLAH0/2Au4Lu7IHgWz7Ak8BNZnYncC+ZHU7Q+dnZ4XwVsEM4/bC7rwYws3sJurpQYpCiosQgfVFD0nQiaT5B8H+ijKDP+/HpG7r7GWEN4gvA5uEf0xhwvLsvTlkYbJd+71b3cqXoqPFZeqsNBENgdpoH4xwsC9sTWsb83TOcHu3uz7r7hcAqgu6M04/1EHBmOHoWZrZX0rrDLBhPuj9BW8eTXYlRJJ+UGKRXCm/XPGlmLxN0od1ZJwHfNLOW3nVbhr+8zMwWhvv9F0Hvu48BY8IB5E8ELiYYLnJBWO7ipP0+QdAj6ovAPWpfkGKkp5JEekj4VNLmRmqRYqUag4iIpFCNQUREUqjGICIiKZQYREQkhRKDiIikUGIQEZEUSgwiIpJCiUFERFL8f97Sw7skdbAqAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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5t2JicHrXhvjbObF3a9js181Oq93xck2vM6KXtepmvV6Z+/fhd9HA7xBULWhiUM5VVwoFWPtN6vtXVcJfO8G3L8GD3cJW7TNaAb7mAXWjVkk2y5JWSvu2w4RroTy6qXEr6kGZ8TpM/xqVc2EfSGk8gK7YYz1XePu3UasaFrr0QDvT1n0L21zqte30A7+qEvKz4E930iMwK8YtMZXzsuC3S+WKqqqq4CXm0g+hZ4q3fyJuH4UyoVcjueSZoe4dq92hNZN7ClvSsCJ2b3BjKpFs+NP9Ucd1rqv0VpJyLFAZ8kB1bhrF3BYneABZlaOJwU0njq6ZLGkV/wF0+df/9D4WJyrL/Y5AeUQTg3Js2YadwRlxcOtn10bYEdpJPv4+VVVJWvHUJa3j9N9o0LxmMi/B+5s/K6Qz4OqvrU5jWo5buUgTg3KsIPS3pWIPbFqaeIeHDoaHezo6tqlPVwyX2V2CYjVZdaBgW0j5kLGnwAsj4M/toDLgQnAOlO+Bz++HqjTPt177uGY7TQzKsUaFEb8uTwxwvvMXD8AHt8RdLSZDH2p+63EaNLYLRfY6A475P2s6tIIqQAt7kJ8m7WMf58uHrFZBoX7MzLjS2z6+Hz7/M6yeHHP99gOT9NSe+Zz7QSlXZcETLJUravWAeOJ9CVdLut8+c01efvj8T++Awy6BphGV7I+7BRa+DVe8T0yf3QNbVoQvy1Az1tWrVtA8wfrK0PEjVE7SxKAcS+l2T4rNGPOqKlKMpg5p0Tl62f6HwOgkfQHKdkYsyExiKAgkLpGel6c3InKd/gSVY1WpfCOdcG1Kxz6yLPZtCZVARKXSuaWZGewo0DjO7S1bXtJ2CVnSQU/FpYlBORfrdk+29MKtj8rCryj27MhMUcKktxST/U6smepeMMoTmhiUY5WSH71QE0Nq+l/i2aG7f/cvz44dJknT4j2dYxZbDsrQQ3KVPk0MyrFdxbFuIcRIDPU4WQR+l2RM5m5JPjTjGfDL5OcuaZHesVOVpKFA05IYXyBUTtHEoBwLBGKU255wLez4IXy7Pend0qgK5P4D6IJmbQmc/kTyDVP1s79RMewvCTfZ3Gag++eNJUliaNg4QwlKeUYTg3Ksw8o3ohfOfgneuyls0Z69ex0fc1u7o1nc4RcA7NroUjE6nxV06GdN7HcIDLmhZvnkwx9J/6AiFBYlLmUdCGSoyW+yXuqdh2QmDuUZTQzKmapK9t8U56FhZQV8dLtVAgMoLw+/sjAJbi01b9sZiq1W8U2f7u9KqL6rfjiblwd9zq5ZHKisZe/uhonLcWfsiqu+9DmpxzQxKGcqEtTiWfohfP24VQIDqIhIDBWVCZ45GGi+Z2X89V6Z9UJwuEm3VScGyYf84uDi2j566X5ywtWVGSqJUW96qddjmhiUI/v2Oi/SFtgb3oyyKskH8LaKkH6Wm5enFFfaJlwLz53qzbHb9oUjfg3njIU2wYJ5bZuV1O64kvjP1QQyVO00UUfH4fdbr12OzUwsyhPa81k5Yua/6Xjb5lMfDJsv+U+CcRuatGX/A5vC5o+tea9LOa/71t0xFGLJy4efPRS1uEfbJp6etsJ4PNjRFw9Am5/EvmK4aZlVHTa/0Jof+TJsWQk/zIEJo7yNS7lOE4NypGzl145H8ZW9KfTA7XcBDaQYvn0qrbhS5nVSSKRjLVsNxepHEsLzZwx2vStpfHT0uurCgNWKm0C7vtY/TQw5R28lKUearPnU2Yblu2m8YWZKxy4IaW2zbfKYlPZNyQ8+d6xq2q52+yepQWQqM/PwWZ8x1H2aGJQj+RWJC6dVWz/7g9SPXVBYM71xzaKU93fs6WO8O3YWGLJubPKNXCCmkk3SMiPnUv7QxKBctW33vpT3kfyimulN23N4JLJrZ/kdQUYcsmc6G/L2c75Dy4O8C0Z5QhODclXjnSk2PS1sGHxgCeQnL82ZvVp19f4cTTt6f45YtoT/XHtVLna+r4NyHiq7aGJQrmrk5PlC6EAuTduFDV7Tz3h4K8ktlYHkw5qGOvZmuMh5q66EfvkRnPWsO8dKxWP90t83Sf8LlX00MaiUVHRL3Pa/eelnNdM7z4hzz3vwddZr91OiVhVVOnuW4atP77KGNd26ytn2J/wRDv6pO+du1iGsN3VOaN0t/qBDgTJ49/9gT2bGklDOaGJQKZHuJznetkm/M+Ov/ON6GPmSCxH5YPXX1uvyzxJv54NE5UeyStkuePVimPIETP83fHKn3xGpEJoYVErymqTQ5FLiPS8wUFgSPf6x3/Ztd1a3wv5/7d0Yct+9QXZUFN1VlsGmpOe+aL0e83+p7/vSObBoAnxmjwVem/HEles0MajkQtrH55V403vXXB5n0HuvjW5m/Vs3G/56IEx62PGuDb55LDjT6wwPgkvdrrXz3T/o3jhl1HueDuc8B0NvS/2Ya76uVUjKW5oYVGKVAbindXC+U4ollW/7PjjdIH7bd2mUQvNHL3z9uPW66H/Jty2dHr0sLzuKCDSYWovS3vHEGocDrCunQ84Ma1WWUIcBMRbaV2jrF6YVmvKGJgaVWCBibIW4t4fiKG4cnD78Mus1ldtRblkb48M8VJV9VbRvh/exeKj58rfdP+iSd905zv6HRC+rvoW0rn70AckVmhhU5gy8Ei4YD73PirHS24em5t0k98EX2h+oW5bDqkmexuKFH07+p3cHjxihD2Btw57enU/5ThODypzCBtB9WPKrjr8c6OyWjhPrF8Lc8ZRvSKHfwed/jb8uXpXZQ89PLS43NdqPkgaNk2+XiupnL3HsajfY3fOprKKJQcW3YRFM/Udau24967XohQ2ax9+heafgdNl2ePWitM4b5R9HwZu/orgqhVIbq74Kb1c/uhk8Ociafv3y2Pt0jHX/PEM6HEaLRk5r36Zo1eSYifzgNg1TP9bhl7oQkMoER4lBRIaLyBIRWSYit8ZYf6OILBSRuSLyqYh0Cll3qYgstf/pb0a2+mQ0vHNjcH7ll/DUkTWlllOVl+oHZUFR8m1SFTI28fYGKZaSeKBL+PzGFEpAZFqbHnh1K868//uYywvTKV3S4fBaRqMyJWliEJF84EngFKAXcL6I9IrY7FtggDGmL/A68IC9b0vgTmAQMBC4U0Syo8G3CjfpEZgRUmph03dRm3w74AHHhyvId+FitCL1gnxhPr2rZrLZ3tLU9zcmvF/DhGtrF4+bCkJGgytsCO1qUbIiAVm/AKZkaKwMlTWc/PUOBJYZY1YYY8qBcUBYo21jzERjTPW1+lSg+uvZycDHxpgtxpitwMfAcHdCV56K1TqnyL59EKtpabdh1sNlW6OSkCuAi96AYelcedTyW/CCt2q3f2RimPVC7Y7npktCWh8NuS56oJzaiOzkV77TvWOrnOCk8XUHYG3IfCnWFUA8vwSqeyvF2rdDKgEqn8S4r9ywfLM1cfYYeN4ervP/vrOapBY1suanPRN9rINPtP6lHkQa+4TYtrp2+1eWw4YsbV9f/Uym/0XWQ/0QZt8OpKRp2ocu27SS4qRb5UjpDZUWJ4kh1l9nzN8KEbkIGAAcl8q+InIlcCXAgQce6CAk5bnK6NIKjbfalU+7hAx402T/8I0atIC9W+tEiYPA4vcpoDL5hn5o2g6umgStu0etWrL2R3p0Sz8xbN+9h6TdDXOlJpNKi5NbSaXAASHzHYF1kRuJyInAH4ERxpiyVPY1xjxjjBlgjBnQpo2Ll8TKmRjt1Jl4b9SiyioHHwaXvw/H3QJFbjSf9PnDJ9bVTzZp2wcKYny337WxVoeVKgf1lgrTaJWUzK4N7h9TpcVJYpgOdBORLiJSBIwEJoRuICL9gaexkkLoT/dDYJiItLAfOg+zl6lsUhmn5EGEhkUOit7t1xOO/0PqPaRj8flbaX7p1Jy88un64cW12r+iIsHY0dW91xM1PU7Xx1phNVskTQzGmAAwCusDfRHwmjFmgYjcLSIj7M0eBBoD40VktohMsPfdAtyDlVymA3fby1Q2qXJ2u6R1k5LkG9XGKQ9GLKhFYojXSe3QC1I7TqLEUN0SyM/ObTEU7ttcq/0D5Qlag/30TuhzDhx2Sa3OEZM+5M4ajip/GWPeA96LWHZHyHTcJ4vGmDHAmHQDVN7bubecmpqpFXujHmbWOOj48Pn+LnVCq9Y44s52ulcMxsDnf4m9bsRjkJcH3/4n6WHEVBGorIr/R/KbL9KLzyOB4hYUlG2t9XEaLP8g/sqGLeGsf9f6HDGtnuLNcVXKtOezYl95eXDmy4eszm2xtDs0OD16O5zxpLuBSPivY/n3s9M7TpwroDJTaFUC7XOu40PtKUtwWyXLrD/VhSE/K/bSZvYTtT+OymmaGBQm9IO0bAc8f3r0RkNugOYetxiLeC4RSDMxmDgPT7fTKPWDxUuSWaigyIWyGPe1rf0xVM7TxKCoDIQkhmn/il5f1AROusudB8qJdAsfNL4iEHF/f+o/rbpFW1aSSPm6eTGXb+9uj5Wcwv+j6XevO97WbwWFDsdFSNdxUdVw3JWDD/rrKk0MikBl6O2S6Pv6+edlqMdvQRE0DdY0CpRHtJb64Bbrddkn4cs3LbNGYLPFSwytT7FHGmvTI7jQr5HjvCAeD5V63M3uHzPk5+2oObTKCE0M9c26b63xdkOSQcLmiQBdT/A4qBA3LqiZbDk1QfnrUE8cDs8cVzNbXha7+W1xsV2mI/Qh936RZb9yV1FR8v7KteLFGN1nBqv37i3Pnec5dZ0mhrpk4p8T1tAH4L9Xw9KPworkVQay8w9STJyOVtvWBKdjtFwq37sr5m4NQ8csOPcFuO7b1G6P/eozaJS9HTCbNKxlc+I1U90JxKn9e0NB8LlIYxP75+aKfTtgSY5fHW7/Hnauz8ipNDHUJV/cn9ZulYHy5Btlk68fC04Hotvct/smutc2YDVTrdbrDGh5UOztTvhT7OX5hdS6fpOXavuN/t2b3InDqSs/z9y53roaXhmJee9myLXf92qP9IK/RZdA8YImhvomxjfk7h/VrWEyVva62vnGBTG+ZSe6ivDidopbSpJcLSazPvazGSB+Ek1VdV+Yk+62E22GnissfgcAmfa0Nc6IE08NhjFZUAw6yWh6XtDEkKu2rbU6o8VSnmC0sshbL5MeIa8q/jeorefGGcoyi3VZmMKocwXFcIvDKqwi0MV+lnHi6FTD8l6D4FAnmz58iLKNK5zvu/37+OtuXgmjZtQisBAXvWFdKQy53p3jpWPL8rDGCnFtWABrsrjTXWVF4r/1WtDEkIuqKuHR3vDM0NjrS6fZvX/vjy6Qt9GukLpqMswZZ43clkjbQxOv95sb98VTqftTfcWQxc8aAFpPuYct/zoz+Ybv/R7G/sy6TRFPXr57V0p5+dC+f3DerSuRVMUYiCrnvPBz+HM7Tw6tiSEXrfjcek003OT8N+DzP8OzJ8VcvXPxpzA1+chcRW6MxOal72fGXVV+ZMiIa+ePc37MeO3pG+TW4IMty7+3Pvjj1Y0yxqogu3pS7NXFTWIud1Wj1t6fI5a60Gei+ue2eTns3ebqoR3VSlLZJsl92RfOgDz7R7t9bcxNKiqd/WE0apLZe5uOfXwnTP83lMdvyVJ44p9g6uPWzE9Oqf05m3WEwddaiTmiM142KqYiWDp8aIzOaUk+HOWy92D5Z7V/duG3TUujFiWsgZVrHj8MWnRJvl0K6sx7U5+YlZOCbWP2bIE5r0DTiIHxktTUzyvbAZUOxlT242FrrzNg4duJt5n8aPSybWuheXD4D4k1VoETLbvGX7dfT7gxS0d1S1WyqrqtDoZ2fTMTi5c+uydqUWVVIPGHn8OKw55zGsfWxNUAUpXl9wlULCa0Muhbv4UP/wDjU2tZ1Hz9VNi0JOE2pcf9LZ3wau/E0dHLnFRafbS3NXpcbfX+Re2Pka3WzYYv7fLm7//e31himfNqRk5TmeSK2QScjVHiuT0xSqgnKQnjBk0MOciE3gL4zptOO2sb96Xj8b/y5NhJxSrt8MFtzvadFONKIhWdjo69fKjD82ertdOtpPDMcfCZ3c9j5nO+hlSjbchVyX+vdL9p5vKJUYsCSRLD3rKQq+l9O9yNJyUxmk4/1i/5FXUtaWLIQUa8vwO4pNjHWwixHnp+47BzMmKBAAAc1ElEQVQJ6qw06zpdPwd+OxUufxeAigYRY0PEukefS549MaxsiCOSoY+HC2JcJSz/DMpc6gldFv3BHqiMcYtm6yqoshJG5ayQq/KvfLpyhvh9aqb+09PTamLIQQV7POgW//PwD94Ddifo7OS1hi3D58t3O993b8QAgYOvg87HJN+vRWfr+YFt7fEhvauP+T/n5/fb4GuTb+PAvgOOhUKPR+yr1rR99LIXz4S/dIhe7pKqyCuGzcvh74fClw9A+W6aTAzp/R6vv1AGrP3249gr1nzt6Xk1MeSa3ekP2xgo/Tb+yrbhVwjrWw5I+zyu2rMFnjst/f2H3QOXvZPybpV5RcGZXCq01+ccVw4jvR30gciE12rZK3/DopiLI+uDmZ1Wf589iz+J3tjHpq17577ly3k1MeSaB9PoELRrAwCBWS/F36Zt77DZQRfflfp5vPBAF1g3K+Onbd/GumqpzCuG3mdl/Pxpa+ewQ2KSdu8F2dJ/ZWEtPxjjdAJtNfORsPntZVbjhoY/To/eeHr0GCWZ0n1DgmFWPZQlP33lqYe6AVAyK/YveOVPIkZsG72d4gYZ6NyUxRod2A+O/T351073foAiP7x+RcLV+ek29U1TOR4NMhSjyCJAwd5NYfNF00NupdaFzm+1pIlBkX/+f5JvVN+IwAm3Q4tOfkfijeWfJtkgs4Pm5JOgvf6qSc6aK6egojikF/v3M2m47N2a2crlX7h6rlykiaG+WBrj3mkshWmMi6zqnk6DM3q6fBJ8S3/uZ/BtnC8vG5fAD3NSPl9hWbC/S/menWHr9pWmN9Z4XaKJoQ7aeESMuvqvXph8x3Oeg6tj181ROeSm6BIQKWvRufbHcNOW5bGXPzkQnj62VofeXRF+tVKxN4VWcB7bLQ19Oa8mhjoo0HVYjIUOyl8ccqZ/1S6Vexrvl3ybRM5L0EjBL5Meqelj4Lb8j8MHZmoyP0NjnDuwoaC9lRyu/Dyj59XEUAeVFGf2waHKPqY2I831rEXz4DQZB4X6Aqsmp3bQfdvDz3Hh65S1PiR8m9IZNN26IGxRfoWHQ4ymqMCUM7/4MKtUeQbHsNDEUNdcMoHiwiQ9o7scF6yY2e8i72PyQ6E/l+DZInBOCg0KBv4mON3hcPeDcUB+HV22Ikp1jacYKgIRRSP3bo3qAyHNDqCiXUT/nFnPOw3RW2umWn12Qu3dygGBNVTm21/0Tro7Yz8fTQx1zUHH0bDdT+KuXn/e+3DpBDjK7iHbZP8MBZZhB5/odwS+KmjY1NmGvX4Op4SMFd64rTcBJdMqQUVbW8GqL+LeTjL/OTt8wQtnwIqIZFNYQl62tjwec7LVZyfU/Z0BqMoPuQMw8pX49bxcpIkhlyRrsneH3dIiP36b8OImdrmJ3r8ABPqe505smfCbr5z3Qj7lAW9jyXLi9FZSpyHh/TRCR1fLRi/+PDgdUtyuaFVEEojVUqlFZ/JD35ZAefS3dL/FSHwmP6Q0SZP9YaD3xS01MeSSZB1v8pL/OJuX2LeZWnWF0dugTfyrC1/t3yd6Wbu+sSuvxtLUmyEP65yBv7Ze/7QJrprkb12oPucm32al3cdg9RT46wHR6zcsgiXxKw4XhWaGdbNgcbBcyu7WCQpHxqv4umsjvH0NbFgMpfFHE0wo9AtfjHFUTH7EM8OeZ6R3nhRoYsgl88YHp5sdmN4xinLk3vsVcf64s/VWQLZxOo519dVCfiG07ePoy4VnUikAOHZ49LK7WsBTR8IrI+PuJqEd98aEj8K3u7eDJt2RPrrd6mPx1CD49wnWsjd+BX+N8/e5ZSWMuzC8MF9oYojx5e/YTa+ELwj9GV34RuoxO6CJIZf813pIuLFBV2ic5mD0sSpZZqNMjDdcl7UNXnFVFcT5MnDxfzMUjFMOezcviVM/yFEpi/jnKNq/h7PzJzvevPFRLaJqfPgH6yplWUiH090bg9Nrv3F22oatrZEOu3nzLE0TQw5qs3c5nPkMHHoBXGU34bt6ir9B+WHoH6zXHplvXplL8m7/IfaKridkNhC3vFKL52IJSrA3LUlSr+mfx8DOH63p9QusZxzbv0/t/CvsW2HVgyUBrA5phvvCCOt1d3gtpyg3L4dzvetvoWM+56rWB8OZduGv0XG+ndRFBx4FP9pjRQy9xXofDj4JvukHE+9NvK9SHY+IuyqvRYxnFqF+nAvfvgjH/h7+MRgOOBLWTg3fJt7gQqsmw6L/QYXdq3rj4uC6WFc6DyZvpeUlTQw56IcWA0j6aLX5gbBtTdiiH9scjU+NEd1z/B9g2jNWsz0IlsQ+7vfWv71bIVvG680mB58YfvsiG2Wk70mC21XNI54LNGoTfpsHrCuE6pZDkUkh0pYV8Fh/6D4cvotfPru8ooKiuGvBFDfN+KM1vZWUg3aUO7gXe/kH0P/isEVrujho9ZHtGrSwrpB6nBp/fZOcT3/uqW7Fdd5LMPJlf2NJpnU394/5E/v3xK3BlmaOBZOgEmxI09/K+fYznHhJYXQz2Ledxeu2hi+PaEIr10xLJ9Ja0cTghz1b4JE+SQdLCVMWrAC5XxMHQy426wBnPEFl62Bz1GatcvcDM1DssJWNCjrrWaj+UCksCe+85qAERZ3QN+LLUF4K4z7Ee5hdsSf+Pgsn1EyWlVfE367aro3k744Yqjeyo1uGx8YATQz+eKALbF9jlRN2aOmU4C9c84bOf1EqzxtXM/2TQScn2DK7LT/uCb9DyD19zraewVTLD7lzfNGbmY8nFQN+6c5xDj7Jej3uFuu1eZLnCKEato69PF5TVIC3rqqZLN+zI/521Z44nEMWPZp4Gx+SuKPEICLDRWSJiCwTkVtjrD9WRGaJSEBEzo5YVykis+1/EyL3rdfWz7faNCcb07hsJ2W7gpeX0rBFgo3DFTVoDMD2HvHbdmet/OCd14MO9G5g+HqjbV+r3s5NS6FjlozpHc8pD8DNK2t/nOLG1q3HQ36efNtIpyf5wE6i4RKXkm+ew06dLkr68FlE8oEngZOAUmC6iEwwxiwM2WwNcBkQYyAA9hpj+rkQa9202MFA9X/pSNiIzM1S+NbTeD+4cRHN/KqBUxt/2ggvngnLP6NQMjuiWJ0kktEKnbWSXwANWybf7qxn4Q0Xri5adw+fr27p98cf4b70/naKdsdpJpwDnFwxDASWGWNWGGPKgXFAWJ9sY8wqY8xcSDQMk3LNQUNT275pe397tNbGmU/DT++A9of5HYnKhE5DrOq/1QZdZTVRjqfP2fHXpeIXscdDp7CBO8fPMU6aq3YA1obMlwKDUjhHiYjMAALAX40xb6Wwb/2y/DNovD/sH1IzvjLGA6yux2cuJr813s/f+j0qsy5/L3y+uvJrvFpFgClogAT2xl3vSHv7psagq2B7ae2OlWlt+wT79rjEydfIWE1oU7muP9AYMwC4AHhURKJ6bojIlSIyQ0RmbNy4MfoI9cWLZ1odZ0JtWeFPLEplk34x6hjdaHUSk9AH7LV1yv0wMgtHsEvk15+7fkgniaEUCL2p3RFY5/QExph19usK4HMgqq6vMeYZY8wAY8yANm3SrAGU6+JVZpyQQmExpeqqWDW+qivoNo3dMCHQYaArpw4UO2/s4Yu8fGja0d1DOthmOtBNRLqISBEwEnDUukhEWohIsT3dGhgCLEy8Vz21L6STy4ZFwWmnRbWUqsv26xl/XdsYJdqBgsv+58qpCwa61HTWKyJw44Lk26UgaWIwxgSAUcCHwCLgNWPMAhG5W0RGWHHJESJSCpwDPC0i1VH2BGaIyBxgItYzBk0MsVTsC04/dST8MDf7BhFRyi+H/CL+umNiNYbE6tTnwLYmyXpc178WcY5qJRlj3gPei1h2R8j0dKxbTJH7fQ3ETuf11YwxsZe/GnEPdcf38HT8SpBK1SuSoFpQYYlVbbiwBOaMg/4XQasEH/aXv2+Vxrb/FisKGtc6vLJzXqF4/Pm1O0ifc8LHXPGRFtHLtHd+52y7zcu8jUOpXNN3JMwdZ5ULP/OZ8HWH2qW4ezkY3azTYGjWMf6XtEjJhtRt35/iHic5O9Y10zD5RchjMbp2dRocnhh6nRHssZ1hOdq4vR746PboZTfMhxvcbZamVM4Ydq81BsnIl9MfqKpayMPavGSlS3snuI0FcMVHkBfyHTvRba82P0Fadom9rm+wOkHgvJet8RZCm65nkCaGTKpKUJXRieYHRJcGVqq+aNzGGoPEjU5nIR0+WzZMUlivbR+4c1v0ID9iH6OgqOZWV3lJazhnbHoxhQy7W9DTeR01L2hiyKTJtau9opRynyR6fhHcCM6PGHv5/76D6+cE5y98naLffgVAZV6iERaAosbQ8/To5Udek7ind4boM4ZM+vRuvyNQSqUrdBzy6+fat7NCbml1Cz5nyDtqFEx+OLiubV8Y/pfg/B++hx3rrFHdQg3/s7sxp0mvGNyydTV8fn/yB1WhrpqcfBullLca75f6Pi06JVwtP414RnjVV9D56PBlsTrtZQm9YnDLKyNhw0Io2wEn35d8+6smQ9veyberdlxUtXOllBuOvMb5tue+CDsdVE11WCp7R7MeNN2+OPmGGaZXDG7ZYPfbm/JEcEzYRFJJCgDH35Z6TEqp+DrYY1LkpfD9uNcIGPQb10JoeoA/rY6S0cTghc1L/Y5AKZUtWrlY5C9DNDF44cmBsOT98GXjL/cnFqWUv3qfFX9dKs8kM0gTgxvKdkYve2UkrA8pC7UgZJi/Kz/3OiKllN+qx4w+4lcJNtLEUHds/x7GnmoVudu9Cf4Sp+TtP+z2yC+dG768fUjl8T4R66rdtBROfciaPmpU7eJVSmVe9bja+Qn6NLSwe0EXNoy/jQ+0VVI6Jj8KqyfDA3G6tof6z1mw7JOa2S3FHQgbybZtb5j3WvR+jfeDgb+2/imlPODxt/WznoVNS6BB8/jb9P4FTHoYrvjA21hSpFcMaahKpbRFSFIAWFURMejHUaOCXeuVUplz+mNw8EnQ7lBvjl/cGDocnnibtn1g9HbvYkiTfiKlYfvyaWnvG8iPqPOSl2/dNlJKZVbb3nDR61atIxVGE0MaisrSH0BHYt1vbNTa+tZQ7egb0z6+UkrVliaGNGxpMyjtfTu1cPDt5MQ70z6+UkrVliaGNByw+s3kG8Wx31EXJt9IKaV8pK2SMumKj+DABFcbx9xkVVxUSikfaWLIpPwkb/dP/5SZOJRSKgG9lZRJbfv6HYFSSiWliSFVdm2TLfltoHV35/vduhbykwwhqJRSWUATQ6q+nwlAy8qNcOHrcOJdyfc5ewyUNPU4MKWUcocmhlQF9gWnW3SCo29Ivk+i6opKKZVl9OFziiqm/JOoG0Ktu8Om78KXnfoQHPILsrV6olJKxaOJIRVfPUzhkv9FLx81HUY3s6YP+QWcMzazcSmllIv0VlIqPk3wPOFye2CefhdkJhallPKIXjGkaV/TgygJXdBpcHi9I6WUylF6xZAmKc6ugTWUUsotuZMYqqrg4UNgbsSgNlP/AVOezHg4lcfemvFzKqVUJuROYgjshR2lMOG64LK9W+GDW+HDP3h//spA2GyDJi3ibKiUUrktdxLDD3Ot18De4LJnjs/c+VdPCpuVAwdn7txKKZVBufPwedWk6GVbVwanNy+HVl3dPefqKbD4HWjeiYqqyvD+C3m5k1OVUioVuZMYJt4bnB7dLLoF0OOHud8qaOzwmkmtcqSUqi9y42uvXZ8oTFWlN+f69O7Y5wuxtctp3pxbKaWyQNYnBjPmFPjXCVHLyz+5z4OTGfjqbzHPF6rFxS+6f26llMoS2ZcYqgLWraLvPgJA1nwdc7Oir/+W+Djz34Tdm1I7t3FY10ifLyil6jBHn3AiMlxElojIMhGJasAvIseKyCwRCYjI2RHrLhWRpfa/S5OebONi6/Xlcxz9B2LatQFevxzGXQArv4R9Dp89mKrgdHXtowjlnTPYEkoppXyQNDGISD7wJHAK0As4X0R6RWy2BrgMeDli35bAncAgYCBwp4gk7gBQWeEw9ETHKLde134Dz58Or17sbL/QxBBHwYWv1iIwpZTKfk6uGAYCy4wxK4wx5cA44IzQDYwxq4wxc4HIT9aTgY+NMVuMMVuBj4HhOOX01k715l89Ajt+iF6xYaGzA6z8MukmeYXFKcWklFK5xkli6ACsDZkvtZc54WhfEblSRGaIyIywFX9u7/A09nE+HQ0P94j+5r97o7MDvJRkQJ3THk0pHqWUykVOEoPEWOb0q7yjfY0xzxhjBhhjBoStqNjj8DQR5iS43TO6mfVv/huwvdSaXvmVs+MOuDy9eJRSKoc4SQylwAEh8x2BdQ6PX5t90/f5n6OXBcrD51+/AqY8ZU3PHAsVe6P3UUqpeshJYpgOdBORLiJSBIwEJjg8/ofAMBFpYT90HmYvi699f+Z0vcrh4eOI8RA58HDv6O2m2lVZ578B97Wt3TmVUqqOSJoYjDEBYBTWB/oi4DVjzAIRuVtERgCIyBEiUgqcAzwtIgvsfbcA92All+nA3fayhBpInJZJPUdAcVMn/68oBXvWR181KKWUiuKoVpIx5j3gvYhld4RMT8e6TRRr3zHAmFSCahjYFr6g09Fw+bvW9KRH4JPRqRwu6Ou/p7efUkrVI1nZhbdJ64iGS8fcGJwefD2MCm+8xM+S9IK2Vc0d7yyA2zdYBfmunuJse6WUqkOysrpqs1PvghmPWTN3bA0vQZGXB627BeerK6pO/jtsW5PwuHmbljgLoMDuq7B/L+v4CydAyy4Oo1dKqdyWlYmBvDy4cREUNYpfl+jEu0BC1t0wL24Zi1rrNcKb4yqlVBbKyltJADRtDyUJPuiPvgGGXBd/fbXfLYhatHHoA7UITCml6rbsTQxu+NVn0Kwj5hf/DlvcYMD50Hh/n4JSSqnsVncTw+jt0PFwAOTgn4ataty4KbTv70dUSimV9epmYrgkov9dw5Y1k1WnP25NdD46gwEppVTuqJuJ4aDj4q7K63+RNXHUKLhhHhVdh2UoKKWUyg3Z2SopXReMh6o4vaZHzYC8gmArJxFofiCFjSKGhxh6m7cxKqVUlqtbiaF7gm//oX0fQg26Cuba1VgPuxSOucn9uJRSKofUrcSQjvzC4PSIx/yLQymlskTdfMaQisKGfkeglFJZRa8YWnWFg0+CwaP8jkQppbKCJgaAi173OwKllMoaeitJKaVUGE0MSimlwmhiUEopFUYTg1JKqTCaGJRSSoXRxKCUUiqMJgallFJhNDEopZQKI8YYv2MIIyI7gSV+x+FAa2CT30E4oHG6S+N0Vy7EmQsxAvzEGNPEjQNlY8/nJcaYAX4HkYyIzNA43aNxukvjdE8uxAhWnG4dS28lKaWUCqOJQSmlVJhsTAzP+B2AQxqnuzROd2mc7smFGMHFOLPu4bNSSil/ZeMVg1JKKR9lVWIQkeEiskRElonIrVkQzyoRmScis6uf+ItISxH5WESW2q8t7OUiIo/Zsc8VkcM8jGuMiGwQkfkhy1KOS0QutbdfKiKXZiDG0SLyvf1+zhaRU0PW3WbHuERETg5Z7unvhIgcICITRWSRiCwQkevt5dn2fsaLM6veUxEpEZFpIjLHjvMue3kXEfnGfm9eFZEie3mxPb/MXt85Wfwex/mciKwMeT/72ct9+bnbx88XkW9F5B173vv30hiTFf+AfGA5cBBQBMwBevkc0yqgdcSyB4Bb7elbgfvt6VOB9wEBjgS+8TCuY4HDgPnpxgW0BFbYry3s6RYexzgauCnGtr3sn3cx0MX+PcjPxO8E0A44zJ5uAnxnx5Nt72e8OLPqPbXfl8b2dCHwjf0+vQaMtJf/E7janv4t8E97eiTwaqL4MxDnc8DZMbb35edun+NG4GXgHXve8/cym64YBgLLjDErjDHlwDjgDJ9jiuUM4Hl7+nng5yHLXzCWqUBzEWnnRQDGmC+BLbWM62TgY2PMFmPMVuBjYLjHMcZzBjDOGFNmjFkJLMP6ffD8d8IY84MxZpY9vRNYBHQg+97PeHHG48t7ar8vu+zZQvufAU4AqodKjHw/q9/n14GfiogkiN/rOOPx5ecuIh2BnwH/tueFDLyX2ZQYOgBrQ+ZLSfyLnwkG+EhEZorIlfay/Y0xP4D1xwrsZy/3O/5U4/Ir3lH2pfiY6tsz2RKjfendH+vbY9a+nxFxQpa9p/atj9nABqwPyuXANmNMIMY5a+Kx128HWvkRpzGm+v28z34/HxGR4sg4I+LxOs5HgZuBKnu+FRl4L7MpMUiMZX43mRpijDkMOAW4RkSOTbBtNsYP8ePyI95/AF2BfsAPwN/s5b7HKCKNgTeAG4wxOxJtGiemjMQaI86se0+NMZXGmH5AR6xvpj0TnDNr4hSR3sBtQA/gCKzbQ7f4FaeInAZsMMbMDF2c4HyuxZhNiaEUOCBkviOwzqdYADDGrLNfNwD/xfolX199i8h+3WBv7nf8qcaV8XiNMevtP8Yq4F8EL2d9jVFECrE+bF8yxrxpL8669zNWnNn6ntqxbQM+x7on31xEqkvwhJ6zJh57fTOsW5B+xDncvmVnjDFlwFj8fT+HACNEZBXWLb8TsK4gvH8v3XxIUpt/WHWbVmA9HKl+KHaIj/E0ApqETH+Nde/wQcIfSj5gT/+M8IdT0zyOrzPhD3ZTigvr29BKrAdmLezplh7H2C5k+ndY9z0BDiH84dgKrIeknv9O2O/LC8CjEcuz6v1MEGdWvadAG6C5Pd0A+Ao4DRhP+APT39rT1xD+wPS1RPFnIM52Ie/3o8Bf/f47ss8zlODDZ8/fS1eDd+E/fypWa4vlwB99juUg+82cAyyojgfrnt2nwFL7tWXIL9KTduzzgAEexvYK1m2DCqxvA79MJy7gCqwHUcuAyzMQ44t2DHOBCYR/qP3RjnEJcEqmfieAo7Euq+cCs+1/p2bh+xkvzqx6T4G+wLd2PPOBO0L+nqbZ7814oNheXmLPL7PXH5Qsfo/j/Mx+P+cD/yHYcsmXn3vIOYYSTAyev5fa81kppVSYbHrGoJRSKgtoYlBKKRVGE4NSSqkwmhiUUkqF0cSglFIqjCYGVSeJSHMR+a093V5EXk+2Ty3O1S+0qqlSuU4Tg6qrmmNVm8QYs84Yc7aH5+qH1TdAqTpB+zGoOklEqquGLsHqpNbTGNNbRC7DqkaZD/TGqi1UBFwMlAGnGmO2iEhXrA5NbYA9wK+NMYtF5BzgTqASq0jZiVgdihoA3wN/Ad4BHgf6YPU0Hm2Meds+95kEe6C+bIy5y+O3QqmUFSTfRKmcdCvQ2xjTz65G+k7Iut5Y1UlLsD7UbzHG9BeRR4BLsEohPANcZYxZKiKDgKewatXcAZxsjPleRJobY8pF5A6snrCjAETkz8BnxpgrRKQ5ME1EPrHPPdA+/x5guoi8a4yZ4eUboVSqNDGo+miiscY02Cki24H/2cvnAX3tCqaDgfFWOXvA+pYPMBl4TkReA94ktmFYxc9usudLgAPt6Y+NMZsBRORNrFIXmhhUVtHEoOqjspDpqpD5Kqy/iTysmvf9Inc0xlxlX0H8DKgZ+jGCAGcZY5aELbT2i7x3q/dyVdbRh8+qrtqJNQRmyow1zsFK+3lC9Xi/h9rTXY0x3xhj7gA2YZUzjjzXh8C19uhZiEj/kHUniTWedAOsZx2T04lRKS9pYlB1kn27ZrKIzMcqoZ2qC4Ffikh1dd3q4S8fFJF59nG/xKq+OxHoZQ8efx5wD9ZQkXPt7e4JOe4krIqos4E39PmCykbaKkmpDLFbJdU8pFYqW+kVg1JKqTB6xaCUUiqMXjEopZQKo4lBKaVUGE0MSimlwmhiUEopFUYTg1JKqTCaGJRSSoX5f/PVGegvqtl0AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
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"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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s+Qo+vicjXcVd4OYXbu3IpkeObt43Bj68E7bY8wuBmrSsRlO1oLR0dMSQK/z9KKirgpFXQkFRWrvKpTmGjutmNu+s+xo+vqt5f9r9sGm5533qgEFp6eiIwU80NMBTY2DR25HH6u1FVZmwb9ftSH8f6cBpYd5X/3Kuuz35YI1GxwxKC0cVQ6p8Pzvxc+7pAy+eHlleVwUrp8PE81KXyy2BGnjtXNi4rKlov7ccZGtprF0Q/dhhv41zsk4+Ky0bVQypsuDNxOrPeQWq1sLiyFFBfX0AgFqTwa9l2cfWZ3j91961mWIsoozw6jnRjx34y5inqilJaemoYkiVeHGFwvn206iHamprAairq4MN36QilXsqnrLev58VvU57t+k3bN66Pnl5MkWs1c+de8c8VU1JCbJtNayckW0plARQxZAqiT4+1kWP09NgjxjaSDX8dTBUrU9FMndUzoxf5zIXf+q2ezZvL/sweXlyAHVXTZBHR8BTo7MthZIAqhhSJdERw8r/NW+vnhdyKFAXlkO5eotDf17flFy0V9wufp09B6QuSq6giiExdmg61VxDFUPKJHiTCPYqCntarw/URj+vwRpNsPQ9WD0/sT5jkahii8axd3vTjlu+/Syz/QXRbdPnWetbUTKBKoYUCSTq87/52+btsCfPmIqhkZfHwWMjox9/+/9g1rOuxfHMLFLqGHU9fWxYmtn+ugzKbH+KkkVUMaTI4tXbPGurvjbMlLRjY+KN/O9h+PcVrqvXBcLCX9Qmu4ahBbtwnjsFXe+s7Eq4UgwiMkZEFonIUhG5weH4KBGZLSIBETnF4Xh7EfleRB7yQmg/YVIwxYQ/rRctnRxa4cmjkm7bLRGrnGPkc/YT67ZnMIta6910XkHZpYirGEQkH3gYOBboD4wTkf5h1VYC5wIvRmnmNuDj5MX0L4V5CTwph40Avlzybch+6dynvBApIVo1VIXs1wXqotSMQ4Yjju6s8kaBLe9+IhzpIk912z086U9RcgE3I4ZhwFJjzDJjTC3wMnBicAVjzApjzFwg4vFZRH4E7AG844G8vqO4wKU1rnoL3N0zpGjTjtCbcEF1EqYjj9kWns/4yN9nR5A47DXj1sjCpe8n3M7qPY6AUdfGr/iLJxJuW1FyFTd3tW5AcDqsSrssLiKSB/wZiPnPE5ELRaRCRCrWrUs+hk02cL3YycH1tNZtprTXfpWARKlR/MWToQVFbTLWd8oEuwK7JD/fpWJvrVmelV0HN/8KJxuBW4PrpcAUY0zMPIvGmCeMMUOMMUPKyspcNu0P3Hv1RF7GtgUuFcOCDCUEqg/QpuKR0DJp2f4JbWrWuq+896HpE0RRfISbf30l0CNovzuwymX7hwDjRWQFcC9wtoj8KSEJfU5hjcvE8g42+I4l+R5LkyKBnSG7tf1PgcFnZ0mYzLDnqnfdVz7k0vQJoig+wk0+hplAHxHpCXwPjAViRxmzMcac0bgtIucCQ4wxEV5NOUfQJHL3VQ4hst1i/J0pbefouykqbAVAQ34RefUu1lnkGoEMejcpSo4Qd8RgjAkA44GpwELgVWPMAhG5VUROABCRoSJSCZwKPC4iMWIatwDWL078nKXvRRQFJL0JdxImzCxWWti8nRccC8m3JO5SWmRUMShKOK4MyMaYKcaYvsaYXsaYO+yym40xk+ztmcaY7saYNsaYTsaY/R3aeMYYM95b8bPEU8ckfs7aryOKelVmaO7ALeFrMhKZcM0vDN1fPDV1eVxSN/d1ayOJtQa1fX/mvrKuZVB2EVr2zKKPcLqltK3+IfkG05B+syZ8FXQqaxO2r0lNmFjUhc6FrH4r+ThNnY79nYtaLXhVt6I4oIohQwQaPH7anD8xsizpcBYWaza7P3/9sMicC6bfCUE7acwbHTbXUVVjKbSE41a16uhO+ZXtm1i7ijM5lEt8V0cVQ4aor97ubYO1Du3Vp2Yvr0/gZl5aEnlDlS4HNu988peUZEmERpX77YaqmPWSJsOrulsq5oPbsy2C4hJVDBmiZN4/kjtxewJ+9imaPApWTot+8PDrQuu27hBZJy/I/Xbzt5HHvcLJ1r/8E3ptip4dD4AeB4cVxLheeYWRZd0GxxVNicGXL0SWfXgnPPHjzMuixEQVg995OwHv3iWpRR3p8d4lzTtnhJmqBp8FE5pXb0vrTg4tJKmYtq+DH+Ymd24jzx4fv04iT/4jr4wsywnPrCzwwxyY+2rcarJ9dWThx3fBqtlpEEpJBVUMfqfBea2DmflkZOH/HoksS5Y+R8ep4HCTTdbk8vAwePyw5M6NRV6cZTpdD4p+7MBxkWVqUnLm8VHwxgXZlkLxEFUMvsd50lrWxMnittXt4vRmAvnWYrbP22c4P+/O1IIH5kVbKBgRziPsxn5ajIRGnXs7tBd0/pL34LuZMOVaePmMyLqKksO4WfmsNLL8E+gxLLJ82xpol56wzGbxO+4NNKu+aN7+S78Q048bCup3EiCfLYW7J3SeZzQ0QF7izyr5RFEMex0My/8b/cTgXNZt97BcbPOL3XX6wsnuBVSUHENHDG5ZPc+yY7/jELv/z33hC4eJNQ+QsPhF6aaAevLc3JydzCoRk7sJ8v0sV9XCAxf2NpET3abvMTDsQvd9j7fzb6u5SFFUMbhmxwbr/fMocfm/jeHRk2O0aXCRrrT70MiyvYan1rHLjHU7agNx6wh5JDQZ7uSFpGSOCaXwvkOODSUrqGJwSzrDITTUWxN4PuHgDW/Gr1TavXm724+c66TJ9u4qneqYPybZuo4Y0krw/2h12DzZJ3/OrCxKVFQxeEaSN5Tpj8CsZyyXv5wi6POeHyV09deTnctjEaiNG/HUbPk+fjul3SPNQmomyj5/CFr/8tjI7MmhxEQnn92SrpvK1BvT02662GsE7P/zsOvh4bW5pxcEquH30TP55X/jJodCFJnKD4MVnzgc0AB5SRFrch+gPr7ZT/EfqhjcEu8PkA02LoPd9kn+/IqnEj/nvLciy7xUmjVb41ZpMCkMdDv1clYMjWse9kpxAn1X49k40Wm3uhjdKb5DTUluiWf/jHVvXD3PU1GaeCzOorD6utjHJ1+dWv8/f8x6As8wrp7tHZWVQEmptfmzB0MPFRTDRZ/A6UmGLlFgp1M2wyjfVl11WkVRUkNHDJ4RQzN89lB6uqzdDtMegM59Yd9jIw6b7WuQ4Elirxk0znplmAZXjgAO30fnPnDEjdaahYPOjDzeZWDKsu3S7NgArcJiaEX7rupSiwSspBdXIwYRGSMii0RkqYhEBO8RkVEiMltEAiJySlD5IBGZLiILRGSuiJzupfB+on7zyugH577cvL17f287fvdmeGms46Eaf2cOdc/S9+Hp45rCg9S7CWHuNGIoagOFreCQy0ID/kWjXRfrpbiiwfF7ifJdadIjXxN3xCAi+cDDwNFAJTBTRCYZY74KqrYSOBe4Juz0HcDZxpglItIVmCUiU40xTmPOnCZ/+ccua2bOM6YmYCjJWG9pZOKvoHqLNf/QqiOugoM7KYbi9on1+9vIrHtKdOoXTSGv7IqQsu01dbR1rK2Kwc+4MSUNA5YaY5YBiMjLwIlAk2Iwxqywj4X8Z40xi4O2V4nIWqAMaHGKIYT1S6wbWfchkccy6DK5raaB0oz1ljlqWrmMctpjuBUv6ex/We7AiayEVhLGrFkYUbZ9p7Ni2FkboFX6RVKSxI1i6AZ8F7RfCSS8xFVEhgFFwDcOxy4ELgTYa6+9Em3afzxkKwSnWEWFrTMmRn19S7ElhbKztUvzTpvOcMsma7tnmhcQ1lZZpqpdmHqHQUDrRc55zevqVDH4GTdzDE6PuAmNA0WkC/A88CvjsGzVGPOEMWaIMWZIWVlZIk3nHic9BocnkGMhBRqihOzOdRrqUstUlxbiLMprkYStUYiYYpj2IO1nOHvzGXcGQSVLuFEMlUCPoP3ugOuYziLSHvgPcJMx5n+JidcCabcn/DgNi9pqHOIbJZl3eWeHPsnLMfzi0P2l7yffViPV9sjLnrDsO9XyKPqhr4NnkZI5wsKdRzgFfHhH1FMb6lUx+Bk3imEm0EdEeopIETAWmOSmcbv+m8BzxpjXkhdTiUt43BnAJOkrvnJUCjFrwt1j//GL5NsC2LmpeTsszalJdDJZSSsNDe5XOde30NFsSyGuYjDGBIDxwFRgIfCqMWaBiNwqIicAiMhQEakETgUeF5EF9umnAaOAc0XkS/s1KC2fZFdnceSK5H1eHgVfT3GuP+PxqE3lF6diK3ewPIbnra7ZBusWxW6mcVX290FpHx8ZDhuXN+3miY88W5Z9lG0JMk5gVWh8rw6Lwp79YrikFiz/KA0SKV7hah2DMWaKMaavMaaXMeYOu+xmY8wke3umMaa7MaaNMaaTMWZ/u/wfxphCY8ygoNeX6fs4acLhaTxp8ou8ayuYaQ84l4cHsptQCh/fDW9dF7Wp4iKPQ1AvDBtg/uNkK51nLCZfDWu+iix/5JCmzfxoU13tuiYoYAJc8KFz+X/vTV+fPmXR9P/ErlAfZd5l3kQ6vPcb7wVSPENDYrghygIyR+It3MnPYtz/zbZzWQzbL0BRkcssZo5Efv6GpWE30+9muGuqvjayLChxUV40z99U80LEottg5/LArhfiocHJVBk+OnRi5XTvhVE8RRWD1/g5YU/t9qiHth/SPIIoLvJ2VJO3KInw201EV7R5QnPso2CO+kMK/SXJxggv7BaPOI0I7nXhuKDzC75HFYPXPHNc6H68QHY+ofrAs5q2U1IMHXvG6GRLqJfSttWx2xKJPkcC1PQ+Fs76p4MMe8cRMkWiJSbaxRiw/OnkTqxOLBe5knlUMbjBwTy086Bfxz9vx0bY8l38ek602i2588JFqA1A9Vao2hCzXp40/xRSUgz9jo9+7NVzQr2UHnWRqKXiyaiHTMdydzGPvOaCDzLfZy4xoRSmRJ/D4ofcm2bc1VDFkCTmqAnxK90d4+k5GpfOgDNeh4vcxl6KTeuvXoE/9YB7YudtyMtr/ink5acp6O76xaH7gerYeS4qZ8ZsriAvT4Ox+ZXPo3u9GTUl+R4Nu+0GhxDBJSVpCm2x+37WK8PkBcdwEu+fFwKB+sgfW+322Ile/vPbmG0W5udBsX9Wym/dvo32bdtlWwz/E0sxbFsD7fbInCyKIzpicMPOjRFFeXl5UNrDoXJuUhAS/9D7p/D6T/4MW10vmHdFYUEelHaDqzx0J06BmiU+zPLnQ2RrZfSDQV5nSvZQxZAsInD5bDhvaux638U2h7hhTZcfp9xGTK5dRuvCoJ9CSYfodZMkb9EUvFY4TTJ38IeCLvvXL7MtQmZYOBlqonu4KbmPKoZUKCiKv2DtzdRDPRfVpy/b1cr2g6FNp9DMW2kIDb5zR5XnbWYugLnSxJoF8MoZCaeFDZyqKVNzCVUMOUBdu72ge5yVwqlS6GEQ5BMfjihqv3WxQ8UU0YnnzFO91Xrf/G1Cp+X3P55t+S6ygyx4MwmhFK9RxZAD5OXnwxmvWjuHhSfJC6O4FEbf7rrtLh3C4iLleeCP4JRPOS04KIYr52ao712dxMZrIkIDLlyL35uQnDiKp6hXUg6QlyfQqiPcWAmFbeCTGHF5blwJ389y3XZhQdBP4OJp0LpTCpJmGKd8zOle3KZEUtYP1kVmb4sgDd5uSnrQbyplQp9av2rl/arYpmez4naQ5+Iri2Zh2eQw/O/Uq3l7zwHQ3mV2tHj0PtqbdmKRwTSpSiMOPy6XZkj9unIHVQyp0ql3yG7/ne6f1iMoP8y53Cv7/5wXI8vG3OVN2+Gc+FB62lX8x6nPuKoWMjptZNwrkWWN8xhK1lDFkCpOQdyS5Rd/C9ltyLM8ntofelGCDUUZMoRN1n7SfwKka5VzgnxX0AJyfe8KbPvBet+xHoCZbY5wbb5rVejwW3MKabLikySFU7zClWIQkTEiskhElopIRMJiERklIrNFJCAip4QdO0dEltivc7wSvEUSZsbJK7diCeUXJThiiDZmD/vDdd66wLmeFySYd2J7Xo5lY9tVs8dNe9B637AUgH47Z8eo7AK1L/mSuI+LIpIPPAwcjZX/eaaITDLGBGdRWQmcC1wTdu5uwC3AEKzH2Fn2uZvIVc4NytK3AAAgAElEQVR/F2q998l35NSn4ZsPIp/ISkpjR6jschCMuIIV33xN+Zp3mst3hl72dju/91DYMFonFgSwXhLLU7ElrwMejtW8oz7gm1FYWqgJNfO0bUjV7KOKwY+4GTEMA5YaY5YZY2qBl4ETgysYY1YYY+YC4Rm+jwHeNcZstJXBu8AYD+TOHj2GQa8oK5GfOtZ9O1fOgUPGx67TqiMMODmy/Jolsc/Ly4PRt4UqBQc6ts5c0qB32zt8jiAa7KxrNUUdXbXXuiRNmfBSpSWZQYyBVV+Elm1cFrK7uWjP+O382o5G65RASQRGXJGkgEq6cKMYugHBsaMr7TI3JHxu1ZplrPkuzo3Pr6z8zH3djuVwTOxMalEpSCXDWjNt+h/jSTvx2CGtqI+zFm2/3r3gd6v5pv9lrtosLMhiJjyAPqOz238m+PwJeOKImPmsWwdc5FboepD17uRE0WFvGH1bWKGOIrKNG8Xg9C25XXLq6lwRuVBEKkSkok39FjasiRFkK5fxMuiekw9/ohxwauptuKCBfGgIxKyTt/fBUNiK4nyXN4UugzyQLAV+/ghcNQ+Ovy+0fI0/Avp5wup51ruTm7PNurb7xm+nycU69Ltde8xjoe7SNsZoWO5s40YxVALBd7TugNswma7ONcY8YYwZYowZAlC9I32xgaKydZWVYCTG01HKdCz3rq2DL029jba7p96GCxokP246x7y+lhlunyPOilmviQTnMDynoBg67AU/+hX8fn1z+Ts3ZU8mz4n//LetKIGw52EL3Hbv4uyJtmi1uqtmGzeKYSbQR0R6ikgRMBaY5LL9qcBoEekoIh2B0XZZTBoC1bBxefMTSyZoTFD/3Imx66VCHw8XfdneHHXto7t51rTKzI0/KsfeAz/+nTViMHFGDPnWT1HcKqv9TwrdP+ffcHS4SSIDiEB+ls1a6SaG59DKjQ55n6Ox/89D94vbOtfTGFhZJ65iMMYEgPFYN/SFwKvGmAUicquInAAgIkNFpBI4FXhcRBbY524EbsNSLjOBW+2y2ARq4MFB8NihSX4sD/HyRzr84ujHEjUz2UH1dvSOnkqzpjRymJ5Rhl8Ih19Hg+Qzpvptd+e4dV/s/ZPQ/Z6jYKROYqbMR3fBpLDr+Fn0xYoSZyX+1j2Cgj/2OjL0YJcDHc8pEjUlZRtX6xiMMVOMMX2NMb2MMXfYZTcbYybZ2zONMd2NMW2MMZ2MMfsHnfuUMaa3/XKVPbyhrjqZz5I4q+fBimnWtpMCWPUF/MHD3ASxJo3Dn4Djsddw+L9V1PSK7uTlFxdxozFycoOabfDRnTD7WQCqF39kla9fFPUUieOa2/6QXyUsxj4fq4LPNv78xwYSGJ6mwmOHwjM/tbbfjli3B5+HrkSmKMrQN4xNbXsnnuwmmbt4URsK8v35FQbTIC3Yr9+JXA0dvSwoz3jVekqqwpxAnOaJ4pnR9KEgJ/Hlt9bt+7cy3+n2Nc3b66I8IRW7y+fbvuu+SWQVS+7xPk/8b48tq0twId0EFy6QfuadmzPbnzGw4ZuUm9lU1TxSD/zdwZX5f49EFA040DlPyPw9TrTW4fT6ieNxxd/4UzGs/TiycPV8qK/LSP+BVXNSOj8vT2CPAzySJg4x5kCkpfqD+3xBlMn0Za94Ev46GFbOSKmZleu3NW0XbFoaWWHNVxFFrX80zrGtfQ86DK5fAW0T8FpSfIMvFUMEG5fDYyMz5goYqA9fwJ0YUlIKx/8lsZNcjkbCKcqLrhjaFMdIjBI+EZhJJmzhy73Pa94/+tbEzu99lLfyeEwgkNrvJ2EqK6z3jamNGlpvj5OVbU2kl2BxqfONv7DARVIexbf4XzFUbYCZf7e2K2d61+6Sd5u3w2yngYC9H2dRViPVrcMWm42+PXKV57AoEVLPs8NW9PuZq77CaV0Q/fE05oNrlm2/XTYFfZcjr4xdecDJOZWZraqmNrMdho8at62x1uUkSJ/598WusCPSobAomgJINBPguf9JrL6SVvyvGF45A6Y3ust5NEa/sxu8EBQENsxE1bBtNQAmfLFb/zA/bJtvRj0QWuAUefOndzvLstdwy6Ze5mIFqRO794t+rKAk+rFR1ybXn0esaW193tq81vErH3xZTmVm61C3Njsd//MS6yHnz33hLzF+F8lQVw1bI+eKJJrThCQ4Yij3gWu60oT/FcPmoFBLVetSb2/HRqjdHlLUEAh9wmv/iWXa2Bn+5BcltlH+hrDJ6kw+jbfd3VIspz0HZ74eeuzQq6Kfl+WQEp37DAFgzdEPOlc42+0aSp+SqUVa1Vtg7svN+4EgV+9aDyMIhP1n4rLbPrGPt4k+9zC7TZSEVUrG8L9iqAv6cW+OYwN1Q1h0SICd1c7rJkz4n9spqQhQ1G1gaEE2FhD0PzHS9l4Y42k8y6akrkdeDOe9Q4+DT3GusM/hmRUoVYrC5ogmXZ6Zfld8Gv3YD196149JcN6kW5QUt5dMt96dfpt7W6OGvIbMOJko0fG/YqgPe2pPg494NMXg9vbe88Cwm5hfVpbFItsyilhmNDdyNEbnDD7XbxSF3ei+eD5DHce4Fh6OWhq+npLYCdG+oz36w1F/gLP/GXnsV//h64L9yDcZnqNRIvC/Yggfwn6bQGhrJxz+LDt37nSs2jqw2VWTUe2s2aZDjHSZubTwKCLsgg+v95g/ZVuCSGIlc0qQvMlxHARKw39rMb6jQ6+Kamqql0IKdMSQdXLo7pA+du50YT899Or0C+I1bTrH8Pn34c01Hr9ZaE1E7z0i25JEMuAX2ek3Vojql53XGKSF88NiYyb5sBTIK9IRgw9QxQDU7nRI1dnoG97IURMyIYr3RJkX8aU5Jh7tu8KYO6N/pl2Qhs8eDi0IHxHXJDhpnCztu8L+wcoxud9XgxRSYOwRw8oZji6ySvpRxQAMmOywhuDvLWQpf7h9vpEMKgZTPipjfWWVfY/LeJeyalZowVvXh+7fk8YIu+ETzL94onk7TtTVaNTnFZJvApaCe2o0PHdCCgIqyZJziiH16TT/xxbylP4nWvmlIeyJLnPI4KDkOyWl7k/MVFgRrxj3Ysa7lHDnjC//EbofyFCkYvAkL0VDXiF716+ETcutgkzmZFGayDnFIJ8/Eb9SIz/MCYmQunXxNDbNzUKAvmzTsdxa63Cqq6jn3jPwNCvL2ejbrXSYbrngfbhuefrkUlLjsN963mSXgBXR1bx6judtK+7JzXjIP8yFLgPj13vcNmEMuwCA9i/+NKnuTLuuuThV6y/yC2FEgr79BcWxc1go7qjZlnQsroaCEvKcRh1FbWE/701ngQZrRC+rcycESkvE1YhBRMaIyCIRWSoiEYkLRKRYRF6xj88QkXK7vFBEnhWReSKyUERudCVV5zjhIR5PYmVkCjkeGn6UeLIRRfENS99L+tRAx94eCuKiP5NzRowWSdxvQUTygYeBY4H+wDgR6R9W7XxgkzGmN3AfcJddfipQbIw5APgRcFGj0ohK2b5wnss0kImQgndG3qhrUuv7sBTPV5QU2PFW8vkhdhzsvbkoJonGWFLSghv1PAxYaoxZZoypBV4GTgyrcyLwrL09EfiJWKu+DNBGRAqAVkAtsDVmb4WtofVuGK+NN89Gz40cj3h5baOyxwDrPTwJurLrMf+N5jSyGaauKsGFbjc2Z26TklATVNXQ9Ib60DSw/sDNt9ANCIpkR6Vd5ljHGBMAtgCdsJREFfADsBK41xjjyjFZvPQe+td4WBuZZCRjZCqgmuI/Xr8AJpTCxF81p5HNMPkNLhaMBa+SDpqPyA/L6Vx/0Nn2VowHty4HJiBdKH1r5id9ruIdbhSD0y8g/E4Xrc4woB7oCvQEfisiEWvhReRCEakQkYp161xGUN2UQEC9jMWtAQ78ZfN2Y9hrfQraNdm+Dua9Glo26xnrfcl7lsfchFKojjKI3r4OPrgdGlJL/FMiLkJMVK13LG5VGPrbLSwsit3OzZvggo9cSuYDNn1rfQffeZjrpQXg5o5VCQQnMO4OhGcBaapjm41KgY3AL4G3jTF1xpi1wDRgSHgHxpgnjDFDjDFDysqscLxbu8eJrhkviU6yf6bhFyd33n62qeqkR5vLTn3Gml/YY//k2kwHV82DS1KMN6W4wym66b+vtFb0vnAyTLHnnv73CLx1Q0TCKP59Jfz3HljukOo2AQpwl3DKifywR77CgjiOjHl5SS9uAzAHZjCMB8ADtnfja+oeG4ybb3Am0EdEeopIETAWCA+WPwlovLKnAB8YK2b1SuBIsWgDHAx87UawnbsPdlMtOiunJ3delGQ8cTnlKbhmSWhZhx7wk9/7K/xEh738pahaGsGrgaOZENcvDt3/6I8w49HIDIWL7Kxm0eIheWmi3LHBVbWCkjbWRprCosvPHohfKR04JCHalYm7jsEYExCR8cBUIB94yhizQERuBSqMMZOAJ4HnRWQp1khhrH36w8DTwHwsc9PTxhhXDsqpTj7vrN5Jq/jVrJW4jfbV/j+H9l1i149GQbGVNEfZtckPNrVEuXFPGu9cnuiNPgUX7BB2boKXwp7Ux71srZoOj0tV1BYum2k99KQDXbfiC1wtcDPGTAGmhJXdHLRdjeWaGn7edqdyN7Rtldry+sCGBFbMXjkXFrwBI6/y19O9knsE39y/+Ef0eonQOAdRW2XlUi4otsLPP32sN+3fVR5Ztq/ddrhJVvKhrK83/bqloSEl81RSGGON7JJNuZvj+HZWtG1xCoph8Tu0e9fl2gGDlU/40KtVKSipE/yEvdCj9KQTf2XdqO7sCo+OtMpiZW7zkvAbcqZv0ABLpsavkyjGxJ6HnPsqPDzMchBYs8D7/n2ObxUDhW2SP3f9ovh1FCUdpLoYMhqNMcI22PNYieZgjpb/ORdcqeucE2mlxHsT4NaO0Y83huSYcg08auf/aKiHf14Ga11Nk+Y0/lUMKdkaE3jyLz80hX4UJYzi9smfGyuv8vSwvAvTEpykrdkWpU8fKoaIkDhpkHHa/YnVn1BqeYd9+Q94ZHhzeX0dTP4NbA131Mxtckcx/G5Nc/hoiBlO2Gz5LuqxJvIK4EfnwgkPxq53SJSJQkVxIlY61XjEihwc/NS8bXX8tko6hO6Hh+duwoeKIUxB1tV6FDp8+X8tE1GyPH9SZNnS96HiSUs5tCD8qxgGnh66X1gCbfdo3p/xeNRTZcZj8dsvKIGfPWClv4zFkTfFb0tRGknFM21TDIeJ4EWSf44yIXryk1FPr58dZSLczYihTVn8Op4SKlPhpEu9afbZn8EbF7irO/2h2McjMuXFjvSTa/hXMTgl/QgKsLXTKR0nQFUcf+xz/g2descO1Be8yEaDeimZIpYpyY1jxAGnwFF/gFHXwe79Qg7VBQLWZOvjo+CroEnxbS5MIOMrqD/jDerHz45f1wtOfRYGjo1fLxGW/9d93S0u1jSEZ3j8NjtxsNKFfxWDEwXNPuKrN0dRDDGSo29q3w96joLLZ8GeMbKDnRQ04iiIEwJAUbwi1sP7th/ctXHoVXDk72DcS3DWm03FgQZjmV9/mANvXNhc/34XWfJadSC/z0/I75zGNKHB7DkAfhHdIpAUzzqk743GfeHBox34flZk2YQEshP6nNxSDEF8tz7K0C1GqIy6fFdL3hQlK2ytdhHszi2tOkKvI5t2A/X1NGqehlgjE79SWZFtCRypXzkj2yKkhZxVDBIeV8amrjL6cPerfRJIuJOKd4miJMH3m4JcSqMF1kuSDjPvb4rFlFcfY8V0x56e9usZ4aabdBDNpTcGMvNv8SsFs/m7yJhYPiRnFcNh9f9z/PPUbV0b9ZyAJGAWumou/GZhMqIpSlLkBduSYphEk6U24KLNyzM0j+CCzb0dvIA8oL46iuvumxc6l8cikdHXlu/h/gHwwW2J95NhckMxHBElI+jU/4so2mmaJ623nPBM6MFEfLZbdYT2Xd3XV5QUKStsdss0aVhfsHltsxt34LtZzjbxbKxsjkJemgIR7PhTlJAeC/+d2Eht/RLy6sLmOj/7a/T7TKPX2ddTnI/7CP/8CmKx1yGOxfXfR4Y17jS1ed1BcZ8jQo7169pyJoeUlsdu9c05Eapqkg+VHQ2Z2bxOwnx8t+fte014yG82JhD/LAbtiGEy+vQ+9w09FJFBAN65CVZ9EbvtHIjM4G/FcPGn0G1I1NXJ9VGSizRSUlQIVzVnhOrWQSeflQxwzJ0pN9FQn4BiuPhTy8UzDmULmxNWme0uE2Jlk/AEVw8OSn+fiz3IN18fJTHS0veat1f7O1OdvxXDngfABe9Hhv61Kapy4cIXHB5Yg+QpmaDHwSk3EQi4yLrWSNl+CecVL1od6W65fu/jEmoj3dT8KAmbf6p4kQL4i+fi1/FCAaURfyuGVGlMrdmEKgYlSww+O34daPKMyVs02V39H//OeTFoEnTe24X/fgbZrWOMIHd+Zq2D00og3BXZh6FIgmjZiqExkXn5YdmVQ9m1CEtiY25YCcc7BG27yGE17pyXrCY+jHSsiGC/4+Hw65KRMHdZlkSa0w3feC9HIgRq4fbQsCI1axZHqewPXCkGERkjIotEZKmI3OBwvFhEXrGPzxCR8qBjA0VkuogsEJF5IhL+GJ9+jr8f+p0Ae6U+xFeUuLTdHW5qdpuWktJIc+iELdDlwMhzYwSHjCDcBu/EBR+6b293f40YnLx76v95WeLtRLP5pw3bMtFQD4vfcYyjVLzgVfjBVTLLrBD3lyUi+VgpOo8F+gPjRCT8F3Q+sMkY0xu4D7jLPrcA+AdwsTFmf+AIILVvaajLIFjBdO4Npz+vaQOVzJHsby2RpDBDzotfp9tgNg2/1l17A37hvu8ssWVblDUIsUhlbrFdFzgpwfAc39urtGc8Bi+eCq9GMSM+7l9LhpsRwzBgqTFmmTGmFngZODGszolAo1vEROAnIiLAaGCuMWYOgDFmgzEprtz56T3u6mUrqbiipMKXL7gL+DZhC/T6sasm83sMjV+prF/8OpnG4Ya+m9mccDMNccz5De1j5K8efburPpYV9oks/PCPAJiV01214SfcKIZuQHCCg0q7zLGOMSYAbAE6AX0BIyJTRWS2iKRuEHWr/X90bspdKUpWWL+kabN6zx+l3Fxh98Ept5HL1MVZnJzXOBfpRCuXE+CFYa7wdTuh1hrdSA7GpnKjGJzuxOE6OFqdAuBQ4Az7/SQRiQh6IiIXikiFiFSsW+fCv7rP6ObtnYk/QShKRhj7opVLPFGCHn52HvLbyOPXLkuoueIib7yWMk6JvSD1gNNSaqY2EGfIEG9uJVg5RMnP0rVr99CCHFhAGAs3iqESCB5rdQfCg7g31bHnFUqBjXb5x8aY9caYHcAUIOLxxRjzhDFmiDFmSFlZgklBnjw6uKHEzlWUdLLfcXDUhNh1JmyBonYhRSbQHOSuqF2nyHPaOJTFIK8gumKoLz/c2uhYnlCbGaHdnnDpDDjxYYxb+YyBdaEri2vtxYLz9rnAORZUvORKfUbDwZc1bzsgx4SZnD79iytx/XrPcqMYZgJ9RKSniBQBY4FJYXUmAefY26cAHxgr2MtUYKCItLYVxuFA6itI8oJ+6OuD3L7Wtfwk3UoL5KTQjIPydrPjXxsvnvbzo0+E5/3sPmtk43X+A6/YfT8oKEJOeRqAdUUx5gMaGqzsdg8Pg8VTm4rzv7bWhFS37QGdnHJKxLk5i8CYO5s9yfoeG1GlqG1iyrq56xxVDPacwXism/xC4FVjzAIRuVVETrCrPQl0EpGlwG+AG+xzNwF/wVIuXwKzjTH/SVnqMufUhpu/+FfKTStKxul3fPRjXqzJjGFDF7BGNiU+jyPWbTA/SBlltd9FTy607EPYvsbaDopX1GG6NQlcvMNFtroIHG7c4fMJA05GkvVC21qZ3HlpJsasSzPGmClYZqDgspuDtquBU6Oc+w8sl1XvGHG541Dt2001dHCorii+olcGcgu0QLoYe/5x80rnCv8N8lj86I9wROiSq1WbaxgYXHDm65BfBKsig3G65tfvQ/chCeVYWDNuKnu8dIy1U1kBHfZKvv80kZsrn1vv5lhcXBMn37Oi+IGuCQSD62yPjvc/CX67GK5OYJ1DS8bJBBMlqObi0hEA7HvUuaEHeh9lpfo9ZHzkSbE7t96O+D9LKUDUeG6OZ5ugYeDs+MEPs0FuKoYo7LfcnxdZUYDm0CxDznd/TnFby7Z96jPQbg8o7R73FEeCJ017H5VcG34iPOfy11Ngw5LIek/8mL5bPmODaU/5vg4rzSF2DorODrkbGq9fLBNgNDr2ZM/SoOAPyz6yckD4LNpt7iqGvCAr2F/2t/yGbdYMujwLAilKHM58w/KyKQ1fBgRm0Jnp7fvw653Ld9snvf2mierKOaEF0RaRrbK8kHZKCdLoBvzj31lxpuLx+w3OZp5BZ8D1K2CP/d0L3MglnxExcXT/AXBv78TbSiO5qxhOa44tz9ZKuGPPpt3te7lbEaooGaWgyPKycUASMS8lw562dX3or0MnmnM0FH3J27+xNj66C1bOYN3O2PW7E5Ty9/DrYOwLoRXaOLjJR5u0F3G/8C2cotaRZdX+W4vlavLZl8Tway4qzNEFPcquS1Hb9LZfUAQ3VkJha6haB/NfT29/aWDboAtp92VzFjoqnoKP7oSP7mRtz3NJcAVUKFd8CZOvhmPvgq8nQ8eeqYobyZX+DZoXTu6OGGL4HpcUup8IUhRfMPA0TOvO6e2juJ01Sdpuz5hrG/xKUa+wTI6Tm1eV77/8mYj6Oyde4r7x4rZw8t8sx5bBZ0PPNAS4azRL7ZYGpeMxuasYOjkErbJpVZi7AyFlFyUvHxl+UWjZlXOc63rB79dak9o5RHGCloBW819MkyRJsPv+zWa74nbOdSqeypw8ccjdO2hBUdRDJUW5+7GUXZhwF0w/hqnIJgm4hGad3XpBl4HN7/3DA1I7MPlqOOjsmAsSM0X2JUgDBa3aZ1sERUkCf4ZH8A29jkz6VJNfnP7Evt2HQuVMa/sKh5hMbmgI+EIx5K4pKRado5uZFMW3BK816Dsme3L4lRRyW8tV8zwUJAo/dpGONR4ppqvxipapGBQlFwmelBz7UvbkaGGsGXKttTgwU+xzRNKnrtlc5ZkYqZDTimF2j3PiV1KUXKFVRyvS6bXLYq/GVVyz5Cd/Z4/jnXMo+JHaNYvjV8oAOf3rKwjsyLYIiuIt+x2XcL4FJTp9DnOM7elbOn90LezYCBVWmHEaGmDi+bAxseRMqZLTiqFbmtcEKYqiuMee3hYXt9VjnXPXt9rwFbw0FiZfZS1CXPkZzJ8IDx7koZzxyWnF0Gkf62IFDgoyKWmuZ0VRskH5YTD0Ajjhofh1B/wi+rHvZljvE89LKJy3l2TfLyoVhl8C+/yYgj36wxd2ZNWfPZBdmRRF2TXJL4Dj7nVXt43LVe6zn0tenhRwNWIQkTEiskhElorIDQ7Hi0XkFfv4DBEpDzu+l4hsF5FrvBHbJi8P9oiTyFtRlJbDNQ6htcFaWTxhS86t5o7L/IlZ6TauYhCRfOBh4FigPzBORMLvxucDm4wxvYH7gLvCjt8HvJW6uIqi7NK03R2u+CKyfPDZmZcl09RVZ6wrNyOGYcBSY8wyY0wt8DIQvr77RKAxS85E4CdiBz8XkZ8DywBNPaUoSurstk9k9NPwOFMtkdrtzdv1gbTOP7hRDN2A74L2K+0yxzrGmACwBegkIm2A64E/pC6qoiiKTauw7O65mFfijCTMRHXVUFsFt3WCW3eD50+CKu9TGrtRDE5XPDyoS7Q6fwDuM8ZsdzjefLLIhSJSISIV69b5K8Wdoig+JFae5iM8CE2RCfocnVD1qmmPwx17wJ1dmwu/+YDqNxPNWR0fN4qhEugRtN8dWBWtjogUAKXARmA4cLeIrACuAv5PRCI+hTHmCWPMEGPMkLKylNJtKIqyK3DAKc3bl4cFrBtl+7gMvSBz8mSANp/d7VhesnSK5325cVedCfQRkZ7A98BY4JdhdSYB5wDTgVOAD4wxBmjKdiEiE4DtxhgXTr6KoihxGPcKrF8EnXqFlufl5553Ut9jYbF//HPiKgZjTMB+yp8K5ANPGWMWiMitQIUxZhLwJPC8iCzFGimMTafQjlw1H0xDxrtVFCVL7DvGerUEilMM4zChNH6dBHC1wM0YMwWYElZ2c9B2NRAzKIkxZkIS8rmnQ4/4dRRFUfzIwZfCvNeyLUUTOR0SQ1EUpUVQ4K8c3KoYFEVRssVP74WCVtCpN6bbkMjjh8UOFrFN0hNJVBWDoihKthh2Ady0GgqKkZFXNpf3HAUXfAhH3gT7Hhf19NalLmMuJYgqBkVRFD+Ql9+8fcBp0G2wtXBv9G1RT8nfc0B6RElLq4qiKEpilO3XvL17v+btTr3gyjmR9c96E37+aFpEUcWgKIriB4LXY3QPm2/oWB66P/hs6HUklLSHsydBn2M8FSW38zEoiqK0OKLEfTrlaeiwV6TS2Odw63Wmd/GiVDEoiqL4hWP+aN3knYiV9c1jVDEoiqL4hUMuzbYEgM4xKIqiKGGoYlAURVFCUMWgKIqihKCKQVEURQlBFYOiKIoSgioGRVEUJQRVDIqiKEoIqhgURVGUEMRKzewfRGQbsCjbcrigM7A+20K4QOX0FpXTW3JBzlyQEWBfY0w7Lxry48rnRcYYh4wV/kJEKlRO71A5vUXl9I5ckBEsOb1qS01JiqIoSgiqGBRFUZQQ/KgYnsi2AC5ROb1F5fQWldM7ckFG8FBO300+K4qiKNnFjyMGRVEUJYv4SjGIyBgRWSQiS0XkBh/Is0JE5onIl40z/iKym4i8KyJL7PeOdrmIyIO27HNFZHAa5XpKRNaKyPygsoTlEpFz7PpLROScDMg4QUS+t6/nlyLy06BjN9oyLhKRY4LK0/qbEJEeIvKhiCwUkQUicqVd7rfrGU1OX5hlerwAAAajSURBVF1TESkRkc9FZI4t5x/s8p4iMsO+Nq+ISJFdXmzvL7WPl8eTP81yPiMiy4Ou5yC7PCvfu91+voh8ISKT7f30X0tjjC9eQD7wDbAPUATMAfpnWaYVQOewsruBG+ztG4C77O2fAm9h5eU7GJiRRrlGAYOB+cnKBewGLLPfO9rbHdMs4wTgGoe6/e3vuxjoaf8O8jPxmwC6AIPt7XbAYlsev13PaHL66pra16WtvV0IzLCv06vAWLv8MeASe/tS4DF7eyzwSiz5MyDnM8ApDvWz8r3bffwGeBGYbO+n/Vr6acQwDFhqjFlmjKkFXgZOzLJMTpwIPGtvPwv8PKj8OWPxP6CDiHRJhwDGmP8CG1OU6xjgXWPMRmPMJuBdYEyaZYzGicDLxpgaY8xyYCnW7yHtvwljzA/GmNn29jZgIdAN/13PaHJGIyvX1L4u2+3dQvtlgCOBiXZ5+PVsvM4TgZ+IiMSQP91yRiMr37uIdAeOA/5u7wsZuJZ+UgzdgO+C9iuJ/cPPBAZ4R0RmiciFdtkexpgfwPqzArvb5dmWP1G5siXveHso/lSjecYvMtpD74Ownh59ez3D5ASfXVPb9PElsBbrRvkNsNkYE3Dos0ke+/gWoFM25DTGNF7PO+zreZ+IFIfLGSZPuuW8H7gOaLD3O5GBa+knxSAOZdl2mRppjBkMHAtcJiKjYtT1o/wQXa5syPso0AsYBPwA/Nkuz7qMItIWeB24yhizNVbVKDJlRFYHOX13TY0x9caYQUB3rCfTfjH69I2cIjIAuBHYDxiKZR66PltyisjxwFpjzKzg4hj9eSajnxRDJdAjaL87sCpLsgBgjFllv68F3sT6ka9pNBHZ72vt6tmWP1G5Mi6vMWaN/WdsAP5G83A2qzKKSCHWzfYFY8wbdrHvrqeTnH69prZsm4GPsGzyHUSkMQRPcJ9N8tjHS7FMkNmQc4xtsjPGmBrgabJ7PUcCJ4jICiyT35FYI4j0X0svJ0lSeWHFbVqGNTnSOCm2fxblaQO0C9r+DMt2eA+hk5J329vHETo59Xma5SsndGI3IbmwnoaWY02YdbS3d0uzjF2Ctq/GsnsC7E/o5NgyrEnStP8m7OvyHHB/WLmvrmcMOX11TYEyoIO93Qr4BDgeeI3QCdNL7e3LCJ0wfTWW/BmQs0vQ9b4f+FO2/0d2P0fQPPmc9mvpqfAefPifYnlbfAP8Lsuy7GNfzDnAgkZ5sGx27wNL7Pfdgn5ID9uyzwOGpFG2l7DMBnVYTwPnJyMXcB7WRNRS4FcZkPF5W4a5wCRCb2q/s2VcBBybqd8EcCjWsHou8KX9+qkPr2c0OX11TYGBwBe2PPOBm4P+T5/b1+Y1oNguL7H3l9rH94knf5rl/MC+nvOBf9DsuZSV7z2ojyNoVgxpv5a68llRFEUJwU9zDIqiKIoPUMWgKIqihKCKQVEURQlBFYOiKIoSgioGRVEUJQRVDEqLREQ6iMil9nZXEZkY75wU+hoUHNVUUXIdVQxKS6UDVrRJjDGrjDGnpLGvQVhrAxSlRaDrGJQWiYg0Rg1dhLVIrZ8xZoCInIsVjTIfGIAVW6gIOAuoAX5qjNkoIr2wFjSVATuAC4wxX4vIqcAtQD1WkLKjsBYUtQK+B/4ITAb+ChyAtdJ4gjHmX3bfJ9G8AvVFY8wf0nwpFCVhCuJXUZSc5AZggDFmkB2NdHLQsQFY0UlLsG7q1xtjDhKR+4CzsUIhPAFcbIxZIiLDgUewYtXcDBxjjPleRDoYY2pF5GaslbDjAUTkTuADY8x5ItIB+FxE3rP7Hmb3vwOYKSL/McZUpPNCKEqiqGJQdkU+NFZOg20isgX4t10+DxhoRzAdAbxmhbMHrKd8gGnAMyLyKvAGzozGCn52jb1fAuxlb79rjNkAICJvYIW6UMWg+ApVDMquSE3QdkPQfgPWfyIPK+b9oPATjTEX2yOI44Cm1I9hCHCyMWZRSKF1XrjtVm25iu/QyWelpbINKwVmwhgrz8Fyez6hMd/vgfZ2L2PMDGPMzcB6rHDG4X1NBS63s2chIgcFHTtarHzSrbDmOqYlI6OipBNVDEqLxDbXTBOR+VghtBPlDOB8EWmMrtuY/vIeEZlnt/tfrOi7HwL97eTxpwO3YaWKnGvXuy2o3U+xIqJ+Cbyu8wuKH1GvJEXJELZXUtMktaL4FR0xKIqiKCHoiEFRFEUJQUcMiqIoSgiqGBRFUZQQVDEoiqIoIahiUBRFUUJQxaAoiqKEoIpBURRFCeH/Af01WUR8zaeZAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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AREaISDnwY+DvIrLEvXYLcC2O4ZkLXBNYFAfOB/4BrAI+I8FF8I0DTg2ejLs++IZCjEZBm4jFNMMwcp7qmtqoda32lEetMzKDr819qvoS8FJE2ZUhx3MJn24KlZsBzPAoLwMGJaJsKFXdhgRPWnVyXnsOpyjEaJSUNkyl6BtVWPlq8tf7pb4OCnIwqZRhZIm+L03JtgpGDPJ2P35RkYe96zKA4hCv35IWjTAa8x6Cx36S/PV+sUi3RnNlc/TERUbukrdGo7DQ++m889o39x2XtmzlHHhsAoxL+dxk1Eqc+uhDccNoytTPje+IYuQeeWs0qupCXO/6HQeFJTDq5+zc/7h9xZ3bt3MOklkM37m+kRr6o67OjIbRzPjofpjenoJsRWUwGkXeGo2ObVoFT9ruB3+sgB7Dwtc6QtcKDj0psQ4ic2Skid1V5o5rNDM+frRx16/7BP7cF3b7jDBtpJS8NRq9unnn8T2gS5QwIpPuTKM2ybOnsirbKhhGhmlkSJ13b4W9W+Dz/6ZGHSMh8tNoTJkZ9JiKoDjKWgel7Z2/HGPPniSSQhlGPmNx2PKa/DQaB8cIiBsrQUt97mX+2r3if9lWwTDST309tU+fR9Vnc2Ddx9nWxmgE+Wk0YtE5RpynKPm4U51Xd+WBZ/qW7fvBH1Lad7Nh10Ynbtj9x8WXNbKObvuCosVP0uLR7zS+MZuWyipNz2gUl8L+Y2C8R1a+kefBEQ1/0GvrfRiN3672rcLO1n0AqJKW8IPYsat2tj7Ad7tGCDcPcF7XzsuuHoYvavb4zXDpg71b3QOb5soGTc9oAJzzMhx1gXfdSX+DjuGpJms3Lo/fZgufeTpadmL/9bOdS3QvDI29u3VVp7H+2jWMfOaj+1PfpubedHNzoGkajXhEGIC6rWudkMz/vQnqaryjbPpOZq+0PcLJeFt9xM/iStfXmsut0fQpWfjPbKtgpAhfsaeaHCf9De771r7T2ro6JyQzQFEJ9P1Ww2v8Go0Jf6LF4FOg3zGUdDs0rni9hU03DCOPaJ4jjR5D4UfBEAYauvt7x9fe1/h1ExxyqiPrw2AAzsjGMIwwvtbO4QXf/HVDIUv9mhXyz2ic/kxq2jl88r7Djq9eFFIR5YOYQt/y2u5HBnuzkUbq2FURM4GPkT+0axHx09TaazOvGY1skF9Go8cw6H9CevvYuxV97JTo9UNPhyPOalQXRYdODJ7U2kgjKkufh/9cGl9OFeY+ADf3h7/0jS9v5BZnNszp1roowiAMP7fhdTbSyAr5ZTQywcKZyK4owQr/sB5OugMKY6SQ9eLXy+C8YPRdBgeNUpvazUko2Qz4+F/w5Jkw14fXTdkD8B+P6QsjPzjQYw1x/A3BVM1jf++40keweVclVO3MyU27TRkzGolQ3NIJgtjKO+5VVNr1gJ7BKSk67A/THb/1kZXv2bpGJHW18HyIy3RtNXz6n+jy//lN+PnGZenRy8gMI86DIafAqJ8758WtPMXWrf8abuwFb3vsyTLShhmNZDgm+CO1pZ3PBe9Y2LpGBBHTDm/fAE/8H3z2prd4JHePhooVqVfLyBD+pp0O/tQNrf7OXxJr/rM3oTp6HnIjNmY0kqGoZN+hFhQHXXQPOzm59maMT4FSTYjIueo5dziviSxyb/8qdfoYmWXgJF9iJTU7Em97y2p49GSYdWHi1xqAGY3GIwKHfM85btU5tmw01i9KnT5NggijoW5KXHcHcN22tRnWx0gXlV0GhRf88H7oe2ySje2IvzhetdN5XZwiL8xmiBmNRtKxVbHj1QXQ55jkG9pVAe/eZh4hABuWeJe792bLDptaaCoUFrcILxj8k+Bx4CGsZUcAqnqMjN7QhiXwp95QNqNh3cZlUG4xylJF89wR7pcJf4KS1tDl4KgiBSLQewT87vOoOT72ccnS6Dk9nvu5ky2wqBRG/6IRSjcB1i+MUuEYjQL14ThgORvyguLv3+IctOsJOyJGkGMuhNZdYehpABSd9iTc1Me7oXvGOK9L/w0jItxz7x7tvE5PYdDEZowZjViMPt+/bDyDAdC+Z/S6wBz8K5c1e6OhGiV+qTvS6PDE9+K2seP1m2n36Mnw+3L/wSaNzNPZjVY89W3Y8nl4XWExHHFG8LSFtxdVKFpfF/7Zqa9rrIZGBM17euqY38SXSSN1LUMMzSbz9glQtzlaGHrHaBTujb8g3u7rOc7BHtsHk3V2bYxeFxgRtukG+4+K3U5B/GfctdsjPBGrIhbLbfq30fgyGiIyQUSWi8gqEbnco76FiMx06z8UkT5ueYmIPCgii0RkgYiMDblmilu+UEReEZEENz+kgKOmRa87+T5/bRz7u6S7LzzFIn96UfT+7d4VyYTCth+J7LN7U4zKBKYRC6Kkcg5h297a8AJzrU05cY2GiBQCdwETgYHAFBEZGCF2LrBVVfsDtwJ/dsvPA1DVw4ETgVtEpEBEioDbgW+r6mBgIRDjFzxNxPoQDokRSiSUlh2S77/P0clf2wzZtKsq8YvuGApz/5F6ZYysUNm2T8z6vtXhI/baT2amUZvmiZ+RxkhglaquVtVq4Akg0pF6EvCwe/w0cLyICI6ReQNAVTcC24DhOI8XArR25doB6xr5XrKELbhmivJ165IbOUTuGDcyTIz/WWFJ9DoP1o/6fcz61ho+sqiqCRl5bPvK0gOnAD9GoycQulOq3C3zlFHVWmA70BlYAEwSkSIR6QscCfRW1RrgfGARjrEYCDyAByIyVUTKRKSsoqLC9xvzhU1d5BVDl91s2drykMqqGBEPChPzxelQ/nZC8jW1IUbjtkHBPT9G0vgxGl6P0pG/ttFkZuAYmTLgNuA9oFZEinGMxjCgB870lOcjhKrep6rDVXV4165dfaibCGY0co7Xroxdv3dbZvQwUkble/emrK09B05ITL4oiou7kTR+jEY50DvkvBcNp5L2ybjrFe2BLapaq6qXqOpQVZ0EdABWAkMBVPUzVVXgSWBMo95JMribhhpFl/6Nb8NwWPU6zImyCB5g3oPB4xbt0qvPzg1OGmCjURRWpc7Qt+rSO75QCNVVlVHrNNLF1/CFH6MxFxggIn1FpAQ4FYgMgD8LCCSZmAy8qaoqIq1EpDWAiJwI1KrqUmAtMFBEAkOHE4H8Ck160ScwZWZqDI/hsDNKSPoQ1u8KmV64dIWzAcwPG5Ymrs8tB8Gtg+LLGTGpV4+JiLH/Dw7+bsJtdWjdMER6LPrMvTZqndwxFOY/mrAOzZ24RsNdo5gGzMb5YX9SVZeIyDUicpIr9gDQWURWAb8GAm653YD5IrIMuAw4w21zHXA18I6ILMQZedyQureVATr1hYMTGyobsVEf6xVfhxqN4pZQ3Npf4/cclZxSe2K5ixp+qPdaOxx7GUx5LPHGOhwQX+auUf5dbWdl3mkz3/G1CqWqLwEvRZRdGXJcCfzY47o1gGcMDlW9F0jdZGeeUkMRxdTGF2wGbNy6k2/Ekem97SMAytsNoxeQ0LqUqoUXyQJavSd1jbVoA4Mmw+KnAag+5nJK/vencJmKT50goPuPTl2/xj6a947waAz5v4x15Wkwvl6Qsf5zicK68PWD6tbdG8h0WfcWALvG/zXxDgJPvFtWw9r5iV9vJEWnr99JbYMhe6M0kVA/Rkowo+GFnzhS6aS57mKNmMbY3WdcVNGCZMLQB6a/7hgG9387utz8R2C6ed3kLIF84Z0OpLgo2j4PgdokNoMacTGj4cVxV2Ssq+oWtpAeYG/b8PlqKSiAk//uKVtc7OaPjpwvP/Kn0Tuo3hlfiU8eb5igx7xsUkdRKfSKEeLcD10OcnLYTJ5BQax9Htd1a1w/hidmNLwobpmxrkra2gc7QF1NxCawkrYw5FQ4cGwD2eJi9wmzweJ5jDWO2X+IEPWQ9XL5vWNo9DYN3+w5+nK4YgP87LXGNVRYBKf+y8lj4yMeVdrYuzV7fWcRMxrZ5qwXsq1BzlBXG240dhx+tnPgkdxq30gjkm4DYfKDnlW64PHwgnqP9aSK/PL8TimP/ADuPz597X/z4tS3KVF+wtK9Lvj1AvhzH1jQ/GJbmdGI5LefZba/tg39hWrrm2eojPoIo0Ghaxg8QmKXBEYavSOmOkZOhf4neLYv8Vx6t33pR82my+q3YG0ZfPVRWppvUZJYnClfhHjDbWt/SLD85d/6unyntkSTCSe0frHzuvqtxK/Nc8xoRNI68xHaI9lb3Tzj49RGTE/17uk41TJyagPZ4mLXkBw0PrxCJLZb7dqQtJ+RPxZb1/jUtImTphwkhYVpmkr64f1w0cds6P2dhC5b2H0ybWUvdV+834jOm58LtxmNECq/mXxujFSyd81HsObdxjVSXwcrZudPUMa18/jG6mfCiqTA/XiWNMzYVlLk8QPU5aDAldH72bkh5CSBe1MTPRyFEYEqLH4Gaqszkzlv8E+g04G0q0gsD3hNieMhV/TQxGBheRnsiZ/kK0iefL9SiBmNEEqPix12OVN0e/86eCjxEAthzLkdHvsJLH8pvmy2qd4N9x9Hpy2fRBVZPuK6sPOSohgf3RgjjbrQj3wDgxrD2JSnZ8omJ9kSLXOiT1a8Ak+fA387gvp348QSSyHFlQmMkAqKkUKPdbF/HN/4714Tx4xGKLm2W7iuJvlrt33hvO7aEFsuF/jnj+KKtKAR9yKEbetD3WcjjEas///D309J/3nB7P/XuOsfP9V53f4VLP9P4/XxScsDjvAvPPp8uuxe6V23MZE4ZTn2m5EBzGiEkmtG48vGzLW65MP0lNf7bBu+G/yAgSOiX9+qS/g1MRL7dH47JFtx5MK4TUGlHjff+5quafTKcmndOoGox+OupUfFnPQp04Qxo9FkyTEDmAgtO8FJd4YVSd9jYHyUmJbfusx57dzPeS0sht/F35AXufDOf//sLWgkTUGlsz6woTIDPzVjfU4v/8AJeVdUH/KQsGAmJOS1GPEwNmMivOTPYyvfMaNh5B6XfQ4DPNxmewzzlu/tjkL6hTzN+ggFU3RTHydkemCEUbk9MT2bMtPbw+7URfjdVd8iZW1FpUUbf3JDpzQs+/SFxNxn69wHjsDsxJfvwUf3+b8+jzGjkQv87E0Yf2PD8nyYWorGy5fB1SmO4XVAlDxdPYbB//saDv1e4m3ec1QwPHauTU9mmy9SOH1TkrkoC55879YGRTXfCS/TqpAwMxvjbPJ8fbrzWl7WSMXyDzMa+9w0s0ivI+GoCxoUV77nHXcpLp+/E57hLl089VPHtdKLD+/NbD5mD7dc3yx6CvDhPFm1K/k+cpy6Go/gfsk8tESJ0zW6/36Jt5UqvnU5HP4T5zgk/0rxEacFZb54n91vhRiRe46O3WZgVJqtDaE7N2TtodKMRlFimcDSyqXh3hylq5L0PHnitPgyqWDJs45rJThxeJZGJnSM4J2bYeGTwfPt5b6y9WWK+vo4X8Ibe2ZGkSxQXeVhNKqTMJIzz/AsbtkiA9NT0fh26FpHyP+4IMTlds8m2mwKcfn2+8BTm+J0wHu2OPcwVlyrzZ85WSVfuCi1ffvEjEaXAdnWIEibNAQv9JENLyX8uQ88eQZs+8q7/q5R8Oa18Ox5znx55Q649TC4xTNHV3R++RGcnwKvskg+edxX5sCmSk1kCBeA53+ZeEMbFnkWF6RrN7hfvKYeC1L087fu49S0A/D+nbBsFsz9h3OuCv/7q/OAFWDTCud1/iOp6zcBzGh85+Zsa5Bekl3crdoFdT4zCoZuBqvz+PFZv8jJphZKQr7wIXQ9GL4x0J/sT1/23+6/f0HRlih++6Gs/q//NvOIBhGGU027HultPx6F7kgnFUmbIvPd3De28W0GCATRDMRbW/gkvHG184AV4O2ITIUrZsNzv0idDnEwo5HthEvpoGpH8NjLA6ZqZ/z50Bt7wp3DffYXJ0/FjnUNy0KfnEJY0usUf3364YAxMD3FHlGPnJTa9nKEqEYjVQu9w85MTTvJUljkfBaOvzK+bDzSuJawdZcz3bVpd50TC22Zx5Tv1yHTaOsXOZEfIiM4pxEzGrnOVx/BnDuSv/7De8LPd66HG3vBnNviX7v1c9jxdfJ9B1ju8cT/zLmeogMO82moMkWbeFnLmwY1VVGyRa5MIPfFqtcqvBYOAAAgAElEQVSj16VqKigO9a0yEHD0qw/T1vTqjc4D35L1u+H2IfDpi7EvWBZS73dmoJGY0ch1HjgRXvuj99N6MuxY67wGXAbjEe9DC8TcSFixwvtpKQolI872LZt2Bk6CXy1sWN5U0vGGpEPt8Obl3jKf/Mt/ez7CwaSbqiEpHNGsjRIAcfOq1PURQaG7AF8fLU9IRNSCmqUh38/ZmYmdZ0YDoPMAz5wNOUXKFmlDfuD/d4sP8SgGocan10hdgnmao+Z8zgIn/Q2KPbzrlr2YU15fSfH1Qicd6qeOh17Lr97xltsexbEhR2l5cGLhSrRljHTL9x/nXR5rD8c7N3k7g9RWO1Oy1Xscmbpax1PqnZvCprsE53v+7dVR1lrfuj7stLhicfBk+SvR9UohZjTA8ci5YmO2tQDg04G/8q5Yk6KNVp+GuPG+cY23TMiHuLomypB3fYiXTMgTq+d8b5ryMyREh/3ZU9A6vlwope29y5+bmrjXV66x1l2rWDE7u3qkmsjP3yFxNnxOfih2/S6P34VYe6DevA5mnt6wfNaFzmL2v893ZOY96LjMvnmds6/KZcj6KPueAqRwl36ymNEAZ741m7mGQzjkx1ezc4LHGsZzU/09ScTLX/C/iCeYyHnQyu1wdYd9pzW1PkY4YesjEV/aBBYN6wvSNMqYVgY/f4dW9QlMK+0fZfd5UyFg6Oc/7LhDNxkiPm/HXRFTWjr0jt3czQPgsQSdM2r2NCxb4a7rLf238/rSpUEHkoDHlJ/YVwseS0yXNODLaIjIBBFZLiKrRKTB5KeItBCRmW79hyLSxy0vEZEHRWSRiCwQkbEh15SIyH0iskJEPhWR7E+I5gIitB19lnfd4z4+vJ8