conviction/.ipynb_checkpoints/abc_sim-simpler-checkpoint....

1898 lines
1.7 MiB

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"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": 2,
"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": 3,
"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": 4,
"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' : rules,\n",
" 'dP' : ['N/A', P0, P0/100, 'N/A']}"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"initial_conditions = {'supply': S0,\n",
" 'price': P0,\n",
" 'reserve': R0,\n",
" 'spot_price': P0\n",
" }"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'supply': 1000000.0,\n",
" 'price': 0.09999999999999999,\n",
" 'reserve': 50000.0,\n",
" 'spot_price': 0.09999999999999999}"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"initial_conditions"
]
},
{
"cell_type": "code",
"execution_count": 7,
"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",
" \n",
" if params['rule'] == 'step':\n",
" bump = int((s['timestep'] % 1000 == 0))\n",
" new_price = s['price'] + params['dP']*bump\n",
" elif params['rule'] == 'ramp':\n",
" new_price = s['price'] + params['dP']\n",
" elif params['rule'] == 'sin':\n",
" new_price = P0*(2+ np.sin(2*np.pi*s['timestep']/1000))/2\n",
" else :\n",
" rv = np.random.normal(0, .005, size=1)\n",
" new_price = (1+rv)*s['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 = 9*S/10\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 = 9*R/10\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, '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": 8,
"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 = 'price'\n",
" value = pbar\n",
" \n",
" return (key, value)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"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",
" 'price': update_Pbar\n",
" }\n",
" }\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"time_periods_per_run = 5000\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": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[{'N': 10, 'T': range(0, 5000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A'}}, {'N': 10, 'T': range(0, 5000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'step', 'dP': 0.09999999999999999}}, {'N': 10, 'T': range(0, 5000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'ramp', 'dP': 0.001}}, {'N': 10, 'T': range(0, 5000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'sin', 'dP': 'N/A'}}]\n",
"[{'N': 10, 'T': range(0, 5000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A'}}, {'N': 10, 'T': range(0, 5000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'step', 'dP': 0.09999999999999999}}, {'N': 10, 'T': range(0, 5000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'ramp', 'dP': 0.001}}, {'N': 10, 'T': range(0, 5000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'sin', 'dP': 'N/A'}}]\n",
"[{'N': 10, 'T': range(0, 5000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A'}}, {'N': 10, 'T': range(0, 5000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'step', 'dP': 0.09999999999999999}}, {'N': 10, 'T': range(0, 5000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'ramp', 'dP': 0.001}}, {'N': 10, 'T': range(0, 5000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'sin', 'dP': 'N/A'}}]\n",
"[{'N': 10, 'T': range(0, 5000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'martin', 'dP': 'N/A'}}, {'N': 10, 'T': range(0, 5000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'step', 'dP': 0.09999999999999999}}, {'N': 10, 'T': range(0, 5000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'ramp', 'dP': 0.001}}, {'N': 10, 'T': range(0, 5000), 'M': {'kappa': 2, 'invariant': 20000000.0, 'dust': 1e-08, 'rule': 'sin', 'dP': '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": 12,
"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": 13,
"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 0x1a1c78b978>, <cadCAD.configuration.Configuration object at 0x1a1c78bb70>, <cadCAD.configuration.Configuration object at 0x1a1c78bba8>, <cadCAD.configuration.Configuration object at 0x1a1c78b320>]\n",