n6BJ6/9jw8//+Jey0ui7+Jqeaz0NGQX49rjwo8IoJlAq6DIBY0xBeTMn+lzOthD6xRrpD5zORDyndDo0j7+OHekUjp30+/qe363tAV3f9QtO4VpJK4hoNESkE7gImAgOBKSIS6Sh/LrBVVfsDtwKBcKHnAajq4cCJwC0i+1Z4/gBsVNWD3HabpgN8pkl07WN9xGasiA93dW0UoxEyp19cFWP36t+P8a/LmAv9yyZBfaljOOqLfMRBStTIgLNfZdZFGfNiaRSRI06/fHBP/BAb2STRtckWbdOgRMQ6YJRNkpt3OaO9rXudXDG76+L8HEfbOJth/Iw0RgKrVHW1qlYDTwCTImQmAQ+7x08Dx4uI4BiDNwBUdSOwDQg8ip4D3OjW1atq9ifr8om6GvjszdS3Wxu+cB3VaDzpHS6iUUTzGEkRBaN+7rx2TVO8sWenOtM96+anp/1c4JXLYcPi+HJ9j02/Ll5EC2oZjbb7UXumHw/B1NO54gMA1mx2nEp2743jNPJ4vJF4ZmJR+fmW9gRCTVy5W+Ypo6q1wHagM7AAmCQiRSLSFzgS6C0igUnza0Vkvog8JSKeDvEiMlVEykSkrKKiwvcba9KowrVd4NGTGy6QJ/O5Cc1HvujJsKo9hVEWg2ORrHtwuteVRp8Pg34EZz4PF6TB1z5g9DKRFzvXiJyPP+uF4HEgWGAmSCJScVHv1O4N0gRz2dQp8NVc6uONJEI37XqRIU83P0bD6w74Sa6swAwcI1MG3Aa8B9QCRUAvYI6qHgG8D3iOl1X1PlUdrqrDu3bt6kPdZsCqN4LHS58Pr/v87QbiGm8xelb0aaFdpW500j1bHHdBP/zVZ5iPSErSMVUQQssOMHmGM/XU7ZCUN19d73wNKqsTdDNuCrxyWfS6H9ydOT1C+e5f/ckVJhBM8csP4opU7Ers/19fXw8PnED35+OsWQZSOGcZP0ajHAh1MegFRD5K7pMRkSKgPbBFVWtV9RJVHaqqk4AOwEpgM7AHeM69/ikggQS/zZyqkHWHjyLCpy+Y2UC8Nl701tDYUREc+eZpzpzsX/rCDd2jyoWTxHDn23+A1p0Tvy6HqFzvBJIr/Vfk7G2e48cDrnzuvsPKzoeF1xUWkxVGeEcdaEAiu9VnjI8r0rnS/XHf+Gn8EDvAyHfO9t9/DuDnbs0FBohIXxEpAU4FIrf4zgICLj+TgTdVVUWklYi0BhCRE4FaVV2qzqPvC8BY95rjgSQj2DUzdlUEw5FHogq7G/qVyxtX+2p609ooKVI//qdf7ZJnWBrWSOLRYX/v8v0O93d9RIiNdnVbGqlQBqirgQVPxJYpiciAFzAaMXfCBycbSgd8KzndmgiF7gY97h7lTCE3MeIaDXeNYhowG1gGPKmqS0TkGhEJRG97AOgsIquAXwMBt9xuwHwRWQZcBoT+MlwGTBeRhW75b1Lxhpo8/4zxIYxwlw1Q9F78OFNaX0+X+4cmq1XjKW2X+T69QoSA/4HSvyanTJWM8b9b4Lmfx5bp1Je6iTcFzwMeeSFuujFzj/RJwGOuqRMyAmsq+PJPU9WXgJciyq4MOa4Efuxx3RrAc+usqn4BZMnFIo+JdJENJVaO4pcvg9ENswMGqKmuImsBPP64KTtTGNEWTQ84yn8bsy6C8denyXUzDcRLY+pScOTZ8PJv3TONeIXK2jpalUT5+eg+OHjcKk+mHH8513lweeyU8CiyRgNsR3hTItYejQ/vhdsHR62urk5xBrJEyNacdzQGRlmTOMVjmm7+w3BT//Tqk0oCO5JjMfwcJDQGWOBzFfL5qqyO8BALNcCB6azffga/WpCkoo1g2jy4OMbDlRddD4K2+8GkO1OjQ2PDp6fDuy9FmNHIVb7rI5hgJHuTn1MveT5DSVzixQLKZQ79vnd5bWXDsizlb24007fDcGfN7INezkKyui7EdXVBo1G1J3yBt85ruqp1l+yMwLr0j75eFY/9DnfuQYsEXc0jP9eN/f+nwbsvVZjRyFVG/Cyj3ZV8loHAdVIAP34o/f0kSpeIGdTOESOHMRdChwOc4yOihHiJpHJb4/VKNbtjB46sb7Nf2HnnKsfvX27oDtPbU7MhGG6kaNmz4dfu3BA8SWKvRM4xKs66TySRxrEm+fD5W3+ewPTYHzO/J9qMhpE4PtwIPTniTCgsDg9H/X9PpUanZLlyC1wQ4ns/fbszTRHKuOvgYnfR/KToCbEWlYZsEsvFkcabUaIaB2gfvmd3QMWrYecSsvGzquzRsLriXWsbp1uucexv4eSQNULV2Js29xvM5qKQ/cmbP0u665L2+8UXAvjpK1mZ2jWjYSTOjb2Su87Nxy6//ChYdtC4FCjUCAoKU5ZV7vDKYGrUej8RSzNNfeyYWNIntl9Ki+XBjaR1EsNtoo3PH71cpqgEhpzCqk7uPbm6A1zjkRr6e7fCwd+FUb/g6xZ9guWfvdFQ1ielLeJvNtQWbRNz2EghZjSMzBF4KmrTDUo7xJbNcz7bmIPTU3Hyfcvxf/TdVEFxjB+2whxPaJYA/bdESU4VYPg5TkTkggLatAwm7NI9MYJ4xqGw0P1Zbh8jbHuX7K15mNEwEuPzOF8iv/zmU/h/KUphmwomz4i+0O2HbV+GnZZIDo404oVATyD215cdRjdSmabHAV2Ce43Wb4ny0PCrhWw8+Wl/DY6/IWpVNpeNzGg0Z74dO0GNJw97/LBetgZGe4d/jkpxSyhJMJNeOhn0I2+XWr/cFr6LvK6mppEKZQaNEVlYO/aJWteiOoFYZE2ViPsjRwW/AyXrP45yzQHxEz/tazA3HQrMaDQFks3f0MpjjjYUv26LLTvChBti/gA1N2prqjPfafUeJ0TI9ohF6U2rontO9RoRtTkpjm7Uh3/1INz/7Qblda26+VK1SXDeW+HnIWsMnbdHDx9fVOxz8fobh8WXiWTvVtjyOVTGiYjbCOxb3gRQr30C8eh2GBzeYBN/OH42SLUNBjGUH9yTuB5NlNraLIw0Zp7uhAi5NSTKcF0t3Hkk3HRgA/Gd7QYghTEWtOMl9ApMd21dEyxLNAlSjlNxyGnRK+M9dEWhwK/HU6cD4Y+x3aQbUL0H7hgKD6TPwcSMRi7T/0RfYnv27PFOOP/TGGkqL3jPX7yni+L4jHcPiVc15NT47TUTWq2dE18o1Xh57OyI4Qqr9XDspdHrR0312W8wGZhGBjvMd0qTyCcTh/atS+MLBYjmVBDPpbvCX7iYZDCjkcuc/PeGZT+4d9/hit7OSGHvjs1wU7+Gsj2PjN/H76JEtg3QqW/s+gxvQswXWlZkIXxGKP+9Ka7Ihu7HBSPatvHIgTY8SjTlGOw++ZGEr8llCtORGMzLsEZOdcWjXQ/P4vU7kph1SBAzGrlMsUcu65DFscqOzk7myq1RniaLfIQgTHKIHdSncZc3Vb7x+XPxhdLJW9fFFdn0jaODT6ztk9x7U707LEVwQZeG02D5TFFhlJ/I7o2ICF3SqmFZzyNg3PVwzqsN67z4/u2exZVbypPXyydNawKyqeH14ZLgk09RS2d6qWe8jF+NpcMBjc8aFsMTpymxjbZ0IMkd8+kgRg6MQ7u3JRi5Nknr/98/w5zgD1hRulP2Zpi2pVHWH9Ixwh4zzb9slIe9Ps+d5FmeSmykkW+EjDQKOjreTaIxvKfGXd/4Pg/5bvS6/aJHzg0jELupCaAF0RcyK/rnWI6NsgeiVrUvLXY8dDodCOOuTa79mvDpkKKipvWT4mlKuxwEQ2MskCfCkCnxDVDAWSHRyL1pwkYa+cT574cF0yvpECP96lkvOq89hjW+3wHj4IMoeZ7b+HSxHHle4/XIESSGV1GXg0bBqgedk50boK3HWkEm2bwqep2Is1fmoih7CvwQsamxqKCpzVd6LDhPSyyxUn27nhTsWBseXuWUfzlTgj0SmObyWnfKAk3rsaApcvhPgsffGBi2TtG6NEYoh74Ns6dpu54egmkmEDK6y0GZ7zttRPdc6dAmZErxlgy+58//512++u309rszfFe/5OiGtKRJ0Htqd5eGI++CwHcg9N4c+r3EDEYOYUYj14nhAdU62nxrKPsHwz3IuU5Oay3yWGAHuHRl8HjY6b7Ui6TuvLfDC35wD/z4YejqmcAxP4kx0pBENzjW18PXKfC0ejiP85TkMqPODx4POwNaxnYcaf2tXzUsPMrNmJmsO/JB451XibJelGE3Z5ueykcunA9bP6dVkY+nuoJCJ4OaFECRMzKRyB/wcdc5u0hDp5q+e2vwOIp7H5NnNCgqjEweU9oODvtBfD3ziYO/A8tfgvE3sEa70+fVnwbrEjUac26FN66Bc1+H3tF3Z6eHFIwKcjEEfCoJ9UCcdGf8zH4NNjeKE3jwxGujZ4SMxw//Abs3Rt+zMex0JzNnhjCjkY907ged+1FQscKffOsuweMpMxuOXsZc2PCa0KF0tFFCaF6M4IXBw/E3+tMv3wgsTLbtTkF98N7uHTGNlrEik3oRGGXsKAcyZDROfwZWvQEHjIkve/B3Yfl/guclbaB6V/B8/cLU65fPRD40THcDFx59UfJtFpfGCekTxfhv+zL5DIYxsOmpnCfGk1xnjw198Th4ArTpmrw68Qj90ngalaZA8H9SUhqMz1Q4+IfQ3ac3WTbpfwJMuNFfVNsuA5zXzv1h4l/ibwY10ovXdPXYy7xlF6UnwZkZjXwmnT7xfuLjtPWYtgo1Gn52pOczIhSXBhe+S7o7kW63Fwe9XOq9cmdnipoU7A4udt/fYSc7KVD9bBg10sdZL8AlS8LLWnZk7cj/11D2swR3mfvEjEauE9gVHiuwXCQeaw2poqptyPRL5PoFhE9rdWpau4P38e0roMcR0O94ikNGGoEf1PY1wXzZNfEy+H3xnvO6+JlUawnXp8BFc99IY0Dj22oOpCFWVRglrT1373fr6NHvmigedY3E1jRyncCTe6jrbTzSuPtaSzvBzq+iC4SONJqa+2WArgfBVOcprkWcEOh16xbC/jH2yuyucF6XvZAq7VLLYSdDxwMcI2nEp29IytxJd2Ws2+JYmRRTjK+RhohMEJHlIrJKRC73qG8hIjPd+g9FpI9bXiIiD4rIIhFZICJjPa6dJSLRg88bmeXC+XDem1Gr4+7dCjMUTdRohBC6puHFBx/n+UKxiDPNGPp/bcxmwHzkpy87zgN+CL1PSbqtJ0UGH9DijjREpBC4CzgRKAfmisgsVV0aInYusFVV+4vIqcCfgVOA8wBU9XAR6Qa8LCIjVB1HdxH5IRDiimFEJVOfiWiL61IIHQ+gIJEPZ1MdaYQgRbHDXO/aszdDmmSQpjrtGA0/XmahfPMSWJ8bIT/YuzXlDil+RhojgVWqulpVq4EngEiH40nAw+7x08Dx4mwNHQi8AaCqG4FtwHAAEWkD/BqIH47TiM707fCtBoO/1HPFRphWhiayl6AZGI1477G0cmOGFDFyhhOm+x+ZpIpo04drUp/XxY/R6AmETmKXu2WeMqpaC2wHOgMLgEkiUiQifYEjgcBK6rXALUDMRMMiMlVEykSkrKKiwoe6zZB0L76Bs7GooJDiwTkWkC/HGffFLenvpCqBwfqPogcwbDQnXJ2+to3YRHX1Tr33nh+j4fUoFalJNJkZOEamDLgNeA+oFZGhQH9VjZt0QFXvU9Xhqjq8a9c07i/IZ0b8DELzOe83JHu6ABx5dtN3t02EPVvS2/7S5/3JTd8Oh6fI6B80sWGZV/4XI3Oc5jG6mf9oyrvxYzTKCY4OAHoB66LJiEgR0B7Yoqq1qnqJqg5V1UlAB2AlcBRwpIisAd4FDhKRtxvzRpos+7vJ6g87ObpMUQl892bneMKfo4cbSAV+wkZ8//aYi+nNjud/mW0NUk9kdOPiVk6YbyN7HHBUw7KVs1PejZ9fl7nAAHd6aS1wKvB/ETKzgLOA94HJwJuqqiLSChBV3S0iJwK17gL6UuAeANfT6kVVHdv4t9ME6TLAeUKMx5Apjg/3IRkKXNd7dHwZw2H5S7BldWoXkDcsdRJjHTyRdExBJMy5r/nLOW/kPXFHGu4axTRgNrAMeFJVl4jINSISSBP1ANBZRFbhLG4HVma7AfNFZBlwGXBGqt+A4SLiBERLe+a0HPiByjUuWRKeIGesx+7cu0alts97joLHT3VGftkIGhjpALDfoMzrYIRT3ApGX5D2bnzt01DVl1T1IFXtp6rXu2VXquos97hSVX+sqv1VdaSqrnbL16jqwap6qKqeoKoNcoa6MvaJyxcCT8tD0pxiNp9o3ys8MNwxv2koUxd7EyAA70dJdBWL7TE2WqaTQ76fnX6N6Ig4McXSjIURMRKj7X5w5VY48qfxZZsrhUX+phQjmf17f3KbIrPxZWGkMeCEzPdp+COdHnKY0TCSoaCgeezByFF0xriIgixNGRZmLnSFkQCp8pCLghkNw8gzZM/m0DMajDQO9Zg6SkNeBa7YEF/GaHJYwELDyHciRxpeEZF/+nLq+xVx8mtkON2okV1spGEYecy2nTvhxYvjC6YrIVarTpZjo5lhRsMwMkUa1h52bfGYIrLcF82e+gOPS1vbZjQMI1PsSv0awK4qD1feY3/bsKzAZqKbEwUnXBU8effW1Lad0tYMw8goJeXvhxd0O6xhGJkLPoQi83RqVoRu8n3jmtQ2ndLWDMPwTwqmqw5cGPEUed4bzutR04JlXml5jaZN6GdL46QcThAzGoaRLg44Onb93H+kvs9ApNn9LTaYkR7MaBhG2ojYABk5svj8v4k3uSMywHQU2vVIvG2j6ZDGzbdmNAwjXXTqG7t+zbuJt/npf/zJWT4TI02YS4VhpIvv3AQfB5Pg1KlSCHBtN6irSq7N2R4RdA0jg9hIwzDSRUQmuz2VlfDFe7ENRnXM7Mf+ouUaRrfD0ta0jTQMI52UtodKJ+Jt23uGxZdf/lLqAs4NmQKH/zg1bRn5RUH6xgM20jCMdDLmwtS1VVebmPzJ90L/41PXv2FgRsMw0suQyMzISaIKe7ekpi3DaARmNAwjnbTplpB41O1+Hz8KN1tMKSP7mNEwjHRSWJyQeO3uzd4VC2bGv3jygwn1ZRjJYEbDMHKI4ld+513hZ2pq0A9Tq4xheGBGwzDygY1Lw88n3RV+Pur8zOliNGvMaBhGuvnG4Y27fu28hmWRC+wT/9S4PgzDJ2Y0DCPdBCLPJsv94Ql1loy4Ma1++IYRC/vkGUa6KWqB/vrTlDW3qdrSqxrx2d0zTpTlJPFlNERkgogsF5FVInK5R30LEZnp1n8oIn3c8hIReVBEFonIAhEZ65a3EpH/iMinIrJERGxsbTRppF13/8Kq+3aRs2llg+oOHdqnSCujKdPyOzekpd24RkNECoG7gInAQGCKiAyMEDsX2Kqq/YFbgT+75ecBqOrhwInALSIS6PNmVT0EGAYcLSITG/tmDKNJ8O6t8Kf9YcfXsGNtg+oh3/pRFpQy8o2CgvSER/cz0hgJrFLV1apaDTwBTIqQmQQ87B4/DRwvIoJjZN4AUNWNwDZguKruUdW33PJqYD7Qq7FvxjCaBMtmOa8718HjUxrW23qG4YvsGY2ewFch5+VumaeMqtYC24HOwAJgkogUiUhf4Eigd+iFItIB+D6ucYlERKaKSJmIlFVUVPhQ1zDynNBkTTVxot4CtOyUPl2M/CVNiZj8GA2vniOjHUSTmYFjZMqA24D3gH1R10SkCHgcuENVV3t1rqr3qepwVR3etWtXH+oaRlPB55d+kE1XGZnDj9EoJ3x00AuIzDm5T8Y1BO2BLapaq6qXqOpQVZ0EdABCV/buA1aq6m3JvgHDaHLU+4xmO/R059VSuxpeSHqmMf20OhcYICJ9RaQEOBWYFSEzCzjLPZ4MvKmq6npJtQYQkROBWlVd6p5fh2NcLk7B+zCMpsOGxc7rF+/Flmvd2XlNYz5oI4/peih06gfjb0xps3GTMKlqrYhMA2YDhcAMVV0iItcAZao6C3gAeFREVgFbcAwLQDdgtojUA2uBMwBEpBfwB+BTYL6zZs6dqvqPlL47w8hnVrySbQ2MfKagAC6a7578MmXN+srcp6ovAS9FlF0ZclwJNEgRpqprgIM9ystJ19K+YeQqP/wHdOkP9431Jb63po6WkYUTb0q1VoaREJbu1TAyxeAfB3OAF5VCbWWw7sBvw+q3wsTr6urDr790FbQxZxAju5jDt2FkkkB+jX7h8aQYcmpD2UjMYBg5gBkNw8gkhcVw4XyYPCO8vOeRDUS37tyVIaUMwz82PWUYmaZzv/Dz/3vSU6zLrhXBlT/PgIe2LGhkHjMahpFtOh0IrRtOPbWU6uCJV8DDY34NezbDiPPSqJxhhGNGwzCyRWELqKtyfOmTiSdV2h4m3Zl6vQwjBmY0DCNbXLYGqndbAEIjrzCjYRjZoqSV82cYeYQ94hhGjlNXYJn6jNzBjIZh5ApS6Fm87PgZnuWGkQ3MaBhGrlDgPVu8e5ft1zByBzMahpErjPiZZ3GH/QdlWBHDiI4ZDcPIFaIkU+rR95AMK2IY0TGjYRi5Qq+GoUQAWhR5r3UYRjYwo2EYOUhNt8H7josLLVyIkTuY0TCMHKT66N/sOxbLzGfkEGY0DCMHKS6yfbdGbmJGwzByEJuSMnIVe5wxjFxiyhPQsiOyd1u2NTEMT8xoGEYucfBE53Xt/OzqYRhRsOkpw8hFegzLtgaG4YkZDcPIRcxjyshRzGgYhmEYvjGjYRiGYfjGl9EQkQkislxEVonI5R71LURkplv/oYj0cctLRORBEVkkIgtEZGzINUe65atE5A6xHUyGYRg5T1yjISKFwF3ARGAgMEVEBkaInQtsVdX+wK3An93y8wBU9XDgROAWEQn0eQ8wFRjg/k1o3FsxDMMw0o2fkcZIYJWqrlbVauAJYFKEzCTgYff4aeB4d+QwEHgDQFU3AtuA4SLSHWinqu+rqgKPAD9o9LsxjKbEhD/BL+ZkWwvDCMOP0egJfBVyXu6Wecqoai2wHegMLAAmiUiRiPQFjgR6u/LlcdoEQESmikiZiJRVVFT4UNcwmgijz4f9LJeGkVv4MRpeaw3qU2YGjkEoA24D3gNqfbbpFKrep6rDVXV4165dfahrGIZhpAs/O8LLcUYHAXoB66LIlItIEdAe2OJOPV0SEBKR94CVwFa3nVhtGoZhGDmGn5HGXGCAiPQVkRLgVGBWhMws4Cz3eDLwpqqqiLQSkdYAInIiUKuqS1X1a2CniIx21z7OBJ5PxRsyDMMw0kfckYaq1orINGA2UAjMUNUlInINUKaqs4AHgEdFZBWwBcewAHQDZotIPbAWOCOk6fOBh4CWwMvun2EYhpHDiDODlB8MHz5cy8rKsq2GYRhGXiEi81R1eCrash3hhmEYhm/MaBiGYRi+MaNhGIZh+Cav1jREZCewPNt6+KALsCnbSsQhH3QE0zPVmJ6pJV/0PFhV26aioXzL3Lc8VYs56UREynJdz3zQEUzPVGN6ppZ80jNVbdn0lGEYhuEbMxqGYRiGb/LNaNyXbQV8kg965oOOYHqmGtMztTQ7PfNqIdwwDMPILvk20jAMwzCySF4YjXjpZrOgzxo3Ve0nAa8EEekkIq+JyEr3taNbLm4621UislBEjkijXjNEZKOILA4pS1gvETnLlV8pImd59ZUGPaeLyFr3nn4iIt8Jqfu9q+dyERkfUp62z4WI9BaRt0RkmYgsEZFfueU5dT9j6Jlr97NURD4SJ+3zEhG52i3vK06K6JXipIwuccs9U0jH0j/Nej4kIp+H3M+hbnk2v0eFIvKxiLzonmfmXqpqTv/hBEn8DDgQKMFJ7DQwyzqtAbpElP0FuNw9vhz4s3v8HZxgjAKMBj5Mo17HAkcAi5PVC+gErHZfO7rHHTOg53TgUg/Zge7/vAXQ1/0sFKb7cwF0B45wj9sCK1xdcup+xtAz1+6nAG3c42LgQ/c+PQmc6pbfC5zvHl8A3OsenwrMjKV/BvR8CJjsIZ/N79GvgceAF93zjNzLfBhp+Ek3mwuEprx9mGD62knAI+rwAdBBnHS3KUdV38GJMtwYvcYDr6nqFlXdCrxGivO3R9EzGhYwppAAAAVkSURBVJOAJ1S1SlU/B1bhfCbS+rlQ1a9Vdb57vBNYhpNdMqfuZww9o5Gt+6mquss9LXb/FDgOJ0U0NLyfXimko+mfbj2jkZX/u4j0Ar4L/MM9FzJ0L/PBaPhJN5tpFHhVROaJyFS37Bvq5AnBfe3mlmdb/0T1yqa+09wh/ozAtE8MfTKmpzucH4bz1Jmz9zNCT8ix++lOp3wCbMT5Ef0M2KZOiujIPqOlkM64nqoauJ/Xu/fzVhFpEalnhD7p1vM24HdAvXvemQzdy3wwGr5Tw2aQo1X1CGAi8EsROTaGbC7qD9H1ypa+9wD9gKHA18AtbnlW9RSRNsAzwMWquiOWaBR9sqVnzt1PVa1T1aE4mTpHAofG6DNn9BSRQcDvgUOAEThTTpdlS08R+R6wUVXnhRbH6C+lOuaD0fCTbjajqOo693Uj8BzOF2BDYNrJfd3oimdb/0T1yoq+qrrB/bLWA/cTHCZnTU8RKcb5If6Xqj7rFufc/fTSMxfvZwBV3Qa8jbMG0EGcFNGRfe7TR0JSSGdJzwnuNKCqahXwINm9n0cDJ4nIGpxpxONwRh6ZuZepXJhJxx9OfKzVOAs1gQW6w7KoT2ugbcjxezhzlTcRvkD6F/f4u4QvlH2UZv36EL7AnJBeOE9Rn+Ms3nV0jztlQM/uIceX4My1AhxG+GLdapxF27R+Ltz78ghwW0R5Tt3PGHrm2v3sCnRwj1sC/wO+BzxF+OLtBe7xLwlfvH0ylv4Z0LN7yP2+DfhTjnyPxhJcCM/IvUzpG0jXH46HwgqcOdA/ZFmXA90bvQBYEtAHZ47wDWCl+9op5EN2l6v7ImB4GnV7HGcqogbnKeLcZPQCzsFZFFsF/DRDej7q6rEQJ+d86I/eH1w9lwMTM/G5AL6JM1RfCHzi/n0n1+5nDD1z7X4OBj529VkMXBnyffrIvTdPAS3c8lL3fJVbf2A8/dOs55vu/VwM/JOgh1XWvkduH2MJGo2M3EvbEW4YhmH4Jh/WNAzDMIwcwYyGYRiG4RszGoZhGIZvzGgYhmEYvjGjYRiGYfjGjIbRrBCRDiJygXvcQ0SejndNI/oaGhpd1jCaAmY0jOZGB5yon6jqOlWdnMa+huLsfTCMJoPt0zCaFSISiN66HGeD3qGqOkhEzsaJCloIDMKJ1VQCnAFUAd9R1S0i0g9nM1dXYA9wnqp+KiI/Bq4C6nACwp2As5mqJbAWuBF4EfgbcDjODuzpqvq82/fJBHfmPqaqV6f5VhhGUhTFFzGMJsXlwCBVHepGhX0xpG4QTpTYUpwf/MtUdZiI3AqciRM+4j7gF6q6UkRGAXfjxP65EhivqmtFpIOqVovIlTg7hKcBiMgNwJuqeo6IdAA+EpHX3b5Huv3vAeaKyH9UtSydN8IwksGMhmEEeUudnBQ7RWQ78IJbvggY7EaSHQM85aQjAJzRAcAc4CEReRJ4Fm/G4QSau9Q9LwX2d49fU9XNACLyLE54EDMaRs5hRsMwglSFHNeHnNfjfFcKcHIWDI28UFV/4Y48vgvsSwcagQA/UtXlYYXOdZHzxDZvbOQkthBuNDd24qRFTRh18lR87q5fBPJDD3GP+6nqh6p6JbAJJ+R0ZF+zgQvdrGmIyLCQuhPFyT/eEmdtZU4yOhpGujGjYTQr3CmgOSKyGCfMeaKcBpwrIoEox4GUqDeJyCK33XdwoiC/BQwUkU9E5BTgWpz0oQtduWtD2n0XJzLtJ8Aztp5h5CrmPWUYWcb1ntq3YG4YuYyNNAzDMAzf2EjDMAzD8I2NNAzDMAzfmNEwDMMwfGNGwzAMw/CNGQ3DMAzDN2Y0DMMwDN+Y0TAMwzB88/8BxbgQ4ufAptEAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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oKps2bSI7O/4nW8OpF8OpRC0jE+7ayn4A8x9PXLuNg57KGvVOlDtW/MBU47ew+a9Dn+Gx72dMLda5c2cKCgrYsGFDqkOpV7Kzs+ncOYq7JXFoWMkEfLeGLvwPTL0etkSYzrc6uh4bXT338WUOu8j5POVv8F6Ub9H+53JLJqbeadSoEV27RrgTYGqlhnObK1i3E5w/EPGdkaRpvrdze6viMd8O7kMEHQ9NTTzGGFNNDTeZABzgDOLGsTeErxetTofHt39F30xenI/+TjgVPrkvcj1jjEkQqQ8dXXl5eZqfnx+5opfiHZCVoOGaS4udQRqzww+LEBX/FyFb7webl3vU8ei037kRHuoWersxxrhEZHbFKCLxathXJpC4RALOC4+JSCQAR1/nW257QPT7PRR6yGtjjEmWhtcBX1ecNBaad4TGLWHBW9517F0TY0wtYVcmtdkRl0Pv8wg5BmZZiXe5qZ1+nO7cvlzxeaojMSbhLJnUYYU7bBThOuWV85zPF05PbRzGJIElk7ogxEMSG7f4dbAved+ZjdGfV6e9McYkgSWTuqDvSM/iRkv9hkt7dTg8F/Sy5JP2vkqt9dbvbUgcU69YMqkLurrzxZ80NqC488zbazwUU03BiWPeJKcPxZh6wpJJXdCkNdy5GQZeC3dsZMvB51du2rm7yH7DrQu8HpbYs6vm4zAmSSyZ1BVp6c5jwOmNKO1xVmXx+pWLnEm0Qln+WQ0EZyIq8nqB1H4JMPWHJZM6qEmLtpXLxUU7KdsVZurff59RAxGZiBZ5TE66Zk7Nx2FMklgyqYMat/YNJS1bVrJ+u90uqe1KtnsMqT7zyZoPxJgksWRSB6U1bVO5fODnV8Ge3SmMxkQj84sHUh2CMUllyaQuSktj1Sn/rlxtOef5FAZjjDGWTOqsRplZlcuNNy2oXP4ydwxFezWQ90v+0R++eTbVUUT22UOpjsCYpLNkUkdlle3wLN+7Qxeyh9wdUFb+t3o4knDxDti4BN6/KdWRhLd6Nnxyb+Xqxku/S2EwxiSPJZM6SlrmepZ3b9u4ykjCabs2suuhnmyf9WoNRFZDXvqtb7lkZ9XtuzaHf2S6huz59YeA9ew2uakJxJgks2RSR7Vq1cp7Q7fjgarD0jfZ+Qst3r0iuUHVpF++9S0Xewx4OfE0mHBKzcUTwsb1awPWG2dlBlb4+ZsajMaY5LFkUkdJ6/2qlOnt66HlPimIJsW8RgBYv9D5/LyG+ivmvQ6zJ1YpbrnghYD19LTARF+ycWUSgzKm5lgyqas8JsWSDLdTvkt/OPA38PsvajioFHn0IPh1vve2j++Frb8kP4a3LoV3/hhYNmscjXcWhN2t8JNHqxa+fRVMOr9quTG1WFTJRESGisgSEVkmIjd7bM8Skcnu9m9FJNctzxSRCSIyX0Tmisggv32Gi8g8EVkoIn/zKx8tIhtEZI7759K4v2VDk5EFI1+BDr1THUnilexyJpgK9mmY9zheuzB58QQrXOdbfvf6iNXbFC6BXxfAhiW+wjkvweKpSQjOmOSJmExEJB14CjgF6AGMFJEeQdUuAbaoanfgMeBBt/wyAFXtBQwGHhGRNBFpAzwEnKiqhwB7iciJfu1NVtW+7p9/xfH9GobjbobfvR9VVf36qSQHkyTlZfDaKLivg/f2xVNZ/bw7+dQvQU9MrflfcmPz98gBnsWa1YLy0e957/PsQHiqP5SVJjEwY5IrmiuT/sAyVV2uqiXAJGBYUJ1hQMXN4TeAE0VEcJLPRwCquh7YCuQB+wE/qmrFGBMzgLPj+SIN0hVfwZnPwPG3wL5HeVZZs89pAesy/Vbnsdq6pnAt/PB22Cqd1kyHd/8E4wbXUFBhbFwWsCq3/EJa7gBn5YQ7PHcp3bQCSv1GFx6bA6+PTlKAxiRWNMmkE+B/07nALfOso6qlwDagDTAXGCYiGSLSFTgc6AIsAw4SkVwRyQDOdMsrnO3eAntDRPzLjb+9e0Lf/wtbZVNTj9+Ud65PUkDJVLWPyNOsCBeyKz6HHTXw/f9xeOhtR3g/VZfxdB4a/GTawv8kMChjkieaZOL1Uxz8+EyoOuNxkk8+8DgwEyhV1S3AlcBk4AtgJVBxjf8OkKuqvXGuWAIfh6k4oMjlIpIvIvkbNngMomcA6N55r6qFK7+q+UDiVb4nvv0rhoB/4XQYPyT+ePx5PZrsp6RT0FVjVjO4bZ1n3eKfZ1UtLNpe3ciMqTHRJJMCAq8aOgNrQtVxrzRygM2qWqqq17l9H8OAlsBSAFV9R1WPUNWjgCV+5ZtUtdht9584VzNVqOrzqpqnqnnt2rWL5rs2SI1bdaxaOGVMzQcSrxd/G7lOOA/s4+u437w8sROKrf4+7ObMi96oWpiW7lk3e/LwqoUTT61OVMbUqGiSySxgfxHpKiKZwAggeHKGKcAod/kc4GNVVRFpIiJNAURkMM5VyQ/uenv3sxXwB+Bf7rp/D+sZwKJqfTPjOPj0VEeQGJt/Smx7W1clrCl9Kai7b8FbvsXsw5wrkWDinUw8hXrs2ZhaJCNSBVUtFZExwHQgHRivqgtF5B4gX1WnAOOAF0VkGbAZJ+EAtAemi0g5sBrwf0bzCRHp4y7fo6o/usvXiMgZOLe9NgOj4/qGDZ0IXP095Su+IG3qHyPXbyh+nA5H/D4hTUnQLTh97+bK+75le4qr7gCe7wkZU5dFTCYAqjoNmBZUdqffchFwrsd+K4EDQ7Q5MkT5LcAt0cRlotSmG2ltukFdTSZJmHq4PH8CaZ0Oh8551W9kyyrP/hLZ6esPaV7mNV0vsSeT9Yug/cGx7WNMDbI34Buq3WGm+q0tCtfBc8fBp/cnvOm0DYvgXyfCbM/nOyLbtRme6I2+6tHH4Wc/wr8BX+m2X8Nv3+HdYW9MbWHJpKHatTnVEUQ25yVYOwd+/jpy3VZdq3eMd66p1m7qPoIs28Inix1NonyyPSMb+toQKqbusmTSUGl5qiOILJZHYi+ObgQATxt+9C4v3uE9vD2wZ1PVDvwdI6u+VNns0neii0EEhj0FI17x3FywZVd07RiTIpZMGqpP7kt1BKGVlwGw69cQ/8kHu2srNN+7+sd7qp/3uyL3d4L7O3vuUry76igCzZo0rVqxdQxXTCJw0G+g32VVj7c8iqszY1LIkklDtfCtyHVSYdVMuKc1rJpJk5+meddp0hbGzPat+3dmZ7Wo3nErksbauZA/AUrdp7C8ruB2bmJPkfcVS4BWuWE3l7c7yFm4MmgSr+NvrVK328InIx/PmBSyZGJql+//7XyGe4KrzwjICR7RBxi7DS77OGzzu068H23uPVhk0e5d8NyxMPVaeLnKw4k+D+1H618+9Ny0u+X+vpWKZBFCWsW7JsEvUDZp7XwXY+oQSyYNyYCrUx1BZHPdqYU3Lgldp89IaNTYe1vb/eHscb71kZMCNjfpdEjIUb4Kd/jd6loRIpmF6ENxjn0AeurDvvUQ/R+VKl4obdY+fD1j6gBLJg1JhN+Ua5UlIYZrz2jsDHAZTq9zfMsH+k3dO3oa7HccDPHuL2r2n4six7U9eCQhx57ffQiNW9LkgEHOrbacfUIOmVLpuJvgxhXRJ5PyOvDQhGmwLJk0JD3OTHUE4a3wmxmytMi7zm1rvcuDDX8JrgoaNDF3oPPZ03ucr8ZrQszHXhZ5kMlGHf0mIrvlF7guiiFQ0tKcW1rR2hHhXRRjUsiSSUPiNUZUbVLRXxKOf2d77xFwSog53g8+Hdp5T1QFwCUzoo9r68+R6zTKjr69arMhWEztFdVwKqae+/Y52LsX7DsgtXGE648Ayq6YScCNo98+F127Pc6E7icGlnXpF1NozJ0M/7kcslvGtl8i2XhephazZGLgvRudz1Q+QbR9jTObYhjpsbyz4e+8ag6ZUmHll7435Yu2Bm67aWVih7MPQ5/qj9wcxVWSMSlgt7lM7fDowbAm/LwgKRM8p7y/xq1i6/eIxcUfBKxKkT0ubGovSyamDqmZK4CoDX0gue3vc0Ry2zcmgSyZNGRjc0I+6lorNWqSksPu3BHiiuDIK2s2EGNqMUsmDV24N73XL3YSzorPay6ecFLUAd10WZSDNSbDhf8JXH/pbHBHLDamNrFk0tCtW+Bb3rwicNtK972Pb56tut+3z8Gblya983lrh4FJbb/W63YC5c38hn9ZNgPe/RPs2JC6mIzxYMmkoTnuptDbpl4buF4x58mSd6vOQ/7ejTD/9fiuWire3ygMPfFTy4siDEmSCNktKW3UPPnHqaa0yz3GG6utDyuYBsuSSUNz7J9Db1v+aeC6/1XLs0f7lktLfMslVYdiD2vdQijIZ9f/XoPHe1H20rnh3+xunMT3OirekL/ov+xp7j3UfK3QomOVoqI9ZSkIxJjQLJk0NGkxvFq0aIp3eXmpb3nS/8GWldG3+cwA+NeJbPzEuXWWvuwDWDsv+v0Tqd0Bzrs1Hfuyuetpse3bZv/IdZJIPr4npcc3Jpglk4Ym3k7ssTlwX9AQ7vNei7mZtrv9+me+fDS+mBKg+f4x9s38IcQ4XklSnpUTsJ61aVGNHt+YSCyZGG9eVwtjc6qWAXzy15ibzy71m5J383LvShXDx9+xCe5M7pz1LbIzY9shvWYHj0i7enbVwi1BUwev+jrikDTGJIslk4boj/Ogc//wdZ47JqkhrGudF3rj5Z85MVYMH5+eEXk490Q6KMwtr9HvOsmtpjVrV7Xsid6+p+m2r4EJQ+HtP9RsXMa4LJk0RK32hYunpzaGsuLQ2/bu7cRYk5q6/1n3/z2MeDl0vdyja/yqJKwFb8Lq731XJP4PTRhTgyyZNFRpIf7q/Z/USqIOW/8XemMqXk5sdwBc+hGcfK+z/n8e/UB3ba1almpvXgL/PN63vmkZ7N4Kj/eC6belLi7T4FgyMQFK9kSeCCrpUjXUeuc8yHD7TvYbVHV7XRkC/sFc5x2er/+R6khMAxJVMhGRoSKyRESWicjNHtuzRGSyu/1bEcl1yzNFZIKIzBeRuSIyyG+f4SIyT0QWisjfIrVlkuCPVTvZt+8qguIY3x1JpOEvpe7Y/jKy4LwoJuuqNfwTXS0bENM0CBGTiYikA08BpwA9gJEi0iOo2iXAFlXtDjwGPOiWXwagqr2AwcAjIpImIm2Ah4ATVfUQYC8ROTFCWybR/PoldjTtAkDJss/g/k6pisiZIbG26DEs1RFEbfOumrk9aUwo0VyZ9AeWqepyVS0BJgHBP2XDgIoZiN4AThQRwUk+HwGo6npgK5AH7Af8qKoVAwzNAM6O0JZJhs7OjIPNdv4CQMf3fpec4/z0SehHi03c0udNSnUIpoGLJpl0An7xWy9wyzzrqGopsA1oA8wFholIhoh0BQ4HugDLgINEJFdEMoAz3fJwbQUQkctFJF9E8jdssEHvqu3SGTB2G2WNkjw/fKi36Wu7rsc6n33PT20cEeTkP+FZvquoqIYjMQ1VNMnE66og+KZsqDrjcZJPPvA4MBMoVdUtwJXAZOALYCVQMUZHNMdDVZ9X1TxVzWvXzuMZfBOToj4XxbbD796P8Qh19OJy5CS47BM4/clUR+Jz/ptRV926riCJgRjjE00yKcB31QDQGQieUamyjnulkQNsVtVSVb1OVfuq6jCgJbAUQFXfUdUjVPUoYElFeai2qvPlTPSannxHbDvse1Rs9ZdMq1oW/OJkVi28DZbZFDodVjveLel/ufO5/0nOmGJR6Djh8CQGZIxPNMlkFrC/iHQVkUxgBBB8z2IKMMpdPgf4WFVVRJqISFMAERmMc1Xyg7ve3v1sBfwB+Fe4tqr17Uz0Mqsxi+E+fgll6y+h6wEUrg1cv34RXBD8G7b9NYd16kNRJxFjalrEZOL2W4wBpgOLgNdUdaGI3CMiZ7jVxgFtRGQZcD1Q8fhwe+B7EVkE3ARc6Nf0EyLyA/AV8ICq/hihLVPbXOT7nUJXfBbbvlnNqw6RYr8zxOba+ZHrAJu+eiFypVipwvu3pm7EZ1PrRHXtrqrTgGlBZXf6LRcBVeZ/VdWVwIEh2hwZotyzLZNif/4JCvLh1eEw7GmnLMM3OKL89yrociS07R5de1nNqw5K2CXCeGEmUMt9KG/ekbTC4LvOgdp8eA0MHBW2TkjlZU5ul7ZEAAAeSElEQVTiCL7NV7QVvnkKvn8Bbl1dvbZNvWJvwJtKW9JaAbD4rOm++/MVmraFA4fCzb/AoSGebPrH4fD107A+yuHRGzWBPv8Hzd3JnwbbHB0xG/jH6Oqt9hh1OBqP9oAHPcZJq7iKjHVyNFNvWTIxlWTA1QDs3+NQ5/68l+wW4RuZfgs8fSQUFzrznIS7dSUCZz0Df1rk9AXs3bOakTdcaf0uCVjf2fdi74r/PKF6B9jxqyUMExVLJqZSy5P+BGO3kd4oK/7G7u8Mb10Gfz+8xgaPbJCCZs5semDopFFeFsdUv6pQVgrv/gnmv0H56jnVb8vUS5ZMTGjtg0fNqYbNP8GLZ8bfjvEWPDiEhJ73ZdfsON6Sn3otrPoKZv0L3ryEtJfP8m3bubH67Zp6w5KJCe2AoYlpZ9VXgeuXfpyYdo3j8k+dzzbdw45s3GzaH2DGWCjaHrJOSLMnQuGvnpv2/Dwr9vZMvWPJxIR23E0w9MHETpnb/hDobC/SJVSHvnDCHXDh25HrfvkYjDsZystjP85nD3gWz1281LPcNCyWTExojbLhyCvCT5lb5cXDCI6/Nb6YTFUicOwN0LILdDwscv0Ni5zHemM/kGdp3twYR08w9ZIlExOfbidGruOvSevkxGEczfeCoQ/A2ePC1/vgdmcU59kTnX6Q4EeHN/1UdZTn0jBTLe+yEY8aulow4JCp02KdHaDLkcmJw/gceaXzue8Adv0wnSbvXxu67jt+76mM3Qbb10KLDoHlrvKyktC/fb4yHC79sNohm7rPrkxM/HqdF1W1xdl9Q889bxKvRUeatMuNvv7nD8OjB8HiabDyiyqbtbzUYydXwXexx2fqFfvJNvFrvZ9v+fDRIas1Of765Mdiqu/jvzif81/z3Jy+225lmdAsmZgE8HvLvUfod0r22attDcRiArQ9IHlt9/EcXs80UJZMTPza7O98/vZf0O340PU6RfGkkUmsnE6xP9q98D/R1QueMMxGfW7QLJmY+PU6By79yPkE2Lt31TrN9oJGjWs2LuNIS6ewURJmI/UbNRpAV36Z+GOYOsOSiYmfCHTO8z3Zdfln8KclQRM51dFpe+uJorLkn/9tn1Xn3RVTX1gyMYmXlgbN9w4sO/aG1MRiAND0zMiV4tRy5XtJP4apvSyZmJrR/7JUR9CgtWnRNNUhxK6s1Jmcy9QJlkxMcu3dK9URGCD9xNudhb17Q1vPyU9js9+g+NuI5C9t4B4bMaGusGRikmv0NLjmf6mOwjR1O+CbtIZTvAdsjMmIV6q/7+4t8NeOYB329YolE5Nc2S0CX2o0qdHlCDj6OjjzWehWjVkXT7rbecR45GQ49ALIdG+bXb84sF40jwev+R/s2Qmfh5jNM9iiqbDuB9/6z9/Ac8c6t8FMrWHJxJiGIC0NThrrjLvlr2l73/KQ+yBnH8o79wusM+IVOPpaZ/ToA4fCML+ntlp0gEG3+NbL9iQ6cph8PjxzFKxb6Aw2OX4IrJ0L6+bD7q3OeGIm5SyZGNOQXTvft3zUVXDdfNLOfNZZH3yPk4AOPDV8G90HVy6WLPkg8jEnnR+5jtcVzjMD4LGefgUCD+7rjCdmHfUpZ6MGG9MQdT8JDvmt96jPbbvDrWshs0nMzRbu2EGbSJX27Irc0JePepfvXO9b9h94ctdmaJaEFzNN1OzKxJiG6II34dDzCfkyaSyJpJ3v6bA27/0+fN3SEt/y6jAPZnx0T+Tj/stvLp2Hu8OKzyPvY5LGkokxDVlGJpz2WHxP3GU1C1zfsd67HsBnD/qWi7eFrlcdi99NbHsmJlElExEZKiJLRGSZiNzssT1LRCa7278VkVy3PFNEJojIfBGZKyKD/PYZ6ZbPE5H3RaStWz5WRFaLyBz3T4QbtsaYuORdnNgn7uZ5D2EPeM6TkjBajXntTcJETCYikg48BZwC9ABGikiPoGqXAFtUtTvwGFDx68dlAKraCxgMPCIiaSKSATwBHK+qvYF5wBi/9h5T1b7un2nV/3rGmBr3wW2ht/3ybfKO+93zNnJxCkVzZdIfWKaqy1W1BJgEDAuqMwx4wV1+AzhRRAQn+XwEoKrrga1AHs6NWgGauvVaAGvi/C7GmIauYFaqI2iwokkmnYBf/NYL3DLPOqpaCmwD2gBzgWEikiEiXYHDgS6quge4EpiPk0R6AOP82hvj3v4aLyKtYv9axpga1Tfocd+182BsS5j3es3GUVpcs8czlaJJJl6PewRfS4aqMx4n+eQDjwMzgVIRaYSTTA4FOuLc5qp48+kZoBvQF1gLPOIZlMjlIpIvIvkbNmyI4msYY5LmzKcD1xe/Cyi8dWnsbU29zrd8xBWxzRZpQ7SkTDTJpADo4rfemaq3pCrruP0hOcBmVS1V1evcvo9hQEtgKU6iQFV/UlUFXgMGuGXrVLVMVcuBf+LcZqtCVZ9X1TxVzWvXzp4vN6Y22bojindJQskf71secj9c+Hbl6poR08PvG+0skSbhonlpcRawv3ubajUwAvi/oDpTgFHA18A5wMeqqiLSBBBV3Skig4FSVf1BRDoCPUSknapuwOmcXwQgIh1UtWJ8hLOABXF+R2NMDWs5+8nIlYA9JUU0ysh0hnvxkpbmTD18SwGkZdAxwmydRXtKyY41WJMQEZOJqpaKyBhgOpAOjFfVhSJyD5CvqlNw+jteFJFlwGachAPQHpguIuU4iehCt801InI38LmI7AFWAaPdff4mIn1xbpOtBCK8BWWMqYtKNJ3M+/aCXufB2f8MXzmreVRtZm/7KQGRmeqIajgV9/HcaUFld/otFwHneuy3EvCcPEFVnwWe9Si/MJqYjDF1xLQ/w6mBIwRvbHUobbe4L0rOfy1yMgnlmBvgi4cDy1S9h4kxSWVvwBtjEiOni3f5d89XKapMJBUq3g8J9/Z8sGvmwPEe77TMeTn6NkzCWDIxxiTGJR/A8Je8txUXOoMxhuK+zLj8Xc+HN7217urZ17Jt3aro2zAJY8nEGJMYLTrCwadDf49uzvs7w4eVd8ZZ3+vygM0FXzhJaNeO7ZVlmhmin+S4m8MOi7+pcHcMQZtEsWRijEmsUx70Lv/fi5WLJQedGbCp81JnW1Hz3MoyuXaedzvH3wIjX/WtX7cwYHNJdsRB8E0SWDIxxiRWFJ3fjZu28CzP++E+30qT1tEdL6dzwOpOwj8+bJLDkokxpkaVZbagWdvgEZkSp8+cu5LWtgnNkokxpkYVHXsbWc2ivOqohh/3+k3S2jahWTIxxtSozB6nJLX9TRl7J7V9482SiTEm8ZqE7gRv1Hpfz/Ly3X4zL17xVWzHu24hXP6Z084ee5orFSyZGGMS79KPfMstvZNHcZ9RFOeeULme9uA+vo1794zteDmdoWNfisiEPXEMMmmqzZKJMSbxWnf1Lf/Oe7LUrLOeJGt01VF+S9Oyqn3YYsmCPbvhxbPgk/ur3Y6JXVRjcxljTMz+/BOsW1jl0d1Ith5/P22recgcLeS4bf91puf76WPnnRRTI+zKxBiTHE3bwn7HOcvnvRi+rp/MQ89LUkAmmSyZGGOS7yD3cV2PoVZ+HvREwHrzJk1rIiKTYHabyxiTfGnpMHab56bmRb8GrEuoibKqY9tqZ3Itk3R2ZWKMSamW3f1m5k6vfuc7QNFlMwMLPr3Pu6JJOEsmxpiUku6+x4ODB22MVXab4DlVEjBJVsku+PRBKNsTf1v1mN3mMsak3ulPOo8TN2sXXztB0/vqzg3xp5MvHnFmc2zaBvpdGm9r9ZZdmRhjUu/wUdD12PjbEYFDzqpc1bVznYXNy51ZHEtLYN0PsbVZ8RLknqL446vHLJkYY+qXcydWLqYVroVfvoMnD4WH94d728EzR0FhYKc/5WUw51V49hhnWdW5tbVjPZW3ynZvhg1Lauxr1DWWTIwx9du4wVXLioKeLHvvRnj7Cvh1HvzrRLi7pdN5//D+UOpekXzxCDzVH5Z+mPyY6yBLJsaYhmfnxoDV0u9f9q2s+V/AtspbZRV+nZ+sqOo0SybGmAZn1+d/D1gvKS0PWVdW5wcWfHQ3zLjbrlCCWDIxxtQ7us9RYbdvXxGYIJpIcWwH+PJRePmcWMOq1yyZGGPqHekdfnyvvXUDbF7hdLSbhLBkYoypf/buE7nOk33h638kP5YGIqpkIiJDRWSJiCwTkZs9tmeJyGR3+7cikuuWZ4rIBBGZLyJzRWSQ3z4j3fJ5IvK+iLR1y1uLyIcistT9bJWQb2qMaTg0dB9IgJUxzuhoQoqYTEQkHXgKOAXoAYwUkR5B1S4Btqhqd+Ax4EG3/DIAVe0FDAYeEZE0EckAngCOV9XewDxgjLvPzcBHqro/8JG7bowx0Wt/cHT1fnwvscfdvaXBvtwYzZVJf2CZqi5X1RJgEjAsqM4w4AV3+Q3gRBERnOTzEYCqrge2Ank4bwEJ0NSt1wJY49HWC8CZ1fhexpiGLKtZ9HVLdibuuA/mwviTE9deHRJNMukE/OK3XuCWedZR1VKcec7aAHOBYSKSISJdgcOBLqq6B7gSmI+TRHoA49y29lLVtW5ba4H2XkGJyOUiki8i+Rs2bIjiaxhjGpRDL4DhLwWWnfpw1Xr3daz+MbasrFoW/F5KAxFNMvEaJy34EYhQdcbjJJ984HFgJlAqIo1wksmhQEec21wxza+pqs+rap6q5rVrF+fgcMaY+mfYU3Dw6b71O7dA/8sSe4yy0sS2V4dFk0wKAP9xnTvjuyVVpY7bH5IDbFbVUlW9TlX7quowoCWwFOgLoKo/qaoCrwED3LbWiUgHt60OwPpqfTNjjAE49wXIPQbimXQrwnsrSbF5hTP8fR0RzdmdBewvIl1FJBMYAUwJqjMFGOUunwN8rKoqIk1EpCmAiAwGSlX1B2A10ENEKi4pBgOLPNoaBfy3Gt/LGGMch5wJo6fG18bF78OgW6sUJ+0tFVXn0eX7OiTrCAkXcT4TVS0VkTHAdCAdGK+qC0XkHiBfVafg9He8KCLLgM04CQec/o7pIlKOk0AudNtcIyJ3A5+LyB5gFTDa3ecB4DURuQT4GTg3MV/VGGNitO/RsOpLZ7ll8MRbUFJWTuXckIXrEnfcUr838tcviv7ptBSKanIsVZ0GTAsqu9NvuQiP//RVdSVwYIg2nwWe9SjfBJwYTVzGGJNwA6+Frx53ls9/HXa5g0IefAYseBOWzaisuqOozJdMSncnLIQ9RYU0cpd14m+QG5cnrO1ksTfgjTGmwlnPQfO9feuZTaDlPs5yVjO44E24zje51o4Svw74xe8mLIzdOwsrl2XXpoS1m0w2ba8xxgAlZzxDZp8RzmyMhWvh2D97V8zxvRlRtHUd0MtZCZ44a/0iyMiC1vvFHsvuwsiVahlLJsaYhiU9E8pKqhRnHnyKs5CRCYPviaqpnIUvQr+T3LWg7vinj3Q+xwZNxBXOrHGg5RQ36xn9PrWEJRNjTMNyyFkwb3LV8sbRDwNY2nQvMnauY++Vb/sKNy4LUbnYuUKJxrvXA1XfCq8LrM/EGNOwDH0g/jYaNa1a9vNM77qzJ0Zub+VXMLNuj2BsycQY07A0ae3ceorl9lOQsuNu8q14dbxv+sm3/N6NkRuceCp8cFu146kN7DaXMcbEKHPfI3wrC96E9MDbWLsXTadxDceUanZlYowxMZKM7MplLS+D10cHbG88I6ahBiN7dST8o1/4OiU74ft/+2aP3L4m8OXHJLMrE2OMiZVfh7r88HaYilHwvyUWypJpketMv9Xpn2m5D3Q9Dh5135qvuJ1XWgyI87RaEtiViTGm4Wp/SPX2i/bprAr/PAF2hJgq4++HxdZWyS7YVhBYtvJLWPW1u31nwEyTWl4Gk86He9s7f5LEkokxpuE64Xbns1uMIzilx5hMVs+m7J9Vj1H0zTiPyq6T7q5aVrYHXjobHjsEVrlPj21eDhN/AxvdlyY3LoV7WlfuMveNB2BxxUCXSRua0pKJMaYB63IEpGXAMX+Kbb/02HsI0ret8q1MuxEWTyP7/etD73D0tVXLCn/1PYI8wX3JcvX3gXVm3BWw2mlp0ARhSWLJxBjTcDVtA3dugtyBNXO8X+fDzo3w3XMwaWToeq26AvDzue8Hlr94VtW6b14S9pDt9gRPP5Uc1gFvjDE15dmjo6t3yQcAZDVrHVi+aWng+tic2GPYvgZaxDFVcQh2ZWKMMbXItvP+A82cjvLGmY0i1K6Gd29IfJtYMjHGmOrx6iBPgJz9B1Qut2ic+GSybmtyRiS2ZGKMMdXRwmM4xrHboFOes3zxBzDkvtjbTU/C1YifX7cmZ155SybGGFMdIiE2uI/fShocdlE12vX7b7lJm9j397Ol7eFVyvoU58OE3/jelE8QSybGGFMdEuG/TxHIau5crbhPZ0XXrl+SymxSvdhcrX4fYvbHVV/CugVxtR3MkokxxlRHl/7O56kPB45CfOpD0Lk/7OU3wdUf54QfpfiSGaG3HXxG9WNsFGa4yWifLIuSJRNjjKmOnM5Oguh/WWB5p8Ph0g+hUbb3fsGatocuYQZxPHdi9eK72n2Z8Y5NAfPWJ4u9Z2KMMSmiv3sfadPdWbloCuxYX7VSWnrM7c7NvZg+bbo5K+kZAfPWJ4tdmRhjTIrIvkdBs3bOyn7HQe9zvSvuPyS6Bo9x3iHp3bNPAqKLjSUTY4yp7bqdEHrb0e74XgedBsffBsNfQqrzFFmcLJkYY0wNKW/dvXo7dugdelvFbbKs5pCWBgef7nzWsKiOKCJDRWSJiCwTkZs9tmeJyGR3+7cikuuWZ4rIBBGZLyJzRWSQW95cROb4/dkoIo+720aLyAa/bZcm7NsaY0wKpf3h6+rtuO8AuGEpnO0xZH1Fn0qkR5XbHgiHnAUd+lYvhggidsCLSDrwFDAYKABmicgUVfV/POASYIuqdheREcCDwHDgMgBV7SUi7YH3RKSfqhYCff2OMRt4y6+9yao6Js7vZowxtYv/LIcn3BHbvs3aQ69zqo4SfMhZUDALBt0afv8x3/mWqzNAZATRPM3VH1imqssBRGQSMAzwTybDgLHu8hvAP0REgB7ARwCqul5EtgJ5QOW3EpH9gfbAF3F9E2OMqQvOHgc5XaBzhDndo5WRBb95JDFtxSGa21ydgF/81gvcMs86qloKbAPaAHOBYSKSISJdgcOBLkH7jsS5EvF/t/9sEZknIm+ISHB9Y4ypu3qdA/scUf1+jSu+TGw8CRLNt/EagCZ4UJdQdcbjJJ984HFgJlAaVG8E8Krf+jtArqr2BmYAL3gGJXK5iOSLSP6GDSHmVjbGmPpm716wrzuZ13FVurBTJppkUkDg1URnIHjqrso6IpIB5ACbVbVUVa9T1b6qOgxoCVTO7iIifYAMVZ1dUaaqm1S12F39J87VTBWq+ryq5qlqXrt27aL4GsYYU0/s3cv5zK5m38d1C6HrsYmLh+iSySxgfxHpKiKZOFcSU4LqTAFGucvnAB+rqopIExFpCiAig4HSoI77kQRelSAiHfxWzwAWRf1tjDGmIUh3O/KrO1x9TmcY9U7i4iGKDnhVLRWRMcB0IB0Yr6oLReQeIF9VpwDjgBdFZBmwGSfhgNOxPl1EyoHVwIVBzZ8HnBpUdo2InIFzO2wzMLpa38wYY+qr4250PlPwcmIoogke0z4V8vLyND8/P9VhGGNMnSIis1U1LxFt2Rvwxhhj4mbJxBhjTNwsmRhjjImbJRNjjDFxs2RijDEmbpZMjDHGxM2SiTHGmLhZMjHGGBO3evHSoogUAktSHUcU2gIbUx1EFCzOxKkLMYLFmWh1Jc4DVbV5IhqKZj6TumBJot7iTCYRybc4E6cuxFkXYgSLM9HqUpyJastucxljjImbJRNjjDFxqy/J5PlUBxAlizOx6kKcdSFGsDgTrcHFWS864I0xxqRWfbkyMcYYk0J1PpmIyFARWSIiy0QkpRMii8hKEZkvInMqnpIQkdYi8qGILHU/W7nlIiJPunHPE5HDkhjXeBFZLyIL/MpijktERrn1l4rIKK9jJSHOsSKy2j2nc0TkVL9tt7hxLhGRIX7lSf03ISJdROQTEVkkIgtF5I9uea05p2FirFXnU0SyReQ7EZnrxnm3W95VRL51z8tkd5ZXRCTLXV/mbs+NFH+S45woIiv8zmdftzxlP0fuMdJF5H8iMtVdT/75VNU6+wdn5sefgP2ATGAu0COF8awE2gaV/Q242V2+GXjQXT4VeA8Q4Ejg2yTGdSxwGLCgunEBrYHl7mcrd7lVDcQ5FrjBo24P9+87C+jq/jtIr4l/E0AH4DB3uTnwoxtPrTmnYWKsVefTPSfN3OVGwLfuOXoNGOGWPwtc6S7/AXjWXR4BTA4Xfw3EORE4x6N+yn6O3ONcD7wCTHXXk34+6/qVSX9gmaouV9USYBIwLMUxBRsGvOAuvwCc6Vf+b3V8A7QUkQ7JCEBVP8eZAjmeuIYAH6rqZlXdAnwIDK2BOEMZBkxS1WJVXQEsw/n3kPR/E6q6VlW/d5cLgUVAJ2rROQ0TYygpOZ/uOdnhrjZy/yhwAvCGWx58LivO8RvAiSIiYeJPdpyhpOznSEQ6A78B/uWuCzVwPut6MukE/OK3XkD4H5hkU+ADEZktIpe7ZXup6lpwfsCB9m55qmOPNa5UxjvGvVUwvuLWUZh4ajRO97bAoTi/qdbKcxoUI9Sy8+nekpkDrMf5z/UnYKuqlnocszIed/s2oE0q4lTVivP5V/d8PiYiWcFxBsVTE3/njwM3AuXuehtq4HzW9WQiHmWpfDxtoKoeBpwCXCUix4apW9tirxAqrlTF+wzQDegLrAUecctTHqeINAPeBK5V1e3hqoaIKemxesRY686nqpapal+gM85vvweHOWatiVNEegK3AAcB/XBuXd2UyjhF5DRgvarO9i8Oc8yExVnXk0kB0MVvvTOwJkWxoKpr3M/1wH9wfjDWVdy+cj/Xu9VTHXuscaUkXlVd5/4QlwP/xHepndI4RaQRzn/SL6vqW25xrTqnXjHW1vPpxrYV+BSnj6GliFQM9+R/zMp43O05OLdGUxHnUPd2oqpqMTCB1J/PgcAZIrIS55bkCThXKsk/n4nu+KnJPzhjiy3H6SCq6Bw8JEWxNAWa+y3PxLkX+hCBnbJ/c5d/Q2AH3XdJji+XwI7tmOLC+a1rBU6nYSt3uXUNxNnBb/k6nPu4AIcQ2EG4HKezOOn/Jtxz82/g8aDyWnNOw8RYq84n0A5o6S43Br4ATgNeJ7DD+A/u8lUEdhi/Fi7+Goizg9/5fhx4oDb8HLnHGoSvAz7p5zPhX6Cm/+A8NfEjzn3W21IYx37uyZ8LLKyIBef+40fAUveztd8/vqfcuOcDeUmM7VWcWxp7cH7juKQ6cQEX43TELQN+V0NxvujGMQ+YQuB/hre5cS4BTqmpfxPA0TiX/POAOe6fU2vTOQ0TY606n0Bv4H9uPAuAO/1+nr5zz8vrQJZbnu2uL3O37xcp/iTH+bF7PhcAL+F74itlP0d+xxmEL5kk/XzaG/DGGGPiVtf7TIwxxtQClkyMMcbEzZKJMcaYuFkyMcYYEzdLJsYYY+JmycQYl4i0FJE/uMsdReSNSPvEcay+/iP2GlPXWTIxxqclziiqqOoaVT0nicfqi/P+hjH1gr1nYoxLRCpGxF2C8+LhwaraU0RG44yymg70xBnPKhO4ECgGTlXVzSLSDedFtXbALuAyVV0sIucCdwFlOAPpnYTzklhjYDVwPzAV+DvQC+et87Gq+l/32GfhexP5FVW9O8mnwpiYZUSuYkyDcTPQU1X7uiPtTvXb1hNn5N1snERwk6oeKiKPARfhDKXxPHCFqi4VkSOAp3HGRroTGKKqq0WkpaqWiMidOG9FjwEQkfuAj1X1YhFpCXwnIjPcY/d3j78LmCUi76pqfjJPhDGxsmRiTHQ+UWdekEIR2Qa845bPB3q7o/MOAF53poMAnKsJgK+AiSLyGvAW3k7GGaDvBnc9G9jHXf5QVTcBiMhbOEOlWDIxtYolE2OiU+y3XO63Xo7zc5SGM2dE3+AdVfUK90rlN0Dl1K5BBDhbVZcEFDr7Bd+LtnvTptaxDnhjfApxpriNmTpzhaxw+0cq5gDv4y53U9VvVfVOYCPO0N7Bx5oOXO3OcoeIHOq3bbA488s3xum7+ao6MRqTTJZMjHG5t5K+EpEFOMPJx+p84BIRqRg5umJ624dEZL7b7uc4I0t/AvQQkTkiMhz4C85UsPPcen/xa/dLnNF+5wBvWn+JqY3saS5jajH3aa7Kjnpjaiu7MjHGGBM3uzIxxhgTN7syMcYYEzdLJsYYY+JmycQYY0zcLJkYY4yJmyUTY4wxcbNkYowxJm7/D8spVFcBpTKgAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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k/a6FfHuOvV4XO7e1RCljKxOlVIp7YbirbLsO6uxdmYSwP8d5ApZ9J/+Zg1r/InQBR55hjdF4/ky/QzuaHG5tTOhZn3bQ3Idg0G9cx+eO9+P5rBfP8trPKQzSpbm9R0/frCy4+N+B88ZQxraZKKUyQ5OKAI+qW3RwTO74+W3+iWN3ctBpDumefvuh9XruBOjQzzFLTY3/CPRa49EQ/tMymBtFTzSAj+6G7z8J/7wbvrYeYSWp05FWJkqplNZy/1rnA0OdR4M3qdgKL53nnSgS+kP28BOtwX5FgdsEa6qr/dJa7FsLO0qtxvJnB8FHdwW/TjAVe1z3ZvNzSLe4PL5ySysTpVT6OMrjcU9ukF6F6z6Ly+XPXPuA82SLE3rBolca9gO054S0f5u7fLn+M4Enm1YmSqnEi6DLvkHgUp8ZrbMcRrjH20vnOqd/8WjDdoRdh82rl4bM82P7X0Jxp4jKjyetTJRSibclxADBOkd5NNK37+P/qOqOdXD7Omp7jAhcRo8Lw48vmNLPndO3ranfXF7m8g7Dh7hYdz6rbtBkitHKRCmVeMblVOrdfgln3AOAtD3e/3h+M2jSkqwLnoXfvOFcxuA/RRikh+HhLbBXvndH+NdwebfWrth5jaJkc1WZiMhwEVklImtE5E6H44NFZKGIVIvICJ9jI0Vktf0z0iP9BBFZapf5uNjznohIbxH5SkQWiUiJiDh3q1BKpa2qapeVyeGDoP910Od3DeNLnGTnBp5S/pAIZ7j2HBXf/7qwTi0+sD78662I7Yj0RAtZmYhINvAUcBbQHbhURLr7ZFsPXAVM9jm3JTAW6A/0A8aKSF0n8GeAUUBX+6fufvYh4B5jTG9gjL2vlMog27+b651w9UfOGQ/uYjW0n/N3KIx6Ad/wHHd5w7YI+7PdT+ZY5dCFOKSdISqgwX+CHiOg67Dwy04AN3cm/YA1xpi1xphKYApwvmcGY0ypMWYJUOtz7jBgpjFmuzFmBzATGC4ibYDmxpi5xpo862XgV3XFAc3t7SJgYyS/mFIqdR36X58HHB0HxOdCtyyN/Fzx/nisOSZIu4wPUxligkkHew9UBs9w2p9hxPPBe7ElkZvKpB3ekxiX2WluBDq3nb3tVOYtwMMi8iPwCBBFp22lVGM1v/iX0CL8CSTrHTHEazcv133PsW7rXw2dyUfTL+4L+5xU4qYycRrp47ZfX6Bzg5V5PXCrMaYDcCvguAatiIyy21RKdDJHpZSvo/aWhM4UTJOWXrvZPX4VIGMMVDXcyVTnNInfdeLITWVSBnjOW9Ae94+eAp1bZm87lTkSmGpvv4H1mM2PMWaiMaaPMaZP69atXYajlEp559vr9lw+NXi+EIqqNscgGKDfKAByWviPjN977JWOp3xfFOZju8qGRbxWDng4vHNThJuJHucDXUWkM7ABuARwO6vZR8D9Ho3uQ4G7jDHbRWSPiAwAvgauBJ6w82wETgE+BU4DVru8llIqHfjOOzVmu/X6x2+t6URadYUup0PzNomPzdeY7X5tJ56aXvAYnD0e/tbJK31n9sHhXcc0NDcfqPF/cLOr9QmEsVp9UoS8MzHGVAOjsSqGlcDrxpjlIjJeRM4DEJG+IlIGXAQ8JyLL7XO3A/diVUjzgfF2GliPs/4JrAG+Bz6w038P/J+ILAbux+rxpZTKFP+6oH5zy0XvQZa9mFPzNtD6KGtgYqQVyaBbYhCgh6zswHN6HXykddyhl1ltjf8cXkEtnlK/WV7pf+6Bs5/wS0s1rqagN8ZMB6b7pI3x2J6P92Mrz3yTgEkO6SVAD4f0L4AT3MSllEpvhxwS47uPM8bBHGvNkopDepEf29K9BRjIuJ/88BfP8njMdXzPY2GB9+HDWjQNN7qE0xHwSqnkadU1tuV53EXkD7oxSMYY6Oq/3gnAPmmGqfW4u6jcD+u/ci7DGKithc3L6pOaHn48nDjaO1/x4dFGG3damSilEsd3ypB4rL3xh8VWt95uZ8e23EKPNecH3OB97H9X1W/WZuVSWO2xDPH7f4BJw2Dnj/h5+1oYXwzfTottrEmgKy0qpRJm5+o5tAidLTrFneDKd2NfboFHE/hhx3ofa3ZY/eahNZs4tMZj2d2fllivlXv9y1zyWgwDTC69M1FKJUxFTZp/5DQ9DDqdDL0cpoo/8kw4xW/qwsA82kkyQZr/yyqlUl35wikwrgieO4XqqopkhxOd21bBVdOcH89d/mbwySh9VewJfCxAe0wq08pEKRVXBe9da21sWkT2z98mN5hE2rvFet32vfXq116UHfjcI4bA2MgW2EoWrUyUUglzmO8Ejxls1fffw56foNbuJrzsLa/jVfu2O5zlIR6dE+JIKxOlVGA/zoMFLyU7irTUduoFUL67IeHzR2DPZij9Ag7sJPcZl0s1eU6Fn8K0N5dSKrDn7Wf3J4wMnk/V29jlYtp+/xrN5AA81df74KShsKPUfWHjdoXOkyL0zkQpFT+1gReJ2kNqLj8brcKOxwU+GGoBrDSmdyZKqdirrYWFL8KuDQGzbMlpi/u1C9NHcdMgU8gb3/UDM4dWJkqpBus+h21roM9voytn6Rsw7dagWTq2LIzuGqmqZefIz+10cuziSDCtTJRSlvLd8NI51na0lUnF7pBZcrPcrrGXZjoPTnYESaFtJkopy+tXJPZ6RwxJ7PVUXOmdiVLKsvbTwMdqaxrWHXGjujz48T8sgebt3JeXZvY3aUeT/YHbiwLqe03sg0kQvTNRSoW2y2HG22BWhpgFt/hwyM7c77I/S8vQmZwcE8d15uMsc/81lVKRq62FjxrmmTIHdiDFndydOy7VF5iNv2rc3cXtP/cZmsx7GoY/AHnp3VVaKxOllL+NC+HrZ+t3axb8i5y2QcZPKC9tD24OLiYFzu85Ak74TfwDSgB9zKWUgp9Xe+/v9543qro2Q3texUlBt6Gu8mXn5sU5ksTRykQpBU/28d7/8WuvXdeVyZZGNCtwMJ7dg29fF3C9+EyilYlSjZ3TIk2fP+K123TxC+7K2rPROf28J63XZm1g2ANhBJemWh7RsN2kpfV7ZzhtM1GqsfvySfd5Zz8ALTpCTj6sngH/M9H7uO+aHQAXPg/HjoDjEzyOJZnymwXfz0BamSjV2IUzi+1nPo9rhj9offOuUzLJ/5weF0YUVtq7/C0Q++FPl9Mgr6nzOvAZQh9zKdXYLZ4c+bmzxlqvuzfBsrcwaz72Pn72I2m3yFPMHHmGVYmA9R78aQ2c90RyY4ojrUyUUu5sX+uftvBl6/Xv3eDNq5HqA/WHtuV3gH6/T1BwaSC3EI6/MtlRxI2rykREhovIKhFZIyJ+626KyGARWSgi1SIywufYSBFZbf+M9Eg/QUSW2mU+LtLw9UVEbrKvt1xEHormF1RKxcjjAcaZBBik+FPhkXEMRqWakJWJiGQDTwFnAd2BS0Wku0+29cBVwGSfc1sCY4H+QD9grIgU24efAUYBXe2f4fY5pwLnAz2NMccA3t1KlFJp4Zids5MdQmrrnR7L8brl5s6kH7DGGLPWGFMJTMH6sK9njCk1xiwBfFd+GQbMNMZsN8bsAGYCw0WkDdDcGDPXGGOAl4G6SWmuBx40xlTYZW+J9JdTSiVPeW6LZIeQ2tr2TnYEMeWmMmkHeM7yVmanuRHo3Hb2tlOZRwEni8jXIvKZiPgsomwRkVEiUiIiJVu3bnUZjlIqUQr+uDjZIagEclOZOHXFcDu3QqBzg5WZAxQDA4A/Aa97tqfUZzZmojGmjzGmT+vWrV2Go5RKmEK9Mwkqw3q5ualMyoAOHvvtgQDDXF2fW2ZvO5VZBkw1lnlYj85aubyeUiocS14Pfvyaj6FD//DLvfK9yOJpDNrbD1tyg6wVn4bcVCbzga4i0llE8oBLALd/KR8BQ0Wk2G54Hwp8ZIzZBOwRkQH2XceVwLv2Oe8ApwGIyFFAHvCz699IKeXO7Adgaoiuu+37RFYxHHFKZDE1BgdnZi+3kJWJMaYaGI1VMawEXjfGLBeR8SJyHoCI9BWRMuAi4DkRWW6fux24F6tCmg+Mt9PAamj/J7AG+B74wE6fBBwhIsuwGvtH2o30SqlY8h3NHkg4KywC9Lwk/Fgak4E3W6tMdnU3s3C6kEz4nO7Tp48pKSlJdhhKpRc3i1iN2+U+r+85KuWJyAJjTJ/QOUPTEfBKKaWippWJUsrb6WOSHYFKQ1qZKKXcO6xnsiNQKUorE6WUt7q13j1XB7zkVev18qlw6/LA5177efziUilN1zNRSlGdXUhOjT3j7xGn+jeidzvbuWH9dzOhrMRaWbDrUMjS76eNlVYmSimrIrn2v7D+K3cjs29aCOU7od0J0KFf/ANUKU8rE6WUpU0v68eNg7vENxaVdvSeVKnGYOd6WPJGw/7qWcmLRWUkvTNRqjF47FjrtceFVrvGK410XXYVN3pnolSyTb0W7ikOnS8WNn7jmFzV5oTEXF9lLK1MlEqWzx6C6bfDkilgfNeVi9Dm5TDtVqj1KM9ze/1cx9Nyz3k4NtdXjZZWJkoly+y/wrznGvZra6Iv85WLoGQS7N7QkOZZUc24G/Zs9j/v4K7RX1s1alqZKJUMs+/3T9vtdpmgIOoqke8+bEjbtd4rS82nLmcLVioMWpkolQyf/S2+5W9b07D9w5deh7IXTPLPL/pRoKKjf0FKpYp9W4Mf/+huWP6Ou7K+fhb+PQKAPfNfDZht/TE3wIhJkN/UbZRKOdKuwUqlin84TGPiae6T1usxLtcLWTMTvp1Os41fBMxyWO9h0HWI+xiVCkDvTJRKJQd2xLa8KZcGPZzXaUBsr6caLa1MlEolzwyyXo2Bd26Adf91fWrN95+Ff73cgvDPUcqBViZKpZK63limFha9Ai+dC3u3uuo2vPfNG8O61P6T/18kESrlSNtMlEqkWePgi0dD51v1QcP2I0e6KrrowI/hxTLghvDyKxWE3pkolUhuKpJ5/4DKfUGzrJ4xkW+eviqqUAry8qI6XylPWpkolWqm3waYoFm6fvknjtvyNrW1BmqqYFxR2JfJytYHEyp29K9JqVT09rWBj73T8Hgqa3wLa2XESGRlR3aeUg70zkSpRNm3zT+tuHP45Sx6xXt/7ezI4lEqhlxVJiIyXERWicgaEbnT4fhgEVkoItUiMsLn2EgRWW3/jPRIP0FEltplPi7ivVaoiNwmIkZEWkX6yymVUn5a7J925j2Jj0OpOAhZmYhINvAUcBbQHbhURLr7ZFsPXAVM9jm3JTAW6A/0A8aKSN3CDc8Ao4Cu9s9wj/M6AGfa5SqVnvZtg/GtPObGclhbvaCFNer9ujkJDU2pWHNzZ9IPWGOMWWuMqQSmAOd7ZjDGlBpjlgC+izIMA2YaY7YbY3YAM4HhItIGaG6MmWuMMcDLwK88znsUuJ1QrZBKpbKyeVBbBXMmBM5TYDecFx8e22uPfN97/84wuw0rFSY3lUk7wPMvscxOcyPQue3sbb8yReQ8YIMxxuGZgFJpouoAvHqJd5rTwMO2va3XWM/a23mw935B89iWr5QPN3/BDvfmru8YAp3rmC4iTYC7gTEhCxYZJSIlIlKydWuI2VaVSrC1H3tM8756BgBmzmNBznD6LxGlq/4T+zKVCsBN1+AyoIPHfnvA7So+ZcAQn3M/tdPbO5TZBegMLLbb49sDC0WknzHmJ8+CjTETgYkAffr00cdhKqVU7/Bo7jO1VK7+lLzSzwOfILGpTCqOOJOsbmeTC9DppCCzEMeh8lKNmpvKZD7QVUQ6AxuAS4DfuCz/I+B+j0b3ocBdxpjtIrJHRAYAXwNXAk8YY5YCh9SdLCKlQB9jzM8ur6dUSsip2uO1v3DFKhIxP2/+lW8GPnjRS7BzPWCgy+kJiEY1JiErE2NMtYiMxqoYsoFJxpjlIjIeKDHGvCcifYG3gWLgXBG5xxhzjF1p3ItVIQGMN8Zst7evB14ECoEP7B+lMkJWufcdwa7KEHcCkoABhMf8KnQepSLkagS8MWY6MN0nbYzH9ny8H1t55psE+K0TaowpAXqEuG4nN/EplWo6bZzmtd9ja4j2i5w8+O0H8MJZDWlXvgsvnx/4HKVSiI6AVypaq2fCtD/CT8sCZmm35dPQ5Rw+0HthQsHBAAAgAElEQVT/oEOc89Xpdk7oMpVKEK1MlIrWKyOg5Hl4dlD0ZXX0qFBCNcpf/O/or6dUjGhlolS4Fk2GXRucj1VXhpw+Pqh+11ivvS8jWI8rM+wBq7I55Y7Ir6VUDOmswUq5tXcLPNLV2m71Cxg9DyYO8c5zX2sA9lNAE8qDl+c0UPHo82DgTXDSHyGvKRzSHYY/AD/Oh9n3WXl+Pxtpd7y1PeQuOHE0PNjBvyylEkgrE6WCefRYOPFGGHAdbFtTn2z2bbHuGzZ+43hayIoE4FqHcSfZuTD0vob9G+Zar1UHrNejhkNdRQLW3YmOblcpQB9zKRWIMbBrPXxoP0rasLD+kBzYEfL0bQUdAdiTf6hzhsOCdmb01tRujG/dzf05SiWQViZKBfLjPO/9xVPCOn19q8Ewbhfft4lBr6t2J8BvP4TT/hI4zyG+k3krlThamSjl65P7oKwEJg0Nnm/910EPH1dm9bbqXfp8fdrmM4LMIBzK4SdCoKV2R5fA1R9GXrZSUdLKJFZqquCLR6HKxbNylbpWz4L/Pgz/dDHdSIjKZluLngDs6nx2fVpWizg1lLfq2jCdvVJJoJVJNHb8AB+Pt56tL3wJZo2DLx9PdlQqGktfd07fURp2UWs7XQxA4aFH1qc1b9rU2shtEnZ5SqUy7c0VjdevgE2LYfFrsNtanmXnuoW0OCXJcanY+/4T2Lw0rFPyc6zvajl9r4avrC8Z+e2Pg5sX6V2Eyjh6ZxKO2lr46lmo3G/tV1dar7sb1vlqUfpBw3GVfgINOKyuCLuoI4dcBvg82srJg5adoUnLSKJTKmVpZRKOb6dZ3URnjbP29/7knG/yrxMWkoqxb6c5p1eH3xaWl19obQRqNFcqg2hlEo4q+45jid1FNNBYg2CLIKn0VPcFIgw5uXmxj0OpFKWVSThq7Mda5bvgpXOTG4tSSqUQrUwC2VEKFXu90zyfm6/7b9DTa/dtD3pcpaCNi5IdgVJpSyuTQCb0gpfPg30eKwZ/dLfr02vfvyWy65bOsbocq8Qa1wImxqAb3iWvOqeP3Wn9KJWhtDJxYJba62hvWAAPd4El9tiDGvc9eqojvTN58WyY0BPm6HiVxDLRF3Hh89DtbBi3y/rxJBJ6fRKl0phWJg62fewz5cXyt8MuI/vHudEFMTPIHEwqYWo6nOif2DnAHcyhx8Q3GKVSmFYmDlrtXOKdsGp62GXkUh3+hb9+LvxzVPR2/hjwUNbpf/ZPPOV258yHHB2jgJRKP1qZ+DKGHwojnH21Savorv2Bz4dUTVV05Sl36tYKcSBF7f0Tsz26/Po+zlKqkdLKxNPuTfDGSA4/sCL8c29aCIcP9Era9fH/WdNweNq53prLy4WqleHfEaWFcUUwrojabeuSHQkANcH+OZoc7J922LHW61FnxSUepdKRViZ1/nMb/L0brHg3svNbdIS8g7ySij4fD/+6oH6/asV/4LFj2T/vJVdF7t1aFjpTKtjzU9Bv9152rq/fzHqit/W+J1n5kiBtYvnN/NNyC607kt/Yg1dvXQ43zo9PcEqlCa1M6sz/R5QFCLTpFfjwyvfJff03ACyb90ngfB52H0iT6ez/7xcw+WJrXE5tbdCstTU13glRv+/Rq9kcwZ2op6L20Pqo2ASjVJrSygRCfgC6IgL9r4PrvvA/Nq4Ipo6q3y2scjfeYGeTTtHHlSjrPoMH2sEMhwZrDwdqgh5Oiury4BNz1g6McMyQUo2Iq8pERIaLyCoRWSMidzocHywiC0WkWkRG+BwbKSKr7Z+RHukniMhSu8zHRaxO+CLysIh8KyJLRORtEWkR7S8Zyq4VM6MvJCvbqlDqnqf7qmr4wDp292f+7Sa1/p+yLcpmw9ZV0ccWL7s3WRWlp8UBBu3Zyrel3qO7lj/O8E886BA4YggAWXmFDel9r0lITEqlm5CViYhkA08BZwHdgUtFxLe703rgKmCyz7ktgbFAf6AfMFZEiu3DzwCjgK72z3A7fSbQwxjTE/gOuCvs3ypMP27Z5irf8mYnxe6ipT53MOP9pyQ/fM2/4Kl+8MOXsbtuLP3sUNEdCD5YM2fpZP/EIF1zE6FGvGf13Z9TBH9aDVfa7WfG48716PMSGJlS6cPNnUk/YI0xZq0xphKYApzvmcEYU2qMWQL4Pi8aBsw0xmw3xuzAqiiGi0gboLkxZq4xxgAvA7+yy5phjKkbpPEV4NA3M7aa73Tx7f/b6Ryzx+ERFsAdpeFfNJwpzbev9U+rKof3bvKe7iXhwh/Rvb3NYL+0qj1bYxFMxPbkt/Haz6rx+bfxrEyO0JXPlHLipjJpB3h+dSyz09wIdG47eztUmVcDHzgVLCKjRKREREq2bo3uw6jjksdCZ5pyqXP6kWdAYbHzsaA8PohDdRUuneOftvQNWPhyRFOjx0plTfhtTRUVlX5pZZs2xSKciG1q8guv/QLjM21O627WayttZFcqEDeVidPXT7cTGQU6N2SZInI3UA284lSwMWaiMaaPMaZP69atna9+YCd85/A83EdZm6H+ib9z2Y7yq2f900aXhDxt466GrrQH5jwTPPNih0dD9W9XDOaUilB5ZYBR/nu3BDynstx/JcPO038Tq5AiUklu8Aw9LoTL3oQbvk5MQEqlITeVSRngse4o7YGNLssPdG4Z3o+vvMq0G+rPAS6zH4NF5s3fwuSLrHEQQWSXO7SZdOgXuvyLXoSmDhVZq64hT2394XX124WzomgWSl5dQlW18wj9vWXLA59TkYJLGtf63y15EYGuZ0KWdn5UKhA3/zvmA11FpLOI5AGXAO+5LP8jYKiIFNsN70OBj4wxm4A9IjLA7sV1JfAuWD3HgDuA84wx0X3y/Lzaeg2xfvee7EgeU0EkbQZ1cqv3woaFEZ8fzbVjJaf0M8f0NdsDfzh3/GFqvMKJmPhOW3Pm+OQEolQaC1mZ2I3ho7EqhpXA68aY5SIyXkTOAxCRviJSBlwEPCciy+1ztwP3YlVI84HxdhrA9cA/gTXA9zS0jTwJNANmisgiEXF4juTSLru5JsTU3/tMPj8Zj2kzTvqju/KjnVI8UON578tDn7vLbnJa9O/oYohC0TfO/zS9Z/za+QRjaL078F1LzFWVw9bvrO1XfwNPD3TMJrUej+u6DoNBf0hAcEpllpzQWcAYMx2Y7pM2xmN7PgF6XRljJgGTHNJLgB4O6Ue6iSmkn5a5z1tdQZV4PDfPbxqTEHyZ/OZIxW7vxHdv9M/Y6ST2FHWl2WdjAxf22YOxDS5cdXd94XAYS1On6sBucgubRxGQv+oJx5GzdyPVx11Fzqr/BMzXbZ89FUphMfzq6ZjGoFRjkXkPgWtrrdl2V3l2Agt+ByE1FVRl5TckHHGq9dqmt1/e6uxC6GePZg/Wi6vF4f7XOf9JONbjW/sn4+EbhzuLo4bRtG03//SqA/Dlk0E/lBPmyT7hn2MCx71z4vkxn4I/Z6/VDJfzzYuBM5XOIRf7MdcdpXBQlDM/K9VIZV5l8t5NcG8rmH1ffZIJ0UrdovIncqWmYWrx4k6BM4vA0Pvg4legs/+YiXp9f+ef1v1872++Py11PregCGnv8GH92UMw42745D7/Y6mqtha+egYq91FTFXhsTesdC/2n4I9SaYHD+iLfzfB+vPji2TG9plKNVeZVJg5tCDuWBu/m26lyNR1qyqDtcVZCtv3Iq/+1fnlFsiAnH44+J3gcA2+GOxzWcs8O0Q3Vuor1DdlnrYyaug/BL/7uoowUsWo6fHgnzBxL5QqXU+rPfgCWvxP9tY3DOJjJF1lLMSulYspVm0m6y93qsv3k0imw8ZuGacePPMMvSy1ZZLspSwQKPaYV+4uLkepjd1qP6AJ0Qd3w4zo6url2rOz5CXIKvH+PcNXNSTb/H1QO60H9LFejS2DLSnj9Cq/sNbWG7Lr2oGOiW3gqz3fwoa/9wad+UUq5l3l3Jg7yNi8KfNBzGEuTlnDk6Q37TQ+BcbvY9JtP65OyslxVJf7c3JGIQE6e4yFjDIX7opgkcf1X4U29svYza2r5v/m3/fipa0PKzvc/5vH+7suzxuSUtf+lNRanu/88VwEHQkagbWVp8AxvjAx+XCnlWqOoTPI3BxnPYTdm/9Ds+MDnZzV8wGVlhdkd+NYVcHOQysylqg2LaX0ggpUJV31gNWxPGmb97N4IOxwev/l6OYwJDbvbU7U5tfN4aPu+NdL9p64eI97/13tetJqlb7q/bjCV/iPtvaycBttTY6VHpTJBo3jMFYyprUKA9S1PJNB38IJcjzr34DB7Lhf5TzlWcfgQ8n/4NKxi8v4ZwQSDlfvh1Usa9retgb/bjdLhrF2+eQUc6jtRtIdW9txWfa6GHxzmEfOR1eyQhp0c77uZ5v+5jlioLN+P8z2e7bXLYnIdpZSlUdyZBFO1azMAuRK4x1dedsOjLTnp1qivmRvrd92psdqY4A3NTl2SA3nmxODHm7a2KqdjPZaysR9vbV7xuV/2gkKP5Y2Dda/eGPkd3baNetehVCJlTmWy80e495DQ+XzIjLsB6PJz4KV0czzfpUjbTDyLiPVMKE7P/r/5t9eCXH6cBkvWqYm+3aK62irj0FX/8jtWWNjEXSETI5/ufc+GbyM+VykVvoypTPZ+/DDUhOi942DTNmsJ3e37nScttHjctUQ03bxvcQ5dVvtf75h1dbMBkV3j+49D59myMsABh7u0yZfAlMsCTkniq6KqyuqZ5qCgSXxmGABgz2YYV0TzddPCO+9Qv8kYlFJhyJjKpOnSlyI6r7zSmpSwqjbI7YLnh7+b2YRDOeos7/1OJwecXLBVmwjXBlv+dug8Tw+A8l3W1Ci1Hr+jU2X33Qfw7TTYstx/qV4PNVlWS0V5ZZVzOUATz8dcsbbZGgh6WNlH4Z038KY4BKNU45EZlUk4qxb6OKS8FIDsHDeDCWNkgM9dyLkTAnYJLu7m/6invJ1DG8aOH9z10vL1YEd4sg8/PdK/IS2c6VoO6+m1u6up1U5TvXNDwFMKCwu8E+qWx42JCJ8htjwihjEo1fhkRmXi5hn/M4McVyxsUWUt5NTxsAALbEHs1wwJZ7bh467wSyr4/YcwxGcNlAk9rZ8I2zsO2/9dw87q0AuK1et0ktdus31WhVazK/CSN3k5Pn92RwyBQB0blrzuLg5jrJ9IZ3JuF8FcY0qpeplRmbj5tN+8LOjcT2bovYHPbW13fT3r4TDjCsLzwyu3MHC+QB+OQ+50Tp84BA7siDgsgNq9YSyD7DMx4orj7wGgQvLhzavDKCdA54mpv3d3/j3F8PSJ7PBt+7rGRdsRRL+cgFKNXGaMM9nvdmR34A+Mwva9Ap+W3zS8cRlu/P5jqNgDGxZA87axK3fz0ugG4+0oZWPpSuf1BJwM9F77QwqsqWiKvnkWwmkEb3eC+7yODGxdSfbCF+tTfqYFrUIMpKynlYlSUcmMO5Mgs9F62bwUNi2xtqsrqZ7VMPtudsz767qQ38x6xBNjNV9Fvp4YE3rRfuXz7vNne38fyc212n5a+lQkNS06By+nY3+4xGmte8Kamr75uobJJCvFpx0q1l8IlFL1MqIyCbhKfGuHNUGeO9l6/WQ8OV/E8LFVCsle+lrSrp2X5zA/F1A+4hVrozhIpdLtl87pEU5N39Zsieg8pVT4MqIyCeio4YGPfflE/WZlbmxX+Iu5XwT4kC3qENvr7PX+8K096NCwi8jPd+6VlpOXB7csg+v8R8R7WnnSBFYfE+Nlc3tdaq0/o5SKm4yoTAIufnWEuxHUW4Y9E8No4iDQYl3Xh54Hy1FBgCnl5z7ptStNw191MF+cuxXnZQm06NAwvX8AR59xFV0vchhzE836Jhc8G3r9GaVUVDKiMslyGvk+did06O+fDvDSuV67eZ1CzD2VbKf+P+f0gsCDB4O6M9B4FO92IzkzSA+3APLzCxzTJdc53bV4TRcv2dDR3ah+pVRgGVGZOBIBCfDrrfuv127zpnEckR0L+eFNP7L8kHNDZ3Jgykq8E448HQaH116Rnxegg2BReCP592YFv4PxErDRzIWx2+HqDyI/XykFZHJlArgdDV1QEOW35iQyuf6TJlaZyP5Z5Ycv/BNPu5vak25zXUZ+TvQTYQLszA1j0s4A07YopRInwyuTWA9dTz21F/nPymtqqtjEwcFP/N1M19fIOi3AY7bTx/inBbobDFOrZmFU8D53JjWjrcXQDuDcs0wpFXuZVZmc/L/W67AHkhtHPPnMbpvdzH8amKyaCmp8x6PmHmRNWfLrl639Dv0g32pz2dBmaPBrBpp2v9Ng/7Sc2NzlOd7hGANTR8E6nx5htd6j3rMLrd8rvyDIVPeXvQl3BZ4/TCkVHleViYgMF5FVIrJGRPzm8RCRwSKyUESqRWSEz7GRIrLa/hnpkX6CiCy1y3xcxBqCLCItRWSmnX+miLif8/3UP8PI9+HEG+yLZFJdaT+yO3yQd7LDI55euz6mPZu9E6//As4Y17DELtRPLrmvdZDR/8Ec5HD306YXDLs/svI8OD6g/OhuWPIa/OtX3ulrZnnv23cqWYUOHRTqJnTsembYbVFKqcBCftqKSDbwFHAW0B24VER813BdD1wFTPY5tyUwFugP9APGelQOzwCjgK72T92gkDuBj40xXYGP7X2Xv00WdPb4tpyT7/woxtOJo10Xn1SDbrZe+43yTm8WZCqWbI/HPEFmxc3J858brKYgQB3+2w+DlykCJwZZeMstp+lNvnqq7qBXcs22td75mraGM+6BKxy6E1/7X/ijLpylVKy5+ereD1hjjFlrjKkEpgDne2YwxpQaY5YAvl+ThwEzjTHbjTE7gJnAcBFpAzQ3xsw1xhjgZaDu6+b5QN3iJC95pEfm5P+FO4JMzR5B99ekOG0MXD8XWvmsQd/sULjzR7joRf9zTrgqeJn28VqHR1Obfz3dO+H8p+H3s+HwBHWjHnhz4GO+j7VmNXxhOFBgD7Q86RZo6TDaPr8ZNG8TiwiVUh7cVCbtgB899svsNDcCndvO3nYq81BjzCYA+zX8tXh95QcZ4Z6VJo/CsnPgUN8bQltBczjmAv/04Q8GL/PUu+EvP9Om2P9xT9uOPpXWcZdBu+NdBgs0CdEBIBS3XYn3b/faLTy0a3TXVUpFxM0nqdPja7fdpAKdG02ZVsEio0SkRERKQmbOyor91CPpIFRFKQLZuRzU7QyHc4N08T3hKugcYnaB678MGV5U6npwPeR795H5PfiUSkVuKpMywPOTuD0QeOUjd+eW2dtOZW62H4NhvzrO1meMmWiM6WOMcTfHeKBR5Bmk9oKJzgdCLfxU5HCjGazzwrkTYOR7wctsdljw49EytbB5hX96ofv+Gkqp2HFTmcwHuopIZxHJAy4BQnyS1PsIGCoixXbD+1DgI/vx1R4RGWD34roSqFu79T2grtfXSI/0oLaZECOms+0JCLuc7jL09JPlNOvunevht9P900OJxfoeLQ63Xq8Ocz12gJZdgh+vrYFv/+OfHmgeM6VUXIWsTIwx1cBorIphJfC6MWa5iIwXkfMARKSviJQBFwHPichy+9ztwL1YFdJ8YLydBnA98E9gDfA9UDenxYPAmSKyGjjT3g8pv3mQZXcBCu3JDQO1O2SCbId17AuKrF5tyXDGWGvuqzYRdD1uGvzf02xeDp/9zf9A3aqYSqmEcrXSojFmOjDdJ22Mx/Z8cF6czxgzCZjkkF4C9HBI3waEffvQtEmQAWpg3ZGMmATdzvGafj6jZDlUJsnU40LrJw52b1hBkU+vrtqsPLKOuyIu11NKBZcmXZlcCNaVFKzHNj0utL6lp9qHbqxE0zNt1Kdw2l9iFUncVe7b7ZdW1fk0XX5XqSTJnMqkRUf3eR0mR8wYv//EerR1zcfhndf2OBjsfkLHhBhyl/e+xyDElnP81zzJH3xLvCNSSgWQOZVJrv8o7oCueNt6vXFefGJJpnYnWI3u7d11cktpQ+6EY/7H2s49CLqcWn8ou3q/f/5o10xRSkXMVZtJymtxOLTt7T5/+xNg3K74xZPOzn6koRdWKhj8J1g+1W9VyersJuTUeFQohw+CQzK4c4VSKS4zKpMmLZMdQebo9/tkR+Dt0O6OFb9XRQKRdX9WSsVM5jzmUo3Cvv/5d7JDUEo50MpEpZX87mcnOwSllAOtTFRayYnRssBKqdjSykQppVTUtDJRSikVNa1MVPoLNSmkUirutDJRSikVNa1MVPo70mFxL6VUQmllotKO6XZu/XbZ0Ikw7P4kRqOUAq1MVBoSj5mB2x91PGRnxkQOSqUzrUxUemvVNdkRKKXQykSlo86Dkx2BUsqHPh9Q6afvNbBzPfQblexIlFI2rUxU+hGBofcmOwqllAd9zKWUUipqWpkopZSKmlYmSimloqaViVJKqahpZaKUUipqWpkopZSKmlYmSimloqaViVJKqaiJMSbZMURNRPYAq5IdhwutgJ+THYQLGmfspEOMoHHGWrrE+QtjTLNYFJQpI+BXGWP6JDuIUESkROOMnXSIMx1iBI0z1tIpzliVpY+5lFJKRU0rE6WUUlHLlMpkYrIDcEnjjK10iDMdYgSNM9YaXZwZ0QCvlFIquTLlzkQppVQSpXVlIiLDRWSViKwRkTtTIJ5SEVkqIovqekmISEsRmSkiq+3XYjtdRORxO/YlInJ8HOOaJCJbRGSZR1rYcYnISDv/ahEZmaA4x4nIBvs9XSQiZ3scu8uOc5WIDPNIj+vfhYh0EJHZIrJSRJaLyB/s9JR5T4PEmFLvp4gUiMg8EVlsx3mPnd5ZRL6235fXRCTPTs+399fYxzuFij/Ocb4oIus83s/ednrS/h/Z18gWkW9EZJq9H//30xiTlj9ANvA9cASQBywGuic5plKglU/aQ8Cd9vadwN/s7bOBDwABBgBfxzGuwcDxwLJI4wJaAmvt12J7uzgBcY4DbnPI293+N88HOtt/C9mJ+LsA2gDH29vNgO/seFLmPQ0SY0q9n/Z70tTezgW+tt+j14FL7PRngevt7RuAZ+3tS4DXgsWfgDhfBEY45E/a/yP7On8EJgPT7P24v5/pfGfSD1hjjFlrjKkEpgDnJzkmJ+cDL9nbLwG/8kh/2Vi+AlqISJt4BGCM+S+wPcq4hgEzjTHbjTE7gJnA8ATEGcj5wBRjTIUxZh2wButvIu5/F8aYTcaYhfb2HmAl0I4Uek+DxBhIUt5P+z3Za+/m2j8GOA140073fS/r3uM3gdNFRILEH+84A0na/yMRaQ/8EvinvS8k4P1M58qkHfCjx34Zwf+zJIIBZojIAhGpW6D8UGPMJrD+gwOH2OnJjj/cuJIZ72j7UcGkukdHQeJJaJz2Y4HjsL6ppuR76hMjpNj7aT+SWQRswfpw/R7YaYypdrhmfTz28V3AwcmI0xhT937+1X4/HxWRfN84feJJxL/5Y8DtQK29fzAJeD/TuTIRh7Rkd00bZIw5HjgLuFFEBgfJm4rxQ+C4khXvM0AXoDewCfg/Oz3pcYpIU+At4BZjzO5gWQPEFPdYHWJMuffTGFNjjOkNtMf69nt0kGumTJwi0gO4C+gG9MV6dHVHMuMUkXOALcaYBZ7JQa4ZszjTuTIpAzp47LcHNiYpFgCMMRvt1y3A21j/MTbXPb6yX7fY2ZMdf7hxJSVeY8xm+z9xLfAPGm61kxqniORifUi/YoyZaien1HvqFGOqvp92bDuBT7HaGFqISN10T57XrI/HPl6E9Wg0GXEOtx8nGmNMBfACyX8/BwHniUgp1iPJ07DuVOL/fsa64SdRP1jziq3Fahyqaxg8JonxHAQ089j+EutZ6MN4N8o+ZG//Eu8Gunlxjq8T3g3bYcWF9a1rHVajYbG93TIBcbbx2L4V6zkuwDF4NxCuxWosjvvfhf3evAw85pOeMu9pkBhT6v0EWgMt7O1C4HPgHOANvBuMb7C3b8S7wfj1YPEnIM42Hu/3Y8CDqfD/yL7WEBoa4OP+fsb8F0jkD1aPie+wnrHeneRYjrDf/MXA8rp4sJ4/fgystl9bevzxPWXHvhToE8fYXsV6pFGF9Y3jd5HEBVyN1RC3BvhtguL8lx3HEuA9vD8M77bjXAWclai/C+AkrFv+JcAi++fsVHpPg8SYUu8n0BP4xo5nGTDG4//TPPt9eQPIt9ML7P019vEjQsUf5zg/sd/PZcC/aejxlbT/Rx7XGUJDZRL391NHwCullIpaOreZKKWUShFamSillIqaViZKKaWippWJUkqpqGllopRSKmpamShlE5EWInKDvd1WRN4MdU4U1+rtOWOvUulOKxOlGrTAmkUVY8xGY8yIOF6rN9b4DaUygo4zUcomInUz4q7CGnh4tDGmh4hchTXLajbQA2s+qzzgCqACONsYs11EumANVGsN7Ad+b4z5VkQuAsYCNVgT6Z2BNUisENgAPABMA54AjsUadT7OGPOufe0LaBiJPNkYc0+c3wqlwpYTOotSjcadQA9jTG97pt1pHsd6YM28W4BVEdxhjDlORB4FrsSaSmMicJ0xZrWI9AeexpobaQwwzBizQURaGGMqRWQM1qjo0QAicj/wiTHmahFpAcwTkVn2tfvZ198PzBeR/xhjSuL5RigVLq1MlHJntrHWBdkjIruA9+30pUBPe3begcAb1nIQgHU3ATAHeFFEXgem4mwo1gR9t9n7BUBHe3umMWYbgIhMxZoqRSsTlVK0MlHKnQqP7VqP/Vqs/0dZWGtG9PY90RhznX2n8kugfmlXHwJcaIxZ5ZVonef7LFqfTauUow3wSjXYg7XEbdiMtVbIOrt9pG4N8F72dhdjzNfGmDHAz1hTe/te6yPgJnuVO0TkOI9jZ4q1vnwhVtvNnEhiVCqetDJRymY/SpojIsuwppMP12XA70SkbubouuVtHxaRpXa5/8WaWXo20F1EFonIxcC9WEvBLrHz3etR7hdYs/0uAt7S9vxOiNwAAABOSURBVBKVirQ3l1IpzO7NVd9Qr1Sq0jsTpZRSUdM7E6WUUlHTOxOllFJR08pEKaVU1LQyUUopFTWtTJRSSkVNKxOllFJR08pEKaVU1P4/Radtcn+1KWcAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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bWZ2ecRJ56qNXElD0/Yy4VU51YQWDMabBqKqMrGbZd+mkqPnLaxurU7zOcs2SyKcTT+mcreHlS9J2al8Fg4iMEJFSEVkiIjd6HD9GRGaJSJWIjPI43lJEVonIA+HHjDHGr2q3KmlB/z/sSeu0YkrU/Ht6MdWk9u66yQJ/PZI2z5nqmV516AWBnYVT2EVhwjHo4mkJv8evuAWDiOQC44GTgd7AGBHpHZZtBXAh8BzebgOidOw1xhh/Or09FoDdrbv7yt9kntt7Z9Ebvq9RIYl/SUezvdT7ySL31H8Ediaek9S5pSL+apDJ8vPEMARYoqpLVbUCmACcFpxBVZer6hwg4nlNRH4AdATeSkG8xpi9WOHW5QDk5IdN/FjlXTcv274DoMZr6oooPm12ApzxGAy+OCR9Wes4s6Ze9klEUtvN3mMlJDd0fqQi4vdEqk9+Cob9gOA168rctLhEJAf4B/DbOPkuEZESESmxifKMMXGFfbHyl+LA9pBL92zWVDtzJtXMesb3qYf07QX9RkH340LSt3U+NvYb9+kbkdR0yxLf180mfgoGr0UQ/LaoXAFMVdWYi6Gq6qOqOkhVBxUXF8fKaowx7K6IMUneKX+nKt+ZmK7D/Mfg/h+QtyLybj6apke6TwoH/zj0QGGUNRjqS7ue6P5hTy07fE4vniA/BUMZ0CVovzOw2uf5jwTGishy4C7gfBG5I6EIjTEmTEV1nHvTnNzA9gafd+1dDndei9p6Hq4sirG2+4i/Oa83fOvvWj6U9x0TkSadQ5d0rl45I2XXC+anYJgB9BSRbiJSAIwGJvs5uaqeo6r7q2pX4HrgaVWN6NVkjDGJOPzAOOs5BxcMfo2ZAH9cAwVNPQ9X7I7RDnDEZc5rUevErxtF4en3Ql5QW8pP7oXep4fk+XrlmpRdL1jcgkFVq4CxwJvAQmCSqs4XkVtFZCSAiAwWkTLgTOAREZmflmiNMQYo3G8AXBC9m6rkJtGzqGlbCG/UDlKNoDkeg+mGpGk8QV4hXPEZ/PwZ+NMG6DosYlxEn0/SM4Osr4V6VHUqMDUs7eag7Rk4VUyxzvEk8GTCERpjTLiCptBpQNTDlUMuI/fdm6MeT0b3Ds2Ryz+D8YNDD5xyZ2InGhl/ONfuP2xw1qxue6Dzb4/6Wd7YRj4bYxqmJtHnCyooLPJM33bopZ7pfnRq2QSaxWhn8KupdxtGsML8KFVh+/Sr+/V9sILBGNMwJDC9RE6UNoaNAy6DXiMCCS32dV5bHxD/pM07RHypbzvsct8x7XHAUM/kzScEBr2JeHUGBfK9C7xUs4LBGNMwxFpLOVyfn3omt23XDs6eCAPOdhJ+9AcYOxPG+ujdE9YjCKDmuHGR+S7/NPZ5mrgN1MNvD0luPeyX8WMAuLYOCwz5ZAWDMaZB2F4ywX/mPO/G5xbN3LEItXfkItC+R9T8njr02bPZrKgg8njHPpFpwWqvPXQsld2Oi0yPp3UXNg+/L7DvY9W3RPlqfDbGmExbvWYNvYD12oq4Nf0S5Z63torp+FugugL6/KxOMeXl1u3eOrdZnG63UeR0GxbYKd8KD3lXTyXLCgZjTPZb8Bq9yl4CoKhV9NkRthTsQysAiTOOoUVHOOPfycXS43hYm5oe+TnhDwkXvwMrp8d9X0GTwFgLlZw9c0KlilUlGWOy36Tz92xuHhG9u2dunnuv6zXeIFVOGJe6c4U3qHceBEdeEfdtTVp13LO9caePta4TZAWDMaZBKejYM7DTMXTiumaFtQVDGr/a/IyqPvUef+caeHadY6hKw2JAVjAYYxqUZs2CJrMLazQOqZk5YFjIsXeLz0tfUOH6nRnYjjX2oFXMccG+NH/3pjqfI5y1MRhjstvurSG7RYVBhcFp4+HBIwL7wXfP50+G2wKNu5XxJt5LxJlPgcaowilsDld87iwp2qoL3OHOQxpexdXcrRI64c9Jh9Lsm/8l/d5orGAwxmS3netDdkMGfzXvGJq3y5DAdm7o19u++x9IyvQ5PX6eDodEpoXP3FrUGsZtSU1MKWRVScaY7BarDr2oDQy9OrA4T4yRwfufcGWKA8usisLkurr6YQWDMabhEoHht8HhbsEQXLcfprAwP+qxqPK9p+DOBpLGCfWsYDDGNHztujtVMt2OCU1vFVhjrCCZwWgnjKtTWHvUDrhr1z015wPSOdOqFQzGmKy2cWNgHfgtnYbFyOkhqEdQTsRoMh9SNR6idv3oYdem5nxkwRODiIwQkVIRWSIiESuwicgxIjJLRKpEZFRQ+gEiMlNEZovIfBG5LJXBG2Mav/ySwAjlFgN9NPoGizY1hl+JzKHkRzIry0Wx7ge/Ttm5wsX91EQkFxgPnAz0BsaISO+wbCuAC4HnwtK/A4aq6kDgcOBGEdm3rkEbY/YeLUpf2LOdk+jANb8T00XT/yzYbxBcPbtu52npfu0VNI+dLwE5BembgtvPc9IQYImqLgUQkQnAacCC2gyqutw9VhP8RlWtCNotxKqujDF1kuAX/Ul/hYX/Tf5yufnwq3eSf3+tEX+DrsfAAUfW/VyuqrzMFgz7ASuD9stw7v59EZEuwP+AHsBvVXV1QhEaY0ytRJ8AWnfJjnECBU2hf/QeU9nGzx2812/Cd6uHqq5U1f44BcMFItIxPI+IXCIiJSJSsm7dusiTGGMMwCEjMx1B1ti3ZYrbP4L4KRjKgC5B+52BhO/63SeF+cDRHsceVdVBqjqouDj6lLrGmL3PxtZBE+U1Td+groYm+I59V/P9U3puPwXDDKCniHQTkQJgNDDZz8lFpLOIFLnbbYBhQGmywRpj9j7f7jM8sFPXxuTGJGhE+PoU91CKWzCoahUwFngTWAhMUtX5InKriIwEEJHBIlIGnAk8IiK1q1gcAnwhIl8BHwB3qerclP4ExpiGo6YGqisTe0t16tcbaBS6BsZ0tGjWJKWn9jV6Q1WnAlPD0m4O2p6BU8UU/r5pQP86xmiMaSxeuRTmToJbNvu++8/ZsgKAnaNfInsnqMiAoCm78/M91p6uA+s+aoypP3MnOa9/bu37LYeufQWAnPDpLsweeb2OS+n5rGAwxjQIhQVJTIK3lyho6r+g9cPWYzDGZEZVeUJTTog1PEeoOfdVqstmkp/iz8YKBmNMZpRvi18w7NpUP7E0UDk9fkROjx+l/rwpP6Mxxvj13VdQvj368b91rbdQTIAVDMaYzKjcCY8cA3/dz+PYLrizx57d3aRvlK+JZAWDMSYjynftiH5w4X9hR2B6nJqu1iOpPlnBYIzJiMJHjvA+sGUVvPyrkKSm/W2OpPpkBYMxJrtMvipk9yt6waHnZSiYvZMVDMaYzKvc5bxWV8E3oesfbM5tZ3Mk1TMrGIwxGVf14FHORu3I6GB5qZ3uwcRnBYMxJuPyNi1xNl69PPJYost5mjqzT9wYUz+2fZ/U23pWLUpxICYeKxiMMfXjHwcl9bYOlatSHIiJxwoGY4wxIaxgMMYYE8JXwSAiI0SkVESWiMiNHsePEZFZIlIlIqOC0geKyGciMl9E5ojIWakM3hhjTOrFLRhEJBcYD5wM9AbGiEjvsGwrgAuB58LSdwLnq2ofYARwj4ikduJwY0zD87tlvrNW5qR22UoTn59pt4cAS1R1KYCITABOAxbUZlDV5e6xmuA3quqioO3VIrIWKAY21zlyY0zDEbRwPQBN20ZkqayqwmspnsrREz3TTfr4qUraD1gZtF/mpiVERIYABcA3ib7XGNOw7V6/Im6e8tdv8kxv2uvYFEdj4vFTMHiNRVePtOgnEOkEPAP8QlVrPI5fIiIlIlKybt26yBMYYxq0nf8ZHTdP85kP1UMkxg8/BUMZ0CVovzOw2u8FRKQl8D/gJlX93CuPqj6qqoNUdVBxcbHfUxtjGoiNOe0CO807Oq+dBsZ+06HnwRVfpC8oE5WfNoYZQE8R6QasAkYDZ/s5uYgUAK8AT6vqC0lHaYxp0GqCKx6KD3Zem7bzzgww4Gw47YH0BmWiivvEoKpVwFjgTWAhMElV54vIrSIyEkBEBotIGXAm8IiIzHff/nPgGOBCEZnt/otzm2D2St/PhYnnObNrmsalfDu9Nn0Y2N+nn/Pa/bjo72ndJfoxk3Z+nhhQ1anA1LC0m4O2Z+BUMYW/7z/Af+oYo9kbvHwJrF0A60uhY59MR2NSaEvJRFoFJ5wwznk94nLYtQk+uivyTQPit0mY9LGRzyY7hHdnNI3G7oI2gZ2W+0Gu2/k0JxeO/xPb2/aNfFPbA+snOOPJCgaTHdYtdF5LX89sHCbl2r7/h8DO2ZHrLVSpLcKTbaxgMNnl3dsyHYFJpfLt5O/4LrC/T+TTQdMmthBPtmm8BUPlbvjPGbCuNNORGLP3+mtgLOx3fS7xzFLQ5Qf1FY3xyVfjc4O04lNY8jZUlcOFUzIdjTF7vcJWHbwP5DTer6GGqvE+MdQOsF7+UWbjMMYAIAf/OMqB0K8hLWxRD9GYWBpvwfCm97wrMX01ATYtT3koxuyVwnqaNW23r3e+XieF7Erv09MVkfGp8RYMtb1c/FKFVy6FB49MTzzGv28/dQa8mYbt9d+F7BbmRaky6nYMXBo0AC6xqdhMGljlXq0FrzqvlTszG4eBJ052XsdtyWwcJjEVO6GgaWB/+qOhx2O1JQQ/XRRYVVKmNa4nhudGw9IPItO3lMHrN0JVBWxdDRvDFglZPRteuLBeQjSmUVpXCv/XCb6aGD1Pvs8Fd/azXkqZ1nieGLaUwaLXnX/hd5p3u1MsiMDnDwbSz3kRep4Ij/4wNP+cSdD/5+mN15jGpLbqb9HrMOAsWBaoGlLJQc5OYA7NfqPi5zFp1XieGKrK4+cJLhQA5r/i3di84LXQ8276tk6hGdPo1f7fWjgF1i2Cp36y55D8ZhH0PCHOCdyqpH36OzdwJqMaT8GQjLIZUL49Mn130BPHpAvg3v5O/WkyXr4UPrXpg2PavTXTEZi6WLsQVs10tmsqYfzg0OPNfayx0q6H8/rDG1Ibm0lKoykYNmz38cQQbsc6PHtABI99WOTO3TMnRt1pLHMmwFt/hG3fO/uLp8G4VlBTndz5GqGNnz/rfWDx2/UbiEncnBdg+cd1P09hC6cK+JBT634uU2eNpmCoCe7VsOhNf2/atQk+vNP72PrFoXeys56Grd955/Vjyyrn9Vm3/nT2c8mfq5HZ/NmT3geePaNe4zBxvH4DfBk0i/7ar+Hli2Hq9ZmLyaSFr4JBREaISKmILBGRGz2OHyMis0SkSkRGhR17Q0Q2i0ha56Wo2rUtsPNcAg3Hwe0JwTavgDuCFgtZPctpxF6/2JmHKVGfhVUnTR7r/Ecz7FMRf6F4kwW+eBheuzKwX74tel7XihpbqrchilswiEguMB44GegNjBGR3mHZVgAXAl63wXcC59UtzPh0mUc31br4z888LlINDwyC2zv6CEhDq4t2b3G6ygb74uG6xdhINFUbO9IQrdoYv2DYmhdj+U6Ttfw8MQwBlqjqUlWtACYApwVnUNXlqjoHqAl/s6q+A8T/C6qjNbRP9yUS8/cD4da2QQkKaxak5txPnw7jWqfmXFmk8tALIxNXf1nvcRh/di+YGjdP18Pi9UYy2chPwbAfsDJov8xNyyqye3OmQwi1a2PofjLVT9EsfY9GM23AzsDnlH/yXyOPf3x3PQZjEtG99F9x8zQ/+c/1EIlJNT8Fg1en4pR+K4nIJSJSIiIl69atCz249mv4yz5OnX8MueVZVjCEW/EpzI1cvarBWr8k0EWxLrYFNegHT6dQK1obUF3MecGJ36RfbuMZQ7s38VMwlAFBrbB0BlZHyZsUVX1UVQep6qDi4rDGqpcuhqpdsPC/Mc9RU1WRypDSI9kur8FqImrr6ldNjXOX/8AP4F/HNcy1ml++2InfGOPJT8EwA+gpIt1EpAAYDUxOb1hB1rhD7Zd/Ej3P5KsY8E39NuTWlDwV/eCO9Wm7rm78Jm3n9mP3fYPh790CCeETpfmlCvcOhC8eiZntu1YDkzt/NCunB7ZtLIl/wT2QwucaM41O3IJBVauAscCbwEJgkqrOF5FbRWQkgIgMFpEy4EzgERGZX/t+EfkIeAE4XkTKROSkyKt4qNgJU34d2C/9X/S8s54jCtzaAAAgAElEQVTes7m7WWdfp6+r9e894HyxTLkONi4NPehneo4kyQODAjsZuFtvsjmsCubbGAV2sMrd8L/fBNoUqith0zKYFVbA/jC0N3SnLbOdLsLT49Rnl293Bg5OugBWzYqe762gdTo221QnfuniaYHteJ/bxe+mORqTbr7GMajqVFXtpardVfV2N+1mVZ3sbs9Q1c6q2kxV26lqn6D3Hq2qxapa5ObxNfpsx1OjoOSxhH+g/NPu3bO95ZplcEGCwyeunQc3xP/C6LBjkdNjpuRxePGXIccqd3tMsxGF1uHLvXJ32jt7xffNe/7yzZ0EM/4N79Q2Rkb5uY+NGCbjdBGeej3sitGOVFs4L3gV/vWjwIDCcCu/2LOp794eP24DQNW6wJNq5da18PfukZnOeAzOeQk6/wB6ngSn3FWPEZpUytqRz81W+bwTDZPbNNCNs7CoaeJT+LbuAkUJdgUNm/Qr/6Ehvt9avexjmJF4AQhQ/eE9Sb0vpXwMcqKmhp2lbgFSu+RqtAIx1gRqGqt9JfR8VZtXhh7+9jPniSL4UvNeDM1TVgIbMltVl62q1pYGdkpfh50e1aX9RgUmyztnEgz5Vf0EZ1IuawsGT58/DNVVsfN0DlS1NCks9O7pAlT9NPLLWNv1Siye2iqLtV8n9r4geU+fCv/7NYR/kfnQ5LN/JH3d1In/xLNgyr00LX3Z2amd/yjml7y38nkxOiCEFTR5T7g1llUV8N5fnaeVeP59PNx/WMJx7Q2KFgamzS5Y+HLowTyf6yyYBqNhFQxv3ADvjPOfP/zus01XaNsdRj5AXr/Ikc2Sk5tYPPPd/yCVOxJ7n5d7+jpzN8VS8kTdr5MBvWeNC+xsq+3QlngV2tYN0TvDrS393PtAyePwwR0Q/nRg/Fv2UezjV38Jv7J2hcYkOwuGWPXu37znVAnUNkx7rbz282eg/+jI9Jx8uHoWHHYe5KTgR1/xWd3PEezRH0U9VHPfYTDl2tC0LP31+RLriaFNNxh2TURyzba1Ud/ScnaU3lFVuxKNzIR7Ks6Mpy33tVXXGpns/GZ532MEbK0185zX2obp+a9E5uk9En7m0Q3y8Eujn7fXCPjpQ/5jDJeKNQU2Re8GmOPRTfXjzvVchxuvGs+vDd+gsaZqvmY2nHhrRHLHBY9HfUuTLdHaBuIs+lL7e0tjTzJjGprsLBg++Ft6zlt8UPRjZ0+EfQ/1PnZpnEdpiF8NVAdz3p3gmV5dXcd++AlOI67R7r6jzWf0n1ERDb4ANRuWIc+HPtFVt4jsZlzZJAXzX8Wbgr1yl9NGNO/l2PkaopqapNquQqTqZsA0KNlZMGSTUU9Ap/5wuY9qo4X/Dfki3Nmsi3e+P36fUAj9P4x80qkihz4b3/JemtSPJe/APw92lmL0afcu74Kh5m2P+XBevQKWTItMByqXfhiRtvuCNyLSxGs6hShPZivaHOkRWI0zFUksq2bCg4fDq5cF0mJ1i21IPv6H03ZVl55WXr2PguweclXy5zZZq3EVDLck+B+6X4x1G25YDn9cA33dRuqOvZ0VpsZt8c6/7EOYeG5IUv6PfgfNOkTmzS+KetmIcQ1e7S2XvE8l+XQoXwH3J1m3W+JWy5TNcF53boTt67zzlpXA11Ph7Vs8D+cs9RjLMDvKqmxA4ef3RqQ1abNv5HlzIzsDVHzp/fS0rqhbRNq2ZTOixrDHhDGRaS/9MjKtIVriNghvKUvbJXJPiqzyMw1f4yoY4i0inpMfuv+zR+HkO+H3HoOhitpAfgLd8MqmRyTl5xdCd7dB+djfhx5s6l1NsnVH2F2513/qfQ+lStyfpSaJR/1t38PXtU8K6hQSf+8Gd/WIzLv0facb54QxFM1L36pzuR6FQI5E/nmWTI9SrVddGZH03bL5Hhl9WNJIlhSN97QUz86NUBl7rYz83Mb1FWIcDfu3GtTw/GXzY6Lnq71r3/+I0HQROPwSKGxe91iCpuUIOX+t1geEHuvYBy+bN6wJ2a9et8gzX6UUJBQe4Ewzsn1dyKC0ys2rnGk9ookzqy3A4n1HBnaqymFBiqbS8nha6r/zi9CEqb+DZ3/OoWvcNoKgwqTXxzF+LhPbhm+cm4X7Au1uy7qfG+MNpjHJvoKhIjCdxPbmXWPnDeqq2rlN9OoZfrvYqQKK90SRasF3vLXX7vZD5/WsZzzfcsAToZPG5T7rsZIcsDUniYV6njwF7urBlsWBO8ml322Inn/7OmeUaxw9V0+Gj91R2BPPhUmRC/Zt7zgoIi2uA4+NSGpeHlpwMv0RWPwmObgN8Wc3oqnNM+nryLnJ8pu18TVdjGn4sq9gCLpLzOlxnO+3FTdP4g463USg0wBnu/UBzjxMY9w68iatmL2vR/02eP6nBFjX91fwG2dqgp25LQMHFk6BTWH/YWtq4NMHYMI5gQXc3d5D8m2gq2iH7TFGbd/VA0rjr9IFOO0P1ZWw+C3PwxuH/Nb5+RNRO5bh+JtD02sbhz2qj+h5IjWDY3fjLTv6zsTiaOieHgkzY8wG7GFHRWQVZVFhQeLTxZgGKesKBq0M1LHn9T09gTdm4boAhS3hiCvgsk/ggCOdeZiCpuhovTPKuIUJZ3smb+szBlrsA0BVbmHgwMRz4KGhoZkXvApv/dFpS3jtSmfNaVfLrwN31S0rwwaNlUb2DvItxjTWBXm5zs+fiOJecM0cGBZaJaS17SrV3mtw5Jz0fzFPW9l9L1xu8r9Xw9194UN/E9ut3xY5rqNpYb5HTtMYZV3BIFsDDcH5ufVc9ZNqPU5wnhr26et5uCbBRXe6HRg0DiMnrCtnxXZ4/w54+ChnP7zR8I79Pc+Zq2Ff5tNu9swXov/oyLt4iFzONEi75knOp9PmgIhR6pt2uF9aUQoGcmN/gXXb/4CYx4H400A0RFtWwru3xc+39AParP4gIrmwe4x2PNOoZF3BEEzijVoN1jKyu2PGxWnTKMr3PzfTzjGvIkGN5P23e8w++/5f4fu5IU8HCVtfGr97488egaN/E5Gs46PPKpufwr+0/HnuE8+8l7wzxPrc/7AacnLReH9bb90EW1fDy5ekdr3ubLb4bWccztMjafl95LidnI6HZCAokwlZXTDg0V0xqi6Hpy+OcOE9jJK0T8sYd7ZhI06bHhR9HqUIjx7rjOhNlo+eSACc92rIrsSagrtNVzdTWGF43QK40sd4g6GBgVTVtYPcwkY1by7yfioC4Ng/wG8WQUEzJ4zjboqeF6hc/w28caOzHOui+A3wWWdn9Ke3qJ49I/bx2gL30g+hYz+40Gf7k2lwfH3zisgIESkVkSUiErGSiogcIyKzRKRKREaFHbtARBa7/y5IKLr9PUazRtM3zh91KnlM8JYM6fPT6Adva+cMLEtG+IpyiVKlevE78fN1T6Cwqm1fGHFHaHqr/Zy2hHiC2hmqqt32pLCG7oX9PRb5qdXmAGjRMbBf2DL0+GHnh+xWBdfyRekMUG9Una7ZiaxrXpcbg2iK2jivnQbA5R9D12Gpv4bJCnELBhHJBcYDJwO9gTEi0jss2wrgQuC5sPe2BW4BDgeGALeISBv/0QWF1zrG3aBzMd+nrbNUXesHv4h5eMcLMSb9S7f3YjfgJmTMxMB2UOP70qMSWOGrads9m1U13h0Nundo6ZkOwCEjQ/fDZ9c9NLRgKKoOevqZ+wIZtehNp2v248P9v+er56MfU3XaUMa1gnWlgTRjXH6eGIYAS1R1qapWABOA04IzqOpyVZ0DhLemngRMU9WNqroJmAaM8BXZj8Ie9bv9EM76DxREDkar/tX7vk6ZMgOidDNNVJwCZsMmp61gdWHkdA9x+ex94mnR6+jOGOMbEtHzJDgo6FdeFPiCP7BPAtV/QZ/VtqZdPKfv6HDoKXu2K1odGPX9ALToFLrfZXDkNRe85j++dKrtkLH6S3h7nNP7a/E0WBmjCq4sxrHNKwJTaY8f4kwAGaWbsdk7+SkY9gOCp2gsc9P8SP69P7jQeR3lzunTcl845Cee68jmxph7KC1iXa+vW5N20CnR84Scy72DbhI5C2kbcQb7LWt1RMQxThsf+7zbE5uoL8Sn95O3OfoU4Ak5+teh+wedDD/7t9OFt1P/pE65vaDYe/qOoIWWdh0ZNuo5/Hfm9fspPjipeOrVx3fDm3+AZ0fBYyc441V2boSnT3emOgFnnMei6N2OK3eGzSk2/V/wXIx5w8xex0/B4HVb6/e509d7ReQSESkRkUClevNi57XPz5xFxo/5rbPfzmMR8iRWA0u5Xic7r33deEf5XG3tJ/c5rx6DslqIU088bK1HtcAA77EO6aBF7ZJ747gt3tOQ9D8zahdeP5qujZzmu7JL6DiOoqZxpjnxelo7/zX0iCuTjqvefPFwYFurnQkLl75H9cfu5IQVsVcUzP9XeLfTBt4t3KScn4KhDAgemdQZiL7GYhLvVdVHVXWQqg6iaTv4XdDdqoizyHht3/QuQ/xNgV2fLv3IuRMGaH+QE6/fCfj6jXLu/n94Q6Bw8SMnh5rOHtUf8fwisQFsW9oNRK5KshE8xXbt7zR2HzT/7ohj+UNDv9ALCr3X+g5x6j2h+y32QWqfVLNK9BsfnXQ+68sWAzB76ffw5Klwd3gTYBzv/SX6sesWwKBfwsW2dOfexE/BMAPoKSLdRKQAGA34nSXtTWC4iLRxG52Hu2nRtd4/pKHRU8ewP/zarpD1yr3L6jXCqRI57Hy4cSW096jiiHkagUPPhbwCONt7SulocpK506u9g28VNgp5oPcEaTvb9Yv9+4i2ELxHW1BdVe8/NPrB8EkJe54Y/4T9z3JeD/lJIK3GY5qNTIvRMCylU2m/wJnuovuG92B5igfmtdoPTv0ndLalO/cmcQsGVa0CxuJ8oS8EJqnqfBG5VURGAojIYBEpA84EHhGR+e57NwK34RQuM4Bb3bS6q10bYdyW2HX+6XKKO99ObfdLEWgSo1dMthBxegn9MmwRnSjzUm3s7U6I1zHBqp/fxJiDKUm5zWNUaYXfHOT4GDxY0NQZQ/GzfwXSwhula2Ww186m7bGnvq7VuiZ9qwiavYuvcQyqOlVVe6lqd1W93U27WVUnu9szVLWzqjZT1Xaq2ifovY+rag/3n8+K9wZg8MXOE0LbJHoMJag8vIdNrcIWyZ3woBHQspOzEFGPE5z2jd7eYyqKcEf97tPPeQ1/EojXCJ5CuQNGRz/o1WZwo49lLYt7hd5YRHs6WuJjXEeaNP2sDj3MglS1jvJ3FO6qWXD2C041ktkrZffI52yWrieEn0SublbdJMqX1U8fhiPHJn+t/CZw7kvw47si+/W7du5yC4aj3N5Fl4VVVdSuk93W55dOHeQXJvhkmGzB6WX7mvh50qSw0ns500RVDbo4fqYmrZwOHr2GO9VIZq9kBUO26TsqImnL0d5LatK8A5x0e1rDObij24hb3MuptvNTAAw4Oy1tDBKl8Ir+BnGmbUjBne+abxfW+RyZUNM10AOpIM9H9dpgH4WHafSsYMg2HnXjbdsm0F3UY5zHHrGm4ADPuanyOhzkkTGOnz5U/4siRdN1WMJ3vpsPuyIirePs+1MVUb3KCZppNqev96JPxoSzgqEBKMzPi53h96ugXQ+n2+yBMeYvOvPJ2OfpfnxkWvMOcePb45wX/U2Il0o/vBE6R5/VNRmtDxgQkaYIfJ/gQkPpcu28yDXEo6l9wjv579CsOH7+WD2/zF7DCoZsE77OAsSfJ6qwOVw10+k2274HZfslMB4i2M8TW+ULCPTiOfYPThdRPxPipdKPfg8XT4ufLxEevwNB4eFh1HzxaGqvFY/XKnWtu8CxMSYMDNa8I9yyGYZcEvcprur6ZdBzL1zEyESwgiHb5OY7c0IF3/kn2B13+75HJXdtd0rqxN7T1Gl76H9mctdsYL775Ln4mVKo/NWr63YCkcA/gF9FH6iW1zzO+CGz17CCIRsd8hM475Wk354TPOr3xFtTEFAWOe5Pge1UTWYYrkP0BWn22/ql//UqUqBwblhBdPrD3hmjCZtO3POJ1Jgw9leSrUScuuQtPvrih2nVJWgUcEFzOOJKaN/T35uHXQuf3BM/X6Yc/RtAYfdWGO5jmcpkdOzjVN8deCwcMAxeCZv+/J5+zlNSJgxMsDAMbyPax5248JS7YOr1qYnJNDpWMGSz1l0CC9wkoONBh1PVpge5hU2Rwy6A3AR+zcfdlN0Fg0hgQsV0unZuYDu8YABnHYPiJHps1cXIB6IfO/sFeC6oOu/auZDjsUKgiFOoVVc6BUNOHnrUdSS4kK5p5KxgaKTyrpmZ3BtzYyw3agLGD6n/p4bDzot+LHxKkLgLW7ndooddG3eZU7P3sYLBRDc8xqybBsq3pXZ0dZL0qF8jifYGy8nJXHWYyXrW+GwinfRX57UeprloyKpmPAELp2QugI7O/FXS5/TMxWAaJXtiMJEOv8xpgD3wh5mOJKvlve32kLr0o6RXo6ub2hlfw1oHGltPNFPv7InBRMrJsUIh2IHHxj5evi39MRR7dKH96cNw8KmB7rWHjHReh12T/nhMo2ZPDMbEc86LzrTbz59Vv9fdFjSj65WfRx7fpx+Mfjawf+aTUFOV9rBM42dPDMbEk5sPB41A20VZna9yV1ouqzOfTOwNObmQV5iWWMzexVfBICIjRKRURJaISMQkLSJSKCIT3eNfiEhXN71ARJ4Qkbki8pWIHJvS6I2pR9ItSvXas2c4r1/+Bz5PcGRyDPr+31J2LmMSEbdgEJFcYDxwMtAbGCMi4auN/xLYpKo9gLuB2r/oXwGoaj/gROAfIh5zOxvTIMRZ3vO1K+GNG1J2tRyqU3YuYxLh50t6CLBEVZeqagUwATgtLM9pQO3UnC8Cx4uI4BQk7wCo6lpgMzAoFYEbU+8yuO6zMfXJT8GwHxA8YU+Zm+aZR1WrgC1AO+Ar4DQRyRORbsAPgIg5HkTkEhEpEZGSdevWJf5TGNPYfP2/PZv6m9IMBmL2Rn4KBq8pVMJvnaLleRynICkB7gE+BSK6Tajqo6o6SFUHFRf7WEzEmEwojLFcacWO1F5r0/I9m9Jin9Se25g4/BQMZYTe5XcGVkfLIyJ5QCtgo6pWqep1qjpQVU8DWgOL6x62MRlQux73qR6TDP7j4JReqrqmJqXnMyYRfgqGGUBPEekmIgXAaGByWJ7JwAXu9ijgXVVVEWkqIs0AROREoEpV674yuzGZsO9AZ36hQb+IPFa+NaWXqtiyJn4mY9Ik7gA3Va0SkbHAm0Au8LiqzheRW4ESVZ0MPAY8IyJLgI04hQdAB+BNEakBVgExpoc0ppFIweR6RdPvT1EwxiTO18hnVZ0KTA1LuzloezcQsbajqi4H6nnSemMy7K+d4ZjfwXF/TO79VRWBzbymNj2BqXc2psCYdPjw70m9rWrXNr559Ow9+2sOOjdVERnjmxUMxmSROVMfofvaaXv2C/LtecHUPysYjEmXJAbEVZTvDtkvyM1NVTTG+GYFgzHJGHpV3CwV65clfFoNmx21INdWYjb1zwoGY5JxSPisMJHKp92W8GlrqkPnRyqymiSTAVYwGJOMLoPjZmm69M2ET5u/fVVogi2vajLACgZjkjVmIpzw56iHpTqovWDui/DQUXFPWbB7fWhCr5OSjc6YpFnBYEyyDhoBPY6PejhHg6qFXvolrJkbvUG6qhxKHqdpxYbQ9GY2d5ipf1YwGFMX+/RDOw0MSarsMSKwowpL3w/sb48y1cUHf4Mp19GrfF4g7caVzupxxtQzKxiMqSO5+B247JM9+3nHBS1y+NZN8HRQQ/WSd7xPsjPsSeGG5dCkZeqCNCYB1ufBmLrKzYN9+u7ZlfZBs8B89kBo3teugOUfQdkMuGpm9HMWtUlxkMb4ZwWDMamWXwTAlty2tKreGHn8q+cj03asj0wzJkOsYDAmVa74HDavBHEGpXkWCsGqq5ynDYCvp6Q5OGP8szYGY1KlwyHQa7j//P+3Lyx4LSJ58f5npTAoYxJnBYMxmVJdDpPOh8XTQpJ7/uKRDAVkjMNXwSAiI0SkVESWiMiNHscLRWSie/wLEenqpueLyFMiMldEForI71MbvjGNwLOjQvfF5kcymRW3YBCRXGA8cDLQGxgjIr3Dsv0S2KSqPYC7gb+56WcCharaD/gBcGltoWGMMSY7+XliGAIsUdWlqloBTADCZxA7DXjK3X4ROF5EBFCgmYjkAUVABZDaxXGNyULVfUbFz2RMlvJTMOwHrAzaL3PTPPOoahWwBWiHU0jsAL4DVgB3qWqcrhrGNHy5x/w60yEYkzQ/BYNXhWf4hC/R8gwBqoF9gW7Ab0QkYrpIEblEREpEpGTdunU+QjImy3Xsg57yj8Tf16pL6mMxJkF+CoYyIPivtTOwOloet9qoFbAROBt4Q1UrVXUt8AkwKPwCqvqoqg5S1UHFxTZpmGkcJDeJYUJFrVMfiDEJ8lMwzAB6ikg3ESkARgOTw/JMBi5wt0cB76qq4lQfHSeOZsARwNepCd2YLNf9uMD2TwNdUPUXb2QgGGP8i1swuG0GY4E3gYXAJFWdLyK3ishIN9tjQDsRWQL8Gqjt0joeaA7MwylgnlDVOSn+GYzJTi06BbbzmuzZlM4xFvnp0CeNARnjj69nXVWdCkwNS7s5aHs3TtfU8Pdt90o3Zq8QPGX2focFtiXK/VjHvvAjG+pjMs/mSjKmPrTqAn1HwbwXISeoYOg1Avqd6RQctoynyRJWMBhTH0Rg1GPOv2DDb4f2PTITkzFRWMFgTCZc8QW02g8KW2Q6EmMiWMFgTDqd8RisXRCZ3uHg+o/FGJ+sYDAmnfrZ1Bim4bFpt40xxoSwgsEYY0wIKxiMMcaEsILBGGNMCCsYjDHGhLCCwRhjTAgrGIwxxoSwgsEYY0wIcZZNyB4isg0ozXQcPrQH1mc6CB8sztSyOFOrIcTZEGIEOEhVUzLHSjaOfC5V1YhV3rKNiJRYnKljcaaWxZk6DSFGcOJM1bmsKskYY0wIKxiMMcaEyMaC4dFMB+CTxZlaFmdqWZyp0xBihBTGmXWNz8YYYzIrG58YjDHGZFBWFQwiMkJESkVkiYjcmAXxLBeRuSIyu7bFX0Taisg0EVnsvrZx00VE7nNjnyMih8U+e53ielxE1orIvKC0hOMSkQvc/ItF5IJ6iHGciKxyP8/ZInJK0LHfuzGWishJQelp/ZsQkS4i8p6ILBSR+SJyjZuebZ9ntDiz6jMVkSYiMl1EvnLj/LOb3k1EvnA/m4kiUuCmF7r7S9zjXePFn+Y4nxSRZUGf50A3PSO/d/f8uSLypYhMcffT/1mqalb8A3KBb4ADgQLgK6B3hmNaDrQPS/s7cKO7fSPwN3f7FOB1QIAjgC/SGNcxwGHAvGTjAtoCS93XNu52mzTHOA643iNvb/f3XQh0c/8OcuvjbwLoBBzmbrcAFrnxZNvnGS3OrPpM3c+lubudD3zhfk6TgNFu+sPA5e72FcDD7vZoYGKs+OshzieBUR75M/J7d6/xa+A5YIq7n/bPMpueGIYAS1R1qapWABOA0zIck5fTgKfc7aeA04PSn1bH50BrEemUjgBU9UNgYx3jOgmYpqobVXUTMA0YkeYYozkNmKCq5aq6DFiC8/eQ9r8JVf1OVWe529uAhcB+ZN/nGS3OaDLymbqfy3Z3N9/9p8BxwItuevjnWfs5vwgcLyISI/50xxlNRn7vItIZ+DHwb3dfqIfPMpsKhv2AlUH7ZcT+w68PCrwlIjNF5BI3raOqfgfOf1agg5ue6fgTjStT8Y51H8Ufr62eyZYY3UfvQ3HuHrP28wyLE7LsM3WrPmYDa3G+KL8BNqtqlcc198TjHt8CtMtEnKpa+3ne7n6ed4tIYXicYfGkO857gN8BNe5+O+rhs8ymgkE80jLdZWqYqh4GnAxcKSLHxMibjfFD9LgyEe9DQHdgIPAd8A83PeMxikhz4CXgWlXdGitrlJjqJVaPOLPuM1XValUdCHTGuTM9JMY1syZOEekL/B44GBiMUz10Q6biFJFTgbWqOjM4Ocb1UhZjNhUMZUCXoP3OwOoMxQKAqq52X9cCr+D8ka+prSJyX9e62TMdf6Jx1Xu8qrrG/c9YA/yLwONsRmMUkXycL9tnVfVlNznrPk+vOLP1M3Vj2wy8j1Mn31pEaqfgCb7mnnjc461wqiAzEecIt8pOVbUceILMfp7DgJEishynyu84nCeI9H+WqWwkqcs/nHmbluI0jtQ2ivXJYDzNgBZB25/i1B3eSWij5N/d7R8T2jg1Pc3xdSW0YTehuHDuhpbhNJi1cbfbpjnGTkHb1+HUewL0IbRxbClOI2na/ybcz+Vp4J6w9Kz6PGPEmVWfKVAMtHa3i4CPgFOBFwhtML3C3b6S0AbTSbHir4c4OwV93vcAd2T6/5F7nWMJND6n/bNMafAp+OFPwelt8Q3wxwzHcqD7YX4FzK+NB6fO7h1gsfvaNugPabwb+1xgUBpjex6n2qAS527gl8nEBVyE0xC1BPhFPcT4jBvDHGAyoV9qf3RjLAVOrq+/CeAonMfqOcBs998pWfh5Roszqz5ToD/wpRvPPODmoP9P093P5gWg0E1v4u4vcY8fGC/+NMf5rvt5zgP+Q6DnUkZ+70HXOJZAwZD2z9JGPhtjjAmRTW0MxhhjsoAVDMYYY0JYwWCMMSaEFQzGGGNCWMFgjDEmhBUMplESkdYicoW7va+IvBjvPXW41sDgWU2NaeisYDCNVWuc2SZR1dWqOiqN1xqIMzbAmEbBxjGYRklEamcNLcUZpHaIqvYVkQtxZqPMBfrizC1UAJwHlAOnqOpGEemOM6CpGNgJ/EpVvxaRM4FbgGqcScpOwBlQVASsAv4KTAHuB/rhjDQep6qvudf+KYERqM+p6p/T/FEYk7C8+FmMaZBuBPqq6kB3NtIpQcf64sxO2gTnS/0GVT1URFUn0GoAAAGTSURBVO4GzseZCuFR4DJVXSwihwMP4sxVczNwkqquEpHWqlohIjfjjIQdCyAi/we8q6oXiUhrYLqIvO1ee4h7/Z3ADBH5n6qWpPODMCZRVjCYvdF76qxpsE1EtgD/ddPnAv3dGUyHAi8409kDzl0+wCfAkyIyCXgZb8NxJj+73t1vAuzvbk9T1Q0AIvIyzlQXVjCYrGIFg9kblQdt1wTt1+D8n8jBmfN+YPgbVfUy9wnix8CepR/DCHCGqpaGJDrvC6+7tbpck3Ws8dk0VttwlsBMmDrrHCxz2xNq1/sd4G53V9UvVPVmYD3OdMbh13oTuMpdPQsROTTo2InirCddhNPW8UkyMRqTTlYwmEbJra75RETm4UyhnahzgF+KSO3surXLX94pInPd836IM/vue0Bvd/H4s4DbcJaKnOPmuy3ovB/jzIg6G3jJ2hdMNrJeScbUE7dX0p5GamOylT0xGGOMCWFPDMYYY0LYE4MxxpgQVjAYY4wJYQWDMcaYEFYwGGOMCWEFgzHGmBBWMBhjjAnx/7egAYTRrGC7AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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b/BpuDrLrPiP8AZKqA8f6yXK26gbbZKLGRFEaEabaI37IUdcHL5wZm1HwgT07QV6QjZLXLw67zdyh6ggy1VBjoiiNiPIyDxfwQ11E3WwSvaeGghH2yrDL/udcoLnzZH8wMgq7RKGREg/UmChKI6Jm1af1J01awbhH4do4BZgafTd0Gly/T6RDf2i+v3eZcOLIKymNGhNFaURkLp7hLTjsfCg8IHCF2uW6x94c/sWOvBIumeUta9m5Pn3y/VYceSUtSNulwYqi+FNVUU4usKPFQbR0U2HUHdBlSOwe+qc9Ay/+BnqOgkGXxKZNJSVQY6IojYiqynIAMrNy3FXIzIaDT42dAi27wNXFoctFiKksQyJcdaZEhw5zKUojohLLZUlNfuskaxIfKsr2JFuFRosaE0VpDFRXwvzpZP8yD4BtR0YwB9IAMLNut+Kd3B2Z52IlcnSYS1EaA188BJ/cSe1uj/ZF6RncLG/Bv6yEhgZOONozUZTGwO5f6pI/SQeaNHM1/a4orlFjoiiNgnq37Z3NhiDlFCUyXBkTERkjIstEZKWI+A22isgxIjJXRKpE5HSfvPEissL+G+8hP1xEFtptPiI+UaxE5AYRMSISu2DpitJYSaMgcUpqEtKYiEgm8DhwItAHOEdE+vgUWwdcAEzzqdsKmAAcAQwGJohIbYDoycClQE/7b4xHvc7ASLtdRVGiZdPS0GUaGifdl2wNFA/c9EwGAyuNMauNMRXAK4DXDiZjzBpjzAKgxqfuaGCWMWabMWY7MAsYIyIdgBbGmK+NFQrxBcBzMfuDwI2AhklUlFiw5vNkaxB7Bv8exj4IQFXrg/yyK6t9H0dKPHFjTDoCP3mcl9gyNwSq29FO+7UpIuOAn40x811eQ1GUxsrAi+CGlewa84hfVtnuHUlQqPHixpg4Dba67TEEqusoF5EmwC3A7SEbFrlURIpFpFhD8ypKGOS2SLYGsaVZW1oWFPqJq9d9mwRlGi9ujEkJ4OGdjU7AepftB6pbYqd95d2BrsB8EVljy+eKiJ+PamPM08aYgcaYgW3batxnRXHNgaOTrUHMyWjnP8xVUZWkUfKJBfDZvcm5dhJxY0xmAz1FpKuI5ABnA2+5bH8mMEpECu2J91HATGPMBqBURIbYq7jOB940xiw0xrQzxhQZY4qwjM5hxphfAl5BURTXVOe3hlMeT7YaCaEi0imTtV/Bf+8Mr872tZYR+epR6/wTj/rzX7HyJhbAvu0RKpX6hDQmxpgq4Cosw7AUeNUYs1hEJtnzG4jIIBEpAc4AnhKRxXbdbcAdWAZpNjDJlgFcDjwDrARWAe/H9JMpigJAzY6f69KZv3kKsnKTqE0cGf5Xr9M9Wf5DX66YeiL8715Y/71lAF49P3SdDfYU74e3+ue9cYV/uTTElTsVY8x7wHs+sts90rPxHrbyLDcFmOIgLwb6hrhukRv9FEUJjHlyWP1Jdn7yFIk3HQ/zOi2vqo6uvaeHW8clb4Ysun7HHvb3FU4sgKuKwUSpRwNBd8ArSpqTUb6r/iRYLPaGzv6Hep1WVFYl7NLbd5c5Z6z90vt80w/xVyZJqDFRlHRm4QzEfjMub7If7HdIkhWKI/YqtdLOxwGJNSbZEqD3UeOjwwc3xV+ZJKHGRFHSmdcvrkvu6v3bJCqSALJyYOJOKjoOAWC/1a/Hru1138KKWf7y8t2w82eyaiqc61UG6LGkIeqCXlEaCZKfZvtLApBbbQXI6vbjNJg4DX79NPQ/K7pGp4wCoGbMP8gY8od6+b3doaqMbgGqVVdX2eHI0h/tmShKI6Hq4DOSrUJCqBnwO2/Bt5PhR9udTMUe+O6fYCLbg5LxwU1QtrNeUBW855H58YSIrtMQUWOiKI2EnJw0XRLsQ05eU2/B+u/h+bHw81yYeQu8d4PzkJVbZt4SnYJpihoTRWkk5GY1jp97bn5TR3nFnu2wx3a9VLnXufI+F/68lr0XukwjpHF8uxRFITevSbJVSAgSYC/Npm9ehR/esU5eGw/Tz42ofUOGNUxWXRmZgo8fAXe0i3ioLVVRY6IojYSs3DTesOhJpvNwXqfVr3gLlr7tfb57U50blbXNvfeseLKzrAreuR7uiDBu3+YfoLrcctuSRuhqLkVJVyr3JVuD5JAR4TvyjIvq4r50Ll0QsFjLmu0wZ6pj3k+H3Uh2q0603PI9efOcy9RRsScyPVMU7ZkoSjqy5E24y8/ZthIMjwBiNRLZgt7Oo69lv6PGk3vQiJBly796IqJrpCpqTBQlDamZ90roQorF9y/BV495ibJMgE2IociwBnuk4+F+WXO6Xekt+GVxZNdIUXSYS1HSkIzluuLIFWu/gjevCF3OLbUemTOy/bL6rn3OW2DSK6yw9kwURUk/Lvschl4dstjOxc77TcoLuvsLCzr7y3wRO4hsM/+AfbU78+vOy7fAnq2h22wgqDFRlHRjx09epxs6nADH35YkZZJEh34wKnSAq4LvHnDOyMrxl3U7NjwdmnoblF2HX+lf5t5AjljiyPa1cWlWjYmipBsvnOJ1urtNfzjmhiQp0zDZ1+88uG6RtzDEpLzpMcpb0HtcfXro1eQf96cYaRcFqz+Fh/vBgtdi3rTOmShKOlFVAdtWeYnychrvz7yqZTeydqwOu57peya09OhZDL4Mht8Mc58PWEe6Hu0tGHEbZGRCh/7Q72yyagJscqwsg+y8sHWMiI32pP/Pc6BfbH21ac9EUdKJVR/7iZrlOQzZNBZOeSx0GQfycnwm0E+6B5q0Cl5pyOXe5/mFcNK9cOi5kJmFZAb4P3w8KSIdI2LJW9axYnfMm1ZjoigNmQ9vg3+dHrRIszz/lUWNhaxWRRHVy88O89F44j2QGeI+ZzgPk+2a/1Z414qGn76xjpuWxLzpxtv/VZR04KtHvM8d/D1lZzbid8Ycyx+ZyW6KVLrccd7lSMizY79c+IH3ZHz7vrBxkX+dQb+PWMXcvRsirptKNOJvmaKkEZuXWUcn54XdjkusLqlEtmVMpNNA93Uu+qA+fcCR4LkBsX1f5zqRunABkPR4DKfHp1CUxs4vC62jcYhF3q53YnVJJbJy4ff/hbP+Bb3GRt/eSffAqLsir9/R36hlBYofH09qXz5iiBoTRUkHnNyZD7oEjv5TwLH6RkPHw61hq9oNhac9CxN3Opfdr1/wtvIKYOhVkety4ftwvbcblRoyrVV4iaRid8wdgaoxUZS0wMGYnHw/jLg98aqkOsEmyj2HuIKRHWFsmKwcKOhEya+m1zdlKuDOtrBve2RtRkj599NDFwoDNSaKkg58/kDi324bGqPugoNOhh4jHbN/KjodcpyjNPrx+09gzN+hlYPbFRd0atvSXzhvWkRtRcoPK1fGtD1XxkRExojIMhFZKSI3O+QfIyJzRaRKRE73yRsvIivsv/Ee8sNFZKHd5iMiVh9URO4VkR9EZIGI/EdEHO66oihebF4KTx0dulxjpvAAOGda3QqvOg44Cm7dROfz/+m+rXa9rH0lV3wDf41gNVaL/f1lM/8afjtRcMiKyTFtL6QxEZFM4HHgRKAPcI6I9PEptg64AJjmU7cVMAE4AhgMTBCRQjt7MnAp0NP+G2PLZwF9jTH9gOXAX8L+VIrSGNn8Q7I1aFgcf6t1HPk3a6I+khVZWTn+xskNLbvANd+HXy+GZJiq2LbnosxgYKUxZrUxpgJ4BfBy/mOMWWOMWQD4+lQeDcwyxmwzxmzHMhRjRKQD0MIY87UxxgAvAKfabX1oTN2n/AboFOmHU5S0pia9XJgnnKNvgKvnQjjLhmNJqyQ4eYwjboxJR8DTDWmJLXNDoLod7XSoNi8C3nd5LUVpXJTtSLYGDRsRaB3ZnEeDJM4vH26MiTjIHJaOhFU3ZJsicgtQBbzk2LDIpSJSLCLFmzdvdqmOoqQR93RNtgZKQ2LnT6HLRIEbY1ICeEaF6QSsd9l+oLoleA9febVpT9SPBX5nD4P5YYx52hgz0BgzsG1b/0A0ipLW1CRho5sSf5wfd7GhOoDX4hjhxpjMBnqKSFcRyQHOBtx6JpsJjBKRQnvifRQw0xizASgVkSH2Kq7zgTfBWjkG3ASMM8bsDfPzKEqjYM87IVb+dA0zkJOSEphNS+PXeCAX+DEipDGxJ8OvwjIMS4FXjTGLRWSSiIwDEJFBIlICnAE8JSKL7brbgDuwDNJsYJItA7gceAZYCayifm7kMaA5MEtE5onIk7H5qIqSPmxuHsJFSr8zE6OIEhUmt8DrvPK//xe3a1XPeyVubYNLr8HGmPeA93xkt3ukZxNg1ZUxZgowxUFeDPh5TTPG9HCjk6I0ZsprnKYdbXKaWzE0lJRHbl4Lf/PYSrc1/EBebsn86qG4tQ26A15RGiRV5UH8Kg2+JHGKKNEhQk3P+nC/DXmxtxoTRWmAVJYHmU4s0K1ZDYmM3r+qS9dUx3YjoROb28fHU4IaE0VpgPReEmTI4vCLEqeIEj2t60f2m2z/AdZ9E9fLrRt0S1zaVWOiKA2Q3Mp6F+omw2fqM5pATUri8Y1xMmW0fxljYMOCmFwuIxL3L27ajUuriqIkDDkuPm+aSoKQIIspapn9jOXIc+k7MP08mPM8vB7Z3Jhk58HFH8H4tyOqHwg1JorSAFnd3ONtNhYRBJUk4mBMfF2f/GL3Sj79Oyx9C96+Bha+Bt9MDnuj4wHtWkHnQdD1mAj1dUaNiaI0QEqlWf1Ji/3huFuh+/Fw8azkKaVEhlMkTONjTGoNhm8v5oObYc0XYV2usGVh6EIR4GqfiaIoqUX/XZ9aidrws8f+OWm6KFEiAlfOhscH1ctMNZ6P58ryvWRDfQ/Fk+ry0NdY+k59OjM+j33tmSiKoiSbNj29zz17JjU1ZC95Pbr2p/8uuvouUGOiKA2NBOxFUBKMz/DV3vL63kbpl08Hr+v0fVj7NSx+w0rfd1C02rlCh7kUpSGxswQz9wXHGA5K+lC6t5Im9rRY2XfP0zxY4c/vh4PGeMum2ucH74Tdv8RDRT/UmChKQ+LlcxCncXMlrZB1X0E7K6Bt29IlwQvHOU6JW3SYS1EaEuW76pJf9b0jiYoo8SRjwcuwfY2rGCQ18YyBEgZqTBQllSj9BSYWwBLnkEGmdGNdum1FiWMZpeHTZt378HB/KC8NWXZfRWoESlNjoigpxL4lVqSHmgC7m6Wq3ltw80oNV51WnPmCv8xFaOamFT7fA88J+beujlIp96gxUZQUQj67F4AMF3sHsrOz462OkkiKYuTN990/1qfnehuojS0Oic01HFBjoiipwMbFMLGA6szcepnvEIfP2HjZQacmQDElYTRpFZt25j4fMKsmJ+i6sKhID2NSVQ4b5idbC0WJnMlDAWha+mO97IkjvcsseNXrNKdd93hrpTQUSua4KtahTYwMlgPpYUw2LYGnYuu0TFGSzs6foLLM6pF8+nf4z6Ve2W2b5iRJMSVu9DjBUby349Dg9fZtc9f+0PjNoaSHMVGUhsz6eYHz7mpv9bo//T+HzNRYEqrEkFMnO4ozz5gStFpNjcvvQpch4WrkmvQyJjEKHqMoCWP99/D0scHLlO3wl/UaCwVd4qOTkjwynXubuS07BK1WM/vZeGgTFullTJ6KT2xjRYkbO0PvFTHvOngEPvuluHl/VZJIVl7gvNu2wGX/c8zKWF8cJ4Xck17GBNQJXkOlqgJeOAV+djeRmC7U+AZBckC2Lk+AJkpKkJUbOC8zGzr0dwyGZlx8jzjwxCgUC03aGZMt27cn/qJznoMdqeEfp8GyZRms/hTeuibZmiSUHzbsDF1IaTyIwLhHg5c58ko/kXHjUqVd7wiVckfaGZPKH78IO4xlxCx5C146A96+1nqrVmLDD+/Ctz5utz+/H758JDn6xBHZo7vYFR8OOz94vtPzrTb+yVePBa533C2R6+QCV8ZERMaIyDIRWSkiNzvkHyMic0WkSkRO98kbLyIr7L/xHvLDRWSh3eYjIpZDfxFpJSKz7PKzRCSsGJMd3r0AFs4Ip0rkvHoerPjQSu/Zkphrpjt7tsArv4X3feYJPp4Es25Ljk7RsGtD0JebHoseSqAySoPEd4VX7SR9j5F1oqwKu4f7YRCDEec5tpDGREQygceBE4E+wDliNiUPAAAgAElEQVQi0sen2DrgAmCaT91WwATgCGAwMMHDOEwGLgV62n+1DvlvBj42xvQEPrbPw2P2P8OuoiQbO0KHU+yFfR5Dlzt/tpwhNgRKiuGBXjBvWsAilbnxicetpAnjHoMBv/WWdRoIIyYEXEZcS1X3UfUnB44JXDBGuOmZDAZWGmNWG2MqgFcArzEdY8waY8wCwHcWaDQwyxizzRizHZgFjBGRDkALY8zXxhrsewGo9Q1xClDrD+B5D7l7fvoWVn7kvnxVuTUBHA6+ri7Kdew7bpTvrk8/2AfuT0zkuKjZZMehWPdVwCJNdq91394hZ0J+K7j86ygVU1Kes16yjkXD/PNE4Og/QrO2VHTx2Kzt464+K79F/UmL/eOgpDdujElHwHN2ucSWuSFQ3Y522qnN9saYDQD2sZ1TwyJyqYgUi4jzmrh/neZSReD/OsF9PUOXq2v7dKuOLy7cRSvOmBQJ8BNTaoe3tv0YvJzNpg7HwchJgQsMvRpu+hHa+w4MKGlH77EwcSe06ha0WGaGR8zNO9oELjjqrhgpFhg3xsQpQqjbGe5AdaNp0ypszNPGmIHGmIHh1HOkusJ5Y1ggVs5yljsZGCU4uzfBxsVUfnqff95n91hHcRmkdtd62LY6drpFS429TH3tl9bnDEHJwX+AYdcGLtChX4wUU9KFDAn22DQw/K/Q5xTIaRJ/XVyUKQE6e5x3Ata7bD9Q3RI77dTmRnsYDPsY+lcYKTU1wVc/OPGj86YhJULu6wmTh5KzwaGD+Yn9NlUV2h07m5bCA73hkUNjq180eOrtoueb0cx+szzWf5pwx8Hj/WSKIh0PD5zZ4wQYfpNznJQ44MaYzAZ6ikhXEckBzgacw8D5MxMYJSKF9sT7KGCmPXxVKiJD7FVc5wNv2nXeAmp/OeM95LFn8b+Dr35wYkWAXokSP4qD+yUC4In4+RyKlOowl6jn1MYnyW/pl7fv6PDXoSiNgF6/cpYPvBj6n5NQVUIaE2NMFXAVlmFYCrxqjFksIpNEZByAiAwSkRLgDOApEVls190G3IFlkGYDk2wZwOXAM8BKYBXwvi3/OzBSRFYAI+3z+FC5z/v8xd+ErLKzTHfYJ5pqF3GwU5EVP7ntwFvkZNtLN/fzH87KzMmPhUpKutEqQCTGsQ+4Hx6OEa4WHhtj3gPe85Hd7pGejfewlWe5KYDfq6Uxphjo6yDfCoxwo1dYVJbB9y9aFrumEtZ9419m1cchm9m2u4yCYAV2lkCBzp3EksqS+WSGU2HpO9YEZpLptdRnCNWYoD/wmtp3u6Jh0Ko7bFtVl9emIOi3TmmsxCqgVgxIux3wAfnsH/DeDbDodZh5C7wwDn5Z6L7+h7fBkjfJq94TvNyDB0enp+JH3noHwx+M6b+LjyLhsH2Nv6ym2vvcZ3Nty2yPHtivn/TKy8hsPD9VJTpq9uuflOumxzc0tzl0D9GZ2bvVOlaUWn6ggJplHwSvs/Zr2GjvFfjqEXj1fLJ2/xylsko41FQ7O7CrqHLh2C6eVFcG35u09G1/2R2tvc9fv9jrtF2RR3zuzoPhRndLihXFk4xLwthjF8vrJuWqsaZ1Dzjv3+7L2yuyMnaG2DA2dQxM9g6duqGZrvFPJOU/zHSUV1RVO8rrK+4Onh8td7SBO9vCon/DO9f759e+vLhl4k7/IbAUGsJQGhBZyYnAmR7GJBCeSzPX2ruQf54bVZP9Vj3tJ9vXrn456g95yeliNkg2Lg5ZJP+1sx3lZs0X8Ngg2LLSueKe+K0o92LGhc6rzb540Lm8G1fhnvz2VTh9avh6KUqCSS9j4htYZvMP9emtK6zj9y+G326wGCnH3kz+SfW7SzONrvZyzfyXneU5zZ3lHnEcKt+/BbYsh8cOT5yX6BhgjN2j2rTUXYUDR0Pf0KsMFSXZpJcxOcgn+IvE6OPVOBiIE/4GI++AY2/0CmizSwI8CBVX1Px1I/w1QPTBU59gd6a1qqnVTo9ezWOD/IqaKWPC97cWDXu3hS4D7CmzdUrBfTGKEg3pZUx82FkWYlzdLe/d4C876joYdg1kZML+h9WJM2oa5p6IVCEjy9q4t6W799t4WbMukFdAWZ+z/CvV9jo9kN0bYXmIBRaxZGv9Ml4qAq/4K91bRs3ODQlQSGks1EhYC+fjRlobk7x3r4T188KqY7bavp08h05CDY1l1N/GzJoEvg03cKprHIan7N5kps8kYlWrHgBk5YXhY8jE6GXCl50hVvQF2WSZOf8lMh7sFWOFlMZMuQSJG59A0suYHPxrr9PczYtg+nkhq5mxD9elF737uJVwGtpygfZM3LN1lcNiCHtFU7bPvgpj/2+b5WYHbG9uL58epO++jhixZatDdMSlHh6GgsyHtPuiAQb4UlKa/JoQe98SRHoZkz6nWEssPdm5LuQKGul5Ql16zy4rEFNVpQvngg5kGe2ZuKUqwB4SgKx877mnJgcOByAzO/Cyx/I2Psu2a0OZblwC28OIGxKCaqe5mLUeMUt++rY+nW8t763K02W+SnqTXsbEpjoz1+u8YnkI54we5ZvmW13GrL8HDtlSk+/wYLjsf6xufji9zGp/n1+KI/tv89jZ/udVcN2iutOMwRd5lc0s7AKAHPGHgO3lNmnhdb7iFztC4+Qj4eHYuW+vqHDofdYartWfec/VnPoEFHTWgFZK2pOWxmRTnndAmZxXzgxeoVnbumRG2Q54P7iH1oz9DvEXduhPt9I5AGx+NsT1FC+qcwugaRtoWR+tICc717lwXgs/URlW2dwmLSCj3t3cL9v3wL4w4tS4pLLc/2WhbsnvC+NgnYfhOOhEuH4RWQX7BW7wnOkx1lBpTFQN+1OyVQDS1JgUNos8EMzBm9+Fb4PHVqZZ+6DZ+7amYdTASLnvQJgSPP70vu4nO0jd7x3JtKNFZ+Y2gbP+VScfsO45WP2p63bckvOzfy9j946tMDF8Z4wVv5kKB8U/PreSvmQVdg5dKAGkpTHJyg48SRuQWzayDxerInr/Ck6+3zFr54DLADv8qmJt9ty90ftN3YG9Ix2iDGQG6Jk4YJpaPcvu+xV67TVqvmctYQbwdEWnuVZUyMWd6+NFNN8XYG9MCHL6OBlSRQmDDF0aHDck05VnfW+y89iRURi63Fn/chxqAWg21toJX+XOs396Y4y/Y8MANMlzMOIFgeesvMjIJueS92Hsg2QXOrj+Nx6T/DGey2rawsX3JRQpskdAacB0rt8AWz0uxKhKHElLY5JhT9aGS5YEX/VV1mFw0PxMe8PdkHX+/rsaHU4u2AOQnxNBTxJg/Ntw+xYoLIKBFzkWqVz9Rf3J9HMju04t7/7Ja8iubYsYxNVOkbdKpQHT9sC6ZGa+84tuIkhLYyIn/C2iem2rN/oLr50PR/0RspuQ96t73Te2eVlEOqQ01ZVBN+R5Mec5181mBorV0bZ38IpdjwnZdvZcDyeMK8N0zb18prf34dnPeA3Z5eZE7p11940brBVsCY6Gp6Q5mRG+mMWAtDQmNGsXOO93MwLnOVFYBCdMgFs2wP4D3Nd7PHgvpkFyRxvr79N/hC6702cOIZIhpnOmWcfCIm/5NfPgytkBq+0bfE341/Llx//BtDPhld8GLJLVPoSxC0LT/HxrBZuixJIeJ4QuEyfS05gEIzuBsbQbkDfbsPj07tBlFvkY7epKWPwfWP5h9Ndv1dWra+9LdSxC9j7/K+v442eBe2NZ7hcJ+CLaI1HiQRKHTRufMfFwygiw9ZrV8bvWrDR2nbH4P+GVryqH1y6AaWdY53us4FG7M4J4Wa7dM+K0STQI2cEWYPxzRPgxRYqnOLtmyQ5zzuSw863jhe+HV09RGgCNy5js1w9yvB8AzVq0jN/1vno0fm0nkppqqCzzlr12Aexa774N37js91obS79vHmQZdcsucNJ9cPY099fB36+XFz8XQ3WYrnJ2b4RlDgag6Kjw2hn3KPx1PRwwNLx6ihKKwq7J1iB9jcm2ITexsYdPlL6LbbcqtW+IQG6WR7fw8AsToFkKM+9l2O3gxPA/l8FdDhs1921337anvyoPF+0Sqls++PfQooP76wAZAZZu1xHurvjdm8DHgee3TY+zJs/PDSNcNEBO0/DKK4obLv4Qzn8rdLk4krbGpNWYv9L2jAe8hdn2foaRk5wrjX0Qxj4U3YUDRQlMdXb+DG/8wb8HAbDwNec6k4fCmi/Dv9Yn9XMuGRlx+Aq27h48/4EwXcBvXwMbFniJamo3VfYYEV5bihIPmrWDbscmVYW0NSYAGYEm2/MDbDYTgcMviO6iV8+Jrn6y2GYHd/rpW2vCef337ur99E3oMj4Yr55JCn0FA82lrPkcvvB+MRGnJZg3+MSj95mfU5R0JoV+yXHA80F1wDB3dTxW2ZhDzw9SMADNfYaDvpncMFZ1LfRYffXhbfD0cHj5t7ArRFRAY6zJ9Sr38xCrNtfv3WhVE8ZQWTxZMQsmFboOppaR6TA85+EwFIDz34iBYorSMHBlTERkjIgsE5GVIuLnUldEckVkup3/rYgU2fIcEZkqIgtFZL6IDPeoc5aILBCRxSJyj4e8i4h8IiLf2/knRfUJR95hHfc/1D9vQPAd0XLEpRFdcvfZHg+RD262HlQpTlW1x2ql2g2Hy94NPST0ywL4exf4+wH1si3+YXS9qmytn7PIbpP8iUMAXjrdOrrc2LgnN7izTwDywnf8qCgNlZBOpEQkE3gcGAmUALNF5C1jzBKPYhcD240xPUTkbOAfwFnA7wGMMYeISDvgfREZBBQC9wKHG2M2i8jzIjLCGPMxcCvwqjFmsoj0Ad4DiiL+hLUbDTsf4S33DaLlREZkPraaNfd5iFSURtROItlbXkndtHVVGBsMl7zpLwvxdt+xpn4V2J5OyR3nBeCn7+qSlT8Vk/3LoiCFLTIyPXa/Xzu/funw0KvTZxWfooSBm57JYGClMWa1MaYCeAU4xafMKcDzdnoGMEKsXVl9gI8BjDGbgB3AQKAbsNwYU7t06CPgNDttoO65VgCEsf7Uga7HwJ+WQ59xUTUTFr69oBnOfqMcWfkR7Ei8C/vq6tiFuK15+7qg+Vs6japLZ+TGwL9VNCz/EJ4dWXeaveJ9mP9yyGoHlHqEHC4sqp/0H3VnjBVUlIaBG2PSEfB8upXYMscyxpgqYCfQGpgPnCIiWSLSFTgc6AysBHqJSJGIZAGn2nKAicC5IlKC1Su52kkpEblURIpFpHjzZoflrJ74zmO4JczNcnVEs7v5X6dZq6QSTGVF7MINZ1R6+LNymIQetOLBunS1JNHD8jeTHZ0/1pTtClk1v9pFz1ZRGhFujInTk9F3RjlQmSlYxqcYeAj4CqgyxmwHLgemA58Da4Aqu945wHPGmE7AScCLIuKnpzHmaWPMQGPMwLZt2/pmx4ZIjZAT9o7vOnat95fVUr4LSopjd20XZG/7IT4ND7s2aHaVSZIx+f5f1nyWwwbGjO9fCFndqOt4RfHCjTEpob7XANAJ/6GnujJ2T6MA2GaMqTLGXG+MGWCMOQVoCawAMMa8bYw5whhzJLCsVo41//KqXeZrIA9o+B7xfvzM+/yB3tYu8CrnHoH5xIX/K1/Wfg2fOgSackFh6fKI6oXk4FODZhe1j6MHgmC8eWVU1cuqgmReNcdyj68ojQg3xmQ20FNEuopIDnA24LvV8i1gvJ0+HfivMcaISBMRaQogIiOxeiVL7PN29rEQuAJ4xq6/Dhhh5/XGMiYhxrEaAEvfgi8cNkR+NME6Vu6D7/5ZJ5ZVH4d/jalj4NP/C5z/2oX1oWVnPwuzJlg9oF3rYxrQa2+2++HBVi3itCO8Vbf4tGtTURNkKLNND1fu8RUlnQj5BDHGVInIVcBMIBOYYoxZLCKTgGJjzFvAs1jDUSuBbVgGB6AdMFNEaoCfgfM8mn5YRPrb6UnGmNpX4z8B/xSR67GGyi4wJsEbNQZdAsVTY9vm4v9Yf0f5TE7/stA6PnUsbIkiBsqP/6tPV1eBk7PDxR6uP979o3X80jJwsRxs+rngUHpu8TeG25t0pXDvj97C5uG5SnHNFd/CnW2haVvYE/t3kQ4t1S2Konji6hlijHkPazLcU3a7R7oMOMOh3hrgoABtnhNAvgRwucMwTpx8f8A47zFhosfS4TWfW8doDEl1lZfvq127d9GiIEjvYO+2yK8VisoyR0MC0LJFM9hbf77xjLdpH4Ub96Bk5cAfvoBm+1mT7BHs1A9G8yZx0ltRGijpvQM+FZl6sr8sXJfovtzXA/5bvyS1YvknwcuXxXElUqnHjvnR3vM+0sb7vaJJ1zgHENvvEGtX+tgHQpd1oKZpe2oOONo5M9KVfoqSpqgxSTRrv/ATla6J0p+Xj/fe3TWRh5MlO4rhm9JfqJnnsUfjSJ9J7lMe9zptlp+gt/v2B7vbpOqD6TYcKezsnDk6ggUSipLGqDFJAXbuim1PIWOdv8FyzRGXeZ+H45b/68fYvGFt4Pxar802CY82eNnncF3g3e1V4yZ7nWf2/Q0y6i7/giffH9tl44qSBqgxSQFKd0Yxh7F1lZ+o05JnHArWY8qCxPMYcbv3eThv4NvX0n7FK/7yiz+CERPctxMvOvSDlgF6GkBm/zO9BQeNgZxm3rKJO60FGoqieKHGJAUo2/FL5JWnneknyjDBNkGAPD3cUV7a2Q741NLDaWNOAHcn+a34KadHwGvsaeERU6TzIDj6j175e3PjtNE0CsRjBVzNkKusRBJjaitKQ0KNSbw4+gb3ZXdv8hOtlC7u6sZwMr3ZCFvnSz8NXViE7fm+b/n1K7ib7NczaPX8C8KMUBhvWnTyOs2odSevxkRRXKHGJF70/Y3roq23z/eTtTIuQ8sG2kNhjH/c9hBIlyOtRJNW1nBO7aR1Zq53bwVAMui3M/CqMTnEb6W4xSFWT0oKD3DOTwQXzfSXHeYTu+aQ0+uSWzpZjiDX9fGZT1IUpQ41JvEijH2WXbb8z0/Wil2w9qvIr//iqVbc9h3r3NcJ9BZ+ywa4xifyYmv/Ia7NpR7Gy+Nh7MW4R+Gq4uTG+ugypD79q4fh6rlwzJ+9y3jMlbRpZq0669L3qERopygNEjUm8SIziuW5NmWrIoivXsvqTwGo2hgDB44Zmf6G5ozn/YqVbXXhOj87D9oEHwJLLGK5j/cNH5zv4TOsNkpnYVHCtFKUhoYak3jR9sCom5i/0H/4y4uZt4RsY/bSH6FiL4QK+DTYRVTJWzwWCjgsje28L06eh+NB719Zx1yf1VrtD/GPRzPkcrhmnrUaTFEUR9SYJIILP4CM7JDFTBtvA3TE9gCeZ0t/gff+DF8/FrLNI+fdCHd3gCf9PdRUHOaxxLXvaX75fmTne53uuTZOnoYTwWnPWkNcfX7tLb/8C/8FCCLQKkXCCytKiqLGJBEccCTcvqXOoFQNcp7Ilabey2W/zzvCsRz3HwTfPR21WjlFHu17ziO4JDcvyVESoyErFw6/wH94S1GUiNBfUiK5eCYMuZKswRc75/e0Vg3tyCgEILPGP3BTTIly2WtWTr6jPKnRExVFSQpqTBJJx8NhzN3Q9iBr2e3xt3nnD7sO/vgDG/OsIZVs4xA4K5be+HuOto4HjnFf54aVcP0SK+3k5h7IDLFpUlGU9EONSTwZ+xAc5OAluJZeY73PRaBFB7q1bQ5AQXa1f52aGD6oc5tZhsFhZVZAmrWFgo6x00FRlLRAjUk8GXghnDMtcH67Xo7i7Ezr35LpEJ+c6kpXl57fckTwAlfPtY4FHf0cMCqKooSLGpMURpx6IU6yTNuV+01r6kT9d0QQ9ldRFCVC1JikIp2tVVa7Mn12if/0HSx1WC6caS87ltTwI2VSRA9FURKHGpNU5NgbAWhXUeItf3YkvHmFf/luw61jOLvu8wsjUs0N0nNU3NpWFCU10TWcyeb0KTDjIm+ZvWS3RY2HR+DdARw6Apz2DOxa727u44aVUF1hOXOMF74RFhVFSXvUmCSbvqfBfv3rh6p8qY0Pf1/g2CFk51v+pdzQLI5xRG5aC1XlGoVQURohakxSgTZBDMUHN0GfUxOnSzR4OkdUFKVRoXMmqc7cF2Hb6mRrERhfp4iKojRK1JikOlX72L10luviPx4e2JNwdXbTWGjkzXlvxL5NRVEaHGpMGgDNVrzpuqzpMKAuvarV0V5Bn+KyYFeHthRFwaUxEZExIrJMRFaKyM0O+bkiMt3O/1ZEimx5johMFZGFIjJfRIZ71DlLRBaIyGIRucenvTNFZImdF2QLeeOlvMuxjvIOXet31Wd0ORKG/9UjN4Z+vRRFUTwIaUxEJBN4HDgR6AOcIyJ9fIpdDGw3xvQAHgT+Yct/D2CMOQQYCdwvIhki0hq4FxhhjDkYaC8iI+zr9QT+Agyz866L8jOmJbmdBzjK81t3qUt33b+d5WL9YDtmx4DfJkI1RVEaIW56JoOBlcaY1caYCuAV4BSfMqcAtd4CZwAjRESwjM/HAMaYTcAOYCDQDVhujKndPPERUBud6ffA48aY7R71Gh++Mcl96RsgxjpAl6HWsdbD8BnPwV9K4MR7AlaJinOmwyX/jU/biqI0CNwYk46AZ3DvElvmWMYYUwXsBFoD84FTRCRLRLoChwOdgZVALxEpEpEs4FRbDnAgcKCIfCki34iIo390EblURIpFpHjz5iAb+hoqB54YPD9YCNmz/gX9z4FDf1cvy20edfySgBw0BjodHp+2FUVpELjZZyIOMt/B90BlpgC9gWJgLfAVUGWM2S4ilwPTgRpb3s1Dp57AcKAT8LmI9DXG7PBq3JingacBBg4cmH6TAXkFgfP6eHQMnYxO09bw6ydjr5OiKEoA3BiTEup7DWA94NcHKFNi9zQKgG3GGANcX1tIRL4CVgAYY94G3rbllwLVHm19Y4ypBH4UkWVYxmV2eB+tgRNsI2Mze4f5n5braipFUVICN8Ncs4GeItJVRHKAs4G3fMq8BYy306cD/zXGGBFpIiJNAURkJFavZIl93s4+FgJXAM/Y9d8AjrPz2mANe6Xwrr0EU9AZRkyw0s3bW7HMFUVRkkzInokxpkpErgJmYm1VmGKMWSwik4BiY8xbwLPAiyKyEtiGZXAA2gEzRaQG+Bk4z6Pph0Wkv52eZIxZbqdnAqNEZAlWb+XPxpit0X3MNGHiztBlFEVRkoCYWMYUTxIDBw40xcXFyVYj9kz0mTdRY6IoSgwRkTnGmIGxaEt3wDcQfmT/ZKugKIoSEDUmKcymX79al87Py0+iJoqiKMFRY5LCZLeojz3Sdj/frT2KoiipgxqTFCY3q36TYeZpzwQpqSiKklzUmKQweTkey341eqGiKCmMGpMUJqN9r9CFFEVRUgA1JoqiKErUqDFRFEVRokaNiaIoihI1bhw9Ksnk5Pth/8OSrYWiKEpQ1JikOoMuSbYGiqIoIdFhLkVRFCVq1JgoiqIoUaPGRFEURYkaNSaKoihK1KgxURRFUaJGjYmiKIoSNWpMFEVRlKhRY6IoiqJETVrEgBeRUmBZsvVwQRtgS7KVcIHqGTsago6gesaahqLnQcaY5rFoKF12wC8zxgxMthKhEJFi1TN2NAQ9G4KOoHrGmoakZ6za0mEuRVEUJWrUmCiKoihRky7G5OlkK+AS1TO2NAQ9G4KOoHrGmkanZ1pMwCuKoijJJV16JoqiKEoSafDGRETGiMgyEVkpIjcnWZc1IrJQRObVrpIQkVYiMktEVtjHQlsuIvKIrfcCEYlbBCwRmSIim0RkkYcsbL1EZLxdfoWIjE+QnhNF5Gf7ns4TkZM88v5i67lMREZ7yOP6nRCRziLyiYgsFZHFInKtLU+ZexpEx5S6nyKSJyLfich8W8+/2fKuIvKtfV+mi0iOLc+1z1fa+UWh9I+zns+JyI8e93OALU/a78i+RqaIfC8i79jn8b+fxpgG+wdkAquAbkAOMB/ok0R91gBtfGT3ADfb6ZuBf9jpk4D3AQGGAN/GUa9jgMOARZHqBbQCVtvHQjtdmAA9JwI3OJTtY/+/c4Gu9vcgMxHfCaADcJidbg4st/VJmXsaRMeUup/2PWlmp7OBb+179Cpwti1/ErjcTl8BPGmnzwamB9M/AXo+B5zuUD5pvyP7On8EpgHv2Odxv58NvWcyGFhpjFltjKkAXgFOSbJOvpwCPG+nnwdO9ZC/YCy+AVqKSId4KGCM+R+wLUq9RgOzjDHbjDHbgVnAmAToGYhTgFeMMeXGmB+BlVjfh7h/J4wxG4wxc+10KbAU6EgK3dMgOgYiKffTvie77dNs+88AxwMzbLnvvay9xzOAESIiQfSPt56BSNrvSEQ6AScDz9jnQgLuZ0M3Jh2BnzzOSwj+g4k3BvhQROaIyKW2rL0xZgNYP3CgnS1Ptu7h6pVMfa+yhwqm1A4dBdEnoXrawwKHYr2ppuQ99dERUux+2kMy84BNWA/XVcAOY0yVwzXr9LHzdwKtk6GnMab2ft5l388HRSTXV08ffRLxP38IuBGosc9bk4D72dCNiTjIkrk8bZgx5jDgROBKETkmSNlU072WQHolS9/JQHdgALABuN+WJ11PEWkGvA5cZ4zZFaxoAJ3irquDjil3P40x1caYAUAnrLff3kGumTJ6ikhf4C9AL2AQ1tDVTcnUU0TGApuMMXM8xUGuGTM9G7oxKQE6e5x3AtYnSReMMevt4ybgP1g/jI21w1f2cZNdPNm6h6tXUvQ1xmy0f8Q1wD+p72onVU8RycZ6SL9kjPm3LU6pe+qkY6reT1u3HcCnWHMMLUWk1t2T5zXr9LHzC7CGRpOh5xh7ONEYY8qBqST/fg4DxonIGqwhyeOxeirxv5+xnvhJ5B+Wb7HVWBNEtZODBydJl6ZAc4/0V1hjoffiPSl7j50+Ge8Juu/irF8R3hPbYemF9db1I9akYaGdbpUAPTt4pK/HGscFOBjvCcLVWJPFcf9O2PfmBdGaRywAAANqSURBVOAhH3nK3NMgOqbU/QTaAi3tdD7wOTAWeA3vCeMr7PSVeE8YvxpM/wTo2cHjfj8E/D0Vfkf2tYZTPwEf9/sZ8w+Q6D+sVRPLscZZb0miHt3smz8fWFyrC9b448fACvvYyuPL97it90JgYBx1exlrSKMS643j4kj0Ai7CmohbCVyYID1ftPVYALyF98PwFlvPZcCJifpOAEdhdfkXAPPsv5NS6Z4G0TGl7ifQD/je1mcRcLvH7+k7+768BuTa8jz7fKWd3y2U/nHW87/2/VwE/Iv6FV9J+x15XGc49cYk7vdTd8AriqIoUdPQ50wURVGUFECNiaIoihI1akwURVGUqFFjoiiKokSNGhNFURQlatSYKIqNiLQUkSvs9P4iMiNUnSiuNcDTY6+iNHTUmChKPS2xvKhijFlvjDk9jtcagLV/Q1HSAt1noig2IlLrEXcZ1sbD3saYviJyAZaX1UygL5Y/qxzgPKAcOMkYs01EumNtVGsL7AV+b4z5QUTOACYA1ViO9E7A2iSWD/wM/B/wDvAocAjWrvOJxpg37Wv/mvqdyNOMMX+L861QlLDJCl1EURoNNwN9jTEDbE+773jk9cXyvJuHZQhuMsYcKiIPAudjudJ4GviDMWaFiBwBPIHlG+l2YLQx5mcRaWmMqRCR27F2RV8FICJ3A/81xlwkIi2B70TkI/vag+3r7wVmi8i7xpjieN4IRQkXNSaK4o5PjBUXpFREdgJv2/KFQD/bO+9Q4DUrHARg9SYAvgSeE5FXgX/jzCgsB3032Od5QBc7PcsYsxVARP6N5SpFjYmSUqgxURR3lHukazzOa7B+RxlYMSMG+FY0xvzB7qmcDNSFdvVBgNOMMcu8hFY937FoHZtWUg6dgFeUekqxQtyGjbFihfxoz4/UxgDvb6e7G2O+NcbcDmzBcu3te62ZwNV2lDtE5FCPvJFixZfPx5q7+TISHRUlnqgxURQbeyjpSxFZhOVOPlx+B1wsIrWeo2vD294rIgvtdv+H5Vn6E6CPiMwTkbOAO7BCwS6wy93h0e4XWN5+5wGv63yJkoroai5FSWHs1Vx1E/WKkqpoz0RRFEWJGu2ZKIqiKFGjPRNFURQlatSYKIqiKFGjxkRRFEWJGjUmiqIoStSoMVEURVGiRo2JoiiKEjX/D2N/MKsdg7C3AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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NbKyZnRJWewzoYmb5wO+BsltaxwHtgHkECeYJd5+TlMinPZqUzYiISLTmiVRy98nA5Jiy0RHT2whuTY1db1O88lqpMG6S3v0sIpIKmf/ks4iI1KsGkxhW97k4uiDOyKsiIlJ3DSYxbGu3R7pDEBFpEhpMYti1Q4t0hyAi0iQ0mMTQwmKeqft+dnoCERFp5BpMYqBF63RHICLSJDScxNBraLojEBFpEhpOYmjWcEIVEWnI9G0rIiJRlBhERCSKEoOIiERRYhARkShKDCIiEqVhJwaPfZGciIjUVcNODN98mO4IREQanYadGAo3pTsCEZFGp2Elht9/CR01yqqISCo1rMTQoTuM+qx8fvbzkP9u+uIREWmEGlZiAKJe6fnl6/DMGekLRUSkEWp4iUFvbhMRSamGlxhERCSlGmBiqOSKYdUiKC6q31BERBqhhBKDmQ0xs4Vmlm9mN8RZnm1mE8LlU80sJ2JZHzObYmbzzWyumbWqU8RxmpI2fjcfHspl0VOX1WnTIiKSQGIwsyxgHHAi0BsYYWa9Y6pdBKx1972B+4C7wnWbA88Al7r7AcAgYHvdQq6YGNo/NgCAfb6bCMs/r9vmRUSauESuGPoD+e6+2N2LgBeAU2PqnAo8FU5PBI4zMwMGA3PcfTaAu69295LkhF6JD+5M6eZFRBq7RBLDbsB3EfMFYVncOu5eDKwHugD7Am5mb5nZTDO7rs4RV3dX0ldvwvqCOu9GRKSpSiQxxPsmjh29rrI6zYEjgXPD378ws+Mq7MDsYjPLM7O8lStXJhBSNfL/XfdtiIg0UYkkhgJg94j5HsDyyuqE/QodgTVh+YfuvsrdtwCTgUNid+Duj7p7rrvnduvWreafIlZpcd23ISLSRCWSGKYD+5hZTzNrCQwHJsXUmQRcEE4PA95zdwfeAvqYWZswYRwDfFGniK0B3mErItKAVPstG/YZXE7wJb8AeNHd55vZWDM7Jaz2GNDFzPKB3wM3hOuuBe4lSC6zgJnu/kbdIs6CXkOrrrPpxzrtQkSkKTPPsJfd5Obmel5eXtWV/j0WPv5r1XXGrE9eUCIiGc7MZrh7bjK21TDbZdomoR9CRETiapiJof/F6Y5ARKTRapiJoVlW+fToNWo2EhFJooaZGCKFdyn5IRemNw4RkUaiESSG4Nk66//rNAciItI4NE93ALV24RswZ0L5fHb79MUiItKINNzEkHNk8FMmw267FRFpqBp+U5KIiCSVEoOIiERpRIlBTUkiIsnQeBJDdsfoefU5iIjUSuNJDG27RM0WPzYkTYGIiDRsjScxxGhe8Fm6QxARaZAaV2I4OubNoaWl6YlDRKQBa1yJoWWb6PnXfpueOEREGrDGlRhizX4+3RGIiDQ4jSsxHDgs3RGIiDR4jSsxdNodrpgZXaZ+BhGRGmlciQGgy15Rs/7FP9IUiIhIw9T4EkOMhd8WpDsEEZEGpdEnhl7Tb0l3CCIiDUqjTwwiIlIzCSUGMxtiZgvNLN/MboizPNvMJoTLp5pZTszyPcxsk5ldk5ywRUQkVapNDGaWBYwDTgR6AyPMrHdMtYuAte6+N3AfcFfM8vuAf9U93Fp65WIo2Z623YuINCSJXDH0B/LdfbG7FwEvAKfG1DkVeCqcnggcZxa8jNnMTgMWA/OTE3IC2u0SPT9nAnz7n3rbvYhIQ5ZIYtgN+C5iviAsi1vH3YuB9UAXM2sLXA/cVvdQa6BjjwpFXy5bXa8hiIg0VIkkBotTFvuyg8rq3Abc5+6bqtyB2cVmlmdmeStXrkwgpGrsclCFoh/XVhmCiIiEEkkMBcDuEfM9gOWV1TGz5kBHYA1wGPAXM1sCXA38wcwuj92Buz/q7rnuntutW7caf4gKTrwLRr4dVdSc4rpvV0SkCWieQJ3pwD5m1hNYBgwHzompMwm4AJgCDAPec3cHjiqrYGZjgE3u/lAS4q5a82zY47CootbF61K+WxGRxqDaxODuxeFZ/ltAFvC4u883s7FAnrtPAh4D/m5m+QRXCsNTGXRtdFw5Pd0hiIg0CIlcMeDuk4HJMWWjI6a3AWdWs40xtYgvafb6fnL1lUREpJE/+dzj0Oj57VvTE4eISAPSuBPDr9+FaxfvmF2XPzWNwYiINAyNOzEAtO2yY3L5ppI0BiIi0jA0/sQAePiYRfMV89IciYhI5msSiaFg+DsAbNlWCGM6Bj8rF6Y5KhGRzNQkEkPHrsHzef3m/rG8cFz/NEUjIpLZmkRiaN+hQ/wFW9aAO3z9XvBbRESaRmKwFq3jlpc8fRrMfBr+/otgBFYREWkaiQGLN8YfZP0wG9Z9G8ws/rAeAxIRyVxNIzFU5eO/Br9nP0fhsrnpjUVEJAMoMUTI/tuRLJ3ycrrDEBFJqyaXGAp3Oxz6VD7G3x5vjazHaEREMk+TSwzZv3kLfn5/lXV8ySf1FI2ISOZpOonhqjkw/LlgOqtllVWXLphWDwGJiGSmppMYOv8Uep0cTDfLqrJqj7y/1ENAIiKZqekkhljDnqh0UVaJhucWkaar6SaGfYdEz5/wJ7YNHV8+Py761aAiIk1FQm9wa5RiH3o77FKy1xeUz6/8sn7jERHJEE33iqFZi5j5LKx15+iyMR3rLx4RkQzRdBNDVsTF0i2rgt+tKhlsT0SkCWm6TUkA578KbbtBVovK6xRuhOz29ReTiEiaNd0rBoC9joVdDqq6zp97wLYN9ROPiEgGaNqJIZ7LZ7Bi0F3RZfdXkzxERBqRhBKDmQ0xs4Vmlm9mN8RZnm1mE8LlU80sJyw/3sxmmNnc8PexyQ0/BbruTcf9joku27YuPbGIiKRBtYnBzLKAccCJQG9ghJn1jql2EbDW3fcG7gPKTrlXAT9394OAC4C/JyvwVMrutme6QxARSZtErhj6A/nuvtjdi4AXgFNj6pwKPBVOTwSOMzNz98/dfXlYPh9oZWbZyQg8pZpns73tLumOQkQkLRJJDLsB30XMF4Rlceu4ezGwHugSU+cM4HN3L4zdgZldbGZ5Zpa3cuXKRGNPqeb7Dam+kohII5RIYoj3XkyvSR0zO4CgeemSeDtw90fdPdfdc7t165ZASKlnPY+KLti2AVblpycYkcZm7sTg/1PJ9nRHInEk8hxDAbB7xHwPYHkldQrMrDnQEVgDYGY9gFeBX7r713WOuL4cNAxatoXnw5f63BkegjHrK9Zd/jmsWgR9zqq/+EQaiq/fh+wO0G0/eH44xd/l0bxsoMr9ToIznwzeuf71e3DwudXfQi4pl0himA7sY2Y9gWXAcOCcmDqTCDqXpwDDgPfc3c2sE/AGcKO7f5q8sOtJvD/Qbz6mdJe+FK3+llb5k+GY6+DRQcGyLnvBbj8rr/uPUfDFP+C40fCv6+Cq2dA5pz4iF8kMX78Pfz8tqijqS2fhZLhj5/L5qQ/HP/mSemXusa1CcSqZnQTcD2QBj7v7H81sLJDn7pPMrBXBHUcHE1wpDHf3xWZ2M3AjsChic4PdfUVl+8rNzfW8vLzaf6JkWvcd3H9gjVbZdPFntNt1/2Am3lhL+qOXpmLjj/DXfWu+3ug1wTtTCjfB+gLYuVfyY2uEzGyGu+cmY1sJDYnh7pOByTFloyOmtwFnxlnvDuCOOsaYPu12rr5O7CqPHg7nvYK37x6342WHghmw5CM48ne1Dk8kk2371820qs16n/0frQZcAn8O73EpSxRSb5r2WEnVaZ4dvLfhqzdrtt4zp1eeFJ4fEWzPS4N5JQZppFp98WLt1nv7Omhefl/MqjVr6dq1a7LCkgRoSIzqnDMhudtbOLk8KQC+9LPkbr+p+X42bF6V7iikjHvQhFrVkPVD7oQbl8FpD1deZ/I1OyY3fTc3iQFKIpQYEvGH7ysUFZ7+BFtOfKDaVb1b1e2j9vgJMO7wWofWKG1ZA1sTHIbkkaPh7r1SG48kzNcsrr5S3+GQ3Q76nQP/dRuc8ViV1XNei+i8furnsHRqHaOU6igxJKJlm6Cd86Yfg58x68nuczptDq7QrVKBjUrgj3jlAv2xlykugr/0hLt+Wn3dbREd+a+rSS4pvp8D9/cJrsJKS+HbKTVafd0bY6qvFPmSrCOvDm4Nv2p2cNtqJQq3bgr65b75CB4fDN9Nq1FcUjNKDIlqlgUtWgU/ZVq2gbOehqvnwbkT4dbos9z5va4IJuJccVTw+OAkBtuAvTumfNodPv2f8qaiNd8Ed6mULV4dcXaa93hq3rj37X+Cn6bgr/vDI0fBum/Z/NFD8Ob18MSQ6q9o8/8Ni95h7avX0nnxpKhFH/a4BK6YCUdfV16Y3a7iNjrnwAG/gJvjj3yw6b37KP3kvvKCx45P8ENJbajzua56h8NGdQofgGvWHEqLYeh9HJA7Mihr2Ybi7ofQ/PuZVW/rjWvg5HsS2m3ppw/S7J2b4fixMPCqqitv/DF4x3Ut7rKqV9u3wWfjdsz6wwOwFV/AO6Ph2sXwQL9gQXjL79btJbSJ3cbyWbBrv7rF8fgQWDoFznkRnjsrap+N1quXwcby51bbTo34El65AD7+Kxx2WZA4fjoAWnWCwbcHy585HYCYF+MC0HPfg4Lne469Cdp2hdjX58Zq3jJucZfpcf5f/DAXdtorOEGTpEroOYb6lFHPMdRGcREUb6v4mtCv3obngqan1T+7mqwWLen02V8qrv/7BdBh1yp3sTnvBdq+HjG6yJj1bPjnTbTYaQ9aD4wz6kjZmXSmf7ndlQNb11ZfL/wcPqYTVmF0FmD4c9Dr5NrHEefKY8Wgv7DzoEvgmWHBC56O+G3tt59p3OG2TjVe7fs+l9P15Jtp8efoASd/PPZeftLtJzDzaRjxAjSrYcPEwwPhx3kAFO12OC2XVXGDxu6Hw0VvwZiOLN/pMHa98u2afoxGI5nPMSgx1JfiInjjd3DMDeVXF/8eG5yJxariC3zzgwNpu3pe9fu77htWvvYH2n/3Aa22BE1Z3qEH9vv5YTyFwROnWS2DfpPZz0PfEVX/J15fAJt+jH66uzrT/gZFm6FHLuQcGZQVbYZNK+CBfmwd8Qqt9zsOVnwJ4w9LaJPFux5K875nBk+TV6Y2SXD11/grv8GWzai+bqYn2UStXQL/07fWq2/a7UjaLfskujAZx2bGk9BrKO6l2D37VFm1tP8lNJv2CACFl3xGdvf9677/BkiJoTGp6dPRdW1Hv3Vd0KwUbzst28MfCiqWuwdJoewp8MMug8MvTWx4j4j9lF6/lGZ37VG7uGtq7/8K2qwPPq/6uovehRXzgyarBBWOmkl2txTdDbXyK9i+JWgSW5UPRZvq3jwWx+JPXqL75/fTOpETjURd9w202Sl52wP89p2xkgqDMleusSTtGkpmYlDnc7rtVPHLpbi4JPgynjsxaFpZNhO/t3dSOldXf78E7qjkXRNFG+M35dzWKXpokKkPB2eZ7jDruSCud8cEt5mWlkTsLHrMRL+nFsMjVKO4svdm5L8Lr40K7qypzrNnxE0KHnn3TIzscYfAWzdV+Ix1tnYJjDsUHj2G4o2r4KGfwaPHQElxcvczpiN7vvvriknhvFdqtTn/+QNw3stJTwoA9ofYMTurtvzlG5Meww7fz4YNCdxM0sDpiiHd3GHOi/DqxVHFpV170WzVl5WvN2Z9sO6Uh+Dtm9ncdg/abl6alJCWnjKRPTbPgf1Pha57p+Zun8ocPiqqA5ozn4KVX8IHf45ff8z6IAnM/wd8XskLAqs4g9z04JG0Wx3nAapbVkNWc/jmY3hqaJUhb+x3Ee1nPUbJZVPJ+kktxvX5YV7QMfvI0UFTXWVGr4XtmyG7fc33ESnOGEYlnfck6/BL4bBLgi8+L4XPxsPR1+AFM7Bnzyiv/IfvgxGFnzypvCzVZ+nffAxv3wzDn4V2uwAOt1f+NHTRBf+iZc8Btd/f1+8F+/zkXop32pfma76KXn7SPdD/NwAUF21j2fhT+Om6qTBqOnQLj+32bTDxV3Da+KCz3ksrDu1RuAkWTAqe6agjNSU1Rn87FhJp2wa2nPYYbfoNq7hgwesw4VwAtvb9Ja1/8SD++bPYB3ey/cAzafFpnP6MaqwZ+jg7vT6yxuslYnvOIFos+aC84Op55f0vb98C7buXd/KWJadR0/BWHZn1yl/pNvA6IDGUAAAN/UlEQVQCeuwdXsm4w/t/go8qduhvvXoRrTvF3JFVUoz/80ps1rNRxaU9B9Hs3Jei744p3AhrviF/zqfsPaXCK8+jlTXVlVnyCTwZ0RG+8wFBs9WY9cFDfG/9AWJiqNb5rwYd4FCeuG5YCq3iJPBNK8FLoH3ElVVMot+a3YXWN1bzYFr+v4PEe8Kfym+OmP8qFG0Jmu3a/6RmnyEZYj5H6aVTaPa/R+yYL7llLVlZNWgUqeEJ0Oa2e9D22rls+fPetCksv822sN8FbN3rRDq9PLziOld+SdudukPRFvzxIdgPswHK+9rqQImhsdq6Nrgzpyp1OTOrzzP/SDlHwZKPo8uO+u9gOHKAJ4cGSeCMv1W+jbJmqnbVvMjps4fxNd9gYWfkDhHHzbeuw2IeoNve43BKdz6A7FPure7TBM1TY+PfdlnSoh1ZNy0LZr6fHVwFJNmWnONpc+FEimc+S/NJQeLc0PkAOqwNbywYsz44VmPLm3UKdzuc7NPHU/rwQJoVb91RXnzmMzTf/6SGOUhd5N/zTT8GzxhFlM0c9BSHHHUylBQF71apwta/nUjrZTV/XqVw0GiyPxhb4/UqbKdFB7Jv+q76ilVQYmjMKvnyLhrwe1ru8/+gZx2+aJbNgGUzy8eh+f0CuHd/OOgsOOb6oD27Khe9EzxYdMwNbNj9WDo8E/FQXtnzG/GMWc+GccfSYeUMFg//iD27d4EOu0WfWSdbzHFcccEntNm2gnX/vJkeW76IWrb18jm07prAk9axSkv4fsLVdF/4dHT5DUsp+vpjWr50bs23maA1R9/OTh/dUreNHHszHH1tcgJKh/89MniW4eaV5Vd4G3+Av+5XsW68EVrdYXV+8JKtF0YktEv/xSPYq3FfRFl3v52KTxmHfR7e5lu0GXoNjX6otsz6ZZTOe5lm79xCSbOWbL3qS9p36qrE0GgVF8GHd0Lz1nDMtUFTwbIZwdAByTL9/6DXzyu//E/0TqkxHfG2O2ND/hwMaxC73jkvQrde0LkWX7rJUs1VUtGQe2l5+EV130/MGXqdjFkPDxwCa76GPyxnw/Tn6PDONdWvVxPn/yM4yWiIVwrViXNF57+dikW812Hd3H/FbeqJ5fudjC18I3jT3P4/h4POjNu3sfyIsXQ/eDA2PgXjnsX+36vkb9pu26DEICm2fhm06QLWLOg0i3fWEqukGG7vEkwffV3wtGuaeXERdkfF5qeN2T+h/Y1fxVmjDvsa2xUrjX6H8fYrZtOiaD3stBfbX/0tLb58LXqly6bAw0fAhZMhZ2Dl2x5/RPAUeCUKjn2Izosm0va7D3aUrdrlKHY6+BSa/SvmqqAJ3M7pyz/Hyt6sGNp03pu0e2ZIpet8eezf6HX0WRRNvJSW856v/Nbb/zwIexwB/xfRJxB5TH+YC5tXBmf8XfcLToxKS4IntF8bBZ8/E8R46njsteQ9KKnEIFITEWdYW/c9Ffv635RcOZe2HZN8a2VxEYRJqKRle7JuWFrxgcH1y6DjbkGnbR2Gctj61QeUbt1A2z4/j2qS8/v7YuuWBDMRX1Yb37mLNr1PIGuXA4O7rZqA7et/oMV9cZqVKlObhLl9W/A7kROnWO5Ba8BuP6N0xUJW/riMn7xyeo03s/7MiXR8aZgSg0jGKikOrrJqOgxEsiydWj4gYxO4MqjWqkX4h3dhc1+KLr9lVXC3WevOqe3rqq2IIXTiuv5bCjetIbtLDjRrxuYnh9HuVy8rMYhIJb5+H3Y9GFrXfPyjxmr90+fScfHrrDtjAp0Oqrw5KaNs3wYlhXDnHpQM/R+yep1c5V15uitJRESiaEgMERFJGSUGERGJklBiMLMhZrbQzPLNrMKYAGaWbWYTwuVTzSwnYtmNYflCMzsheaGLiEgqVJsYzCwLGAecCPQGRphZ75hqFwFr3X1v4D7grnDd3sBw4ABgCDA+3J6IiGSoRK4Y+gP57r7Y3YuAF4BTY+qcCjwVTk8EjjMzC8tfcPdCd/8GyA+3JyIiGSqRxLAbEDm6U0FYFreOuxcD64EuCa6LmV1sZnlmlrdyZfyXgYuISP1IJDHEe/oj9h7Xyuoksi7u/qi757p7brdu1YyeKSIiKZVIYigAdo+Y7wHEvlJpRx0zaw50BNYkuK6IiGSQah9wC7/ovwKOA5YB04Fz3H1+RJ1RwEHufqmZDQdOd/ezzOwA4DmCfoVdgX8D+7h7Sex+Ira1EVhYt49VL7oCq9IdRAIUZ3IpzuRqCHE2hBgB9nP3Or7eL1DtaFruXmxmlwNvAVnA4+4+38zGAnnuPgl4DPi7meUTXCkMD9edb2YvAl8AxcCoqpJCaGGynt5LJTPLU5zJoziTS3EmT0OIEYI4k7WthIZZdPfJwOSYstER09uAuCM+ufsfgT/WIUYREalHevJZRESiZGJieDTdASRIcSaX4kwuxZk8DSFGSGKcGTe6qoiIpFcmXjGIiEgaZVRiqG6wvjTEs8TM5prZrLIefzPbyczeMbNF4e/OYbmZ2QNh7HPM7JAUxvW4ma0ws3kRZTWOy8wuCOsvMrML6iHGMWa2LDyes8zspIhlcQdbTPXfhJntbmbvm9kCM5tvZleF5Zl2PCuLM6OOqZm1MrNpZjY7jPO2sLynBQNsLrJgwM2WYXlaBuCsIs4nzeybiOPZLyxPy797uP0sM/vczF4P51N/LN09I34IboX9GtgTaAnMBnqnOaYlQNeYsr8AN4TTNwB3hdMnAf8ieNr7cGBqCuM6GjgEmFfbuICdgMXh787hdOcUxzgGuCZO3d7hv3c20DP8O8iqj78JoDtwSDjdnuCZnd4ZeDwrizOjjml4XNqF0y2AqeFxehEYHpb/L3BZOP1b4H/D6eHAhKrir4c4nwSGxamfln/3cB+/J3ge7PVwPuXHMpOuGBIZrC8TRA4Y+BRwWkT50x74DOhkZt1TEYC7f0TwvEhd4joBeMfd17j7WuAdghFwUxljZSobbDHlfxPu/r27zwynNwILCMbzyrTjWVmclUnLMQ2Py6ZwtkX448CxBANsQsXjWe8DcFYRZ2XS8u9uZj2Ak4H/C+eNejiWmZQYEhpwr5458LaZzTCzi8Oyn7j79xD8ZwV2DsvTHX9N40pXvJeHl+KPlzXPZEqM4aX3wQRnjxl7PGPihAw7pmHTxyxgBcEX5dfAOg8G2IzdZ50G4ExmnO5edjz/GB7P+8wsOzbOmHhSHef9wHVAaTjfhXo4lpmUGBIacK+eDXT3QwjeRTHKzI6uom4mxg91HOAwyR4G9gL6Ad8Dfw3L0x6jmbUDXgaudvcNVVWtJKZ6iTVOnBl3TN29xN37EYyN1h/Yv4p9ZkycZnYgcCPQCziUoHno+nTFaWZDgRXuPiOyuIr9JS3GTEoMGTfgnrsvD3+vAF4l+CP/sayJKPy9Iqye7vhrGle9x+vuP4b/GUuBv1F+OZvWGM2sBcGX7bPu/kpYnHHHM16cmXpMw9jWAR8QtMl3smDctdh9pn0Azog4h4RNdu7uhcATpPd4DgROMbMlBE1+xxJcQaT+WCazk6QuPwTDcywm6Bwp6xQ7II3xtAXaR0z/h6Dt8G6iOyX/Ek6fTHTn1LQUx5dDdMdujeIiOBv6hqDDrHM4vVOKY+weMf07gnZPCN7wF9k5tpigkzTlfxPhcXkauD+mPKOOZxVxZtQxBboBncLp1sDHwFDgJaI7TH8bTo8iusP0xarir4c4u0cc7/uBO9P9/yjczyDKO59TfiyTGnwSPvxJBHdbfA3clOZY9gwP5mxgflk8BG12/wYWhb93ivhDGhfGPhfITWFszxM0G2wnOBu4qDZxASMJOqLygV/VQ4x/D2OYA0wi+kvtpjDGhcCJ9fU3ARxJcFk9B5gV/pyUgcezsjgz6pgCfYDPw3jmAaMj/j9NC4/NS0B2WN4qnM8Pl+9ZXfwpjvO98HjOA56h/M6ltPy7R+xjEOWJIeXHUk8+i4hIlEzqYxARkQygxCAiIlGUGEREJIoSg4iIRFFiEBGRKEoM0iiZWScz+204vauZTaxunTrsq1/kqKYiDZ0SgzRWnQhGm8Tdl7v7sBTuqx/BswEijYKeY5BGyczKRg1dSPCQ2v7ufqCZXUgwGmUWcCDB2EItgfOBQuAkd19jZnsRPNDUDdgC/MbdvzSzM4FbgRKCQcr+i+CBotbAMuDPwOvAg8BBBE8aj3H318J9/4LyJ1Cfc/fbUnwoRGqsefVVRBqkG4AD3b1fOBrp6xHLDiQYnbQVwZf69e5+sJndB/ySYCiER4FL3X2RmR0GjCcYq2Y0cIK7LzOzTu5eZGajCZ6EvRzAzP4EvOfuI82sEzDNzN4N990/3P8WYLqZveHueak8ECI1pcQgTdH7HrzTYKOZrQf+GZbPBfqEI5gOAF4KhrMHgrN8gE+BJ83sReAV4htMMPjZNeF8K2CPcPodd18NYGavEAx1ocQgGUWJQZqiwojp0oj5UoL/E80IxrzvF7uiu18aXkGcDOx49WMMA85w94VRhcF6sW23asuVjKPOZ2msNhK8ArPGPHjPwTdhf0LZ+377htN7uftUdx8NrCIYzjh2X28BV4Rvz8LMDo5YdrwF75NuTdDX8WltYhRJJSUGaZTC5ppPzWwewRDaNXUucJGZlY2uW/b6y7vNbG643Y8IRt99H+gdvjz+bOB2gldFzgnr3R6x3U8IRkSdBbys/gXJRLorSaSehHcl7eikFslUumIQEZEoumIQEZEoumIQEZEoSgwiIhJFiUFERKIoMYiISBQlBhERiaLEICIiUf4/QHWGir9YLXsAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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YsyV4c5hdQj5ZInKxiJSJSNn69evji1QpLzitmnns0Obluh3hy/QaYr2269qymJRKEkcJQETysb78XzDGvBGmSDnQx+99b2B1cCFjzJPGmFJjTGlxcXEi8SrlLqezf9U0PxlMfY27MWxY5u7xlHLISS8gAcYBi40x90Yo9jZwnt0b6GCg0hizxsU4lXKV2fyT9eo3+9fCdkOd7h1+dWGR9doxzuavZVo9pFLDSS+gQ4FzgfkiMsde93egL4Ax5nFgEnACsByoAv7ofqhKuUfu3w9GV2LwNdVfmrA1mWGE67tf0BH6Hw2/ewr2iXOM/5rgGlWlkiNmAjDGTCV8Hb9/GQNc4VZQSiWL8TV/mXdp38b6+ZKI9t2s10Gnx79vrT4LoFJDnwRW2WPTypBVxjQ3AvfabV9Hh6mpq3MtJDsKl4+nlDOaAFT2eGBQyCrjV50jeYWODtPQ4PJDXTochEoRTQAqqxn/L3OH4/k0NMQeHdRVNVvhy/+Az2GPJaUc0gSgslr5Rr/6dwcTvwA0NLj8RRzrDuCjm+GTMfDdO+6eV2U9TQAqq/n8f1U7TAA+l+8A1m6tjl5gyyrrtb7W1fMqpQlAZTXBF/DOCVcSwOCzmhZ3WjguetllH1mvOza1/LxK+dEEoLJap0K/ntC7H+1onwY36uJPeTz+fd7/a8vPq5QfTQAqa/m2rqew8vvmFX0PdrSfqdF++6p10ASgslZD7XY6rp0R934dZz7gfjDaw0elgCYAlR3WLwlZ1ZBo9/vgJ3cvnRq+3GF/dn7MDUsTDEapxGkCUNmhujJkVaI/ugs2BX1Z77xf+ILHjA67+qu9/x668tvnEgtGqRbQBKCyRGgPH5PgMMz5W8tbFElOuCeO7dFJlUomTQAqO4R5yjd36Xven/eUJ0NWHdC3KLTc4redHW/TipbFo5QfTQAqa/k/gLtu8ChvTjI4dC7ggrwWfOzKxrcgGKUCaQJQWSu3orlhuLbr7sk7cUsGf/MleRwi1appAlCt39T74L+hD3kVlH/VtJzrcCC4lKuPMWyEUnHQBKBav8mjYxaRnGR+FBzcASx+FyacHLqn00nslXLAyZSQSrV6+blp9lto4tlhVy9ds5m9khyKar3S7K9eqdTIy0liFdC+pzgvG9ResKFym8vBqGymCUC1bt9NclQsr/EO4KSH4/uCTkRhmG6gkQQlgFzj9nSUKptpAlCt2y/zIm7ant+tabkpARxwLvz+GY+DikdgAsgx2gaQEmsXtcpnMGImABF5WkTWiciCCNuPFJFKEZlj/7vF/TCVSpCJPN7D1oIeTctJrQKKR9AdQFV1TYoCyXKPHQIPDE51FK5zcgfwDHBcjDJfGmOG2P/GtDwspVwSpdfMztsXNy3nJrUXUBRLPoAKvyGqgxJYvugdQEqNLoJkzwntoZi9gIwxX4hIifehKOWBKHcArhhyjrvHeyn4yeHAO4B8Ws+XT8ZqqIHc1tGB0q2fPYeIyFwReV9E9nXpmEq1nNM685LDEzt+9z0S28+poASWi94BJF1QNdy2mtbTEO9GApgN7GqMGQw8BLwZqaCIXCwiZSJStn79ehdOrVR025ZPd1awXbfYZcJx8gTxUTc7O9bahaHrgqqw8rQROPm+eSLgbU1NbYoCcV+LE4AxZosxZpu9PAnIF5HuEco+aYwpNcaUFhcXt/TUSsXUwemMX14OBTHodGfl5k0MWfVLZeDkM7laBZR8H9wQ8La2ThNAExHZWcT69IjIMPuYFS09rlLJlWgCcLBffruEjxXc6yfPaAJItfr61vP/wEk30JeA6cBeIlIuIheJyKUicqld5DRggYjMBR4EzjSmJcMdqqxSXwOf3gG1VdYUXRPPgZ++Tn4cXt4BtA97QxyqenPouqCPUts8/WilWn1d62kDcNIL6KwY2x8GHnYtIpVdZk+AL8ZaX3QHXQKL34GV0+H672Pv66ZEEkC3PZxX7zixYXnIqg7fvRbw3rTp5N75VGyPHRqyqt2yt2C361IQjPvSpPOzyla1tVYVx6ZNG2muAkmjX7kFHSNvu7IMOu7s3rlWhk4u32N64GM1y9qXunc+Fdva0Odf2/wyOwWBeEMTgEqpFZusBDBrxYbmX+HpVIP4u9ApHVPJJDqTvXJNa6rh1gSgUuOLsTC6iF7LrZ4veaaOtLwD2PsEd46zS5hf7o4bh5sdu+GZlseiWqRw4+LYhTKEJgDlvYY62PhD4LrP/w1Ah0prWsZ8U5uedwBeujwFjd2qxdpu+THVIbhGE4Dy3vs3wIP7w7Z1zeuCvuT3qy7ze5cmCaC7i1OvNCa3iz5uXtdlV/eOr1QCNAEo7/34ufVaXdm8zhfYla6Tr3mbl3WsplNvOOd1GgpijMl/3XK4eIqLZ86yuxuVETQBKO9VhHZvDGv+qwBIzRbrvc8H0x+Fuh2uhSIisPsxVPcfGb1gh2IoaO/aeTn1KSi9CHrH14tno3R2LwalgmgCUOnj/esD3y98Az680XpQLJpt66xhlMP4uTC4Gsf6JV5zyJ8TDDJBXUrgxHshJzeu3bqaMA+HKeUSTQAqfdXa4+BUV8LPM+CjCIOqPXuSNYxyfdAYLesW06d6SVBhqwomr10Xd2NVKgNpAlDeKhvfvLz4Hatax4nV38KW1dayrwHGjYCvHgxfdmPjU8NB9evPnhTx8Hn5+c7iCOesl+GC9xLfX2WGLGiv0QSgvPXuNc3Ln9wGs59xtt+TR8Lnd1vLjY3IEHWGrxC+MGO2lBwGQF5eCxJAr/2bjtNiv/qHo2I7ilvfdIRpryLJw5GkgCYAlVRLvgs7tXQMfuP0NMQxFG+4X3D7/R6A/HjuABrnChAPPi6HOWuLWHf0/e6fW0UXz99ahtIEoJJqxdpN8e/kP1Dbt89HLldZHjSpSuRbeMmJY0q/kETi4sihuc4SUbsC/agmW3196xn1MxL9q1JJlWta9qFq8G9TCPbQAfDYcHjvOqhcFfjcQbB4EkAaKMxr7j3kq6uJUlK5Zc2mbZE3fnJ78w+D2irryfaGzEsYmgBUUuUnlACaf3HnrgszbWKwmU/B26MiHMo+Vk4Cf/qnPAl9DnI+vr+LCvObr4Hvl/lJP39Wijb5zpf3wCf2SK1fjIUpd8K3zyUnLhdpAlBJlZdAAqgP7jk0OsZTvBD511hCPTvsffofBRd9FHdffjfk5zQngIYsqJpIBxKrw8HUe63Xxu7KVZk3EaImAJVU+aYWFr0V1z55W8vjPo+vImjwud2OjPsYTXoPswMpSPwYLeU3LpGvofVMSZjOjNMeZ41zBsR6YDENZVZFqMp4g6tnwitfunpMQ2izbM7WVeELJzLz12lPQ8UyaBNlchiv5TZ/VGf9uIHDdk9dKFnDYQIwOza52S0gqfQOQCVVG1Pt+jHrGxxU63Ttb70WJjC2TpsOVt//NLGtyv1rqMLwObvTknWLPA7EO5oAVEb4JSdo6kW/unwTY/jo9fm7wMi74OzXYJcDvAgvqczq1jMlYTozDhNAJtMEoDJCkQnq0vn6RTDnRVg+Oea+BoH8QthjhEfRJdfxa9NrmsrWymRBW0vMBCAiT4vIOhEJ+winWB4UkeUiMk9EMv8nlko7Ib2HFrwOb14Gz5+amoBUq+driGPYkUaL33U/EA85uQN4BjguyvbjgT3sfxcDj7U8LNVa1NKCMXf85BP511hBlG0AJpGGX5X1fOHGkopl4tnWQ2IZImYCMMZ8AWyMUuRkYIKxfA10FpGebgWoMlhdNQWkvs96QW6GJ4Brl4auW5u5DY+ZwlefYBXQl/e4G4iH3GgD2AX42e99ub1OZTt7hq9U69yuMNUhJKZjLxh0JnTcyV7hl8hePD0lIWWTbBgLyI3nAML9vArbLUNELsaqJqJv374unFqltTTpRSGZWgV0/N0w4OTm9yLNvZ9cnCZThdfg5A6gKlrlSPpz4w6gHOjj9743sDpcQWPMk8aYUmNMaXFxsQunVumt9U+okVx+iaxqQ+rCyBL1wTPMhfPvft4H4iE3EsDbwHl2b6CDgUpjzBoXjqsyXHVtmtxCp/sdwFERproM5sV8BCqixjGXqvofn+JIvOOkG+hLwHRgLxEpF5GLRORSEbnULjIJ+AFYDjwFXO5ZtCqj1PwwLdUhWDrFaJK6el5y4oikvd/dcOlFfhuCElfnPqjkaUwA24+9B85/B855I8URuS9mG4Ax5qwY2w1whWsRqVajaHl8g765oXKXIyha9UXgym4xBs7psqt3ATmR59dILQJ7nwjfhelPfsF7cO8+yYsry/nsKqA2bdrCTkekOBpv6D2lSpn63LahK+0pGxOV37FH6Mpf/b1Fx/TcQP+H2aJUV3Xq5c75nj8Nvn7cnWO1Yh22rQCgTZsERoF18IR6OtAEoFJm4YFhHpjZ/9wWHbPd4FMgv13gyrYJDACXTLlJHJT3h89h+cfwwQ3JO2eGGrjGqvIpyG8T/84Z8oS6JgDlmYac6B8c07kvjLgdDrygeWVwg+1lX8V30qJd4B8Z3gdh8JnWa8/B7h/7/eublzetcP/4rZA4nLc5E2kCUJ75pXh41O0Fhe3h0KvgNw9ELtS2C3X5nVyOLI3lFsA+v4HRle62Tfw8A8afgFm/pHndj+7Oy9DalHX7DevpnP69yFpAE4DyzC9F0X/BdigMU/Wxy4GB73Pyyd/1IBejSnM99nZe9qmjnZd9axSsnIb4PZtRPe9/cQSWfXwNDfhI/vSfyaQJQHnG1FhzpdYeF35slL4le4auLGhv/fq9dqk1CXsHvy6Sf3gl/iD+8l38+6TCjausOQuGnON8n1VlsHWtw8KhD+Wt2eLgQacsZnwNmOBnLwK66WY+TQDKM6UrnwIgb+iFcMkXsNevAwu06xp55447weAzrOV4bsG77hb4vlOGjEvYpgMccgXkxPmRXPq+s3IbQgeU67dRq4Ci8fl8mOCvyBPvhT6t545UE4DyXE5urtWgOSgJA5gVFlmvf/oEjrnN+/Olu3mvWnMnRLJtXfJiyTDG1xD+6esj/pr8YDyik8Kr9NF7WPj1I26Hmq1Qclj0/f1//fcutf61do0D7tVWgfHB0g8gr43VkAzwxp+i779lFXQI8+xEtjOG4VWfht+2xwirmnJ0UdOqylNeoOh/Z4ccI90bkDUBqCSKMjjc39dApO52PfaGCz+Iffj946g/by1qtlmv9w2AHZua118zH1Z/G3t/owP2hfXZ3XEVzy8I87DYbZ2tRJHGNAGo5PF/QGuPkYHbCoIe3orXzRWQ07p7bERUsy3wyx/gqaNg+/qYu26bMYEOp+gsriE+jzMBtGkH5/4PnjvFo4C8oW0Ayhubfw5dt8exMPKfcGM5nJ1Aj55ocvPiv93usFPsMmnOGAOvh+mZ4uDLH6DD3PEuR5Sd8sRA/6Pi26luB0y6PqVzCmgCUN4I/kUK1hf0IZdDm47Jjyecy7+GK2amOooWWbh6Myz7ONVhtDr1HeOb1FAS6Rn02oUw4wl4OHVtVZoAlCfqxaPaxV39GoJH/rNlx2rXFYrDPIuQQTZtrwXTkOowWp16cTD8w86DmpfzIgwYN+uZyPsvmWS9VlU4jsttmgCUJ+rWLfPmwI0je3bY2bqbyHJd2moznheMzwfA5t5RqnV++1jsA71zNVSnb0OwJgDlibZvnOfRge2RPdt28eb4GWbgkgdTHULr1GA/JR3t76zjznaZKA80AtzdN7C31Y7NaZMUNAGozGKsX2ZZOz3iYX925TC1AzJjuOJUabvjFwDy4n0yO4KKzfYX/o5N8K9draSQBrL0U6QyVlFv63VYjAecWqtjRvPTMS2fzEUG/DZwhTH6TEAY9cHDl8SSG34I9E0V9phNKezxE44mAOWpmsLi2IXi0baL9XBN6YXuHjeTFLRv8SHycoO6zN7ZEx49pMXHbW1yd9438sYcu/3Ff8rRvy6Dv/4QUnTb7NeshXBTfaaQJgDlqTZ9s2A4hiTbuSiBGaqCSHAVWv0OWL+4xcdtbdrkRXm2pG1na4TaP0xsXldYBO27sfWwmwKKDln0bwAqfojwdLYvNT25NAEob3ndWHvtUrhytrfnSDMJTVEYrNBvmszK8pYfLxUWvAG3F0NddfRydTtgwsnWeEncCCB3AAAXuElEQVROlM9qWsyXGNVie44MO6pt4SFhqijfvJxu30eYg6F2u7PYXKYJQHlroMeNjR13gm79vT1Huik5ouXH2NVvtrbVc1p+vGTzNcBrf7R662yzGmypr4Wp91mv/p4/FX74DO7dx9mx/9vc9VOijV8VRX5+mOcC5rwQsbxZ8EZC52kpRwlARI4TkSUislxE/hZm+wUisl5E5tj/srSFToXY45hUR9D65ORAn4MT3/+SLwKHzZjoN4plpjQEr5kb+L7ie5h2P0webf3zt3Ka9Vq9OeZhzdT7g1YkeD3i7KXWMGtCYudpoZhRikgu8AhwPDAAOEtEBoQpOtEYM8T+91+X41QZaEbX36Q6hNbr3P9RtX/QGECDzoTrgh7Aa/wi6rob5NuNxz2iNGx+Mdb7JLC9Aj65vWX13hXLm5eNDx46AKbcab3/+hFY+VX4/VZOj3pYmXxr4Ar/Bt54xJkActY4GLnVA06iHAYsN8b8YIypBV4GTvY2LJXR7IHghm18J8WBtGIF7Wh30n8C1/UaEjq2/14nWK8jxsCfJsPRt1gD50Uy5U4oLwtd72twLzG8/1f48h747J8B9e2O+Rrgjf9relu16MPQMq/blRDVWwLXjz8uvnNFu1bRSHwj0+bgC7u+avLdAfMOuM1JAtgF8B/asdxeF+xUEZknIq+JSJ9wBxKRi0WkTETK1q93NlqhyjwNjuepVS0iAr2H+q8I2GzaF1uzou16GOz2K9hpABx+bezjbg+aJezTO2BMV5jxZMtjhuYZyr4YG1Df7lh9YKNvu8khtdLWRDdAVdnzIZtMpETm5p1Pbh5c/Hl8+6yYan3Zr2vujdVuqjXeVUN9nXux+XGSAML1gwq+Uu8AJcaYQcBk4NlwBzLGPGmMKTXGlBYXu9w/XKXWhN9af7wrv6J6e3o85p4Vjr2zebl9d+s1xxrITLrtDt13hz++Z8057NSUoEH2vhhrvUZpxGyRWL14gt3Vy3HRnNmhdeuV23eELxxUdlOb3nGFFWKngfGVX2j3EFo+GYJ+RG3durVlsUTgJAGUA/6/6HsDq/0LGGMqjDE19tungAPdCU9ljB+mWK/jj6f9y79LbSzZpO9B1mQ4p41v7nF15ovW62kxxvrfPUID/dr5zcs+v6qJNXMj1607Fa7e/06H8zLMewW+djAAm5/1vULvMFa9fE34wu9cFfC28xUtHGY73gmKGu9AProJ/rMnNNQ3baqt9qabqJMEMBPYQ0T6iUgBcCbwtn8BEenp9/YkQJ8oUSpZcvNg4O+ae/bseaz1tHSnntH3O/Ol2Mf++tHA9+OPTyzGRmsXRN723XtQXxN+/aaVVr3/B2Gqe6Los+CRkHX7lk8MUzLI5V8jnZzfaYQV7wRFZeMC39/erWmxbps3Q0bHTADGmHpgFPAh1hf7K8aYhSIyRkROsotdJSILRWQucBVwgSfRKqXcE2kMe2gerXLJ+6Hb7tgJtiXWhme+Da2TB2DWs/DyH+COHqGNni//AR4YFH6/aMIlE6d6OHxmwKmb1lNX7Nf76uzX4tp9lxf+nye9sxz1VTLGTDLG7GmM6W+MudNed4sx5m17+UZjzL7GmMHGmF8ZY75zPVKVcerzWj5mjUqR1XOsKoiVU0O31VdjVoRZH4vPh0RqSA6qfqGyHD66ObAKKk41FT8lvK9rblwF/1gLeQXk9/RrE4i3fQDirv5yQp8EVp5ZetBdqQ5BOTUqsOunmTkOGiL/gp6/KvZDVSEejWPaxNf/BF89SM2Pibc55DznvLe6aWnbRiRtOkB+obU81O66WtjZqp67bhnctC7yvkF2/DDN9fA0AWSqmq0wuggzPbSOM1107qo9vTJG4+QmtrpVczENkbsebq6qjbgtxJbVVs+WDUud7/OT9cCWfPh35/sEyd+2KvLGZZOhZlvT25VL5zVv2/eUhM8ZVWO10ogx1muHHpDnfFyntsveta6lizQBZKj61dYfrHz4d9i+IbXBRHiis1cnFwYtU8mR28aqrrAVbFlBTW3kBCD1EbpShnPvPtZ4PAkoWDc38sadE2gXaPTCqTQ83fxQWMm0G5q3HXVz4seNpk0Hq3H+wPMDVi8ucT57nnkkgcnno9AEkImqNrLjk7HN78f2h68eSl089RH6cbs0m5Ly0E3r4W8/WQ3CQc8K1PwU5olg2+ELb424jeotVkPuW1fA0jBP6QJmHxcGE7j0y6ZFX3H0Rtvv8/YAYH7JBU3rcv27u9p+POHFpA8u2LWoo+OyUrMldqE46Cc0E/27Hx3LpwSu++im8GWTIdKDPP2OTGoYKgF5BdYY9mG0nzQq+r6RhpF+2H46+dvn4cXTwxaREbdB3+Fht8XlvLfhsq/IOftV633PwWGL7Xr9NGpvWE1uYWjHhIb65v72nUr2b3lMcSo+9IKkn7ORJgDVYr5w46y3KdI7gAyXt8OqWvz215Pg8q/hoMsCtq9duyb8jo3DM8dyUgsmtD9mtPW62/+DnfaFzn2s6pVLvggp6htyDnkFbSho254elUHPITTUsXmlVc20qsswuvVoYd//BOS0jzGpvJfnTtmZVWKiTWoxushqHE6y2oVvh6480Hm9pkojfw9tZOzZs6fVgHn83daXrG2nF48J7ZvutNtmu27QfQ/qBsTx1HibTnDu/6wYDvtz5HK9Dgh4m3Ps7U3L3dcEjs/jW/ox9YsmAbBtl8Odx+Kmdt3gV/+wng24bDqbf/tc87ZbNsLgszw7tSaADFPz0W1Rt5uXz4663Qtm8XvNbzr1hitmwojbI++g0leY+YZ37r1bxOIbnwqcXL5uroOnbC/6GAo7AZCz3+8Dtx34x/D7HHUT3Pgz9HcweNzFUwISVcCMXSMDxznKmXgWO826B4C6vVM0yLEI/L/rYY8RsNMAOnfz65GVkwsnPezZqTUBZJg2ZY9H3S4/xjkCoQsqu+7X/OayqVC8Z/yPwau0seZo5x0Kuq7+rGn52xdvIf+tS2Pv1GdY02Juj72a11+3HH79HxgZ5vmR0otC1yXikMvht+E/Q126dXfnHG5LdEhqBzQBZBK/fstRjS6yZkhKkp3nWx+oRb+b7P0cwMpzPQ+Pv/qu9tU/sf/SB2IXPP7fge/9q5A6FFu/eIPvCsDdv6sh4atUenTvEXZ90gU9kwHg65HAk8MOaALIIKYuqP6/eG/r9dw3Qws/dEBSpverXfxB03KXnDj6hqtWw/gaKFj4auQCg85sXg7+JW/CtBl06AG/sRuI//CKVZ2TyB3l5d/AaU87Lp6fnx//ObzQuS+cPgGubX5wLueyBIbecEATQKbwNSD37BG47pIvrA9H/19hblgRus9tnVs0lkpEo4tgdBFVk/+FvNL8a7Hnbt78SlEpcPxYaxKZUWGeBTgjcF6Aqv/+OvqxfvdE83JwdUbjiKXB9dwHnm/9be850mHAYfTYu3mI7GCjK/Gd0TwaamXp1YmfxwsDToaOfsNki1hDSQy7xNXTSMTZcTxWWlpqysoiP2iigmxbB/4JoF13uD6omifM1HG+Q64kZ+QdgSs/vgVWfwvnJzhlY6Qp6kbrRDBZ46Ob4avw3TgbeuxL7uVfNf+djK60Hg6r3R57iOpkq660nmfYKco8yWlGRGYZY0rdOJZ3rQvKVdW/LMEeUoq1F89np159He2XM/0hCE4A0+y62m3rQueQ/elr6D2suQ//usVWz5DO9vkifPn7jrldbyezydG3YCQHmXZ/06rZwx/hgAMOIrdjmC/5wk5NPX/SSmFRxAfhsoF+ZlPB10D9l/fB/y6Fer9BtcZ0h4eCErvPB2sXUvj8iU2riiM1Vp0VoQvepOvhxy/5uWxS4Bf4PXuAz4f54TN8b14BDx0IT4+EMXaDmzHw6MFw/37N7yPIOeyqiNtUK5Sbbz3N66drrz2g+x7NQ0rse4pVl63Slt4BJJuvAcZ0bbrw27ZW0uH3j1L98R0U+uqgYhm+bRvI6dAds3I6Mv64gN0bRs0mt6Aw9LgAex1n3W4H/0qf8QTMeCJgXs9GOzb8SNsJJ4dM/Lx15Vw6jj+iecXaRdR8+zLhhnfzXfe9/pLIUjXnvU+bCdYsYbvuFTQMw++fSX5AKi7aBpBMxtAwpju5pj5qsW1dBtDhpH/Bs78J3eiknn17BWz8HsaNSDBQB06fYDVUqexWuQruG2AtaxtQUrSKNoCGNQuo/H4GRf2HxS6cyXwN1jjojx4MgJNpojtsWhT2y7/uoFE46qjWvpv1L4Lags4U1CYwoYfNHHULol/+CqBoFzj82vB991XaS90dQK9cU3ZxB7h2CZXLv6HjV3dTf+rTFOzs8lycqbJ+CXUbfyL/pdPCb796nuN5Tn27DMW3o5K8K2fE1x96y2prLHaAwWfhG3YpOUW9rIbfqo3w736h+/Q5CH7+Jvpx9ZeeUinTKu4AmvxnLxprrAset34lV+9zKoVnOH+Aw2vVG1ZQ+PBgfBd/Qc5bV0BhEb6Rd7HjtUtpv3FRU7n6nYeQ98ucpveRfq2bmyuQ3Dzo0g82/QhAQ79fkfu7J+A/ewaUrTv/ffL7DU+sjr1Tr4Av64BjtOsKf3gV6qowBR2Q9t2thLHX8fDpHVbXuA1L4Ng7YfXs5uGmj70zkUiUUmko9XcADpkLP0T6HuxhRIG2z3yR9u9dFrugQzWnjKdNu05WL4kuu1orfT5Y/x1U/tz8wIsx0FAH446BNXPhhpXQtrNrcSilMpubdwCOEoCIHAc8gFWF/V9jzN1B29sAE4ADgQrgDGPMimjHLB0y0JT99ue4A159wF/oNfvegHUrc3el6Jhr6Xzwec1VJNsraNheQU73/qyf9iydhvyWwo4xxt02hnUzXqfH++4MPOUb+n/kFLS3Gkt3OSD2DkopFUNSE4CI5AJLgRFAOTATOMsYs8ivzOXAIGPMpSJyJnCKMeaMaMcN6QXk80HtNijsRPXn91E4ZXSC/0nRVfXYn6qO/ei0aSEFG5c43q++eF/y1i9sPs5uI2l33ivN2yt/gfpq8rqVuBmuUkoFSHYCOAQYbYwZab+/EcAY80+/Mh/aZaaLSB7wC1Bsohw83m6g6z57gh6fXe+4fEus7ncqvU4ebVXFJHl+UKWUiibZjcC7AP51NeVA8NT0TWWMMfUiUgl0Aza4ESRAjyMvgSNjDIS0dS3U78B06o3k5Fr16faQBmZ7BTI2dGKLrX/8nI677MP27dtoV7cR6bY7vXQse6VUFnCSAMJ9Gwb/sndSBhG5GLgYoG9fZ2PZxMUePa8pGL8vcmnfLWz3xY72a/uiNlg5SymlsoOT3oXlEDCKQG8geOLQpjJ2FVARsDH4QMaYJ40xpcaY0uLi4sQiVkop5QonCWAmsIeI9BORAuBMIHgW8LeB8+3l04BPo9X/K6WUSr2YVUB2nf4o4EOsbqBPG2MWisgYoMwY8zYwDnhORJZj/fI/M/IRlVJKpQNHTwIbYyYBk4LW3eK3XA3oYCBKKZVBdBRfpZTKUpoAlFIqS2kCUEqpLKUJQCmlslTKRgMVka2A88F4Uqc7Lj7R7CGN012ZEGcmxAgap9v2MsZ0jF0stlTOB7DErfEsvCQiZRqnezRO92RCjKBxuk1EXJtLV6uAlFIqS2kCUEqpLJXKBPBkCs8dD43TXRqnezIhRtA43eZanClrBFZKKZVaWgWklFJZKiUJQESOE5ElIrJcRP6Wihj8YlkhIvNFZE5j67qIdBWRj0Vkmf3axV4vIvKgHfc8EfFsol8ReVpE1onIAr91ccclIufb5ZeJyPnhzuVBnKNFZJV9TeeIyAl+226041wiIiP91nv6NyEifURkiogsFpGFInK1vT6trmmUONPqmopIoYjMEJG5dpy32ev7icg39rWZaI8gjIi0sd8vt7eXxIrfwxifEZEf/a7lEHt9yj5H9jlyReRbEXnXfu/9tTTGJPUf1oii3wO7AQXAXGBAsuPwi2cF0D1o3b+Bv9nLfwP+ZS+fALyPNefMwcA3HsZ1BHAAsCDRuICuwA/2axd7uUsS4hwNXBem7AD7/3cboJ/9d5CbjL8JoCdwgL3cEWue6wHpdk2jxJlW19S+Lh3s5XzgG/s6vQKcaa9/HLjMXr4ceNxePhOYGC1+j2N8BjgtTPmUfY7s8/wFeBF4137v+bVMxR3AMGC5MeYHY0wt8DJwcgriiOZk4Fl7+Vngt37rJxjL10BnEenpRQDGmC8InVQn3rhGAh8bYzYaYzYBHwPHJSHOSE4GXjbG1BhjfgSWY/09eP43YYxZY4yZbS9vBRZjTWWaVtc0SpyRpOSa2tdlm/023/5ngKOA1+z1wdez8Tq/BhwtIhIlfi9jjCRlnyMR6Q38Gviv/V5IwrVMRQIIN8dwtD9wrxngIxGZJdaUlQA7GWPWgPWBBHrY61Mde7xxpTLeUfZt9NON1SpR4klqnPYt8/5YvwjT9poGxQlpdk3tKos5wDqsL8Xvgc3GmPow5wyYNxxonDfc0ziDYzTGNF7LO+1reZ+ItAmOMSiWZPw/vx+4HvDZ77uRhGuZigTgaP7gJDrUGHMAcDxwhYgcEaVsusXeKFJcqYr3MaA/MARYA/zHXp/yOEWkA/A6cI0xZku0ohFiSkqsYeJMu2tqjGkwxgzBmiZ2GLBPlHOmJM7gGEVkIHAjsDcwFKta54ZUxigiJwLrjDGz/FdHOadrcaYiATiZYzhpjDGr7dd1wP+w/pDXNlbt2K/r7OKpjj3euFISrzFmrf3B8wFP0XwbmtI4RSQf60v1BWPMG/bqtLum4eJM12tqx7YZ+Ayr3ryzWPOCB58z0rzhSYnTL8bj7Go2Y4ypAcaT+mt5KHCSiKzAqqo7CuuOwPtr6XZDRqx/WOMP/YDVSNHYOLVvsuOwY2kPdPRb/gqrbm8sgQ2D/7aXf01gI9EMj+MrIbBxNa64sH7d/IjVcNXFXu6ahDh7+i3/GateEmBfAhupfsBqrPT8b8K+NhOA+4PWp9U1jRJnWl1ToBjobC+3Bb4ETgReJbDh8nJ7+QoCGy5fiRa/xzH29LvW9wN3p8PnyD7XkTQ3Ant+LV3/D3D4H3kCVu+G74F/pCIGO47d7As2F1jYGAtWfdonwDL7tavfH8wjdtzzgVIPY3sJ61a/DiuzX5RIXMCFWI1By4E/JinO5+w45gFvE/jl9Q87ziXA8cn6mwAOw7odngfMsf+dkG7XNEqcaXVNgUHAt3Y8C4Bb/D5TM+xr8yrQxl5faL9fbm/fLVb8Hsb4qX0tFwDP09xTKGWfI7/zHElzAvD8WuqTwEoplaX0SWCllMpSmgCUUipLaQJQSqkspQlAKaWylCYApZTKUpoAVEYTkc4icrm93EtEXou1TwvONcR/FE6lMp0mAJXpOmONjogxZrUx5jQPzzUEq2+9Uq2CPgegMpqINI5yuQTrYa59jDEDReQCrNETc4GBWGPnFADnAjXACcaYjSLSH+vhn2KgCvg/Y8x3IvJ74FagAWuwrWOwHrxpC6wC/gm8CzwE7If15O1oY8xb9rlPofmJzBeNMbd5fCmUilte7CJKpbW/AQONMUPs0TPf9ds2EGs0zUKsL+8bjDH7i8h9wHlYwwA8CVxqjFkmIgcBj2KNxXILMNIYs0pEOhtjakXkFqynQ0cBiMhdwKfGmAtFpDMwQ0Qm2+ceZp+/CpgpIu8ZY8q8vBBKxUsTgGrNphhrTP2tIlIJvGOvnw8MskfcHA68ag2nDli/2gGmAc+IyCvAG4R3LNYgXtfZ7wuBvvbyx8aYCgAReQNriAdNACqtaAJQrVmN37LP770P628/B2vM9SHBOxpjLrXvCH4NNE0bGESAU40xSwJWWvsF161qXatKO9oIrDLdVqypE+NmrHH2f7Tr+xvnhB1sL/c3xnxjjLkF2IA1zG7wuT4ErrRnY0JE9vfbNkKs+YbbYrVFTEskRqW8pAlAZTS7mmWaWJPSj03gEGcDF4lI44iwjdMmjhWR+fZxv8AaMXYKMMCeSPwM4HasaQbn2eVu9zvuVKwRPOcAr2v9v0pH2gtIKZfZvYCaGouVSld6B6CUUllK7wCUUipL6R2AUkplKU0ASimVpTQBKKVUltIEoJRSWUoTgFJKZSlNAEoplaX+P2XiNprGS0XyAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df[['timestep','experiment_index','run','price', 'spot_price']].groupby(['run','experiment_index']).plot(x='timestep', y=['price', 'spot_price'])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"df['err'] = df.price-df.spot_price\n",
"df['abs_err']= df.err.apply(abs)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a29ad0080>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df.err.plot()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a3790bac8>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df.iloc[1995:2050].plot(y=['price', 'spot_price'])"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a367e6c50>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df.iloc[1995:2050].plot(y=['err','abs_err'])"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a3679da20>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df.abs_err.plot(logy=True)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"run experiment_index\n",
"0 0 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 1 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 2 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 3 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 4 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 5 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 6 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 7 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 8 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 9 AxesSubplot(0.125,0.125;0.775x0.755)\n",
"1 0 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 1 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 2 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 3 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 4 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 5 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 6 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 7 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 8 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 9 AxesSubplot(0.125,0.125;0.775x0.755)\n",
"2 0 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 1 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 2 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 3 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 4 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 5 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 6 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 7 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 8 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 9 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" ... \n",
"7 0 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 1 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 2 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 3 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 4 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 5 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 6 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 7 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 8 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 9 AxesSubplot(0.125,0.125;0.775x0.755)\n",
"8 0 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 1 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 2 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 3 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 4 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 5 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 6 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 7 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 8 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 9 AxesSubplot(0.125,0.125;0.775x0.755)\n",
"9 0 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 1 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 2 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 3 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 4 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 5 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 6 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 7 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 8 AxesSubplot(0.125,0.125;0.775x0.755)\n",
" 9 AxesSubplot(0.125,0.125;0.775x0.755)\n",
"Length: 100, dtype: object"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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yNM+2okIgS3n4C0tSTSZORvN255gNVvTNa9eBUqzeug9LlRmG10igfYfKMGbirDSzrjZo4bopidnigttOSZVJ+V99v+at2YGbXl+IVg1qJWTSvHbZ2aqSMJbTKIhmdE/T5WUo2ZHq2xEQ2HeoDOs1Pp91SuCGEIkQ54d1EYV+ieVMwgirqA4zzPqzAyEsSmleL90ZpaW0XCQftF7OfYfKkqOZWb9sQ+dbP0T/ez5LdjD6jkdlwVr7LJE9dSP7VVv3Je20x074HDuVWYp6rRyNCaJCAA998jO+X2s8i3rMYJRERBBCYMIHP2Httv34TnG8md1D4jepn1caLDxcvN4+AkpVWvcZ2NjVDnHT7kOmHY+Z1UvfqZeWC9xtslZHX7a281T/DCPNxZPTK5/NehOnsnYGp8q960ApPtc5fnceKE1mQTBDe0tPTl+BorHTsM9DcMb7i37FqCe+SZqFvNbVvDU7sHj9bmzdm2oGM1qgpvcfqjMGdW3TPe8vxcot+5JRTGoU5dJfd1taO8xkt1LwRv6hP704H6c+XBms8c0KdVYt8OxM+Zl4Y6kkVHOT/rjRSNmKeSYmoTBeSr2Tq1FB6gIt7XRU37COuv0j3KTYdh/4eBkAYOf+UnzzSyLyRSv+K3Mql/c7iV7Shsl+t2o7TnpgOl6Zsw4vzk5NQKfKp/UpCCHw6GfLccaTM22vo/LRko1YtmkPnvryF1z9UmW0l9VMTD8rzNcsSGtQK8/xtdWOTu8XKS2vSDHBmZkXskxGGUZpO96cvx6vzF2X9ht9W9MqiXIh8OHiX5NOWT/YNWl1FbnVCF8ruVonwwzCpn8/aTbOfHJm8hyj90l7nRe/TbQtJ1kBntNFvel/46YLmKTx4+j7jt5tGmDemh2GfYo2WeeACZ8n24/qn1PvTE21om7wNF3zHPUzAMDiGemOW/VPQgDfrTI2tSYGZKY/9UwslYQa3aQ//r9vnWXSfHN+CYQQyRBTPWYjxxWb5S1G0SsJ/ctZZuNgf1OxgWu/mvZDwp6qmt12HSjF39+otGfbpRzWy6He78KSnUmbr0q5Ip+RfwBIpJu44vm5KfdpFO56uKzCMDRP7wTUot6nyjhNCmrVXNa1Rd1k6OBRR1RGDGnDpNVb3br3MF6ZszY58nv6q1UpCtWs48wymUr8d4bxaG3T7oPQ+361CmjXgdKkSQNImHSmLQp3BzmrjlqrK9U62WAQ6LBOyU6QXFdgUH3aOlXbt7aajcI+AeA1XVJIvQnTSsnplf0dGj+OfvY3d80OnPXvmdixz8iBX/n3+p0HsOdgmVKG8WxGzSt1qKw8ea/6Ngw4N5VZnVYhRMpAT8uWPYcCSZkSSyXhlxtfXYi5Fo5ls3TSgx/60vC4Fw7rRij6KCFtRMv+w+XYssf45bXyGz/8ifFqZitEyt/qJ0IznXlsw66DiU5PI4D2t6c8PAMf/7gJP2js1WZrIlQlkatROOpL+9PG3ZZhrnpU3wWB0FVZGa2dXew5WIqhj8zAopJdKQv2/v7GIgxRRsUrdStTTRczmRz+/CfjRMZCpM4KKypSI6f0i6zKhUipE6cYRQ457RvMZkdAaj04WeBlFjKq/W7x+l1JM9zOA5Vyd2haYFquthP+j25bgApl9vXZ0vRn8Pys1XhzfomhIkyGAOtu/7HP0xeyGkV+AZVtVn+3NZQUPZt2H7J0yDvtwK2USXmFQJ6JkgCQVGgyiaWSMDM3ueGcp2aZfjdntbkCMesAtDhZaKVXEvr3aP3O1BHabLMppIGN83vF96C38bZsUNNWLu0LqP65cN1Oww7+lTnrUiJejDoD7UtnFh2j/i7boKyvTWZ7Zqhx54vW74Ia/fa1ZgFayY4D+GnjHlzy3JzUiBwN+tGqWYdoFihhfr4m/QWAf7yzGPsPJWZ3x3VopAQoVFIhhGGnrV21b0TPOz9Ji6KyCurQstli35OHNIMOvR/CCLXTM6oPIQRWbd2HEY99nZyNOFmQCaS/O1pue2cJrvzffFz63Nw0s+Si9btw46sL0f+fn5n+Xt//Gi1Oe90gxT1QOfvXl6F+fNlmzxCnkVlWyqSswnwmERSxVBJm5qYwuGRyYgHP7oOlmLliK1Zu2ZvWkelz/Rihf85pie6E/rNzGZdv3otd+0vTugUnqUUqnd8VydTrP/662zRqSduxa51llZDhuVqM6kudWbkJsdWjZtQ1wmrfgba60GPtSzm8W/Pk32bP5IL+bYy/0P3gpdlrk9mChQBq5Ka+buXlwrBDUlOZWO07ol9FLMPKoN1sySgIQY96TaORb2m5wL+np5ahNR1ZPXenK4f1pii1nVkpGT8c1vkkVJz6OM06f/VoRYXAH1+Yi1kWiSQrKoSpCTgoYhkCGweufnF+ik/j57uGITebQESmnaEV+hdJ317+9Zlx/iazEeKhsnJbRWRYnnKKk5TXhFSfxFqDGZT2XW+phATq0Y6MsyihqNQO/tU5Qa0wNv+uQa1caL0K2nrTmn/MijCbsVnVvkC6mcDI3q/FqrPTDwhkW6KdtPBnZ67CVSceadqpv6pbEa/1Q1kt/nMaXW61MPMx3fv0rEEaGLeUlVdg3prtWKQLCXaqoO121Nx7uAwfLdmUsnAxTYYINvNgJWGC3n7c8R8f4NYRxWjfuHbKtNwpZimzzaipOGit2oS+DCf55s1GM4cMNnM5XF5hacMGUjsTNey3Qa1cU7uu/n7sFoHJZuYvW9NqXlsn2lXH+vUBKmbK2MpM8M2KbSmpu51QO8/89Swrr8C3K7fhQGk5TurURHrEnpMJ3n0fLsP0ZVuSYc12rNOk47eMVHR4K2frTMpakR/UvaNOZbSitFxgzMRv04479TWYDQTnrt6O2Su3JTeHslIEFUJYKscgiKWSIKKRAEbmNTsykus//MnPhrbb1+au85QkDzAyN9mcr5xgmhaDkPYyTfrGOOpGy7Uvf4/TNCaV1AJTeezzFTjOIK9Myq+MsvOanKu/5weV8F6/1MzNxoHScpzYqXFKGKIR5/93No7WrRWZuaJyeq/1q1z87BwYYfbsZPbTT335i6UT9LV5JUnfyuoJw7HTY8p6M5zu9+G187XqCDfvCbcTdEqpiVNBVRLZWeRpA6z5a3caKh8jDpdVeM5Y7RX2SRhgpvG9KggvqI3N7GXae7AM2/d72y9Cn6ZaFurMxsyUoD/qxO7thKRj3KF/Qz/q1i4uy3Zg7zUbtT9pkz3VDW7TVpypWbtSv1au7+sHnffMKifYKYa+r+gxWwD6i7IpkBcztFvs9sMOglgqieqA3VggmbbYpMMd9OCXtqNmM97+3mgLS+Pr2DV8o293K2F4rQtTfRRBLWJUbd1m6xr06MXQpmZwklwwfKuwO/JzspOx+3GiTcPK9hDEaHiqwdoEmdgt5pWVsNOKsCObAFYSkeG0w/QyffWCmT+jlYkzWmXfoTLTdAv6bUCDuhO1ipzOJBbpooa0ozMn+afmWoRQx4HsLHJcF2YEsSjrV03Yt9ViyrhipyTCmEnY+QiDIJY+ieqAOkW1IwglYVSk2f7Ndk6y85+ejVp52Xjotz3S8t/rX5qgs6F4fUm1obRvG6Tq1jPNYpvQOFAjJ8u3uWj3AfmLsrTRWk4TF8YJfeoaPUEsZNNzoDT4a+ipNjMJs83t404QIW9uRokfG2wzqmf/4XJMNkgslqPLUaHfgEU2TjtGs5QQUdO1RV37kxyQlUWOTW9mbNx9EEs2mK/TqI7IiJDyiz75YBjEUknIWHGtZ1QP83S8Vsvco2Temu1pO8vJYNtebw5vK75dmf4CmY3sg5oxhzHdD5KrT5QXzefX3AQAD3wkJ/qM8Y9+6+YwiWXvGER0k5VTKewVjE4569+zUjJSykJdBRw0ZnUuowPzU+7GkOPM9ZilkZep5PzOJACgbk3/UVKMf/q2LcQD53SP7PqxVBJBkGMxWwgjKiFs9GsBosCs05PRgYVZrmzMpPSqJGauSE0bI4SQ0qYzozarPo0K8tLyfoVJtVESuZYziapXDYUSYuX9YjZDi3omYYYsn4AdZuk2vEaunP/07JTPwkdZWpw48ZngySLylePM9/Uju3LIWCmCTLdlG2G1JWJYrNpqnC03qPr2O5OYeu1xkiSxRr87moq0fkAgbV+Lqky9Km4WyyKKJPQ1ef3IrhwyVv1HUCPbqJh67UBLR31YGOWDAqyfhR8yZUJ4+tFHGB6XqTzVyLJLBrSVVmZcaVTgfLfCTCQ7iwJ7Z5yQIa+Vf6z0QFWbSeRFaL/UYhZoe9BhKmi3ZIqyv3SgccctbbRIlf6Es3pFP1hwSjtdCncmAVE0i+hU4tGbhIBVwrKqpiTicjtmq8qd7hfgFrPMs25Qs+8Gidn7Lqsj6NysjvQyg2b1hOHopJHbDVHa68Mg6sFPLJVEEOskrOo5Lp2qPOJxQ+f1bR3q9TLlOZoNWGTIP6Z3K9x/9tGaMjOkUuBd1qBygsWFbfsOB5ImxSmxVBJhZ4HNpBfJCXG5He3e02Egw8zmdBvQuDKka1PUrlGZbSdTFCeAuIxtQsHN3ub7DpU53ogpCGKpJILAUhFUscYZF6UXthnPTyhz3fzo05gZbQMKABf0cz4jU2cpakmZZIrJHEn94+a5lFeI0BJ9GlGNlIT5d1Hb/GQTl7sJeyW7H52kvoJhzOrNmpuZGWpYV6NNoswKd3atOJJJCs0vbu507podkaYOqjZKwqoBVrW2GZf7CXsm4WsGFQMrk6nycHFb+lNj0hQcEaXdPe60bmidsj9IqpGSMP8uSvPMOb1aSi/T6daTQRP2DE3Gc7xj1FESJPGGjD4yk0fj0zxuGnTNoGi2OfZDJj2maqMkrKgRQtijGcb7TfsjLg0w7JmEjPse06c1+rUtTDkmYztQP7i5rZg8+lA5o6f8gVbQxGUg54SMVxIy8u00qh3dis0g7PZxURI7JaxbcIOsGWFUM0vTyCo35qaYPHvGmkwyrWW8knCat8XqmUQ5RQ9iz9q4mBzC3rRGhuMaSJ8BRV2bbkadGdT3VGvikhXBCZkjaYBE2acGMWqNS2x8hQDyc8NrYrLqUl+MbKVr1pF3bmY8K3Zz+blrdijXYG3ByCG0N5iITiSir4joKSI6UVa5Ru9C+8bpOWDiuuI6CAUVF3ungDB8PkOOahrI9WR15vpyZNfm4XLjxIdm13Fz/QOHw98DmanaOFISRDSJiDYT0WLd8aFEtIyIVhDRWJtiBIC9APIBlHgT16BQGREhEXaqQVw5JtYmCGEcWRrU/h2+zE2ahhRV9ZktpvNDXEyPmUarwppRixAbnL6tkwEM1R4gomwATwAYBqAYwHlEVExE3Yhoqu5fEwBfCSGGAfg7gPGybsBpGgWr909W7v06Ndyv2g1mJhEPBIJL5meEH3OTtnnolU1Y/WyjghqGx7UdfZ+iBuEIU82pU8N/RFvjOsbPM9Nw1D0KIWYA0O903xfACiHESiHEYQBTAIwSQiwSQozQ/dsshFB7ix0ATGuPiK4gorlENNfD/XhC2kyCgHEji3HbiGI55XkVIyajx/yccEOLZZkN0+sv2vokAj698QR8M3aQ499cP7gjAKBp3arRUYWNjIGjZavJIJeRn6poAWCd5nOJcswQIjqTiP4D4AUAj5udJ4SYKIToLYTo7UQIOQuQ/JcBJBrFRQPaonNz45THLeqHM4WNiY7ABf3DzQIrSzlqlU3tvOjW0KgQgCObFKBF/ZqOBzSje7bA6gnDUSsv+pxUYfDgOUfbn+QCGUEQccmh5hc/SsKoBky7bCHEm0KIPwohxgghplsW7CJVuNEF3XYWYT3MsEwFcWmauSbDsaDkk7V47+xerZJ//31YZyll+iGleXq4xWNa15cmS1w5rkMjqeX1blNof5INcYky9IsfJVECoJXmc0sAUnZOd5UqXAALbzsV8289xfP1ZOsIs9GesfIKIgQ2Hq3TTIygZtr+HNeVf/+mXcPk30GsY3GPv+dZVB12fJPc5C8eUOS7DFkz2yPq5Uspxyt+3oA5ADoQUVsiygNwLoB35YiVysLbTjX9TkCgXq1cFGpWTRtOcSzsUlF2qYE4ruOhI0wJSjw/L6U2AILS3gp3aq1Nw1pYPWG4Z1n0aG8r5o/WF347kR0EAAAgAElEQVTarewIxSwJ0wCr+3HTogoiTmPvNAT2ZQCzAHQiohIiulQIUQbgGgAfAVgK4FUhxBIZQunNTfUscufEKSmaWo55KmhrzugpZz9iPy/MrSE43YNyrEtbTCelFGuGHtXM8bm+5Qlg6hZE5I6fhJDyrQH+yfQ0McnrOzlJCHGeEKK5ECJXCNFSCPGMcvx9IURHIUR7IcTdsoRyY27KoCABw5anHjqySQG6tqgn9ToNPeSkunRgWzkyWBCUrVZaAEIIL+UxbYLxEwQddqnuAe51L/Cp1w40/S7qzlCLDFFidDu+iIPBNQ3tTMKuols28B8xFJdnKSuVgtoJ//PMblLKa1QgNwFiUPUtLQRWTjGmuH3MWqVl9z784dgi2/L8OLLfvnoA/ja0k+ffWw2E/Jmb5CLDfFWtZhJho51J2FXPuJHp+f/rOkz6FxRmnYBRw2tdWAv1aubi5mGdpWWGVDsVefs5yG2kcTQ3aaveqQ/ATzSVm05Ie6ZVEyluXhc1HKxN8eOM79SsDq46MZj9G/w8v7isDdIib2YrpxyvxFJJuCHfYNprlLvJEskPwWwVuNHDrpmXjYW3n4qTuzSVlsFTvUyfIv9hfEA87b2G5UrzSTgrx+vVwn7p9c1KxvWdZjpwg5+ZoPSZhIQCZc0Abjmti5RyvBJLJZFqbrKu6Ki1rBa7Rm4cAFt5VNZe52qdWDn8XZUnpZQgC5RLepsyFthrJyCEu3br9FzH5xncT4HLlDJBJJn1ElHUujCxrWec+gEVs9uZ9ueBrkzLxx4pdw2IW2KpJLTmJll2+jAc3EmFZmZusmnIssxNUdsw7TCSb+TRR/gu109bMftlQlR35cbRPp5SnlEAhctLBKIkPLRbdV8G2XUk4100u5+jjpAUoBISsVQSXhk3MhG+adRgLDcdktTA7Eoxuo62HTV3sGhmwJENbc+RDZE3+7u5byadR8b0cF2+VEx8EmZ7PCRODE6clMv4vI5eeRoqCZdlBpETyou5KUf9kYPfjujufKtg3o6jkoxXEtoGb+SfCBObiYQtTtZJOGm8Qawg9zpKN8pXZSRfnFIYaEeAR7cyjwRSTR3Dujpf82BGXwn+o8uO8x6+7NafE0ROKC8DEXX7Xzvx2zWu7ap8u9Z+5jH276pVnTatG+0qajfEUkm4yd2kHZ177ZzldaqJgnqahBjaXUdegjr55gkv/hIi4z2847IpkhlOpWug+HzG9GmVctzJc9Sf8+qVv7E4t/Jvq8fQrlGB7XUB+xltVHhpt9lZqrnJnPGnH4VPbzjBVbl2gyInsp7Tq6Xpdy9d3h8Pj5GblDAoYqkkXOVuMsDo+YXjk0j8bzbKCutFlG8TDx4ZClJWniW9LG5CmhPny21tTpWq2VWdRDe5rf1gopvct4G7RnUFYN1+srMIWVnkaqBj9widTEqO71jpcP5t71SF0axePs7oaa5E4kQslYQbtG2jthKhYRTV4zd30wuX9rWXxUE5ab8JoAeWHTMuuzxZmzzpGdOnFS73YXJR8Xu3q7ftl3qNsAYXFw8oQju34eMS8WJy7NYy4QS2+mkQ9edMoVWe8/vfFMkXIiQyXkloGdGtOcaffhRuUDZc0eJ3cHdch8a253hpjG5NL06uEQPLQZKbDVNtByNhfm42bhnuLfdUSoI/p+I59EHVMtiTwnPHFVCuMiLC7SOPwud/OdGZGAFMzf0MRpz81M0Mzy66iYjwu/5tHOfg8rrwUkZGCb/EUkm480lUkpVF+MOxRYYObKvpsbxNh+zjm/zix3HdzWNuKD/1Y5SmOk5OapXUFdc6c5PJb8xuo0ZO6mt14ynpgxY3VdCmYS1H5/kxc8XhkcjaD0SPFx+YXVUSAXeO7orjOpqvYdA2I6/3ZhWM07lZHQx3EbHllVgqCTc+CaejD6OH/skNx+Nf58oLvbR3TLv/jTc5jAvt2sIinNOyPD/SBF9e0Jh1vmb3IWu9C4BAdpeLa/VbdaRf/e0ky986UQRunorduU77fDXhYhD678PrjzccgMgmlkoiCPQP/bRuzdChaR2M6uE9Pbf+wQc/jzDHrhE6WYMhcw8EK+Ie3eSXcp2H1CiMNsxcQ3qdFafFdH89tWPS32clQ02bbWRlV6fdrExtw6Mt+g+Ctp4I9WrmYvzp6bnm4k7GKwmnbUP/zMef3lVThpwW5iWFiKy2nUWEd64egHvPMs78+uH1x/sqWyZOirvIQTZTmXjp88jEKaFP192nqBALbvO+c6JsjKs/GsV9zaAOSX+fVTvL8ZNMUf2pi4dcv5Z15mNVnNoO05kQAQtvP9VRll43hPHUMl9J2NSSupF9ri5eX06+ePNC6jhuPM4E6dvWfrHV0a3qY0yf1ibXcXQZ4996/2ko5em5TfLGSdYpO9J59Nyeacf0nY7Zb1+/8jeGjm4n+Bncy1gQ6BezdvGvc3vYdtpW7Vv9qq2LbVwLa+eZrncCgBYOHMoyZotxmHNnvJKwo2FBYlQ3qHMT04fe1OMesvop6YmdKiOgOjevk3a+nxnLnwd1sPy+TFZ2QBtG9XCXY6m2gT09jmmdjVAHFqbrJDS3sfzuYWindEINPGz2pNK7qBDNAl6Na1T/t490p1iDWCdh1iycmISt3i213GtPTqQ4v/uMrqbnamlisoHTBf1a49KB7RyVUSlfMKjPsmWDmriwv/EA0S+xVBLa6KY/ndje7lxHZWZnEf50QmVZ2l9dO8h/fvxvxg7COBt7o1dz0x2jjvI98zH7+bc3n+yqnHvP6o77z+7u+PxWhbXw0mX9UmXJAB1x31nd8cF1zk10udlZrrKYRlkFRtfOkbQQMSqctKkaOdlYPWE4LujXxlmZJk/plOKmjqKVlCGGo2v5JSeLcNdoOZuM6Ylly1Cjm/Jzs3HTEKM4ey9lmn8nY6Vui/o1U8oZ1tVbaFpdg03Pu7eUtdVlesNuZjCL0ps7tLZiLx28PtWxEx9H6Hsu6BrIb/u0wpFNCgy/U/E6M9SX9heTCJXXDVJ1WI3gzdp4EPtJBIGfmbblYroYGG2Cnj0HqYpiqSSM8LoS1OzZWD20Tk3TTUVuuXhAEfJzU6vXKDRSL8bg4qa+r21E4n6dNaVv/+9knN9PM3XVyJhF5LtBRv/KpmN1T3Y+CU+mF82DN5uB+DFbWdGzdQPfZRgppLyQZyPn9a3MmRVEJyyzyMDMTQGVqyVjlIRsrCq3wGA077p8ojR7vNewQe1INowUxnXzc9HQpIOSEekU9Eg2riNlFa8RebLQml1lsuyuofj9b5yZcoxw89z+PrQz7jmz0uxp9VOjgZef9C12CkldJU1UNVKOVyslIft5uR29GJm1wnXieruW9lfZWeS7Ip3cc/eW7laH68NOw8DrsxOweRIWX1p3Os4ejJcd4JxAROgoYRbu7FrWn1X6tS1EocGA55bhxbYKzdQK4URABfWJxH3gYkXGKIk2hc5SE5jhxi4r63nqr6lGyxjllnKK18bmx4kmPWGgg3OKm7tTErkOOr5/DO+CO0c7i2xxQjL8XqR+dkJ9q61lJY9mZGelTZTp/jf1asrZTtcIszYaZees9YV49Ys4lT/IGUvGKIkHzvGWe92sjmU4s7y+fDXzMqbaASTq8GjNyN5v+KMTpaP358jgwv5tUFDDeA2C5aMM4AUc3q05GhWEO/spqJGDsy32OHCDl9QjM2xSawRBHJzWQeLLL+aQjOmtnK5s1BNU1d3qYMHWvy84Bid3bpJ2POwOCVAbk/fRzMtX9HcdLmstizlTrx2IOvnuRp12imf1hOGedy50u5jOCUSU7LDTyvFYrl2/ffcZXV0Nth4452j88wzjsEovSkLmTMJpFflbROpvdpLwSQjfclheIwQlGEsloa6TKC8vl1puSrv2WbdOciH1a9cQz1zUx9+FdEThCBMisZGSGi4btAxdPWSrdTqr8yt7EPmt0mSSbW5S/jdTpGYpUM7u1dJ0Rud07aabbVkzZZFldSOWSkJdJ5Gd7X/P6ttHFqN5vXxHnbqWb28+Gf++4Bjf1zfCdTI1+PeTRDHtNnIYAs7uRZa0s24ehDm3DE5+Ntpz2w7zdRLhE4R+tloE2quNcbisWZ3ELZgnSr0T5GDqm7GDgitcRyyVhEwGdW6KWTefnGZqsHRcU2KRmVXEjH7PADd4aTxBvnzPXtwHj4wxT5nu5UXLz83ybCL0gtkotEGtvJTn2K9dQ7x7zQBXZZubm1LTdiTtwyY/6G3S4coyNwVBm4a1DWdPIWWBMcWxyceiMmV24mYrsO2im36+a5hluWby6wc77LiG/BGB3+JO6tQkkumx5+gmze/+NrRTyncndWqC0T3N8+PoG6DvxXQRd4LdW9bHwttPxaPnpSfi88N/ftcbFx1bhA7KSm07ZDsbzUqrr/gCajr0ybzxp2PxZ5tUNfp06GpOrxjpNwDBtDV9x/3DuFOx8PZTbeQwFiTPx2AzUW7if1YSMSQrizxHN1k1XLsSZTQGJw7EqF92Jy+3H/9AvZq56HpE5SZMlw40X1zltM7bNqqNcacfFdg6BK/832ldcNuIYgzukh5EYUSvNg1w46mdLM8Z3TM10WNTJSmhn+YZdq3p29gJHXVbFCvfmy0sVambn4uCgGbNUQ+ogGqsJKKYBfjp4OVI61wAywAsSaOW4LardEdRw1qW0WpmI361Y8jJDq8teRmY1K6Rg0sGtpXa5i8/rp0zn52LS7oRz6mPzeqetVX539/3xnOX9DU873YfGwV5WUNj9HunHNmkwPE2BU6pZkrCXY3HQYsHSVT3RyCMG1mM9/98XPDXknCPhcpeBo+fn2qeunNUV9w0pBOO79DY6GempO0UJ2sIEKKfgIg8m0qO62C+L7RT9PvDmOE4VNbFb51uU6wdXIT1rn164wlYNH6I1DLD8yz6RM7iN2154eOkoTSw2VzF37UrBfj4huOTtmrD8wORopKLBljnzjF73vec2Q3N6uUnO24jmtVzFsFkFxoK3fdH67Lx1quVi6tP8p9m3py4xQrJ4YVL+6Fo7DTPv8/PzcL5DtN9W+Eve0E6M246CdnZhHMnzkoe87vaPQ4D1Wo2k6jEWeXLfUJO2svfhnbC4C7pCcnsflrcvK7NGZWpIGrn5aBj0zpoEvDmNlq0GTt7GOz57JRGBTVwUqcmhvtGqww5Sm4mXa8Logpr5xnmB/KynSZTyetXHut4FmM145A982rdsJZpiLXMEPR7zqxc4BiGEgltJkFEWQDuBFAXwFwhxHNhXdsrnZsZJyv7bW91pSxJb2n5udm4oH9rfLp0k9RyCYTrTu6ApnVq4PSj7XeXs14U7v6e7zmzO+45szs27jqYsofFE+cfg7o1nTdDJ9motTMDmS+nW5v+/FuN97V23mTcXS+IHE2u8SGD0+p1s9jSbMW4niIXW5t6QWZnfl7fyjT+Tevmo1PTOrj5NDn77hjhSB0T0SQi2kxEi3XHhxLRMiJaQURjbYoZBaAFgFIAJd7ElYfldofKd2Zx/qcUJ/YDdvtSOm4o+pBTIWdOk5+bjYsGtI00+ka/ydHw7s1xnJFNXyfiiZ0a4+qT2uOEjs4idJzg1KkYXdebfuUYqAFXeGlpz13SF1/89cS04xf0c7c95x+Pb2c5W9a+j+0t9qtJe89d3FTQzys3Owsf3XA8Tuwk773Q49TcNBnAUO0BIsoG8ASAYQCKAZxHRMVE1I2Ipur+NQHQCcAsIcSNAP4k7xaco91MPQpbX5QDPbf367d6ftOuoc8SUmlQKw83DensOiJKxnP2G6Gix2ma64xEczMjurvbnVEdnDWolZvck0HL3Wd0k5oWxe59lBINJrntRIGjeb4QYgYRFekO9wWwQgixEgCIaAqAUUKIewCM0JdBRCUADisfXSdlkvG8ftNeTsfl2xmV0U3G/OVqUb8m1u88gGcv6oN+7Zzn7Ik7qnlNVmeu1p99K3JpbvIijGyUm7ugX2vcfUY3jPnPLJsfmBYRKqpCePOqY/Hjht0BXEB+kWHhx3HdAsA6zecS5ZgZbwIYQkSPAZhhdhIRXUFEc4lobllZmWfhXri0r6sVtdP+PNDWVn9at4SZqbeLpGVG+Flp6/W3YbbRI5sUoFaeP3eXrA5ZZnxC+Mo9Ft2+J7w8v7BnVEbXO6Z1A1zYPxFsYBoCa9MOMn0QqMfPm2xUE6atWgixH8CldoUKISYCmAgA9Vp39vyWGNq5LTjqiHo4v19rvLtwg+k5T17Qy6s4vmhcUAMlO/YbfteucW2s3LIvVHni1HWd17cVXv5unf2JhnjLHDv12oH4ZsVWj9e0x6qLGdylKb5fuzOwa8vCy2zgjJ4t8EPJLhzhIQmjITZ9dRgzlmSYdQYrDj8ziRIArTSfWwIw72FdEFSq8NRrBFa0/bVdNJjP/nICWjes3JUv7bcOG3qYK8zDrNsrJezX7NRxrd5X1xb18EcP13W6HabVI/3TCe1DWYSo59w+rXDLaV1c/85NW7jo2CKsuHtYaFvRetkTwysy3olz+7Ryva2vDPwoiTkAOhBRWyLKA3AugHdlCGWUKlx2vyNTs98xyt2yfTuTkfp9txb10L6xs2RxQZImbQgvl/7peH1acdqjQEa1ZWWRaQr2IB/LhLO64/Lj2zm+njdzEyHHSYyzJMb0aWV/kkLbAENkxw7rjHeuNs5MrG2/E87qjnevGRiYHGY4MjcR0csATgTQSHFA3y6EeIaIrgHwEYBsAJOEEEtkCEVEIwGMrH1EkKtZ0xGVc0NXyNoSUk/DAnmrr+PTVZpz31nd0bO194V2bonDsgIjnD6rvJwsnH70EVi+aQ8WluwKVCa3+K3bMNrrkU6z9Qqgbn5lV+lGASYXYlqcI2M2HCSO1LYQ4jwhRHMhRK4QoqUQ4hnl+PtCiI5CiPZCiLtlCSVz0yEzMsXcpCfIvWzNCKuqftunFTo0TSxgdDoDsHciOijD5lqyQmAdb2rvsLz6NXPxwDlHe96Wtapxw+CO+PPJHRyfb6fI1BxTHZqmKhPHy520aYBiNKN1S8bkbpJNFI9MTYtRJ99DtZuHWjj7uY8bDnh3TWdE+o7J0RKqQlNHl7JTzUcxgDBDlTFMh+11gxMKYtXWfXjPIgBFxa62zundCid3aWpq3nNCfJ6Id2KZu0l1XFcE6LiOgiuOb487R3fFOb2d20KTZEBrCzItRI0c49Gy04ycRriV1m+H9+Bvj8aF/VunhVCnLa5zWJ7drmdxQr/RVZB0aW6cTkePk0yyfhSElgx4RKbEUkkYOq4z4U2wIS8nC7/r38bxqmGjs+IQSheGLV+9y7zsLFx9UvtActOoW9A2s0l0KOt+WxXWwl2juwW2j0ac6dEyPF+TU8wGHnbYZw12dszRtbz9TCqxVBJR4/TBBKW41J3jWjaolfad58V0ISjZIK6Rk024aUhn1M23303PLW0a1sYjY3rgMZtFl2GP2Ef1SKxJbVjbOhQ0TZwMmG2GQaUPKfouNq7BEW6IpZIIY52EDIIyr/RqU4iJv+uFW4Zr4tJN2ru6r8IxbcKMCjK+71hkIdVhp7hG92yBBjYmhSPqJ2YaOSHNAK4ddCR+vGOIrVxxqu1zbcJJ4ySrJzyMEAQ0KV0cKKy3rjoWfzmlo+vrBE0slUQY0U1G8djeU17I7zxOPaqZadTKS5f1SzrBj6hfEx9cdxxuG+F9i0XZVAXToJZnL+qLx87rmZIgUgZmOpWILNOaxK12B3VugnbKeh5ZyiB2bUjzsDyJ5uA3PVs3wLUuorPCIpZKwoiYNZlIOfbIRhiv2Xe3S/O6nreS9IJdRxDHGYUfGtepgZEO9uAIC33tJqOmwheFqQZkjJKo9nAPwJgQ9aCbTP4GopctCNzcUtI/4tVxHYP6i6WSiNonEYcHEzk+KiEKU0EmPzO35sq43aow+Ttq4tQmYiSKa2KpJMLwSRjRSokmGtQ5uF2ePKPP6xf026i5gN58FGb2TMfnx6l3ckgGiuwYveIL8/mcWpzY43x4N/tNj7o42BseQLw0TshU2xXXRrQqrIXvbz0l6RTOBKpx2622FCgr9kf3SPWTRKUojfcMiE4Fdmhax/EOdlMu74+1243T8JvhNXlhppIxSiKsOrYLOzQiyucfysI23Q1W5RFwmHhtNrXycrB4/BDUUqLfou5/Mrk91KuVi2615KbfPqJeTazZth+52ZTRdaMSSyWhZoEtCDkLbCYQ2mgx6p5HIR5SBIOfR1lQI5avbhLV3BSTZhQqT15wDGYs35JYDOsz7Vcc6o99EhlOYI3I0ieR+HzWMS1T0i0Hob+clhmHl8kr0vbOjmjcGkTVx/lx1qtpbW1oUDsvuWpeJZPbZyyVBGNOnBpbvZq5+J2yHzATHerCuzjnhIpThlo/3Dyss+N9KKoKrCQylMBfOo020vskcpXV6vosmvHtoqo2957VHTee0hH92zaMWhRX6B3vceaygW0BuNvNDnCXliOuxNuwqSGTowMyEgtz05g+rbBu+35ce3IHvDGvpPK80ISrGsjyLxXWznO12U6QOL0np9FHcWHk0Uf4WnWfyd1XLGcSUS+mizNxyHCZn5uNf4woNnWeypQsg9+tak0Umw5VReJQf7FUEuy4TidtcVKI5ia3yJBMNa83LLBOl53JqOa6KHwJQS8YzcTFjUFQFeohY8xNVY3/XdoPC0t2Oj7fTClEP84Ihlp5Objv7O4YeGQjy/My+SW89uQOKKsQOK9v69CvPfF3vXDkLR+Eft3qSiabm1hJRMTADo0wsIN1B2hEaI3NR+8rS8TfetnmNYMoqJGDW0cUR3Jto1T5MsnkTlEmGTyGSRJLc5MdM246KWoRIiNuI2fuDKovTeomTIGdHewp7bbdVrV2FQffglcycibRumH6tp5BMbhLU5zWrVlo1zMj9EameUs7O0yCFjcFxgRL95b18dZVx6JbC/O0FlWts/dKJqcKz0glESZP/6F31CJEyoAjG+L+s7ubfl/UsHaI0qQTh5eoOtOzdYOoRYg1fjfg6tjUfpYWNKwkJBBFRxX0qF1dVXpun9aWW2ke37Fx8u+qWA8M4we1eXp5NV65oj+ObhXe3vVmxFJJcII/5wS1yHBk9+Zo16g2ulqYEvRwh82YjZyre9Pw8p72axePFfSxdFzzOgnnBLWfNBG5UhCdNNNiNgExTNUhlkqCySwWjTsV71wzIPk5ihkFK6Z4wOlzUqnMkJC5sJLIcOLwUtbJz0V+brxmfcVOt6VkpCJrZhuHdi2TTL4dVhKMdOLwQkz5Y398euMJUYtRbVGbwB+Pbw8AlmGyVZl/DO8StQi+iaXjOtMIcw2DOk5jJ7E1dfNzUTc/c/Yqr2qozXNgh0YZl/FVJpcd1w6XHdcuajF8kbFK4vlL+mLNtn1RixEacRidMwxT/chYJZGIz29se15VQT9zYKXBxBlunlWHjFIS3VrUwyUDi6IWI1LUl4/NTQzDhEFGKYn3rh0YtQixI04jtqqyjzHjHXUF/qieLSKWJHP56m8nYfOeQ1GLkSQ0JUFExwG4QLlmsRDi2LCuXZXgbjgVVkzxol3jgmrtqJZBq8JaaFUYXhJTOxyFwBLRJCLaTESLdceHEtEyIlpBRGOtyhBCfCWEuBLAVADPeRc5foThH8gEH0Qmp0NmGMYYp+skJgMYqj1ARNkAngAwDEAxgPOIqJiIuhHRVN0/7V6J5wN4WYLsjAOO87CxkVeiGNWzYmKYYHFkbhJCzCCiIt3hvgBWCCFWAgARTQEwSghxD4ARRuUQUWsAu4QQuz1LXE3x6qh+5g99cLCsXK4wNoS7boTNTQwTJH5WXLcAsE7zuUQ5ZsWlAJ61OoGIriCiuUQ0t6yszId4VRunXWNeTlboi8q442aYqoMfJWE0XLTsHYQQtwshZtqcM1EI0VsI0TsnJ6OCrwLF1CfB1haGYQLEj5IoAaDdqb4lgA3+xElARCOJaGJ5ebhmkowkhoP2KPwE7JtgmGDwoyTmAOhARG2JKA/AuQDelSFUpu0nwd0TwzBVFachsC8DmAWgExGVENGlQogyANcA+AjAUgCvCiGWyBCKZxIuiJGGys3mpMIMU9VwGt10nsnx9wG8L1WiRLnvAXivfuvOl8suO1Np26g2AOAMZSVrUDvS+eG5S/rizfklaFq3RujXzoR1JAyTibBnOENoWjcfK/95WlpnGCdbfPvGBbhpSOdQr9m6sBYuG9gW5/VrHep1Gaa6EEslQUQjAYwsOOLIqEWJFVlZ6QqhuoebEhH+MaI4ajEYpsoSSyNypjmuGYZhqiqxVBKMc+JkbmIYpuoRSyWRadFNVW3TdoZhGJVYKgk2N9lTvT0RDMOERSyVBMMwDBMPYqkkMs3cFAVs4GIYJgxiqSSqmrnp+sEd0KtNA6llsrmJYZgwiOU6iarG9YM74vrBHQMpm33mDMMESSxnEkGSn1vtbplhGMYz1W4mMfvmwaHv1BYEdfMTj65hQV7EkjAMU5WJpZIIMi1HvVq5qIdwd2oLgiFHNcO9Z3XD6J52mwEyDMN4J5a2l6rmuA4CIsKYPq1RI4friGGY4IilklBhpyzDMEy0xFpJxJ1mdfOjFoFhGCZQYumTyBRe+9OxmLNqO7INUngzDMNUBWKpJDJlP4kW9WuiBTuOGYapwsTS3KQ6rnPYKcswDBMpsVQSDMMwTDxgJcEwDMOYwkqCYRiGMYWVBMMwDGMKKwmGYRjGFFYSDMMwjCmxVBLqznRlVSBbK8MwTCYTSyXB6yQYhmHiQSyVBMMwDBMPWEkwDMMwprCSYBiGYUxhJcEwDMOYwkqCYRiGMYWVBMMwDGMKKwmGYRjGFFYSDMMwjCmh7UxHRK0BPA5gK4CfhRATwro2wzAM4w1HMwkimkREm4lose74UCJaRkQriGisTTEdAUwTQlwCoNijvAzDMEyIODU3TQYwVHuAiLIBPAFgGBKd/nlEVExE3abSjBMAAAzVSURBVIhoqu5fEwDfAziXiD4H8IW8W2AYhmGCwpG5SQgxg4iKdIf7AlghhFgJAEQ0BcAoIcQ9AEboyyCivwK4XSnrdQDPGl2LiK4AcAUA1G7ePu370tJSlJSU4ODBg05Er3bk5+ejZcuWyM3NjVoUhmGqAH58Ei0ArNN8LgHQz+L8DwGMI6LzAaw2O0kIMRHARABo0Kaz0H9fUlKCOnXqoKioCETkRe4qixAC27ZtQ0lJCdq2bRu1OAzDVAH8KAmjHjqtU09+IcRiAGc7KphoJICRBUccmfbdwYMHWUGYQERo2LAhtmzZErUoDMNUEfyEwJYAaKX53BLABn/iJLBLFc4KwhyuG4ZhZOJHScwB0IGI2hJRHoBzAbwrRyyGYRgmDjgNgX0ZwCwAnYiohIguFUKUAbgGwEcAlgJ4VQixRIZQ6s505Rm2M11BQUHUIjAMw0jFaXTTeSbH3wfwvlSJEuW+B+C9Bm06Xy677EynrKwMOTmVj628vBzZ2byDH8MwwRDaims3qI7rOgaOay3j31uCHzfslnrt4iPq4vaRR9meN3r0aKxbtw4HDx7EddddhyuuuAIA8Je//AVffPEFGjRogClTpqBx48Z49NFH8dRTTyEnJwfFxcWYMmWKYZn79u3Dtddei0WLFqGsrAzjxo3DqFGjMHnyZEybNg0HDx7Evn37cNttt2H8+PFo3rw5FixYgB9//FFqHTAMw6jEUklkwkxi0qRJKCwsxIEDB9CnTx+cddZZ2LdvH4455hg8+OCDuOOOOzB+/Hg8/vjjmDBhAlatWoUaNWpg586dpmXefffdGDRoECZNmoSdO3eib9++GDx4MABg1qxZ+OGHH1BYWIjp06fju+++w+LFiznUlWGYQImlknCKkxF/UDz66KN46623AADr1q3D8uXLkZWVhTFjxgAALrzwQpx55pkAgO7du+OCCy7A6NGjMXr0aNMyP/74Y7z77rt44IEHACTCfdeuXQsAOOWUU1BYWJg8t2/fvqwgGIYJnFhmgY2743r69On49NNPMWvWLCxcuBA9e/Y0XAGuhqNOmzYNV199NebNm4devXqhrKzMsFwhBN544w0sWLAACxYswNq1a9GlSxcAQO3atVPO1X9mGIYJglgqCXWdRLbJOomo2bVrFxo0aIBatWrhp59+wrfffgsAqKiowOuvvw4AeOmllzBw4EBUVFRg3bp1OOmkk3Dfffdh586d2Lt3r2G5Q4YMwWOPPQYhEmsSv//++3BuiGEYxoSMNjdFxdChQ/HUU0+he/fu6NSpE/r37w8gMbpfsmQJevXqhXr16uGVV15BeXk5LrzwQuzatQtCCNxwww2oX7++Ybm33norrr/+enTv3h1CCBQVFWHq1Klh3hrDMEwKpI5a40iDNp3FjjU/pRxbunRp0gTDGMN1xDihaOw01K+ViwW3nRq1KIYUjZ0GAFg9YXjEkmQeRDRPCNFbRlmxnEk4DYFlGMY7S8YPQVaM07jcPrIY/do2jFqMak8slYQaAlsY4xBYPzz77LP417/+lXJswIABeOKJJyKSiKmO1K4Ry9c/ycUDOHovDsS7lVRRLr74Ylx88cVRi8EwDGNLLKOb7IizHyVquG4YhpFJLJWEuk6izGCdRH5+PrZt28adoQHqpkP5+flRi8IwTBUh1tFNhW06i+266CbevtQa3r6UYZgqH91kRW5uLqejYBiGCYlYmpsYhmGYeMBKgmEYhjGFlQTDMAxjSix9EuqKawAHiUjKlqgB0wjA1qiFcEAmyJkJMgIsp2xYTrl0klVQrKObiGiuLA99kLCc8sgEGQGWUzYsp1xkysnmJoZhGMYUVhIMwzCMKXFXEhOjFsAhLKc8MkFGgOWUDcspF2lyxtonwTAMw0RL3GcSDMMwTITEUkkQ0VAiWkZEK4hobAzkWU1Ei4hoARHNVY4VEtEnRLRc+b+BcpyI6FFF9h+I6JgA5ZpERJuJaLHmmGu5iOgPyvnLiegPIck5jojWK3W6gIhO03x3syLnMiIaojkeWLsgolZE9AURLSWiJUR0nXI8VvVpIWfc6jOfiL4jooWKnOOV422JaLZSN68QUZ5yvIbyeYXyfZGd/AHLOZmIVmnqs4dyPLL3SLlGNhF9T0RTlc/B16cQIlb/AGQD+AVAOwB5ABYCKI5YptUAGumO3QdgrPL3WAD3Kn+fBuADAASgP4DZAcp1PIBjACz2KheAQgArlf8bKH83CEHOcQD+anBusfLMawBoq7SF7KDbBYDmAI5R/q4D4GdFlljVp4WccatPAlCg/J0LYLZST68COFc5/hSAPyl/XwXgKeXvcwG8YiV/CHJOBnC2wfmRvUfKdW4E8BKAqcrnwOszjjOJvgBWCCFWCiEOA5gCYFTEMhkxCsBzyt/PARitOf68SPAtgPpE1DwIAYQQMwBs9ynXEACfCCG2CyF2APgEwNAQ5DRjFIApQohDQohVAFYg0SYCbRdCiF+FEPOVv/cAWAqgBWJWnxZymhFVfQohxF7lY67yTwAYBOB15bi+PtV6fh3AyUREFvIHLacZkb1HRNQSwHAATyufCSHUZxyVRAsA6zSfS2D9EoSBAPAxEc0joiuUY02FEL8CiRcXQBPleNTyu5UrSnmvUabsk1QzjoU8ocmpTM17IjGqjG196uQEYlafimlkAYDNSHSavwDYKYQoM7hmUh7l+10AGkYhpxBCrc+7lfp8mIhq6OXUyRPGc38EwN8AVCifGyKE+oyjkjDamT3qEKwBQohjAAwDcDURHW9xbhzlB8zlikrefwNoD6AHgF8BPKgcj1ROIioA8AaA64UQu61ONZEnKjljV59CiHIhRA8ALZEYrXaxuGZs5CSirgBuBtAZQB8kTEh/j1JOIhoBYLMQYp72sMU1pckZRyVRAqCV5nNLABsikgUAIITYoPy/GcBbSDT4TaoZSfl/s3J61PK7lSsSeYUQm5SXswLAf1E55Y1MTiLKRaLjfVEI8aZyOHb1aSRnHOtTRQixE8B0JGz49YlIzRmnvWZSHuX7ekiYKKOQc6hi1hNCiEMAnkX09TkAwOlEtBoJ0+AgJGYWwdenbMeK339IJB1ciYRTRXWoHRWhPLUB1NH8PRMJW+P9SHVo3qf8PRypjq3vApavCKkOYVdyITFKWoWEs62B8ndhCHI21/x9AxJ2UgA4CqmOtZVIOFkDbRdKvTwP4BHd8VjVp4WccavPxgDqK3/XBPAVgBEAXkOqo/Uq5e+rkepofdVK/hDkbK6p70cATIjDe6Rc60RUOq4Dr0/pNyCpEk5DImrjFwC3RCxLO6VSFwJYosqDhH3vMwDLlf8LNY3qCUX2RQB6Byjby0iYFkqRGCFc6kUuAJcg4cBaAeDikOR8QZHjBwDvIrWTu0WRcxmAYWG0CwADkZh2/wBggfLvtLjVp4WccavP7gC+V+RZDOA2zfv0nVI3rwGooRzPVz6vUL5vZyd/wHJ+rtTnYgD/Q2UEVGTvkeY6J6JSSQRen7zimmEYhjEljj4JhmEYJiawkmAYhmFMYSXBMAzDmMJKgmEYhjGFlQTDMAxjCisJpspDRPWJ6Crl7yOI6HW73/i4Vg9tBlaGyXRYSTDVgfpIZMWEEGKDEOLsAK/VA4n1BwxTJeB1EkyVh4jUDKfLkFgU10UI0ZWILkIia2Y2gK5I5DvKA/A7AIcAnCaE2E5E7ZFYQNUYwH4AlwshfiKicwDcDqAciQRqg5FYvFQTwHoA9wCYCuAxAN2QWOU8TgjxjnLtM1C58vUlIcT4gKuCYVyTY38Kw2Q8YwF0FUL0UDKnTtV81xWJTKr5SHTwfxdC9CSihwH8HomUDBMBXCmEWE5E/QA8iUTunNsADBFCrCei+kKIw0R0GxKrcK8BACL6J4DPhRCXEFF9AN8R0afKtfsq198PYA4RTRNCzA2yIhjGLawkmOrOFyKxL8MeItoF4D3l+CIA3ZVsq8cCeC2Rjh9AYvQPAN8AmExErwJ4E8acikRitr8qn/MBtFb+/kQIsQ0AiOhNJFJusJJgYgUrCaa6c0jzd4XmcwUS70cWEjn7e+h/KIS4UplZDAeQ3OJSBwE4SwixLOVg4nd6Wy/bfpnYwY5rpjqwB4mtPl0jEns1rFL8D+oex0crf7cXQswWQtwGYCsSKZj11/oIwLXKrmAgop6a706hxB7aNZHwjXzjRUaGCRJWEkyVRzHpfENEi5FI/e2WCwBcSkRqJmB1m8/7iWiRUu4MJDIFfwGgmIgWENEYAHcisSXmD8p5d2rK/RqJ7K0LALzB/ggmjnB0E8NEgBLdlHRwM0xc4ZkEwzAMYwrPJBiGYRhTeCbBMAzDmMJKgmEYhjGFlQTDMAxjCisJhmEYxhRWEgzDMIwprCQYhmEYU/4fMKOV2hYFShQAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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xEbw8xzyc2fDacT4J61H71r3eVwN3uPczLNq8F1MWF+G/C7bEymS/jgm02OOqe3Vd0frCrvr3YlixJJrZWBtY4YepyKrNjpkwN/a31sQKGA9yb3nrB3S5//O4YwMK6xve54wX5iUsHo2X01RMx9gdbk4GMFp9gIgyAUwEcDqAbgAuIKJuRNSDiD7R/Gsc/c1vAMwD4EjVKYVr9JL2HSnDhJnrMOLZr3HtG4t1K4SZuWn34VLDVcrqKAMn/XpBzaqU2Ze/tgh/+Xw1rn1jSeyYWsbvoyPf+Rv2YPhfZ5uG2p3z4rfo/uB0vKwaQZVXVOK5GeviTAy1c7Pw1eodeH3+5tixnYdKcMObS6Bmy54jKBw/DQs27kFpRSUWbNqLG6LRIz1b5gNArMNVo1cWcccMilvPfCFElUlOKZeJszZgxF+/xgyTEGWgSnELVI3eZq/ZFVOYZRWVCaKo65Fa5KPRcn//+6oRvfa32pnETs2IrlOT2ii1MUtc68B0qUY9ELBTH09+apar+2j5UrWg87CO+XTT7mIUjp/meIGZFr0Ir52HSvDRUuvFZb8eKIktKF2waW+c+c4Pp/MOk0g9Lac/PxeF46fhXatBDqA7m1mok8ZfHWn5uYu1Pm6xpSSEEHMAaKUeAGC9EGKjEKIUwNsAxgkhfhRCnKH5tzN6nY+FEIMAXORGWCO/lXo0OH3ljoT4ccCwz4phFP9eWlEZGzk5qWYdGteO/f3L/qMJ36udcOe8+C22HziKRz9ZhY27im3NiJ5Q2WL15BrZrSmunLwYD3xUZZt9fsY6fPpjfOWavzESy//+90UJnY5SKbWpIAADm6vLlIHqBqG+hrYD1kMthp7jt7S8MsHJrq5H6lG/cm+zBInaevKjZgW3EPY6JDs+Mj3UNvhk+jTVI/Ov1yaatWb+FFEiK7Z5S+9fGackIv8PeGxmLCLPDG0WWWUjrJ+2H7S9sNGM8R84D5K5673lVfmyPNz72/W70f3B6Zi3zt7aGz/xYrhuAUCtJouix3QhoqFENIGIXgbwqcl51xDRYiJavGtX5MUqjVebaE71m7hrPPvlWpSWV2rOMX8Yo/UQx+JmEomvecnP+xJirgHr6e2pXZrEfS4+VhGrREQwXYSmRd2wWhbUiF4k8TyrOPqYzNHTjprMaPSeTs9x7RTHq7Zj9iZ988um3cV4+ev4qDR1eakXUyrPr7Yna+uWHYewHXOT+rLDuzS2PF+fxPvc8tYPmLpsm8vrGWMV5KDgdcA+WWXatApvtsvpz8/V8fc4F3R50QFcOsl5Rl6lXmoHf0dLK2KZcK1Q1l4og7pk4kVJ6L1Bw5IXQswWQtwihLhWCDHR5LxXhBD9hBD98uoU4Oa3fohVvIpo7h0hRCycUY+jpRUY9dycBDufGUqnXEMnPlm9Sc8DH63ABdEdt4BIBMgF//wu4TdWSiJTx2egKCECxd3DCnXDVJyy6vsrf2ea5EESIjGs1ayJ6nUG6kd2MlJu1zAxdNYuah+J3mhz8rebE46plURpRWVsrY1STupRs/YptNE0WtbtPIypy607aXXUlF6ds4NeHft42Tbc/Fb8trS1fdjiTD270g19jR5bt8OdGU3hDdV2p63r1zQ8z2vONbfKbM7aXXHrluxgpOzOmvgNTnziK1vXUFLymGWICAovSqIIQCvV55YAfB3CbN5TjKnLtsVe6P4jZTjjhXl4b0lR3MhG66TKyiBs2h2/kEgvJYeafcURJ5xeKGXM3CQEXp//M+ZvjI/20QuNtTI5mK2oLNp3xHJhjxr1rZTU1nd/8GPsWJWSSPyturOq1HSSZs8we21iZTWLCiopq8DgJ/UbRMcmtXWP2yHmk3DQ6LWd3PgPlqNw/DQ89HHENFdaXokPfyiylcSwYe3E7Vrt2K79GCTbXbjmhz1efQm92yrmTyPHtVVmYgV15z+4Q0PD885/eb6t6/3ZIEuxUfnbWfToNPeX3mJUIBJ+bIdNu4tjs3onYfh+4WWIsQhARyJqC+AXAL8HcKEfQhHRmQDOzGnaAUBiJZ+/YU9cpdMustEu6nrp6w2Ystg8vFAxN2VnZiQsdY9FN3noiLRoGzhRlXnnmjeW6P3EEHX56M0WlO+V8Es1ah+AVmbtI6zfeSgWDrt1b+I0WX26VmEU7Tui65sB3Gcd/ezH7bEG6GSlr9Fzfh8NWS2tqMTt7yxDz5b1TKdTHy39Bbt1QoGNUJQQoIn+cmmttrvQyg8loTZVupH3WZMV3GrU61AWbt6D0vL2uudpB1HaQaHCOwaOY6OZ7tx1u9G7dYGpjNq1M0Ez7JnZpt/vKy5FQYB7y9sNgX0LwHwAnYmoiIiuEkKUA7gJwHQAPwGYIoRYaXYduyjbl1Z9jv/+gx9+ifPua7/vponGsTIRAFUjmJ2HjiUsda+aSVQde3XepoRFYmqscj7prR7dvt/dIhh1J6BXfe12Eos2x4+itL8b8ewcU2epWjFobfcLNxmP0NQzwf+amBHVfLthN65/83s8+bn1u9Vit8/UC4BQY8eZqkbP9OVEHi12w039cHCXuIzyc0rTelVpQr5Zv8cwrY2a52ess+xItRi55+y0Fbsp4BXcJDJ0whyH5i+n2I1uukAI0UwIkS2EaCmEeDV6/FMhRCchRHshxGN+CUVEZxLRK8pnqxd36Fh8vLabSvzgx8b6Tbm/enr46CersMQgkde05dvx0VJzy5teJI7rEaXqZ3qROWadhHpU9IVK8T775dqEyB0r1OWubRj3fPgjjIifgdi7lxJl5Calst1GXlpeGdt0SI0fjf7dJUUoHD8N2/YfDXxfBT+yGaud4UGminDjP/nbDHuzFDXaxXYKdh7NatW9FjvrO7zgdLDiFCnTcmhnElaN+kPNqtn/udiwwyx6492oqcpoSgtE9utVZiObdluHsGr9GoD7EZ/ZCB6wVx4C8cp4wsx1LiKNIoz7+zxHK8qddGJz1+3CB98XVflZXBj37S6sqhRCNxngcQ8m7gXglvU7DweeOM7vPj3I0NtkRfUarU5X10Wj1DZOneabdhdLvbmZFVIqCS1WnYg2BcbM1f5GAOjFhWs58YmvYqmba7kYDRHc247V9ni9SIr7/rfCcO1FXNSKxxaqyO/E6Q446xgueXUh7piyLJaiwY0D2K5SEkJ/syOrNOlOqBRu549Ai/wats7zOzFdkOaNIPZwcYK6DZYYvGcn4ekKTiIt3RJU2UmpJBLNTebn9zdZwm62MMpvrJLFWeH2Has7gSZ1cwEkKs4HP9Zfxn9/dLEdwbsZwa38ejmOFDoZRD49/mnEF2EUOWKGXWvRsfJK13sD2OXy1xY5DqlU6NUq32dp7GFkZtVjZLcm1iepCFlHxNUNo9Q2djaeCoOgZnhSKgmtucmq8zLrKDrfp6/B7xzZSTfdhBeUCJDkxj7EzyTq18pBdibhqpPaxp3zzfpE85YaAfMRp52VnsqqWz/Jr2keteEmkWGFEGheT38fBbss0kmb4Ba9fTLsUCmEKyWZTIodjrrdz6v8YcveSHqRWat3Gq5vcDpTdoqbV/rB90W+znDVSKkktFhpSDfV6qbhHR1vRCQr6hz+mRnkKkTvvSVFpuaui19NTOusZdaaXZbrUZxiNUCoVyNxZzU713SbFkPhty/Zi9MPkopK4conk0z08jyZEfb2CUraGr00NcnCzUrzO6Yswz++dpc00oqU6CWtbPVubXFeOwotxaUVeGTqKldpwL00jjJVOorY6nAX1/PDgXqwxHpzJCdYmXvcjLoqVenfZaZNA+MVx0Ckzsg+k3A60wvbJ6GQmUG+zmra62zIZYTbbmmHi0g/O0jZVJyGwLp9lUE0r0nfbIqlwHbCgaPu7ZzlcbmGAJD+tN0qd1Pr+u7TY6QSFUKEbvu2Q+v6NbHh8TGGaUtECpibnO67LctrySDytY7UdTDjbVAr19U9vtkQTF4nKZVEgk/Cytzkeibh6meW6G0Qb8W5/3BvvijXzCSMHstqGjvpm8QV2U4JIrmc37hx0L94UZ8AJDGHiCJKwGThl+Q6IiGE+Px+rQzOlIsMIlz/H2eZD8wwC87QkuViLxjAeO2HV6RUElqsZhI2d0xMINnL64NC1+GscygZ5mur9CcyoJeexIoxPZoFIIk5Vq9r9tpdCbvuyYa2wxvauZH5DySZSmRQVZqW5N9brneaEkrCaqbwh9ddrmhMwrvo28Y8D4wfaDPiEum3NbvpnlMJt4o+FcxNSl9h5PwVwt1iwmSSpXH+WNXBoBcW2iXMjlq2VyqlktD6JIJKfZKMd/Hbvi0Dv8dbC6uSmFUKgZKySrwyZ6PJL5hUQKmfZpsvyT6T0K41aFzH3N4uh4oIt1xle6NSKolEn0QwVScZGjvZlV6SgVjSkG3U5Sd2ou9kn0loHeu5FntnyDOTCO/efkddekVKJaElqLC4dPFJqJGkjUmPUdpyPR4/u0eAkhhjp6OSfCKR4Li26v/c+hf95s0F5tmI3W4UZQfZXmlKKInAlpsn4emT3WmHvWI1HTFKDRI0drZKlW3UqUUbAmtl608Vv9kJ7YxTAXnG5SvNr+l8YakdUkJJ3PDm99YnuSAdZxJhr1hNNsnIo6P0a/+6tF/g91Kzcpt1KLXVviVhk5lBcbMHqxZnZzdAGQjSse32ys3q2Uv46BQplYTWcR3cfYK+QwhUMyVh5tT1j0hFCWqk5oUDR/1d4e43RPEdarq0uaDMfHXyslzPDqtVFlit4zoo5tpIWueVIMw/bQ1W4AZ1v+qO7HZ/uaG4dTzpMns321vGC7lZGa5LKCjTtpRKIp04vqW3dM5Od+pix7X/OBnZafdXZ+JJl5nEhl3BKAmAXJdRUJFhrCQCpnuLep6yzT52dveEY2ajmDB0xIiujUO4a/Jw0mZP6tAwMDlSEW2Hly5KIkhcLxD1WQ4FVhJJQLsBkBPc7PmbfNK75R8pTd2tJ2UjXcxNwSFcK9Jq5ZMIiuuGtHd0fpemdXy57yFNWgUnqTqcRu/I1AQb1cnFF7efErYYnnEyjZep/GWEZxLWuHVcO1n744RqpSScOiBX/3rI0/0mX9Ff97gTMbYGlNnRT8zqdF5WcIuOkoWT9yX7uoXLTmyDKdeemLT7aUtD8uKRgk279fejt8LtDodWSKkkggqBTXYFbd9IfxGWEzmcKrYwGqHRLQn+yFNosflO4KRRx0ZE4aacSKfCDIigOnu3SKkk7IbABrk03g+MOkgnDUW2tMF6GImoTcnglg6Na6NpXW97UnshFd6BE8z2Mvcb7Z2MirKZxz3HmeCQUknYpcDh4iZpRjEOxJBEYlOMyjUr0304n5pdh0vx68Fgtma0Qyq8A7sQIall2U/jfzOaxaSbIk4nUlpJuLH/ZmcS7hvbNQBpEvHDPu30EmEoQiMZM4l8KYOw9z2W3c9gByXCzu/6YbUK/Zw+2lT5+vdPtSI+p0+LgK4sX0GktJJws7/vusfG4A8ntwtAmkSMtxF1cI1Uaz0qBPyp8n7qCDchxU5eQdgKzYg/ntbJ1e/yss27iE6NnUUAGppgU6yaS2OVSAIprSTc7gWbLPzwSThuPGE4rg3uKYS7mO/jW8WvUvcz1UiqdUZ+kJOZETPnOH3+h848zvT7a05xNuAyHjhVwxeTIqS0kshORq5vDxgpg3RrD0bPKUy+M6NuXvxov2Ft893MnOCmM3LyCynnEVSlaJ0+fR+LNT2ZDgdqRjPjVFMSKSauJ+TuZS3YFtDiEb/wY2rttJMNpe4azpjcNaZbT+0Y9/n2Ee5MJXoYZU01C4KQsuN3iGIFc+7j8va97fukWKcbnLjy1baUVhKHbObSdxoF5RfG6wci39jxTaRa49HiRvx+hfXjFEOuhV3cD/Jr5vhynSBcEl7XNWRQVddDDoMJiICLB7b2JoANeCYhL1IqCb8X010+qK1fl/KF2CY2l1lvYpMKddFURrd5aCQaUTkzN/kv92CPSQMziKpmEi5+39Mkk7HTwAojx36qpWMPznEtX0FIqST83k9CqcdOtb+b6Kn4G3v7OeDCPBCK49rI90IpEwUia1QS4H2hGWk++GnAdPp2jdbxrd3hLhVFMvjPVSckHOOZRJritB/wriOMO0+v15CBm4Z1ABBMWg4z1yIUAAAgAElEQVSZtmF1IspP273l+wqKKse1v/XJ6fuVWRkbMah9g4RjrCQYAN7XKBj9XFE+dtqLzIvp6kSjkAxldDxqrSLZnUmjOv5EUC35eZ8v11HjtShIbW5yMTPdZbJFrNP6JpPyt4ubbsDLHjKykT5PYgPty25s0TEEZW1Kl0FIzBlqco4dRXtC2/oJx9TpuYPWFxMu6I0LTzB2zqb6+yLN33Y6PfU5324w3ubXaQca1O5pycf8wZvn10iSHMFTLZSEUb202mrSa8SFVQdp5/JOk+TJNA0m2Otg6+QlRp+p31lWwF7N3xzf3HRE3Lp+uFlovXarRFUzMzv1Y/Wjo1HYINI2/C75VFQSeu3YqhzDbIZ/Gt3Z1+tVCyVhhNXU1+uL9qOiWKVFCJMqE4b/TaJC1Zlk+ZRN1gyzqKTGIWag9YM4cxMImTbel9rc56cJs34t76HGLSQYpVuWiOsik0+JytsD2aBWjr1U4UZtYqCOmUNNMmK3a1o8g14DvWuU8UghmTMJO6t43W/FWPV30DMJAOjQyNsuhPP+PAzTb5N3F776tSOdc4PaOTi5UyPfruv0zTStm4c7R3pbHBlccj37BDWTkHGildJK4rGze9g6z6jgz+2rzVAZj93FekbY6SBvjEYIOeHMns1dSBMghivL7YXA6jmp1ceSsdeAlenRipYFNdHZp+1utXh3XAMX9G+Nv51/PC49sdBS6TpR7E7DxIkIrUI23/lBUAEiEuqI1FUSp3RqhHqO95PQfg52hOq2gwz6nn6hNmHoywJbQ6rSisSduNSmwGSYm9KZDCJkZBDO7t3SVqeufp9WpkQZO7VkYKVIU20FuRkp2/rsOkVDxYaAbkICzezn4Symc/edQpmOkrhicKF7gVwgc5v2uorb6aMRpW/nP+vOoUm5j1slIeM6kpRVEkAwDlM/sRJPCBumBLkf0RI74jfRcQy3LEiuSULmRYvJRhsya/dchf6F5pljveLlTbVt6M2saFcGt13TJQPbuPthgCRVSRBRLSJaQkRneL+WD9FHAfcLhuskVDf2GhJ447D2nn7vhVhYpcH3RPYUuV3fUrXFB5+E2WfdW9q8p95pb1090N6P3SLB4DCoAeodI72Hr/o9GbGlJIhoEhHtJKIVmuOjiWgNEa0novE2LvVnAFPcCKovl73zwkoWp1eRRnRtEve5bg1zv0pfnXz+NXOq9lu4a1QXl9J5x84qXjuvyM5ucdcOCXY3waD6nUfHHZewaPOc3smNznHaoanPd1Mu1cGHdOXgtmGLkDTsvs3JAEarDxBRJoCJAE4H0A3ABUTUjYh6ENEnmn+NiWgEgFUAdvghOAHo0zrYaW0yuOxE8+ll+0a1E46ZpZAIwwRn7LimWCeT7XEXwUHtvWVCDYPNT47FJScWJpg42jdOfKdmeB3iaH3VVqY1QvzAyu9B1tBOjb1dIGS7/bDOjdC6gbk5VHZTuBNsKQkhxBwAezWHBwBYL4TYKIQoBfA2gHFCiB+FEGdo/u0EMAzAQAAXAriaiDwNN64d0h61bO5XHJa92Y4Tyu2o686RnXDf2K6O73nm8ckLn42YBCNlX51t/s/89vi4z3b7D+02rm6x40RtVb9qgVrQ/Vu9mtn4/LaT3V8gxA64X5sCvHbFAMvzwqztfju/ne8KX0ULAFtVn4sAJObUjSKEuBcAiOhyALuFEIkhLZHvrwFwDQDkNDVeQzCwXWJmRsN7h2Ru0rsrkcEXDrlpeEfd41YdQraPC9OqNrIxPkf5Tqb9IZKN23UBudEBRI5H8422Tui9r0fHdcflry2Kfq8536DLG9uzWSiD+lQYboQ5kfB7FuOl9ulJYlllhBCThRCfmHz/ihCinxDCekceA7q4XNR0y/B4peR1EVcYDSiMzVvSYWYt5TNEZbpnTFdce4p7n4zVsy17YCSGdtY3AZnNACde2Cfh2Nd3DXUiWtriJgT2JhcLa/Xwe0W6FyVRBKCV6nNLANu8iZNc1O/xllM7JjiRCzxuael50yIXWFbOJIsUm0lIPpHwyxzWwYa/we69lLPq1czG3WMSTYt20dbDhLvriKN+X2azQO13doIQqgNOdcTFA1vjTpN0Oy3ya6C5zUFrbpa9dEV28aIkFgHoSERtiSgHwO8BfOyHUF63LzXskAzeXMPaubjjNG/5ZLRcObitZYMJouO0zDzro5aokt/Aca1Jy9Gkrvs9G2RcZKSHnYSMyZ61eFn963z/CbsKUMapmzV6tVBvbYNZdc13mCkibOyGwL4FYD6AzkRURERXCSHKAdwEYDqAnwBMEUKs9EMov7cvNSLB9mrDdmuXIZ2Nk6gF2TysJi9+dlCxBH+2fBLA+9cPcnT9u0Z1xrvXnehSOme4KZfz+7VKOOanLvPrXSWuk7Cu5+rnMOvQ3Xb2QSrK3yQxOMMpv+vXEt+OH+74d2EOkmzNDYUQFxgc/xTAp75KhMhMAsCZZo5r898He77MWI0ag3hUs2uqv3O6ilqd/FDGkMK/nNcT7yzean2iBr+fpF3DWti4u9jwe691wuznYQQkWFWFzk3rAMuSIwvgrP+ok5cdt84pdg2rsOQQ67+Uq168ziTcKl3ta6irsxmO7GQk8Y1aLaZTH/Y6Egp6JOVXE/RzS1q7o/QZdwwx/V67h4PTZ03WIHZsj2a+X9Ms+KRhbe97WzjFbT1z4t/0W51IqST8xqiSawtTe1quxBv+GOHHbniO72lSLZVR7OkBdAB+YlRuo49rmmRJnJNh0YHcY+H09nOUavdKrQpqomZOZlyK9okXJUZL6d/D/C7qkOG/X9jHcE3GgntG2LqfDIQRtRi7d3i3Nsar49rwun5fUEJ6tTRfgOWr49rie6JIB7bw3lPxt9/18nSvsKbbT/+2p6Pz/Rx0+/XI2o2tgixKu9eukZOJVY+Mxshu/ivhS1RZDFrVr4EuTevqnhdG9KHCs7873vokFRlEtss2J8vfbl1KJeHZ3GTQVJOZcDWM6nfXqM74w8nmOWX86CCUtqUszMs1qJTKvRrXybOsuHXzrCLBUsPcZO9ecg1XTH1KVqL6nHzQDkr7blg7F+N6JTqp87KrlGLjOt7WOmlXy+vVQzdv02maGSflZDcThV2kVBIKeT7H+2rxe0nBxzcNtnVenWiHmO2zxu/Rop6jEbeb/YZ7t85HVtTx8dt+rXDdkPa4zYfwYaPRXqrhVZmd2qVqUZudV/nONcFkXHX7HE4VoFVacT2fgnKPpvVy8dffHo/BHexnX3DKeSa7V35802DM+/OwwO6tJjPD/kzCb6RWEm4x3SnN5LjXl9DTwtSj8PC47rj79C44pWNkNPHGVda5YOxwckfz0UmPFvXiPn9//2kY2M58n28zsjMJ40/v4ssCqrDTdhi9+yCkMqtnvVT5mux0uCfYSE+jvYpRCGxHnYWAbs18V5/cFmfbyHZrNaLWu7tapKzMDJzfv7VD6dyjrg89W+YbRuw5rc92droLawYqpZJQfBIVlRWufu9XhxOEHZwA1KuRjWuHtI9d/+SOjbDpiTHer20hr9Y2HZHHy0Kr5C3cCxpZQmzVYgS1TiLh++h7eve6EzHtlpMAeFCO0XvdO7Yb/na+Nz8UkNz30iK/huWiWq/SuH2cxnXzeCahRvFJZGYGbG5y8Mr/eanrVFJxGJmYgmgMJ3VIHKW52YDGLXVr2J9h3De2W3CCVDMKXK7oza+Zg+OaR2abraNJCb0mF3TKa5f3j/uczI7x67uG4pZT9RNnmpEMRfa8DwrXLVIqCVlQv/rTujUxPM8JfmZhtcLOdF9bv/1MGfDc+b1tn3t8q3yc1as5Xrmkr2/3d4uV2c4rZp1KKPuB6Nzy5Uv64pVL+pruXQL4b47rpEnO6XekThDoO7P9fY8FLvyHfiH9G7CTME2Ndro47ZaTQrF2G7V1t2mjg0Jdmfu0zkej2uadgpM8QFYdjJbnft8bIyVbl+C0qcvwfv2Iv8mvmePqXfid7UBvJhOUGrWjoIPqS/JtJBMNyyAqpZKI+SQqKvDSxc5Glv1U0RKN6uTGps92UHYQU6J+ghjUuZnOBkm8Ddz6gbNUMyE5rPjeMIteOb17U9QxWHWfZTAjdBr/boaTWUW8w9tfwnTX6PrRtCbTJMlihN57cuoXDXOveiukVBKefBKqd6PYN+3mphnauTE+ufkkXDAgMXGbU4ymm9mS7f+rtz2qGdmZGeG3Sp/Y/OTYhDh4NRcMMI6ayTLYjtVIqaixW3x9WutHy9XT2Rdd7YdwmqjS6nsn0bBOq4aVWWbCBdYmS73yCAqvy3WMFL+d9N5hBVfI1WP5hPIilQ7ZyXvt3qKeo4rQxmCv27BDOvXQq2N3j+ni6Bp6I7t0oqHK3Gb2Bq85xf3Iz66J5cqT9BdG3hqdjV452HzhJBBZcdwiv4bpOV7s59q24tWHoJXETlLIoH1IakLdcS6k+6aAknDf2XqP5LH+wendm4WaV8WMWrnWHbp6BEOwLu3Hz+nhTSiJeenivvj4psGojPZ8mQYVpm+bgpjv6/3rB+GrP5on2HPC8S3zq1KwG5xTOzcLyx4ciXt19jjXMvdPw+NWIOvhZ8fndMMb7b316t9lqjQb+tcg3ZXXar4dPxwL7z014bhfASlajOpOKpICSiKR7+8/zfhLB+/GbfqOuNsRMPvOYXjtCk3ongQ2meFd9BqAN7nUI+00agcAgNHdm6J5fg1URndft6P8+7YpQDuHJjuzy56kGhWbmRfq1cg2zD3k3OQjNw+P6x77u0ndXPRpnbhK22r23zy/hm6KDnVou51ysGNluHhga/xdZ2tXz/A6iSrUjms9TNNJ+GDlMUqBfd0QfRND6wY1Mcxgj+Aw0e9D5DODyUaFUDZTCqZV2t+9zT7qtxrUbnIysOCeEbb8PkFhp6juG9stkCg3NjepSNZiOqckuy39+0p/0nUwzlDi3sPKEprsTcicPKVR2u1k3FtBzwKQrCKrpbNhUFAk09dihpRKQsG3JmrR6rSmISdO5yC7kXyPURsJUS4gWElsJ7Fb6ow73VEZLYKwfU2GgxIf5FLb571EP/kdoOHk0dTtNlnbezpdt6XFyfNp1yRxdJOPsEHFHX7WwXYNa1mfJCmVgZubvP3+hLZWSRmtb6C2z4dpbtLe20nb9V1B2SgGGSxz5/YxXtsTBGmpJBRcv0/FJ+HhejJUpqBFMHPOf3qrv2aJZDKkUyMAQFOTrS+TgVH5tmmQqIDVA+lANxVyUauWPTgydBnSgXvGdEF+zWxcPqgwqfeVXklk+rhpcxCVSwZlYISZbH8a3TnQe1uFXcrMLcM7YuE9p1quL3CLVZVR+nuZ65YTzBa7yeyTCDKPWJO6uRjexTzYRftMw7s0wdIHRqJGTnK7bemVRGGDmrjH4YIvrzhppKk0qlE/T90QI0RkJyOD0LhucLOIoKNz2vgcWaNW+AnrGkK07arbXrdm/m9aFWQeMSLCpMv7Y96fh2Hj4063CUhunyOlklCHwBIRrjmlfSCRJkYVXHGC+a0ArBYF+U2CvbcaOWuC6DT8ICuD8JvjzRd+eaWuz2kq2jVKnn/JWdhvVYW+3iA8XXZaFtRERtgREhZIqST0QmDlLkZ7FEruzNVTit1bmHS2Er+UR8YdF7YIulwwoDUyMghN6hpnyHUTqRO3TsKFXGFhZ8V1wm90ntCPjtYvB75fZsJkRWxZIaWS8IrXwjVaTKf38p1UiLDfOZGNZG6az1OuPREL70lMZ8B448s7hmD+3cN1v/PqkwiymsmggMLMi+bZuiBDATokeStDQsBuIzM6r0Ht+JXdemnH7YSyXz6oEJO/3WxPGMmomZOFmpoFRH6MlPq0zsf3W/Z7v1CKoZRd3bxsS79QKvm73OJl9G5WPvP+PCyWXiXdSHZAQ1rOJBS8jtzb1I83D43p0Qyz7xzq+Dq9oymfu2h23ZKOJFa+D24YnLybVTOU1/jUeT0Dv5ccBpFEWhbURGuDDM1WvHpZP3x4wyCfJUoOQUQtpuVMwssCHavz3fgVxvVqgT6tC6TYtcxP0iVEU1acmTITa219G7udOUWmd+7W7PT42T3w/ZZ9ht+f2tU4M6wMz28mwg1DO/h+v5SZSThaiWkwhbDrJDPySejR3uYyfdkUhN6z18rJlHZoaCXW5ifHxn22sx2krMTqn9vf+yZJhHizjgS9pEcuPKG16WZTTnGiOFLRhJjyM4nerfPxg4FtO+iY7o9uHIyeLe1vjxo2ROZNvKBmDn7ecwQAMKxzI8e71oWFNjz6/esHec6xw8hPKna4Mm5GZkXKzCSMqsOHAdi27b7I41vlGzvefKi/djYNsmJE18a4VLU+w24VvXdsN9x3RjfP9/cLveJU9pm+9pR2ccf7tkncbyAVceLUVaeqT2bXKUuYpkz4pbyMirZ2bnLH9lIqCav9JKzQlq2ySXzPVvqjfu0rrTI3hTdSGX1cU3Ro7N3R/a/L+mNkN5srR1WPa2+1efJQv9NRxzWJ/h/citigCKrMrhhc6Pg3/7txMO53OBCQwSafyjhRIEaD1SCzAeghpZLwez+JU7s2wYJ7TnW8MVCY7WHkcf5tq6iubK2jvpFGtfUXc7ldzBQ06hFr12Z1sfnJsejWXM5V1X7hLKGkKm22zd/0apWPqwz20WYYhZT3Seih17iaJFn7eqVfG6t00M4hEK4+uR06Nakd2k56n9x8kqvpst7UOx1MHad2aYwxPZrhj+8uS/iOR+3ykZVp/6WceXxz/Fi0H5ujfr5URcqZhFfsdh2ydjKbnxzrOsbbDAGBzAzC8C5NQjOldW9Rz1UYcaWNV3XBgNYuJAqXVy/vj3P7+rs/AOuW4Lh5eEfb575wQW/MuGOI63vJ0j2ljJJQkoxlW2jy+HJ111xiCf48tLZUjLxQI5v0lTZazBPn9EgIhZUNJ8o5lfaeri54dRqn4itNGXPTm38YiGVb92NI50aB32t41yb49/yf0b/Qf5NPMlh476m60ykrxUUgR7OrZHZiZmKlYsMz47Gzu+OZ6Wtc/16SAWhasfCeU5GdmTJjal9JGSXRqE4uRnSzduYS4LiVaDu7IZ0aYcPjYwJJT54M1FtTAvJMW72RFg9hi4tOaIOLTkhuWnm3VJe34iSiKN0GLdVTNWrQGz2nqoJIBlaNQLtuwQ/s+CSYCH7X3HTr9FIFWQZ3KTOTsIsA5DOopwjqzkA7u6qdm4XDx8otrxGUT8COT8IMu/IzDrH5Wj64YRAOlVS/8g/aJHvrqR3x7/mbsf9IWWD3SM+ZhEdzU7pi9ZjXDWmHglqRnEdZmpnUN+OHY4FmX4nkruxNPHbhCW0wqH0DXD7IOtbfbJMfxj75Lne969O6AEM6+eNPlGWELQO3n9YJSx8YGeg90m4mEZeKzKIXa1avBsb2bIarT/bfPOK33mlSNxc7Dh7z96IaOjSug5cv6YsvVu5ISEhYr0a26Yb2QaM3k6hfKwf/vXqgrd/7MRBo0yASYXeezyGrqcJlJ7ZBA4NFmH4ha1h6GMiS5yntlIQTMjMIEy/sE7YYlsy/ezhq5Wah50Nf6H7/4JndEkb+bmlcJw8XD7TnNFVX4Yd/cxz+NW+jLzLo4bWT96N0GtXJ9WxOy68ZnqL1SrLTQRiRyhP/oESvm5eFgwGZ85KmJIhoKIBHAawE8LYQYnYQ9xEIN+Li+Jb1sKzogK/XbFavhun3VwwOP7XCZYMKcdmgwsCuP9pjnqacLDksq0Hk+2eY6befgo27igO5tq2WQ0STiGgnEa3QHB9NRGuIaD0Rjbe4jABwGEAegCJ34spPbrY/+ab8JCilmcwBXU5WBm4Z3iF6X2d3btOgJga0lWPNiyzKSlbUM8aGRvnFDCr0XaM6447TOgUhliP82n3DieWtWb0aGNyhoYe7GWN3JjEZwN8BvK4cIKJMABMBnIZIp7+IiD4GkAngCc3vrwQwVwjxNRE1AfAsgIu8iW5MqLNROcyISSGsR3Vqq71iUCG27D0akDT6FKSwWUkGmtfLw7d3VwVKPDLuOLTVpHPRmp1uHOZulma2J40d8muk7gZXdrClJIQQc4ioUHN4AID1QoiNAEBEbwMYJ4R4AsAZJpfbByAw7xdBjn46hc2mloT2bA6N0WGFvS57cGRC+pjpt52CsorKpMviB2al7rdz1chxfemJhTrn+nPP168cgO0HSlz//rqh7VC3RhYenrrK8txU9Kd4mfu2ALBV9bkoekwXIjqHiF4G8AYisxKj864hosVEtLi83HkDV9ebFHwfKUXSI1Ec3u/cPobVMVDq1chGzZz48VfnpnXQvUXq7GKoJoxBl1mggt8dbZ28bHRq4n7vltysTNt+wawM+12uDINdwJvjWu9VGT6XEOIDAB9YXVQI8QqAVwAgv3UXWcqJkQg3yRNTcQSXCtQLyNRiNgBJ1SjZP5zUFtcO8T/cPmi8zCSKALRSfW4JYJs3cSJ43ZkuVWlQKweDOzTw/bpBjfi9hqW+dnl/zLjjFJ+kMSZF+xRpMHvLfdsU4F+X9vPvXo6y5Pp226Rw3xndEmaYqYAXiRcB6EhEbQH8AuD3AC70QyghxFQAU/Nbd7na6W9TrN7EseT+08IWwRFelc+wLu42PnJjB+/ZMjVNPTJh9L7tJN4MglSYUXhSZJI8n90Q2LcAzAfQmYiKiOgqIUQ5gJsATAfwE4ApQoiVwYlqj7DLVZZVkkGSamlMCMC4Xi0w+86hYYvCWGBn4CF79Uu19mGF3eimCwyOfwrgU18lQsTcBODM2s3dhbQF7VDNycxAqUWkiowVxS+ZUjV1gpsd8VKRB87sBgA4qaO/cfPJrNNm90rR6ucYWQacUhrIvJib1ARVqWffNRTbD+jH3ctYgSUUyROpvutfUBzXvC76F9ZHmwa18Orl/X2/vmyDAwnHYWmJlEpCdprn10DzfPNUGemMjLOkVKdWTiaKS80DNd6/fhDKTWaw02452W+xQkM2hVSdkVJJeDU3hYmM/WdQIqVKM04FORfcO8JUAQCRSKJ0x8kAJBX0iJcBlSzPJ2UiGSHEVCHENZmZ8uVBskKWF6tGQpEYDbVzs5BfU870Dskc+PAMQj6knEmkA9VhRiHhI+qSKnIyVdgZgcvYxvwmNysDeSEnDU1LJcFjkXga1oqkyurUpLav1+Vyrh50bBxJWdG+UaT+PHVuTzTinf4M8Ut3CQArHh7l09XcI6WScOqTePDMbrHkWn6l6U0nerSshynXnojerfN9uR6Xa/ViXK/m6NC4diz31O/6t7L4hXfSzezUw2XeruzM8D0C4Uugg1OfxBWD2+LEdpF0FulVtfxjQNv6UlQ4JvUgopRNTigDH94wCP+56oSwxXBN2vQastgnq4OSeuZ3x6NL0zqoleQ8NG7Ltjq8k3QjncKse7cuQL0U3l9ESnNTOpA+VTyRUcc1xSiP24kyDGOOLCY3KWcSbrLASlKeTIC4VbzprLAZJmikVBJe10mwwmCY1MbOKJrbeXJIG3OTngkzjcyaDNi3wETo3qIeLhnYBn842d5ucMnGr35HlvqeNkpCDx5ppCdOGyFXg9TDzHGdmUF49KzuSZQmHGTpv6Q0N7lBlgKVxdmUznARM0zykFJJ+LV9aZjmJjZ1+Q87rhkm+UipJNw4rrlTZpjwGNuzGerkpbX1WipeuaQvXryoT1LulZZvVZYdnRh/4bcqLxMv9KfDalg7khPqhmHtfbleujIyieuU0lJJKPAOZukJzxrTl7zsTGx+cmzYYkiBLIMiKc1NbrhxWAcQRbZwVAhjRiHLi2Wq4HfCJBO/UooMbFvfl+t4JW1mEoM7NMSmJ2QagfBwNyg4uompDtw1qnPYIgBIo5mEHmxuSi/8iG66bURHAMDkK/p7lodhgiRLkqzNckihwa8Q2DC4b2xXtG9UC12b1QlblLTDjwnEbSM6YfOTYzG0c2MfrsYw6Y+U5iYhxFQAUwvadLna3e/9k2Vsj2aomWM/FLdvm/qY+ceh/gmg4uu7hvKeEGDHNcMkEymVhF/40ZlMTFIssh3aNKgVtggMw1Qz0npYyg7O9MTpe+VqwDDuSWslwTAMw3gjrZUE267TE6fvlasBw7gnrX0SDMPIzzO/PR6dmtQOWwzGgLRUEuyLYJjU4by+LcMWgTEhrc1NDMMwjDekVBLKYrrycneL6dgXkZ6c17cl6tXIxtm9W9g6Pzc7sr5FlpWrDJOKSGlukmkxHSMPbRrUwrIHR9o+/9ZTOyIzg/C7fq0ClIph0hsplQTD+EGt3Cz8eXSXsMVgmJSG5+EMwzCMIawkGIZhGENYSTAMwzCGsJJgGIZhDGElwTAMwxjCSoJhGIYxJK2VBC+qYxiG8UZaKwmGYRjGG2mpJB4/pwc6NamNJnXzwhaFYRgmpUnaimsiygDwKIC6ABYLIf4d1L2GdGqEIZ2GBHV5hmGYaoOtmQQRTSKinUS0QnN8NBGtIaL1RDTe4jLjALQAUAagyJ24DMMwTDKxO5OYDODvAF5XDhBRJoCJAE5DpNNfREQfA8gE8ITm91cC6AxgvhDiZSJ6D8BMb6IzDMOkH+9ffyIOlZSHLUYMW0pCCDGHiAo1hwcAWC+E2AgARPQ2gHFCiCcAnKG9BhEVASiNfnSXA5xhGCbN6dumftgixOHFJ9ECwFbV5yIAJ5ic/wGAF4joZABzjE4iomsAXAMAtZq1T/i+rKwMRUVFKCkpcSNz2pOXl4eWLVsiOzs7bFEYhkkDvCgJvVUIhjs5CCGOALjK6qJCiFcAvAIABW26JFyvqKgIderUQWFhIYgXQsQhhMCePXtQVFSEtm3b2v7d3ad3wc5DxwKUjGGYVMWLkigCoN7NpSWAbd7EiUBEZwI4s3bzDgnflZSUsIIwgIjQoEED7Nq1y9Hvrh2SOGNjGIYBvK2TWASgIxG1JaIcAL8H8LEfQgkhpgohrsnKytT9nhWEMVw2DK9QSX0AAAuvSURBVMP4id0Q2LcAzAfQmYiKiOgqIUQ5gJsATAfwE4ApQoiVwYnKMAzDJBu70U0XGBz/FMCnvkqEKnNTHR1zk8zUrl0bhw8fDlsMhmEY35AyLYdibso0MDdVZ8rL4+OnKyo4mphhmOBIWlqOIHh46kqs2nbQ12t2a14XD555nOV5Z511FrZu3YqSkhLceuutuOaaawAAf/zjHzFr1iwUFBTg7bffRqNGjTBhwgS89NJLyMrKQrdu3fD222/rXrO4uBg333wzfvzxR5SXl+Ohhx7CuHHjMHnyZEybNg0lJSUoLi7GAw88gIcffhjNmjXD0qVLsWrVKl/LgGEYRkFKJZEK5qZJkyahfv36OHr0KPr3749zzz0XxcXF6NOnD/7617/ikUcewcMPP4y///3vePLJJ7Fp0ybk5uZi//79htd87LHHMHz4cEyaNAn79+/HgAEDMGLECADA/PnzsXz5ctSvXx+zZ8/GwoULsWLFCkehrgzDME6RUkkIIaYCmFrQpsvVZufZGfEHxYQJE/Dhhx8CALZu3Yp169YhIyMD559/PgDg4osvxjnnnAMA6NmzJy666CKcddZZOOusswyv+cUXX+Djjz/GM888AyAS7rtlyxYAwGmnnYb69atWYg4YMIAVBMMwgSOlT0J2Zs+ejRkzZmD+/PlYtmwZevfurbsCXAlHnTZtGm688UYsWbIEffv2TfArKAgh8P7772Pp0qVYunQptmzZgq5duwIAatWqFXeu9jPDMEwQsJJwwYEDB1BQUICaNWti9erV+O677wAAlZWVeO+99wAA//3vf3HSSSehsrISW7duxbBhw/DUU09h//79hhFQo0aNwgsvvAAhIgvNf/jhh+Q8EMMwjAFSmptk90mMHj0aL730Enr27InOnTtj4MCBACKj+5UrV6Jv376oV68e3nnnHVRUVODiiy/GgQMHIITA7bffjvz8fN3r3n///bjtttvQs2dPCCFQWFiITz75JJmPxjAMEwcpo1YZKWjTRez7eXXcsZ9++ilmgmH04TJimORTOH4aAGDzk2NDlgQgoiVCiH5+XEvKmQTDMEyq8fltJ+Ob9XvCFsN3pFYS6ZqF6LXXXsPzzz8fd2zw4MGYOHFiSBIxDOOVLk3rokvTumGL4TtSKgnZfRJeueKKK3DFFVeELQbDMIwlUkY3WWWBldmPEjZcNgzD+ImUSsKMvLw87NmzhztDHZRNh/Ly8sIWhWGYNEFKc5MZLVu2RFFRkeONdaoLyvalDMMwfpBySiI7O5vTUTAMwyQJKc1NRHQmEb1SXs5psBmGYcJESiVh5bhmGIZhkoOUSoJhGIaRA6nTchDRIQBrwpbDBg0B7A5bCBukgpypICPAcvoNy+kvnYUQdfy4kOyO6zV+5R8JEiJazHL6QyrICLCcfsNy+gsRLfbrWmxuYhiGYQxhJcEwDMMYIruSeCVsAWzCcvpHKsgIsJx+w3L6i29ySu24ZhiGYcJF9pkEwzAMEyJSKgkiGk1Ea4hoPRGNl0CezUT0IxEtVaIGiKg+EX1JROui/xdEjxMRTYjKvpyI+gQo1yQi2klEK1THHMtFRJdFz19HRJclSc6HiOiXaJkuJaIxqu/ujsq5hohGqY4HVi+IqBURzSKin4hoJRHdGj0uVXmayClbeeYR0UIiWhaV8+Ho8bZEtCBaNu8QUU70eG708/ro94VW8gcs52Qi2qQqz17R46G1o+g9MonoByL6JPo5+PIUQkj1D0AmgA0A2gHIAbAMQLeQZdoMoKHm2FMAxkf/Hg/gL9G/xwD4DJE9kwYCWBCgXKcA6ANghVu5ANQHsDH6f0H074IkyPkQgDt1zu0Wfee5ANpG60Jm0PUCQDMAfaJ/1wGwNiqLVOVpIqds5UkAakf/zgawIFpOUwD8Pnr8JQDXR/++AcBL0b9/D+AdM/mTIOdkAOfpnB9aO4re5w4A/wXwSfRz4OUp40xiAID1QoiNQohSAG8DGBeyTHqMA/Dv6N//BnCW6vjrIsJ3APKJqFkQAggh5gDY61GuUQC+FELsFULsA/AlgNFJkNOIcQDeFkIcE0JsArAekToRaL0QQmwXQnwf/fsQgJ8AtIBk5WkipxFhlacQQhyOfsyO/hMAhgN4L3pcW55KOb8H4FQiIhP5g5bTiNDaERG1BDAWwL+inwlJKE8ZlUQLAFtVn4tg3giSgQDwBREtIaJroseaCCG2A5GGC6Bx9HjY8juVK0x5b4pO2ScpZhwTeZImZ3Rq3huRUaW05amRE5CsPKOmkaUAdiLSaW4AsF8IUa5zz5g80e8PAGgQhpxCCKU8H4uW59+IKFcrp0aeZLz35wD8CUBl9HMDJKE8ZVQSeltbhx2CNVgI0QfA6QBuJKJTTM6VUX7AWK6w5P0HgPYAegHYDuCv0eOhyklEtQG8D+A2IcRBs1MN5AlLTunKUwhRIYToBaAlIqPVrib3lEZOIuoO4G4AXQD0R8SE9Ocw5SSiMwDsFEIsUR82uadvcsqoJIoAtFJ9bglgW0iyAACEENui/+8E8CEiFX6HYkaK/r8zenrY8juVKxR5hRA7oo2zEsA/UTXlDU1OIspGpON9UwjxQfSwdOWpJ6eM5akghNgPYDYiNvx8IlLSAanvGZMn+n09REyUYcg5OmrWE0KIYwBeQ/jlORjAb4hoMyKmweGIzCyCL0+/HSte/yGST2ojIk4VxaF2XIjy1AJQR/X3t4jYGp9GvEPzqejfYxHv2FoYsHyFiHcIO5ILkVHSJkScbQXRv+snQc5mqr9vR8ROCgDHId6xthERJ2ug9SJaLq8DeE5zXKryNJFTtvJsBCA/+ncNAHMBnAHgXcQ7Wm+I/n0j4h2tU8zkT4KczVTl/RyAJ2VoR9F7DUWV4zrw8vT9AXwqhDGIRG1sAHBvyLK0ixbqMgArFXkQse/NBLAu+n99VaWaGJX9RwD9ApTtLURMC2WIjBCuciMXgCsRcWCtB3BFkuR8IyrHcgAfI76Tuzcq5xoApyejXgA4CZFp93IAS6P/xshWniZyylaePQH8EJVnBYAHVO1pYbRs3gWQGz2eF/28Pvp9Oyv5A5bzq2h5rgDwH1RFQIXWjlT3GYoqJRF4efKKa4ZhGMYQGX0SDMMwjCSwkmAYhmEMYSXBMAzDGMJKgmEYhjGElQTDMAxjCCsJJu0honwiuiH6d3Mies/qNx7u1UudgZVhUh1WEkx1IB+RrJgQQmwTQpwX4L16IbL+gGHSAl4nwaQ9RKRkOF2DyKK4rkKI7kR0OSJZMzMBdEck31EOgEsAHAMwRgixl4jaI7KAqhGAIwCuFkKsJqLfAngQQAUiCdRGILJ4qQaAXwA8AeATAC8A6IHIKueHhBAfRe99NqpWvv5XCPFwwEXBMI7Jsj6FYVKe8QC6CyF6RTOnfqL6rjsimVTzEOng/yyE6E1EfwNwKSIpGV4BcJ0QYh0RnQDgRURy5zwAYJQQ4hciyhdClBLRA4iswr0JAIjocQBfCSGuJKJ8AAuJaEb03gOi9z8CYBERTRNCLA6yIBjGKawkmOrOLBHZl+EQER0AMDV6/EcAPaPZVgcBeDeSjh9AZPQPAN8AmExEUwB8AH1GIpKY7c7o5zwAraN/fymE2AMARPQBIik3WEkwUsFKgqnuHFP9Xan6XIlI+8hAJGd/L+0PhRDXRWcWYwHEtrjUQADOFUKsiTsY+Z3W1su2X0Y62HHNVAcOIbLVp2NEZK+GTVH/g7LH8fHRv9sLIRYIIR4AsBuRFMzae00HcHN0VzAQUW/Vd6dRZA/tGoj4Rr5xIyPDBAkrCSbtiZp0viGiFYik/nbKRQCuIiIlE7CyzefTRPRj9LpzEMkUPAtANyJaSkTnA3gUkS0xl0fPe1R13XmIZG9dCuB99kcwMsLRTQwTAtHoppiDm2FkhWcSDMMwjCE8k2AYhmEM4ZkEwzAMYwgrCYZhGMYQVhIMwzCMIawkGIZhGENYSTAMwzCGsJJgGIZhDPl/sxuNd5/Zlw4AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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iMplFJH27KtkkcvWrs3Hev7/Fyq178H+fLE9UYGMM/a3vLMDyH3c7TlHx/ZY9eF3NfdS2cXLnqXeCx0ipnHrbufatmdJ0grGzeX/uxsQsBnC3atZJuLHmlG1kotTMlGBFVQ3enLke8bjAJ4t/TPl+5/4DKBsxAe9ajUZV7ByLmlLXK3dtovXq9HUYoc6SKqtrUhTWgeo4ft53QDp7FKLWVPTPz5TR9tpt+03NYYAyG5y7XqmvZuVq9V7MBlx6ZZ9uugxjmK9Gc0MdtPNJ6Fm/Yz8OVMfx5fJkJa5dwugDeHPmeny7ahtufnOedGRuxDgASwdtViJEshnLKvGisTx6j/wcvUd+7ptMboi0klixZU9igY4XhOoczddN61f8uEdqt69RK9c/P12BoaOmJUJbt+6uwN8/Woylm3ZjX2W16UjrkhdnpBwDlBHzs1NWJWLKjQ32y+Vbcel/ZppO+80Y8vQ3+NuHizFp6RaMX6h0Gk3rF+Kd2Rtw/etzE+dt3VOJi1/8DreokR5d7/o4kYjv+y3mIzE7ZhtGPn9+N9lnMmzUNM8ZR61mUmZKeZHBVltdE8eLU1fjzg8W4cN5G1PMSQASEUSvTF/rWr7BT0xN+tsspYjZjGGnzoavKZHrXpuD3iM/T1LqRl75di1u0uUbe3naGsvd3aw6c6s03War2pdv3pMwSZ3x+NSU790ge0Tj4bhwlwDvwYnLcMWY2Zinm61rHatxMHPnB4uS2uc01ce1Zts+qb/GLCKtoqoGM9e490VqQTQ1QiSZbK18fHaRXPd8lBzVFmTywEgriXQRqnM0PxbDH07sCAAY9MRU08gdoLYD11J8aLbgv7y3EK9MX4eznvoa1742B8s37zH9vRmb1MgcYyPWz24qqmrw/RZn19Q606terbWXb9t7ALe/tzBp9qONhLXrOjFn+bGy1UsjAuSLqQB5g9GvAO78t48T72/khKWYtTZ1Kh9LpAUBPl2SOtOwwrha2iwNjJkJS98pDOjQBPG4wBeqydGqvJ+fuhrjdJFLVvZrIHW9h54HJ8pTmJjNYC8fMythklq9zX6NwhFtSxKf7x+/1PZ8IFV51MRFir9Oxo59BxIDJL3J2GntnbhoMzbt/AWn/HMKHv7Y3ERUlB/DnHU/467/LUp0wI9+ugIXPD/dPnpKIkhNXCTVkcuPK0t83rn/QNJCSllzeO4rpe8yhi2/PWsD/u+T5fj96Jn464fuQ8KtyHolYbZYR0OLxc+PkWUj0tBGXNp7vHT0TOzaX5W0OGjG6h24zsJ5J8M4g7h7SI/E590V1bhvnH3j6mlwiFqhjyoaZ5EmXc+VrzhfyCUjiEy1ZrZuIHXF77a9ilLfKYnA0d7rss27TZWIGz4xUTLGUfmW3RVJnQIRklbg+hmV4nXl+KadFWjVqNj0O6frhvT3fskQsy8f4SYfjwshXcFt5NZ3FiTetX6w5XSQ8/qM9QnlYlyLobFk026c/+y3eO279YlBylpVYVottly6abdp1NqB6jjihplEns72dM1/5+DyMbMSi0xl5reHPzZX+Cu37sWzU1bhq+9/whsz3IeEW5H1SsJqlhUXSuecnxezDd8ElHMXb9yVNCJP2fuAamcHbtBHjBTmx5zFcBrwMs4nIkxZ4Szf0WTJefG4wAMTnI0Q91XWoGzEBAx/yXmqEkAe3fXtqm3WES06XrdpHG7zNFlhFuTw097kKKRZa3ckdZJCJM+K/AjV1KiJw9EeE6m/E9L6fO6/U/12ZliVqqzOGlf7CwFPOaxkr/SsJ782zU2m4SVgJJZYwV577NXpa/G0znx9lkmqGwD4/eiZqImLJIezfhanzcBPfHQyjnnoC0sHu5nMRuXsJ9mvJCy+q4kLVNfElZmEgw6iJi4w5Olvkirwo58aVpZ6tMjoR40E64YlI6xNS1Zv24cXHaa51op52kp3ERfvq/b2C59Pjs7RO8aNmDmnrbBaiOWWNo1TI67mrU9u2MX5eUkdioBApa4eeE0DY8beSv93n3OabiZGhCuO62D6nazKTliY7ISviYsUn5cblm3enXSvpZt3W24PfIFazzbu/AWDHp+K3/1HXs+0y+YZFifurqjCPR8tSQrllTF99XbF3BSjxHqSl6etNU2Jv3VPpWV6lsU2aVT8JmNKgoh6ENFzRPQeEV3n13WtoiJ63PMJ4gLIzyNHYWJOonPcRGHo0SuJyuo41jiw9fqFLMLEjomLNqOyusbV5kBeV6pqjugZBp+GVXGPX+huW1otUsgPnOwHUFQQSyr7uAD+q1u0WOWDDyghz4HwUm0TAS0lJiundc9ru9q29wDGL9yEM5/82jRDwb2S9T8/60ySK7bswdc/pC7Y1Lj1nQX437yNCROjNht0W9PjQplJPHNJ78Sxc575JkVh2mGM1gwaR3cjotFEtJWIFhuODyaiFUS0kohGWF1DCLFMCHEtgAsA9PUusvG69ufkx8iRrdyJ48xrszZOEWV2c8t7e7h5OgaW61+fq+4z4PzGTnw/ZmRDOuirdD4bJwuYCvNiye9MAKd0a5b408/d2PIlC/MyARFJzT5OU6Y4NW0Z+cN/5ySi9cyCP7TIonQYt2BTUj4orwqtJq74JNqW1k0c27K7Eje8MdfiV6nszvCe5U5Xj40B8AyAV7UDRJQHYBSAgQDKAcwiorEA8gA8ZPj9FUKIrUT0KwAj1Gv5gpPFMUSUtNAsHTzPJFLWGMjDGWV4mRGs3rbPUYSKjM27Klw9s9eu6oN5G1GQ4RGSW2ROThlFBXlJZRcXAo11K7XdKF877NJzB0l46in5/pkaZ8SFQNmICbi4f1uXv1MGUemW110fyZM6BoGjVimEmArAGNvYH8BKIcRqIcQBAG8BGCqEWCSEGGL4t1W9zlghxLEAhvv5EHbEiEzj5r3g1S1QZZhJnKwbUTolrMH2/PXO9/72qkQBm5QLWciwUdPwyre15iUBxU+h4ccoV8PtaNRPYkTS1COZQLu1fr8GANJ0POmiTQCd7jVe+zuBPHIfQKGFvWp4sUKkQzpDt9YA9KVUrh4zhYhOJqKniOh5ANKt2YjoGiKaTUTyxDkuiRF8m0l4xbgStliSPvqifvLRSaYc16WG9Or/cBj7Dpg3gNYlddDAx5Qn2YS+gaejQKMMUbiziScmKdFFxjQvXhd22iHbBtaO9Tv2KzMJl4VlDHs1bj4WNOm0XLNHlbYCIcQUAFPsLiqEeIGINgM4B8BRXoXTEyMK1WYLpPokZMnyrEwuq1xsvpIO9YrysEO9ldsRotnpDesUoFVJcdprE7Kdeet3OkqkmG0QeV+nESRud4F0SkrEowvyiExTykSZdIbX5QD0w942AHzZrFdL8OfHtQClEjtZJxEk2wwx9DL/QtjKDEieDThdiKdhNliurK7xdY1CVOjUrJ7r32wMeBexMJi2cnuo5qZsIi9GoGi73lJIR9xZALoQUQciKgRwEYCxfgilpQr341qANpMI980Y0zrILA9uw9su7t/Oq0hS0unQzR5r9U/7pMrvnCNaeb5X2ETd0Z5JWEc4oyYusmwe4TwE9k0A0wF0I6JyIrpSCFEN4EYAnwJYBuAdIYQvc2m/ZxIxSt0/IGxkSsLtTKJ+kbu8905Ip8HL7O4yxXPjKZ293yxk7PbXOJjgknBGjJwt7HWK2UZPfuPIJyGEuFhyfCIsnNBRIRbzLwTWL2TmpjyXcgZhxknnmrL1DrIOVTYYP6p9Y8t8+1Eg7Nkpk338tLfS11lXu9K6gZswI1nL/TY3KeskojXWkc0kZrnNohrAY6VzyTXbzZ3r8vxR5nc7rnMw4Yt+UhCxOsVEC7P8Xl8u3+rrwO6fFxzh27VkRFJJBGFuioJDWI8sDGyVZNetTGKXy96K57+y3hHOiKy9NDGE4UaRKJubbjilk6/X87qb4cFMJvw0mXgvkVQSYTiuM90pyWYSbrdQDSL03smucV65sG9btC2ttaPKRlVHtZengI8KQcXh+0FJHX/rcxZkTYkcMh3h50wiE1GDkVQSgTiubUZ9bjc+/8ugbumIhD+e1sX0uNttE4PIeRREiocL+yrR0gX5hN2/1ObRkiWGy4aQWWPEWi5jtRCwY1P3ocAHC09d3BuHt26UdMzPqp2JCLtIKgm/ISJbh7DbF5fuiz68TSPT4247xyBGeE43f3FDi4bKnsYEcrTwyg/z4G0Du6Z9jWzFdx1rUc+CSn+R7QgAvzqiVcpAyK8B0OL7BmXE5BlJJRGEuckuBNbtewtqpOs2VDdbUj1o5j4BkbTwSlaMVpW/bqGzWZ/XjLRu+N3R7QO/hxf87jys6hkRec6OnMvIisyvN5OpuXYklUQ2OK79aIODDm2RcixXV65q5a/s8+vgfIuT7h7S09E9M2GyuuPM7oHfwwtBTCQ6N68v/561RAoyxepXtcxUVxFJJeE3MSI0ruuvI8+PDujQVqkmJ7fKJ1t0SoFq7quJC2zbW5ugTJbHxqp8nZaR053V0sHv4vfLdOP3YCMuhDT5ZLbUwUyj6QijqrB6N11byBWxkUzlgDoolAQRcNmxZdbnuCxwPxqh2UDDrfLJlmRhtTMJw3EPUzKnZb+w3HmK86jQpXmDsEUwxcr3lS11MNNoC2adbGbmhYN6JpENuZv8MDeZrbp2rSSypH1qysA4BZf5DYzPNbBnC/QvK1V+4/ChM+GT8Lv8o2qKePPqAdLvgipmK/NWNuDFBKftshclIqkk/PdJ2Ndit40qqKiCNqXB52IJBbWAnZaa2TvTlKrTovey3/YRkqgzGX6PoqPo1GzeoAhHtS+Vfl/hYg90N0y69STfr9mtReZmal6UhNsQ+EwQPYkCwEmn4rZRBWVuuuV0d2GbhOyYTbgv39TfayYPpzOJKK+IlpHJd+k0Msuur3vtu/UZ2xArXTJZvm63Gz6kYTEaFjtfTHtQm5v8xkmHLjvnvN7mm+0F1f+4XRxDBDSpVxSMMD6SKN40yk3riJw2Di+K3G1X57+5KXP2JredmJVs2aEiMrtI063ebFyvEIe1dj6TZce1j6Qzorz/3MNMj2/dXWl63A1mdcj9oj732yGGgdvGaXa+25mEl9ce9oA4G2c/2UQm24pZCGyzBvIB3d5Kd2leDuqZhP+Oawf3dHnN3RU+5O0xqUSuzTIAftrjTWGNHHqop995oVrt4SurnOWFMpYDUa1STdfclIkc/F7xK1uxk6s4VYjaeay+3GFWvD1aNpSev2GHu5TfvJjOT8d1AFoinfxG5/UxN2F5Io2acm6fNv7JYcPU75VU4RMWbXb2A7PnErWOaycpN2TmkS9u888h6vdozq99T/yVK1uMSfaEvWWAn7fP1MLbSCoJvwnCDlmVRqbUf11wpPS7mrDtHQHx4y53+aDM7K2auclpGgjZInu3yRzdYrcmx4ouLhZTZYrETCIHphJhbxRlV4Ruivignkm4pWOzeklZVYcPSN732UsopB1VAWRKBdwn7COQq1Wayb/NHH4kUNSHwJ7eIzWliZGg7ftXHt/BVJnd+yvnZjxNxNJ6hRh34/E46/CWfomXwiO/7oUGuugZp1XNyXnZMrbJpM/H7E5+DlgPap+Ea0Tyyz+1e/Okr9OpF7Joo4E97TspO646sWPKMbepv4n8nynVCXik7QSzJ4qrk7cYEXq2aoi1D59t6QgMejrev4N87YBT9O9OlhnYC2bKq9BQl537JLJEAziguUV9CQr9gMbKJ3FMxyau6iybm1wgkFzhU2LsHRSmrKOVKYluh6S/KKdhcQHaldZNOuZ6xA3vmWBl93IbGukEtyIa3xmBTHfts9pFz8sM0s2z+zFDDXffDGfPqp1lJWm2qJGbTjXfxyVIeumU/59Ol9+/jsPsxpkmkkrCbXSTcaRjHEU5aYdum2pQo6s2jevan2TAa0eTyZw7rmPyTY5VVitTifU79ieOVVXLfUNBmxbqu1j4JCMoHeHndf2q6p2ahb85kdtU/OlgVmxh+0S8EEmJ3UY3CRhSgRvqgawT1W8G4rZR2bWbR37dC2sfPtvdRT1AlB32YD9l1KcuKLYYfQU9SB/gg7kpKEVmdlWv5eHXgGjU8D6+XMeO9k3kA60YEQ5paL4bYtgIISIZZhxJJeEFbTn76T2apyjl3D52AAAgAElEQVQFWeP46IbjPN/Pr04vXdMOgTybm6K8YVGqybD2s15JvHXN0dJreOmAtSK5+dTOtucSOdtlzwrNZBWG3d+xT0L9P10beL1C+5lX73Ylad0DsE5tQ5S5/EhR7PC9kBNKQggkepEWDYtTF2JJflevKB1zgU0Lc9gA0zX5EHnv7IskjSWI/sq1T8KiXPQmg07N5JFd153UCYASuNBKspe29P4OO8T8vBjqp1GPMmFuOr5zentUtHAw8nai5GTPql+34kfdM66L6tK8ftL2uUH43PwiimHGuaEkdC9dpy9sSeeFmPkOuvvgzHYLwXvDys+Lue48veJns3SqWFupK6sb1SnAJ7ec6O4eLuqGk074EkNYtobVbMePEW+MlJxACXQvwmm9ObSVEpGTbgcmU7zGqKt0OfOwQ5L+zotRVqz1iKrqyg0lIWpHxUX5MRPHtXnN0Jul3I7ozRZk6RtdJkcrmaxc5xzRytPvXJtTTMxNjeoUJD47uoTuvIbFBa5u7yYYQP+uZSG5DSSzDU1JmJVOQRblcTq5WzPbc5w8jqyWuEmlYoxIjOkWXwalJOpZ+MaO6dQkmJtmiJxREuf2bo2bT+2MP5/RzdKeLUN/zshh5kn97PBi9klXmWzfdwA3ObCfy++fPk4UR0vX5p7UY2639jQODj750wn4dsSplr9JN0+RLNWzLFQ3qMyq+kGPXkHrr1lUoDT/f/7mCJtr2dPZwY56jgZikjY0/qbjMe/ugQ4kSUWf6cTvtQX9yhonPssUWb8yNwEOcvm8LppNl8grCacmnIK8GG49oxvqFeWb7kVghmy06DTPvjG6JYzp4gdzN+K8Pm18jaQK4jn+PKgbAGV1fLo4bejGs7of0jBhgrLDza52TsYG1RIlod1Gf43nf3cUrjq+g+++IWO5/XlQN1x/cicMPTJVyes7Pw1t9mw1ara+v/05skeuU5iXbDZzc1/oLQb++ty0a2dqYVsYZFRJEFE9IppDREOc/ubta47BA5J03dL7ODQ3pftejXXNiUlF5iz2SqbrptsZAaDI6Pa5U4MPnOVr0hPGQjVZXZPNJMwW5A069BDcNaSn5SzzsNYNLRdmSRdK6upow+IC3D64u+mC0aM7pppITuveHE3rF+GK4zskHW9c19qUV6p27rK3kWSmlTxyOq8ypgsTz2SdsFIcp5iY54SIps/EUcslotFEtJWIFhuODyaiFUS0kohGOLjUHQDecSNgcWHMdlOdlMV0HmYSVi/0tSvl+/smy2H+Wc+K+8+U/sYLeqn9VkB6ju3UBO9fdwyOMek87PDSME2LxaUpKJ0G5+a3153cyfYc2cTE0txkUTe6NG+APzncxdBLFTuqfe1MQpOxSf0izL7rdPQ0pJawy1WVeHZHMwmJWS6dKMCkdu79MmZ4NReXNXU/ow4rYt1przIGwGD9ASLKAzAKwJkAegK4mIh6EtHhRDTe8K85EZ0OYCmALT7KDyC1EaSMQmUN1OH1j+/SFG9cZaIohOWfjvAzYkR2/4v7t03vJlAcrFb7HFsx9MhWaK6GUV7q0JRnhtYgHTuuPd/JXYPs3S7VNGPk1oHdTI9bRTdZieDm2TqpHVKz+kWJa465vJ/lb7QgASfY5/rSbGrm3zrpaNNpJ8Z1tn52tl59WF5k6G6R9ylIHCkJIcRUADsMh/sDWCmEWC2EOADgLQBDhRCLhBBDDP+2AjgFwNEALgFwNRGlNezVJ+oyFrhjm7WLN3usSZijsXJ7clynWWGTGrPkWncP6envHhZILjs7M9sj5/dCw+ICrH34bFx2XAfLcxPXtzjgeFTpoWMxe5IPrz/W/YUMNJKYZBLRTWZlmIaW0LeBm0/rgteuHIBjOjVJ1Dc7Z6oTxWdEttLZTTuTmptcS1OLsh4qvYiE4gLJmiLtgw8zFNssDuf3Sv8mHkino24NYIPu73L1mClCiL8JIf4E4A0ALwohTJPuENE1RDSbiGYD8g5BH0Nu7KyNgzOZuUPfkLy8Y2OF9tLh63/jxKk74szuSX//ZZD5CFVPjAi3nWF/nht6tXG2MjYvRr7lq/FzQV5QuL2jVQdqNcI+rpN1pJf+svl5MRyvRoa5nY0Zr+X2t/oZi+xp9O9Vlq/RL8ew1zohM7P6vVLeSrqwEgCm03rNnse2xIQQY4QQ4y2+f0EI0VcI0df6Ouafgcw5f1LMXCT/zglOxDbuo6Bfr2HVqWjXbtmoGG9fc3QiJYlpHbcQXpstVVbV4D7VFm3VgP18FW4XRCUih1zdI7OGXyt/jZUoTvbTsCIdBZoyOLI4t2fLhok7OSlaWWRhOvWopK63qCgrbjxFCTv3WluyKf16OkqiHIDe2N0GwKb0xFHQZ4E1tiH9GobzpdtvGqOb7O/p5ZUZX/TLl9WOmpo4DNdza6JKdw0IAAzo2ARHtHWXI+dvZ/cAAExbuR0AsPzHPZbnz77rdKl8dQ0jomcu6e1IhsQo2NHZ/o0+3byhUpdhmloaaZe62oG5yfx4xvsmcjdok/nP0nmV9w87zPcV160bK6HUWrDIZceWpVgCrG4lew3pyLfkvkHef2xBOkpiFoAuRNSBiAoBXARgrB9CWWWBHaiOoErqFuAuteMy2kKb1U+OhnIyavJkbtJ9PrZTE3TU5RFyuimR28if1NBQnTw+dQBmM5KyJkoD8CMpoHFV8pBeqXH6qftJ6L9LW4TAcJvpdPgAuSPfKltpuns1uypDhwMTu0s6c1Bbm4bdbhq05qGz0KhOgXRPDK95rbTiL8iLYe3DZ+PWgV3xzCV9kjYVsnpaUxdUmm0rqHbhNAT2TQDTAXQjonIiulIIUQ3gRgCfAlgG4B0hxBI/hEqaSRi+O6RRMUYOOwz/+X0/NK5XiBcv7YsXfpdsmWpnkSpYhpf9591udGTmP/ijRay7GSmdp4PopqCwqtRBbBnbukR5rw1dRN4A3gYA+oGG2WPK0mw0re+uE7Mqpnevla8RsktOqV3XWF+81BFjyKvstevzmelXnmuDNNnv3MjktlqZtUM/TD1ma7Ea1SnASV3t05MERVA+OKfRTRcLIVoKIQqEEG2EEP9Rj08UQnQVQnQSQjzgl1B2+0n87uj2OERd1DWwZwvTlZhH6swpXhRAENxwSmr6DHdL9v218QPu47ydNtKighjO7d0a/3W4xsQJd5zZDc8O74NjbZy2RqyecJjJamNAWXFdm7Y6+QpN6xfh6ztOcXx/qwWIVsXZqqQOhg9oj8Naew999KNDvMJhRJp+Rq8PLLHKTwVYz5iCQC+H0/rcxxjtpfm7PBZvIOtBAiIi3WcybnemM+N/NxyXyHXipOA9RSa5ODeoDYgyEZ8NWDemOmp4oN6eHCPC4xceabpy14nMqRE1hKL8PJx5eEsHv3Z+nycuSvaH/GVQN5zRswXOOvwQyS+AViXFjp2hy0cOxpS/nCyXUStYv1NwyJ7ew32MKUqMdcGsTmmz5pI6hXjliv74w4kdpRmHMxG1k46ynHTrSSkLJjUzsdfFdE7FmfLnkx1fM1RzU6bRzyTScT4Gnh7Yh1Gan1EOxmt5TcFsJZJZ51NckIfZd52OkUNrTSNWvhYn77ReUT7+elZ3yw1kNEwXOnqkRcNivHBpX9S12CDHTXUqLshDUb7F7nnq/1a14NfSAA17jGWtZWtNZ0c8J2ajC/u1w9qHz0Zhfgydm9fHnWf18DW/kZPQbzOMMjgph87N66ec5yZiywynP2tX6t507jeRVBJ+zCQASJ1V5ve0P6dtaXJyuLCC2PS5cqzkfu2qATivT2tLZXFub2cdUG0iM/Pvm9YvSloP4ce2nNec2AllTe0biVnn49bBaXpd+Q3TvrabS/3+2DLXGUBl133q4t74+vZTTPM1pYvWYd7vMYuyE7SgB7+2fTVLbmhGqi9Q+d96QFXLY785wnaVu/l9gznXDZFUEkkzCd3xMxxGDOmuA6C28MbfdLw0LbITk9RLlya/ZD8mAW4vQQSMv/kER9fq36EU/7rgSBCRtALd7nJEZvbMZpe2asN2JW2f5sGezs39S6scRNhomYvgCmWbVH96gOKCPLRNc3QqF8X9Qj23jP59Pzx03uGJQcCQXs7Mj5p50FgvGxYX4IkLj3QthxNz02XHliU+n39UG5zcrXnib6eJDGWzLzM/TqiO62yl9kUohXdY60b49VHORs7/u+E4TDR0xqkzido37ccLctIRxIjQuqSOaRZJT/c06c3N6q+ZaNq2llrMePL53rWEttVkumgiOFU6V5/QISmSR3OQN2+Q3CD9bIpRdFSmi5dnuvnUzmha397P07xhMS7uX7vLn9MZ0X+v7I+Rww5DSd3CpA66g4dEe4C9IvzLoG6JtUXmSBzXDovO7LyglHM6mzwHBhGdA+CcwkM6+/LgXq5xpIPFZn6PMF+81HKRefK91f+Tcyj5K48dgw87BKMv64uTuja3P9mE8Tcdb3rcTMFYL0wyf/CSuoX4y6BuKdtZyvjb2T2T/r5lYFdc0Letp5Bqt9j5poLer+DL205CQV4MJzwy2fM10ql/t57RDbf6nDpGT5vGdU1Xc3dsVh8Lynd6vm7q6vPa2ZTXDL9eCaqGRFJJCCHGARhX1LLL1WldR/3fWHhf3nYSVm7d6/p6xhGS2Ys+t3drNHcxEtau0bFpPUfpg422ULejNq/RGNpd9PWeiHBq92QTYNcW9fH9Fuuy1S4hS5rmZ2U3Czt2Sl6MTBWEH/21mZL3E7dKRb8Q1D3K03RSr9GqJLMhrRp92zfG7HU/p3WNQ1s1xGndm+OpL1dantdF3YlPtne5F4RIb2YZ1EAikkrCL2p9EsmF17FZ/ZRGUVVjmm/QlII8edz34x7smwAse8Z/D++Dv364CDv3VyWeRXPgGVNc+EG9wjzsrqhOFk+9r101fPuaY7B+x35H95GOpkKcHTkh9wxE/nDl8R1wRNsS9O/gLaW8GSd0aYqvf9jm6NzXrx6AigP27dhqoDTh5hPw0fyNttdo2qDQNKzdaScf5Ezi1O7N8bKP1428TyKdFcVuopu0HDquru/Lm7a/xlmHt0SxGkapuRDu+9Wh+L/zD/e1QWoMt9jzwU7axvUKbfNCEcmVLGD+viwHSRFUJG6xewTZ40+WxNGHochiMfK9Pr70+76Yo+YBs6MoP0+akt0KL81YpgycztRL6lnL+fiFR1ju6S1rI2sfPhujL3MfRWVFJJWEXyGwfzhRWQBjzBVkhrbLl1VaBWNHdftg/2yodo1ay5mkVc56Rfm4sF+7JCWq300s9frOu4108wKlSy7vF2wkHUclIHe85koRFuXnoYnLVCd22CkFP+qfXXuzW/+TH4u53tM7qHYTSSUhS8vhtgguGaAs6LHLcwN46xj19vigG6VWr63EHHN5P0y42dwZ7IbDW7ufVfmJ/hG9+lCC5K4hPe1PssHoU4qiWe1g4SzDKn4/1lXZ1dtik4g7ARFJW2YklUSYOEor7mODdnotmX9FT4PiAhzayryDb6xOb51sPnTGoYdg2ohTE3+/dGlf3xYvAfarVc2UlFtrU1BK++ZTO6fm8YkgmQytDUPB+XlPY4edzqX9KneZDLKIwCDJacd1FHjliv6OEpjZTRW1Hbu8dn5F+Xmu8ke1Lqld+3C6bhGjH03A7BneuuZoXPTCdwCA3/RNf0/uoDqudC5btzAP+w/UePptGOaj/h1KAwmMCJsgdVq6M1+716xtV5xJk2ykZxJmU7Js46SuzdDtkAbS751WqfPVParrWeQUyjb0DUqfCNDt2o9sMdXMNnHAapFyfdq72wTKDj/6kHf+cAzGXN4/I/dyi909/Vi1b3l/2+8jaDfySCR7HG0xXb1W3mPcgyCIxtChaT2c3K1ZwnEu484ze+CWgV1D2+fWTzLRgKLouNUnDdQUZGF+DONvOt7RGhk3ZPLxo2humn7nqdgnmbWNHHoYrn1tTgBS+UeUtjeNpJLQFtM1atc9rcV02UBBXszRaC0WI8vMpNlIhNqBY2Sz2zeuGoCf9la6vh6BcFjIgQK5SEndQpRIFsoPdrgCP9MIEc3IvtzqdXwgKh3XkW1L8NezeqD8Z2cL0zKFH8XjJINm4n4JX4xFioMMREBdMqAd3pixHvUkM7ljXW6D6baeuZ19BdvXGDIPeLzK1Sd0cL3pVkKCAJ/PWXRT9DrzoIi0kojaa8iUnXHRvWegMD+Govw8T4uTHjz3cHy29McAJIsm5vsF+3uPsNeOdG3RAIs27gpVBj94dngfXPf6XACpubKigpOqI6sNR3dsgue/Wq3b1dDFfSU37tisnue9Yfwg0koiDKIwQGhQ7H7VqJ5LBrTzNaeMHj+LJ4prIGSEXS0eOPcwnH9Ua1zy4oyQJUnFTdm42VkwGzmlW3MsvPcMNEyzDev58raTfbuWFyId3aShDeL8jNX3m4Np+pkuibQcsh3OdMfdpFZJvodrsSzxW5253TWxuCDP5d7eGVwnkbE7ZQfpKAi7NUSJ8zLY3URSSWhpOWpqlOiEU7o3x2XHluEfQ4Pb8cqZXKHe/qChX5m7xWr69hRELqtsxCpFC5M+wWXvtf4+DJ9pJJWElpYjL09xEhbkxXDvrw51lIMpWLlSjzUsVix2F/T1vg8xk0y+R/vrCV2a4uZTu7j+3cihh+IY3ToNM7JpfHDX2T1Qoia6C0Ju/cZMTDDYmWIzOWBln0SatGlcF0s370ZZE3/j3HMZN/W7gaqEmzocIHjxc/zumDL87pgyy3PaNFbiKZs7WD0fJYIYeLZrUhfn9W6ND+bZp9SOKp/fcqJ0MJJNA4JMEMmZRFRhc1PmOaNnCzxyfi/cOlC+2DATC4+uOL4DRl/W1/Eud0Fxcf+2Kfs6v3/dMSFJk710adHA89al157UKZEeww/euGoAAGcDnDCCPXgm4YKorKHIdtyskyAiXNDPOpeT0J0bVJhyXix1Fz4/cDvweOi8XinHjmov98PwuMY9dtVyxJnd/b0hmX60+Untmf3LSjFz7Q5/ZdLBSoJxhbY1a9vSOjZnyjmuc1Ms2bQbpQ42vneL05HWpFtP5Ig0n8jlwVNHn9OlGGldUgf9ykpxQd82uOnULnjssxUA3JXpq1f2xx7DTpJ+wkrCBdynKJuhAMBpaYyqbx/UDcMHtEvKNJtpOjeXJ11k7AlSL3x4/bGuUtBMvPmEhO/KK2Z7szeuW4B3rg3OlPf9/WeCSAnMeeTXRwCwDw83o7ggL9BkqKwkPBCL8HqNoPGjc8jPi6G9n47+xAY+2UOUErjpuWNwd3y7ytme0kHR28F+HZo/oXe7EvRslX601f9uOA57K5NH48d2bmq5U2W6FOa7dwmHUW0ypiSI6GQAIwEsAfCWEGJKpu7tFwV5Mdx8WhcMPjSaCcIyCc+q/MEvk9ctp3fFF8u3YGG5krojP0Y4qWszXHZsmavrXHdyJ1x3cidfZAqS3u0aY8qfT0b7JpIsfi6pW5ifmL1w1U7GkSojotFEtJWIFhuODyaiFUS0kohG2FxGANgLoBhAuTdx/ccuPt7IrQO7+jJyYRg/+ePpXZKS5RERXrmiP07p3jxEqYKlrGm9nPMrRfFpnM4kxgB4BsCr2gEiygMwCsBAKJ3+LCIaCyAPwEOG318B4GshxFdE1ALAvwAMT090fxhzRT/8cqAGB6rjYYuSVUTJWqI5qykpSiSKzS130JvLsikHV7ZgV6KRW0wnhJhKRGWGw/0BrBRCrAYAInoLwFAhxEMAhlhc7mcA4S6d1lGUn4ei/Dxs3V0RtihZQZS7Xr1sUe+4oi3dwU2o78YuLUdmpEgiHZ9EawAbdH+XAxggO5mIzgMwCEAJlFmJ7LxrAFwDAPVaRt82qi2qyc+LcvfpH1Hs3Do1qw8AGJSFvqKDo9YwbrELbMhkvUlHSZjJKX0yIcQHAD6wu6gQ4gUALwBASbvuUeyTknj6kt4Yt2ATurU4uEIqo2QKbt+kHpb9YzCKC2L4ZqUSmcPmpmCJfMNMA645yaSTlqMcgH4pbBsAm9ITR8GYBTbKNK1fhMuP65BzDrRso05hHr8DJucJI3Q6HSUxC0AXIupARIUALgIw1g+hjFlgM0GT+kUY2LMF/j28T8buyRy8RMnx74UiDzH+jD3aDNjecZ25AZHTENg3AUwH0I2IyonoSiFENYAbAXwKYBmAd4QQS/wQKoyZRF6M8OKlfT3vuZuLdGleP2wRco7/Xtkf9/3q0MTf2Tr50W89mu0KL0pEsT44jW66WHJ8IoCJvkqkXHccgHEl7bpf7fe1GedM/OMJiHMP4CsndGmGE7o0w7NTVoUtSlo0qlOAsw9viQmLNoctSm4SoWYXyTljNvkkcpmCvBiK8jNn8vODekXKuEdLRMgwuUQYuiOSSiIMnwSTG/Rp1xhPXnQkRoa81a0dUV/H4YgImkYOFjJZ9JFUEjyTYNJh6JGtEzOKqBNEqG7ULYTa1qpMKna1oX1pXZzSrRkeu+CIjMgDRDQLLPskwuH0Hi1s81IFGYI37sbjA9ljggkWtzVi0q0nYfveA4HIkivIZpr5eTG8fHn/jMoSSSXBhMNLv+8b6v0Pb9Mo1PvnClGMkNHTtH5RoCm4sxk3uzZmCjY3Ma7gBWv+EKVOIF24RuQ2kVQS7Lhmsp1DWzVEp2b2Gyvlgs7NIX2XTM4+mDvY3MS4Iqo7qkWNCTefENq9M/WKckC/RY4o5hyL5EyCiT5RrMwHO/xGfCbEAo3SUCySSoJ9EkyuE0QnEKWOhfFGFM2PkVQS7JOIPjmxGCwCBNEnRLGjYbKXSCoJJrpwdJM/1C1UB0A5UJzsp8pt2HHNuII7BH/47xUDMH7RJjRvUOz7tTPmuM71AUOIVT1KzYxnEown2HGdHu2a1MX1J3f29Zr8RrKfxGK6CJlzIzmTIKJzAJxTv5W/jYhhcpnodCs5gkHrPnVxb3RoYr/2xdebRoBIziTYcc0w3sl1K1BY/OqIVhlLHcPmJoZhGCYrYCXBMDlGlEahTPbDSoJhcoRMW5ly3qoVgrKNoqmQlQTDMIyOKHTUUZoMRjK6icks7193LFZt3Ru2GEyaRKljyWbCNNcl9FOEbIaRVBIcAptZjmrfGEe1bxy2GIxPRGEknBNwOQKIqLmJQ2AZxjuZHoRGaNDLBEAklQTDMO7JuOOaR9q+E8UyZSXBMIwncn4GEWbupvBunQIrCYZhGB1hjuajmBONlQTjiShOiw92Mj365DpwcMBKgmFyDO680yMKZrQoyKCRsRBYIooBGAmgIYDZQohXMnVvxn+iVImZZDIe3RQpC7qPhKBso6jgHc0kiGg0EW0losWG44OJaAURrSSiETaXGQqgNYAqAOXexGUYRkYE+xfGI1Ha3MvpTGIMgGcAvKodIKI8AKMADITS6c8iorEA8gA8ZPj9FQC6AZguhHieiN4D8EV6ojMMwwRIGLmbMn9LWxwpCSHEVCIqMxzuD2ClEGI1ABDRWwCGCiEeAjDEeA0iKgdwQP2zxqvATDSI4rSYySy5WgW4bieTjuO6NYANur/L1WMyPgAwiIieBjBVdhIRXUNEs4lodnV1dRriMczBRXQMFEwukY7j2kzfSuupEGI/gCvtLiqEeAHACwBQ0q4713uGiTgRMp/nDFEq0nRmEuUA2ur+bgNgU3riKBDROUT0Qk0NW6UYxilsJfGHULPARtDWlY6SmAWgCxF1IKJCABcBGOuHUJzgj2Gyhwj2a/4Q4nNFaXbmNAT2TQDTAXQjonIiulIIUQ3gRgCfAlgG4B0hxBI/hOKZBMNkD1Hq0HwlV5/LJU6jmy6WHJ8IYKKvEinXHQdgXEm77lf7fW2GyVUyn5YjN6cQOfpYnolkWg6eSTAMczATpUlMJJWE5pPIz2efRNTIWdNCDpDpAfDNp3VBrzaNcFqPFhm+c+4SxVlMJJWENpOoruaZRFSJYF1mMkyHpvUw9sbj0ahOQdii5BxRSssRSSXBM4noE50qzDC5A+8nwWQ9UZwOM0yucHH/tijMj2HwYYeELUqCjKUKZ3KDCM2CGQNtS+sCAA5pVByyJIxXurRogO/vPzNsMZKIpJIgonMAnFO/VeewRWEk8IQievzu6PYoa1oPJ3ZpGrYoTA4RSXMT+yQYxj2xGOGkrs1ydv0CEw6RVBIMwzBMNIikkuAQ2OjDrgkm18nZbVldEkklweYmhmGYaBBJJcFEH7Z6M7lOFNcshAErCYZhGEYKKwmGYRhGSiSVBDuuGYZhokEklQQ7rqPLxQPaYUivlrj+FF7oyOQ2HN2kEMkV10x0qV+Uj2cu6RO2GAzDZIhIziQYhmHChqObFFhJMAzDMFJYSTAMwzBSWEkwDMMwUiKpJDgElmGYsOHoJoVIKgkOgWUYJizYYZ1MJJUEwzBMWPAMIhlWEgzDMCbwjEKBlQTDMAwjhZUEwzAMI4WVBMMwjAnsm1DIWO4mIjoBwHD1nj2FEMdm6t4MwzBOYV9EMo5mEkQ0moi2EtFiw/HBRLSCiFYS0QirawghvhZCXAtgPIBXvIvMMAzDZAqnM4kxAJ4B8Kp2gIjyAIwCMBBAOYBZRDQWQB6Ahwy/v0IIsVX9fAmAq9KQmWEYJjDYzJSMIyUhhJhKRGWGw/0BrBRCrAYAInoLwFAhxEMAhphdh4jaAdglhNjtWWKGYZgMwGYnhXQc160BbND9Xa4es+JKAC9bnUBE1xDRbCKaXVVVnYZ4DMMwTLqkoyTM1KzlPE0I8XchxLc257wghOgrhOhbUMB7IjEMEw5sdlJIR0mUA2ir+7sNgE3piaOgJfir4QR/DMNkGDYzJZOOkpgFoAsRdSCiQgAXARjrh1Bagr88TvDHMAwTKk5DYN8EMB1ANyIqJ6IrhRDVAG4E8CmAZQDeEUIs8UMonkkwDMNEA6fRTRdLjk8EMNFXiZTrjgMwrnH77lcbv6uqqkJ5eTkqKir8vm1OUFxcjDZt2qCgoOwP7ecAAAvxSURBVCBsURgmK2FfRDKR9AwT0TkAzmnQqnPKd+Xl5WjQoAHKyspAxLZDPUIIbN++HeXl5ejQoUPY4jBMVsO+CYVI5m6y8klUVFSgSZMmrCBMICI0adKEZ1kM4wM8o1CIpJKwgxWEHC4bhkkPnkEkE0klwY5rhmGYaBBJJZGte1zXr18/bBEYhmF8JZJKgpFTXZ2cqqSmhmdbDMMER9ZFN+m5b9wSLN3kb67Anq0a4u/nHGp73rBhw7BhwwZUVFTgj3/8I6655hoAwG233YbJkyejcePGeOutt9CsWTM89dRTeO6555Cfn4+ePXvirbfeMr3mvn37cNNNN2HRokWorq7Gvffei6FDh2LMmDGYMGECKioqsG/fPtxzzz2477770LJlS8yfPx9Lly71tQwY5mCGHdbJRFJJaOskSk3WSUSF0aNHo7S0FL/88gv69euH888/H/v27UOfPn3w2GOP4R//+Afuu+8+PPPMM3j44YexZs0aFBUVYefOndJrPvDAAzj11FMxevRo7Ny5E/3798fpp58OAJg+fToWLlyI0tJSTJkyBTNnzsTixYs51JVhmECJpJJwipMRf1A89dRT+PDDDwEAGzZswA8//IBYLIYLL7wQAPDb3/4W5513HgCgV69eGD58OIYNG4Zhw4ZJr/nZZ59h7Nix+Oc//wlACfddv349AGDgwIEoLS1NnNu/f39WEAwTABzdlEwkfRJadFN1RKObpkyZgkmTJmH69OlYsGABevfubbo2QQtHnTBhAm644QbMmTMHRx11VIpfQUMIgffffx/z58/H/PnzsX79evTo0QMAUK9evaRzjX8zDMMEQSSVRNSjm3bt2oXGjRujbt26WL58Ob777jsAQDwex3vvvQcAeOONN3D88ccjHo9jw4YNOOWUU/DII49g586d2Lt3r+l1Bw0ahKeffhpCKDbRefPmZeaBGIZhJGS1uSksBg8ejOeeew69evVCt27dcPTRRwNQRvdLlizBUUcdhUaNGuHtt99GTU0Nfvvb32LXrl0QQuCWW25BSUmJ6XXvvvtu/OlPf0KvXr0ghEBZWRnGjx+fyUdjGIZJgrRRaxQpbd9d7Fi3POnYsmXLEiYYxhwuI4bxzieLf8S1r83