"Configurations: [<cadCAD.configuration.Configuration object at 0x1a1c78b978>, <cadCAD.configuration.Configuration object at 0x1a1c78bb70>, <cadCAD.configuration.Configuration object at 0x1a1c78bba8>, <cadCAD.configuration.Configuration object at 0x1a1c78b320>]\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": 14,
"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>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",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.100000</td>\n",
" <td>50000.000000</td>\n",
" <td>1</td>\n",
" <td>0.100000</td>\n",
" <td>0</td>\n",
" <td>1.000000e+06</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.099179</td>\n",
" <td>48371.165753</td>\n",
" <td>1</td>\n",
" <td>0.098358</td>\n",
" <td>1</td>\n",
" <td>9.835768e+05</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.099503</td>\n",
" <td>50649.509913</td>\n",
" <td>1</td>\n",
" <td>0.100647</td>\n",
" <td>1</td>\n",
" <td>1.006474e+06</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.099248</td>\n",
" <td>47871.276721</td>\n",
" <td>1</td>\n",
" <td>0.097848</td>\n",
" <td>1</td>\n",
" <td>9.784812e+05</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.099404</td>\n",
" <td>50964.279111</td>\n",
" <td>1</td>\n",
" <td>0.100960</td>\n",
" <td>1</td>\n",
" <td>1.009597e+06</td>\n",
" <td>4</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" price reserve run spot_price substep supply timestep\n",
"0 0.100000 50000.000000 1 0.100000 0 1.000000e+06 0\n",
"1 0.099179 48371.165753 1 0.098358 1 9.835768e+05 1\n",
"2 0.099503 50649.509913 1 0.100647 1 1.006474e+06 2\n",
"3 0.099248 47871.276721 1 0.097848 1 9.784812e+05 3\n",
"4 0.099404 50964.279111 1 0.100960 1 1.009597e+06 4"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"experiment_index = 0\n",
"results[experiment_index]['result'].head()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'kappa': 2,\n",
" 'invariant': 20000000.0,\n",
" 'dust': 1e-08,\n",
" 'rule': 'martin',\n",
" 'dP': 'N/A'}"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results[0]['simulation_parameters']['M']"
]
},
{
"cell_type": "code",
"execution_count": 16,
"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": 17,
"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": 18,
"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": 19,
"metadata": {},
"outputs": [],
"source": [
"df = package_results(results)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"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": {
"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",
"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",
"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",
"3 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 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",
"5 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",
"6 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",
"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",
"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",
"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",
"dtype: object"
]
},
"execution_count": 20,
"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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sniDvv2Tbn/PO3YBLDFl8ce+oQFOdU5QCB7b9Oe/sdbjFgFN7yBYz7WPkJi7f/gcz15ESFU6fOqF/oyxADvpM9xZphM+9ontTMtcSEQ2WT/3wZE88m02dg5SyD7wX+ArwAvDXUsrnhBAfEULcByCEuFkIsQS8CfiEEMKwDVw56DPVW6QV3v6AmLlUuV6iurg39pe7zRqZwRqd+PYHgYx6KF09uTcGxHa9RFoW6McPbvuz6YPKvnxlYW9MGirlArOs00lsPYJNI3KJopXJvrQ3LiTMLx3DJ3qI9PZ/I1E1ki17fG8FbmyVLQWDSykfAh7a8NoHz/r7EZTtpouV8Wng09tu4QbWl46RET2cO/mypw8qh0y5vbG/vHbiafYJiWdq61FbGvHZQzTwQfZ5A1pmPivHnuYSwDN15bY/O7n/SrrSySC7N3KNrx19nAhKaOp2mbpcmTT0lr8PnJtFb9TInXyGFBCa2b6jzFym2K+9ujd+I9tl5BTS68eVw+jIvu0dOgLgcLLuniVQPa5zq6yhdEqJR4/s275zEA4Ha65ZAvVTejfLEiqnldVgfP/Ww1g1HC43q84Z/JVjejfLEpqnlPDLxDaitjQ8E1FWRRp/aW84yuaKMrBnLt2+owzG0hQJ4yqOt5VGgrb6ZU/t4MsGqE0cYLJ7iuFw9COW+usv0pcOpi/ZvnMAqE3sI9W5aCDZyNBbf4GudDJzyfZniADFwAFS7QV9G2UVuecpyhDTc9s/fwHI+/YTay7o2yaLEPmXKBAhmc7s6PNrnnki9b1x/rJdRs45OIsvUyRMNLmzL3uYPMQsWZbzJZ1bZj6e0sssiQyhTe7qvxD96KVMySzVxuhH6fjKx1h2TOPznj9d7GZ0Y5cxPVyj3R79qyMC1QVWXHM4nTv7ebfClzI9WGEwGP18BqHacVbd+7YdvKLRCB1gqreIHP7wRSyNnHMI10+w4r54EpeL4c1ciVNIsgujv48YbS6Q825+kdiF8EwexCkkyydGXxgYby1Q8M/v+POeyUM4hWTp+Oj3i2RnkerEzvuFSB4kIDqsL4349quUZHqnqQW3H7xyhuRBIqJBLrvV6P29w2g5BynJdE9Tndj5lx3fr5xVNJZHPGJpOCAzWKEZ3tnWAUBsTrl3p7w42gNiv9NiarBKJ7qDcEWV6JyyHVU8Pdq2aNdLJCgxiF264zKCs4otcidH+46lan6ZMA2GyUM7LmNiWvmNrJ0YbVvshJFyDu3yGmHq9GLbD1fUSOy/iqEUDLOjHbFUWTmGmwEiuXNbpOeVs4rO+mgfxK4vPI9TSJyTW79kbiNTlygH2Z210T6IXT2hTHp8mZ0PiOl5ZQLVWh1tdfDqcSU02T+1s3MogPQBpV/Ul0d/db1dRso5ZE8qyXp2Eq6oITwB1p1p/CMesZQ9pQwCgakdCJ1UvKEkZcK4SqNti6IatRWe29nBPIAvFKNAFOeI26K0qAxisbmd/0bik7PU8ENhtKN06kvKKjB5yfYj2DQSM5fSk04GudGeQO2EkXIO1SWt4+98JgBQ8O0n0VrQoUXWUV9WZnWpAzvv+AB57yyh5miHs7azyg93cn53/SLnnSUy4rboZ19mKAVTB3ZuC+FwsOqaY6J2UseWmc+wcIKW9DA1u/NtaOF0s+qcJjDittgJI+UcurkTSrji/p3vpwI0I5cxO1ii3+vp1DLzkYVjVOQEM9u4TOx81IPzTPaWRzq011E6SUFGiMfiuyqnPrGfVH+0Dx7d5eOsihQTE9u7a2sjtcAc8c5o28JTPcWqI4Pb5dxVOSX/HNHOkk6tGh1Gyjm4KgusijShgG9X5YjkIXyix/ri6C6bfdWTrDqnce2y4xO/hIwoslYo6NMwC/DXF8m6MjsOV9QYRg+QpkSlXNapZeYTbp4i57noZQVbYhCZJyOzNFtNHVplDZH2EmXv9K7L6YT2Mz1YZfBDdgHfSDmHYHOJomd3M2WA4LSyT59bHN1D6Vh7mYp/bvMHN8GvnlmsnRzdKJ14d5laYPe28KSVaKf1UyN6+Cglk71larsIY9Xwpi9VwpwXRvQ3IiWTgzVaoZ2HvWuIxCX4RZf1lYXdt2uEGB3nICWp/grN4O4HgdScMgg01kdT+TjsdUkNc/TCu+/42vlNfWU0o3T63TbpYZ5eePcDYmRWcZSV5dG0RbuyTpDmrsJYNUJTShRceWk0nUMlt4SfDiK281BvjUBGsUXh9GhHb22XkXEO9XKOEE2Ize+6rMTUAfrSQb84moePxdUTuMQQR2IX4h6VhKp1kPnR3GLLLb6MQ0icOthicr9ii+6IRqbkTimDlze1e+eQ3KfYojOitsiqA7kvvXtbJPYpkV+N1dH8jeyUkXEO66e0L3vnQicN4XRTcCZx10bzXqHComIL/+TuO77TFyQnEngrC7suywqKi8osf2Jq9/0iEIpTIIKzvLDrsqygsqIMXpGZnWtfNMKpOVp4EKWFXZdlBdUVxalFZ3ce6q2RUsNZh8XRDnPeLiPjHMrqUj82t3Nxz9lUvFMEW6MZjdFaVWwR30Us+9nkPLNEWqO5imqqYaypfTsXwJ1N3j1NsHFal7LMppNTBq/M/t0PiAhB1pnBXx9NW/Tzx5WQ3n27Hy+cLjfrjjTe6sLuGzZCjIxz6OWU84HMPh06PtCZmCU1WGcwgiGcw+JJmtJLZmb3++yghHBO9pd1KctshgXFFunM7s9fAOqBWeLdVV3KMhtHeYF1GScWDulSXtk3S6wzmv3CWTnFukjgDwR0Ka/snSY0opPJnTIyzsFVWSBPlEAwok+B0X1MUmKtNHo5lF21JdYdKbzuLeVq2pRB9ABxatTKoxfO6q2dZt2ZwbHDG0g30g/vZ1LmaLfbupRnJoHGIjn31K5DejXawX1kBmsjmUM51FykoENko0YruI90fxUpR28yuVNGxjlMNJfIunYfs6zhSc7jEJLsCN48GWytUvbs7Mry8+FJKREd2dOjF5kS1SmWXcOdPIBTSFZPj97hY0KnkN4zxA/gF10K66O3tZTsrdII7F7vcYbYfqKiTrGY169MmzMyzkHp+Pp92ZGMcphbWx29cNZYP0s7oN+AGFYPc6tro+Uo5XDI5GCNtg6x7Boh1RaFEQvh7LfrJGWJXmRetzK14A8tAGJUaNUrJCgzjM7rVqY/rUTDrZ8azTDnnTASzmHYbZEcFumG9NljB4jPKhEd7fxo3ZnSblSJUUWG9XOUKdUWndxoOcpybgm/6CJ1iGXXSM0pZ1rt7GjZIrekHMy7EvrZIjqjHOY21kZrFZVTw1idyd2HN2tEphVb1FZHM7R3J4yEcygsH8MhJA4dO74nNksfB5RHa8m8vqh0Tk9CP0cZiaepSz+iPFoRS1oYq1eHWHaNSHqOrnQhSqNli8qqsuqbSOs3IE7OXcZQCnqF0fqNVNUBPJjZfUivRkoNhOkXRmsyuRtGwjmUlpRBIDC5+1j2MzhdFB1JfI3RulCrvKp0zmBGv0FAOBxknZN466MVmaLNaENT+oQ3Awini6wzja8+Ws5BW+lEp/VzlD5/gLyI4ayOlh6ok1UcZXxOn8hGAF8oTpUJnCOqB9oJI+EcWuqXHdNB3HM2Vd804fZohS02copzSM3oNwiAYovIiN3C2S+cZCgFk7M6ThqAsidDsL2ma5lGMyidoiPdTE7rd/4CUHBnCDRHa9IgygtU5ASp1KSu5eZdk3gbozVe7IaRcA6D4ila0kNG547fCc6QHq7T7Y9OqN6weJq+dBDXKa5foxOcJT1YH6lE6o7KIlnihEMTupbbDkwTH2R1LdNo3LUl1kQSn8eta7kN/wyx3mg5Sm99iXXHJE6HPiG9GnVvhnB3tGyxG0bCObhrp1kVaXwefeL6zxDZR4YSq8WKvuUaiLuxTN6RRDj1HQREdB8Tok0hNzqdP9BYIqfDVd0bkZE5UpSp1uu6lmskE60Vim79wps1+uFZ5WLDXlf3so0i0l6h5J3SvdxucIbUIDfSuU+2w0g4ByWuX98lIoA3dQCHkOSWRicyRbFFWvdyvepBZn55dCJTIr01aj79BwF3XFmVZUeoX8R7azT8+tvCGd+PSwxZXxqRg1gpSQ7WaU/oJ4DTEJE5wqJJoZDTvWw7MhLOIdZbp6VjXL9GZErVOoxQfH+8v07Tr78touoBd3VtRAaB4YDEsEAvqL8tgul5AMojYgvZbRKTFXo6XGe/kQlVIFlcGQ1H2anl8dGFsP7OwZtUIgRHUTi7E2zvHPqtGlFqDHSM69eITSsHmZ38gu5lG0G70yEliwxC+ttCy3HRGZGwxVp+CRdDHFH9bRGfURxlKzcazqGiOjFHTN9zKID4tOIc6tnRsEVhWRm4tdWfnkQm5wGorY+GLXaL7Z1DfkX9sg3o+K6oonUQldEYELMrC0oeBwNsEQgnaeIbGd1HYVmZyXp11HtoxNRBYFgajRDOkvob8abmdS9bi4rrFUejX1TWFgAIpvXvF8lZxRadwmiFOe8U2zuHkrqc1VPccwani6Izib8xGqF6ZdUWfgMGAYSg4Ezha45GqF41uwBAWB3I9US4fRREDGdtNEJ7m6rGITalb3gzKPk+SoRx1UbjN9LMKwN3Ylr/8cIfm6GHC1kZLW3UTrG9c2jmFgCIGvBlA1S900Q6ozEgaraITRlkC0+GcGc0opU6eWUmm5rVf0AEKLsnCYyIBqZXPEVPOklNzxtSfsmVxt8aDVsMykt0pZP0lP7nLzgcFBwJPPXRmDTsli05ByHE64UQR4UQx4QQv3qe9+8SQjwphOgLIe4/6/XrhRCPCiGeE0I8LYR483YbOCwpcf3paf2XiQDtCUXrMAp5Hfrq0j6hswBOoz0xRWKQG4lriWVlibr0E48nDSm/6c8Q660bUrbeuKqLrJEgFvQZUn7dlyE6IvH9rtoyOZHE7dI57F2l6s0QHJEJ1G7Z1DkIIZzAx4E3AFcBbxVCXLXhsdPAO4HPbni9CbxdSnk18HrgfwghottpoKu2TFYk8Hm92/nYlhlG5pikRLZs/7wOztoiJcJ4/EFDyh+G50iKCtVazZDy9cTdWCHvTOqucdAYhGbIyDz1ds+Q8vXE11yl4EobZovuxDTpYW4k8jr4W2tU3CnDym8Hpkj0syMxgdotW1k53AIck1KekFJ2gc8BP372A1LKBSnl08Bww+svSSlfVv++AmSBbX1zgdYqJZf+cf0a7oSS1yG/Yv8IBL86CBiFK64sxfMjELYY7KxTNUD7ouGI7sMvumTX7b+FEO6uU/fqL4A7Q3SWoGiPRHx/tJel6TfOFsPwHJMUKdVbhtVhF7biHGaAs8M2ltTXtoUQ4hbAA2wrSDjSXTdE6KQRnFT272tr9h8Qo9016gbaIqAedFdHwBbxfpZ2wDhb+NSY9rLdbTEcEB8W6AWNs4U7rtiiYPPcJ/1ej5Qs0Dcg1FvDFZvDJYbkVxcMq8MubMU5nG+tuq01lRBiCvhz4GeklOesTYUQ7xZCPC6EeDyX+8HsRA76JId5Q4ROGprWoWvzvA7DwZD0MEc3qL+4RyOuHnS38/YOW2w2GySoIA0QOmmEJpX4/mbW3mGL7dIKLoaGiL40NFs0bO4os2uncYkhTgO0LxpapGBl1d7jhR5sxTksAWcf/c8CW15rCyHCwN8DH5BSfvd8z0gp/1RKeZOU8qZU6ge7TrX8Mi4xhIgBkQcqwdT+kcjrUMivERAdhIG2iE/NM5SCYdne8f1ZVePgjhloC1UI17e51kHbAvQm9Ne+aGiTho7NtQ4ldWvYnzTOFtGM4ijbPwRah604hyPAQSHEASGEB3gL8MWtFK4+/3fAZ6SUn99u44qauMcAodMZnC4KIonH5rkMNOWnJuE3AqfbS17EcdfsHcddXV8AIJAyzhbeUIo2HhxVe9uiptrCCNGXRiQ1TVe6wObx/ZrGwQjti0Z0SnEOoyKQ3A2bOgcpZR94L/AV4AXgr6WUzwkhPiKEuA9ACHGzEGIJeBPwCSHEc+rH/wNwF/BOIcRT6p/rt9q4uhrXH5w00DkAJU+GcNveB491VbKvLfGNouROE2jZO1SvpQ4CkYyBthCCnCONr2nvfqFtAcYN0r4ACIeTnCNp+/j+XlEZsOM6JjzaiNMXokJEJAa6AAAgAElEQVRwZESBu2FLwcBSyoeAhza89sGz/n4EZbtp4+f+AviLnTZOu+cnYYDy82yagRmmSo8ZWsdu6RZV5eeMvoltNlL3ZZis2zuh/KCkzGATU8Y6yqp30vaiwGFliYb0Mpk2LnILoOyZJGhzUaCoLtHESzCSMLSe4giJAneDvRXSlWVq0k8yaYzQSWMQniMtizSaTUPr2Q2iskhTegnHjR0EehPTpIZ5hoOBofXsBmdtRdV76JvkZyPtwBQJmyf9cdVXyTmSuF1OQ+tp+qeJ9+0tCvQ21sg7UmCQ3kOj5s0Q6drbFnpga+fgqS+TcyR1z+i0EWd8P04hyS3b9ypeT32FnDNteMcX0Tm8okcxZ98tBF9rlaLTOKGTxiA0S4oy9UbD8Lp2ykR7jbLbOO2LRj80Q1KW6HU7hte1U4LddSoG5DrZSHdimtRwNG4S2A22dg4T7XXKBmS3OqeeM/f3Lxhe104JddYMFX1peNSoF+2mTzsS7qxT9RpvC6d6+62dRYHRfpaWAUl+NuKMzili0dUFw+vaKQmTbDFUk/6USwXD67ISWzuHWD9LK2C8c4hm5gFo2Ti+PzkwJuHRRkKqKLCu3npqRxLDHB0DBXAaWjSUXRMgDXod4sMyfQO1LxpnRIE2FcJ12y0SlBmYYAuPmiuiYOMJlB7Y1jkMOk1iVBmEjP+yExml4/dL9oxAaDVqxKkyDBsX168RV2+/7dk0jrtRLRGmaagATiOiZsez66ShuHoKh5A4Y8aJvjTCZ0SBC4bXtRO0FY0ZtgioOw01m04a9MK2zqGkbvE4I8Z/2S5/iCpBhE3v7y+o2xpOA0VfGrF4iob0QtWmtlCVqS4DEh5tJKFegW3XmPbiqvGiLw0t0U2/ZE9HWVVDvY3UAWloV+Z3bS4K3C32dQ4mdnyAojOJz6bx/RV1Ke8zIsnPBoR6Z72rYc9QPS1Foz9lfL/w+gLkieKs21P8Vc8pq7uowdoXgGAwRJEQjqo9V9dN1RZhdVZvJPHJObrSibT5TQK7xbbOoaF+2SED1Y6vqM87Sahrz7DFtprjOmKg0Olsqp40gY5dbaHM1rRzIqMpuNL4bZodTxN9JWaMdw4AJUcST9OeIZzaNSdm2MLpVESBbpuLAneLbZ2D9mWnZ8wZEDuBDIlB3pbhacPyIn3pIDU1b0p9Ld8k0Z49r2celJYYSEHSJFvYOabdUVumIicIh7eVImXH1LxpgjadQInqCmUZJByKmFJf2ZVmwuaiwN1iW+cgqssUZJhwyJjENhuRoSkl0U3DfkI4V22JrIjj9xmT8Ggjg+AUSVmk37NfohtnfYWciBuW/GkjncA0yWEObDhp8DZXyZug99Do+ieJDfKm1bcdzLZF3Zch2rOno9QL2zoHb3ONgjNlWHarjbjUKIf8iv2idHytdYpO48U9Go6oemf9mv0O3PytVUou8wYBGZklQId62X4DgdEJjzYyDE0Tp0q7ZT9RYNgkHZBGPzRDclhADuw3gdIL2zqHiW6WmglqRw3t4Luybr/wtHA3S91rni28No5pV7KemTcIaNeCF214f3+8n6NtYNazjWjRctkl+/WL+MBcWxCexSWGlHP2PKDXA9s6B6XjmzcIRNWbX9sFm0UgSElimKdrghhQQ7vyWAsKsA1SkjRJAKcxoUZF1dbtZYt+u0GMKv2Q8cJIDb8mCrTZBKrXqhKmYYomSsOXUHYaSjacNOiFLZ1Dv10nQp2BiR0/ph5w2k0I167m8dGFsHm20OL7uzazRauSw0cPGTZe+6IRUx1lu2ivSUNR0wEZmPVsI1FVFNjM2Wu7UVvVmaED0phQHWU9ay9b6IktnUNJ3et2RsybCbgDURr4cdgs6U9pdQEAl4mDQDiSpCm9YLOYdi35kztu3iCQnJqlLx0MyvayhXYPmM/ADHAbSU6pNwnYzBZaznOfSZooULImAnRK9tTA6IEtnUNZEzolzBsEQBHCeW0Wx11VryuYMEH0dQYhKDoTuBv2tIUZAjgNr8dDXsRw2iymXUt4ZJYOCMAXCFImhMNmttBWMhETbZFIZuhIN7JiL0epJ7Z0Ds2csoQPGZwBbiM1T5qgzcRfLfUMJGyyLaruNIGOvZyDlvxJ294wi7Iria9pL/V8v6jMWM3Se2gUnUk8NrPFoLzEUAqSBid/Ohun00HOkcBt05sE9GBLmeDMpqcuWxMmd/xOIMN0016RGIPyMgMpSE2ZuHIAOv40k+XvmVrnZgzLy3Skm8mMeduNAHXvJJMte93AKWqKDigeDplab8OTJrTFCVSv12NpaYl2u21om5xX3Mfzh+7BuXQKM9c0vXv/BCfwwgsvmFgr+Hw+ZmdncbvdhtZjS+dAdYWSDBKLmKN21BiGpknly9QaTUITAVPrvhCO2gp5EWPS7zO13kFwmlTpn+j0engN7oRbxVVbYl3E2ecxtz3dQIZE418UIZxJupvN8DTXKDiTJExuT2ciw3Rza2lkl5aWCIVCzM/PG6pXaq0eBTnAP32lYXWcj8aaG/ewhcfEeqWUFAoFlpaWOHDA2JWSLbeVPM1Vio6EaQI4DWd0FoeQFNbsE5niba1RdBqbJvV8OKKzuMWA/Jp9Dtz8rTVKLvP0HmcITROgQ6NaMr/uCzDRyVJ1mycG1JDBKRKiQq1e3/TZdrtNImH879gpewyE+RMY6XTjkgNTr9wRQpBIJAxfjYFNncNEO0vVRAGchl+N/CivL5he94UIdbPUTFR+anjVOG47ZceL9LLUvSYKnVTcqnq+YKOY9mg/T8dEHZCGK6Zs6RXWtqb7MHyCJyUu+kiHBatbhweHkAz65qqkzZo029I5RPs5Wj7zO35EPfRt5m2ycpCSxMBcAZxGOK3YwjZCuOGA+LBAd8J8WwSSStRcxSaThmG3pSbCMk/7oqFNoCo2EQXKYR8HEuncnXP44Ac/yMMPP7ytzwiXUme/Z9+82rvBfmcOUqrp/sxTwWr8QAhnj62UXrNMgDbDkAW20DLC2cQW7dIKPoZgQga4jUQzyt5uu2APW5TWT5EAHCbqgDS0qLmWTSZQ/V4XNyCcnh2XMRgM+MhHPrLtzzldyuWPw353x3XbGdutHPqqoR1R8zu+Nxinhdc2GeE0FazLAlsEo5N0pNs2GeG0zIDuuLlRWwDJaaVOuwjhKuqWjs9EMaCGJv6yixBuoM7aHe7zO4eFhQWuuOIK3vGOd3D48