BsCNb4YmLeoctjieIaI4Qoq8f14r4TIIdSAzDZJaBPVvgupM74ZoTOoYtSiSIpJJwuk4iW3n55Zfx5JNPJh077rjjMGrUqJAkYhhGIy9GuGNw97DFiAwRNzf1EDvWLUs6xqYUe7iMGObgxk9zUySjm+yIsmILGy4bhmH8JOuURHFxMbZv386doQnapkPFxcVhi8IwTI4QSZ+EFW3atEF5eTl++umnsEWJJNr2pQzDMH6QdUqioKCA01EwDMNkiKwzNzEMwzCZI5JKojZ3k3mOI4ZhGCYzRFJJ1OZuyjprGMMwTE4R6XUSRLQHwIqw5XBAUwDbwhbCAdkgZzbICLCcfsNy+ks3IUQDPy4U9aH6Cr8WhAQJEc1mOf0hG2QEWE6/YTn9hYhm+3WtSJqbGIZhmGjASoJhGIaREnUl8ULYAjiE5fSPbJARYDn9huX0F9/kjLTjmmEYhgmXqM8kGIZhmBCJpJIgosFEtIKIVhLRiAjIs5aIFhHRfC1qgIhKiehzIvpB/b+xepyI6ClV9oVE1CdAuUYT0VYiWqw75louIvq9ev4PRPT7DMl5LxFtVMt0PhGdpfvuTlXOFUQ0SHc8sHpBRG2JaDIRLSOiJUT0R/V4pMrTQs6olWcxEc0kogWqnPepxzsQ0Qy1bN4mokL1eJH690r1+zI7+QOWcwwRrdGV55Hq8dDakXqPPCKaR0Tj1b+DL08hRKT+AcgDsApARwCFABYA6BmyTGsBNDUcewTACPXzCAD/p34+C8DHULbVOxrAjADlOhFAHwCLvcoFoBTAavX/xurnxhmQ814AfzY5t6f6zosAdFDrQl7Q9QJASwB91M8NAHyvyhKp8rSQM2rlSQDqq58LAMxQy+kdABepx58DcJ36+XoAz6mfLwLwtpX8GZBzDIBfm5wfWjtS73MrgDcAjFf/Drw8oziT6A9gpRBitRDiAIC3AAwNWSYzhgJ4Rf38CoBhuuOvCoXvAJQQUcsgBBBCTAWwI025BgH4XAixQwjxM4DPAQzOgJwyhgJ4SwhRKYRYA2AllDoRaL0QQmwWQsxVP+8BsAxAa0SsPC3klBFWeQohxF71zwL1nwBwKoD31OPG8tTK+T0ApxERWcgftJwyQmtHRNQGwNkAXlL/JmSgPKOoJFoD2KD7uxzWjSATCACfEdEcIrpGPdZCCLEZUBougObq8bDldytXmPLeqE7ZR2tmHAt5MianOjXvDWVUGdnyNMgJRKw8VdPIfABboXSaqwDsFEJoSdn090zIo36/C0CTMOQUQmjl+YBano8TUZFRToM8mXjvTwC4HUBc/bsJMlCeUVQSZHIs7BCs44QQfQCcCeAGIjrR4twoyg/I5QpL3mcBdAJwJIDNAB5Tj4cqJxHVB/A+gD8JIXZbnSqRJyw5I1eeQogaIcSRANpAGa2a7amr3TMychLRYQDuBNAdQD8oJqQ7wpSTiIYA2CqEmKM/bHFP3+SMopIoB9BW93cbAJtCkgUAIITYpP6/FcCHUCr8Fs2MpP6/VT09bPndyhWKvEKILWrjjAN4EbVT3tDkJKICKB3v60KID9TDkStPMzmjWJ4aQoidAKZAseGXEJGWDkh/z4Q86veNoJgow5BzsGrWE0KISgAvI/zyPA7Ar4hoLRTT4KlQZhbBl6ffjpV0/0HJJ7UailNFc6gdGqI89QA00H3+Foqt8VEkOzQfUT+fjWTH1syA5StDskPYlVxQRklroDjbGqufSzMgZ0vd51ug2EkB4FAkO9ZWQ3GyBlov1HJ5FcAThuORKk8LOaNWns0AlKif6wD4GsAQAO8i2dF6vfr5BiQ7Wt+xkj8DcrbUlfcTAB6OQjtS73Uyah3XgZen7w/gUyGcBSVqYxWAv4UsS0e1UBcAWKLJA8W+9wWAH9T/S3WVapQq+yIAfQOU7U0opoUqKCOEK73IBeAKKA6slQAuz5Cc/1XlWAhgLJI7ub+pcq4AcGYm6gWA46FMuxcCmK/+Oytq5WkhZ9TKsxeAeao8iwHco2tPM9WyeRdAkXq8WP17pfp9Rzv5A5bzS7U8FwN4DbURUKG1I919Tkatkgi8PHnFNcMwDCMlij4JhmEYJiKwkmAYhmGksJJgGIZhpLCSYBiGYaSwkmAYhmGksJJgch4iKiGi69XPrYjoPbvfpHGvI/UZWBkm22ElwRwMlEDJigkhxCYhxK8DvNeRUNYfMExOwOskmJyHiLQMpyugLIrrIYQ4jIgug5I1Mw/AYVDyHRUC+B2ASgBnCSF2EFEnKAuomgHYD+BqIcRyIvoNgL8DqIGSQO10KIuX6gDYCOAhAOMBPA3gcCirnO8VQnyk3vtc1K58fUMIcV/ARcEwrsm3P4Vhsp4RAA4TQhypZk4dr/vuMCiZVIuhdPB3CCF6E9HjAC6FkpLhBQDXCiF+IKIBAP4NJXfOPQAGCSE2ElGJEOIAEd0DZRXujQBARA8C+FIIcQURlQCYSUST1Hv3V++/H8AsIpoghJgdZEEwjFtYSTAHO5OFsi/DHiLaBWCcenwRgF5qttVjAbyrpOMHoIz+AWAagDFE9A6AD2DOGVASs/1Z/bsYQDv18+dCiO0AQEQfQEm5wUqCiRSsJJiDnUrd57ju7ziU9hGDkrP/SOMPhRDXqjOLswEktrg0QADOF0KsSDqo/M5o62XbLxM52HHNHAzsgbLVp2uEslfDGtX/oO1xfIT6uZMQYoYQ4h4A26CkYDbe61MAN6m7goGIeuu+G0jKHtp1oPhGpnmRkWGChJUEk/OoJp1pRLQYSupvtwwHcCURaZmAtW0+HyWiRep1p0LJFDwZQE8imk9EFwIYCWVLzIXqeSN11/0GSvbW+QDeZ38EE0U4uolhQkCNbko4uBkmqvBMgmEYhpHCMwmGYRhGCs8kGIZhGCmsJBiGYRgprCQYhmEYKawkGIZhGCmsJBiGYRgprCQYhmEYKf8P9JIBqNiDEnoAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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L0Q6A+rzyHf63Sloy8tyMjRHFou3ylGnlvM15lqKC1Ks9jUb9kxZLaxn07JJ6U+TTGtPdH95bFneOnhnnI3m1MwHYeUjfjABIGW0Li4WpL0I7glRkUo8I9cJej6o6JL1w4Tx5pKWMmE9qZgRG03VlRKqgVSZCCEu+I61pUvF/aUM51SZSI7MgAHSoL0X7VVT5j/41215US4+X5+kef3nmZoz+Mt7/p4f2eanfiXHztkVG1mY8pVovEonW0ZtJgHCuSH8md7awCBNUJrozBUXo9+qChIMLQFoz9dfP16Db8+Zp5Izupcz+FDo+OyvyWf3uFRUL3RBjvd+q55PSNtF6Vcr6ZmZSCKWS0GLk0FMqOlFEzaJth7Dk50OG0UDr9x4zDTf9dsOvpuF32hmK9hnulU1F2vJXyWF1en6XRLQeNdP07wu2HMBijbP5bEEx/vPjL8gZOSMyY9AqCb0okbt0fC7KSPM/CdZNWLHdakdL01ZLClYIKdHh8zM2YMQn8SvJi4oFHpu6Flf+6zvd+14rm0w+k0etX66OrvVU23a17NLYzlvWqgAAqFMpEwDw2pytaP7E1zEv/+rdR5EzcgZyRs6IHNNGlJWV/T5pGtv6co1Cn7JsN07kFyBn5Ax8uGRn5LiiQBqpAiEWWBg9jp62Hot/PoieBgpC4cvVexOGDxORaSc1YcH2yODnRL7xrOKMql0oz1/vNd937AyGTZLanza4osUT3+iuOk40O9h9+DQOnbSWKcHolyby4Sm8Nmcr2jw1M64P04s21IvK0153tqA4RsGo27RXmIe0BAQRXQXgqoxaTQFInYFeJ63Y9XpaiPO+6Z0fDf+2aJv5QqmCIhGJ5kmGCXKCQPVUX+v3MMJquO/dlzfB+O+iU9Wxc7dhrMaPkF9QhMflsNIN+47jkibV4mYk+QXFpiYPuygv8WxVjqvIzEquDq1vQElNcujUWdz1wXLsOGjssNazgyuYrT5/fe42bLWYabdd3Ur4YfthDGhXGwAweam0LuR4fgGyZB/VXB3/i4D+LCxRvP9fP1+DTg0lk9R7i3bi1otz8KPKXJdm0+Y+afFOLNt52HTGp6DuqPYcPYNq5TPwqGphXlqKuZJQWJN7FFe/YS1sVHn+fV6JV/aKiQ4AKqmCMjYbmMMA4FWD2VVhUTHSUlNw2UvmyvL0uULsPZqPpjXK686sAem5Pmwjmm734TMxbUFvgKI3y9P6Loo0g5v7PllpWYZkCeVMQmtuOldUjJv+/QMaPTYj5jxFo5o5ndxC65z+U88mlq/VmqgWbzsY5/cwwupqbSsdh9pcNXraemzYezxuJgHEmjz0lJSdTJh6+ZUUs58isdEix6Li+DBat3hl1paEo7DXZm/FmXNFkWcghNTRKPm61A77FJ1panpqCn6n2hekQXY5APEzCT36vCI9qyIhsOvQafxvVTSgobY8o7GDnZxgCt3HzMXDU1ZHTKeAFDF4xT/1Z25qrCoIwHradPVATc+JnYhE79Is2R/4xw9XoI/sXDYrZ6qNVDQ9Xp6HgWMXRnwRZwuLMXfTftP2nZmeEmeVKCoWvu9vE0oloaWgUGDxz1I8tTrLqQvrtiyjnUk82j82QsVKXialH3nHhnlJaw83SihodzXqlv0nMXDswogpxohfdEafTjNhamcSRjStUUG38/WLPUfPoNWobzBJXmktIDBw7MKIUlNLpqejn52+IaZzzlfF+w9qX9uSDEXFAj1enodPlkZXtVsJ23aLuTpZjvOSSBdjxnXjFxv62NQoA6H9x/OTyt8mjPOPAoiaVZUACr2QZbd4Y+42DJu0XHcGqpBfUBynQIuKjc2kXlEilIS6o7xGtfKxyMOHqIUomjNFDyuRBQQpi6xZw9CidZB2enaW7hTTirMuGRLF7ju5Z6K0Io2rZznOBeWmk++9RTsj6TAA4IAqWEKv09LO0pTUDukpKciykBgS0N8VURtW6SVnfNizYPuBU4bhuGpSUwgb9x3HhX+fYytDsYKVpnDsTEEk9HpDErMvqygpg349no+ckTPwuEHiTO1Eo7BY+NrvASFVEtoQWHU95Z04i8ZyKgk/vfwFRcWWO6z29fRzTgHAA5PtrQrWi6LRM5MkWxMXmMgKmDsf3cBsT5AZa/bh5wQL6BLR6knvVlJ/viJqbvjURqeVlkqW827pRcEoI93ShBXzUZm0FMzZKJmEtBkArFAshOGCPoUHJq+MDLh+86a76S3UKOHoyiDAKABEO5N4eeZm3QhLLwmlktD6JLTvyXZZC/s56/r5wCnTh6OOVqhSTn8fjPS0lDjzkZbUFMKw7o0i360mJUx2xJeoCr2u4mT3BLGKnaSOdpm4aAeOnj6H/IKiuIgoM+yYBs1WgpcmnpuxMeE5GWkp+Me38SHqVhECCZ3W8zcf8GX2pMycElkVtH3ctryTSUVDOiGUSkLLpMX6leJ3vLCW6zrVi3xOlEJbIZHMRcUixr6tHq2akaxVJpHPsMhD+/cb86xnLA0rHZ6ZFbeIMxF2Ev1Z8XWdL2zYexz1qpRN+vogt/c1Yl6CBZvKTELd1/hNiVAS4+bpZ3A8fa4Ii5KYdrqF2vykxLqvzT1m6J8oLBIxq4Kt8K/Z5iMnRaEk6+BN5Mw7ZcGhyNgj9TzcF8ENTp0rwq0XNUz6+tEOs/gGgWKOuqeX9WhKtykRSsKIgyfP4maT9Q9+k19QhPcMZj2AcQI6LcmMd5LcrC9hSoeFW4NTwqUVpynDz2ecBDKoQ3lLCrNlH4xZclCv4dbqAG17bfnkN4Z7HdjBzqyY5LeGAgwVDYKqWfp+n2SwGo7qFmmp5MsOfqWRt79zP9ouzKzOlTLtJrvhkhuEUklYTfAXNGF40RU7a5DrCYLATevyVX4riWSnfQwOGawTKu1YWYDpFaFUEsmkCveCzHT96unSsIqn5SbyE+gRdL/jdZ1osbpK1wp++zOJeCbB2CNR2nwvCaWS8Jrp911q6bysDP3UVp3kDtGNPab1sNNpKcFSyaxAdZMXrm3na3luduzhi3lhwkiP5tUDK5uVhAc81Ke54d9qVrSW+0bb8d7XW0o4qIwCwzQaDFoWv8svyTMJiRA1HsYSZQ0sC37ASsIDBrarFfNd3YlZrW/taVq7f9Ads5qgfRJ+O85P6KSITpaGVcu5di+m9OKV5cAKQfqxSq2SaFazQsz32GRsyVV4RJuH0D4RtE8iaCXlhLZ1zVOTMAwQuye635w3MwkiyiKiFUQ02MtyEoVHWu3QtLpg5nopt/2syBajXvkkknFcB9tJB62kwsQ9NtLIMyUHv2YSf7gkJ+6YVwk8rWBJSRDRRCLKI6J1muP9iWgzEW0jopEWbvUogCnJCGoHvS5WbQ4hi6pR21crG50ouaO8em7JTFSCXicRtJIKE0O7Nkh4DldXyeE3HesC8OeZlU1Pxeir28QdDzIwxepMYhKA/uoDRJQKYByAAQBaA7iRiFoTUTsimq75rwYR9QGwAcB+7c3dJtFIPNkOTfugwvSeJ2pDg31eC3A+Y9a8KpQJ5WaQjAlt6lQE4M9ATEkuGCY/maUWK4RYQEQ5msPdAGwTQmwHACKaDGCIEOIFAHHmJCLqBSALkkI5Q0RfCSF8S3GZaIMYK/g15Usm2iaR4vPappmSQqhSLh1HTnNCOrO6fuuWzgDCNcBgrOHnYD5M7cOJT6IuAHUS/Vz5mC5CiMeFEA8C+BjAv40UBBENJ6LlRLTcgWw6941+NupQ62i2hdTOSLQvf5hMBokasNeiphDQtEZ5j0uJ0qdVTd/KsouZwlZGpW4z/y898fff+LtW5XwjRK+7rziZ++rVWcIxsBBiUoK/TyCifQCuAtA5OdHiUe9va/QO7z2WHyuL5u/ay5w6sjrUr4xVu+N35EpmxXUYfBJ+hghmlbG2s1sQmClsrx5TTrUsW3taMPYJ+h0LCicziVwA9VXf6wFwJc2i22k5alaM3XbUcnST1u6jucxpmzFSBXbMTeXkbTCDdhxT5H8+lhdSzDoTRZF68bjcXGDIRClJ1br6qStdv6cTJbEMQDMiakREGQCGApjmhlBuJ/jTjnCT9S243hG70PpqyyayoAc5fo+yglaKZpjNJMq5OAPSOjdLUmdWkkhmZh8UXvgerYbAfgJgCYAWRJRLRHcIIQoBjAAwE8BGAFOEEK7s6uF0JqF9pNp6U/cvZhvSl0mL/Zu2X3L6OAxnEkncI+h1CkT+ju7DPPXXU2C3XtQQO8cMQrqL+wJoSwnzTGLJY709L+OGzt7u3hbUznY3dquf+CSZjNQU/K6L9fOtYKnFCiFuFELUFkKkCyHqCSHelY9/JYRoLoRoIoR43i2h3J5JvHlLrGvDagejHfXFp+UIPsGfoiUSjay97lT97rKDVopm6MW0+6HTgt7O14zalZLfdtQq9/Rq6un9g6rdT5buTnySTEZaCl68vr2r5YcyLYfbPomG2UnGHGtahdsdk5sDk0RKwM8+1Y8OvKSamxTccPJrn3mIdYQv1KhQJvFJDnDzfb2mQx3Tv4epfYdSSSgzCbc2Y3JrT+Falaxlj3WO9dbolrnpbwNbOrsBoqNlPxq423l0yru4yM2vF1xbilvmkCrl0l25j99kebRQUalW5bGWMzFRW+XVoR1NtyT16rckQyiVhDKTSHWpJ0h2f1jtK/fkoNYAgHZyQjjn0U3OX2qlY0hNIbStm3wM/vAezvMNKaNjPzpJt81ni0b2xru3dXHlXnrOw7jwaTfE19yjKEklUaVcOh4bEB0krBzlboSMm1vNGvHV/Zd5dm+lVmtWzMRDfZrjwzu6uXNjkzbQpHqWO2W4QCiVRASX+oFk0+xqR2ZlNSOIMGw6pObtW93p5JxyeQvvN2dJIeDF69xbPFapbLrlfUbCSrLmppWjrsQfL/cuKeGikd47rVt7tEhRDQF4oE8zNKrm0qJRk+elHgTd2yvYhJGhVBKKuam4yJ2sHcmGhalfusbVsyJKwa2QOCNlYEdJRM1NZBqp5TUVMtMjo+PbLs5J6h528tXc3r0RfutyFIdbWJklqE9xa6V6UNE3iXAzoisMuDU0tNqPVC7r/UzMjFA+vYi5yWHjevPmTriocXbSpgn1Q0xR7UustVEmixvvtHKPIPPNA1JUhVOuam/uzFOTXS7DdZOTW7fTm2F6EV1WkkJg7fDMkPgsqMlw28UNXbmPtlp9MaeqPt/q0u9IllAqCbcY2K42Jg+/2JV7qR9aREk4vOfdBvsO2JmpRLZSRQLzV3iCJVyhQqb7jj23Xn67txFCoGWtColP1PDS9RfEfC9WTbz7t6mFkkqLmhUw88EejnxsgJSqxA1uurAB+rSqgbt6NJYOWHi+13Y0TGMXwVSnq8rITE9sIaialYEcjzLHhlJJWDE3tapt3IDcGlCp76P34jvtU66+wPrI2YjorCZ4LRCZafkQUZ5mMstskGTIs3szCftMHn6R7Wu0nUK6ajY39saO6NKwShKSuI/d+hAAWtSqgOrlkw9p3TlmkGv9QKWy6Xjntq6oJstjZdI++ILEqfnNdYS9Wnv+N20x/5Fetq6xSiiVhGJuSjHpCNLdio81lSP6Ocbc5GO5Cc+VpUmRphIx+K03nDry3VAu5cukYcFfk3tZ3ApEsKKwtedULufc7jyoXbRjykhLQbYPUUVhxqv31O6AzOh0Mx9SoiKaafxY6/cetyWTHUKpJPSoV8X6is1jZ5Lb02Bo11hHqPohEhHS5JBcJU7asxXXNs69vpMks150R1Cbp7s1grPzzBWc/OKgZhKJqqu2wfocbfsL2i9lhN16tfs7jE73ypGvLe76BOlAtGJ0zUk8w0tUA11ysmO+n3MpyEePEqMktA3Ni+evN/Lq0VwK5yQAzWuWxyP9WmDcTZ0ix4JmYLta2DlmEOpVKRdTR01rlI+sD7msWTVfZPFrpuUVbj1Pt8cORrcLQ/vzgkS/S7ue5Xdd/Y1y0/qulD5Cjdms9OoOkr/C1Nzk9kjDAaFUEhGfhMoT58deBXGKCMAjV7YAIK3wJSLc26tpdOW1RyLZUYBGjalRtSx8fs8leOCKZvhgWDdL9ffRHRfik7vs28bdIujgHPXI3Mk2o1ZmmJerO5YEvzsM/iY/UX6vUbV0a5Tyeb5eAAAgAElEQVSN+tnRWaYboeR2sPI4TE2nsmBBt3erhFJJRFdcR736QeQDEiIaVuimkrq3VxNsera/4d/tRTdF5VJLSABa1qqIh/o2B6n8KWZc2qwaLm5S1XLZWh64ohmqlEtHh/qVk76HYxw8JqWOKpVNx5rR7uflV9OrZY2krntiUKvI52R1x4WNsg3/drnOqNgpdpVcwl0WiSx1sMnWcSIc62wrPiuThvxHJcpKhZf6JpRKIoKqnuI6cA+qJT5hmlAtVtM5P8keaWjXBpGwNiUNsNp/UMvGyl9DU0QAg88uOdlYOepKVCrrPPfP8if62Dr/9Rs7Oi5TqTIhRGjXYJhF9VnF6PnsHDMI7w8zTznx898HOi5fiza1teLEV1eZOp8UIfZ9MVIYXm2n63jAaEHDmbWXxwa2glYteLmQMtxKQo0PnZ5eEc1rlke9KmUxckCr+PNdkOmWi6SFMs1qVsC/f98Fsx/ugQf7NMdrQztYuj5mJqH6rN0LIxmcmFyM2DlmkKXz9Kp2zp8vNzzfjdlLUGYdW5nh1WHZSb4UYbVydGlYBZ/dfTEayesb1HKqAzOIYp+V35sC+ZHlN1FT9NNUVWKUhHYmoSTZcxM9n0S5jDR8/2hvXTOMm12KEAJ9W9dE0xoVkJGWgiEdEi/GAYwb7NNXO1+1em2neBneurmT4/saoW33dl4ENyJ7IjMJx3eKb0tmnYadUWAyq6rdaAsKXqrRMukpcVE70XIp5rO6zvy27VsZTPituLysg1AqCcVxXVRUFD2mOadipvvpjPV8Elbo06pm0mU6HXGkGPgkqngUIz+gXfwioa8fcD8Dp96LaFZTipIIQwgs4F1nWhw7lbCEWeLCMITNKh2q2bugDjMlCnY2pJXSSMkrM/HfWFh9nbgUbZma70mUYJVQKolo7qaoyURvlO8Gf+ieE/lcTbPC0+oIr0P9Svjojgstl+lqZxT8O+4bXufMidzfhcblxxqaIJ59UO3tGk1Hm5URNYWq66RTA3tmx2T2zrBaBzXlKEg7+9A80q9FTBlW93kp5HUS8aOMIQl2drLKI/2iD+HKNrEzgkR9hTrhX7LTSycv3Z/7NkfdytFQQLN7qf9Up1ImZj9sbN+3i1/Tfau/zyle/Bwz2a22M8B9B6Xd+7ml/D6+60I8e01bAECLWvrOeCPRiIB/39Yl4phWn/f5ny7BdhvO9bIW8iLFl+9DOL78r5F82v6mkUt5qvQoOUpC81za1PHAJ2H7fPN4bjsk8+7fd0WzpBpsTrUsVCuf2BzltyM3kSXFSk4mI5mtbBQTVfrWHsbcP19u6BNSjv/JIIljsiRhbTK9h59mG7WPKzsrA7de1BAbnukXSTFhtbkRCHUrl42Egqo7TCLS3WPc8F4+Z3S1fI3Ni65yIQ+cESVISfg/z03UWcSO8OL/3suHzXfUeLXg0I2Q1mRI0+TnIiJ8+1APLFZtYvPWzZ3wzYOJfSKXNUv8LBIt4tLSuLpxiOWlTaVV7ma+M2X3sTsvbRRzXGv2VLczOxsLPdinORpXy4oLuqhTORMrn+xr/UYucXHjqBxKWy2XkWZbUUUyH4fE1uqlX8eobrT9jZd1UWKUhN5z+PxPyacB79+mFobrLEoBotudDtRx0uohmZviefe2rsmKFwqUdlc5gd3WmzUrwHt/iK+/5jUroI7KxDagXW20rFXRFXuTm6/Zmzd3xuyHLzdNRFlVVgZNa8SmCde2dfUCN7XjOlHH0LpORcz9S88YJf/6jR3xt4GtHJk5lzzWGz+5qGRsm7w0/ybb/B4f2Aov39Aejatn4f7eTZO7CYAL6rm3eDSa+j+B49q1EhPj227bRNQTwLMA1gOYLISYb+/6+GOdG0bD5drXq4SWtSpgyvJcS/cbf2tnPRkBSKF4P/7tioR7FkRDJkXStuIgnNgXNqpqa9YR1HhNPVJ3YnNd+vgVls5THNdumP3LZqSiaY3ymLcpz/a12uf4xKDW+OiHXY5la1mrQsQskV9QlPT9aleyn3gRSKzUrI6GlfOcxBlMvecSdGogJdqb++eeAICxc7clcSdv0G5wlvB870SxpiSIaCKAwQDyhBBtVcf7A3gNQCqAd4QQY0xuIwCcBJAJwFpPrsIosmXRyN44fPIc2tWrhJW7jlhWEomwFELqYqfidVy1Un339GyC+3o3xYn8Qtfubfb7szJScepckfEJ6vuobctys1/3dD8UFQlUshiF4kTpJrMfRqIzL2kqmVj6trYeJq1V4LGri9V1ZJ1tzw/QpHAxv3r8LZ1w90c/xRzr7TDNhbrEGFOtwflGx62GoJrhpv9f/Vt6NK+OBVsOOL+n/K/Ruph4c5PjIg2xOpOYBOANAB8oB4goFcA4AH0hdfrLiGgaJIXxgub6YQAWCiG+I6KaAF4BcLMdQY3qoG7lsjERPm5gtb7V5+k9SisPzo/EhepyGmSXs+XYA5zZO/9vxKVYk3sUD09ZndT15T1Y9W1EZGboYgfSpk4lw1XmRrVq9nj0RLOydWzcJk0JHmn/trXRomYFbN5/InKstQspQcyw/N5R7L/J4d5DVr8fetZFO3Iq72lY/C2ARZ+EEGIBgMOaw90AbBNCbBdCnAMwGcAQIcRaIcRgzX95QgglkPcIAPtbToU0CgGQm5uNNqe3wYwbHZOtKvJJgTXILodrO5nn23cDV5RtSN5LKdtwk5jvv5f3OdYbWXZu4M0OdNoZldX21aeV/ozDtf06FHOTgwdm9r5pN/TR48nBrS2XpZUz2TQssffQPBsPG68Tx3VdALtV33PlY7oQ0bVE9DaADyHNSozOG05Ey4loeWFh1CQSgoWhcZBq6GnHRKEeHYdowOAJSf++JK/Tu8zqC+RmSLNTHunXMqbNPzOkLXaOGRSJbkohIKtMGqb88WJM+H28fy0RltJda00aFu/9zm1dI4kr1QxqHw0EiblXkhU+oF0t3NitAZ6w0WE7LDKCk9fWziwhDG3RyVxe75ca/iYhxFQAUxPdVAgxAcAEAKjUoGXkflaq1fGDt/nk1Z3KhY2SS7HduFoWBrev7Uo8vVejCUcvhJ2TA99PQv5gQw5tR/qPGy6wXa7RACM1hVBcpARFKP4v6dxB7SUHdDeTtN9meD020RsBl0lLRZPqWfj5wCl9mWwKVSYtFS9c2y4J6YJFUf6pKYSiYv3Zmt6anfdu74qcqgYBHB4+UCcziVwA6uFCPQB7nYkjoZe7yeuUDJryLZ2XU01a3NWwahayyqRh55hBMfZnvfvUrBhraUtLTcEbN3UyXRyYTOqARFj5iW7M3pK1rdpW2CbnZ5Wxtqo2Et0kd9of3tEtbg2DEY/2b4m//6Zdwq0s1ST6jV/c0x0jejWN8ScofYbTR2MtSV3cRQ5LNSrHyDnrfNQw/y89cWO3Bjr3dnZfdVXYrRVlMPdPkwGF3oCvV4sahlF+YXBc67EMQDMiagRgD4ChAG5yRSoVmekpyC8oRps6FbH8lyPo1aI6ymXoi+13NsirL6iDOpXLoktD6zbhZMMHrWDJhJDk/Rb+tVdSe4cHbU1bM/pKw/aiReu4vqxZdWzad8LwfDU3X9TAtaSTSr23rVsJbTXZjpUO1Q/zq5NO2k6n5Zbi0yOnWlZk0WJQaOtCeXbaRZOAjTrwsa+zGgL7CYCeAKoRUS6Ap4QQ7xLRCAAzIUU0TRRCrHdDKCHElwC+rNSg5V2Z6anILyjG8Mub4PrO9dGunvvpOKLl2jufiNDVILWxl3RuWAUP9mlm65r41NWJUddH/exyMNpJ2KzelHL/d293HD511kKp8nWWz9SWF3ulnY5br2OznirCATbanZLHzWn0SzLmWzc6ceWe+nXt35DCTAFam2Wbn2TlnTC/v/l9vHg2hrJYOUkIcaMQorYQIl0IUU8I8a58/CshRHMhRBMhxPNuCaVvboKnCiK2fF+KSZqm1cvrppkwE1uZwVSRI6ts6UNHaw+kizvUr4zeLc3XCvg1OFISy2kJi+ParP0VyFoiQxvS6mIZERzF4rv/Ejn9zWrMnrGVwWKMuSnBT9XuJmhFGSZas3O1SwlOrRDKtBzqVOH2RvdBv97G3H+FvZG/GckosXt7NcFbN3dCvzY2FnUZlPPFPZdYTmGcLF6OKg133HNBGbqBWQDCuUJJSaSnOZ1JhHwkpMPXD16Gl69v78q9nJqmezY3X1iobg5aZ7NZzWubkZGcvVrUwM4xg5CV4XwHykSEUknobzrkfaP2UsU42WA+bmppUBVmHVVaagoGtKttqzNTTDXaOPyODapgeA93s5u6hZNWEp3iW8+P5KRcozb9z98aOzQVH0UPCwkLnRJv0nDzHYzey2qH3aR6edzQxcjoaQ+zkHUrj7xB1XKme9Gb/SYlBN5Mhu5ygsjOFv2d512Cv9iZhFSRfpqAvCwqmd/RpWGs3+MOixE3Zlh5MWtWzMRX91+G536jb56J3Eunsf/hkhzD878ccaltn0oirPyeT+66CLMe6mH4d+VFs5Np1QvamkS6dW5YBWtHX4kr29RyVIa1dRLWK8JyCLfOLSN+irjyLRdvGzcCSPTafcze2zo/4JkhbdDPwrPr2aIGNjzTz3A7Vz8JpZJQY9SAShrNakqrOEf0sp9t8vUbO8ZsEarNGqqQbB19OeJS/T+QlEm0TJr9Ke3oq9sYpqNoV68SLqgfnzkz2bxEVrm4SVU0q6lfd0ZlWpXDz0SNFTzYulcPqzPYz/90CR7tr29+NNoDxEmQgBPKZaTi+0d7ubpJD8FcMah/1+8vzomkxdGbmamPWY3K85pwSKGBiK4CcFVWHVWHamnk45lIjqmYmW7YaSaibEZqnPPLMaq6MgoIKOmK2S5BdVxBNFs3V1ybmUSM0vHHlqNfA26n8QCkqKR6VRJvXuW8zMTneJ3U0y1COZOI2eM6EkOduNar6sQdn0+43aEFmWTMbtHKC+coC6wDtZjMtca+paTFCD163WK6HLWUqdmqMwyDPjMlZyafX7L7UUwoZxJqzOKqtShTyJa1jE0KpmWFoVW6gJVtPt0kqWoLSVUP6x717+i1MS/3DjbCjyANK2VoR7q1Khk7auPub3D7iI9RdaxH8+q4v3dT3K56Fl5ht2Yf6tPc3v11fritLLBJPnovW0wolYSeuclqJSz8ay9kW9kLwrx8R9cHBRFhwq2dde39WqxMdf2uhdj9m70vfUiHOhh1VTQ5nN5j79nC2h4KQWwe5XUZmSpf1Lu3dXG8n4QRqSmEh69s4cm9nWJ7RmtjxFRSwpDDb26ySf3scsjycQ+CsHFlm1qoaRKaZ4eSqSv9NRm5QbLZVr1Gvf3uFa1qJjV4cmPCeJ0PqeaTwXz1uJXrQzKdTkAolYSaaAhsyV4nETbsrio1vVcy5btd237vx+EhfrR1KyU0qOq+2VJxGpdJTzwAVNrINR1dXF1ss2qTfRR+z4q9JPRD7iBCYEv2I3WPIBt3EB12WJ67H8n77CgiKzvfKVRMsC/8Gzd1xOKfD9naTdJpO3Rytd2y7dSrG++XH27UUCoJxSdRXu2TCMsbXEqokOBlBhLX+QX1KmF17rGkHP5hHF05GcEnc6lRfp6wzCQAKV26Vef927d2jmxxanT/yuUyMLBdbYO/hg8rj0J9ivpdUNY5GKWcSrQYzw5eNplQmpv0cjf5kpbjPLI3xe157DNum5vsRMEZEcbdD4PmsmbVLa8r6NemFur7HFlnF7uPONkmQQSMv7Uz/ty3ORpVS7wdarLccpG0V0a6h+9zKJWEGhFdKOEbPGvxnmY6q8bdUBuOTAtOZhIhnBmZcT618bIWk+DpJeFMtk0IAdStXBb3XdHM05bxt4GtsPX5Aee3klDwo1ErJhgrq0QZOHoo9bPL4btHenpx6xKDVrG0q+tPKnygZIR5uzWzv6FzPUvv9CCVGSyZFenSddbXSein5bAHEXmqIIASpCT8IDM9FTvHDApthlO/sdqRJPsue9243aJu5bIY3N7cju5Gn/vRnRdi+n0GebRKKi709E7rNi01BffICQjN2rTaBDpqsLR+xpIJMtkIqBISTxlKx7UaL7c2ZMxJVOdOn0mqi04AL/1Ji0b2BgBc3OQXPP7FOt1z3Pgllcqmo5KPswmnfHX/ZThksNtgCZiomHJ790ZJrQAvLVkb1IRyKKfeTyLqkCzhra4E4nWV16yYiccHtoqkFXcjtlyR+esHLjPcgU6J/9cz72SkpRhuqHTzhQ2TkikRJbVfaV2nou4OiUD4fpMf8hilA7IVFhvCbi6UMwllj+vKDVrepRxzq+4Wy6NCJjF+OGPv6tEY7yzc7vp9W9WuaJg5t1ODKpj1UA80rREfdbLluQFJlceDmJKBtZBW+89y4zP9kZpCuPujFUlIFW5CqSRiUMxNLr2DdWws4mGs4cUoLdkssFYx21fCCmZOd8ad99XNdmXnVtbbUvQ8qxFUJZFQmpvURFJAs1fCdzo1NE8UGO0IwmNb8KudNLSxb7ER58PkI+iwZi/vFb2ne3dt6EEqFKeEfyYhcz68UIno0bw69h0941t5bmzxaAf1CI4fd8kmbIM6L7Kzvnhde4z5ehOqlHO2U2C3nGy0r1cJl7eobujjCZISoySc8tndF2PdnmNBi+GID4Z1C1oETygN9vxS8BNcJazhnWZtLS1FMqxULGutW7yiVU1c0aqmY5ky0lLwxODWiU8MCN+UBBGlAHgWQEUAy4UQ71u5zi27ZJec7FBsKl6aCFO/GLZoGjsEJfqg9rXxmw51Ayo9MX4rmibVszBqcGsMvsCb3FJ3Xur9pkpeYElJENFEAIMB5Akh2qqO9wfwGoBUAO8IIcaY3GYIgLoADgPItSsoj9TCizeOa7vZN6V/09OCaSglcTY07qZOnt3bVXOTG05wK8UQYZhHHbnZ/vZhnXUpWJ1JTALwBoAPlANElApgHIC+kDr9ZUQ0DZLCeEFz/TAALQAsEUK8TUSfAZhjpeBoqvCS9xI65cnBrZGd5czeWZJwomxqVczEiF5NcV3ncG5Qo8fTV7fBczM24sJGpXeGG7YZ3vnXizjHkpIQQiwgohzN4W4AtgkhtgMAEU0GMEQI8QKkWUcMRJQL4Jz8tcioLCIaDmA4AGTVbqLadMiKpKWLOwKank4b0R0z1//qW3l6jzaZHDZ/6RfOLTCNaFy9PCb+oWviE5lSTdgHwE5CYOsC2K36nisfM2IqgH5E9DqABUYnCSEmCCG6CCG6pKVFdVi4q7F00b5eZTzST3/VsRq3TCyD2tdG9QplcOvF3qxoZoIjLIO7sM1oShJOHNd6j9/wUQghTgO4w9KNVZsOcVqO8OP0/atZMRPLHu8Tc4wfd+nASecchkWayVKalJITJZELoL7qez0Ae52JYwz3GQyTmNkP90BqSvBrZN3sjN0wxyhhrSN6NU1wJqPFiZJYBqAZETUCsAfAUAA3uSGUOndTadLIDOM1TXU2cwqSsGRFLZOWahph5DalaSZsachBRJ8AWAKgBRHlEtEdQohCACMAzASwEcAUIcR6N4RSZ4F96qrWSKHSVemlBeWRhCEENig+vvNCDO1aP/GJDGNAqQiBFULcaHD8KwBfuSoRYmcSyeZ1Z7ynhPTjnnJJ02q4pGm1oMUILU6Ufbi7TnNCMoFyhfMmLQcTz4vXtUNmevLZK6tmlQEAlEkL3gbOhBM3zE2lfTAS9hDYUCoJdXQT4x2/69rA0fUvXt8ePZpXR/t6JWc3NcYfwt3teU9pUmyhHAIKIb4UQgxPTS29OdpLA5XKpuOmCxuUGP8B4x/1qkgpr6tXyAxYkmCwMoFqkC3VUc8W4cv8qoZnEgzDuM6wSxuhcfUs9G5ZI2hRfMXOcKlh1SysfLIvKjtMNe41PJNgGMZ1UlMIV7Sq6WyWWQKdv3ZFrpKVEfqZeCiVBMMwjEK4u1B9Qt7v2yKUSkK9ToJhGKakUZpCYEOpJNjcxDBMSaQUTSAihFJJMAzDhH0lsh4lT+LEsJLwgXIZPCNimGQJu2NXjxIosiEcAivTpWEVT+478Q9d0CxkSdcYhvGW0uSTCKWSUOdu8qO8Tc/2R1qKN6q/d8uantyXYUo7t16cg2U7j6BJ9aygRbFMKZpARAilkvAbJ/mLGIbxhqsvqIOrL6gTtBjnPeyTYBiGcYlSZGWKwEqCYRiGMYSVBMMwjEuwT8InOMEfE1YWPNIL+YWcCYA5fwjlTIJXXDNhpUHVcmhek0OamfOHUCoJhmEYJhywkmAYhmEMYSXBhIqH+zZHemppdP8xTMkklI5r5vzl/iua4f4rmgUtBsMkRY2KZQAA5cqUHn+qb0qCiC4DcLNcZmshxCV+lc0wDOMHTw5ujU4NquDixlWDFsU1LJmbiGgiEeUR0TrN8f5EtJmIthHRSLN7CCEWCiHuBjAdwPvJi8wwDBNOymWk4YYu9Utk5lojrM4kJgF4A8AHygEiSgUwDkBfALkAlhHRNACpAF7QXD9MCJEnf74JwJ0OZGYYhmF8wpKSEEIsIKIczeFuALYJIbYDABFNBjBECPECgMF69yGiBgCOCSGOJy0xwzAM4xtOopvqAtit+p4rHzPjDgDvmZ1ARMOJaDkRLS8sLHQgHsMwDOMUJ45rPaObaRJEIcRTiW4qhJhARPsAXEVEnZMVjmEYhnGOk5lELoD6qu/1AOx1Jo4Ep+VgGIYJB06UxDIAzYioERFlABgKYJobQhHRVUQ0oaiIE6kxDMMEidUQ2E8ALAHQgohyiegOIUQhgBEAZgLYCGCKEGK9G0LxTIJhGCYcWI1uutHg+FcAvnJVInCqcIZhmLAQytxNPJNgGIYJB6FUEuyTYBiGCQehVBI8k2AYhgkHoVQSPJNgGIYJB6FUEjyTYBiGCQehVBIMwzBMOAilkmBzE8MwTDgIpZJQzE1paWxuYhiGCZJQKgmGYRgmHLCSYBiGYQxhJcEwDMMYEkoloTiuCwvZcc0wDBMkoVQS7LhmGIYJB6FUEgzDMEw4YCXBMAzDGMJKgmEYhjEklEqCHdcMwzDhIJRKgh3XDMMw4SCUSoJhGIYJB6wkGIZhGENYSTAMwzCGsJJgGIZhDEnzqyAiagDgDQAHAWwRQozxq2yGYRgmOSzNJIhoIhHlEdE6zfH+RLSZiLYR0cgEt2kOYIYQYhiA1knKyzAMw/iIVXPTJAD91QeIKBXAOAADIHX6NxJRayJqR0TTNf/VALASwFAimgtgnns/gWEYhvEKS+YmIcQCIsrRHO4GYJsQYjsAENFkAEOEEC8AGKy9BxH9BcBT8r0+A/CeE8EZhmEY73HiuK4LYLfqe658zIhvANxPROMB7DQ6iYiGE9FyIlpeUFDoQDyGYRjGKU4c16RzTBidLIRYB+D6RDcVQkwgon0AriKizg7kYxiGYRziZCaRC6C+6ns9AHudiSPBaTkYhmHCgRMlsQxAMyJqREQZAIYCmOaGUJzgj2EYJhxYDYH9BMASAC2IKJeI7hBCFAIYAWAmgI0Apggh1rshFM8kGIZhwoHV6KYbDY5/BeArVyWCNJMAcFX5Ok3dvjXDMAxjg1Cm5eCZBMMwTDgIpZJgnwTDMEw4CKWS4JkEwzBMOAilkmAYhmHCQSiVBJubGIZhwkEolQSbmxiGYcJBKJUEwzAMEw5CqSQUc1MRm5sYhmECJZRKQjE3pbK5iWEYJlBCqSQYhmGYcMBKgmEYhjEklEqCfRIMwzDhwMmmQ54hhPgSwJdVGra8K2hZGIYJjoKCAuTm5iI/Pz9oUUJJZmYm6tWrh/T0dM/KCKWSYBiGAYDc3FxUqFABOTk5INLbDPP8RQiBQ4cOITc3F40aNfKsnFCamxiGYQAgPz8fVatWZQWhAxGhatWqns+yWEkwDBNqWEEY40fdhFJJsOOaYRgmHIRSSXDuJoZhwkz58uWDFsE3QqkkGIZhzncKCwtjvhcVBWNZ4egmhmFKBE9/uR4b9h539Z6t61TEU1e1MT3nmmuuwe7du5Gfn48HHngAw4cPBwD8+c9/xrx581ClShVMnjwZ1atXx9ixYzF+/HikpaWhdevWmDx5su49T506hfvuuw9r165FYWEhRo8ejSFDhmDSpEmYMWMG8vPzcerUKYwaNQpPP/00ateujVWrVmHDhg2u/n4rsJJgGIYxYeLEicjOzsaZM2fQtWtXXHfddTh16hQ6deqEf/7zn3jmmWfw9NNP44033sCYMWOwY8cOlClTBkePHjW85/PPP4/evXtj4sSJOHr0KLp164Y+ffoAAJYsWYI1a9YgOzsb8+fPx9KlS7Fu3TpPw1zNYCXBMEyJINGI3yvGjh2LL774AgCwe/dubN26FSkpKfjd734HALjllltw7bXXAgDat2+Pm2++Gddccw2uueYaw3t+++23mDZtGv7xj38AkEJ9d+3aBQDo27cvsrOzI+d269YtMAUB+OiTIKLWRDSFiN4iouv9KpdhGCZZ5s+fj9mzZ2PJkiVYvXo1OnbsqLsuQQlFnTFjBu69916sWLECnTt3jvMrKAgh8Pnnn2PVqlVYtWoVdu3ahVatWgEAsrKyYs7VfvcbS0qCiCYSUR4RrdMc709Em4loGxGNTHCbAQBeF0L8CcDvk5SXYRjGN44dO4YqVaqgXLly2LRpE3744QcAQHFxMT777DMAwMcff4xLL70UxcXF2L17N3r16oWXXnoJR48excmTJ3Xv269fP7z++usQQgAAVq5c6c8PSgKr5qZJAN4A8IFygIhSAYwD0BdALoBlRDQNQCqAFzTXDwPwIYCniOhqAFWdic0wDOM9/fv3x/jx49G+fXu0aNECF110EQBpdL9+/Xp07twZlSpVwqeffoqioiLccsstOHbsGIQQeOihh1C5cmXd+z755JN48MEH0b59ewghkJOTg+nTp/v50yxDiiZLeCJRDoDpQoi28veLAYwWQvSTvz8GAEIIrYLQ3icVwFQhxJBEZWY3bFIY/oMAAAkLSURBVCkO/7LJknxhImfkDADAzjGDApaEYUo2GzdujJhhGH306oiIVgghurhxfyeO67oAdqu+5wK40OhkWcn8DUAWgJdNzhsOYDgAlK/dxIF4wfHSde3RuHqwdkSGYRg3cKIk9JKGGE5LhBA7IXf+ZgghJgCYAADZDVtZm+aEjN92rR+0CAzDhID33nsPr732Wsyx7t27Y9y4cQFJZB8nSiIXgLo3rAdgrzNxJIjoKgBXVajT1I3bMQzDBMLtt9+O22+/PWgxHOEkBHYZgGZE1IiIMgAMBTDNHbEYhmEkrPpNz0f8qBurIbCfAFgCoAUR5RLRHUKIQgAjAMwEsBHAFCHEejeEiib447V+DHM+k5mZiUOHDrGi0EHZdCgzM9PTcixHN/mJytx01/E9W4MWh2GYgODtS80x2r7UzeimUCoJheyGrcThXzYGLQbDMEyJwk0lEcpU4cqmQ0ZL2hmGYRh/CKWSYJ8EwzBMOAilkmAYhmHCQSiH6orjGkA+EbkSMeUx1QAcDFoIC5QEOUuCjADL6TYsp7u0cOtGoXZcE9Fyt5wvXsJyukdJkBFgOd2G5XQXN+VkcxPDMAxjCCsJhmEYxpCwK4kJQQtgEZbTPUqCjADL6TYsp7u4JmeofRIMwzBMsIR9JsEwDMMESCiVhM29s/2QZycRrSWiVUS0XD6WTUSziGir/G8V+TgR0VhZ9jVE1MlDueL2Hk9GLiK6TT5/KxHd5pOco4loj1ynq4hooOpvj8lybiaifqrjnrULIqpPRPOIaCMRrSeiB+TjoapPEznDVp+ZRLSUiFbLcj4tH29ERD/KdfOpnEEaRFRG/r5N/ntOIvk9lnMSEe1Q1WcH+Xhg75FcRioRrSSi6fJ37+tTCBGq/yDtkf0zgMYAMgCsBtA6YJl2AqimOfYSgJHy55EAXpQ/DwTwNaRNmS4C8KOHcvUA0AnAumTlApANYLv8bxX5cxUf5BwN4C8657aWn3kZAI3ktpDqdbsAUBtAJ/lzBQBbZFlCVZ8mcoatPglAeflzOoAf5XqaAmCofHw8gD/Jn+8BMF7+PBTAp2by+yDnJADX65wf2Hskl/MwgI8hbSUNP+ozjDOJbgC2CSG2CyHOAZgMIOF+2AEwBMD78uf3AVyjOv6BkPgBQGUiqu2FAEKIBQAOO5SrH4BZQojDQogjAGYB6O+DnEYMATBZCHFWCLEDwDZIbcLTdiGE2CeE+En+fAJS+vu6CFl9mshpRFD1KYQQJ+Wv6fJ/AkBvAJ/Jx7X1qdTzZwCuICIykd9rOY0I7D0ionoABgF4R/5O8KE+w6gk9PbONnsJ/EAA+JaIVpC0BzcA1BRC7AOkFxdADfl40PLblStIeUfIU/aJihnHRB7f5JSn5h0hjSpDW58aOYGQ1adsGlkFIA9Sp/kzgKNC2otGW2ZEHvnvxwBUDUJOIYRSn8/L9fkvIiqjlVMjjx/P/VUAfwVQLH+vCh/qM4xKwtbe2T7RXQjRCcAAAPcSUQ+Tc8MoP2AsV1DyvgWgCYAOAPYB+Kd8PFA5iag8gM8BPCiEOG52qoE8QckZuvoUQhQJITpA2tq4G4BWJmWGRk4iagvgMQAtAXSFZEJ6NEg5iWgwgDwhxAr1YZMyXZMzjErCs72zk0UIsVf+Nw/AF5Aa/H7FjCT/myefHrT8duUKRF4hxH755SwG8G9Ep7yByUlE6ZA63v8IIabKh0NXn3pyhrE+FYQQRwHMh2TDr0xESs44dZkReeS/V4JkogxCzv6yWU8IIc4CeA/B12d3AFcT0U5IpsHekGYW3ten244Vp/9BSjq4HZJTRXGotQlQniwAFVSfF0OyNb6MWIfmS/LnQYh1bC31WL4cxDqEbckFaZS0A5KzrYr8OdsHOWurPj8EyU4KAG0Q61jbDsnJ6mm7kOvlAwCvao6Hqj5N5AxbfVYHUFn+XBbAQgCDAfwXsY7We+TP9yLW0TrFTH4f5Kytqu9XAYwJw3skl9UTUce15/Xp+g9wqRIGQora+BnA4wHL0liu1NUA1ivyQLLvzQGwVf43W9WoxsmyrwXQxUPZPoFkWiiANEK4Ixm5AAyD5MDaBuB2n+T8UJZjDYBpiO3kHpfl3AxggB/tAsClkKbdawCskv8bGLb6NJEzbPXZHsBKWZ51AEap3qelct38F0AZ+Xim/H2b/PfGieT3WM65cn2uA/ARohFQgb1HqnJ6IqokPK9PXnHNMAzDGBJGnwTDMAwTElhJMAzDMIawkmAYhmEMYSXBMAzDGMJKgmEYhjGElQRT6iGiykR0j/y5DhF9lugaB2V1UGdgZZiSDisJ5nygMqSsmBBC7BVCXO9hWR0grT9gmFIBr5NgSj1EpGQ43QxpUVwrIURbIvoDpKyZqQDaQsp3lAHgVgBnAQwUQhwmoiaQFlBVB3AawF1CiE1EdAOApwAUQUqg1gfS4qWyAPYAeAHAdACvA2gHaZXzaCHE/8ll/wbRla8fCyGe9rgqGMY2aYlPYZgSz0gAbYUQHeTMqdNVf2sLKZNqJqQO/lEhREci+heA30NKyTABwN1CiK1EdCGANyHlzhkFoJ8QYg8RVRZCnCOiUZBW4Y4AACL6O4C5QohhRFQZwFIimi2X3U0u/zSAZUQ0Qwix3MuKYBi7sJJgznfmCWlfhhNEdAzAl/LxtQDay9lWLwHwXykdPwBp9A8AiwBMIqIpAKZCnyshJWb7i/w9E0AD+fMsIcQhACCiqZBSbrCSYEIFKwnmfOes6nOx6nsxpPcjBVLO/g7aC4UQd8szi0EAIltcaiAA1wkhNscclK7T2nrZ9suEDnZcM+cDJyBt9WkbIe3VsEP2Pyh7HF8gf24ihPhRCDEKwEFIKZi1Zc0EcJ+8KxiIqKPqb31J2kO7LCTfyKJkZGQYL2ElwZR6ZJPOIiJaByn1t11uBnAHESmZgJVtPl8morXyfRdAyhQ8D0BrIlpFRL8D8CykLTHXyOc9q7rv95Cyt64C8Dn7I5gwwtFNDBMAcnRTxMHNMGGFZxIMwzCMITyTYBiGYQzhmQTDMAxjCCsJhmEYxhBWEgzDMIwhrCQYhmEYQ1hJMAzDMIawkmAYhmEM+X/rSNm2q+zssAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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i78QwTNzgSSWhhpkONCTFhqVzmTvqz32aWjiLj5Png6anWOuI3JPncTDvgq02/KOwg3kXcLEofs1nDMP48KSS0JpxHQmnig6Z7ayTLTrIw84b46FEr1cWoefEhVi47bDhY0a8sxSZY+cElhOIUFhcgp4TF+LRmevdEJNhmCjiSSURydx0f99meP/WLqrbAPtv5GY661rpqY6ZifzN/LTjKH7caryjdpq7pq/Bmr0ndPfZdeQsck6cx/rcUyHrj58rwBNfbgAAzN5wCEdO57smJ8Mw7uNJJRGJvw5siYFtwlN5q02ei9SBjxuehck3dQ5RDFqO60ubVA9bN3ZwK/0TmGD68r0AfDO1x3ysn/vp+02H0PXFBa6ZdJQRWEr6v/kTer+6SHXbV+sOBD53f+lH7DisX+Uvv7AYhcUl5oVkGMZ14lJJRMLMm33nRlUxtH3d0OM1xiIP9GsWti4xwbmJd9OX78Xi7UfC1h/Iu4ArXluEx/67HsVSAqvnZm3GsbMFpmpXnDhXgE0HTkXeEc5mwt1/XH3+x8lzBdhy8DRaPfM9bpz6i2PnYxjGOTyZu8kqVhP6Acaim6LhM1i1J9TMU1IicPu0Vdh3/Dz2HT+Paztn4NKm1QPKwmi9DAC45t1l2Hf8fCB31P7j53HkTD66ZoYXZnLyqyaovIq8t/g3vCJLV7J230nnTsgwjGN4ciRh1XEdOF7W5devUs7wvsHzq++r1R872aEqM91+uHRPIH0HEDSpFUk7mhnF7FO80V/+2iJcN2WF6r5OjiTUlOsrnM+KYeICTyoJq/Mk1AYSlzUzX2FOa8QQjZGEMtPtziOh9vwDeRew/LdjyJNCZ9VmmUfijo9WYdKPO3X3cVRJKJbVTGoMw3gTTyoJu8j7tyHt6upuV8PsjGsnVUexYiiRdz7UgfzYFxvwseTgBoASC/7exduP4s0FOwLLb6soDCdnnW/7PajoFmw5jDs+Wq26H5ucGMZ7lColYcsnETIBL3bzFZRpLeZvCQ+FlX9PszU21HhjwY4QkxYAbD54Gplj52B9Tl7Y/t9v+t1U+xO/24aNuacw8bttmLdZ+9hR7y031S7DMO7jeSXhQB9oGq2RhlaH7KQV6siZixH3KSqRV+tz5gIdPxt63sU7fCahH7cexpq9JzB00s+BUNU//Xut6favfW8Zpvz0m2oYsZzMsXPwg4piZBgmNkRVSRBRBSJaS0TDonles2j1+dr9cXRHHvL5IJ+vzsGDM37Fx8v34rNV+y23uVERGpsohSQVlQiM+3YzNh88jZ2Hz0b0ZWhRWOyT+RsDCQD/yPXBGcYzGAqBJaJpAIYBOCKEaCtbPwjAPwAkAvhACDExQlNPAJhpRkAzb+lWnLhut2+HbBVTT3JiqMBvL9wFAPgm29f5ju7eMGT7y3O3IqteJYzoWF/3XC/N3RqyvGTHUQC+aKugwijB/hP2al7422UYJj4wOk9iOoB3AHziX0FEiQAmAxgAIBfAaiKaBZ/CeFlx/F0A2gPYAsBEuThrGI1CGtimNtrUq+Q7xsgBKjqCiFzL3jpy8rLw84Fw7qLx0OD3l+wGAIzoWB+10lM1zVnK0Fs5x6Rjrnl3OYa0C5/pzjBM6cWQkhBCLCGiTMXq7gB2CSF2AwARzQAwQgjxMnyjjhCIqC+ACgCyAFwgorlCCEdzMUQyzzetWQHDO9QLOF4fvLKFukKJdTpWHQqKS7AqQl4lNZbtOmbI36Fk8fYjIbO6524057S2wqjOGa6fg2EYY9jxSdQHkCNbzpXWqSKEeEoI8RCATwH8U0tBENE9RLSGiNYUFRWZclz3bu6bE9GpYRXV7T8+2gcP9W+huk2uLLSim7RE8apOKZLlQ7r5g5WW2tj2+xmkJEU3vqFSuSRk5+Rh80FjKUQYhnEPO0+/Wt8YsUsXQkwXQszW2T5VCNFVCNE1Kclc1pArW9fGlucHonPDqqaOU6JlPlJTWF5TEEfOBLOuNnvquxhKYh0CYeTkZRg6aanmPv9ZuQ/r9vO8CoZxGztKIhdAA9lyBgBHalfaSctRPiX66ahiXQdCzjWTfXMN1DLiWsXJtowgn8iXX1iMvPM+c5d8LsdTX2/Cte8uj7psDFPWsKMkVgNoTkSNiSgFwI0AZjkjVmzRDIFVDJSu7lAPA7Jquy+QCQ7kXUDm2Dn4g0ZOJiuczi9yrC0jfLB0T+Dz5a8uQsfnF2D2hoPo/+ZPWKCYQ1Gk53FnGMY2hpQEEX0GYAWAlkSUS0RjhBBFAO4HMA/AVgAzhRCbnRDKco1rG4RmgVVXE8r+aNLoTkhLTnQ0hYVTrCklKS78zvZNB04DAO5WzKFQpjFhGMZZjEY3jdZYPxfAXEclgs/cBGB4hXrB+g1upMowO+9By7RxRYuaTojD6DBNNrqQwyMJhnEXT6bl8I8kkmQjCScnskXyIaQkJag6r7XM30kO1bhmtCmQRWrJa2rvOXoOt09bhd1Hz6odxjCMTTzZu9mtJxEJPWfnHT0zUTE1dIDlNycZUVTNa1W0JRtjjuHvLMVPO45iwpytkXdmGMY0nlQSsfBJ+K1ZbetXDttUt3I5Sa7IzdyvUuKUcR8vRZgxTGnCk0rC7ZGEXofiH2X0aenzM8x+oJdsm3abG8ddhQ3jrnJGQMY0XgweYJjSgCeVhNpIwu0aD8r261Yuh70Th4aMLPQGEulpyaiUlhy2/q0bOjolIqODk5X0GIYJ4kkl4TVqpqcCAJIMvK76U2JHm+u7Gs93lBrlNBvRgHUEw7iDJ3sLt81NfoxO1p16WxdMvLYd6lSOnMD2Pyv32ZTKGv503pG4o2dmTAo5uY3WSGLVnhPYc+xclKVhmNKDJ5VETBzX/nOrrKuVnoYbFXUatOiQEZpcMFo1KIxG4d7QrYFj1eys0rel8/NKtEYS17+/An1fXxxYPp1fiK4vLsCpC4XqBzAME4InlUS0CKlrbcBcYaRvvbJ1LesC2cCoTT4xgWKuJKbc2sXxNo1GN3V78QccO1uADuPnY75OvW2mdPHBz7tDXhb8LNhyGDNX54QfwATwpJKQm5tqVfKZeFrUSXf8PKp9pU7/Wamc+eSB0eqPF283VvEtgYAnh7R2WRp9UpOcHyEmEPDw59n4dKV+CdeLRcFJed9tYiVRVnhxzlZVs+Pdn6zB419uiIFE8YMnlYTc3NSlUVV8ee+lePDK5o61b9XHmVG1PL7+c0/H5HASo2VFiUh1Lki0ufOyTEfbIwBf/3oAT3690fgx7OxmJPYcO4dvsg/gYpG7ftB4xJNKQkmXRtWQ6JFA+E4ma1V4zUnslVBRp/Nd7TgcTMvR9rl5mLxoV8RjEhXX4sjp/EBacib6nM6PnZ9o6pLdeHBGNt6cvyNmMniVuFAS0cCprtNrSkFJAgF1KtkrM65MW2IFpy/TlkOnA5/PXizCa/O2q+4nD/9VKszuL/2IbhN+wFfrcrH/+HlWGFHkm+wDaD9ufsyqEX62ymemtFLit7RTJpXEP27siJEd66GVip/D6WgkI63ddVljR8+pB4GQWaMChravC8CZDt+rqOXokvskPl+Tg8yxc7D/eNBUV1gs8MjM9bj8NV8dC8Y9Nh88haNSp/zTjqPSutOq+546X4gLBeZMQW8u2IHMsXOw/LdjYdsyx84JSRTpxysjbS9RJpVE89rpeOvGTiHZW6N9b/jfaBtVL49nh2dF7bx+JdiwWnkAwN29m1hqxyPWP13klez0uPy1Rbjm3WWq24qKSzDinaVYtP2Ik6IB8I14ynI9jKGTlqLbhB+QX1gcmKhaonE9Ojw/H62f/d5U+5N+3AkAuOmfxuu7x8N9HW08qSSiNZnODWL1yF/SuJqh/fy+Hf9LdlKi+aciNSkhLhLqZefkGd731/3q+67bn4f1uafw8OfZmsfuOXYOt3ywEucuGq/gd7GoGG2fm4cXZm8xfIyS/MJijHpvOTYdiI2Jxg7yUV6rZ74P3JfFKqM/+b5uz2+Jg9s66nhSScRyMl20UN6Mr13XHt0zjXX0atzQrUHknQDUr1JOVw4jTLimrX0fThS06WNfBEMb/VEr5ZLN3VOP/tenHPLOq3dOz36zCX1fX4ylu47hy3W5EEJovg0Dvhngi7cfwT7JxDV9+d7Q881cj7EqIZl/X7AjrCpfdk4e1u47iee/ta5oYoVyBJUoG0kIIfDC7C3YcfgMgNDyuUZMTrPWH1Q1JRkhgQi/7j+JZ7/ZhFe+34br31+BQlktk7KIJ5VELLHreL6kcbVABllfe+oNDsiqAyDoMP9D1wbokmkuckqOEVvqK6PaBUYAZn0v9WQpSapXTI27N65xs7agsLgERSXmHvgDJy+orl+77wRe+X4bPlkRTMPy7Deb0fhvc9HkSe1ijde/vwJ3fLQaPynmtXy38RD+9cs+fLkuFzOkyV1n8gtx/KzPZv+PH3eG1fdOsPhbeoGdClOgP9KsqETgyJmL+HDpHtz6oc9MJH+GCooi/37vGohs0yIhgfDyXN/v+t7i37Bqz4mAsiqrsJKQcCrLbFpyIqbf2T1sfY2KqSHLD6jUnejRpLrl8yYbyMuh9h2Nfu9rOwcTCJKJ44zittLZ9vtpNH/qO9MJGOUvvHJTx6j3VuC9xb9ZlkfZsd/7n3V45n+bQtb1emURurz4g2Yb/msWj26Nwf/4OWTZ/x2+2/h74EXt8GmfgpTPAXphTuRRk15JW72CY4BPWf2mqHK4/XdWEqWe2pVSI+8k4fTz5m/vihY18ZQ007l5rYqqDjI7cwdSzGZ2tfFFyacldOndvIa5Nq2LY4hjZ+2HNvpNSYu22XdiG+nY/UpJy3z1hGROW7vvpG15osGpC4UYMXkZpi8Lr1f+r198I7JVe0+gx8s/BtafLyjC1e8EgwqUoyk1inTMQ5EsBWrzsb7+9UDEc5ZmoqYkiKgPEf1MRFOIqE+0zgsA8x66HAsfvSKapwyDCOjdwtdxuhFmZ1pJSBgVJfTNl3SjQNY/dxU+vL2bifaA4R3qhSzf3dvZsOCcE+pmIzMIATw/ewvunL7a9LElJQJvS9E2AHAwLyjPkh36KVW0onp2x1l22x+3Hsb6nDyMM+FDmb9ZXylcKCjGzNU5ISMEvZHEit3HddtLoPDcZl6f++Q2hnoWIppGREeIaJNi/SAi2k5Eu4hobIRmBICzANIA5FoT1xpVyqegSc0Y1Z6W3WD+m81pHTGwTW00qVEh4n5dZT4PO/c9kbq5qW39SrjrssaoXC45otKqUj4lZPnpoaFhwE8NjV5YsFGKSkSYo9kov+w5jjcWBGfzyvMI3TZtle6x8rkdl01cGJeOasBaZ/uQSlRZh/HzcfJcAc5eLMLtH63C419uwA3v/4Jv1x8EABTpmBRv/kA/HHbasj04qQhSKMthyoDxkcR0AIPkK4goEcBkAIMBZAEYTURZRNSOiGYr/moB+FkIMRjAEwDGO/cVnMFtmzhB+ZAYO+EdPTMj7vPMsKywUNYOGeH5mdQUpZWvTQi/XjUqpmL2A70Nz/no3LAqProzONpIthCKG23sdBYXC0NNID/vDJ/gZYQDeRcwTWGuMWNOjTbrc/Jw77/X4tv1Bx3LPnzqQiFW7jmO2z5ciVV7TgDwmake+OxXAMDvp/MdOY+fWGdNjjWGlIQQYgmAE4rV3QHsEkLsFkIUAJgBYIQQYqMQYpji74gQwv+UnASgeVcT0T1EtIaI1hQVGY87dwqn7we5WUUtCiXSfAN/VbxIKE1Yz49oi//dd5m2XDa+KFHoOOLBK5tj7l96ae6vRd+WwbTq8uvwxZ8utSybm6zeq3wEtBFC4OzFIizbdQyZY+eEOUMjESmEUz43wu/g9SIjJi/Dd5t+xwOf/eqov+/sxWKsU5nbYiQSSS9EWY21+07ixLnIKVq2/37G8ATOeMJOTob6AOSJ2HMBXKK1MxFdC2AggCoA3tHaTwgxFcBUAKjSsFXUVLjrIwmSm5ucP5lSSaQmJ6BVnUqG5DKL8pAeTaoHUrpbRe4w7KozX6RahRRDD6wb+N9UjfD1rwfwyMz1geUVv+nbws0y7O2lgc8tasfIlBpDtPJqaYUsyyk0GQZdVCJw7bvLMKZXY6QlJ+KxLzZgzdP9wyIWB761BACwd+Lu7DIGAAAgAElEQVRQU+17HTtKQq170ezUhRBfAfjKUMNEwwEMr1gvPEzULZweQSwb2w/JiYSFW8MjYdTMNVro2Vf9CBHeXiTnuNnve0/vppi8yBfySRSq6JzopIymQ/BKNuBIyBUEoD6T2CmE8M2pWLPvJFrWTke9KuXw+er9qFu5HC53ONuuHYzcy0Z5cc5W1fVGQsGt1KHfe/w8nvlmc3D52LkwJeEnOycPHRtUUd0Wj9iJbsoFIJ/mmwHgoD1xSg/1q5RDrfTg27XcQGPm7T05SX3nJwa1CllWKoVIfan/MSFQxHDVF0a0QXpa8H2CQCHfobrGw2IGo/Mu4kRHhOGm8/Ng3gUM/PsS3PnRavScuBAH8y7giS83RnSIR5vzBe6bj42kmdELkTUKEfDC7C24/9N1AIAZq4LFrkZOVs8DFq/YURKrATQnosZElALgRgCznBAqFmk53DI3ybsGKy+T6RpZWu/t0zQkxYbaNDlduUxGWilLvb51Q8eIx8z8v0sx5RZjpUqNyhGvWTrdVBLnCopx8FTQWdtz4kLLbV0sKsZel0Jr9UJTncLI/bHEYtBAKIQPl+7B7A2HAABjvzJe7CreMBoC+xmAFQBaElEuEY0RQhQBuB/APABbAcwUQmzWa8cosUzwZyTFwV+vaoG/39DBVLtEwbbd6OfCzU3Gj1VTXmuf7q9oP9jgxaISXNm6dsR2uzeuhkFt62BMr+CcB635KvHa+RslXsIo//bVRvR5fbEjBYAeUYSvRqOm+L9/2Rdxn7+Y8C1pIb9dnZio6WWMRjeNFkLUFUIkCyEyhBAfSuvnCiFaCCGaCiEmOCVULEYSKZItU1mtTI37+zXHNZ0yIu4HqHfABAq+yUc63tBZws01kZzjcmWoFuIXYkIyacpS0qlh0D6rNV/FqI647dJMcyf3CCv3GI+MiiVLpbfs8xftv6B9pZiprBaN5DR5LmeJ9SO/XZX+J0DftLbn2DnMs6Awt/1+GrPWh1r0s3PykDl2Dg7k2Z8sqoUn03LEYiTx6MCWuLt345AcRU4ij24ywtqn+2P1U/0j7xg4ge6i9mFEYXJF6rCjEZ2lxqTRnXDTJQ0dP3dp5r9rckLCZS8UFIdkNc07X4Cnvt6I/ELfs6ZMGvjBz7uxbn8w7cfp/EJMXrTLdBhptCg0kADQCeTPgNqMeX/W4PzCYmSOnYO2z80LJCfs+/pi/N+/1po+56C3fg4bBX220ucLeWvBDmzRKNhkF08qiViMJCqlJeOpoVmW01tooT43IvJx1Sumqs6RWDa2n+r8B+XbvZnoJuVIYvJNnXWPdcMwFK8Oaa/z2BcbQsJlWz/7Pe74KOjQfn3+dvxn5X78T3rr9/8Ofh3w4pytuPbd5QEl8sK3W/DavO34USd/lRAiZvWqzWb5tcriCEWo/A70V7/3ldE9e7EIE+ZsccRp/k32ARw7exGZY+cERhb/XZuLIZN+xpwNhxw5hxxP1q6MRQisW1QulwzANyM5GFEkI1IUkkLH1K9SLuCwDnUmK81NxuQjhJu0UgyEETqNkdEJ6xF7nJE67mW7juNMfiHS05Lh709KAoEMwboOclo98z32ThwaqIOhNwv5wRnZYWaRaFHgYJitHm/9sFN3u9/8K88V9fGKfSGZhG/+4BecPFeIuQ/2Dqz77ehZ5BcWo0298IwJfh6cEfT1XCgMtbbc9+k6PDawpbEvYRAeSbjM0HZ18ep17fFAv+YBhdG6buRJbkaQd+bKDtSURUjoLnqGaPq237zeXGCC1xk99Rfc8VEwMWG7cfMBhF9T//KRM+HO2Myxc7BKmnX+pE40T6wUBGB+NrVbCCFwoaAYWw+FmoD+lx28Nst2HccWxfYr3/gJQycthR1em7fd1vFKPDmSKE0QEa7v6ptO0rhGBXzxp0vRtn5l5BqYGQrop8/48I5u+GJtDjKqlgt7ozDqN5BHXRnF6mM4tF1di0f6UM7PcJM6NmeQew2t7Kf+nFLKyLtR7y3HwDbaEWzHzxXg1g9XolH18nhxZDtnhbVBfqE3Sh5f9spCNKoeOemmn2NnL6J6hRTN7Rty3Xf6a+HJkUQ817iORNfMakhLToTRrlZvr8Y1KuCxga2kXEoKc1OkdmXKx06xI7tkVi+PSmnee1fxxvuo+3y5zpeQ2X87yH1Z8yKk6f555zH8+5f9+H7TIdfkM4uy4l2sKCwWhvM45Zw4j64v/oD3l+zW3Gfv8fOa29zGk0qiNJmbooXZtBy39GiE9NQkDGpbB/1a1QrZFk3b/6K/9sH6566K4hn1GdmxHtrV17YHlyYenBE+X+BMvvlZ0X/69zrsj2EnFu/4a4tM/G6b6vbvNh6KaeJA773CMSEYDZvVsi03rlEhpHaBn+a107Fx/EAAwO+n9FMru6k0zDjcfXUs3OWFkW2RnpYcmC9QmvlGZh8/kHcBHy/fazl54rhvN2PaHfqFpuxQMTUJZy9GPyt0NHj8yw2a25o9OTcqM9X18ORIoiwRqdOrUj7ZYDvqne13ssgJLdy+BY0quim3dMGSx/pqbo/GCEc5T6Cs8N7i3/DcLOsJE9yeMZ/97ABX248l+zRGYUt3Hou5ggA8OpIoTSGwdhnZsT6KioXu2wagMpKQutS05ERseX6goZrKdSunoW+rWriiZWwyhw5qW0d3ezSc1v4ss2W8zoxprEZNT7imLZ76elPE/ZJiEJYdS3YfPYtbPtSvohctPHnl2ScRJCGBcH23BhH30wuBLZ+ShIoaiQLlx9aqlIaXrmmnmW5ZrdqdEax27n/u09TagTbwy1pRcqZfGkOnfjxhdSRhN+KttNLvjZ9iLUIATyqJsoDTb6pK235pSJhXIUyxkSspQeT4r1vnhlXx9uhOrtrZSxMJ0ggs0kxkJcpa54z3YCVRSkhMIDzUv3lg2cmu1N8vl2YLzPVdfTm75Akeh3eoh3IpiRg7uJXWYYxEIhF2Hz0bMmHPKQZkRc44zLgHK4lSxEP9W6B8is9E5+YLt9mm48G+/9zwNtjx4uDAG7GcXs30izIxvlnWV/19iSttV0hhs3Ms8aSSKM2T6dzGzTrasSZSCOyiv/ax3HYCkWZyR7VLyQkJwzEbiTNpdCcAwJqn9bMd++/lPjEKqCjreFJJsOPaOm4WNlLy6nXt0aNJNfdPJKH3lX5+vC8yqpbT2SNC23rzM1TOfH9fjryzy9Ud6gGAZq1oP6XwfSeu8KSSKEs4/cavll7BLa7v2gAz7rnU+AE2RdK7Vg2qlbfVvN7lSlB5SsrrRIs5zf/uuwyNqpcPW1+3cunKL6WF0frnjDuwkihlqKYjj0DrupXQLbMqnr+6jRsiBfGwb0KvI4p1pFiL2hVRr3L4KIm7TnvwCMUYnpxMx9gg4JMwfkhaciL++6ee7sjjIKlJCRHSdlh/6nVHEirbotm/8Ju0OyQQoVgWVdGkZgXsPhqewqasE7WRBBElENEEInqbiG6P1nm9ipWX6ua11OtDh7braznWb7+qWBTplh4N8fTQ1ujd3H6U0b0aE/T0r1f4Nr3dEx32ahtJ5/7HXo0dPacXcTpKzkg9e8agkiCiaUR0hIg2KdYPIqLtRLSLiMZGaGYEgPoACgHkWhO39GH0Nl3/3FX49oFeEfdz8kEa1MaXJiPWb7Lpacn4Y+8mEUcKRqQc0lZ9hq/eseojiehdE62vLf+pK5VLVi1rWxpwK4+Wmq+JCcfoZZoOYJB8BRElApgMYDCALACjiSiLiNoR0WzFXy0ALQGsEEI8AuBe575C2aByuWSpDoU+/sfJiZGEv5Kev6nmtdIBAOlRqv/grzIm76TlnfMmKYutE+ibm2KrJAlkSPnrFajy07lhFQckClZFvCoaE91c8mU5NZJoXMN4caF4xJCSEEIsAXBCsbo7gF1CiN1CiAIAMwCMEEJsFEIMU/wdgW/0cFI6tsxPgNB6npvUrIB6NqJW/B2FE/d/0HTlW55wTVt8evclaFIzstlLTpLUQKrJJG0FUgHmFI1QaGU+KrXvXE1R7SurXiWM7t4ATw7xzaLu07ImNo0fqDtKMaskklwwNxkhPI1JOE4pvErlfOca0bG+peOtiOG0rggzC1o8gd3f24tFt+TYGXDVB5AjW86V1mnxFYCBRPQ2AM2pmUR0DxGtIaI1RUWlM3+8Hgsf7YPlf7vSdjtOdAWBiXmyjLI9m5r3CwzIqo17+zTFs8OzTB1XUCQpCY1JblZITCC8fG17ZEqlJZMSSDf5IaDeoel1cpe3cHbSFyFy/0UAmhlQ3k4pCX8SSKvNmZHDjnJ4YpB2SpU6DoUQ2xlZp6clGbIQxBI7T5/ar6z5ewohzgshxgghHhBCTNbZbyqA8QDWlcZZw27jpLkp8GPabCopMQFPDGplOpnbmN6N0atZDdxoIAuuFi9do15/ORAqbOA6qe0yspP2+5DTs7HJ57kOQzkaNfKTO/VI+Ts2t2aev3xtO1wpVUy086at94Lx6nUd8NjAlpbb9pOeZqzmixqpSYmeD8W1oyRyAcif3gwABzX2ZTRw+gbp0bi6Y+2W+E1X9puyRK30NPz7j5egqsxkZCYE9sWRbTVrVPjNckY6OTWFG2mWsJMYiZYy+nuXOBTZkBrofK3dHUaO6inlzFLLp2UUpem2Znrwd6taPhn3OTBz3k40my/VjL0n7Mt73Q1ft6MkVgNoTkSNiSgFwI0AZjkhFKflsM4Ht3fF/Icvd2YmdynOA1WiMKXpYfbrt6idbkEifdQifJTrjPxOq/eejLiPEfwjCau3hpnj7Oi1norkjOVlyQLDfvsIMl2rMXq0O5qy+3i57Tg3GgL7GYAVAFoSUS4RjRFCFAG4H8A8AFsBzBRCWK9/GHo+TvBnkQqpSY51UlZmb8cLgfQlBp4AM296n93dAw9e2TzyjjI+uau7oTKzekRbkacl+y6cVbOmIeWsWDYSvRXWhtI3LbS3RXJ+XKaRDVjv2rfPqIw9Lw/Rlg/2ny+3f3mj0U2jhRB1hRDJQogMIcSH0vq5QogWQoimQogJTglVFkYS8VRDuRQOJGSmNPMjiXb1tSv0Xdq0uulSm5e3qInWdSvp7qPWP1p5w05xqAyoXWerlXvqCkVAgJU6E3rP3QNX6puetI7UG0k0rFY+8vwemw+Y2yHanpxOwiMJb+BkOK1XsfLd4vl6ZFSznilXjt05Blac7GMUs8qNjNjCRyPa7V/TKQN7Jw6NLJiCSjqO6yeHtNY91pF7yeX70ZNKoiyMJOIBM3b7eOOqNrUxunsDPDfcfFJD/5tf/9a1TZuW3CLaisuuKdIfgqx7jrDoLfNnUx4TqiTMtVcrPTxYoXGNChjVJUPzmHpV9JWyEPZ/O7d/e0/O4iCi4QCGV6xX+nP2e7kDDoaJxlSMEJySJTUpES9f297YORXLfvPCB7d3BQD848edzgilwqjOvg5IzdQhX2f4PnLIyml3lOmWDyUpgUwXP9Lj32MuQcW0JJzJL0Tv5uHzX+7omakZ3fT0UP1RBAD8a8wl+OMn9kq+esInEW14JOENrDgKvYRS+gUPX26tIcVT2D0zeoWW+rf2zRWI9FsYibBJTiRH5gXIcbVMrgOzsvWc3/5tK/7WDwsfvUK1vV7Na6BjgyoBBTHz/8Lrp2iJ2aBaeA0QOa+Oao+WddJtvyi6HbTgSSXBeAN/uGCqgzOeY0lzi1Ff/oe4RsUU/PDIFWEd7WwDiRft4u/a2tYPOrjlesOI83LHi4MxuJ16gsNIKN+Wzbw+/PO2riHLV7SoiVdH6Y/i5Gez87ISFt2ksq1u5XKGU80oZbEa/pqSlIDrpUmits1N9g6PiCef/rLguI6Hl/Snh2XhkQEtMCBLfUJaWUMIoFmtimHRS211op1sn1OxPP7qtqr7GXME25j0pVhWpmzRo580c9rPx3d1R7uMyNfMn97k6o71DMnok0e5rOOTsNC9yn+PazvVxx+6NrDUyZvNY6aH2+ZgTyoJv7kpKYnNTbGkUloy/nJlc8frI9ghFj6c5ETfOWuqOC6jhfpLRfTeNBISKGQymZmULVZ/saY1K2LvxKHo0si4eU/tivxrTHd1uayYs2QnGDeijW4osG7zso1Fxd5+Y/SkkmAYL1GlfArevL4DPr5LvbOJJlodm9ux8olEePOGjoFl4XDKFuUcCCP4J/RFIks2B0U+T8KK7GbmN+ntKT9318yqFiSJHqwkYoyXIocYba7tnIHalZzJGmoEefoIIzSu6XJqBo371CmnqRUF3KxWOl4ZpZ7AUY5cRttmXode+uUyvTKqPSaN7mS9LZdH155UEn6fRFFR6fVJMNYoLUpVrwbBqqeuDHuzlvdNIzvWw4e3B53BH9/VHX1bhtr9nUYryZ6Rn8PN3+yGbg0jn1/2WWhtMIj8+EgKp6mOM1x+TdKSE9HUhpJnnwTD2OTb+3thxj09Yi1GgMk3dcYPj1yBJwa1Qi+VfEC10lVGLDLzzls3dsKVrWsHOqmsCCk9IvHadZHniyjNWQHHdYyU9rKx/QzvK5fRiOP6LzoTJI2ORJrUrIBmOjXpnbps79/axfV6FJ6cTFcWiIfopnimZnoqBkq5fYxE0tjl+4d6Y9eRs5rbq1dIwfFzBQCAoe19Yaj39mmKe/s0NdS+Xv0Lux11pFnBQLDsaWICoVODKgHbvLHcV85rkvoaMk+5pQtenLMF+46fV91eKz0Vx85elORSb/uRAS3wyIAWqtsSNIcloaRHLGTlzDUZKNWhb1arou79ZwdPjiTKAv7so8kOhsIxQVY/1R+1ouhDaFWnEoa1Vw/VrJmeirXPDHDkPAb7KMto2fhvuzQTAPDbS0Pwxb09XR9JWGn3nZs6YUBWbfz0WN+QuT1yRTb9zm6y9ea5pEn1wGc9J7aRSoIh+2sc8M5NQV/FtDu6qu8E4058K3APFSNa1k7Hn/s0xbs3d461KHFFPLok7Mjs7zz+IOUHql81+AbdsYHv7d7uZEe5fJo2fo2U2179Pa7v6puolpxIIULKXxysvM0nJhAql7Neia5VHd+EzpeujexwB4DujYPhv/1aaWe9ddN57UlzU1nI3UREeFyn/i5T+hh/dRusz82zdOwtPRrhlh6NQjq2t0d3wq4jZ22VzwRgrKcXykVv20vHX90GfxvSSpr46E4AjJ7JWGub33JQJ4qjXLt4ciTBjmumNHJ7z0y8eX3HyDuqQERhb74VUpPQQRpNRJtAJ+jRoURCAqF8iu8dWGvAYFX0blLuLr362V5XombwpJJgGC2UHeXdvRujR5PoJdyzgtdrVthJT6F27Jf3hifBiwZa30Pr21m9xm+P7oS5f+mNCjrO6bGDImeANYRBXePm/eJJcxPDGOWpoVmxFiEiXk4HD+h3MH1a1sTi7UfDN8gc1z88cgXKpSTisokLAcBUGo1ooOV7sPq7lEtJRFY97bDjqbd2Qa/mWqVOLZ0yprCSYBjGNMEQWOjOB4gmpjtg1yKztBvW8lVorjd6ToP7WSFq5iYi6k1EU4joAyJaHq3zMkwskKf0NopabH00bNt2Ohi3axmYQaujddrcFAnvXBFnMKQkiGgaER0hok2K9YOIaDsR7SKisXptCCF+FkL8CcBsAB9bF5kpy8TLAzjz/y7Fl/f2BGC8M1r41z6Y+5feLkplHaWyivWMazNEW0ZrxZJsvgy4+CWNmpumA3gHwCf+FUSUCGAygAEAcgGsJqJZABIBvKw4/i4hxBHp800A/mhDZobxPOVTklC3srkwx5rpqTFJR643GvBvUb6lqwU3JScS/tIvdjW/zfaTbnWrTkaceSEzgyElIYRYQkSZitXdAewSQuwGACKaAWCEEOJlAMPU2iGihgBOCSFOW5aYYeIEO8+336kajU7CWl2F8BrXOycMcUgiZ539mlFPjr19B9vZO3Go/p4ap9T2SRi7Abzqk6gPIEe2nCut02MMgI/0diCie4hoDRGtKSwssiEeUxqJB/OGkjgUOSL2qjKo86hGviQ5zw7LCktPMUjKX2TW9xCL38Ws0hcCGGqx5KxT2FESatdY9xIIIZ4TQug6rYUQUwGMB7DOS04xhokHvv5zTzw91FyMvt5TpvUMmu3salRMibjPAzrZV/3c1auxbnoKM0Sze+kQIcmk3uWcfHNnyyMUJ7CjJHIBNJAtZwA4aE8cHzzjmikNiBgYlDs1rIoaFYN+DSNRVtYcreaO/eb+XuZPYpDHB7VE98bVAjWxjRLN+Stf//ky/PbSENPX2gMuCVtKYjWA5kTUmIhSANwIYJYTQnHRIUaPO3pmBiKH4oFYjogfujKyCccSJsuXaqX2doImNSti5v9dqjkD2gsGiYQEcrVWfMx9EkT0GYAVAFoSUS4RjRFCFAG4H8A8AFsBzBRCbHZPVIbxdbjjrm6DLo28XRfYNlHs2NKSE3FJ42p4bGBLzX00o5s0euCXrjGW5TQaaDuuoyyIAdrVr4yXrmkXMM9pjUZn3X9ZSHVCNzGkJIQQo4UQdYUQyUKIDCHEh9L6uUKIFkKIpkKICU4JxeYmpjRgx9pUUzIZVUwznxRBHhFjpCNsU68yPv+/S3FfX+NZlyOlCr/pkvCU4yM7qtfbKEtoz7j2bUgg37UbJaWGr6SRlrx9RhVc2doZ30wkPJngj81NTFln7OBWeO269uhj0s4ebcy8jb91Y6eIDlg30Ixu8uBIwi/UEwNbYcO4q1DJYBr4J1wsO+BJJcEjCaask5aciD90bWDJn+Gkv1zr7GbKl8YazdDYGMiuOU9CsZyQQIYVBBBaMc9pPKkkeCTBlCY8+cZqk/hKy+GuT6KBVC3QiUSHXrycnlQSPJJgSgNVK/icj/5SmrHAbkd466WNAADtFXH+RkYr1StEnhuhhRVfTKyoVSkNO14cjAUPX265DS+k39Aifn4JhokzKqYmYdeEwa6GPqrRona6Y231aVlL1Y9gZJ7Etw/0wvbfz1g67+C2dSwdp4a2uck59KrUmcGJ0c2Sx/qi0Sv22/HjyZEEm5uY0kJSYkLU50m0rV8Z7er73vzdsrv7kxemJWuP9utVKYe+rWpZat/Ja6btuPaScce5oUTD6uUdawvwqJJgcxPD2KOqDVOPEf5+fUe8dUNHNK3pjYJDemhXpvMeXpTJk0qCYRh7KDubvi2Nh9L+87bIk7Qql0/GyE6R8nl6m1gMJMxWpvMC7JNgmFLOz4/3NVWnYkBWdCZpxRpvmZt82JWpkcOmJsCjSoKIhgMYnl7P+AxQhmGCyPuaBtWc7zgYa7ipl9Y83R/ldHxEVvGkucnvk0hknwTDWMLL5gvGHWpUTNVMcmgHTyoJhmGYsoSXdTorCYYphXjQ3M4YwIs/myd9EgzDOIPRGsle4ZO7uiP35IVYi+EazwzLwpNfbQyb8GjUPPjIgBbo2KCKC5Jp40klwY5rhrGHF99IjWC2uly80S2zGhY8ckXY+gwp/9PANvozzf9ioMSr03hSSQghvgXwbdVGre6OtSwMwzBuU69KOWwYdxXSXXA828V7EjEMw5RBzKQGjyasJBimFKNn6/7s7h7IOXleddt7N3dGajLHtTCsJBimVGJk5u6lTavjUqgXqxncrq7TIsWcy5r5vmut9FQcOXMxxtLED1FTEkTUEMA7AI4B2CGEmBitczMMU7ZZ+eSVqCzVi/72gV7YefhsjCWKHwyNJ4loGhEdIaJNivWDiGg7Ee0iorERmmkBYI4Q4i4AWYbOa2QnhmE0UTM3Xd81I/qCxJjaldICac1rV0pDr+Y1YixR/GDU6DgdwCD5CiJKBDAZwGD4Ov3RRJRFRO2IaLbirxaAXwHcSEQLASxy7iswDGOGV6/roFpIiGHUMGRuEkIsIaJMxeruAHYJIXYDABHNADBCCPEygGHKNojorwCek9r6AsBHdgRnGIZh3MdO+EJ9ADmy5VxpnRbfA/gLEU0BsFdrJyK6h4jWENGagsIiG+IxTNmFTbWMU9hxXKvdh5oBd0KITQCui9SoEGIqER0CMDyBqIsN+RimzBNfSTkYL2JnJJELoIFsOQPAQXvi+ODypQxjD07wxziFHSWxGkBzImpMRCkAbgQwywmhiGg4EU0tKip2ojmGYRjGIkZDYD8DsAJASyLKJaIxQogiAPcDmAdgK4CZQojN7onKMAzDRBuj0U2jNdbPBTDXUYkQTPBXjRP8MQzDxBRPJmdhcxPDOIPgOqaMTTypJNhxzTD26NOyFgCgSc0KMZaEiXc8nuCPQzQYc7w6qj13jABuvqQhhrWviyrlU2ItChPneFJJcGU6xirXd2sQeacyABGxgmAcwePmJk/qMIZhmDKDJ5VE0HHNaTkYhmFiiSeVBI8kGIZhvIEnlQTDMAzjDVhJMAzDMJp4UkmwT4JhGMYbeFJJsE+CYRjGG3hSSTAMwzDegLyc24WIzgDYHms5DFADwLFYC2GAeJAzHmQEWE6nYTmdpaUQIt2Jhrxuz9kuhOgaayEiQURrWE5niAcZAZbTaVhOZyGiNU61xeYmhmEYRhNWEgzDMIwmXlcSU2MtgEFYTueIBxkBltNpWE5ncUxOTzuuGYZhmNji9ZEEwzAME0M8qSSIaBARbSeiXUQ01gPy7CWijUSU7Y8aIKJqRLSAiHZK/6tK64mIJkmybyCizi7KNY2IjhDRJtk603IR0e3S/juJ6PYoyTmOiA5I1zSbiIbItv1NknM7EQ2UrXftviCiBkS0iIi2EtFmInpQWu+p66kjp9euZxoRrSKi9ZKc46X1jYlopXRtPieiFGl9qrS8S9qeGUl+l+WcTkR7ZNezo7Q+Zs+RdI5EIvqViGZLy+5fTyGEp/4AJAL4DUATACkA1gPIirFMewHUUKx7FcBY6fNYAK9In4cA+A6+sno9AKx0Ua7LAXQGsMmqXACqAdgt/a8qfa4aBTnHAfiryr5Z0m+eCqCxdC8kun1fAKgLoLP0OR3ADkkWT11PHTm9dj0JQEXpc0iqe8QAAAYkSURBVDKAldJ1mgngRmn9FAD3Sp//DGCK9PlGAJ/ryR8FOacDuE5l/5g9R9J5HgHwKYDZ0rLr19OLI4nuAHYJIXYLIQoAzAAwIsYyqTECwMfS548BjJSt/0T4+AVAFSKq64YAQoglAE7YlGsggAVCiBNCiJMAFgAYFAU5tRgBYIYQ4qIQYg+AXfDdE67eF0KIQ0KIddLnMwC2AqgPj11PHTm1iNX1FEKIs9JisvQnAPQD8IW0Xnk9/df5CwBXEhHpyO+2nFrE7DkiogwAQwF8IC0TonA9vagk6gPIkS3nQv8hiAYCwHwiWktE90jragshDgG+BxdALWl9rOU3K1cs5b1fGrJP85txdOSJmpzS0LwTfG+Vnr2eCjkBj11PyTSSDeAIfJ3mbwDyhBD+zJ3ycwbkkbafAlA9FnIKIfzXc4J0Pf9ORKlKORXyRON3fwvA4wBKpOXqiML19KKSIJV1sQ7BukwI0RnAYAD3EdHlOvt6UX5AW65YyfsegKYAOgI4BOANaX1M5SSiigC+BPCQEOK03q4a8sRKTs9dTyFEsRCiI4AM+N5WW+uc0zNyElFbAH8D0ApAN/hMSE/EUk4iGgbgiBBirXy1zjkdk9OLSiIXgLyafQaAgzGSBQAghDgo/T8C4Gv4bvjDfjOS9P+ItHus5TcrV0zkFUIclh7OEgD/RHDIGzM5iSgZvo73P0KIr6TVnrueanJ68Xr6EULkAVgMnw2/ChH50wHJzxmQR9peGT4TZSzkHCSZ9YQQ4iKAjxD763kZgKuJaC98psF+8I0s3L+eTjtW7P7Bl09qN3xOFb9DrU0M5akAIF32eTl8tsbXEOrQfFX6PBShjq1VLsuXiVCHsCm54HtL2gOfs62q9LlaFOSsK/v8MHx2UgBog1DH2m74nKyu3hfSdfkEwFuK9Z66njpyeu161gRQRfpcDsDPAIYB+C9CHa1/lj7fh1BH60w9+aMgZ13Z9X4LwEQvPEfSufog6Lh2/Xo6/gUcughD4Iva+A3AUzGWpYl0UdcD2OyXBz773o8Adkr/q8luqsmS7BsBdHVRts/gMy0UwveGMMaKXADugs+BtQvAnVGS81+SHBsAzEJoJ/eUJOd2AIOjcV8A6AXfsHsDgGzpb4jXrqeOnF67nu0B/CrJswnAs7LnaZV0bf4LIFVanyYt75K2N4kkv8tyLpSu5yYA/0YwAipmz5HsPH0QVBKuX0+ecc0wDMNo4kWfBMMwDOMRWEkwDMMwmrCSYBiGYTRhJcEwDMNowkqCYRiG0YSVBFPqIaIqRPRn6XM9Ivoi0jE2ztVRnoGVYeIdVhJMWaAKfFkxIYQ4KIS4zsVzdYRv/gHDlAp4ngRT6iEif4bT7fBNimsthGhLRHfAlzUzEUBb+PIdpQC4FcBFAEOEECeIqCl8E6hqAjgP4G4hxDYi+gOA5wAUw5dArT98k5fKATgA4GUAswG8DaAdfLOcxwkhvpHOfQ2CM18/FUKMd/lSMIxpkiLvwjBxz1gAbYUQHaXMqbNl29rCl0k1Db4O/gkhRCci+juA2+BLyTAVwJ+EEDuJ6BIA78KXO+dZAAOFEAeIqIoQooCInoVvFu79AEBELwFYKIS4i4iqAFhFRD9I5+4unf88gNVENEcIscbNC8EwZmElwZR1FglfXYYzRHQKwLfS+o0A2kvZVnsC+K8vHT8A39s/ACwDMJ2IZgL4CupcBV9itr9Ky2kAGkqfFwghjgMAEX0FX8oNVhKMp2AlwZR1Lso+l8iWS+B7PhLgy9nfUXmgEOJP0shiKIBAiUsFBGCUEGJ7yErfcUpbL9t+Gc/BjmumLHAGvlKfphG+Wg17JP+Dv8ZxB+lzUyHESiHEswCOwZeCWXmueQAekKqCgYg6ybYNIF8N7XLw+UaWWZGRYdyElQRT6pFMOsuIaBN8qb/NcjOAMUTkzwTsL/P5GhFtlNpdAl+m4EUAsogom4huAPACfCUxN0j7vSBrdyl82VuzAXzJ/gjGi3B0E8PEACm6KeDgZhivwiMJhmEYRhMeSTAMwzCa8EiCYRiG0YSVBMMwDKMJKwmGYRhGE1YSDMMwjCasJBiGYRhNWEkwDMMwmvw/0HNifn9beBkAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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iVarrQ4loPRFtIqKxRmkwxtYyxm4F8H8AbAWeUr6cM1rVSvpOOcLVmwXskhaDThbF8LW0Q1gPeVqrTuuK9xfgnBdnY/DL5p2NHZTtNt3FTEIt7/+9460XkN6GQyfTW3VHpFRA8rvOTNOvmrEYS2z6ksvPSsdits4kOzgwVuKtpC5XZZykUwq5J87bZpp/76dmos3DP2DNzsP4929/mN5vn+R3kUYl5pVmD0xF8wenJn0vK9aimPFMwio/rt6NgsJiw0XzJX8cSDINe21WfFrHm06upjPWmi86FxXHcMu/F2OVah1COYBq+dD3aPPwD3hv7lbLsm3acxRyM1L3Q/IZ8dXKZ+LWfy9BQWGxbYVdUFic5KTjFVZnEhMBDFVeIKJ0AG8AOA9AewCXE1F7IupERN+p/q8j/eYCAL8AsLXdVakIMlQdqfIvvY7s6g8WAgDyDp6wvDP3oa9XpVwrKPR2MZsxpruL1i5O02GM4eXpG/DS9A0ojjHVwr7S3KT37PbzVSqW9+ZswTHFqEo2kRg9zyszNqDL49Ow7+hJW2sYo9/VVpwvTVuPc16cnehIGCsJN/LJwlx8vVQ7NPdJh/Vhw+4jeHWGvQVUaySXwS+b9qHr49Mxe712xyjPNJJnEu7o8cR09HhyBnIlE1XugeMJl+Dt+4/j4rfmY9w3JW1ryz7jdRM9GGP4YZV+3K6/f7ECX/2u/d4+WbgdQzVmlnuPnMSJU8XYuu8Yfly9G3d/uizpeyfuwTIz1uzGoJd+xuRl2oPU5rXjBwv9d8F2/LD6T8xXuFcbMXNtybrWml2Hw5tJMMbmAFDbL3oD2MQY28IYOwVgEoCRjLGVjLERqv/3SOlMZoz1BXClHSGVLyddNcJUTqn1O7ISrI7W5Y09XqOc8seYs8598Es/45+/JI9g7KaSf/wUcg8cx+qdh/HqzI14beZGfPl7XtJIMtm7STsHJ7pJ+QYmTF2btJdCNrkZeZPI72bf0ZMJ5RBjwIq8fFz05q+6Tgzy9F3Naz9twua9x3TfxZhPl2Pz3qMpisjs0V+ZsUEztHfl7AzdcluWm48VeXE5i4pjmLMhvtPYikur2volu+gu0DE9ZkhtSWlrt7uwq0ZW+O/PjZtUz3huVsIlWN5roNycqWWys6Lw/7NgO7YZrAN8ujgX93y2PPG3coT9wFcrsU5jjarXhBkY/e58fDQ/PstTm6YsdC+6bJTWsZbnaddr9SPrLZLLHDpeiFiM4YZ/LU5c88tj3c2aREMAuYq/86RrmhDRACJ6jYjeATDV4L6biWgxES2Wt+IrOyj1TEI5JbPSYem5BWqZIr5ZtsPz6bByyh9jyXGR3pi1yfT3O/NPYOOeo3jiu+QotHbFHPTSzzjjuVlJtvz/Ltie1FEqP+/V6aTsZCuXpXrRbp8i7S+kA3Xu/KTE42zSwu1JU3+5yAqLWGKWycDw6OTV+H17viWPECDeENVKWymnknNe/Bnvzd2SVCa7TGal783Zonk9KyNNVyGNeuPXhDfRKzM24uoPFmLe5n1JC5p6qBdWZdOpnplNXh8pLCr53YVvzsN3K+JrA+qO6khBoWX36oXbDqZcU87UZLQGH+or/Z/9KfFZdkn9x08bdfO+/4vlut+ZsTzvUMIUqF4DMnMckDl0vBBvzNqUVH7qfssMZb+gNiHlHz+FLo9Pw/PT1iddJ/LD2OQuLIeWPLqlyBibDWC2WaKMsXcBvAvEDx0CVDMJ1QKlspJZeYXfrdCeompNJe+atAwxxnBhN3/CZcQYSxqdTFqUi71HTuKMVrVwbT/tUAT36TQAKzOSU0UxEMU3Iu6TvKGUnhPLc/N19yz89T9LsO6J81LStKNEi2MMGelkOCXup1pzAoCxX61M+ltW9PknTiVkjLHkCmnF66woxnDRWyVeMUUJ7xptnpqabO/eabDx6S//XKC7Q/r4qWIcKTDf1LV2V3zEfcV7C3BFnyam92stTgP6ZpJXZ8Y7WvU+g9+27MeIzg2S5JdnRA2rlcevY88GgIRJSQutfSNaLr9aXnPqKpV3sEQZy55YRov4ny0uMTMt3X4Q3ZpU12wf78/dgkHt6iKnlrUzpK3O+sdNXoVvlu1EhwZVMKBNHQDajhVK1OsPRnnJyv97VZj8B79aiZxaFSzJaAc3M4k8AMp4GY0AGLsZWYSIzieidw8dio8IlWYkI43sZtSvt0i0Za8zmykAbNpzBDljp2DeZm13UMZSRycz1+3B+G/1z6rQ84qw8uitH/4efZ/5CfM3l9g7ZU8drXSU5alej8k9cBw/rbPn5y/3B0ZeXHYGXI8pyokxljAnMQa8O9c8zElxjCVtaJLXtLyYPM7duE/XbfiWfy+x5FJcoPCE+niBuReNek1JJmXxfftBFBXHTBWV1sFecoibg8dO4YznZun+tkJm6vhTVkprdpWUebGGDYeBofsT0/HQ1ytTvjMyMWlx16T4uoLWjOXJKWsx6s1U11m96mlmApKRy7XYxkxC/drUVrjiGDPdjb1m12FMXem9mdyNklgEoBURNSOiLACjAUz2QijG2LeMsZurVq2KNg9/n2RLVq8pKF+o1ju0Grpab7T1+k+b8Okie25uALBqx6GEB4Pe7CUW0MI1YwwfSsH69h45icvfK9lsp666SXsWDEQb9NLPuH7iYlvmpj1H4pXcyH/fakMEkk2HKaYBC+mo17CKFaYrHjDbgf/kqI6oVanEBbk4xjRNIsory3PzceGb8/DyjA3o00w7UOJ/ftuOU0UxwzpVYOLKe1H3ZMuz3vvQcjZhDDhw7BT+q6EYlaEsrCB3znpKOV9jk55e7bRqbpLLTVknM0y25KtTVuf13A/rcNrTM7H3yEnPTeBmWHWB/QTAfABtiCiPiG5gjBUBuAPAjwDWAviMMbbaawHVU3ZDjaxRdt/oeBOoMTpT4u9fpo5olGh5j4x4/Re8MUvaUaxTQRduPYDPFxsfan+qKIZO439ErwkzkDN2iq5rqFG9mb95f9KoW4m68SjTUYfS+PdvfyBn7BTsO3oy8V7s1Nf+z87C6p2HDJ0HnHqQFKrcaKevMXd1VOclKw1eQoOcMPGe6q3q5BnTln334ZIR6GvSaH7driPo1kQKx109Nbz5p4tzDcvBzAFE/X0LxVpci9ol5h2ttmHmqqzlDGAmhxWnFhk9t+7LLUQy2LTnKGavj6+lPvj1Srw2cyMue2e+6QxZrZBjMYZd+SXvTU5zn82YXF5g1bvpcsZYfcZYJmOsEWPsn9L1qYyx1oyxFoyxCV4JpTY3KVF7NyXJqaElrAZR+3a5c0vZtR8uSnhzaKHX8eUeOI5PdDbjrNl5GLEYQ/7xUzhSUJRYO9BrnEajPqOgZurd2WsVpoD/qTYpfrE47qegtBHbHdWs3XXEsPNxev6TMs33f9lqqTGpFWTJIjgfnDRZJE4xUTCmWQ9/XF1iFpSD0xGVuJ9qmTE+mrcNfZ/5KeV6SeaGogHQX0BOqsMa1fmEBweKqfOyG0xRCyumLvXmupemb8CCrQewI1/fVFQhKz2lPMd9sypRH/PyjyfWjeZuLDlXI6jT+rgMyyGbm7IqpB4pKrsEav8u/q8yZs3PBvcrcXtQh9q2r0Rvmmqk8Ia9NhcvTl+f0oj0FsCMOl47ITWuUES7TCERz0jbWeBMCwfemJkxtGzUVlAOEKzGRFIr75IopNbzbePgqFYrTF+z27SzVMtfHGN4wXIAO8JzP8S9Y7Tqx0aT4IBmVWrljkNJC8hKkjpsjXS86NBltDYMmuFiT6tuucgzOC0YSy2Gw4r1ImWIm6emrvPMRG0VLpWEzGGNIxF3qNwOC1XeTa/N3Iiznp+duOZmAwwAXGzxIKCjJ4t03QP11iRyahp7Ivy6aT+2qhbOlaOw4hjDnsMFGPrKHCw0OMPAi5Oq/nJaU0VkVO17TBw4AMQVjJEbpVNRneiWlJlEoi5ZrzNmXitOWbPzcFJncFrz1PWDGGMYozhhMcjOwywvo++Vx5Rq3WWnQzcjsRckgKDO+46eRKbD+mA0I5fN1jJPTzU/o8VLuFQSsrmpoMBmTHzG8NL05JGU2YhIRu/0NTsV9t7P49Nrtc1Uz8ZqNsJnAC5T2UGVazItHpyK3k/N1NwYBMSViFe7upvWrJDY35BUoRUfrW5UHD9Zf+nKqaxOflesGrHK79rKngQZp6f2qZmm2rx5vLAoaeFTqxoWxxiu7NMUvz8yGAAw7hvrS4J7j7g7t8CsvI2+zj1wIrEWoZWOMnSG20XaDAs7+LfvP47/KcJkON1t0PPJGY7D1FhdFAdKTIZbHe5WtwuXSkI2N2Vnl7P5O+d5fr10Bz5fnJty3Yo/u8yy7fm2DqN/QbUZxgpG0UbVtHhwKh6dvNrZrmiNbORLMW0dAat7Po1su05nfk5+VajqeeVZqZc2cavcrDrtTBkEEgA27kkdCMiDDCeBId2GmHE77tgmmYTN2pfbfKycmnfRW7+mhOBwipNlAsbc7eb2Gy6VhFPcui7e90XqITB27Pk78k/Ysmc6OcjE7m/kEAN2SXWNheZMgjGGi7s3wnd39seMtfb2TWjhVEnYcZ2VUSt0L23hTlj3p/6sROs8hZZ14mt2BktburhZ88wZO0VzFDukQ93EZ7OSJCJs3H0Et/33d8P7tuxzd2KjbA40qh77jibXg1MubFNax91aIeh1BjtwrSTsjMoBYMdBa8H77GB3umunkzNLWiuOzi4Hxxs+asMMIaMpWuKMheT7qlfIRMeGVS2la9Y5OVUSeiY3Iy5VHTPqpS3cCbkHzOtv+cySw7aqls8E4C56sFO0ziypVr5kz4ZZ3WaMYcNucwUw+l0DRwoL/LppP35YtUtXnmoVMl2l7wUni2KO2nVQcKkk5DUJrVH8Q8Pa6f5OffqZF9jV8HZsi2ZYPcjEiMx0whEH5/qqH+OH1X8mzqj4UWU/tzMq1bP31q+aDcB5+Tk5u1iNWycHt1g5IlZLH9gxQXqFVrtI3iRpXpZWxD5hcpaCFT5emKvbjptbDMlRluFSSchrElrfOfUecIrdwSVvtkWvRplLFAebKM9OsNun65kEa1TMQrmMNGz48whuVdnngyJsJVFoIX+tW8JQElqu6MpNxV61Ay9eyZwNe3UtAmGUnZIq2W7C5wUDl0rCiKA2kMjYXefg2bboBwzM1jsxOtY0I40wc90e38K0m7HTYMNTEGy0GEJGjZOBgNtqqhV2XbmAbtZuGKy5OXg1M9dTNlaODP7rgBaeyOA0/7CJnJIIGrsjIq1YMFFGDt2gB2P24tgbBSALu8G87MtBQNZ5/SfzUPFana+TYvPSLCqjHCyYJf/v+X9YWiA2C9FhFb3B2+9/pIY0V5NpEnfJDVHoL7ic6xDR+QDOz6rXMmxRbM8Mhr8+1ydJnOG2LyiXYdxAThbFPDvtJIwF2NKAk9m1lfUPuyjPHDEzE/2+/aClI1+9Qk8cK96LWQGbuHmDy5mE0ZpE0Cy2MNJQUtqsTVZstl4cdcKYM3//Zh4uPF5zelPP0uIduyG37cJLJF0ZN2ZgswiupZ2y/fRlALdNNciFPSvmJnXEUi8nH/9yuKckSHgdhJzRqhYqZpW455pVvKDH5m7Kzewch9KOUBICQ6zoCC/0CIO1Ix77NKuZ9HdZM1GF7YGlx8PD2ycNKMyk1Dvr2S+cbLYUxImckvB6YKvcnFRaOL9Lg8Rntwt/1sxN3mAlL/XMP2wXxqCxEwEgSIiS10aUIed54P1ftoYtQmThUknIm+mCyOseRRTN0kKTGqmHyDjFykA9yH5aPXMoa0qCZ5SvwskOeF6Rd7Z7waU9rEWV5gkulQRPC9dRxIuFZJkgO2ErWalty2s4G7H6TY2K8dAX1/bNCVcQFaVZVffK0T7m1QnPXtwZvXKqe5ZeEHCpJIIiI41Qp4q9SLNRwMt+PV/jTI+U/DzxbmKWTpOzeohUaSVLsrdpHTkaJkTeOhHwhJfrXmlpFPiGYLeUaSXx6AUdcIHCfi9IZYkFF2Cv6rzb8NVlgaEd64Utgi5ezmB5wmvnCGVy7epX8TRtPyjTSoIQfJiPIAj6ibYf8NfnXklZXoOoU7lcoOs/9qBSO5Pw+rmUyjQKWzAiIGIy+4/aCx9uBL8NziVv1iKrAAAgAElEQVQBP9g3y3YGmp9bxgyKprOC8rXyNrhRezeVJrx+LuX5H0bn3PMC/xKq2OPy2EUlm/cEc/xf0JTOpuodHRrwP8XXgkDcbqYrzXXOTEfYXR9SzoajEPGDSyVh7ALrXamu2hnshp6giOKAzupZ5F4QxfJRw+MjlFZToNlTudlrFYXNoFwqCSMXWC/LNALvxxFRXEAMaifx6F6NI6sk/jzMb3iI0mpqAsyfze6jK5VpFBQrl0pCzRmtaiU+e1mmUexMo0SbupU9T7N2ZXcuy+cqzmEWeEdpbkleDSbPbV83Jb2MCNibIqEkXh3dLfHZy449Ako80vjhrnl578aufk/Sf1GHx7rLo0xeYFZfrNYnuXxmrS/Z6xOFmQSX50moUWpeL01EEXg/kWb/MfPNcXZx7Q0S8Xeudwxn2JTmtmT2bFafXUuZRMFMF4mZhLIgvSzU0jCi1IKXeufVqWJK3A4SOCka1/D2HKW1LQHJ7alHU29DavCq9JVEQkkoOwZP1yRKb73mAj86Di/eWZRfO69dClG0y9UIPxWgHIuLZyKhJIgIt0mHkStPL2vvckt7FKZ6UcaPfUJubbhE0Yudo0QeeEb5GaKGsqib1qyg8b21d6F9Pjn/7zESSiKNSjSu0lPy4eHtXKUrvx6tFx9l3BzV6CVGDcBpJEzXSsLVr/khAn1LqUFZ1tXKezvyj8Jr5FJJqDfTJZ945X0H2KAqXxE13fLenC1hiwDAuCOrUznbUZruZxLRaJh2cev15RavlFaQh4BZldmszpXG+qSESyWh3kynjAvj5SBZTqq0jcqOnSoOWwQAxrZcp2XufuGaSt37BoDHLugYtgie0L1ptcDystqXKKuL1iDVVX2KQF3kUkmo8cKzvUJW6ghF9iwojZ0GDxiVq9MZgVtbfNTftd5MOuzoAfG1nnBl8AuvXGCjSiSURBqVvAinLmO3D2yZck1OKgqLR1HEqFyddmpexLopDe6a6icIeyHbq9x5fDfKLseNJYPHZ7NCRJQEJTocL1ck5FFZ2A2sLOJUMXuxTyLKr1uvk3JdLl64Fke5YF0Q1c7fKpFQEqSYSfjhuVO6X3F4GCkCpx2K61lfxF92ovarysGrDtrpsahWso/CngAnlHbdGBEloa2rK5RzF1WkxNzkKhmBDkbl6rRhuW2QRwqKoq4nAHiv6+T9R47fiwWJrOxrCrLDHd65vqX7+HAoD49IKAk9mtZwt79BrEn4i/HCdXByKDlaUBT52YQfpEkvxKnpxEoT4qmZzX/gbHRpVNWTtGpXch6ZOAqmqkgrCbeINQl/MSpX52sS/Cxct63nfSj0sJCVtp9NgacDdggEoyNMWtSuqHldy3HmuUs6eyWWIybdfJqv6UdaSbit0CUhDtzLIkjFqFydKmae3tWVpzUNPE+/NtMXFMaDMTp2TYb5BI2jVwcioJKBufquQa3Rqk4lAOZlXq2CtbUWPzYCA8BpzWv6kq5M5JSEH42EowFOqeJoQZHud2GVudIJwi1TV+zyJiFb+Lu3x3GyFn7Im1n3sl76u9Qz0kr2fZh17qW9/4iOknBZwbSmibK5gLfKGzQTr+vlSTrqKfonC7fr3ut8xMpPWA6/RoZW8M2W7fHu4fev7pn4nMZRb0oAMtP1u7/4zChVXq03bnVWHIX1By2ioyQklC/JbaHbOcDmnLZ1XOXFMwPaePNs7/ylZ9LfRjbfILybSqPu98vcJCv4ilnOPAb12mK9qiUxuqzoCLtmyPO7NECtSg5ca0th3fCLQJUEEVUkoiVENML2b/0QyAatS9EipV9Uq5Bp+V43tm+3eOWoEObI0GsFKJdJpsMzl63I42bG/urorprXX7+8GxY9NAgvXNoFHRpYPzqgVkXrHkmcBFUODUtKgog+IKI9RLRKdX0oEa0nok1ENNZCUn8H8JkTQbUFs3bbxOt6Gb5oK3U3w8VUeWCb2o5/WxrQKjrH/YWdmYTmNXcxhoZ0qOv8xx7gd4fltaefMjk3SqJF7Uq6aRMRLunRCOUyrI15K2SlWzJ9lYQCKrnmpvyv7Zfj/MchYnUmMRHAUOUFIkoH8AaA8wC0B3A5EbUnok5E9J3q/zpENAjAGgC7PZTfkBoVs7D6sSGemVMExqib3S1nNQcAtKmXOsJz7I8f8pwy7Px5Ra9UlOVlaS+FjTz9XkusKZmxnM6ulNx0RjPfvZD8wpKSYIzNAXBAdbk3gE2MsS2MsVMAJgEYyRhbyRgbofp/D4CBAE4DcAWAm4jIkanLjiYf2KYOKhq4uXlZxz6+sY93iam4LiIjEPUotE3dyvjvjX3wX42ycToxs7cmoX2z6OZTIdW/tn+vV9YezSS08Hsd/LXR3fDkqI5oVbfE1OzUWcFK+fCKmzWJhgByFX/nSdc0YYw9xBi7G8DHAN5jjMW07iOim4loMREtTr6uda8DqbXytNA09JTTX05ripn3noW+LWvp/9apYBLX92vmMoVgUJdiGhH6taylGbMnLE8XL11gw2jgiQ2gwWdtiJ48SsXg9StXd7xeW+JqViqHq3zYCyMfxRwV3CgJrVdu+p4YYxMZY98ZfP8uY6wnY6yn3j08cUWfJpr2Ui+JwmhDC+PNdM7S1BqNfnVbX+08nGVhSHmNc0n8pG6V5AVW2XTasaE3ISVkSuz7LhLRaP12ZxJ6t2gN0iLaLFDd4uY7XnCjJPIAKHejNAKw0504cdTHlybjbLzgdpQRqk+8Rsv50KO9DWbYORZTLabRIqh69ta8lnYYBLM8AKCGTqPTn61Y616qZKeaKtvV99bLrUfT6pg39mzd7xc8OCjp72Gd6mPN40O8VxIe7D/RTreEM1rrz7a17jdDrXScnDRnF6cL134ptMY1/D962Y2SWASgFRE1I6IsAKMBTPZCKPXxpXp4VvAeJfTxjX3QK6e6N4mZ0LVRMMc8NqxmvRKqO5p0AyWh7r+b1rQWrNFeJ6LxexsnqH17Z398e0d/fVk8qDdpBDSwUcYAUMHhXgY/IZDORrOSzxd2a+RtnhGdSngpt5326RSrLrCfAJgPoA0R5RHRDYyxIgB3APgRwFoAnzHGVvsnqvdYXayz+lL7tqyFzhqdt1u3RU1XTh2Z2pmEYz63vY8unCqZWtbRN8N52VD00tJSUnZONqxRMQudDCKFliZPp4S5ycUzaZetf2WUMpPwLSdv85CLyerASI/bBrTAW1f28EAiY6x6N13OGKvPGMtkjDVijP1Tuj6VMdaaMdaCMTbBK6G0zE1aldfMpzuUhUVVLXrryu6u07TzHN/e0c/w+4YOD5VxglEjcNrA7ZSFlrlJ72wSq5QmxeAppLNuYLO49Nq0lrk35daI7Xob1M7dgG1Yp/qoHsBBTlyG5TAyN/lRD0yVjYt8jeLDWMVOx5Rhkp+fnZwt91TnuVi+Uys0NcGOQuJDIbxwaRff86hTJR4+o4dDcymRTlwjFzKZ5un0dxbeq9Ny0M9Umb+3SfsNl0pCizALlkjb3hoEl/RopO3+67CJNKtlb4prRzkGsSBopyzc+uV7ZYY0wspzay2ge83g9nUx454z8bdz2zj6va6LgI8NVz1T9LKN1qmcrXndi0GqMg1Xs9qA+kQulYSRdxNjJSNEO2VkGJbDTB47+TioqkYvu3qFTE9HY374fcvY6hACiN306PntNbMN2irRoKp2h2MVv2c0X/61L67q0wQt61R2dTCQXK73Dm6duGY3NTv3R2xArkmxURRMTuBSSZh5N1mtHGadAQ/Tvmv75mDOfQONb/J0kddHc5NP9yb9zob8I7vq7u20mJez3039f2ckPndrUg3zHjjH8zy8pEfT6q7rhfL3yr0kfj5fymY6/vtbAMllUiSUhPd4uWPWTp7dmzizUaalGU+Dr+mbg8YmZ3VrmlMCKoMwq7CboIp6kI1VCacmvfaKaKRl5aySeKmmlqvT57cy+1JXj2D2MjkMy6GoS0pl5mYmEdSmvMgpiSR7nkn9u/p0a6YVK/V4sEPXUSLSdbtc+/hQNLOwiYz3fkY+i8CNnFol9NjIDinXvIgoa3XEabfTeeC8tuiscpk103NWZOH89ScoOQ7YhVuC9NM2lkLz28tH3njGS3kSgKKYZnQiU6aPOdP2/hqncKkktF1glZ+tveYujY03nHlxopRZEkYjKSshHhizt0/CLRVUMlnpxDKkw5vU5eRWRq2ZhBfeWV6NN9X155azWmCyavOdF+Y9u/LO+tsA13naRfmYpHPdiOrSWSR69U2+3kmx0zxlJmFSUEabO63ipUmLwflMQhl00G+4VBKGLrCKJqPsMLJMYsn7NRVVVxr1315UTF5cMc0IYN3ateKxs3CtvTfHZn7Sv89d0llXHq8Jo7bohQS3WneHdqxvP0+bD+pFUEmnbVHvZ8o1iZFdG1hKq4vBBk8/4FJJaJFUyBoFPtrgUHPTtF3foI/behm0fuiZU8P2bwa09edQJT/2dFhJMTsz3izMBhZ2TkJzM0ZRm7DMCGtMYWc3uxLljDFx0I+F39mN3VTZ4NgAM4Z1qocb+zfD/UPaeBYKgwAUFZcI/erobqa/2fr0MPzvduMNs14TGSUho2t+CVwSbdQN1O3oxc7zDutUz1VegHZDmnHPWYa/ueVM7dDHdjp5zQ7Gg/UHy3klZWstE6NZ4tAO8XdhOsO10BvWreLOhdYuv6m8sV6/vJvpXg21uam+tPBspSTjJjq5IIx/4ef5FEa8eWUPPDyiPapXzMKECzt6kiaD/TWJeOyxYHs7LpWEcRRY5X3W03RjS3SyH0OOW2RlYdo0f0kAsxOy3rjCfQgQNQzMdO1ElsrzuuuTs4pZsl0ax0fuZp2Q0UzjMil6bhimQrczsHoqz6KcmhVRq7L5mdBOXlfrupWSvMHcYJq/R+/Cy2rZ3OdjBryASyVhNQqsV4Hz3MSA0vvu8t5NsPmpYa5HgUQljd5cTueN4PLejdG3hfbximYj78wM7YVrI2IOF+zsdoAVNRSc0eNUr5CJ967uia9v64vsTOtnR1QOYFe0VbzWS1bSU69DBLFnIc1u75Vwv/JcFEcQgHEjUjd88gaXSkILK2fl9m5m354eT9t63mr0GgNBO3aQI6Rk0lQN0UuevqgzPr7ptJTr11k4Fa+SC1uvHATwwm4aG98smJumjzkzYdLTCii46OFB+ODakvOrrHijVc7ORDcL+2KU9WLl+CGG9+rNOqy+xvb1q+Cuc1pZu9kPLHT6JS6wJdfMns+6O3IqtmdMHrUZr1oeA2wNRMIiMkpCC3XD+/jGPlj/5NCQpPEHxkrqtheeUna46YxmqFo+03FcJeXf254ZrvmbhtXKY9szw3FR99SzBtqbhD0H4q6ADapm486zW2Lidb1Tvq+QlYGKqvMXMjw42B7wxmPOatlOvesMjFGEu9BCuaBas2KW5rGxfkEgxJj20aoTLuyYMLt+eG3yYVmnNY/PXrUUjGmeKS6w/O5e5mTy4gh+5sgWYdAeQTSrVREZ6Wm+PJATc5OXyKeBB30udJXsTFv325FOtjYZ2f2tnr5GRLjXIDBd8qyLDHdy33Rmc0t5WiUUd1QCFj88CAWFMbQb94Mn6Zk9SHIRk+IsbsKVfZriyj7xja0D29ZJ3Fa5XAbGacTXsorThWujX53Ttg4mXNjJmUAeysETXM4kNBeuNUpUOXC4pm+Ov0K5wNWiOSExQlOar/yqYG5Gx3ZMYHI+QSu+9DRKbP7TwqnJkjfsnMBnmpbF2qasOVZmBs1qV7QdSt/EE941FcplpCzce43cjtM9mtH6DZdKwjTAn4YvtSMbvcWfOAnJ4VUDVZqbalUy9zDxAz/ODpZDMXe06dnitlz7t6yF5rXde5yZEoLlQza3+OJRZRYsU+ez1d9oXVs2brDx71PMTRYzNkrTfRKmXNGnCa7rl4M7zw5xjckGXCoJM+RZQ5YHB/pY4flL3B368sCwtujY0LmbX7UKWXjmok749w0lNvcobMI2ErFjwyr43+39cI+JnV2N244gLQ2oWC4DK8af6ziNufcPxIx7zrT1myDM5XWlEbCZq7RdrHk3JXs0WXpcRcLqmQdj8XpvlqeSy8w21Ia4ZqEUNTszHY+e38GVw0eQRE5JMAbcP6QNtjw1zHSjUtLvjL40aQR28tGiQ4Oq+O7OMwzvuWNgS83rcuUa3bsJ6lcN7uhRJVZNUPYUF6Fr42qmJ+l5gZZceqJaeYTGNSqgZZ3gYudY5b2re+KVy7rqHpjjFCtrEin3y589lUSVj+rv6/s3w6YJ5/mYY9kkMkoieV2MbNuy5QBimnDgFKFnAuHYYSMFO2YOp0sRUZhBKVHLW6tSOdw/1Nnpb2bUqlQOo7Rcib3AkrmpZLHaCkZ3WfFc8mPHtdVZU1kiMkpCxunC6tWn5+BxjdDTUcWvs6q1TAZOFZVRY9L6bvId/TCoXR2Nu73DzzO+rXBO2zq6YUzUmB5GxRHKwIlWgygaDdwshVC3+CpbSdEPEoE/DH54/9C21hK1iVG9++nes/DD3dqWhuYeRGxwC/dK4uvb+gJwr73T0yjFZpl4cQZJK08Zs4JTX2358UZZjAQZBK3rJjcuL9GaSXRuVA1DOriLP9UiiEVpByQ5WVj8TRONzYGhYeoCS7i2Xw4qZ2fgbIWbq9bv5P0cDwxrl7jGbM5C5DytcLUNz0crwfu83o/RvHYltK2nvWapdBkOCy6VhOwCWy4diZ2vXrwYJ6NIp3FlnKo09VOGNbO9e1CrRPhmQ1OdQ7wY0WtFYZ157wBXaZY1U4IVGIOlkULbelWwcvwQy6FoymvsNjYtfsUNmt5RGgk0MTn5kVdGdK6PB87zZ2ZjBy6VhOwCm5EejdV/L9DrNMNak2itONTEzMvECVXLu1c8/72xjweS+EMwR2k6Y0Abf0K7J+Pt82uG5bCpz71qS0ENJFrWqRSIY4cZkemFvXgxRmEjeCHshWov89cr3mcu6qRrStHL/otbT0+pA06Ul5yE88NjUt02De/XyD/seqcOU2KGE3n/dX1vfLJwO2pr7O3x6vkd77gOofydbePio4MKX03ZxaOQ34Pa1cWN/ZvFk+R30Bd6h+IHXZsYHCur8y565tRAj6bmQfe0sFOEZvdqmT2txJgKo46FWXc6NKiKJ0d1MlTGSU4S0uceTaujYbXyuHuQ+Uazy3s3cSsm1/DS9iOjJLwur/ev6Yma0ijn66U7HKej1vZe9wVBdy5mFTPsDUC8jK6U2DnsiYuGH5KZxgpVsjPx69izdaPwKkW/ok+qkjB6tKBNgLec5S4OWMARa3SJjJKQcfOa/bAl6oeAtpcXF50HzDuEaWPs7TS2nT/HtnzAK7NnuC+bk6rmqM67qR1BHyfxwHntzG8ywEk9mXhdLzw83F2+aiKnJNwQZONw6o3FSxepV1YNbJzv66gT8LkA/KgDYXf6dnFky/cjHFQAlX14p/qG31/WszEedRGJVqZfS+0Du2SCqiED2tTBjWd4G8m4bCkJH95UWOYP3kfcPGEnLIdXqDtAHt7X9f2a4ce7zzQMla4FETwdvWi9D6vJ25F8xfhz8erorob3PHtJZ0sHa4VBkGd4GxEh76awJbCH09ElzweneIVRbKGwn977oz9T/Ju8zcAob1VeFculo009+zGnAu2sPMxKPg9FTtKoaX1/1xmWnzOo0uClz+NyJiFvpisqLvI6XU/T08KPEBZB4uWIV/1MEy7siHEj2huemMajjvz6tr44vbmxOSFKdG5k7TAnGT5qpjWcNqN29atYVqB2jlJNeGk5EEwsXBtgtJnO6ki7u4GbZZUADq13Wll56SP90FlX9mmK6/sbT+39Nss4UcbdmlR3NALnDfnJ7R7Q5dcAxs675nHwYAV5Da+Bg4OMejfjY2BSKs1Nmyacpzt1fPbiTugTQOHbrdQJaS3+rlxGPKTBg8Pa4qmp6+xlFmGs1IOq5TNVB0XZiAcU8Lg5yL7PSoA7LTw3wbkoY0dr7tJvnD5/SnoW7ukkHb17aY9GqFO5HM5qbW+X+8YJ59k+tc8vIqMkZKw0KqOt7Jf14nMDjt16m55G2PbMcACwrSQePb89Dp0oxCszNtrLlAOsKN/lj5ofKOS0n7D6s5SF64iOhIFg1iSCKJ9K5eIDq2tOz/E1n7ev6o7B7eN7Z4gIA9rYD9Jn17nATyKnJKKCc3OT/61F9ubgUUlY7Szk8M9WkKPZ8kBKaJgI5BVmd/XYBR1w+ERh0rWRXRvgm2U7Ne83miWUy0hPDKz8JD0tLek8eidoPceax4e4StMpfMxnQqZtKbA361Gnsr1zscMe8Zpl70T5Vs4uCSZoI8ioKRGeHNjCr4mElbp2Td8c3HlOKyhL+9XR3Wx19unSA3h9rGvQVLAZc8srIqMk/LQVexGRVIYHf3glXRobxEkyJJwGdXrzGobfy9NwL9+Zn5jGggpECufc2L9ZUqjt5LUeZxgpHT9qXZ/mNXHLmc3x7CWdPU9ba8YQbVWUSmSUhIwfI10eGqpfSrB13UqYe/9AX9LW4q5zzAOzGWF2dnTz2pUw/vz2ePOq7q7y8QKjN9avZS2c1bo2HpJCJPBQx5zw8Ij2ICJUlpTyQ8O8Dfkg4+fgKj2N8MCwdp6f/V2vSjbmP3A2AH72NPhBZJSEry+BoxbshxJsHOChK2MGt/Y9j2v7NXPd4PWUcs1K1sOPG72q8lnp+Nf1vdG8dvJ6SFT7kneu6oGHh7dDjs/HaZp5HvFUfi3rVPJc8fBIZJRE1LBbmZVtY9qYM11HkBQ4o35V67GpbKGj/fXqyYrx5h5aZnjZodarmu15TCAn4yEexnOledaghVASsD7Vnf/A2b5NtxOysPipcLUq2ltw9iz/UHINDi8buF99RVZ6WiKkRGmkjPWxkUe4wEJ7kNe0ZgX85bSmSdfqVy2PqibnPTsOy6H6u1bluNnD6nnBeoTlEVFaUSoZLxRqaVfKlrFYEDwomLA9AIMmcj2I+v1c3L0Rvvw9z/N8fr5Pe7HX9+ih0hOO6toQWenpGNrR+oE2WtzksYkgKILcTPTVbX1x0ZvzAsnLykyGNw+5INErnih1zGGYo9LTCMUxfwopMCVBRAMAPAFgNYBJjLHZXqT7wqWd8bxL1zYvi9bxTl71xiciDO9sHAvfjIFtaiMrw5lFMUy764rx5yZ82/1CmXx3nVPQvESvjvEwMg6LqEY85nFNYuY9Z2Hdn0d8SduSkiCiDwCMALCHMdZRcX0ogFcBpAN4nzH2jEEyDMBRANkAHA/91RWLiDx/afVcmHjc1ns/242V+DE8tFs/7fG8RNsNgpRn9fjZHxrWDk1rVsDsDXtt/a4svYOgyKlV0TfPM6sziYkA/gHgI/kCEaUDeAPAYMQ7/UVENBlxhfG06vfXA5jLGPuZiOoCeAnAlXYE9bNiyYpHnrI9ZzAzUcuhK5ZNeeX4OG638+ux5alhXI6Ayjp2wk7zxk1nxk2Z53ZwZxIFbBw6xFElLitmQUtKgjE2h4hyVJd7A9jEGNsCAEQ0CcBIxtjTiM869DgIQNd1h4huBnAzAFSq38KKeK5JRIeU/rVjokk9gcwZA9vWwbV9c3D7wJYOU0hFGZgtzaLy0WuDc+4biEOqGDoC+1hSAPz0g4GjV//k0CpNawa358cpHOkxT3CzJtEQQK7i7zwAffRuJqKLAAwBUA3xWYkmjLF3AbwLADWatgtEVdeVNsRkZ6bj6Mkiwzbq1/vPTE/D+As6eJqml2dMN4lA4wyaIR3q4a3ZmzHQQZTPKNC3hb8h9ZVVrXXd+E57vX0qbepVxofX9cJpFsL83zu4NQa29f+d6Cn8ViZRA6KGGyWhVUK6nTpj7CsAX7nIzzeevaQzBrWvi08XbceibQdt/TbIqJ5BUlqewyu0Flm7Nq5mOdCcnvLVLGefhkbt61exfO/SRwajghRa22u0nvmWM5ujd7Ma6NFU34nAqjK+02VoGDd8eG2vQCMcBIGbzXR5ABor/m4EQDt+r02Mji/1o/1ULZ+JS3o0SmyxL5/lvHFE3UrZrFa8ghsdMSrwDj/ri7Iz/vm+AbbcqatXzEocbOUXSsWZlkaGCoJHtNYkSpupCXCnJBYBaEVEzYgoC8BoAJO9EErr+NIgyv7pizvh+Us6o3Mj/cipVisBH3XFvhT3DWmLidf1Qs8c42isAm+Z9bcBvqbftKa/MZfs8N41PXFt3xw09zkOlF8YrSvxtLDuFZaUBBF9AmA+gDZElEdENzDGigDcAeBHAGsBfMYYW+2fqBI+Dr2qZGfi0p6NzW/knPKZ8RHgJT0a2v5tVkaao5O0lFQ32ZUeZdx2AXp9SDNlh+lRP8PrrLZF7UoYf0EHy84UUSKqez+MsOrddLnO9akApnoqEeLmJgDnV27YUnHN61y8oValZEctHupIkxoVsH73Ed8jdurx7Z39sWrHoVDy5pXS2HkISiiNMwgZLgP8aZmbeEGuCxd0aYA1jw/h0nb/xpXdcGmPRqF5WTSqXgFDO7rbLc4btw9sibNa18aF3RuFLYplSm+3JQgS/nrhiEDEb/C8lnUq4/lLu4QtBtfYHfjVqZKNf13f2x9hfKI0mnMEwcNlL6dlbpKJyi7HUjz7FLgg6Grx3tU9sftwQcC5lg20LIjR6J3swaWSYIx9C+DbGk3b3SRf4yVUAS9yeME3t/fD8VPFYYtRJgir8/DiTGpBMloDwNLTK6TCpZKIAvrrkNEZS3RprO/qK/CH0rzAWVYoKzMIGS4Xrg0304X8NkQbF/iNqGLRoKz0BVwqCZ69m8zRrzkLHzwHc+/XPsxIECylyWwoCAflgLU01yYulUQU0J/Q6H9Tp0p2qYvrIrBG2DNggXdozSB6SiFFGugEKIwykRmqR21qJ0aqAitcfXpT85sE3HP7wJYY3rk+mteuFLYonhMZJSET9ohsSId6GNW1Acae107z+7DlEzhj+pgz4dMRwQHeSL4AAA0eSURBVACAzHRK+ldmZFf7oVO8oEp2Bg4XpK75CcyR36D6vJbSqCAATpWEZliO8MRJIjszHa+M7ha2GAKPaVXX393p/9erMXIPnsD/k8JYjxnUGn1b+ntegxHTxpyF056eGVr+UaZP85q45vSmuHVAMIeihQ2XSkJrn0RUCMMs9sPdZ+DwCTEqtEPQ76lcRjoeHFYy+7xrkP6ZB0HIVq+q83PcyzrpaYTHRnYMW4zA4FJJRJkwzE1t61k/TMYLujauhrNa18aJwmLM37w/0LwFAkGwCCXhE1FbaLfD/27vF7YIAoEgICLnAhuV2E0CgUBQGuBSSWjtuI7KyHxE5wYAgF7iZDeBQFAK4FJJGO245t3FtH+rWtj2zHC0rFM63eFKCxEZcwgEocOlktBGNGuBQCAImggpiTicTyQEnHJD/2ZhiyAQRJLIKQmBwAmPjGiPbc8MD1sMS4iQLgKeiJySEM1HIBAIgiNySkKYmwRewPPhP8LNW8ATXCqJKLvACgRuEeYmAU9wqSSi7AIriBZi8CEQGMOlktBCtGVBaaeJdCDVwLa1Q5ZEICghMkpCPtGtZ071kCURCPyhtRSufFRIZ0wIBFpEJsBfu/pV8PN9AxKjLYGgtCIsqgKeiIySAICmNSuGLULojBvRHgu2ivDcbuHRfCnWRwQ8EiklIQCu798M15ex3cN+zB7FaF0gsIZQEgKuWTH+XGSl+7d0JgbvAoExQkkIuKZKdmbYIgSGcO8W8AiX3k1am+kEAi9JIyAjjTBuRPuwRUlBzG4EPMHlTIIx9i2Ab2s0bXdT2LIISidEhE1PDQtbDE3EhELAE1zOJASCsojwbhLwCJczCYFAwC+PjGiPjg2qhC2GICCEkhAIOCEqC9fiAKeyhTA3CQScIaxOAp4QSkIgEAg4Ycyg1ujRlK/4dMLcJBBwRlBWp7n3D8T+Y6cCyk1ghbsGtcJdg1qFLUYSQkkIBJwQtHdT4xoVEtGVBfyy9JHBoXq+CSUhEAgEHFO9Ylao+Ys1CYGAE6Li3SQoWwglIRBwhvBuEvCEUBICgUAg0CWwNQkiSgPwBIAqABYzxv4VVN4CgUAgcIalmQQRfUBEe4holer6UCJaT0SbiGisSTIjATQEUAggz5m4AkHpRyxNCHjC6kxiIoB/APhIvkBE6QDeADAY8U5/ERFNBpAO4GnV768H0AbAfMbYO0T0BYCZ7kQXCAQCgd9YUhKMsTlElKO63BvAJsbYFgAgokkARjLGngYwQp0GEeUBkHfuFOvlRUQ3A7gZACrVb2FFPIGgVCEWrgU84WbhuiGAXMXfedI1Pb4CMISIXgcwR+8mxti7jLGejLGemZll51QygUAg4BE3C9daAx5dcypj7DiAG1zkJxAIBIKAcTOTyAPQWPF3IwA73YkTRxxfKhAIBHzgRkksAtCKiJoRURaA0QAmeyEUY+xbxtjNGekiaoig7CG8mwQ8YdUF9hMA8wG0IaI8IrqBMVYE4A4APwJYC+Azxthq/0QVCAQCQdBY9W66XOf6VABTPZUIcXMTgPMrN2zpddICAfcI7yYBT3AZlkOYmwQCgYAPuFQSAoFAIOADLpWE8G4SCAQCPuBSSQhzk6As0rVxVQBAg2rlQ5ZEIChB9MICASfcNqAlBrevhzb1KoctikCQgEslUdq9m96+qgcy04UPiyCZtDQSCkLAHcQ4PjOxRtN27MAfa8MWQyAQCCIFES1hjPX0Ii0u1yQEAoFAwAdCSQgEAoFAF6EkBAKBQKALl0pC7JMQCAQCPuBSSYh9EgKBQMAHXCoJgUAgEPCBUBICgUAg0EUoCYFAIBDowqXRX95xDaCAiKJwkFEtAPvCFsICUZAzCjICQk6vEXJ6SxuvEuJ6xzURLfZq16CfCDm9IwoyAkJOrxFyeouXcgpzk0AgEAh0EUpCIBAIBLrwriTeDVsAiwg5vSMKMgJCTq8RcnqLZ3JyvSYhEAgEgnDhfSYhEAgEghDhUkkQ0VAiWk9Em4hoLAfybCOilUS0jIgWS9dqENF0Itoo/Vtduk5E9Jok+woi6u6jXB8Q0R4iWqW4ZlsuIrpGun8jEV0TkJzjiWiHVKbLiGiY4rsHJDnXE9EQxXXf6gURNSaiWUS0lohWE9Fd0nWuytNATt7KM5uIFhLRcknOx6TrzYhogVQ2nxJRlnS9nPT3Jun7HDP5fZZzIhFtVZRnV+l6aO1IyiOdiJYS0XfS3/6XJ2OMq/8BpAPYDKA5gCwAywG0D1mmbQBqqa49B2Cs9HksgGelz8MAfA+AAJwGYIGPcp0JoDuAVU7lAlADwBbp3+rS5+oByDkewN807m0vvfNyAJpJdSHd73oBoD6A7tLnygA2SLJwVZ4GcvJWngSgkvQ5E8ACqZw+AzBauv42gL9Kn28D8Lb0eTSAT43kD0DOiQAu0bg/tHYk5XMPgI8BfCf97Xt58jiT6A1gE2NsC2PsFIBJAEaGLJMWIwH8S/r8LwCjFNc/YnF+A1CNiOr7IQBjbA6AAy7lGgJgOmPsAGPsIIDpAIYGIKceIwFMYoydZIxtBbAJ8Trha71gjO1ijP0ufT4CYC2AhuCsPA3k1COs8mSMsaPSn5nS/wzA2QC+kK6ry1Mu5y8AnENEZCC/33LqEVo7IqJGAIYDeF/6mxBAefKoJBoCyFX8nQfjRhAEDMA0IlpCRDdL1+oyxnYB8YYLoI50PWz57coVprx3SFP2D2QzjoE8gckpTc27IT6q5LY8VXICnJWnZBpZBmAP4p3mZgD5jDH5DABlngl5pO8PAagZhpyMMbk8J0jl+TIRlVPLqZIniPf+CoD7AcSkv2sigPLkUUmQxrWwXbD6Mca6AzgPwO1EdKbBvTzKD+jLFZa8bwFoAaArgF0AXpSuhyonEVUC8CWAuxljh41u1ZEnLDm5K0/GWDFjrCuARoiPVtsZ5MmNnETUEcADANoC6IW4CenvYcpJRCMA7GGMLVFeNsjTMzl5VBJ5ABor/m4EYGdIsgAAGGM7pX/3APga8Qq/WzYjSf/ukW4PW367coUiL2Nst9Q4YwDeQ8mUNzQ5iSgT8Y73v4yxr6TL3JWnlpw8lqcMYywfwGzEbfjViEiOGafMMyGP9H1VxE2UYcg5VDLrMcbYSQAfIvzy7AfgAiLahrhp8GzEZxb+l6fXCytu/0c86OAWxBdV5AW1DiHKUxFAZcXneYjbGp9H8oLmc9Ln4Uhe2Fros3w5SF4QtiUX4qOkrYgvtlWXPtcIQM76is9jELeTAkAHJC+sbUF8kdXXeiGVy0cAXlFd56o8DeTkrTxrA6gmfS4PYC6AEQA+R/JC623S59uRvND6mZH8AchZX1HerwB4hod2JOU1ACUL176Xp+cP4FEhDEPca2MzgIdClqW5VKjLAayW5UHcvjcTwEbp3xqKSvWGJPtKAD19lO0TxE0LhYiPEG5wIheA6xFfwNoE4LqA5Py3JMcKAJOR3Mk9JMm5HsB5QdQLAP0Rn3avALBM+n8Yb+VpICdv5dkZwFJJnlUAxina00KpbD4HUE66ni39vUn6vrmZ/D7L+ZNUnqsA/AclHlChtSNFPgNQoiR8L0+x41ogEAgEuvC4JiEQCAQCThBKQiAQCAS6CCUhEAgEAl2EkhAIBAKBLkJJCAQCgUAXoSQEpR4iqkZEt0mfGxDRF2a/cZFXV2UEVoEg6gglISgLVEM8KiYYYzsZY5f4mFdXxPcfCASlArFPQlDqISI5wul6xDfFtWOMdSSiaxGPmpkOoCPi8Y6yAPwFwEkAwxhjB4ioBeIbqGoDOA7gJsbYOiK6FMCjAIoRD6A2CPHNS+UB7ADwNIDvALwOoBPiu5zHM8a+kfK+ECU7Xz9mjD3mc1EIBLbJML9FIIg8YwF0ZIx1lSKnfqf4riPikVSzEe/g/84Y60ZELwO4GvGQDO8CuJUxtpGI+gB4E/HYOeMADGGM7SCiaoyxU0Q0DvFduHcAABE9BeAnxtj1RFQNwEIimiHl3VvK/ziARUQ0hTG22M+CEAjsIpSEoKwzi8XPZThCRIcAfCtdXwmgsxRttS+Az+Ph+AHER/8A8CuAiUT0GYCvoM25iAdm+5v0dzaAJtLn6Yyx/QBARF8hHnJDKAkBVwglISjrnFR8jin+jiHePtIQj9nfVf1Dxtit0sxiOIDEEZcqCMDFjLH1SRfjv1PbeoXtV8AdYuFaUBY4gvhRn7Zh8bMatkrrD/IZx12kzy0YYwsYY+MA7EM8BLM6rx8B3CmdCgYi6qb4bjDFz9Auj/jayK9OZBQI/EQoCUGpRzLp/EpEqxAP/W2XKwHcQERyJGD5mM/niWillO4cxCMFzwLQnoiWEdFlAJ5A/EjMFdJ9TyjS/QXx6K3LAHwp1iMEPCK8mwSCEJC8mxIL3AIBr4iZhEAgEAh0ETMJgUAgEOgiZhICgUAg0EUoCYFAIBDoIpSEQCAQCHQRSkIgEAgEugglIRAIBAJdhJIQCAQCgS7/H6sTWEfZR57vAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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q5dJTzF+s2xc3MFM2G2Xntyb/KGav348HP14DIJJJ2K755K6Y1f9GcsdW6NcbC8pT+Wj85pe+2Yq3votvt3rIZSnNQuc/8zXmby6IOwco7+jVSkKeFWr1WZc+/y3OFJXGPKPZ6/fHmaz8xGoI7AcAFgNoT0T5RHS7EKIEwD0AZgPYCOAjIUS8d80B8kzi+HHro3TZwXO80NlKX/UlHxvsIvb0rE2OnVfbD7iTZnv30TP42WrCPRv1Ybfq5HDNx6bHj8hKhYhxvO1QpCr/w0erMW7qWiz/OTKaP3Ym8tz+t2p3XDRWmXC+EBAAfjTZlOi1+Vvx6fL86AhdbWbRUpzKF189wJDb30/7jYMarLRTK+ecKCyOduhDX1oY893vP1iJwf+MbMEbnUmYVGXUlCqpyzNFpXGzpWEvf4e9x87g42W7Is9V8bW8TgZQKF7FPa2YT5T+LqXpxWgQo/6qU+Ps6DNNSYmY25SmVZnjhcV4c+F207rWM6Pd+nZ5WpwShYl1/3HtiEWzHGodH/kyTpE/8OEqxwPhRLEa3XSjEKKRECJdCNFUCPGWdHyWEKKdEKK1EOIpt4SSZxLZ2dYXrAERe3vXx+ZgwpexKRms5PGxG66Z6ILeRJ17fSfEmo2MXny3ZxJKaldNj/msnDkcOHE25kWZtmoP3l2ch1bjZkad+TdO/BG7Dp9Gt/FzMHlRHh6dFj/OiMwkbIkVQ/VM4zWjz365GX/8eHU0MiZuJqFRJcoOQ11nZiHC8roVs6qe9N0Ow6FIlfTIwj15rxQZPT+IPLD5Yt0+w4V95T6JSDvt+MiXmn6MpXlH8OAnazDspYW6g6YyjdnZ99sO4pVvtujeH9DOpgsAxw18b+r6bFu/enTUn56aglvfXhpjWpV59PP1eHLmRnxnorysBnUAsSZWdfuwMt5RT+K+WLcv4VT/Tgl1Wg673ehuac+I/3wbO1oYoTJfaHHK5hTYSbpyJX4leysrE5ZmPQXHC7HgpwO2nY5HVGsVjEIyiYBHPl+PMlHutCsqLYvW5Rfr9mlel+giyoEd6seUpSzv/Kc1luyoFsppbbKk7DCGvRzrwDdbvNj2oS/wzab9pgr58RkbDH1N8n0e+DB+bYx6B8HF2w7FpHp/Q2NEDUQGWre+HYkITCGKtof/+3FnnPKRO7JTRaW6Cq9EY/ry9vd50dBfu5wwCFTRUtZ9WuYAAGpXzdC9Tp5t6D03ub1YeWVLNZzR6iNWmrMTH5xXhFJJlJubTpifHHOds++84JZJxqG3bicKIx3Le6kQlhr3L15bhFsmLTFNO26G0WrhFxSLGDftK3+2qSaptBdsOZjQAqZpq/dg56HT2H+8EC3HzYoJl92nsThOWZP/mvsT5m2OX2tjpEz3HSs0tSF/u/mApeeit8ZjTf5Rw4FG/+fmxZj3bnzjh6j/DdB/Ti9+9VO0rlNTCEsNTHVKk4g6/FQm6mR3KeJpSd5hzNVwQgPxSqK0TETNgurwVK3r9Hw1cjVbGUDtPHw6zhelnoFYKccoahIAJn+/A7ljZ0bNtV4SSiURNTfVsGduMi7T2XVdm9YEAHRspO1Ez1A5pU4UFuOFOZux4CfjRXx6L5UtrIxsyoQlE5I8mv/WRG4jnpu9yVGo6rWvR/ao1rO5vv/jTt3f0KRWFc3jau58d1nUSWmW9kLexRCIODe1MLKrD3z+Wwx4br7hPVJSyNIMSW9x1FWvmM+Ot+zXH2SlUMQX88Kczdh7rPz3KkewBOBXBsERyid9i2o90p6jZ/DzoVP4y6cRh/Xq/PgIxLkb9uvWgVHN3PGu9mxVXVRJmYgODtVJQZVmUdlPOF9jMAAguiC31MI7O/yV7zDq7djU/fuOF8asTbHyPuqFPMuDBtkHOMNguwO38C3BnxPs9ut//9J+eJ0Z46/qjNw61fDD9kP4nUboX8dGEUV2yT/mo3W9amjfsAZenbfNtFytaaldlCtK9RresrwjceY3I6au0F+EZ8ar87Yht05Vx9f3alEby3QUhd57ZXXf6FMmC/+UnLWQiG+NRqenRGuGoiSVyNJMIpG8W28aRO5s2nsCX0uzxi/W7cNXf7gYQOygx2w0q/xaOTMEgAtVPjMt7nh3GR4e1glt6lfHxe0iO0aePFuCq1/7Hn8Z0sH0ejWz18eaK0vLynQHLbLyAsoHSNNX78H5repg//FC3HJBi+j32w6cwoD2zlczy4OgvAlXArBmPtUzN50tKUOa4hkt3OL9GopQKgkiGg5geItWbWxdp457d0kW1K6WoauwiAgnCoux4+Ap7Dh4Cm0bWJv9uO2T0DPV6C3S8opE9r/WUxCAvhK0uqWsEO6lbHeD1BSyNKJMREkYvQ9K2/4uxag6Q6F0tx80TzmTKPI6hfdu74N+beuiy6OzAQDPzbY/4FNvNqScSSiZt7kA32+NNz+VlAn89r1IapTmOeWDnSdmbHA1H9U2CxGOegq6sLgU1RSBGFsLTmLFziMoKinD+a3quCajklCbm2pUd8/c5BWrdh2NsXFb7Yjc3pCnom+GojuTSLeqJIKtn5Z1q8V8PltSZin4wYtcPABQt0a5I7dQkb4iM6081blb4dpW2G8y87KC+h0oLRWaMwm1OUhGmbXAbLfHRPjzJ2tMz0nV6Ui0ZrlXv7YIN0z8wbNNrUI5k5AJQ7cnPyurfYxVm7zbffp8i4kAvaZbs1qubh0qozfqVvuE9K93UxptxlzcSte01zA7K8aRPHlRniX/j1Xl75YSTNPrnTRxb272445DuEaRPsaMsZK56LgisaO6CvIOndbcHjgZ0OtH1Eoit07V6OzdyH+UkCyelOoaYVATEawunvvCYm54N3PSA9qOwSDIzvJm3KHXV2ZY9EmU+WBval23uu53WjZmK23Aakhyokpwzvp9uOOdZa6nJL+tb0sAwJVdGxme99Gy/JiIMLOfPWXpLkxZuguz1pb7IXrl1o4551ONvVWCxmrovF6GAfX6lioZ5e+bF+Z2IKQzCdkn0SS3TeACygrdap9uxd74+w9WGibkS2aMkpYlgu5MwrKScFMabYxSh2gNDLXqSjkyBLwzIyo7VwAYLaUpt4MV2aplRsxXZy2klVAm03OS0cAoCWIY2LTvOIb8c6H5iYj4HprlVInZZAuITxBaQ7VQNDsrDb1b5uCtxESNIZQzCdkncSBxM2WouGtAawCRuP1EQk3DzOLt3uwloKekrXcM3msJi5avKFqjykY1Y0N6w+xrspLRWFbu6mR5ZpilNNFCuXtiGLnmNesrphduOYgamelxx+WBRd82ESd1/3Z1Y74vE0DznGpx1yVCKJVEmNBbpFYZuapb48DurTeTKLSxZ4DXz9LJGhE1arOUFSWhHk36xYET5rspvjbfPBy8suBGEIIcFZkq5alRvxZlQtgerJgRtDUn9ETNTS6WlawEOZt/WyPLLADTfDsyRlu/uoUbqRTUbWSywf4JMulpKYB5f61Ldlaao31ZtPIgqQk4qCyp0eovrvn3Ilx9bhPdVCGnVRlk3SCUMwk5LUfQcihxI3okxJYDSzhJ1+0WS/MSz4D5+rfejmoTyVQr4+QFTzQIokND85T8THiIpKeXlUT8s99jsvOgXUKpJGSfRNByuI3eaDhZcHuEUtEwdlxbqzsnejjRjMLHNfYHZ4LHqMnIiwH/9XV8Nt3dOnu4OCWUSqKiYsd+HkZYRRhjFGllte60kgmakegWvuqUGkw4cOpDc9tgwUrCBLshsBUZnkkYY7RvBVedf/RrU9f8pAAo8mhFtBq3zdqsJCzidCe6ikQiG/9UBowc11Z1hJzojnFOm/r6ixqTCacDiw173F1Yy6+9CW6FTTbLsZbSOsyEcSZRw6MV3k4wqh+rPok61fU3x0kGrKZu95IwtlM/cTvfVyiVRBijm3KqZSZ0/ez7+7sih7y/hREjunuzniGML9+Y/q2CFiGKkdPZas0ZbSuaDKTbyv3kDSFfeG2ZsPyMUCqJMEU3yf1i/7Z1MfHXPR2XUzXDnRHvOU3MlYQboZhahPHlszpC9wOjWadVORNJDR4GwjCQ8CtU2/NZUwjqEgipkggT8nMiIlzeuWGwwljEq5ckTB1yGDGqnoy0YLID+04ImohfzdRtH93t/Vq6W6BLsJJIMqy8AF4lOrOSq6cyYzSKtpzSPMm1RAh0hGczaa85osrA6/RXDHF5MMtKwoRkzN3kRnoILbYV+LcJTTJi1DelWVQSVlODh5UwzDbDYPIKklSX/UKsJCogXimJMIbAhqk/MFQSFp9JmLO+WiEMjyOF/GkXrg8gVcWFpW2H8LUPlg4NY7dMDcuDkkmz0FN7NZIK46xqYIf6QYsQxajerfqJ3N6Mym/C8L4QhbGl2sfpb3D7t7OSUFG3emKhrl7TrZmF6CbPHNeeFJsQNbLic+4HhVG1W51JsNsncVKIfDF7uX0Lt1Sb2789lEoiyHUS6voNW79opSF5Zm4KoZYIk0RGL6fVunN7+1C/CcNEKIXC1S6sEtf3OHzfKsVMIkzrJMLGsp/N97H1zNyUjG+ejxjVu9WZxOb9yZ1sLwQ6Aikp5JNPonIQSiURJGrtHbaO0Ypj06sQ2FDOJEIkkpEoXs3uwoYb+64kClE4/Wd2ceyTcPmns5JQEf8uJ19j27D3uCflJmM/d/P5zX27l1PHdcu67u5JXNlJIX/sTW7b/tWlOS2+UpibgiT8/aC5hN9ssrfpvOU7h2nYLhGmEaNR9Rgt8Mp2mKRwxr39cFHbcKXFDn4ekbw+CbeoFI7rMBHCfjEwknEmERYlYjSTcNqxtmtQw/JK7srEpn0nfPVJ1KvhTkRk3qHYxaqhabtBC8C4z5iLvcmMGoZGe3mnBjGfk0WJZxrsWufUjO/XojFbhGAqMXXFbl/b6ss39nClHDf2cQcqqblppEepr7VQ25X9aGrT7ulr42zzt7Bd/Rqm5zghDCuuw+g8lzESzWgjHKcbWoXR/BcCHQHAJ+VJMf+5zqkih9vSVkbH9R8GtfftXkG8dzWruLsgzKvOXK9T8tMMZXcdS1j60cEGSdcSmUkw8bStX93XOa9bylodlbh+j7MAFLdnUUmhJPzdOlQdAut9c1N3EkYzCysdilejbb1yx1/V2ZP7aRGWTt9NnCqJUM4kPAyBzUq31l01z6nqa924davfXtzanYJcxlclQUTViGg5EQ3z87528HJ09vrN51o6r3lOVe+ESAC9uslMS/VXECUh6ieddkxhMdFY5Y+D2mkez6mW4dlv6dMyx3I78ykCNnoPt+7l1j4wgayTIKJJRFRAROtUx4cQ0WYi2kpEYy0U9RcAH9kV0s/1OWbmjAcHOzd9Nc/RjodX/zyjziaMMwk/Z3phcJ67TSKj75pVwrMnttdPxmqzFgK+Dh7CNqELynE9GcCQGEGIUgG8CuAKAJ0A3EhEnYjoHCKaofpXn4guA7ABwH67QvprbDJecX33JW2cl63z9NSdhNHqXCsdsndZYP2hVT39xWXq318RlYYdguig9O4Zps7Sl5kEuTuXcEvmQGYSQogFANRJg3oD2CqE2C6EKAIwBcAIIcRaIcQw1b8CAJcAOB/ArwDcSUSB+UPu6NcSD1ymPWUOQ0M3mnVam0m4J4sSvRlOcamxUC3q2DOfuSm+rw5Mh9fJz/T+y9r6dk9voFAk+CPy11/j9FZvjzovxgRtVM7vL7XfNtwikY66CYBdis/50jFNhBAPCSHuB/A+gDeEEJpJkYloNBEtI6JlCchmSMdG2ejXto7md+c0jU3FHcRI1WgmYOUd9Or90FM+1TKNbcUfjbnA1n3s9DNhUOqJIs+OrujSyJf7OVFGSvQ6YCJvTY9WH7UQfm06FPu/XS5pXx9DFM/cqK/5g44fSFuu8EQ3aUli2kKEEJOFEDMMvp8ohOglhOilOOZQRPt46YTVNTepPidqLvJqFKVXbLPa+jOFjNQUNMjO8kSeioKcs9HJY1Nf89UD/U2vua1fS/s3SjL8GDvI761bUX9uvbZhSvCXD6CZ4nNTAHsSEyeCej8JZSeaU81bR51bSbascssFLdCyTqwN3sgnkW1hkx23RK6eGZtTSG+EEqSFwXydRPjNDvIgyMnl6mdiZY9sL2ukMpmb5Oem977Wqmr4g4upAAAgAElEQVRv/VNYJ8WJKImlANoSUUsiygBwA4BpbgiltZ+E/Mz/OrRjwuUbtR+/zRePj+gSF/pm5FPwM1XPhGvOifkchhXXYcZpBylf5sZMwsrOdol2oEaXqwcWbmJVbiGcdbj/uLYbLmytbYbWvE9ULgc30yBs5chYDYH9AMBiAO2JKJ+IbhdClAC4B8BsABsBfCSEWO+GUHEzCcXL59VeCdF7e1q6NcISAlslXW1605lJuD16tFGeWcdRt3p4QkR1if7exJ+bH3tkG9m8uzWt5fn9reDkFfhlz6aGObbikKpabyYR3GLHAHwSQogbhRCNhBDpQoimQoi3pOOzhBDthBCthRBPuSVU/ExCRH+2HcdYrxa1bd/bywfrxvvrp+M6Lo+VTrlh7ojH+LiK1ezZ1NAZZbs6kwjQ3BSGARYg14n30sh1rZcG3u541q2+J0w+Cd/ITEstf5E0Hn7ehCs1r2tepyraNdBPrKaF2smqVeFf3HcRXnIh86OR7+HqHk0w7ooOccctdQKuBVwbfozSqp69OjaiUU3rTu4LWtUx7QrSfbTPmQVYZOqklUjEJ6G+qlW96qaj4UTbR1DmWjtF+zGIjzqu9WYSNp9oWCP1Qqkk1OamZoo0FXYr0u7ofXBndSrq+Bt2bJSNq7olnpl2WFf9kMcXru+OAe3rxx238nuSeYHZazeda2m29MdB7fDmb3oZnmOUeTVMlM8kEn9u1TPTsPnJKwzPScb2Ye81dv4L7TwDs5mE7XtrSN2juX3zndtPN5RKQstx7QQnTSUoO+JbGh2eY1HccoCpPzso97cD7Jl7rHYGrepVR7XMNEOZuqrWvASNnoKXjzuKbnLBRGX7eg/Ldgfhy9af8nPT8wG6URdTRp+P1Y9ebuuaSmlu8gZrNelXm5fD5ZSmAs2FKD7anNUKk0DIsOPYg71FQDJ6v/HNW8oVqb+ZgY1pVDMLcx7on0B0k2RuctLhO7tlQgSxp0fD7Cwb9UOO5xJ2flpUuXsYlZSZlmp7K4EwLabzDLW5CSh/GdwK3gjDiEdLhM6Ns8u/1zjBmuPanR+nNrVq7R3sZz1e2rE+HhveGdf1aopB0g51Ri+EX2aVnGoZaNfAfKMnvWfXpXFkxlM1w7vwUSXKZ9ahof0NqpTX/+aCFqrj3tT501efY36SAl98EsJYudsVwb3BnUsFSYRSSbhlbgK0X0wioLTMmrZxs8LVCs5OZ94spwoAILdONVzWsYHhuW5FCccnO4wvuKHLq6mNBgFEhPrZWXj2l91srYxXRhW9f2cfz30VTWpVsXX+89d1w6e/u9DRXsmJtk/lrCBXkWNLuXe2uj0p28H4EV0SE8AikfUXVn+s8GV4YLbi2i6NbbYbvwilktDCaZigrO3V6QoKi0tdkMo9tDvH8h97aYcG+HD0+bj1wtw4h+09l7TBR2MuQHtpNOvWCLp6VvzIVl3/zTzY+8LWZFEhTzd13i3pu2rK0FMBfH53Xyz566WWireTGt6p+aFqRhp6OgjXBhz63RTXKBdI9m9XL/p37WrlJg714MBoEBKGGTpACcymrV/ntrlpYIf4QBUnVArHtReoH+QFraytrPQ7EkTZuNUy92lVJxpup1yb8KfB7dG7ZU7UX+BGo/387r5okG0+sk3kVv3a1NU4KmyZFJW/9ebzW2ieoww1FogojfrZWXj3tt4Yeo7+tqJOCUdHqY9SPmVkjp7Yah+RPHJ2qtis0qVJtvlJLmP27Lo3K482ivqSQPjLkPhwdSN+P9D5lgNmuB18E0olYeSTsItef5OWmoKWdfX3LfAD5W/SNIsZXDuqb0tL5TqlW7NamgrSbL8NO9S3oIQSQRbtndt6a37fv10905mQLUemyRxI7mztZsU1Qinf7RYT9yl/UuygRC9KJ/6Zr3nscrx/Zx/LcjrhmnObxt3XGtrRTW4s+lT+ZmVixt8NaB1nZjSS9w+Xx89Qwzq4CKWScNMnYZTywMozsfrgHhzcHm0TsHVrhUHaHRFEOykPG5taJLdnWnYDE6yEY7apX93yzNEJ1SSHc/kzNK4Tu9EqRihnSQ8P62TpGr3ZaszfRgEBRMjOSo/zCxEI913aNgRmE9J8b4d1NV/bZHZPZXCB2tzU1ubC3WQhlEpCyTM2oxqU6EcdWG9+Vs+85QJtU4eSuJGmRuGxL6o9tOK23ZzWatVnQk7gALeljR5PUMn96fJ2ePlXsavvzXS7myPG+y+1FmKsNJPo3V5ZF0bt0Ej8BtlZmHTreZZksoudavPDTDzuig5ITSHUkraQfTkuC4M9GdyS2e2tFUKvJG7s3RyAs/7kt2Z5exJ8JlUzykdSTuyAZskKjYo0agjKy6xEzNTWSWmsvn96akpMlsz3bu+Dvw1LPCuvEgF7ayCMzCVaL118hJlJ+SaN5J6BbaOpXKxK7Wb3VdNiOmrlLENPAVhtwkbpZNzEzjulNrU5Xkxn47prejbFtqeHRn2BNSyk8QcQuJnbLqFUElo+CbtkpafEjHK9sPepbZB2FVmTWuX28BIpx3MiTictveHmmIIIePnG8u0W+7Wt6+kmTW7ia9y83vc+ymKEnmK1KlaGi/mwxvRv5Uo5ZrOd9FSKDjiNqOZhqnMzrOwFEgTB1YgBQojpAKZnNmp7p3yM4KzDM7pG2ZDGXdEB1/Zqpnuu5vUJmIbUFJVElETsimv9Uo0UgjLhWJmF9SC6DkuNY1UyvFUKXvgk/MZc0fsvmJUFX1brKy3VPfnHDe2I/yzY7lp5QOR3yM/g7VHnoVaVdPRobi0S67GrOmPqit2uyqNGzwpgK025AZUiuslNrGbYrFklPaFd74jMbYFGX8vZSpVZaA3NTUay6Jw3495+GNk98cSEXtKiTtW4evq/O/poZsQ1w8q7Ytqda5xwfqsc27IA5ftz+GStsY1e5yJvdzqgfWQdRau62n6oV28qn2VeaZC80ro8sZ9fuK67pXOVmw41q13VkoIYLiXszM5Kjy5cTRS99qc3bktPTcHShy5z5d5uUuGVhGz/qxLjP5D/L3+KboyQ7c50lI3owtZ18PiIzpb3xdWcSWikCVCe16VJTfzagoPdCU+OLF95a2WfZSC+vrY9PVRzP+y+berq7guh/K11LCh5N3I+dWioHb9vVvL7d56PBwe3R+2q5XJO/HVPS/f89sEBut/1ztVXWtVstGutPm3m7/vhr0M7YulDl+HtW8/DvD8NwDk6iROV6ybciCZTy9OvbV10aqRd93EKLvrR2vNWOp29dno/MVJ/lbobk4BK57h2ivyg/3VjD0y6tRca1dQfHVzXqymGWwiPM7tfIs+GiHDLBbmWbaLGnZ09M5WDYuJQLmRzkl4CKHeIOq1HeaSrhdwe7Duu7aN3Tcu61XD3JbHRZpd3traYr0UdfWfn5NvOw8I/X6L5XVuTnFLK6tCaSdSSFFq9GpkgosCdrnr7qajNZvLnRPvL9+/oY3l1vlUubqffTsNIKH0SidCmfnVsLTgZ/ZydlY6BHYxzHd1xUSvdjUOsYicflBP6tLRu4oiZSbgog9URlvXzEic2bNMott+Fm5lgtUNyW5aqGWmommO8650VtOQKm2VMt47V5ibpx5j9/t8NaI0sg+CL7CrpqO9yfjIjnNZ345pZ2HOs0FVZZEI5k0gkusleLLW7eLm/8BXnxNp4tc1Nkf9jfBIuymS5c9M4TyvbqFIyK6Yi+2iEwLpQqn6dWlvMGMSmP+o7ylv7Pn9tt+gxZXhzWNGbQSvrdFTfXMszib8M6YD7LmvrknSxKNemeMn7d/bB/+7pG/1cKRzXTlZcT73rQgDORmlu9aN+RrBp3UpWUkZZKbWu0+v03MzJ71XdGD1va45r52tV1Mi+hkEmWXrDwHt39MGShy5FrsJ81NrFbWhdQaPyrUzWc6plRC8Nct8RLf+aGU46+Atb10X9Gt7NdkKpJIyQbaKNbeyFrIebCpfI/kzCq/GknuM6zLj1LN65rTeu7tHE9/sCQJ3qmVj60GX4s1myNz8nEjoNICs9Na5jCXr9hhotcXR9EnF+68T8W37SvkGNaKoWNx5BpXdct6xbDSsfHoTfXJir+b2T0a9bow0tn0Tnxtn4yWTPYUdoNIToYi1FHahfKvljL0Ukijx6Ua+k1Q0YMcHqeW43ZiDiFOwh/bYg+rx6NTJNVySHrTOWSYa9r/WaTNxiOnkm4aCJ+f18Zj/Q3/YWpX6SdEqCiFBbMZ2UsdIYeqlSGyf6Uqiv1xKhR/Natrf8jJZvc52EVgjsFV3Uvoz4c7Ik+T4cfb4jOdUkahNNWHkYXG9Wtt6qXCJr+bnc4oXrupmfZIWANJIb6l9LdKsziXI5kmAqEXKSTkmYYbRfcCOdnZ8S3ZsYkENg4wtSKhI3B85aZfVqEYmAUmYZbV5HOxW2loLUqx+7aL2v5i+ri/4Pje/0ol2surarZ6ahlUvhn3Z/6ZiLE0hdYaPRea1PWui0RT202qiekujdstzprlxxbfTzezR337H80FB3c5k5oVI4rq3gxtTY7Zeit40wVSsYPWytTvfxkZ3x5f0XGe7TYNRleGH+cYJbUrjRRjQjxhIs08pLrHwULQ3WSLh5Ty91xJrHLsfs+60tsjRCr4nWqx7b5q38ls/u6mt+kgZqi4SSO13KRWXE7wZoLyz90+XWMgLbpcKtkzDOd6Tdwpz2jep7GcVb+0FmWio6NMzG2RILW7NqjLLVyFu8VklPRZ9WOdH0DKZFW4xucsUkYSHTq3EBFtd0UCJbYmpjJZtq1YxUXH+evZxiiTDtnr74+dBpPD1ro6vlZlvMkGqGrk9CUZXVMtIS8kmY8eGYCzwNdzdDb98aeSFupXBca+5MF1ZvnwQRNIcviYZoAuU5f5QYtYNERtCrH70cax6LONGyJbPVA4PaYvKo3qhb3dpKakf7LnvweJVlXi8lb9Rar6FEXa9edAWyWKkGP1r+6qK2dRPLDGzz/K5Na0XzGPnFmItb4SqL97ykQ+xq5ei+7ooqapZTNaEQWLPaTk2haK41t7HyqPXCgL3qIUOpJLTWSai1o5udihvOLb29IdxQ6lr7PTgt1kyemlXSo6O+7Kx07HhmKO68yN4UWuvZPHetdUes0z2ujbiyayPkTbjSMD2L1fu4NVAzmklY3eXOVQIah427oqPmviRaz/ax4bG5zcwW14XEguoq6TpZeL36qaFUEkbYWyamfYYXsxIvZzpuPvzyzdut4ZaZpXuzWpZHi4liZ7qt/mWGMzSXHnGJNBQ023QqSNxMB24F7f3U40lTjeD1lOljV3VCx0bZaG8yczSVK0SPSG4v/dvWw5+HxO+RLcOO6yQjkedldKnTzqx5TiTCZEiX8sRyQTmslbeNdQw77+SBSNrnjo2yLc2A9EZlvz6/BVJTCP3bxidjS3TmKe8bMKJHeNO2vzOqN+4a0BqNXFi06gfqNt+zRQ6+uO8iZGmYapOdFCLcNcC9bYlN7+fbnVzGnXz1/g4TnHYu2k5fZ2U1rV0V68YPxq0aixHdqg+rxXhV/XWqZ+KL+y5CsxzzkMvb+8UqErleOzfOxranh6Kh1Em6KWpWeipWPTII46/STxkt41Yd2S2mVb3q+POQDpbaxP/u7otHFNujOkHrNupZAyNh8kgqheNaC3VjNbMt23kpHEc3eaxjnJZvdln1zDTNl9+txmXVjq63L4OteyX4EKpkpMY4s6Pmi2h0jDezrFpVMwx9EkGYOZz6P7o3q2U58s0KPVvUxpiLW2GEhQ2ynD6d6hZT8vu9Cj2R+3kladKEwFp9WbMyUpGaQnjoSvORTaKVakUkz5qYi31XEJFjl7SvF7MSXcsx3KRWFQw9x9p+C24TdXzKnylcSSusZmxNFsetsm5rZKVh3BX2FqXZfTZ6+28A4Y+k1MOrR500SkLG7PmlUmSHM8MyLN6rYXYWanuSwlqSw8fQRj+xlH2VCDf1aY5Ne4/j4+X5celDgEhmX7NMmm6+zmkppFuvfncbRp371qeuMMz0q0XY+z3lu2DPCuDsTfDyvfYa042yXH7YSack9LDSVm7q0xwz1+xFr1xrm6L/YLIjld1n4W5aDv3Cgh4JWb17Vnoqnru2G8YN7RiTSsTWvVz8qdPv7Ye3vtshFRz5L6iRuNHvcmKrFwL4/O6+WLP7mKN7+sl9l1lfOayVgiWpUfyOBwfHRjBZbYpum0iTRkkQUcJv7IWt6yJvwpWKMhOVypxRfRO31Wo5qe1WxRVdgjHbWCFHNaoL4yxJqXiFAEZ2b4xOjRP3qfhJt2a10M2njXAybSoy5QpmW5v1RC/z5mUOSvnUyEqL2+pWRk+kpF9MR0QDiGghEb1ORAP8uq8VvBotTrj6nJhNXewiL7Mf0K5+3HdGyfjUjSVvwpX49809dc93e+SRaJ6gyzpGfm/VDPPwRa9nTXWrZ2BM/1Z4/84+0R5DAPjnDT0wur92Dh0AePoX52Dir/Xr3CquRTf53Nn94lzre3oAzrf+vf2iyCCsgUG+sqQkRCMlS0qCiCYRUQERrVMdH0JEm4loKxGNNSlGADgJIAtAvl1BrXZkdjqNsE9Rs7PS8f3YgXjyF/GhklohrIniWgisznGr7f7xEV2weNxA1HAp348d1M2MiDBuaEe0a2BvUdav+jTH5Z3DO3vzGrtpK0ocKomb+rRA3oQrXW0rIe8WdN/ToB3XkwG8AuBd+QARpQJ4FcAgRDr9pUQ0DUAqgGdU198GYKEQ4lsiagDgBQA3ORHYixiTMOecb6IzY0hNIax4eBDcXLTrWghsgjKlp6Y4Tp+RKHZXpIedRBcm+kV6iFefJxuBOK6FEAuIKFd1uDeArUKI7ZJgUwCMEEI8A2CYQXFHAFiaGxolQHMDr4MavVY9alu+jN1qC8LRHdZZ3OWdGmLqit2atns/RZZH4m6tGA5XAG889XWi2HKqZeDSDvHm1oqKG+9FmBzXTQDsUnzOB9BH72QiuhrAYAC1EJmV6J03GsBoAKjeqLXyuPGOYxaF1rzWpTqN26nOh4yiYcSa0glnpzWkS0NsfeoKwwgiPyKeLuvYAPdf1hajLnRnkVqYZ8sy793eBzWyYrukFQ8PCkiaYJAzPv/uEn1/l9+O60SUhJZMui1RCDEVwFSzQoUQEwFMBICcFh09bdkXtK6DtbuPoU51d2Kmrb6INaukIzWFLK0odULQIbB6KDeGue/StgFKYkwY0kGkpAD32wgFDTNaWYy16Ne2rseS2Ed+lT4acwGqZXqfByo9NSUmAjMMJKIk8gEod0NpCmBPYuJEIKLhAIbXaFIeAuZFeoQ/D26PX/Vujqa17W2rKPOPa7th2Mvf2b4ut05VfH5PP0f3TGb+PKQ9OjSqgWt7Ng2tIquoBGlumv+g/urmsCOP7N3edTIR9Pfz9oZElMRSAG2JqCWA3QBuAPArN4QSQkwHMD2nRcc71d+Zrja0cZ+01JSEQlS7NKmpurfK3KR6bGHZHlSNX3Jlpafiul7+7bLmNhVdr3mluPUWSnZq5P86kxn39jPfuVGqhr8M6YAWLmwd6zeBOK6J6AMAAwDUJaJ8AI8KId4ionsAzEYkommSEGK9G0JpzSTcWEzHGFNZR/cVuVmF9bf9+NdL4/wPfqAe2BkxqFO4HOZWB3OBOK6FEDfqHJ8FYJarEsF4JpFM2Fo5GgLcbFyv33wuDp4scq08Mwb6GgHjfc/rtnnIUj4tV+9ojFlOLiM2PD4YG/ceT6gML/n1+S2w4+Apz8rXaxthdFyHijCOmDo31hm1hGzE7sUMYohGwj6vWPLXS6P7cTvB8v4XIY3IsoKV96OaxfTZQVM1Iw09W/jhI3D2vJ8Yab5PSDIRfBiHBkQ0nIgmlpSWBC2KJS6yGJUhL4wbdo5/HWhloH52lq87kIVxQOIGytTtDBDWoHW/x5ihHDokk7lp85NDkJZi7eWqn52FjY8PQVa6Py+jOosko01F7fSVhGzyGmqStarCGN0USvx+GTLT7I1gq1hIWucGQcRaN8jOxP7jZ32/b2Xh9n4t0aN58vi5vn1wAAqLy2KOffq7C7F534mAJGKcEEoloRXdZEb3ZrVweacGPHoOkGn39MNP+5OvA7A6sGhTvzoAewEJvxvQGmeKTEIuLcr0sIN9pIOcJWmFj/ZsURs9W1jbz4WxR6VyXDsxN2WkpWDiLb08lKri4lZUU4PsrNBGnBhh9ef3bpmDbx8cgOY51hdf/mVIB4dSMUFTGcyQVmBPlQb1alSw3PQWqazrJGSs/PwWdapV+npi7POURrp/p/jd/JJaSWR4lGPn6z9ejMXjBnpSdpixM6NomIQzBoYJipv6tEi4DLO3s1I5ro18EkotuvKRQTHbHrpFdlY6sgPY8CYo7I6Mvx87MJDVsl7D5gUGCP+M2u/1OqGcSQghpgshRqelGndE1TLTAtm9rLLTpFaVSqVEgyDc3VTlINnGDEm/xzXDhJ2QDyAdkWwdHRM+WEm4SEXsZJiKAbfNigM7rpF8aTmSnbCmMPebilwNFfm3uU2y6lOvHnEolYSRTyKZk6yFnbA77BiG8V+JhVJJMMFQ2WcUYdKRbivsMP22sPPKr87FL3o0Qet61YMWxRaVasU14y88g6iYyGlEGHu0b1gDL17fPWgxQkPSzCS4G2MY6yx48BJ8dteFlX52WBHxe1CXNEoiGZr61T2aBC2CLV66sQfe4HxXeGR4JzTPqYrcJNzPWI/mdarGrCGqDL68bx8cgMmjzgtaDM8w0/eVynFtFN0UZsvIhW3qBpKi2ylXdWuMQZ0aBC1G4PRtUxcL/nyJrxsX+Y1IimFWYrSoUw0D2odrX2ovYMc1rK+4ZtyBTRLhI8RjISak8IprxnPYgV1xqQzmpsoCL6bTgZu49/CMgmEYNUmjJLj78g6eQTBM+HnEZGfCSpUq3AjuzhjGPjwOSH5u69cSt/Vr6ft9k2YmIcMzCqYy4HanzpbEik+ld1zzQIhhGMZ/QmluMtqZjnEfdlhXfIxmJr1b5uDC1nX8E4ZJKkKpJIQQ0wFMz2nR8c6gZalMsAO7cvLRmAuCFoFxAXZcM57DM4qKBz/SisvfrzkHberX8Pw+rCQYnkGEEE4Vzphx/XnNYz5Xesc1wzDO4RkF4xRWEgzDMIwurCQYphLA5ibGKUmjJH7ZsykAIIVbO8MwTBzXndcMI7s3xn2XtXO13KRxXD/1i3Pw0JUdkZrCSsJtOKqp4lIZ9pFgIlTNSMM/b+jherlJM5NITaGYnbYYhrEOpwpnnOLbTIKIUgA8ASAbwDIhxDt+3TsIxvRvFbQIluEQWIZh9LA0kyCiSURUQETrVMeHENFmItpKRGNNihkBoAmAYgD5zsRNDvImXIlxQzsGLQaThNStnhG0CAwTg9WZxGQArwB4Vz5ARKkAXgUwCJFOfykRTQOQCuAZ1fW3AWgPYLEQ4j9E9AmArxMTnWEqHp/d1RfLfz4StBgME8WSkhBCLCCiXNXh3gC2CiG2AwARTQEwQgjxDIBh6jKIKB9AkfSx1KnADFORaZZTFc1yqrpWHsckMImSiOO6CYBdis/50jE9pgIYTEQvA1igdxIRjSaiZUS0rLi4OAHxGIaRYbcT45REHNdazU533CKEOA3gdrNChRATAUwEgJwWHXkc5AMcAsswjB6JzCTyATRTfG4KYE9i4kQgouFENLGktMSN4hiGYRiHJKIklgJoS0QtiSgDwA0AprkhlBBiuhBidFpq0qz1S2o4BJZhvCPZ1/9a6oWJ6AMAAwDUlRzQjwoh3iKiewDMRiSiaZIQYr0bQvHOdAzDVAQWjR2IrPTUoMVICKvRTTfqHJ8FYJarEoF3pmMYt2BvU7A0rlUlaBESJmnScjAM45wkt3gwARJKJcGOa4ZhmHAQSiXBjmt/4RBYhmH0CKWSYBiGYcJBKJUEm5v8hUNgGYbRI5RKgs1NDOMObEpkEiWUSoJhGHfhySLjFFYSDMMwjC6hVBLsk2AYd2hTvzoAoEoGm24ZZ4RSSbBPwl/Ybl1xef667nj3tt5oUgFW/jLBEEolwTCMO1TPTEP/dvWCFoNJYlhJMBwCyzCMLqFUEuyTYBiGCQehNPpzFliGYSoai8cNRGZa8qUND6WSYBiGqWg0qpmcwQOhNDcxDMMw4YCVBMMwDKMLKwmGYRhGl1AqCY5uYhiGCQehVBK84pphGCYchFJJMAzDMOGAlQTDMAyjCysJhmEYRhdWEgzDMIwurCQYhmEYXZIufKi4uBj5+fkoLCwMWpRQkpWVhaZNmyI9PT1oURiGqQCEUkkQ0XAAw2s0aRP3XX5+PmrUqIHc3FxOca1CCIFDhw4hPz8fLVu2DFochmEqAKE0NxmtkygsLESdOnVYQWhARKhTpw7PshiGcY1QKgkzWEHow3XDMIybJKWSYBiGYfyBlYSLVK9ePWgRGIZhXIWVRJJRUhKb9LC0tDQgSRiGqQyEMrrJKuOnr8eGPcddLbNT42w8Oryz6XkjR47Erl27UFhYiPvuuw+jR48GAPzxj3/EvHnzULt2bUyZMgX16tXDSy+9hNdffx1paWno1KkTpkyZolnmqVOncO+992Lt2rUoKSnBY489hhEjRmDy5MmYOXMmCgsLcerUKTzyyCMYP348GjVqhFWrVmHDhg2u1gHDMIxMUiuJIJk0aRJycnJw5swZnHfeebjmmmtw6tQpnHvuuXj++efx+OOPY/z48XjllVcwYcIE7NixA5mZmTh69KhumU899RQGDhyISZMm4ejRo+jduzcuu+wyAMDixYuxZs0a5OTkYP78+ViyZAnWrVvHoa4Mw3hKUisJKyN+r3jppZfw2WefAQB27dqFLVu2ICUlBddffz0A4Oabb8bVV18NAOjatStuuukmjBw5EiNHjtQtc86cOZg2bRr+8Y9/AIiE++7cuRMAMGjQIOTk5ETP7d27NysIhmE8h30SDpg/fz7mzkRzdiQAAAqfSURBVJ2LxYsXY/Xq1ejRo4fm2gQ5HHXmzJm4++67sXz5cvTs2TPOryAjhMCnn36KVatWYdWqVdi5cyc6duwIAKhWrVrMuerPDMMwXuCbkiCii4jodSJ6k4gW+XVfLzh27Bhq166NqlWrYtOmTfjhhx8AAGVlZfjkk08AAO+//z769euHsrIy7Nq1C5dccgmeffZZHD16FCdPntQsd/DgwXj55ZchhAAArFy50p8fxDAMo4MlcxMRTQIwDECBEKKL4vgQAP8CkArgTSHEBL0yhBALASwkopEAliYkdcAMGTIEr7/+Orp27Yr27dvj/PPPBxAZ3a9fvx49e/ZEzZo18eGHH6K0tBQ333wzjh07BiEEHnjgAdSqVUuz3Icffhj3338/unbtCiEEcnNzMWPGDD9/GsMwTAwkj1oNTyLqD+AkgHdlJUFEqQB+AjAIQD4iHf+NiCiMZ1RF3CaEKJCu+wjAHUII07CknBYdxeGfN8Yc27hxY9QEw2hjt44ufX4+th04he/HDkSTWlU8lIxhGD8gouVCiF5ulGVpJiGEWEBEuarDvQFsFUJsl4SaAmCEEOIZRGYdcRBRcwDHrCgIxj8mj+qN/63cjcY1s4IWhWGYkJGIT6IJgF2Kz/nSMSNuB/C20QlENJqIlhHRsuLi4gTECy9vv/02unfvHvPv7rvvDkyeZjlVce+lbTnvE8MwcSQSAqvVoxjaroQQj5oVKoSYCGAiEDE3ORMt3IwaNQqjRo0KWgyGYRhTEplJ5ANopvjcFMCexMSJQETDiWhiSal+qCijDdcNwzBukoiSWAqgLRG1JKIMADcAmOaGUEb7SWRlZeHQoUPcGWogbzqUlcW+BYZh3MFqCOwHAAYAqEtE+QAeFUK8RUT3AJiNSETTJCHEejeEMtqZrmnTpsjPz8eBAwfcuFWFQ96+lGEYxg0shcAGhVYILMMwDGOMmyGwnJaDYRiG0SWUSsLMcc0wDMP4QyiVhJHjmmEYhvGPUPskiOgEgM1By2GBugAOBi2EBZJBzmSQEWA53YbldJf2QogabhQU9qH6ZrecL15CRMtYTndIBhkBltNtWE53IaJlbpUVSnMTwzAMEw5YSTAMwzC6hF1JTAxaAIuwnO6RDDICLKfbsJzu4pqcoXZcMwzDMMES9pkEwzAMEyChVBJENISINhPRViIaGwJ58ohoLRGtkqMGiCiHiL4ioi3S/7Wl40REL0myryGicz2UaxIRFRDROsUx23IR0W+k87cQ0W98kvMxItot1ekqIhqq+G6cJOdmIhqsOO5ZuyCiZkQ0j4g2EtF6IrpPOh6q+jSQM2z1mUVES4hotSTneOl4SyL6UaqbD6XkoCCiTOnzVun7XDP5PZZzMhHtUNRnd+l4YO+RdI9UIlpJRDOkz97XpxAiVP8QSRa4DUArABkAVgPoFLBMeQDqqo49C2Cs9PdYAH+X/h4K4AtE9ts4H8CPHsrVH8C5ANY5lQtADoDt0v+1pb9r+yDnYwD+pHFuJ+mZZwJoKbWFVK/bBYBGAM6V/q6ByNa8ncJWnwZyhq0+CUB16e90AD9K9fQRgBuk468D+J30910AXpf+vgHAh0by+yDnZAC/1Dg/sPdIus8fALwPYIb02fP6DONMIrotqhCiCMAUACMClkmLEQDekf5+B8BIxfF3RYQfANQiokZeCCCEWADgcIJyDQbwlRDisBDiCICvAAzxQU49RgCYIoQ4K4TYAWArIm3C03YhhNgrhFgh/X0CwEZEdloMVX0ayKlHUPUphBAnpY/p0j8BYCCAT6Tj6vqU6/kTAJcSERnI77WcegT2HhFRUwBXAnhT+kzwoT7DqCScbIvqNQLAHCJaTkSjpWMNhBB7gciLC6C+dDxo+e3KFaS890hT9kmyGcdAHt/klKbmPRAZVYa2PlVyAiGrT8k0sgpAASKd5jYAR4UQclI25T2j8kjfHwNQJwg5hRByfT4l1eeLRJSpllMljx/P/Z8A/gygTPpcBz7UZxiVhO1tUX2grxDiXABXALibiPobnBtG+QF9uYKS998AWgPoDmAvgOel44HKSUTVAXwK4H4hxHGjU3XkCUrO0NWnEKJUCNEdkV0rewPoaHDP0MhJRF0AjAPQAcB5iJiQ/hKknEQ0DECBEGK58rDBPV2TM4xKwrNtUZ0ihNgj/V8A4DNEGvx+2Ywk/V8gnR60/HblCkReIcR+6eUsA/AGyqe8gclJROmIdLz/J4SYKh0OXX1qyRnG+pQRQhwFMB8RG34tIpLTASnvGZVH+r4mIibKIOQcIpn1hBDiLIC3EXx99gVwFRHlIWIaHIjIzML7+nTbsZLoP0TySW1HxKkiO9Q6ByhPNQA1FH8vQsTW+BxiHZrPSn9fiVjH1hKP5ctFrEPYllyIjJJ2IOJsqy39neODnI0Ufz+AiJ0UADoj1rG2HREnq6ftQqqXdwH8U3U8VPVpIGfY6rMegFrS31UALAQwDMDHiHW03iX9fTdiHa0fGcnvg5yNFPX9TwATwvAeSfcagHLHtef16foPcKkShiIStbENwEMBy9JKqtTVANbL8iBi3/sawBbp/xxFo3pVkn0tgF4eyvYBIqaFYkRGCLc7kQvAbYg4sLYCGOWTnP+V5FiDyN7oyk7uIUnOzQCu8KNdAOiHyLR7DYBV0r+hYatPAznDVp9dAayU5FkH4BHF+7REqpuPAWRKx7Okz1ul71uZye+xnN9I9bkOwHsoj4AK7D1S3GcAypWE5/XJK64ZhmEYXcLok2AYhmFCAisJhmEYRhdWEgzDMIwurCQYhmEYXVhJMAzDMLqwkmAqPERUi4jukv5uTESfmF2TwL26KzOwMkyyw0qCqQzUQiQrJoQQe4QQv/TwXt0RWX/AMBUCXifBVHiISM5wuhmRRXEdhRBdiOhWRLJmpgLogki+owwAvwZwFsBQIcRhImqNyAKqegBOA7hTCLGJiK4F8CiAUkQSqF2GyOKlKgB2A3gGwAwALwM4B5FVzo8JIT6X7v0LlK98fV8IMd7jqmAY26SZn8IwSc9YAF2EEN2lzKkzFN91QSSTahYiHfxfhBA9iOhFALcgkpJhIoDfCiG2EFEfAK8hkjvnEQCDhRC7iaiWEKKIiB5BZBXuPQBARE8D+EYIcRsR1QKwhIjmSvfuLd3/NIClRDRTCLHMy4pgGLuwkmAqO/NEZF+GE0R0DMB06fhaAF2lbKsXAvg4ko4fQGT0DwDfA5hMRB8BmAptLkckMdufpM9ZAJpLf38lhDgEAEQ0FZGUG6wkmFDBSoKp7JxV/F2m+FyGyPuRgkjO/u7qC4UQv5VmFlcCiG5xqYIAXCOE2BxzMHKd2tbLtl8mdLDjmqkMnEBkq0/biMheDTsk/4O8x3E36e/WQogfhRCPADiISApm9b1mA7hX2hUMRNRD8d0giuyhXQUR38j3TmRkGC9hJcFUeCSTzvdEtA6R1N92uQnA7UQkZwKWt/l8jojWSuUuQCRT8DwAnYhoFRFdD+AJRLbEXCOd94Si3O8Qyd66CsCn7I9gwghHNzFMAEjRTVEHN8OEFZ5JMAzDMLrwTIJhGIbRhWcSDMMwjC6sJBiGYRhdWEkwDMMwurCSYBiGYXRhJcEwDMPowkqCYRiG0eX/AaA37SrTf8dZAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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4fBWe+mIV1mxNH+31alUfQMIX5DfR2zsLinH1y/OTne0TX6y2veYaBwkUP/phE4pGT8GuA8YKd+rizdi5v3IEt3l3oo2ofYveyatX3Ooo/a//rUxdZhYaXDR6CqYuTs8VRQT0bFk/5VhpuUhZJFUhhKU5T/8srQYopeUCucp0QT9KJqczCc39tSWpnb/RQlL1mr4Pf469Fkoi20KAZ6avTi4ivGXSQlz18nxduLJu5q+rBv2d+z70Oc77z6xkSnotRjX4X13UnV+0ucb++Pb3yXZqNUAEUiOetFiZEsNASiXhxNz02fIt6KYxlbw2ez32Hy7HtKWbsWzTHhSNnuLIHLH7YClu09gjD5WVJ0eaRk7fYx74FBNnrkNWFrD3UBm2auziP27eazr6t5pvvDE3YWv8wGPjNFJA6iH9TEI1JXX4a6VZaNfBUvxj2ko89WV6p51NhK17SzDsyW9w53uLXcm1t6QUX2kWBt3+9vf4dNmWFOVbNHqK7re4KgIAMPHbdQASDlYztE7y8/7jLlrI7WzmZ4NV7onRe+qx0vKKlM5aAHjSQnHqn7OVkiirqDBtc/tKyix9aepttbrzL5pnr/4OI7+Gnb+njrJ6u8Cg/LcXJLIIrNt+AH9+N/FOfrDIfulVhRCoqBD48PtNqKgQpk75YU9+Y5qqRr1k/fb9WGeQfNANVibkX/cewu1vOwuTNRtYHnaZ4NIvUioJN+sk7vlgCd5ZUJx8IYgI17yaGM07dWymll35t1EsvP47NcOoNn3C2U9+k9b5vbugGHZYmQCsMPZJOA/z1Ie5ainIzcbstYmp+kKXM52Rz87GZRPmpl33yVLzTvfZGWtc54UqUBSA1UwnzawYMQSkjRSmLt6cElggBCxX2+pXLlspif2Hykyf/fCnv8UszXax+iAQ9b5aM8789ZXPsEITGuuG49oUYuotJzo6d/Me43e3tLwiuWCwUh6BN+dvwM1vLMQrs1MdwPrAD6vQWyAYU84d7+qVQGpFqf4pu+oze76l5QLz1+1I2/L34OFyXPzcbKzYHIy/VkVKJeGGl2etx+1vf598IYhSnX9uQ2VTkvfp3jJtXhV91NCTX1TGZC82mNY62QHMKhLJyk+g7wyEEJoFY7bFWjr+CnKzbB3wZqj5qe7+YInjHdDenl+czK6qsl3pFMwWGKkzPis/1aDHvnJUflis3bY/bWQ/7qs1KbMUoyg1MzbtOpjWIWq5bMI8x/fTL4ZTlYZZfarHjdqr1aDkyPo10LKwJo5qWNPW2Wxkann+67VpCzCBRBvfqZhwNu06mPL+X/9aqrlSr2D0M23tT3KiA79e9Sv+pzMvmi0gdIvZu1teIXD+uFnJLMwqs3/ajplrtuPBKcaLG70ipZIIcjGdvqHbhWmm2GF1D0mbnygri9D1yLo4tVMTAMDzAYTkZmclGq1+NDNzzTYM+NsXJleldvLz1+1A6zunYo0y6rSLOQfsnO+aka7H+y3ZuAf9x5rLr8Xo/sc++BlWb92HFxWzkh51RLvnoDwLkPSs3rrPtmN0E4tx6QtzLE1T+yxmEnaoNnmzdlFhYY61+o2qeSqLCBXCui0ZzfwenLIcfzZY0fzj5j14eWZCYT47Yy1+0ey297VmASQAPDw1NUJJa4FQpdSyYvPeNMWi5bcvzMV1r32HX3anDoK27ClJ/j6v2XTN6tLsfk7D3t0ipZLQmpuWbNyNx6atsO2ctKMmbePWL7qyc/pobapWnWcWJfIbBRVlBSSm2K3vnIoOf/1fiqns4ufmWK7AVOvm4yWbU5yrgP+ZhNZGsn77AWxysN2ln9TZZvKu377fdFaovhS3TFrkyfl/wbEtXF/jBbsRpt2jOqFtQ1RUCOw/VOYopYfXlllmYG7SorYXo2jdP7y5yHSxV9KXQYnB206LNl1WLvDFj858QQ9OWW4awmrnI0kqPEU2vY9oyOMzMOgf09Oue/Hbn1Lyb12kG9X3e/jzpK/RCKNV1mmyuehbhBBJBfhVwAkCpVQSWi4aPxtPfrHaNhWGGnJISN31Sj8isbM5ahPxWT3EnQdKkZVFmL7iV8/x03q0+Ybc7LylSnntqwvwo84e+docc5OESpAZOQHvi9US5RlfKwSQbRD503/sFylRTbJl0NTyvyXWa2427rQ2ydXMy8H9Hy1D13s/MWzH2hQggLNZnxn9x35hOiBQTWRbDfwGny7bgqtMIvzUp5dNBCFEykIxPYfLK/DMl95CTp3y8ZLNyZQnWUSmSnGPQU6uMZOXpaT9MApWmKXzGWjZuOtgMvOAGWbvpfYtUNvBlyu2JlOnB430SkIdfWzffxjXvGLc+KzQV7SdsmmoibG282eozmuv8dNB8fKs9aYjS3Wh2OLi3aZ7Plh16l66mdKyCs8dlLXhK11JbNx1MCWMVB+bbxVqqRJVslC7OrFrRxt3HUzGyhtlIr74+Tm68tzJpy/rjbnGq+7Vzu0Rl4MjSo7WCeUVwjKbcml5hef1Ok44eLgc175a6a/IIkKbv0zFTTb+NzUrgR6r4BEz7NZYmSoJjTlptOIkv2Ki+77RKd53E4kItZq+/HGrZVSM/nwVfQdo1/C0pwdpSgqb48d+bnh8eM/EPlBna7J86rFShts97Ecx/OlvPW8EY5ZJ1emT0EeIZROh3OZqNw7jOEmJ+rLRffrU9DKQ9ElkJXwSdmlY/K7LsUIbaAIkFlwCwFJN9NMBg77i4ufmON6uVgiBGSt/NfVpPG0Qcq5l3jp70+l7CzdiZJ+Wtuf5QUolQURnAzi7Xbt2yFfeX6d5ge7R5Y8prxBYuWUvmtevgVr5OXj04xUmVyrnaxTDe98Fu6gmTJysdDbDaiahzQ7qFKOpdxA47cy1I/asLAA2fU0GjQWS2JlNa+fnSPe7SGP3F5rMBkZUCO8+FSeYpcfQ4jcYpaIC+N2EuabfO1kDYsQXutXnS23Cev0ipblJ67hWR/5W9j0rnv5yNU7/1wyMUkxV6206MG24p/5hpMnpSaJocSKjl9TnUSOEMN0lT492N76TO1jvbiiE8GW7d0OU7eVQWTl2SxbtpTU37TxQaqnoft17yFdOJjvMElgGiV9LhD5LshlhDcpUpJxJqGgdO05MTUa8rGRXnLkmoWSi6hBk4YGPlqWlac5EJs3bYBkNo0W7YKpdk9qWbWfwP79Khgt7pX7NXKny/wMJxX/f5EC2dwkQNQQ2sTfKgvXW5pQgt7ONA799jVMlE3ZWWClnEip+Qin1qPU9SFnXEMw9g23EdXxsOG/FDa973/tBFuxmdVq06UOsVs0D8K0gABe7bkbY55UpobIy4TZ838s2wTLhNyDC674nQSO1kgjacfXVyl8DSzEeBrVCUhLVDe1iKqPtXr1gtX+108VLUXZ5Mk6Yk7XksL7c7C/ihqj2vt5pknDSKRFv0W2KlEpCXXG91UPuJSsumzDXcq+EuMmUKJtMwquZUs+wJ82jw4iAAe0aBVJOcMjXlioTAzojLHNT279MDeW+ehZqQrMzGSmVhOq4jlsOO4KO495iktSM8cafhnQM7F7rLTKDElGagj++TcO086L0hwmBtIWVcaOGwDo1O4WRErv3UQ0Cv2eQnNhetsGGpEoiE7jhlLaWqamtuDDkuGYmQbsmte1PCgCjPq97i/QMxlGO7Y32eogbtzOJ07qkb0zkFyeLK+Pkor6t4hYhDVYSHqlTkGt/kgkdmtYJUBJGi35h4B1DO4VeJpFxJl49MvoJosRt99yodr79STHQ+0HnKXPcotVhRQ2j3abUDFYSHvEzIAk4SSOj4XVNKgkC0KZxrdDLzCJKpkVX2bDD3Q6J1QF1NbzTfVPCyEUUhJ62ygrrF20QhCwZH1hJeMRPOl6/0RWSz5hjRbu2hohsQ2CDgIC0dRJGLzgHJiRw+kT06bcDQfJHoFWgsgw0WEl4xOsucoC7FMBGPH5hL1/XVxcI0digjdqCUalGCQqrE9pU4U4IIxOA7IpaxgEgKwmP+HmYFQIY/9tjPV17ef8iNK0jp61WNoiiMe05LSPs9Amyk4xucqgsQ1EScusIKU3RUioJdZ1E3HJY4cfcRABO73qE9+tlbEkSElU1eWkLjUNU9F2PrBvavf2w75BiknNYXWZ71DvNaWTEfJtUIHEj47stpZLIhHUScU0LhZBztCEjBPL80vVvl77OATDuoLwUcWKIi+/CzgrqlaBG8WPO6RrMjSQk6K1Hg0BKJZERxPgwZWtGrRuFH0HkBT+PyOxlNfIneSnGaH/oqo7qH/L7y6ty3cn401hJeETGhxkHy+8fileu7Gv6fdsIQlDNIIstKe0wc3gb3c3LbCXMqKumdZ2Zsob6MHn6we9PX2Wyw2JVQMbghoxVEnF30nFOC2WakdbIy5Z6FavX/bZNn6/B7YzOtCvVaL/uoHDa0XRuFq3vonLFtb/fPmOl8RaiVQGZ3m2VjFUScTt44vNJCMs8QnFgpTDjDCYheM+X5Ob5emmKYc4knMpeuyDqrMPucjeZIfGYpEqSsUoi7obiVEnVyvMeiWHG9n1y5eWRcfQDKOkyvF9teNQozt5ISdpVSZizL6dts45GSbx//Ql47ap+YYmUgn8l4f4GtTkNv2cyVknEbbtz2lCDzEQKJDo9WTplNdQyilXNXvDXRozVi5H1ytNMIu5RDlIVWa9WDdA/5HTnQZmbJG1uVZaMVRJXDGgda/lO3/Gc7PQqriqNvKGSgM1SYcZobzJKvOcUs99kZL7y0umFO5Nwep47GTod4S8xpVqa3/Yft6k5TGT8ZRmrJIb1aBZr+U5nEkG357BHe25o0aAGAOuQxLh9Ep6vde63NjzX7neHGfhgdO+TOjROO+ZWggIfi9iCRMaOtCoTmZIgooFE9DURjSOigVGVGxZO3/Gg0wAMCTBs0WmopBn3DOsCwHpWFesLTYBXNaVNFKjF6Hl6CoEN8c0zEqewZnpq+6yIh4hB6UUJLHXhIeFvc9RMiGgCEW0loiW640OJaAURrSai0Ta3EQD2ASgAUOxN3ASPj+zp5/JAcDoSbK6MtmXEry9BHVla1kWMjZ5AnpX016uch1kadVoE604xTD+OYXJBQ+d6PA/Hr7nIy/US9r2GxO1rNcLpWGIigKHaA0SUDeBpAGcA6ALgIiLqQkTdiegj3b8mAL4WQpwB4A4AY/wI3a9NoZ/LA8Fp8riWEiuJoGy7Wvv64vtOT/0ybp9EBOVc3t/YP2ZVu2GuGjZUCAbFLdm429V9/dal2gHu97ntrwxO/7Do1zr+vk2PIyUhhJgBYIfucF8Aq4UQa4UQhwFMAjBcCLFYCDFM92+rEEJN6bgTgC87RxZR7M5fGXOsuMXuJzSslef6PjI5FaOQ5NHze+D8Y1sYl29RFzlhKgnDY+lHvS409IpaHQt8JtmrwjrCdPDw7wvjs574sUo2B7BB87lYOWYIEZ1LRM8CeAXAUxbnjSKi+UQ03/QcD8LqsUol4YSq0FDtFF19Azu2l/vERa9WDVLMTY1qO1N6AFCvhvftaQElVNni+3BnEs6OuUaSPNue2pucTdQxw3umd61+o82c4kdJuMpGIIR4TwhxjRBipBBiusV544UQvYUQva1KtrPd2aUc8L/PNKFvkZOpYfCts1m9aExYTmcFWvu6/oq4upXRZ3RCXk6Wq01m8nMqX4cg+nCrkXqoPgmDe/sdvQdBUL9Y1kFJ1Fx7cttIyvGjJIoBtNR8bgFgkz9xEtjtJ+HEuXNc6H4LgRd+38fXHbyuxj65Y3o4oxfsOsKeLes7uk+qucmHQCHgZvD7zCXHJP92HuJsfJ7d1VF3dD9t2592zGvKkrhxMgt7//oTIpAkHN659vi4RUjBj5KYB6A9EbUmojwAFwL4MAih7PaTyCJgb0mp2dfKPazL0Dczt+YFIbwv9VeV3MCOTTxeHwx2M4UHR3TzfZ+4dIbhNNdFnxi2byVMc5PTWwsAU24egBcuM5+068/3Q1B1ahTOq6eooZzp653Q25GFIjqchsC+AWAWgI5EVExEVwohygDcCOATAMsBvCWEWBqEULYzCSIcLDWOY3deSOpHt/Y9py+M9WLkgDOUusTuNkEsnoprrOplgVuvVg0srw+SMH1aTsMohQC6HlkPp3Zu6rtL0ObdAAAgAElEQVTMv53X3fc9nFLDwQxcthltJuM0uukiIUQzIUSuEKKFEOIF5fhUIUQHIURbIcRDQQllN5NIxKAH2wrcdohWo1KnI7MKj1v4qj/dbyhgVX6P1I7SjZIq1ERz5Tlc7ebVZOO27q9ykYYmrA7S6qcaOVa94MTU4qTKZVxv4Aanr/ZFfVuFKwgyNC0Hkf8Ozm8jspoF1NKYoaxKueQ4fw/4qMKavq6Pwi4em7lJKVjbibvp0J1GQpmlbe8S8D7TLSRYb2PV5gtys22Vk/r9xf3M231gphay/BgaQaULcvpu/qZXMMrZCimVhBNzk10lhu2UC+L2J7Zv7MnsUJCbjScu6oU3Rh3nq/ygdUTjOunLX6yq6fbTOwQrQJAQ4YMb+tuetmJL+i5pr1/VDzcNau+4qEssOs1KcYLv5tyaO4N6pcJ6NbUZl+MKUQ9q4KX1WR3dop7hOYkEluEbdKVUErbmJgerne2qzu+ztLq/3XNzuv7AinOOPhJN6xbgttO8d7RBziTeufZ4TLl5gKtrvPo82jep7ek6t6/T0Q6iu4xe0u4t6rkyBT70G3t7vgw2dr9r7ypn7/5u5MjcJEOF+UAr/TkmpryogtOkVBJ2EIIwN/nDSoNrR2j6xvrYBUfjvGOMV+h64eZT2+PmQe0Cu59XehcVokmdgrjFSKIqQO1jCuOlMt5fIvgOSoYuz27Uale/h8vLHZ3nBjNlrD9q9Ey062JkQzuAs3r2UegJKWvJibnJ7kUMW8ta3t/iu/OObZEylYw1lXYonZkM3ZlJdJOLRuH0V5QbaIkwaiAUc1PEje/V2T8HXu5HN1XOXrXP10l1ndk9+O0GgvppWt0X96RISiXhLLrJXxn+M1Gafxd5x+/xt4Rht9WHJ57QtmHwhTig0rAR7tOoMNqEyEG9upUq7o4CMP6tAPC2y8VfYT0TrXhOBiundva2TikKtAPJuB+9lErCDmcvoXVD9FvxVvZ87ZoLu3LiXPQaVsejDR+Ne6OasOvXyGThpINy6w/yM0P7/QlFhnuHuK0ao7q8Y2gn9HEZkRRFm5dBqfpBptQjUiqJINJyBMkDw7umy2AhgrqtZ1R4rY2/nNk5UDmM+O1xR4VehhF9lJTLKT6JEMppUjfdD+Pk/XYyi6uhUbB++ozfn1AUSKdjNJMwm12EiXYAqA1ikCHJSFDRRqnmJvNnF0X1S6kk7MxNzu5h/b2bd8boVnYv3QuX9cYTF/VyXkgM9GrZwP4kD2hf4qYGnaieHiYhfn7oaJTAUYZeRMWm/dw/vCs+uLEyBDeMQA2362weveDotGNeOsUgH4N2D/mBmpxmEg3EDbGLcExxXLv8LTcFHMgipZKww8kG97YhsD5fu5MN9gzWcmrnpjjn6COlb6xh4+T3uzVXNKhpv9BNHX1p20EYOsJ4O1P76+xO+d3xRWjTqDL/UBg+OKtFbUYc06oBcrNT7+MlLDas0W+PFpUhy/r32ziQIXgZnN7yEZuwZ+3zso5uSi/xj6d3NDjTOxmpJILisuMrTSFu2sstp7ZPWVUdN147kExVYE9rsrWakXRce02b4aNunAxA3N5ff88jHMzQ7AjLBGWHH8f1gHaNcMtg+7VB+p9m9EvjbP92ZTevL1E4edwCeMFJ47ZtuwSMGd4NL15un+5bf69M7VyjQq0vu920vI7kjFZ264kqBNbrBj+uHdea03u0qIe3rvGfTjqIduxpgZ2PEfyrV/VD8/r2KUqMflqcu7vpEQK484xOyM/JMlznlLINQcyhlFIqCSvH9RtXH+d6MxnjMnSfLc7144xya9Y6t1dzXHNyG8/lycTxNuGvHZUosDB8Ekbmpicvdu4jcvrEDc1NDq5zspArxeSg+fu+c7qiaT1zRak3LQkAWQbFBRIAErNPwgwj81q35s7bWRMHAxFDdD+ugYXv4ZqT22LFg2fgNsU8pF0Y2EgT/KIeLayVl5KE0qC4UJBSSVg5ru06Hs1dApQoOro2r4e6Bf7TdjghihmRVRkndWiM6bcPDCyDqBXnH9sCgzo5T4ntp2qcrMFp5DICjkz+1nLdwLb45/8dbTioMVIIQTz/fA8hzpHkGzKa4aXJYX8fv9vYmvnP9EV/eutJmDV6kOG56nOad9dgzLtrsC95vCClkogCN++H/oEavXBjzzV2RLm3PadfM7J3S8NzreSJE7W+nMhV1Mh6c5iFd5+G/u18LMgTqizu8LPY0urKMed0xYB2jdC3tb2zPkUxaD4IGNftHUM74VyDlC9BLD4140oXKcxV4ppJ6I/VsFBw6qlPuZh9ukGvoNo3rWMYTq0lO4tSZhtRmb0zV0noKvnS41rhqIaVIX32IbDpU3KnGD2cC/u28rRl6rhL7Z2w949IX6cRBGErl0RKd39lNKiV52s0p5olo/QjWZV12QlFePWqfq4XGfqRP6FUgkH/XsW9WFLFS/aA7GzCurFnWZ5jpkiOaVUZSaUNZw1jNbnZO8QJ/lzS7ch6GGgTluqVNMe1yXkTL++L7+4+zdW9h3azzx8j20zBDpn2TvYqivPfYJSWw/3zamWwZkF7m5M7+EshYTyy9nVLz7h5Jucfa58M89vRgzD/r9bvHZG3t8isjqJYiGonA1CNF9OZOa6NFkj1aFEPNw1qh/McNKaUMmw+a3H6HApys9McS0EQxMuszbUf5H2tCGv06gW7LkK/AEm2VNPadmUnmdO1G166zSCqJeh+rXn9Go7eO2+y+/vBQSQRjLslSqkkzBzXn9x6Utq5tfJy8MfTOyJXt91kkCuu9YwIcTco45fZP3HtbCZZX2uKfgFSS5f1Zbe40o4g01YbJh00OC++mUQ8M003SjHbY+Wk+xqM9z4JyiwVdgJLQFIl4ZXU1bXhVV5Ln9uG6rGL+w9rVOvnrtcNbGv6XdJx7SO1QFCM6NUcFxzbAn8e6m4VamEtd9FH4y491tX5el64LH29jtlzFwgmdD4u/e3K/xdQmW7vU1fxg8W1w52WuAdaGaskjBqa1sl05QDrtQZuRhW+1kk4KOarPw1M7lVrOOKzud5JQw5a0dwxtJN9mXD3ctbMC94JWpCbjUcvODq0pItq09CnSHdLq4Y1ceMpweTcMWqvRov3YjOphTj4feriXqabejn9uYM7V4ZKm9VRTra/rtNNl2LVV1Vbn4RXcjR5ZToeYZDgTYOb92NYjyO9iuSImnk5qFtQmebDSd4ZLVkGWiKLgK5H1rW8Tia7+4w/nYLZfznV8LswXoS3rz3ekVM0EzGqrqAedRBBFGHO8of1OBKP/V8iEaHXvUyc1JXZvtNO26qrGuCZhPwcUS/8PCpWpjKvnfkrV/arvIfNud2V1ajaUZRX1BeFyLnsrRrWRK0843xYYXQqfYoK8cDwboHfNwi6NbdR7jbXG68CN5hJuJApeW8fz0INPInKJfHi5X3w2W0nm35PmvOMjuv/TjnHYbsOeyAWRVXKk6XOJdqOSH/MDe0aJxxLZ3Vvhq9W/hqAZKm4bSRBNSoBXUSMjUO8c7M6ePva45GTRbj+te/QwSjVtku0HRPBSWZeeQjj3XaScwoAhnQ5Ivl3FhmHW1pG4+leBCGE5xxTQXLpce6yzgL+ZMzPybZcY6PWUmMDU6RR/xIXcYtQbWcS6sNvWVgTKx88A//Xx3pV84MjjEedX//5FEy5eYDhd55l0zSLZj5nMXlK1IydmaBBrTwU5GYjJzsL43/XG7cbhMxWNQIJ5wx5KLf2kbNw1Ymp/jW7Ih07rmPqAWVZRmM+SwD+MLg9AOP1K3q02RbCmPXGvUudlErCbme6oMmzCD+cfGNCAfRsmVhh2blZqimgZWFNdD0y+AR1bjByVDrJXKs9dquD9MuuoUqnupP0DTKM2u4KcZGUrZkooA6mICfViU5EUvifRPL/6LSEdsW90yogEM7o3gzrxp6FmiYmUC3aBbGOfRIBacpI8mCFXoIHnOxMZ5Ruwc174MQBd3TL+uiuOKjaNK6F2vk5+LPLEbZTkcyetdkMxow5Js5fO+zSKxzdoh5G9HTvwCdKpD6466wujs41QpaRp19evaqf/Unwryyfv6x3yghYCBFgKKn/O0WVwNIrZvW/6J7Eqm7tDniyMdfj+2+FlErCK2F2JjXzcrBkzBCc0slfegQzjJTeNSe3wakuHcn6rJNWr7Sb0eUHNw7A4xe6S3YmweDVM2GI7tfPc7Qym7WTrWVhTdx8antfZYXJPWd3wV/OtA+hBuRKSVO/Zh7evvZ4PHWxfb61IDFK8w4k3i9tl/fi5X1skwR6Kj/wO2YIUXVgvsrxoPT05am3iGNRUBhFtrbJGhs1UZpOKst0708w62jC5p5h6TPIOgW5GHWS+WLMcHBucrOyTvQpKkRti10p0zNG+8cqwZ/WZ3lKx3AGsBkb3ZSnLGapk+9t6urk4ckzhrFGO4MylzlTfk066s97fGRPnNH9CMtz3SDrTMdsRuxGXP25vz3uKNzx7uLE6NOlXvvghv4pmU7d4FSpD+naFPdLEpIc9Oxlys0DsGP/Yfz2hbmB3hcAOh1hHS4dBBmrJPq2LsRfzuyE/7PZayHT8Ns8ZXBQqgQtS428bOTnhJua2m5m0KJBDRTvPBiqDGHQr3ViYVmzugXYtLvE1bWqmcuOBjVzsfNAaepBByHq957dBRf0bmk5Qo+UgF+huANb/CLJU7EmJ4tQpttMl4h8TVmj6kydjkpSZgM+RNNfKo/K8I7bke+y+4c4Os/LiDEnRLudGtNf1yS23++eJ26oW5CDPSVlrq5p3agWdv68y3VZl/c3j3wz+x2vXdUPOw8ctr+5xSzbyV7ZbgnDLxr3uC8jlMTcuwajpLQ89HK6NKuLZb/sSX6O++G4bW83nNLWVOY4fktc1eckbNErbRvXxrrtB0K59+X9W6NGbjYu6mu96MxLvarPP85AMb9t8NnfViZR7N+ukeuy9eW3URbS6jv2wprO07I7KdcvcVsHMkJJhLFHg9GA8L839MfWvSUY8LcvAy8vCsiFcy4KJBLFECv5jL576Yq+aNekNj4f+4Wrcto0quVo1JubnYXfHl9ke56Tneb08quzJr8jXStznF3b81P2I+d2x5CuwfmjgPQ67NKsLkb2aYkLenvL6dW+iXFa8EwnI5REGBg16LycLDSvXwPHtKqP7zxMm43LcXZe8v3Rptd2WIbRu9dQUazqd0YbNmUOSniwgzOvPtF+0Z5XTu7QGNv3HUo55qTj++L2gYGU70fnRqGwjRZ2BVWs5x0GXZxLlNhe1gtLxwxBTjbhhte+83S9FVYrw6MgssA4IsoiooeI6EkiuiyMMoKYShMR7joruq0J08rX/K3/PU5tqI+P7In/3tA/5dgR9Qrw0hV9/QnnkqCjRJzMkpws2gtbhrBw077drq8x4tvRgzD7ztTFWTKtW3CLt534nF1TKz/HMKgiiPoyE0GqPa6JaAIRbSWiJbrjQ4loBRGtJqLRNrcZDqA5gFIAxd7Erb7MvetUw535gPSRxohezZMbI5HFedUdo/rIhNXdTp5j3YJcw/BTN+s6mtevEUkG5LiIWt93MNmlzo64FbPTmcREAEO1B4goG8DTAM4A0AXARUTUhYi6E9FHun9NAHQEMEsIcRuA64L7CXIT1ONtUqfANETQ6rU/95jEZkbZWRS501JWn4SfTZpk+Ulu61bWZ2FHcPtgRIM6yMgz2JToo5tOxOld/M/wosaRT0IIMYOIinSH+wJYLYRYCwBENAnAcCHEIwCG6e9BRMUAVO9d+KFKPkimCQ74vt+OHmRbpp9yjV6oB0d0x+gzOqftAZ5JBDm6n/GnU1AzP2EWMFIEF/ZphVlrt+PqE613NowTt9WhXaEd9UzJzlzjNCgliJXtUShKqzLycrJsc6TJiB/HdXMAGzSfiwFYZTB7D8CTRHQigBlmJxHRKACjACDviGC2c4wVpdE0qp1v41NIz93kFKsXPzuLkvH3GTqYRC1lBpWb7f8XtGponfq5Xs1cTLzc3HdjlvYEAO4e1gWfLNnsQzprfDmu3Z5vGkvtQwgdi+45zXLw0iiALWf9KkWrn3vbaR2wY39q1NpDv+mOJnVXYeueQ/hs+ZaAQmCtv59++0Dk54Y3CPSjJAxNumYnCyEOALjS7qZCiPEAxgNAfrP2GWAhtkHyX9Codj4aeEy5YEdQI7cHhndDh6a1cVL7YLNvBq00rxzQ2lFKdK94bUpefqdpCmof7Vl/z/o1rWcR8/86GHe+94P3AjUQGSw09dlAjZIoNq1bgId/0x3XvbrA173dUBRyPjM/SqIYgDYnRgsAm/yJk4CIzgZwdtwzibgiWY49qgEA4Pg2zvbodZwn3+C8+X8d7FSsSDirRzOc1b0ZrteEEtarmYsbB8mR1TRuJ2JCBnckzE2Vf4dFOO+Lv3uqs88WDew3D4oSNzOcuFucnznKPADtiag1EeUBuBDAh0EI5WQ/CePrgig9YNw6GEHoXVSIpS7Skkv5u+GtQ3364mNwZvdm9idWc7Qd8i0macFTI9vC90nIuE6iYe18jLv0GDz3u9625wap42R9J73gNAT2DQCzAHQkomIiulIIUQbgRgCfAFgO4C0hxNIghIp6ZzoZ0DeqWh6SncU94tAje0SNJ/lcXPP+9ScYpsr2i77/ufW0Dlg39izL87S/tV/rwsBlCosg2tDQbs0SDnIP9wqrDbvaIC0TcjcJIS4yOT4VwNRAJUrcdzKAyfnN2l8d9L0dlZ9Bd2X8c/6x5mkYbjylHZ76crWn+/Zq1QC9WjXwKlYaQfUVL1/ZFwcOeQwwtExlIvmogPFE5sZFhkhYIbBxE7U9ParSmnlc8EVEWDJmCP52Xg/Tc27XbVebFt0Uoe53W1TK6n3l4iwC8nOy0cBrPjQLIVo0sM4I4KeqMnWIFcw7kBmL6SIlbHPTG1cfF9atLXCW/MxTCGzGvkLBMOtO7/v61s7PQbbN6rp7hnXByxGnNLHCaRNRY/IJlW0kK8TR/sO/6Y7/XJK6tadMk4soB0l272Qm+SykTPAXprmpZWENHN/WWdRQsDhrFb6ascM3siA3C9edHH7kWFUxP1yhCWvNpF80/nfH4t0FG9G6US1s3JXYKMn3dhgW19fKz8EZFkEHmVR3KkG3YS+3izv9v5RKIkzcjCYCWQgT5avhcHhy7FENcMvg8ENK/fzy2XeeisNlFYHJUpVwOght0aBm8jlXzlQzI0GhShTSdjyiDk7p2Bh/PL2j/ckSEdVsREolEeY6CSfviJqIK4jUDDKagjJhqitrYjl9Jxvl8/XTYSZ9EhEbmAMbJAXQaM3e/bycLLxosco+yDIz4d3TI6VPwvM6iYBe2Po187Bu7Fk4PeBNTqwIRHYbDaim52hVGM3CoipibZIGPy2kQoTvk5Cd3Kg1pAWuQmDDE8MRUs4kqhJuR1JB527S0r1FPTz/u94Y0N7d1o+MOf3beq/LG05p62mrVS+dRmBKwkFb++mRM3HJ83Mwc812f2UFTL2Q0s94IZNmFPKoVg1eo5vMOuTf9GruWya/2DWKqBrN4C5NI8tEWVUc11acZ7HGwo4/DemEG06JJvVMUcNa+P0JRXj+MvuVx34J8rkH3YSKbBI8BoXZ++zm9wzu3ES5hkNg0/BqbjKjqGFlAqyoq9t13n9Pu2e5voTxiGniuyhl8HBNVhbhvnO6om1jn/sw+9jHwk/VBVXrn/9xYEB3Ch8JmhoASZWEFqNMi2aodn192oEbTmkbqExuiOJBy9KYmHCRYiyQ4W3Nbk2MTKjhxF53tAsKqZVErbwc3HZaB9fXDeyYmhgvJwM23Alkf+4A7uGEI+rKGXlU1Ymif/7qTwNDu3d1mvH2aFEPAHCkbg8ZNwO6849tgRUPDsVRDcNNBW4HO65DxvWL4WnFdXR8/edTULeGfwdgfo78iltWwuxr69fwmK5Dh1Fn6GXGK0Nqdi9cP7AdBnVqii5H1vV1n/yc+Heyk1JJqOsk6jQPY51EZjY6WWgZQPjsgr8ORm6GKokMt7ZEjt+3rbmSDyqIXeqiJCuLDBVEJnY/UioJNS1H4VGdY8kCy4RLwwx74WUjTkUV9eLQq09sg7aNaycjfZjokVJJVEeCcD6HMUr54Ib+qFPAzYRJ5dbBHVDUKPxw0uwswmldmoZeDmMOv/2SoI7QZJuNHt2yftwiSEWBBDbiONuIOpi5+qTWlgsBZUxHw3gjMw3DPojrBatOr8ydZ3Sqso7pvJwsrHzwjLjFiB3HDmXZRj2SkElKVMqZhGfHdebUe5XmmpPb4pqTo12b8u51x2PjrpJIysqrogoQsO+8nJo0Hz3/aPz781XoU5Q5W6UyxkjZ2tUV1znZ3nRYJkYQqHiKvuLVdDj2qEKcc/SRcYsRCbE6rh0W3rKwJv5xwdHI1axR4lZaSSaF9kqpJKoSjptCEI7rDGp4jJw4bUOZPBDzQnVeQCqluckvlqOdKty4M8nOGRTDe1aP2YOWKtyEpWTC73ujS7N6cYsRG1VSSciIDInhqiL/vrBX3CIwVZxBnYIPwc2kAV2VNDdl4lRYbTJ+RGdzExM2mdO1yUkmvqFVUknIiFOHtCe/tftLmAxGhuftLb5CBskZt1Q7JRHbOokIXpBMnEExcqHu8Nm0GjtqwyQT1aSUPgmv6yRkfABRJhSUfaDWuVldnNktun3Dqyphtqg6Bbn494U9cVybhoHfm5NrZiZSKokwE/xF3VCdziCqw1T8f7ecGLcIgdGodj6Obxt8RyoDw3vab/frxf8lSxtv3agWftq2P24xMgYplYRXqsI4xY8O44FadMz/6+C4RYgFWTp6P7x73QlYvz0eJZGJr2iVUhIyEsXMpQq8t4wLZHjcmTwgKayVh8JawWyuVB2oUo5rq5enSzN/O0SFjQwvPsMw8tOvdbT5sKqUklAxGuQ8fmFP0++iwKkS4LUOjB0ytBAZZKiuHFEv2sizKqkkjKhbkNiXWdb9EQLZdMj/LRjGEp7xVj+qjU/iiHoF+OimAWjXpHbcojAB8N71J7AvJkY4nLX6UG2UBAB0ax59ki5+lcLhmFYN4hYhcmrmJnbFy87iVsVER7VSEjKTzN3E7z9jwr8v7IlJ8zagewyDHUYeop5BR6YkiOhEAJcoZXYRQpwQVdlxkp+bcPscH8IKVpVMyijJeKdJ3QLcfGr7uMUAwDNkv2SSqdSRkiCiCQCGAdgqhOimOT4UwL8BZAN4Xggx1uweQoivAXxNRCMAzPMldQZRMy8Hn912Mlo0qGF5XjMlYqFujVzPZfEshAmbTOrcZCQIX07U77nTmcREAE8BeFk9QETZAJ4GcBqAYgDziOhDJBTGI7rrrxBCbFX+vhjAVT5kNkXW1aBOnOV/PL0Duh5ZFwM7NI5AIobxh5uO6soBrfHCNz+FJ0wGIWsfZYUjJSGEmEFERbrDfQGsFkKsBQAimgRguBDiESRmHWkQUSsAu4UQezxL7AC1Ad93dhfMWLUtzKICIz8n21HOHCMu6XcUpi3dggt6twxYKoZJ5aQOjTFj5a+ers3A/jE0MmnW78cn0RzABs3nYgD9bK65EsCLVicQ0SgAowCgdrO2ngRTG+Pv+7fG7/u39nSPTOLI+jXw6W0nxy0GUw149tJjsWVPCYfAViP8LKYzaiWWYwUhxL1CiJk254wXQvQWQvTOzXVnn+eGyzDhUiMvG0WNanm6ll/PSjJpVuVHSRQD0No3WgDY5E+cBER0NhGNLysvc3VdJtr7GKa6wK9nMAPZqOvRj5KYB6A9EbUmojwAFwL4MAihhBCThRCjcrK9WcN4xMJUF5rWzY9bBFv4dcxsnIbAvgFgIIBGRFQM4F4hxAtEdCOAT5CIaJoghFgahFBed6ZjmOrEpFHHoY1H00+U1FHyptXIy45ZkqqBlCGwQoiLTI5PBTA1UIkQ7s50DFNVCGOL0TC4dmAb1MrPxoV9OPouE03iVSotRwbWP8NUefJzsnHViW3iFoPxiJSpwr06rhmGYWQmEyMwpVQSXh3XGVj/DMMwUiOlkmAYhmHkQEol4X2dREgCMQzDVFOkVBK+10lwZDbDMBKTSQNaKZUEwzAMIwdSKgmObmIYpiqTSUE2UioJv+YmhmEYJhikVBIMwzCMMZmU4I9hGIbxADuufcI+CYZhqiJBuCKi9mdIqSS8+iQySDkzDFMNycQ+Skol4ZdMihxgGKb6kUl9VJVUEplk72MYhpGZKqUkMkg5MwxTjcmkgWyVUhIZVO8Mw1RDMnEgK6WS8BvdlEn2PoZhGJmRUknwimuGYRg5kFJJMAzDVEUy0SRepZREJjmDGIZhMoEqpSQYhmFkJhPdpVVKSbDDmmEYJliqlJJgGIZhgqVKKQn2STAMwwSLlEqCs8AyDFOVyaTxrJRKgtdJMAzDyIGUSoJhGKYqk0kxNqwkGIZhGFNYSTAMw0QM+yQYhmGYdDLJzqTASoJhGIYxpUopCZFRkziGYaodGdhFVSkloUKcn4NhMpZBnZrELULoZFIPVSUXIgheel3lKC0tRXFxMUpKSuIWRUoKCgrQokUL5Obmxi2Kbyb8vk/cIoROJvVQkSkJImoF4CkA2wCsFEKMDbyMjNLPjBuKi4tRp04dFBUV8UxRhxAC27dvR3FxMVq3bh23OIwVGdh0HZmbiGgCEW0loiW640OJaAURrSai0Ta36QBgihDiCgBdPMprCfskqi4lJSVo2LAhKwgDiAgNGzbkWVY1YWjXIwAA3ZrXi6Q8pzOJiUjMAl5WDxBRNoCnAZwGoBjAPCL6EEA2gEd0118BYCGAu4hoJIBX/IltDXckVRN+ruZw3VQfzujeDGsfPhNZWdE8c0dKQggxg4iKdIf7AlgthFgLAEQ0CcBwIcQjAIbp70FEtwO4V7nXOwBe9CM4wzBMdSUqBQH4i25qDmCD5nOxcsyMjwHcTETjAKwzO4mIRhHRfCKaX1pa6hznIc4AAAwBSURBVEog9lczUVO7du24RWAyiFaFNQEAjWrnxSyJc/w4ro1UmWk3LYRYAuB8u5sKIcYDGA8AhUd15m6fqfaUlZUhJ6fyVS0vL0d2dnaMEjFeufGUdujRoh4GdsycMF8/SqIYQEvN5xYANvkTJwERnQ3g7DrN2wVxO6aKMWbyUizbtCfQe3Y5si7uPbur5TkjRozAhg0bUFJSgltuuQWjRo0CAPzxj3/El19+iQYNGmDSpElo3LgxnnjiCYwbNw45OTno0qULJk2aZHjP/fv346abbsLixYtRVlaG++67D8OHD8fEiRMxZcoUlJSUYP/+/bjnnnswZswYNGvWDIsWLcKyZcsC/f1MNORkZ2FQp6Zxi+EKP0piHoD2RNQawEYAFwK4OAihhBCTAUwuPKrz1W6uY98dEyYTJkxAYWEhDh48iD59+uC8887D/v37ccwxx+Cxxx7D/fffjzFjxuCpp57C2LFj8dNPPyE/Px+7du0yvedDDz2EQYMGYcKECdi1axf69u2LwYMHAwBmzZqFH374AYWFhZg+fTrmzp2LJUuWcJgrEymOlAQRvQFgIIBGRFSMhAP6BSK6EcAnSEQ0TRBCLA1CKK8zCfZJVA/sRvxh8cQTT+D9998HAGzYsAGrVq1CVlYWRo4cCQC49NJLce655wIAevTogUsuuQQjRozAiBEjTO85bdo0fPjhh/jHP/4BIBHq+/PPPwMATjvtNBQWFibP7du3LysIJnKcRjddZHJ8KoCpgUoE7zMJFZ5QMEEzffp0fPbZZ5g1axZq1qyJgQMHGq5LUENRp0yZghkzZuDDDz/EAw88gKVLl6b4FVSEEHj33XfRsWPHlONz5sxBrVq1Uo7pPzNMFEiZu4n3uGZkY/fu3WjQoAFq1qyJH3/8EbNnzwYAVFRU4J133gEAvP766xgwYAAqKiqwYcMGnHLKKfj73/+OXbt2Yd++fYb3HTJkCJ588slkKpmFCxdG84MYxiFS5m7yO5NgmKAZOnQoxo0bhx49eqBjx4447rjjACRG90uXLsWxxx6LevXq4c0330R5eTkuvfRS7N69G0II3Hrrrahfv77hfe+++2784Q9/QI8ePSCEQFFRET766KMofxrDWEIyJ8MrPKqz2LF+uePzH5m6HM/OWIv7h3fF744vCk8wJnKWL1+Ozp07xy2G1HAdMSpEtEAI0TuIe0k5k/DquL7p1PYAgJF9WtqcyTAMwzhBSp+EEGKyEGJUTrY7HVY7Pwd3ntkZ+Tm80IiRixdffBE9e/ZM+XfDDTfELRbD2CLlTIJhqhqXX345Lr/88rjFYBjXSDmTYBgjZPafxQ3XDRMWUioJDoFl9BQUFGD79u3cGRqgbjpUUFAQtyhMFaRKRTcxVRfevtSaqrR9KeOfKh/dxDB6cnNzOSUFw8SAlOYmhmEYRg6kVBLsk2AYhpEDKZWE13USDMMwTLBI7bgmor0AVsQthwMaAdgWtxAOyAQ5M0FGgOUMGpYzWDoKIeoEcSPZh+orgvLQhwkRzWc5gyETZARYzqBhOYOFiOYHdS8pzU0MwzCMHLCSYBiGYUyRXUmMj1sAh7CcwZEJMgIsZ9CwnMESmJxSO64ZhmGYeJF9JsEwDMPEiJRKgoiGEtEKIlpNRKMlkGcdES0mokVq1AARFRLRp0S0Svm/gXKciOgJRfYfiOiYEOWaQERbiWiJ5phruYjoMuX8VUR0WURy3kdEG5U6XUREZ2q+u1ORcwURDdEcD61dEFFLIvqSiJYT0VIiukU5LlV9WsgpW30WENFcIvpekXOMcrw1Ec1R6uZNIspTjucrn1cr3xfZyR+ynBOJ6CdNffZUjsf2HillZBPRQiL6SPkcfn0KIaT6ByAbwBoAbQDkAfgeQJeYZVoHoJHu2N8BjFb+Hg3gb8rfZwL4HwACcByAOSHKdRKAYwAs8SoXgEIAa5X/Gyh/N4hAzvsA3G5wbhflmecDaK20heyw2wWAZgCOUf6uA2ClIotU9Wkhp2z1SQBqK3/nApij1NNbAC5Ujo8DcJ3y9/UAxil/XwjgTSv5I5BzIoDzDc6P7T1SyrkNwOsAPlI+h16fMs4k+gJYLYRYK4Q4DGASgOExy2TEcAAvKX+/BGCE5vjLIsFsAPWJqFkYAgghZgDY4VOuIQA+FULsEELsBPApgKERyGnGcACThBCHhBA/AViNRJsItV0IIX4RQnyn/L0XwHIAzSFZfVrIaUZc9SmEEPuUj7nKPwFgEIB3lOP6+lTr+R0ApxIRWcgftpxmxPYeEVELAGcBeF75TIigPmVUEs0BbNB8Lob1SxAFAsA0IlpARKOUY02FEL8AiRcXQBPleNzyu5UrTnlvVKbsE1QzjoU8kcmpTM17ITGqlLY+dXICktWnYhpZBGArEp3mGgC7hBBqUjZtmUl5lO93A2gYh5xCCLU+H1Lq819ElK+XUydPFM/9cQB/BlChfG6ICOpTRiVBBsfiDsHqL4Q4BsAZAG4gopMszpVRfsBcrrjk/Q+AtgB6AvgFwGPK8VjlJKLaAN4F8AchxB6rU03kiUtO6epTCFEuhOgJoAUSo9XOFmVKIycRdQNwJ4BOAPogYUK6I045iWgYgK1CiAXawxZlBianjEqiGEBLzecWADbFJAsAQAixSfl/K4D3kWjwW1QzkvL/VuX0uOV3K1cs8gohtigvZwWA51A55Y1NTiLKRaLjfU0I8Z5yWLr6NJJTxvpUEULsAjAdCRt+fSJS0wFpy0zKo3xfDwkTZRxyDlXMekIIcQjAi4i/PvsDOIeI1iFhGhyExMwi/PoM2rHi9x8S+aTWIuFUUR1qXWOUpxaAOpq/ZyJha3wUqQ7Nvyt/n4VUx9bckOUrQqpD2JVcSIySfkLC2dZA+bswAjmbaf6+FQk7KQB0RapjbS0STtZQ24VSLy8DeFx3XKr6tJBTtvpsDKC+8ncNAF8DGAbgbaQ6Wq9X/r4BqY7Wt6zkj0DOZpr6fhzAWBneI6Wsgah0XIden4H/gIAq4UwkojbWALgrZlnaKJX6PYClqjxI2Pc+B7BK+b9Q06ieVmRfDKB3iLK9gYRpoRSJEcKVXuQCcAUSDqzVAC6PSM5XFDl+APAhUju5uxQ5VwA4I4p2AWAAEtPuHwAsUv6dKVt9WsgpW332ALBQkWcJgHs079NcpW7eBpCvHC9QPq9Wvm9jJ3/Icn6h1OcSAK+iMgIqtvdIU85AVCqJ0OuTV1wzDMMwpsjok2AYhmEkgZUEwzAMYworCYZhGMYUVhIMwzCMKawkGIZhGFNYSTBVHiKqT0TXK38fSUTv2F3jo6ye2gysDJPpsJJgqgP1kciKCSHEJiHE+SGW1ROJ9QcMUyXgdRJMlYeI1AynK5BYFNdZCNGNiH6PRNbMbADdkMh3lAfgtwAOAThTCLGDiNoisYCqMYADAK4WQvxIRBcAuBdAORIJ1AYjsXipBoCNAB4B8BGAJwF0R2KV831CiA+Usn+DypWvrwshxoRcFQzjmhz7Uxgm4xkNoJsQoqeSOfUjzXfdkMikWoBEB3+HEKIXEf0LwO+QSMkwHsC1QohVRNQPwDNI5M65B8AQIcRGIqovhDhMRPcgsQr3RgAgoocBfCGEuIKI6gOYS0SfKWX3Vco/AGAeEU0RQswPsyIYxi2sJJjqzpcisS/DXiLaDWCycnwxgB5KttUTALydSMcPIDH6B4BvAUwkorcAvAdjTkciMdvtyucCAK2Uvz8VQmwHACJ6D4mUG6wkGKlgJcFUdw5p/q7QfK5A4v3IQiJnf0/9hUKIa5WZxVkAkltc6iAA5wkhVqQcTFynt/Wy7ZeRDnZcM9WBvUhs9ekakdir4SfF/6DucXy08ndbIcQcIcQ9ALYhkYJZX9YnAG5SdgUDEfXSfHcaJfbQroGEb+RbLzIyTJiwkmCqPIpJ51siWoJE6m+3XALgSiJSMwGr23w+SkSLlfvOQCJT8JcAuhDRIiIaCeABJLbE/EE57wHNfb9BInvrIgDvsj+CkRGObmKYGFCim5IOboaRFZ5JMAzDMKbwTIJhGIYxhWcSDMMwjCmsJBiGYRhTWEkwDMMwprCSYBiGYUxhJcEwDMOYwkqCYRiGMeX/ATkR0XSYwVHZAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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atNLxN6lneHLotrLD/2K5OX/hjROW4NffIwdymRrmuVj+1wWbD+DzZe75KAOpJCoLcseysqBQ92aWbeMjxi0IKwwtuj49Kzx97/zUTIclNc/1Exbhldm/YGfhSczduA9CCDSqWcXwO8WKWPSCQyexfveRsLlJOZPo9dy36PmcvgP0zkkr8NZ3WyzJfexUabg4jBr52hSVlKHwhLbpSTkoVM9+YkU7aTG0Y27c37FzPjtorSUwUz1y+fZCwzQVp0rL0ayOfpJPNXKCRKXT38o6m+XbC3V9UnrPqZU2/2HzfjyqiqK7pFvjqP2KSspQVFKGez5eEdNf4gasJHxE7gg37zvmyKIxvQ4sHoa89j0e/Ny6ueJXaQHaE1PW4vr3FuOL5Ts1zWlKu60yJlwmHN3kkev6xxiZeI8WleCiN35Al6cifUtyBJvyN6rNTUaObC1mrt1j6BiPRZpLOak37DmCqRo+Bu0ywM44ySYuim22krm4a6OobU7b88t0fpfVn2vmuT9VWo6ftx7E58t34oHPvDElKmEl4SHVMlIj3r+tCP1z4mZ2YgS5bvcRTFy0AxMXbTeVr//lWb/gCY2YfrmT21V4UtNG3Pcf88KvtcL+5NnFjkPuFo8vPFGMb9bsjrnfrf9dFhGIINPpiZkoLxfYrVgHoDa1xJuWYdSHS/GDjfTxbs0kBr/6Pf46cTmEEJixtmLWVS4EVhUUYvO+CtORH+uYtMw8xaXljgyeZPSUgZ7yiIV8n5eXC3z402+aSqNcCFSV+o4TGhFxbsNKwkOMOgt5Cb4dnIyCffDz1fjnPO0iOMu3Hwo7eMd+uwkTftwGIYTmDS6EdqSOMrJFK8pFtrH+S0cGMxSXlkeFmZaXi4hOo8tTs3DLf5Zhu04Ka5m1BhlIP1U5adUBUuo67W4T78xFj4PHiyN8XTLj5m7GXz6M9N9c9MYCDHi5wnS0T6eiZDw4Edh2qrQcz0zT9lNZyXWlVH5vf19h2rQ6cyouLcc3a3Zj8rICPPrlGs0khkKIcNTdnsNF6PjEDEv5r6zCSsIk3ZrWRJPaxrb1WBjdSE44mWPF9jvFxf/8MWph3MeLd6D1I/+L2lcgtvIy+vj2fq3ilk9e6NTnhTlo99g3EQXo/z5zI7o8NSsiGgWI7Rw0Snmx90hkh+h3cZn9Clkve/NHtH44+rqYodvTszDg5e9QeKIYWxQO1qkrI2debqXIcaLc56nSct3aL+rrpsfS3yoi3pS/Val8rDbBhj1Hcct/lmmakQa0axA6tuK8OwtP4mhRKd787lccLSqJKmh27FQptu23ty5DTSCVRBBDYGtXy0CLutm2jqHXh6enOtOplJkMqXOKv8+oMEdNXaUdDy9E7NQGRg+YVrRHLGRlKadgV4a1yjMTdZ4tO/2R2k4v+yROFpfhu19+R7UMb5M1yua7opIyLN52KCIwYPz8X8OryrWQ123IK853Hy7Cha99j/NfqhjEqNvKrbFJSgrhsu7Rjtx4UM9u80ZPC4crm63Zcum/QgMiIQTW7NRuu0tsJi3UegbyJKd9ebmIMt/tKixCxydmRmTHXbb9EDo8PiPClOsEgVQSQQyBjScjqB56eWKcyk+kdZxZFnPayGiZG2TGza0wBen9BgGB5/9n7NswKg1ipWXUD5TWgrypK3fhze8q5I/HQa42gW1SKUHZ2vPqt7/guncXwQ827zuGto9+E7GtvFzguekbonKEKZELaf1NsdZityrv0gZV2Kp6JuHUSDaVCLkxIuNiUawRefWFZNK5fPxPpo9z7FQpPvzpN92CT25Uybv8jCYAQkpYfU8rC5XJ2FVUegRSSQSRLQ5P4dzgj28txEc/R2ZNvfmDJbZSdpz++Ixw/h0j1IvQsjNDo+ePF8eOTrmsexPdz8yKrgwPVi9S2nukCO//uC1i2+fLd2KMQnm9t8B8/qAXYjj05dGrHI77uw+pMtR+EgCYKQ0YjJzKVkxlyms0c+0eLN/hjL08NYVsL6bU8pPpreLPMBit9Hp2NibFEWnlBJlpIWe1gL9FlVhJJADKh1or34/M0aJSPPRFdNK4J6asRWlZOS79148RdQ9kxs//Fc8Y5M9RRrKYpX71TADRo1AtjErRvjL7l6gMouoH5sCxUxEjObUj/K6PV+DxKWux72gRujatqXkeu45WZQfz9g9bcc/HFStgzawZcBqt9SK/H419LaxERikHIaM+XIq7P14Z9zG0MBLl7FZ1TR1DK2pQb3Zs5Fs5XlyGdQZmOjdITws1gBBehz5EwkoiAfhSEdpnZZT2/sLfsGjrQSz97RDu+zT6AX5u+oaIcFw1VgYxWWmpsXeSiDVbUIfiHlA5kburUluc/YJ28rVjRaWGStYOaSq/0ueKa2YnnDUeHh7STvezORv2onqVdM3PikrKbK1LcSKSSQsjhXV1r6amjqEVXq1n/vQq8MMs8sCjXAhfi6yxkkgATih8GVZrX8v1EayUQtRLK2GEmYpecrrzo0XGMp0oLsP4+RV+AKtx7+e/9F2UPT2Z+GMPfbPd6oIjqJsdmt0po/ROFpeh7aPf4MUZGwFYC9c1Y460QgqRbufYpHZVjLuqW8xjfLlCO6AiEUiXZthCeB9GrYSVRAKgNK8s2By7EJEWsk/FagWveFE6DM/J1zYNfLl8JzbsOWI4iwGAb9buCadcAKwvXHKTQIhkMAlITakwp+w4eDJsq5fvB9kZ/7uFWYFbC+eyDUr4mvWd6EXWGeWMCgrpKfJMwt/7K6GVhNfh6H6Fv2tlJrXKmS1CCdN2FZ6MKwpFCIEtv5tPH6Lcr061DM19Ck+W4IHP4q+utmrHYfxDGvm6jdlMpCdLynCJRloILzGy4RNRhNnwhW824D8//Ra1Wv7G97XLahrh1sDjwxt66ZrI7GYesTI79hq5vykXwtdyzd4GcDuM1+3m13Watjp22gizyHbes6RooG1jhpr63oHjxTj/pe/wxx7m4taVSkJvyr98eyHa5VY3dTwl90sLj0Z2bYRW9e2tXdGif9v6+HZD/LmTausoQ68wqr3xd5VS/WXvUUcqwgHAf1URdU6Qk5mGpnWq6q4hsrvQTt0eQUQ5W6oUjmsiakdEbxLRZCL6P6/OWxm4yqQTD4h2BpqtDXxMKpxi1txldsZhJ2fVsNfNF6mPB+UDGc/AQK8MrVfEc3ozPiM/iTVy9roYlR/I17O8XPiqJUwpCSJ6l4j2EdEa1fbBRLSRiDYT0WijYwgh1gshbgHwRwA9rIvsH0G9L0d2MW/mUCuJmz4wZ16Qf7vZRUOnTHZCsQqqGGFU1tGOndzquhK/03HEE5nkRNZhN4l1BVLIX2euF8iK8KVZv2gunvMKszOJCQAGKzcQUSqAcQAuBNAewJVE1J6IOhLR16q/+tJ3LgLwAwD9ogBJhl5cvpPE0zdZ7cji/Z4XMwlA3zH54ozYGWzNECunkxKfJxJx3QfLtkeHhgapTnosUfxWyF6gvJ9envWLf3KY2UkIMR+A2nvaE8BmIcQWIUQxgEkARgghVgshhqn+9knHmSKEOAvA1U4In5Op71KZefe5TpzCNk5l5DQinjNkZ+qvXzDqJNxYSERkv8i7XmJEq8WHAOsze7/7Lbvnl+trB4FYs4TUFP3w2GQhKCY1Oz6JRgCU69QLpG2aEFFfIhpLRG8B0K4NGNpvFBEtIaKYdpC2uTm6n7VuoP+Zl3gx4onnFEarm40sNOrU0E5QNztTM7dOouJVgSQ97N5rQVpMFksBqBcvJhubnr3QbxHC2Ilu0rpKupdWCDEPwLxYBxVCjAcwHgAyc/MNbxW/H0ozeFNK0vw5jPpkr8PsrMTke4HVZvB74Gf39EEamd85IN/w81SipPZIpBtlvfQYO5IUAFAu8WwMwJHljWZThSeC48oLJRFP52SUTnzDbn8XGOmtp/Aaq52930MWuzOJIPkkYg0Ava7jXZmxoyQWA8gnouZElAHgCgBTnBAqiKnCreKJuSmOfY1yzQ1/Qz+FtBdc07uZr+e3jQfX+rTqWa6dPkjmpli/JS0lJVBKLZkxGwI7EcBCAG2IqICIbhRClAK4HcAMAOsBfCKEiC52bIEgFh2yihcDnnhqXfiZcjgWiR6x4oX04//UXf/8NtvvkIO1oN3G7oprxjymfBJCiCt1tk+HgRPaKkKIqQCmZubm32y0n9c+CStn82JaXBRHGKkfBerNkuA6IuHl18oQ7BexmjJINvtkJ5AtnUw+iTanuR9lpdXvf3RzL+TWiDZNBDE5nkxQzMxWxfBi0OLm5XOqQqIXeBFazoQIpJJIJp9EraoZ2DZmaLhSm9P0bVNPs+dIS0nRDHcN9kwisR98N8R3IzdVMsCOa+8IpJIwi97I7Z6BrT2WRB+543Mrrju3RpbmfIpIOwnanA37AqsoguKTsKqs3JBePWIO5pVznliXgAxqTTDOEkglYddxfUd/4xhrL5Hvdbemx+Xl2iaIFNJ/0IaOdScxnl2CMji0GjXjho6zUiQq2Zlz73kAgJb1eJblBYFUEslkbpI7DremxwJCp1Mj3XMGtTpbUGYSVnHDXLbnSOy61EDy2eiN/DstJOXQsXENLHzwfFNZkINkXYgHs7W83SSQSsIqOZlpGHNJR7/FiKBiJuFOUwsBZGdFF2ZJoYpO1y1/iNMERUckom/kNClI4eU/dvZZEmfQuwQNqmdGvM+tUcVUvWtlydZE4tzWrCQ0sWpumvx/Z+GKnuZrK8SLlc5D/s7x4lKnxQEA5DfIRr829TTPG9SR+flt62tuD1LnPKBdA/RsXjuu73iRflvPFCZf69M0ItqSCa063mbu84s6+1s10CpBSD0USCVh1dzkdh9jxVYtWwHcsi3fdHYLzc41hYDbz28FAGhWp6or57aK3mUKisWEALx9XQ988pcz4/rea99uckcgE8imxSB0Km6i9evMPPeJGg214Nf9fosQTCWRVEh38OkNzZfp7N3C3Ai2ed1qSEnR7hYIhCEdc7FtzFDkGBSU9wO9GUNQZz6JQJFUZzrZmrBahure1RwQJdmPVhCEJJhJpSTcvFVu69fSmrlJ+m/WL/DSZZ3x/g094z5P1HkVogZtdKnXjEEZ7CVin7P7cMjBHSTR29pYSCo/ayO7xjYTBek369G6QTam3N7HbzEsEUglYdUn4ebD3amxtQpz8cqUnpbiiJM7QkkE7CnSUwZB8kn4QZV0/YJQZkmWNpR/hdpMlKi/7pz8epb7EL8JpJKwHgJr/RbKcCkXjDyKN/vsCiHi/hVax1ZOwYPWb+jNbGKZDWpWjY7iSiZGX9g25j6xvGJButZ2FJbe7wzS74uHBBUbQECVhFXs3ECx8kBZPfSW37VrMBuey4E7KkJJBOwW1Zsoxfrd/7paPwNqMmDmuseKnQjWlWZkrD7TQVhVnlxKwuCzy7o3Nvyu8mJoFb+xOioqPBmKajLbUaemkOlzydFWWscOsrnJqtIK2u9wGpNX3fDT9S7UIreKG5craAMes1jtPwKgI5JMSRhciL8NbqP7WdWMVHxxa4VTqXWDHJyT78wiFtmkavYeGXz6aY6eN5nw6icdPulTKgwTN0mskWWQMrnaUeqNa5lf/BacX6yP0/dupkGteqcJpJKw7Lg2/Ez709waWVj31GB0bFxDcf74jm0sU3w+iTQrvhHNY1dsDMKUVUmJTqHtWHKmeKT5Fm875Ml51Jj5dYnlk4hv/4eGVPhkzmpZx2FpnOGr2/pgaKdcz86nXpslR4w9Oqw9Oin6LDcJpJJwYzGd3mdaHVONKonvIFX2p0Gru6FXJrM8hpZIxtmREjPx/rEqCwZtQBAPXZvWCr/Wswo4OYCzQucmNdFQtard1KjeISHrZIdM4dUyUzHl9rOdOWgMAqkkrGJkr9R7AK9UpPHIk1Ym39avlebDZuU6m41m7d+2PhY93D+uYxv1B8qHLGgdx4UdtE1qsVe0J7eWUCrB/m3r4y/ntojaR91CQV5JHK//4Iy82ItItY7o9e2tVmB1szN19lR8J4Hv3YRQEs3rVrN9DK1LlJOVhjsHVKQVl80ZWiMDq9N4+YaKdZNkZaSifo61vDvaIbCWDuUJf4gRRKBHkH+TFf42qA3GXtk1/F55Hd/58xl4cEi7qO/uDX/LAAAgAElEQVSoZ1udPTI5eEXVDPtrRdziz2flWf6uU2bAsPnaQ6WTEEri/85riYk3947+QNVO8ZqbLuuuShYm9Pe1epHl9Rd633froaAA+yT0TAmx7e3JpSU6NqqBizo3jO9LqkZSL7wM2KV2nES9BZwS24/fnxBKIiWF0LVp9GrFtTsPR7w3VhIVH3ZuUjPG/hohpRYvc3UP/BtakiXiwxTTcR3w3xQrzDoWZu4xdRMl4nU2g97PcmOgcGYL953kTq+T8PK6J4SSIGg3yvHiMvPHMLNQSfE6VuTARZ0bYpiJKIdYp7Uzyjf6rvL3Bs1xrUcsn4SZTjTHo9oZX90WnYfHditr/Lx0VdlbdRMFWUnEc9/JCTCtPA92m6BRHOG2Wuczcw2cMg/5MZtODCVhsl3UDdiiXoUvQ/lJ8xips4lClayuO7OZ7j5jr+yKN67qZkKmmLvYRjtVeIB7Dx3iCe/M1aub4NHPlmejSvQc8nqoL1FUxlNEd5pqn4Q62Km/Tq2OoPPCpZ0AVJhf47l9W9X3poypnkymlIRjPgnvCaSScGqdxJx7+4ZHYspO8/SGNTT3Vx4nLTUF7RXpvfMsOs9jjSDCYjk82I+YSSTGRCJ2ygnFb+rWrJb+jibJSnf29rdbc1lLyajzOamjmeROVY6wqZ1dkS3gzWu6Y9FD8UXMOcljw043va/8fH5yy5kYfWFbVNVQmHoQkb2UPD48H90N7l/lehE17JOQUK+TMNswWqNnoeGM1psGG5k7mtetFj7G48PbR33esZG2eapj4+rh72ufU/eUtlC2RYLoiJhyKn/TXf3zDfY0h16FPL/QWix40zktsG3M0PD7M1vUwe39WqGlNEuWa1uP6BJygCuP0KB6JupX969SXesG5pWmfGlb1svGLee1jPtc/dr4dy3NmJKqqAJU2hikUVcmG1X3VTyTMMDMhdBSJnITx8pvFLldJ/pGOljjWtHmqqa1tU1Y57dtAAB4SCOcMSSf/S5c03EdeZKkQL4srRtkI7+B9VoFFcfTvs5yhxsvXjRzSgrhvkFtUEcnNl/5m/yOBotnAKT2veih95PGX9sdT4/sgC3PDcEjQ7WfNccwGVW54enB2PjMYNwzsDVuPLu56cMrm03dhrf2a4XTqmfhnPzoksVukRBKwo7TJ5wEz8bzYqp4SozjZzlQK6CbKsLLKCrD7w7CCmbLwzoWI65zugYWR9+xVoyrsfM71N90avGnH/RvWx+t6ptT+nptlpaagmt7N0NKCsU9Ozc7UNM7t147Z6WnIjMtFXf0z0dmWqqp70TLFkn73Or46aH+qK2RhNQtEkNJmHZcR28TGp/p3UR6t4oc6eRUvzvr7nMtfW9op4a4d2BrAKGb5ZFh7XTlSrTopnjWC7j9e6xe5nQHikWZRX3N5TbxSzHcr5FA0+xVevu6Hs4KEy8KQdUWgbeujU5Pr1YWlipWmvyKeuDBPgmbaGl6uY21/BW6+WFinMfsiFcPOxe6bk7IzNCpcQ3kZOmvwUi06KaxV3Y1USvB+DddYqLUpSksNl3TGFFz7hASVnMm4eEtYKdoVzydrLlQ9jifT8Ux441Qs4ryXtYzVQOI0rR+pPdIKiVhhJmmVT9oci6Z4SZGuVYvnROOa60bJ8XEzElGa6GiHTo0qh57JwvEevhfvryLK+cNMupOM6KOiIcdilZHb3cwpXkeG9/9UmNtC4CIjvjuga2x4rGBmueTf6LTzuSLpcHNea2j/Qz3XhA5Q+OZhAFmGifNYEluRMI7k+dqUS8b28YMjXISaT0Q8YyGrD47FMd34+kgTm/obKdudRZj1zashZWMvl51rlrOWrNpWsJRe6rtStn9nkyq7wNllJYfNK+jE2GoeJ2aQqhZ1djeH5WJ12Y739k/H9/f308zArLNaZERYkmvJIioGhEtJaJhbhy/loEzR0t/WB/9OzdCcsu6ToorG3yPRAizzRqPOcHoodI7TjwFb6xAFLLh92wenfX0p4f6Y+kjA+I6FuDOqD0etJq5VrUMPD3C/FoJU+dxuZM0c3gndEQKVaRxSUkhNNExOUWtsA+quYmI3iWifUS0RrV9MBFtJKLNRDTaxKEeAPCJFUHtYmakb8ch6sWli2fFp3KT3x2IWfySUrmwacL1Z+DqXk0N9rZPraoZuLVvK817snpWum54qxK5reTRuvw+zWQoqdOof4oc7HFxt8h8Vs9d3NHeeew8aTpfVT4fRv2E/ElZjJoepkQhwt8v6xz37CrIM4kJAAYrNxBRKoBxAC4E0B7AlUTUnog6EtHXqr/6RDQAwDoAex2U3xJ2HaSJgJ+L6dxqvdzqoRH+FWeY78S16pUDwLz7+oZfX98nL/y6b5v6rocPO3J0VUCGfE+np6aEzVhedijRZi9tqmW6nwrc7TFRvKHOThLYxXRCiPkADqo29wSwWQixRQhRDGASgBFCiNVCiGGqv30A+gHoDeAqADcTUVymLquN89JlnZEv5XY5r3U93HR284oZQ9wHNfJ5mD+K1VuM4jhPXPI4fc9b9UnEkKNG1XRsGzMUN8SxMOnFP3TS3G41zYoTONrcGk0tmy58dVz77RDRwFwivtjfb5/rTmCGjPI5iM76qy+hnXoXRtjxSTQCsEPxvkDapokQ4mEhxF0APgLwbyGEZqFjIhpFREuIaIkN2cJc2r0xZt1zHgDg/Rt64pFh0Sk1KmR04oxxEsc54xnhRswkEsPa5Mr6B6Mw4WRCq+08nUmodYTqvx5ulAo2cxf9X9+WGNIxFO6argjfNdNml58RWYfGy4WrRmdyq0qhHSWhJVHM6yOEmCCE+Nrg8/FCiB5CiPAKG69XD8dzutOk1bmdGjsbRtqktrvOU6uYGUX5Gw5s/F5Ji7qhGWY9Ez4AJ3HibpaVgtrcFHEeP81Nuvb/yPfxOOmNjmvqu4rXN/Rpjucv7oQHL2yLM1vGV09C3R956fPzY4JmJ/l+AQClSm0MYJc9cUIQ0XAAwzNOa+XE4aKoCB9UX2zj711+RhPMXr8XHRTJ/D679Sz8vOUALu7aCOfk18UFr8w3fX5Af/ScW6MKdhw8GbEtHse1ciaRk+VcjYVsB4/lBUYP1V0D8nFmyzro1aIO5v+tX0KsTFdzSddGKC4tw50OJDw0Q+sG2fhl77HoD1QNrW72DKkkcLemkdlP02wswrNDdmYaqmSk4i/ntcTnywrC2w0d1wEwoSVaPYnFAPKJqDkRZQC4AsAUJ4RSZ4EF3GmceA85sH0DbBszFA1rVozyG9Wsgku6NQYRobUDSeecQvnbXjGxyOwps6GKJvrReNtVz2/gNmmpKejTqi6A0GrpZjpx9EHkEilqqH3D6njr2h6a2V5j+STMJtVTIqdDv++C1nhmZAfFuYyRP29apypeubxz3Od1AmUfos7K6jVmnxHlgHJkjMSTvpqbiGgigIUA2hBRARHdKIQoBXA7gBkA1gP4RAix1gmhrNaTMMtFnRsiOzPNdrlJr9G7BbRXXFdsq2vCnPKnM/NMyWBmtO3/eKuCRPHHxMsVZzTBlueGaCcj1EiPr8X/7jxH97NnL+6g+xkANKtTDdf0rijKFe231o+wspXY0Ewoe7xZOYJ0w6pQPm/9DFLbN6tTFX893x3Li9nopiuFELlCiHQhRGMhxDvS9ulCiNZCiJZCiGedEkprJuEkTWpXxZonB6GFqkiMExljHUPnRm8hReXE8oHE8xOC0o+6ksYhCNfSBYhIs/5ExD4xjmGUefXqXs0w+ZYzzcujTnqn/tyh62B2RbqSvDpytJc25rMYuMsFp4fKCvS2UHP78eHtXQvSCGRaDrdnEibO79m54u0Xe7Wogzn3nocre1a4g2JlgXWKp0ac7urI3IE1ShokqZYwgRv3gBwJpE65EU8ErFW5Rl/Y1tLs/7Z+xiPs3BreB4lozabOalkX28YMjaiIGYu+bSJTBmW7UOM9kErC7ZlEkDDjCK5VNTRCkGP7W9TLjqnI3FB0PZrVDsysI6hMuP6MqG3LHh2InnnRKTi85pz8uuilkQokHh4f3h439GkeHvXqYWRSsloL4ZbzWppydOuZROVHQp3jzXR0k27giH8DEXn1t6y0Fz88AGufHOToOQKpJLTQugxO+xS86gCVN/FDF7aL2qbk41G9sezRgZh+xzkxq1G5da8qiy5ZNQmZSvFs4wLISQr/Nii6roFMg+ruh7r21Sij6WWBmEgiG/3DG3vh47/EYULSuGa1q2XgseHtI9YWGKEVSXi2FCzgFfJtVSp1qDWrmjfLKBXA4NO104i7MXo3S0lZaLmZnKq9SkYqqjksTyCVhF/mJr3Mmm7RpkEOquqkKVAqDSIynIIq5R3aKdcp8TRxU5HaCUGddkfICXvtmXma+XCqZ6Xh54fii8lPVLQKbVkj+gB6o+aoehKG5iZ/Rt45mWm4a0A+Jo0yryhlBrSrj66q8F0ZInPlBOyi1W6lZaGrnZ7mXlceSCWhNjfpRvW4dK8FwdkZVljxFGQB8MaVXbHluSHuyARharRvtatPlkikPq3idzwGCTPRcGqGdY4cnATgEYqCiHDXgNZoVT879s4uk55mroViPRODpSJJhoWLbBJIJZHMXN6jSeydbGAm6sUOVvvxeMqTxsvEm3u7dmwr/PemaHm8XKhn9+r/OPr8uL+TpirdWlGgJ/K9F6g71tox6kM4gdmfd98FofLDqSYbJJaSuPHs5lj75CDLddnNEEgloWVucjreWgu3H+RtY4bihT90cm3EXMviw6CWZ+LNvfHA4Laa+/7l3BYxj6d1Vf5xWewFVFabRcvxKGd/1bpvqvm8kMpt7N5eGQ6YLuRnMxxWbvuI8XPzOc3x5jXd0L+d/voCp/BiCKDVhkTkuA9CTSCVhF/RTXrpOtwk1rlMVeRLTcEzIzvgs/87yxGZzmxZB6MUykBp8hrSMRfbxgzVLJgjo/XAmHJ0elDMaeLNvcMJH61w14D8cLnX7+/vh1l3n2v5WG5j9y5W3nv59bOx6dkLTX9XHf3kpR/igvahc4/o0giDO+QGIp2GGisi+fUzEiIRj9eN4+nU2KExiHL1qxPEaoIPbuiJbQeOY/Cr35s+ZvWstHCEiRZejMbiTeaWk5mGo6dKcVn3xqhVLQN3DWiNuwaETAZ61cS0SBR/y8rHLtDcnkJkqOiV98uqJy5AjoOj26m3n42FW/ab3j+/QY7jpVKNrp+V7iJR7gcgQZSEXoMGcICAv5zbAm/N32JqX+PSmv4iy9ataU2cLInO6p6Vnhp39tSljw6MvVPA+Obuc7F53zHNIvXJSI04wkP1qK5Y+at3H3dpUhMrdhSaOl7HxjXQsXGN2Dv6iDo0/NJu2uH58c5qIqIcfQoHCKS5Sdsn4X4DOdExPziknaOjGL/0IBFh6u1nY8INPR07Zqhqmv4t5+ToqrPUqWTatK83qlnFcQURxMGNFk6IKYfGqs1Pk0b1xorHEm/QYJZEzCisRyBnEkKIqQCmZubm3wzEfqjOya8bV7Uy/fOG/ifIM2ybR4a2wzPT1ut+Hmv05rTidvLBeuOqbti07xhyMoNRdEj5yxLJ1CAT61LrfZ6VnopFD/VHLdWCwqz0VGSlBz+AwMwdTkSB9Hs4RSBnEmaRr8uFHXLRT2Ola/x4oyWUnYSf9bQr0iWb67XMdm5WV6A6mbupWmYaujRxthCUHbo19U4WL4vgmKF+9SzTK7SDhtmWdKvNI/oKn7qKxLxyKhJtamdGXi8edLcU1Mt/jF2/Qgs3CszLldRrehArb8QDg9vivzf1AuDdw25mdNusTlVHncyMRGJ1SYYk9N1RNSMkflRKgCTAj0VITnBB+waol2MtR5IberF6VjqeHtkBfX12PKelpoSLUnk10JcHGose6o8TxWWa+8y7ry8AoPmD06M+S2YTilncaoFE0iEJrSTuGdgaOVlpuLhrI0eO58c6iUTAbGvMvudcNK5lPT1AucreJIef2uVah8ODEw2tqnUysiJ446quqJZhvTuozAqF4F6n30hRBdOvFg7kENxsgr9qmWm4a0Brx+rkej16D9qDVbtaRsRNKXNJt5ASzq0R2dmoTWKt6ufYckaqH7SfHupv+VhBJoj317BODQ0rnzHOYvbK1KqWgUFSZBgvplOgjm5KZuQ0S/oPtHd3xtJHtLOk3nh2c/zpzDxH0jUYofZJuJ1uwAu+vK1PzH2a1amK3w6c8ECa+LAbPpwMpEp1wDPTjdtC/ZTGmlmwuclhtMw/1U0U60kEBrRvgD+d2Qx39M/3WxRdRUVEyNDIWqnc34nMmgELynEErQgr9e+cdsc5OFZk36wWPr5Dx2l7Wg6u7NkEExftcOiIice5+fXw1/Nb4fo+xiH26jZ3staN389FQgwVOjeJjtd3wxThVTIy5UVPT03BUyM6WErP7IY88X0v9MVaVdMx20Y+JBk3opsSgezMNJxWw70snlYhIsfTvSQaqSmEey9oE3fhqLMcLKwk14hpe5r5sqZOkhDDcS1naFUbTjY9KnwS/vsKkqW/rJKeivRUc+15e79W2H7wBOZt/N3U/ue1rofmUknXRMLt28uNwwfhmQgqdbIrFMi9A1tjRBdnAmlkRnRphKEdcx3zvcZLQigJrwnS45Doz+bKxy8w/RvqV8/ChOt7Im/0tKjPtMKc33cwZUgykSTji4Tg+Us6YkjHXDz0+WoAoTr0Tes4XwDILwUBsJKI4MMbemHi4u1x1cC1gjx1tVuU3i4t64VG4XaTp2mNMu8akI+ezWs75uz+9l775iy/qV0tA+e1rodbzmvpyfkSfHyREFzZs6nfIrhOIJUEEQ0HMDzjtFaan394ozsjyFC2yY6uHFtJw5pVMOfe8wxTTXsxGuzVog5m33NeWFk4iZxO2ym0QnODwqy7zzU1W0pNIU9mP06aKpPF7Ok6SayRA+m4jlV06Jz8xE/b3KJetql8Nm7fe63qZyeEvTnIIuY3yEGr+jl+i8H4SRIr00AqCQZ44dKOGNCuPk5vGOw8+l6RCIosKHBT+Ucytn3CKYm0lCS8Chq0Pa063r7uDMds+ssfHYj7B7dx5FgydgZPI7o0dEwOJhI3TESV46nzjkQy4wXSJ6HHY8Pao4+D8ceViVrVMlAlQPn7X7uiK9JSUvDZsgK/RUlaknFUG1QSLRN1PCSUknCisFBlJmijF+7EGCb4JJSSYIIJ9/VMovPMyA6Y/4u5RZxamM0cnYgDI1YSLvHlbX1QcChYSduCdoMGbWaTLNzRPx/3fboS9XPsp/oIp88P2L3jNNf0bmYrBQmbmxyAiPoCeBrAWgCThBDzvDq3H3RpUjNQ5TOZysMfujfGHxxMMMeYx+yMIpGUiqnQGSJ6l4j2EdEa1fbBRLSRiDYT0egYhxEAjgHIAsDeSh8I2sg92UenDJMMmJ1JTADwBoAP5A1ElApgHICBCHX6i4loCoBUAM+rvn8DgO+FEN8RUQMALwO4OtZJU4jw3MXur4BmgsXKxy5AijR8aXtaDjbsOeqvQBbIyUrDUQfTf/sNK3Rj4h2AJVL1S1NKQggxn4jyVJt7AtgshNgCAEQ0CcAIIcTzAIYZHO4QAFN5saukp+KqXsmfG8Urgvag6z1YNRS5syaN6o3tB4Pl2zHDDw+cj1Ml2nWlE4kcqW5LPq8od5REMjfZ8Uk0AqCsRlIAoJfezkR0CYBBAGoiNCvR228UgFEAkJ3rTSK0yoLT5iYvzFc1q2agZtX4cvkHgRpV0oEq7iaK9IK8utXw0U290LVpLb9FCTRmB2CJNIOQsaMktH6tbrchhPgcwOexDiqEGA9gPADUbtYucdQtEzdBm9kw2jhZQCdRaFyrCgoOnTS9v9kBUyLNIGTsKIkCAE0U7xsD2GVPnBByFticRtpZYBn7BDmrKsP4zex7zkNpefwdejIOfOwkBloMIJ+ImhNRBoArAExxQig5C2xaKi/jcIOhnXIx4+5zHTteMj4YTOUmKz0V2ZnO9z+JaG4yGwI7EcBCAG2IqICIbhRClAK4HcAMAOsBfCKEWOuEUEQ0nIjGl5YlT3RIkKiXnenoA5DCWoKp5AQtvNxJzEY3XamzfTqA6Y5KFDruVABTazdrd7PTx2aco252Bm7t2xIXd3W2pi/DJCttTwtFiXVIoBIAbM9hLENEuH9wW7/FYBjfMTuZ7te2Pube1xfN6zpfDdItAllPgs1NDMMkEvGYmxJJQQABVRLsuGYYJhFJRu9cIJUEzyQYhmGCQSCVBM8kGCbxGNmlId65roffYvhCIi6SMwv3wgzDOMKrV3T1WwTGBQI5k2AYhkkkEnGRnFkCqSTYJ+EODaVUHM3qVPVZEoZJLpLZ3BRIJcE+CXcYdHoDfHRTL1x3Zp7fojBMUpKMyQe4F65EEFGlzOjJMIx1AjmTYCoHI7o0BAD0aMa1CpjEptLnbvIaThVeOTgnvx62jRnqtxgJwdCOuThRzD46xnsCqSQ4wR/DRDLu6m5+i6DJE8Pbo21udb/F8J1k9EXIBFJJMAyTGPy5T3O/RQgEyWxuYp8EwzCMYyTflIJnEgxTyRhzSUfUqpbhtxhMghBIJcGOa4Zxjyt6NvVbhKQjia1NwTQ38WI6hmESkWR0YAdSSTAMwyQiyejAZiXBMAzD6MJKgmEYxiHY3MQwDMNUKlhJMAzD2CQZfREygVQSXE+CYZhEJAmtTcFUEhwCyzBMIpKME4pAKgmGYRgmGLCSYBiGcQg2NzEMwzCVClYSDMMwtklGb0QIVhIMwzAOQUm4mo6VBMMwjEOIJFwwwUqCYRiG0cWzhQhElALgaQDVASwRQrzv1bkZhmG8oNKam4joXSLaR0RrVNsHE9FGItpMRKNjHGYEgEYASgAUWBOXYRiG8RKzM4kJAN4A8IG8gYhSAYwDMBChTn8xEU0BkArgedX3bwDQBsBCIcRbRDQZwLf2RGcYhgkGSeiKCGNKSQgh5hNRnmpzTwCbhRBbAICIJgEYIYR4HsAw9TGIqABAsfS2zKrADMMwQSX5jE32HNeNAOxQvC+QtunxOYBBRPQ6gPl6OxHRKCJaQkRLSkpKbIjHMAzjLck4obDjuNZSmrptJIQ4AeDGWAcVQownot0AhlMKdbchH8MwDGMTOzOJAgBNFO8bA9hlT5wQnAWWYZggM7JLQ+RkRvdPyWhustMLLwaQT0TNAewEcAWAqxyRimEYJsC8ekVXv0XwDLMhsBMBLATQhogKiOhGIUQpgNsBzACwHsAnQoi1TgjFRYcYhkkkktEXIWM2uulKne3TAUx3VKLQcacCmFq7WbubnT42wzCMWyThWrpgpuXgmQTDMIlIMq6XCKSSYMc1wzBMMAikkmAYhklE2NzkEWxuYhiGCQaBVBJsbmIYJpFIxjoSMgnXC5eUlKCgoABFRUV+ixJIsrKy0LhxY6Snp/stCsNUOpLR3BRIJUFEwwEMz2nUKuqzgoIC5OTkIC8vLylzt9tBCIEDBw6goKAAzZs391schql0JOOEIuHMTUVFRahTpw4rCA2ICHXq1OFZFsMwjhFIJRELVhD6cNswjH8k4+OXkEqCYRgmSCShlSlMIJVEoobAZmdn+y0CwzA+QkmYBzaQSoJDYPUpLY1UnGVlXOSPYRj3SOhe+Mmpa7Fu1xFHj9m+YXU8Pvz0mPuNHDkSO3bsQFFREe68806MGjUKAHDvvfdi7ty5qFWrFiZNmoR69eph7NixePPNN5GWlob27dtj0qRJmsc8fvw4/vrXv2L16tUoLS3FE088gREjRmDChAmYNm0aioqKcPz4cTz22GN48sknkZubixUrVmDdunWOtgHDMIxMQisJP3n33XdRu3ZtnDx5EmeccQYuvfRSHD9+HN26dcNLL72Ep556Ck8++STeeOMNjBkzBlu3bkVmZiYKCwt1j/nss8/i/PPPx7vvvovCwkL07NkTAwYMAAAsXLgQq1atQu3atTFv3jwsWrQIa9as4VBXhmFcJaGVhJkRv1uMHTsWX3zxBQBgx44d2LRpE1JSUnD55ZcDAK655hpccsklAIBOnTrh6quvxsiRIzFy5EjdY86cORNTpkzBP/7xDwChcN/t27cDAAYOHIjatWuH9+3ZsycrCIZhXCeQPomgO67nzZuH2bNnY+HChVi5ciW6du2quTZBDkedNm0abrvtNixduhTdu3eP8ivICCHw2WefYcWKFVixYgW2b9+Odu3aAQCqVasWsa/6PcMw/pGMi+hkAqkkgu64Pnz4MGrVqoWqVatiw4YN+OmnnwAA5eXlmDx5MgDgo48+wtlnn43y8nLs2LED/fr1w4svvojCwkIcO3ZM87iDBg3C66+/Hs4Ds3z5cm9+EMMwzpB8wU2JbW7yi8GDB+PNN99Ep06d0KZNG/Tu3RtAaHS/du1adO/eHTVq1MDHH3+MsrIyXHPNNTh8+DCEELj77rtRs2ZNzeM++uijuOuuu9CpUycIIZCXl4evv/7ay5/GMAwTAQU5e2HtZu3Ewd/WR2xbv3592ATDaMNtxDDeMuqDJZi5bi8+uKEnzm1dz29xQERLhRA9nDgWzyQYhmFs8vwlHZHfIBtnt6rrtyiOw0rCB9577z289tprEdv69OmDcePG+SQRwzB2qJOdib8Nauu3GK7ASsIHrr/+elx//fV+i8EwDBOTQEY3xQqBDbIfxW+4bRiGcZJAKgmjENisrCwcOHCAO0MN5KJDWVlZfovCMEySkHDmpsaNG6OgoAC///6736IEErl8KcMwjBMknJJIT0/ndBQMwzAeEUhzE8MwDBMMWEkwDMMwurCSYBiGYXQJdFoOIjoKYKPfcpigLoD9fgthgkSQMxFkBFhOp2E5naWNECLHiQMF3XG90an8I25CREtYTmdIBBkBltNpWE5nIaIlTh2LzU0MwzCMLqwkGIZhGF2CriTG+y2ASVhO50gEGQGW02lYTmdxTM5AO64ZhmEYfwn6TA//mHgAAAdKSURBVIJhGIbxkUAqCSIaTEQbiWgzEY0OgDzbiGg1Ea2QowaIqDYRzSKiTdL/WtJ2IqKxkuyriKibi3K9S0T7iGiNYlvcchHRddL+m4joOo/kfIKIdkptuoKIhig+e1CScyMRDVJsd+2+IKImRDSXiNYT0VoiulPaHqj2NJAzaO2ZRUSLiGilJOeT0vbmRPSz1DYfE1GGtD1Ter9Z+jwvlvwuyzmBiLYq2rOLtN2350g6RyoRLSeir6X37renECJQfwBSAfwKoAWADAArAbT3WaZtAOqqtr0IYLT0ejSAF6TXQwD8D6GS6L0B/OyiXOcC6AZgjVW5ANQGsEX6X0t6XcsDOZ8AcJ/Gvu2la54JoLl0L6S6fV8AyAXQTXqdA+AXSZZAtaeBnEFrTwKQLb1OB/Cz1E6fALhC2v4mgP+TXt8K4E3p9RUAPjaS3wM5JwD4g8b+vj1H0nnuAfARgK+l9663ZxBnEj0BbBZCbBFCFAOYBGCEzzJpMQLA+9Lr9wGMVGz/QIT4CUBNIsp1QwAhxHwAB23KNQjALCHEQSHEIQCzAAz2QE49RgCYJIQ4JYTYCmAzQveEq/eFEGK3EGKZ9PoogPUAGiFg7Wkgpx5+tacQQhyT3qZLfwLA+QAmS9vV7Sm382QA/YmIDOR3W049fHuOiKgxgKEA3pbeEzxozyAqiUYAdijeF8D4IfACAWAmES0lolHStgZCiN1A6MEFUF/a7rf88crlp7y3S1P2d2UzjoE8nskpTc27IjSqDGx7quQEAtaekmlkBYB9CHWavwIoFELI1cSU5wzLI31+GEAdP+QUQsjt+azUnq8QUaZaTpU8Xlz3VwHcD6Bcel8HHrRnEJUEaWzzOwSrjxCiG4ALAdxGROca7BtE+QF9ufyS918AWgLoAmA3gJek7b7KSUTZAD4DcJcQ4ojRrjry+CVn4NpTCFEmhOgCoDFCo9V2BucMjJxE1AHAgwDaAjgDIRPSA37KSUTDAOwTQixVbjY4p2NyBlFJFABoonjfGMAun2QBAAghdkn/9wH4AqEbfq9sRpL+75N291v+eOXyRV4hxF7p4SwH8G9UTHl9k5OI0hHqeP8rhPhc2hy49tSSM4jtKSOEKAQwDyEbfk0iktMBKc8Zlkf6vAZCJko/5BwsmfWEEOIUgPfgf3v2AXAREW1DyDR4PkIzC/fb02nHit0/hPJJbUHIqSI71E73UZ5qAHIUr39EyNb4d0Q6NF+UXg9FpGNrkcvy5SHSIRyXXAiNkrYi5GyrJb2u7YGcuYrXdyNkJwWA0xHpWNuCkJPV1ftCapcPALyq2h6o9jSQM2jtWQ9ATel1FQDfAxgG4FNEOlpvlV7fhkhH6ydG8nsgZ66ivV8FMCYIz5F0rr6ocFy73p6O/wCHGmEIQlEbvwJ42GdZWkiNuhLAWlkehOx73wLYJP2vrbipxkmyrwbQw0XZJiJkWihBaIRwoxW5ANyAkANrM4DrPZLzQ0mOVQCmILKTe1iScyOAC724LwCcjdC0exWAFdLfkKC1p4GcQWvPTgCWS/KsAfCY4nlaJLXNpwAype1Z0vvN0uctYsnvspxzpPZcA+A/qIiA8u05UpynLyqUhOvtySuuGYZhGF2C6JNgGIZhAgIrCYZhGEYXVhIMwzCMLqwkGIZhGF1YSTAMwzC6sJJgkh4iqklEt0qvGxLR5FjfsXGuLsoMrAyT6LCSYCoDNRHKigkhxC4hxB9cPFcXhNYfMExSwOskmKSHiOQMpxsRWhTXTgjRgYj+jFDWzFQAHRDKd5QB4FoApwAMEUIcJKKWCC2gqgfgBICbhRAbiOgyAI8DKEMogdoAhBYvVQGwE8DzAL4G8DqAjgitcn5CCPGVdO6LUbHy9SMhxJMuNwXDxE1a7F0YJuEZDaCDEKKLlDn1a8VnHRDKpJqFUAf/gBCiKxG9AuBPCKVkGA/gFiHEJiLqBeCfCOXOeQzAICHETiKqKYQoJqLHEFqFezsAENFzAOYIIW4gopoAFhHRbOncPaXznwCwmIimCSGWuNkQDBMvrCSYys5cEarLcJSIDgOYKm1fDaCTlG31LACfhtLxAwiN/gFgAYAJRPQJgM+hzQUIJWa7T3qfBaCp9HqWEOIAABDR5wil3GAlwQQKVhJMZeeU4nW54n05Qs9HCkI5+7uovyiEuEWaWQwFEC5xqYIAXCqE2BixMfQ9ta2Xbb9M4GDHNVMZOIpQqc+4EaFaDVsl/4Nc47iz9LqlEOJnIcRjAPYjlIJZfa4ZAP4qVQUDEXVVfDaQQjW0qyDkG1lgRUaGcRNWEkzSI5l0FhDRGoRSf8fL1QBuJCI5E7Bc5vPvRLRaOu58hDIFzwXQnohWENHlAJ5GqCTmKmm/pxXH/QGh7K0rAHzG/ggmiHB0E8P4gBTdFHZwM0xQ4ZkEwzAMowvPJBiGYRhdeCbBMAzD6MJKgmEYhtGFlQTDMAyjCysJhmEYRhdWEgzDMIwurCQYhmEYXf4fOKNdZIZHbacAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df[['timestep','experiment_index','run','abs_err']].groupby(['run','experiment_index']).plot(x='timestep', y='abs_err', logy=True)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x1a37bb9c88>"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(x='price', y='spot_price',kind='kde',data=df[df.rule==\"martin\"].sample(5000))"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"gb=df[['timestep','experiment_index','run','abs_err','sigma']].groupby(['run','experiment_index'])"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [],
"source": [
"sigs = params['sigma']"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"sig_data= [df[df.sigma == sig ].abs_err for sig in sigs]"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {},
"outputs": [],
"source": [
"df['rel_err'] = df.abs_err/df.spot_price"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [],
"source": [
"sig_data2= [df[df.sigma == sig ].rel_err for sig in sigs]"
]
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.subplots(figsize=(10,4))\n",
"plt.hist(sig_data, bins=[.85**pow for pow in range(100,-1,-1)], stacked=True)\n",
"plt.xscale(\"log\")\n",
"plt.legend(['$\\sigma$ = '+str(st) for st in params['sigma']], bbox_to_anchor=(1, 1), loc='upper left', ncol=1 )\n",
"\n",
"plt.title('Distribution of Estimation Errors by Martingale variance $\\sigma$')\n",
"plt.ylabel(\"\"\"Count of Observations,\n",
"for each $\\sigma$: 10 runs of 4000 samples \"\"\")\n",
"plt.xlabel('Absolute Estimation Error: $|P_t - \\hat P_t|$')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 128,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.subplots(figsize=(10,4))\n",
"plt.hist(sig_data2, bins=[.87**pow for pow in range(100,-1,-1)], stacked=True)\n",
"plt.xscale(\"log\")\n",
"plt.legend(['$\\sigma$ = '+str(st) for st in params['sigma']], bbox_to_anchor=(1, 1), loc='upper left', ncol=1 )\n",
"\n",
"plt.title('Distribution of Estimation Errors by Martingale variance $\\sigma$')\n",
"plt.ylabel(\"\"\"Count of Observations,\n",
"for each $\\sigma$: 10 runs of 4000 samples \"\"\")\n",
"plt.xlabel('Relative Estimation Error: $|P_t - \\hat P_t|/P_t$')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [],
"source": [
"df['price_pc']=df.price.pct_change()\n",
"df['spot_price_pc']=df.spot_price.pct_change()"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {},
"outputs": [],
"source": [
"def response_plot(rdf, title):\n",
" plt.subplots(figsize=(10,6))\n",
" ax1=plt.subplot(2,1,1)\n",
" #rdf[[\"timestep\",\"spot_price\",\"price\"]].plot(x='timestep',ax=ax1)\n",
" rdf[[\"spot_price\",\"price\"]].plot(ax=ax1)\n",
" plt.legend([\"spot price (output: $P_t$)\", \"price sample (input: $\\hat P_t$)\" ])\n",
" #plt.xlabel(\"transaction count (time)\")\n",
" plt.ylabel(\"Price, $\\hat P_t$, $P_t$\")\n",
" plt.title(title+\" Response Dynamics\")\n",
" ax2=plt.subplot(2,1,2)\n",
" #rdf[[\"timestep\",\"abs_err\"]].plot(x=\"timestep\",ax=ax2,logy=True, color='green')\n",
" rdf[[\"abs_err\"]].plot(ax=ax2,logy=True, color='green')\n",
" plt.legend([\"$Error: |P_t-\\hat P_t|$\" ])\n",
" plt.xlabel(\"transaction count (time)\")\n",
" plt.ylabel(\"Absolute Value of Estimation Error\")\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for c in range(10):\n",
" response_plot(df[df.experiment_index==c], \"Martingale (w/ $\\sigma=$\"+str(params['sigma'][c])+\")\")"
]
},
{
"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": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}