GHuv/9+ms0m8/PzfOQjH+HVr341n//853nnO9/J3/zN3wBw5MgR7rjjDq677jpuueUWarUag8GA973vfdx8880cPnyYT3ziEzjVOocmbyuZhe1WDtqX7Y2bpwg+gxAUHPaJ466uLzCJednwXoEQ5B0JPA17OIdadoEpTBYDqni9fgpEbCP+0jLAhdLmal8AfMEYdfy2mUBJdTKpzeLPx9GjR/nkJz/JnXfeybve9S7+6I/+CFBCQh955BEAvvzlLwPQ7XZ585vfzIMPPsjNN99MtVrF7/fzyU9+kkgkwpEjR+h0Otx5553cfffdHPACg725crCdc9CWaFZ0fLCXEK6ZV7YxzFR+nk3Nk7JNRriOuqVjVga4jZScSbw2mTRoW33xKWt+I0XH9m3x6//7OZ5fqerajqumw7zv9jBSgusCKweAubk57rzzTgDe9ra38bGPfQyAN7/5zec8e/ToUaamprj55psBCIfDAPzjP/4jTz/99JnVRaVS4dixY8xdM4UYjlcOpqDNBOImqh3Pph2YZLL4uCV1b0Q7+0hOWzMINH2TpCvPWFL3RgblJVrSw2Ta/ANpUIRw4bY9ZstUV6jKAIlY3JLqa56UbSZQDLr0cOF2XDiCZ2N0j/bviYmJc56VUp43GkhKyR/8wR9w7733vuL19uoLOMbOwSQGPerSTyJufmw/wDA4TapQotnuEDAp89oFqa2SlxESAWsEeYOJDKnyN+j3B7hcTkvaoOGsr7AuEsx7rRHkdQIZ4s2nLal7I+7mGnlHgvBFBkQjafszzLT/ZVuf+dC/udqYtqweZSBceC4S3nn69GkeffRRbr/9dv7qr/6KV7/61Xzve+dX/19xxRWsrKxw5MgRbr75Zmq1Gn6/n3vvvZc//uM/5rWvfS1ut5uXXnqJmZkZEC5cw70ZrWS7A2kx7JF3xHFY1PGd0RncYkDOBuIvb1MRwJktBtQQkWm8okchb/12iiKAM1/0pSFDU0Sp06jruzWyEwLtdapuC8SAKkoa2RLtjvWDokP2GIiLz3GvvPJKHnjgAQ4fPkyxWOQ//af/dMFnPR4PDz74IL/4i7/Iddddx91330273ebnfu7nuOqqq3jVq17FNddcw8///M/T7/eRDg8u2bdl7vndYruVgxj2qbqtWTUA+NRomMraKZi/1LJ2gJINr2SBAE7DG9MSmiyYfp/RRiK9HGv+6y2r3x3V0sguMHHosGXtAEUHlA1dZln9zugMrsUh62tLzOy38DeiCuDajovnmXc4HPzJn/zJK15bWFh4xb8//elPn/n7zTffzHe/+91zyvnoRz/KRz/60Ve81ig0cPYl/UEfl8se18zoxZZWDkKI1wshjgohjgkhfvU8798lhHhSCNEXQty/4b13CCFeVv+8Y7O6nLJP28SUmBsJTyrOoZG3PomH2WkgNzKRUkIl6zmLY9qHA2LDAt0J80VfGn5VCFe1OLmL7HeJD8sMgtb1Cy2HRMli9bwmgGMXGofd8gMh3N6LWNrUOQghnMDHgTcAVwFvFUJcteGx08A7gc9u+Gwc+BBwK3AL8CEhROxi9bno07NABauhHYT3StYOiP12Q82GZ74ATiOuRgZ1LLZFt7yKi6Gp2fA2EtVSp1o8aajklnAIibDQFqG04hyaFttioA7I4iLq6Pn5eZ599lnD2uDQhHB7UCW9lZXDLcAxKeUJKWUX+Bzw42c/IKVckFI+DQw3fPZe4KtSyqKUsgR8FXj9xSoTSGTEgrh+FV8kTReX5eKv0rryw7NCBasRSc0ylAJZsfbOei1Pr8vENJAbSagRY1YL4UqqAM5rgQBO48wEymJbDPqqAM5l3crhB0K4H8KVAzADnD11XFJf2wo7+qw/at0+uyaE8zatHRDLa8qAGEhYIAZUES4PJRHFaXFCk2pWGRCtEMBpeANhKgRxWCz+qquz9WDKOucQjKYU9XzFWltoA7LDbV1UocvlQUqQA2vDWTvZY7qXuRXncL5Qma0ezW/ps0KIdwshHhdCPN7Gy8w1d26xeGOoutNMWBzHrQngQul5S9tRcifxt6zNCNdWM8DFLBLAaZScCTwWp5HtqBngYhYJ4IAz6nm3xRMo2e8xlBie9OZiCIeDgXBaLoT7/pf+WPcyt+IcloCzpymzsOWES1v6rJTyT6WUN0kpb/JNX0VmzrpIDICmP0Osn7O0DZoKNmHlIAA0vBkiPWsd5bCyTFN6SVskgNOoedIEu9Y6B1lZoSNdJJPWnUWBTdTzgy59XDgd1kbk93FZLoRzGrCi3YpVjwAHhRAHhBAe4C3AF7dY/leAe4QQMfUg+h71NVszDE2RkgXaXQu/8OoyVRkgGr3o+b3h9CYyJId5S+O4XTVFABf0WRsq2AlkiA/ylrbBVV8lJxKWixJbvkmiPWsnUI5hj75wWaYD0hg63Dhl39I2+Fr6a5E2dQ5Syj7wXpRB/QXgr6WUzwkhPiKEuA9ACHGzEGIJeBPwCSHEc+pni8BvoDiYI8BH1NdsjSMyi8diIZy7uU7eYZ0ATkOGZwiJFsViwbI2+FprlJzWCeA0hqFpErJCo9myrA2B9hplCwVwGoOJDClZpN8fWNYGh+wz3EQApwdf+MIXeP755y/4vlSdw1YmUI8//ji/9Eu/pGfzAAh39V/FbWk9JqV8SEp5SEp5qZTyN9XXPiil/KL69yNSylkp5YSUMiGlvPqsz/6ZlPIy9c+ndP8/MABfQtkJszIL2kRnnarH+gHRowrhihZmQYv0stQtSP60EVd0GoeQ5NesC+GM9rI0bGALEVbU87mcRep5VQA3NCED3GbOAacblxgyGFzcUfb7fW666aYzF//phpQkh/qv4mx3fYYd0OK4GxYmNLEqG95GJtTrwitWib8GfaLDIr2AtXvsAH5NPW9VRrjhgITFYkANLY2sVUK4rQrgGo0GP/ZjP8Z1113HNddcw4MPPsj8/Dzvf//7ueWWW7jllls4dkyJ9Dl16hSve93rOHz4MK973es4ffo03/nOd/jiF7/I+973Pq6//nqOHz9+Th3C6eY19/9HfvmX/zN33HEH11xzDY899hgAH/7wh3n3u9/NPffcw9vf/na+/vWv88Y3vhGAer3Oz/zMz3Dttddy+PBh/vZv/xZQboC9/fbbedWrXsWb3vQm6pvk627XCvjRX2dhu+sz7IAm/upalAVt2NNUsNYPiFH1QNyqLGi96ipuhkgLRV8a4TPiL2smDfXCMkFhTTa8jYTUsOJa9jSwhejCf/hVWNPxht/hACLT8LrfuuhjX/7yl5menubv//7vAeWq7fe///2Ew2Eee+wxPvOZz/DLv/zLfOlLX+K9730vb3/723nHO97Bn/3Zn/FLv/RLfOELX+C+++7jjW98I/fff/9569B0Fo16ne985zt885vf5F3vetcZ8d0TTzzBI488gt/v5+tf//qZz/3Gb/wGkUiEZ55R7FIqlcjn8/zX//pfefjhh5mYmOC3fuu3+N3f/V0++MEPXvD/sbRyEiNGivHK4TwEYlP0cFomhCvbQAWrEVfTQg4q1jiH0uoCAB4rkj9tIDGtqectssXKCQA8FgrgNLSMcJ2iNY5SSkVvu5kA7tprr+Xhhx/m/e9/P9/61reIRCIAvPWtbz3z30cffRSARx99lJ/8yZ8E4Kd/+qfPJALaDKeqs7j/J+4D4K677qJarVIulwG477778Pv953zu4Ycf5j3vec+Zf8diMb773e/y/PPPc+edd3L99dfzwAMPcOrUxfN1V7PGbPmOVw7nw+GgJGK4Gtbsp5bWFohjrQpWw+HxUyaEs2aNLWrZBdJAIDVvSf1n4wtZm0a2pmaAC6SsDW8GCCUV9fxwq+r5N/w3XevvlNfwN1fPDMwX4tChQzzxxBM89NBD/Nqv/Rr33HMP8MocDxcK+thqMMiZREPylWcOF8sbAefPHSGl5O677+av/uqvtlQ3QLtgjIMerxwuQMWdZqJtTRx3Q73oTjv7sJqyK4WvbU18f1vdwolmrB8QEYKiI4HHoklDVx0ErEqE9QqcbkqOGC6L0shqArjNbkJdWVkhEAjwtre9jV/5lV/hySefBODBBx8889/bb78dgDvuuIPPfe5zAPzlX/4lr371qwEIhULUarUL1iEcTiTw//3dFwB45JFHiEQiZ1YpF+Kee+7hD//wD8/8u1Qqcdttt/Htb3/7zDlIs9nkpZdeumg5g9IiPal/aPPYOVyAli9N1CIhnHbRXdxiRbBGw5sm1LXGFoPKEg3pJZ2y/nAeoGphGllZWaIpvSRtYouyO0XAogmUUAVwLufFh7BnnnmGW265heuvv57f/M3f5AMf+AAAnU6HW2+9ld///d/n937v9wD42Mc+xqc+9SkOHz7Mn//5n/P7v//7ALzlLW/ht3/7t7nhhhvOeyANIBHEwiHuuOMOfuEXfoFPfvKTm/4/fOADH6BUKnHNNddw3XXX8c///M+kUik+/elP89a3vpXDhw9z22238eKLL160HGd9hazQPyvgeFvpAvSDUyQrj9LtDfC4TRYcVZZpSQ/xpD0Ggd5Ehsn68wyGEqfJSZictRXWSXCJ37rL1c6m7Z9ksv2kJXW7GqtkRYJ5tz1+ti3fJJHqCUvqFlIRwF0sAxzAvffee05qT4D3vOc9fOhDH3rFa/Pz83zta18759k777zz4qGsADj4t//6dfzOH3ziFa9++MMffsW/X/Oa1/Ca17wGgGAwyAMPPHBOSa997Ws5cuTIJvX9AF9zjaIzBZzfce2U8crhAjgiM0yIDtm8+TMjV2OVrCOJc5NZkWmEp0mKKvmy+VnQ/K11SzPAbWQYnCIli5ao5wOtNUo2EMBp9CemSMsCHQuEcM6hOQK4rSKFwCUHltwkEO6uU/PqP5G0yehjP7SIECuEcMHWGmWXfQYBt3pVdn714lETRhDurdMwoOPvFEfEujSy0V6Whtfa+6XORkQU9Xw2Z/KVIlLi3IUAbmFhgWRyZ9km3/Oe93D99de/4s+nPvUpvvy//oZbr7uC4XBj1gKDGQ5JDPN0Avr3C/u4XpsRSisHoPXsKeB2U+uO9rPkQzebWufF0K7KrmZPwdUmpsgc9IkNS3QmrNd7aJxRz6+fYm6fiQfD/S4xWaJnI1t4VVsUV08yN2WeA7cyA9zHP/7x877eLK8jukpGOKfz3LBVo+jVsnjoI8P6h3qPVw4XQLseumtyHLfsd0kMi/RsoILViGWUQbBtcuavXmUFp8UZ4DZyRj2fM9cW7eIyDiTSwuRPGzkzgcpdeEVpxDaLlgGOi2SAMxuH6qgGJiT9OdumpTUtEdbYOZhGMDnLQAqkyUK4Wl4RwBG1XvSlEU4rM0Szs6CV1axnbgszwG3EKvV8UR0E7CCA00hMXQJA5wJx9j6fj0KhoLuDsEMGuI2YlRFOSkmhUMDn8wFQU69y8Sf1D/UebytdCC2Ou25uQpPy6gnCgCdmD40DgPCFqTOBs26yo8yeJAUELMwAtxFNPS+q5jrKenYBgAkbCOA0fHFlFSMvYIvZ2VmWlpbI5fQNg+41q7i7ZXoTTksT/ZyNHA4R1SxtVxtf0NgzGJ/Px+ysMnnUVvNRA8Lex87hIlTcKQJtcwVP2iAQtDgD3EZKriQ+kzPCtdT7nIzo+DvG4aAgEqar57taNjx1tm4LXB6KIor7AhMot9vNgQP6n8s8+8D/xWUnHqD0X5ZIhwO6l78jpKT16z/K44kf54Zf/J+mVTsoL9GWbtJp/bcbx9tKF6Hhy5ie0KRXVAeBaRuoYM+i4csQNjkj3LCsCOAmbSL60qh6UgRNVozLipL8aXKHUTZGUXGnCZitnq+tsE6MZNC8g99NEYKCM2V67nlNBxQO6L+CGjuHi9CfmCIpC/QG5oWnycoyJRkkFddf8bgbeoEMqWHeVFs4ayuskSDst8fWgUbTlzFdPe9qKNnw/B5rM8BtpOWfNN0WvuYaBUcKh8mCzM1Q0siaO4HytVYpuFKGJAUbO4eLoWZBy+fNi+P2NFbIiiQel82+msgMSSqsl8wTwvnba5QM6vi7YRCcJi0LdHvmib8CrTVKNtK+aPSD06RlnlbXPFsEO+vUvPazRdtvfhrZcDdL3WOMLWw2AtmLs+O4zWKivUbFoC97N7hjsziEpGBiFrRQN0vdRgI4DUdkRsmCtm7eobSSAc4+AjgNR2SGsGixmjNpxiwl8UGett8+eg+NQWialCxSb7XNqXA4IDYs0DEoEdbYOVwETfx1sThuvYn1sjR99uv4QU0It26SLVQBnJ1EXxqes4RwptBrEZFVW9rCm1D6hZZ3w2hkI4+HHsOQ/WzhjM7iFJLcqjkTqEF1FRdDpEHJn8bO4SJoQjizEprITo0wdfoh+widNGLqNdFG3R2/kb4qgDOq4++GrYi/9ETrf46IfbQvGuGUubaoqtF8ThtpXzT86qShatKVOyV1R8NtkPZl7BwuQjilJDSRFXPi+2tZ5QfmtJEATkPLJT0smyP+KqviHnfMfs5By4LWM2nSoG1raisWOxHVsuOZNGmoqAOv34a2CE/OA9A06SaB6rrSL4zSvoydw0UQLi8lRxSXSeIvbRDwGaB23DW+MA0CpgnhtO2rgA1tEYzPKMlVTBLC1VVHGbKZ9gXAG51hiHk3CbTUgVcbiO2EloSpXzLHUbbURFgxg5I/jZ3DJpRdKSZMEsI11SWzHTs+aMldzLFFu2Cc8nPXOBwUHIkLir/0RttWStpM+wKAy0NZRHE3zLFFr7RMVzpJZey3uvaF4jTxmZZGdlhepCG9ZNLGBG2MncMmNHwZIiaJv3qlRQZSkJq232wZoOGdJGJSHPegvExd+phM2S9yC9Q0sh1zxF+yskRBhkgnoqbUt12qnrRpEyhHbZl14iRDNhLAaQhB3pHE2zTHFs7aCusiScigRFhj57AJ3YkpUsM8AxPEX6KyRI4YyXDQ8Lp2Qjc4TUoWaJsQ3++qr7BOnEjAPpernU3TnyFq0qTBXV8lJ5J4XfYSwGm0fBmifXPi+z3NNYqOpOkZCbdKzTNJ0KRJg6YDMoqxc9iMyCxB0aZQMF4F6m2uknfaT/mpIcLTJKmwVjReCOdrrVF0pW0ngNPoq46y2+sbXtdEZ42Kx356D41BaIpJ8lTbxmfHC3XWqdpQ+6LRDkyRGJgzaYh0jU3+NHYOm6BdkWyGEC7UWadq40HAE9+nCOFWFwyvK9zN0rChClbDGZ3FK/pk14w/lI71crT89u0XjsgsYdFiPWvwBEpKYoMcbRvbQoanScoytUbD2Ir6XaKyTC9onN5j7Bw2QQsT025LNQwpSQxyhqkd9SD4iux4BjLoERsWbW0LvxraW1jVN6n7RmS7SpAGg6D9Qno1fEl1ArVm7ARKNnJ46DO0oQ5IwxWbwyEk2eUFQ+tpF5dwIBEGal/GzmETtPC0TsHY2OVBPY+XLkMD0v3pxRlRoMG26FdWlDSQNhTAaUTUiLKGwY5S0744DMj0pRdhNcS2kTU2hLOq2sJlQx2QRkCdTJYNdpSF1RPAD674MYKxc9iEaHqOvnQgDRZ/FdUv24h0f3rhU69KGBoc319cXQCM7fi7JTGj5FUwWvylbWf6E/ZJeLQRLdy4VzJ20qBd0WGn5E8b0SaTTYPTyGoZ4IKpecPqGDuHTRBOFwVHHHfD2NjlijrTCNhQ6HQGb5CamMBjsBBOU8EGbZT1bCPecJo2HsMzwjXVaynsqn0BcEWmGSKgYo4tYpQTmDwAACAASURBVHbUvqicEcIZPJnUVu+JaeOSP23JOQghXi+EOCqEOCaE+NXzvO8VQjyovv8vQoh59XW3EOIBIcQzQogXhBC/pm/zzUFJaGJs7LKm/IxnbCh0Oouye5JAy2BbqLPxhB1FXxpCUHQm8Ric3KVXWmQoBSk728LloeSIm2KLrnSSmbbvitLhC1FjAmfNWEcpK8tUZIDJVMKwOjZ1DkIIJ/Bx4A3AVcBbhRBXbXjsZ4GSlPIy4PeA31JffxPglVJeC9wI/LzmOEaJlj9DzOCY9mHpNB3pJp2x7z47QMM3RbRvbBz3sLxEXfqYSts3WgmUmPZQx2DBU3WZHFES4Qlj69klFRNsIWorZIkTCXgNrWe3FF1p/AY7Sndjhawjidtp3ObPVkq+BTgmpTwhpewCnwN+fMMzPw48oP79b4DXCSVAXQITQggX4Ae6gHnZYnSiH5pRxF9d4+K4HbUV1kTCMLWjXvSC00zJHM2ucfH9zrqS8MjnsXeK887EFPFBDimlYXV4G6sUnEnbal802v4pEv11Q23ha65RtGHyp42YkVJ3or1OxW1sSO9WnMMMcPap25L62nmfkVL2gQqQQHEUDWAVOA38jpSyuMs2m44jug+v6LO+Ytwhk7+1StFp75kygIjuIyKarK0b1/kD7TUqbuOUn3ohw7OkKZGvGBfTHuqsU7Ox9kWjH55lmjylRsewOkLdLA0bC+A0usFpJodZun3jblWI9bK0DE7+tBXncD43vXF6cKFnbgEGwDRwAPgvQohzTlCEEO8WQjwuhHg8lzM3H+1W8KuHxGU1osgIIr0sDZ/9O743qex9l1deNqyOSC9H04ZZzzbiis/jFJL8ikH9QkrigxxtG+s9NJzxeUUUuGJQaO9wSGKYt2XCo404ovuIigZZg9ILy26DCDUGoWlDytfYinNYAs4+AZoFNoarnHlG3UKKAEXgJ4EvSyl7Usos8G3gpo0VSCn/VEp5k5TyplTKfjPGaOZSABpZg2KXB33iwwJdGwudNEJTii2aBtlC9rvEhyUGBio/9SI4qTjKikFCuH6jiJ8OMmzsIKAH/rQy56uuGWOLZmUdD31ExP6/EU9CibIrLBkzgSqvqdoXg/UeW3EOR4CDQogDQggP8Bbgixue+SLwDvXv9wNfk8rm42ngtUJhArgNeFGfpptHYlYZEPsGJXdpF5dxIkei48dnDgIwKC4YUn4pu4hDSMM7vh7Ep5V+0ckbM1vWNA4uG2Y920hEnTR0csasovLLSrkeg7Ke6Uk4ozhKo25V0AR2PoO1L5s6B/UM4b3AV4AXgL+WUj4nhPiIEOI+9bFPAgkhxDHg/wa0cNePA0HgWRQn8ykp5dM6/z8YjjsQpcoEjqoxzqGwosy2PDYWOml4Qkka+HBVjDl/KahbNP6k/QcB7TqRYdmYfnFG+5K0f7+ITV8GgCwZ4ygr65rew77aF434jOIouwVjbKGlZI1MGhvevKVwECnlQ8BDG1774Fl/b6OErW78XP18r48iSniaMeKvmjrDCBmodtQNIcg5MwSaxoh86lnF6URsLPrSEG4fBRHHXTfGFlq6yajNtS8ADo+fvIjhqRnjKDUdUGLKONGXXvii0/RwQcWYftErKuUmZ+YNKV9jrJDeIjXvFJGuMfH9XVXtGDdQ7agnFe800a4xcdxa1rOUOvuyO2V3mmDLGFsMykv0pJO0TZM/bSTvmiLYMkb8NawoGeASk/bfesXhIO9I4msaYwtRXaYgw8QjYUPK1xg7hy3SDc6QHmYZDvWP4x6Wl6jIAOlkUveyjaAVnGVysI4cGhCqV1miLv2Eo3H9yzaAZmCaWN+YsF5HdYWciBH021v0pVH3T5PoGeMoXbUV8o4kTqc9Ex5tpOrNEDLoVgVPY5WC03i9x9g5bJXoHGHRJG9A0h93Y4WsSOFxjcbXMYzsJyA61Ir6d35vY5m8CR1fL/qhGTIyT6Pd1b1sX2uVktN+0XsXohuaIz3MM+zpb4uJ9gplt/11QBrtwDTJQdYQUWCws0bVY7wtRmM0sgFaeFpuSf9QvYnWGhUTvmy9cCfmASgu6x+qF+msUPbaP3RTwxGbxyt6rBsQ3x/uZqmPgN7jDNH9OIU0JK9DordG3W//CDaNYWQfaUoUKjXdyzZL+zJ2DlskPKmcBzTW9Q/Vi/aztAOjMyAG1VC9mt4x7VKSHqzTmhidQcA/qZyNlJdf0rVcORyQGOTpT4xOv/CllIPz4vIxXcvttpukKdIP2z+CTcOVvASHkOQX9e0X7XqJEE1Tcp2MncMWScwdAqCX19c59Nt1otQY2jixzUbS+y4HoJvTd4ZYK2cJ0kJG7R+6qRGdVWzRyerrKCu5ZbyiB7HRsUVM1cA0dJ40FFRn44zP61qukUxMKbaor+q7us6eVsrzJOd1Lfd8jJ3DFgnGJqnhx1HSd0DMjZC4RyMei1OSISjru5VSWFQ6vith/9BNjcT0ZUoyqKK+k4b8kjLj9KdGxxaZOcUW/YK+v5Gy6hy0VdookFAnDb28vo6yrKrxQxnjbTF2DltFCNad0wQa+oq/iqroy8iMTnojhCDnmsSnc3x/bV3p+EETOr5eON0eso4U3pq+/aK6pvSLiCouGwX8Pi9ZkcRV1dcWLVV1HR0hW4QTUzSkD0d5Qddy26otkrMHdS33fIydwzao+meJdfSNXW6q2xHx2dHp+ABV3wzRrr6iQG2byoyOryd59zThlr6OspdfAGBy3yFdyzWagnuKCZ3j+4fFBSXXyYjoPQCEw8Gacwp/XV9HKUunaEgvybTxZ1Fj57ANuuH9ZIbr9Hv65XWQhZN0pMvemb7OQzc0R2qQRQ4HupUpyqcoywmSidEJ3wSoT8yR6unrKB2V0+SJEAyGdC3XaJqBGeI9fUOcPbVF1kQKn8eta7lGU/LNEG3r6yi9tSWyzkmEw/ihe+wctoEjcSkeMSC7/P+3d+bBkVznYf99c+O+r8UNLPbmLpdcrhhe4iVSog5SEmlJUcV0pLIjqZhyJDsyVXKYyC7HcVyxEqfsyIroRIouSjQl0aJoak1KPMUl9+Ze2MUCWNz34BhgMJjj5Y/u4WIB7C7mQA968H5VqOl5/brn6w/d73v93vd9L33jy+6ZHoYcVbjd9rrxpaQRj0SZGEpfz8gb6GPEWb3uF7ZZSqyokWJmmJ/xp+2cObN9jLts5MZqEilqoBw/C8H0rXGRF+xnwrP+s/QuJZTfYAaLpq8DVRjqZ8prjS60cUiAvGpjuGOiN32JZYuCfUx47OOuGCfXTNGcTle9wvkBpnz204WnwpgjGb54Jm3nLFvoZyrHPk4KceIxMCNpTFddHh4kmGsfb744UtqMV8L4h9LkuKEU1dFBgvnWeLBp45AAZaYL59xQmm58paiMDDKbZ79GID45GEiT26KKRamMDrOQb58YhziFm4xOQ7piHaLhEJWxURYK7TPGHifuReNPU6zDfMBPEQFiNnJvjpNTbTwjoz3p6UxOj/aTSwhVbM0QtDYOCVCxqZmQchObSI+r3vz0GPnMESu2XyNQ1WA0iOE0uS1Oxv36baiLyqYdAIRG0tMgjvWdxykKR5k9EjEuptyMB5pLU9zHSI9hcD3l9pqTAyipNTqT6Yp1GDNHLDyV1jivaOOQAE6nk0FHFb7p7rScb7THGIZwl9uvEfDl5DFCKc40uS2O9rQDkFtlP12UFJcwTmHa3Bb9ZiOQW2Uvry2Asqp6QsqNmkjPUEp8OdqCant58wHUNG4mrJxEx9MzRxkYNAxl4SZrPNi0cUgQv7eOovn0uC1OmTd+Ua293BXjTLiryU2T22K8d1Vs9rbshBH3UUNuID1rGQTNXndJ/ba0nM9KHE4nw85K3Gla12HejH2pbLSfLrweL8NSgXsqPYYyPNZJVAlVjdo4rEuCBQ1URQfTkq563mwEqm144wMEcusoTdO6DpGxTmJKqLHoxk830zn1lC6kx1DGxi4QUD42bbLf/AsY630UzKfHtVf8XUypPErLq9JyPqsZ926iIJgeQ+mc7GJIyinKz0vL+a6FNg6JUtJMLiGmx1JvCMR/kVGKKSkqSoNg1hMtbKBSjTM/P5/yuZxT3QxLGb6c3DRIZj3hwkYqY2NEQsGUz+WZucigswa3yx5rFyxlPq+OyshQWtJV5wR6GHbV2CaF+1Lm8hqojKSnA5U/28uo2zqvLW0cEsRXaXhjjKTBAyF3todR1ybb3vjuMiNF81Bv6hOxBXO9jHvs564Yx1lmZOEcTYMLZ3Gwj0mvPd8aAFRxA8USwO+fSPlcJaF+pn321UWspIlCZglMpr4OTEW4n7k867y2tHFIkKI6YwgoHR4IpQsDBHLte+PnVcfTVaeui/LwADO59nNXjJNfE4+BaU/pPCoaoSo6RMiGbqxxvBWGU8FIT2q6iIUXqIyN2lwXxkT6SHdqMTDz0+MUESBaYp3XljYOCVLT2EZUCZHR1Fz1FoKzVMTGiRTZ98YvrzPmB2aHU9NFcGqcUqaJlNjPUylOeYPRaZgbTu0tanyoC49EkFL7uW7GicfAxB0ukmW07zxuiSLl9vNUihN3NpkeSC0GZsg0Lt5K65JSauOQILk5uQxJBa6p7pTOM3LxDA5ROCrsOQELUFrTRBgn0RRjHQa73gHAV2U/T6U4ldX1zCovKsUYmNGLRm87r8a+90VV43bgksNFsoxePAVAQe32lGXKFFWN8bVPUtNFPMCyuNY65xVtHJJg3FNL3lxqHgiTvacBKLTwn51uxOlm2FmDbzq1BnGy1+gVlTXatxFwOB0MO6vxzqTmtjhr+rKXN9jXUPoKy5ikAKc/tQZxbsCY16tu2ZkOsTJCYWExoxSnHAOzMGK8hVU3WXdfaOOQBMH8hpSzcAaHjEagstm+Nz6AP7eZyvnUjMPC8DmiStjUbF/jADDlq0s5C2ds7Dzzyk11nX3WtFiJEW8jxYEUg7/GLzBJPuUV9ku6t5gx9yZyZ1PrTDr9nYxQSmFhcZqkujbaOCRDaTMlzDAxnrwHgmOigxFKKCspTaNg1jNfupV6NcjMzHTS53BPdhqR576cNEpmPeGiRqqjQ4QjkaTPkTPVSZ+zDpfLlUbJrGemcAsNkW6i0eTjgXID3Qy56mzrzRdnLq+BshRjYApnuxjyWOuwoY1DEsSzsw50Je+BkB/oZtjdYPsb31OzC6coBjuOJ32O0rluxn32nZiP4y5vxSth+nqS7zGXzV/MCl1QuZ1CmWO4L/mhparQRWby7TsxH0eVNFHFBP7JqSRPoKgJ91quC20ckiDumTLZl2Ssg1JUh3uZLWhKn1AZoqT5egCmLyZnHKKRMLXRPuaK7D2MAlBopv4YTdJtMRKaoyo6RLjY/rrIa9gNwGjn0aSOn5kcowI/kVL75ZdaSo6ZI6svyc7k9Ggf+cyhyqzVhTYOSVBpGoeFJLNw+kd6jTTE5fadjI5T07LTSLQ2fCqp40d62vFIBEeF/XVR3Wo0iHODyTUCg12ncYrCZWOvrTjVm28AINT3TlLHD5lvot6aHWmTKVOUNe0CYKrnZFLHD144AUCexV5b2jgkgcOXz7CjkpzJ5HyXRzqOAJBTd106xcoIbreHHmcduZPJ+bSPmm6sBfW70ilWRsgrb2AWH86x5IK/xrqNxqO0wd5OCgDFZZUMUYZ7PDldTPcZnY2yZvs/I5WmcYgMJzfSMN1neDZWNe9Om0yrQRuHJBnLaaY8mJyXzmyv0SBWtuxJp0gZYyx3M1XzyY0tzw8YjUDN5izQhQhDnkYKAsnpImS+cdRutn+DCDDgaaYkkFynITZ8hpBys6nR/m9RDl8+Q44qfEl2oGKj7cwqL9V11gaJrso4iMj7RaRdRDpE5PEV9ntF5Clz/0ERaVq0b7eI/EZETonIOyLiS5/4mSNYspXGWC/BYOJJ5xyjZxhVRdRsst8KcCsxX7qVcjVBJDCe8LGuifOMUEJJafkaSGY90/mt1C10J5V0zj1xjgGpJK/AnokYlzJduIVNkR6IhhM+1jd1gV5nne3WVr8SYzktVAaT6zTkTXXQ727E4bS2L3/NXxMRJ/A3wAeAHcCnRGTpQOBnAb9SajPwdeAvzGNdwHeBzymldgJ3AonfKesQV/UuPBKlr+NEwscWznTQ527C4bC3p1IcV43x2hwfLkuEwkAnQ54s8M4xiVbupFymGB5MfM2P0rlORnz2986Joyq24yHCdH/iwynlwW4mcprSL1SGCJZuoz42wFxwLuFjq0NdTOZZn1pmNaZoP9ChlOpUSi0APwQeXFLnQeDb5vbTwD1i+GjeB5xQSh0HUEqNK6Wi6RE9sxSbXjr+7mOJHRiLUbPQzVSBffPFLKW0eS8Ak92JeSypWJSacA8z+fbNqbSUXHMeabgjMS+daHiB2kgvwWL7e+fEyTc9lkYS1MVCMEBVbIRQSfY8I+6anbglSv+5xDqT0xMjlDNJNAPOK6sxDrXA4vC+PrNsxTpKqQgwBZQBWwAlIi+IyBER+XLqIq8PajfvJqIchAcS80CYGuwghxBU2n/SMU5L82YmVR7hwcQ8lsZ6z5PHPFTZfzI6Tu3WGwEI9CRmKAe7TuGRKM4qe0eJL6Zh614iysFsb2INYn/7YRyi8NZmwTyUSVmL4b013pWYoRw8fxiAnFrr24vVGIeVxj6WDqheqY4LuA34tPn5URG5Z9kPiPyeiBwSkUOjo6nnPbcCtzeHAVcdOf7EvDEGzhlDL8VN1noerCU5Xhc9rkbyJhPTxfC5twAobrlxLcTKCEUVdfgpxDF6OqHjJjoMXRQ171sLsTJCZUkhPbIJ51hirr3+C0aDWNmWPbqobb2OsHISGUzMtXe222gvKtr2r4VYV2U1xqEPWDxzWgcsTSz0bh1znqEImDDLX1ZKjSml5oBfADcs/QGl1DeVUvuUUvsqKioSv4oM4c/fTNV8Z0KTjwGzF1W/dZkabM1UwRaqQ12QgC6CvceIKAf127JLF0O+VkpmEvNMifQeZk55ady2d42ksh4RYTS3lbLZxOKBYkMnmFa51Dfb31MpjsPtod/dQK4/Mfd359BRhihjU53183KrMQ5vA20i0iwiHuCTwLNL6jwLPGpuPwy8pIwW8wVgt4jkmkbjvUBiXap1TLRiB7WMMDw6supjnGNnGKCSstKyNZTMeqRqB/nM4R9YvUeGd/wMPY5aCgsK11Ay6wmWbKMxepHgfGjVxxRMnKTT1YLP611DyaxnoXQrNbEhQnOrTx1RNHmWi55WnBZ756w1kwVbqA11EIutvgNVPn2aHt/WjKTZuab2zTmExzAa+jPAj5RSp0TkT0TkI2a1J4EyEekAvgQ8bh7rB/4Kw8AcA44opZ5L/2VkhvwmYzhk4PSbqz6mLHCe4Rz7p0dYSlGTMT7cf+7wqo+pmjvHaJ591y24Eq76veTIAt1nV+m9FY1QHzrPeFH2zL3E8ZkT9H3tqxtrV9EIdeFOpovsHzG/lFj1HqrEz0Df6uKjIrN+aqP9BMoyE/eyKtOslPqFUmqLUqpVKfVnZtkTSqlnze15pdQjSqnNSqn9SqnORcd+Vym1Uym1SymVNRPSAJt23gpAsPvtVdWfD0xSH+1jrjw7gpwW07DtJgACPaubfJzxD1Olxlgoz56J+TiV2/4FAJMdB1dVf/zicXwsoGquX0uxMkJ1m9GBmlhljqWh7tPkEEKqs+8ZKWw15g2Gz/xmVfUHzxr3j7chM3Ny2fXeZjH5JVUMSiW+0dV5pvSd/g0OUXgasmeiLU5RSRlDUrHqyceLJ14HoLD1prUUKyNUNe1khhxkYHVvDqNnjDfP4rb3rKVYGaG2aRtzyktkaHWebIOn3wCgYuvNaylWRqjbcTMR5SDUs7rO5GSHcV9UmZ0Nq9HGIUWG83dQPXt2VZPS/vPGP7tu161rLVZGGMlpoWyV6RJmOg8SU0Lz7tvWWCrrEYeTHt82yiZX5+Yc6nmbGZVD27bscd2M43A66fc0kb9KT7aFnkPMKi/NWeakAODLLaDX1Uje2Oo6kzJwlF5VRXN9ZjIpaOOQIrFNe6llhP7+a6/05B48Qj9V1NTUWSCZ9SxU7qYx1sv4+Ng16+aMHKXPWUthkb0XO7oSwfI9NEW7mZqZuWbdgomTXHC3kefzWCCZ9UyX7KR54TzzoYVr1i31H6fH24YrS9JmLMVfvIvG+XOEI9eOBa6YOU1/7jacGcqkoI1DipRuux2A/uMHrl4xFqMpcJSewuxxVVxK4ZY7cIqi6+hLV62nomE2B08wUJR9vcM4ea3vwS1ROs3hsysRCQWpX+hkpjR74l6W4mm5jXwJcv7E1cfa5wN+WsIdTJRn31BjHEf9PoolQOfZq789BCYGjSjxqszNQ2njkCL1193BlMrDdeHFq9YbuXCEYmYI12fnkBJA0573ElEO5jqu3iAOnHmTfIJEm263SDLrqb/eiPWcbX/5qvV6Tr2BW6J4G7MnEHAp9XvuBsB/9pWr1us99iIuieFpu9MCqTJDzW7jvhg/dfX2oue4cd8Ut1of/BZHG4cUcbrcnM3bR6P/N1cNABs6/gIAVbvfZ5VoluPJK+Kip5WysatPuI2cMN6yNu25zwqxMkJ+SRVdziYKh67eW54+8RwR5aDuxg9YJJn1FNc0MySV5A5cXReBMy8RUm5a9t5lkWTWU9m0k1FKcPW+cdV6C2eeJ6B8tOy90xrBVkAbhzQQbLybcjXBaMehK9ZxdL9GD9W0tWWf//ZixitvYUv4LH7/xBXreHtf44I00NSYPdlYV2K8Yj9toVPMzM5esU5Z/0ucdO1gU3WNhZJZT1/JfrbMHSW0cOV5h+LhNznr3k5ZcXakLF8JcTjoL7qR5pkjV553UIr60Vc56dtHQX6+tQIuQhuHNFB704cAGDz8jyvuj0XCNAWO0Vd8U9ak6b4Spbvvxy1R2t/8xYr7I6EgzcF3GCrdn5GoTysp2H4vObJA+8F/WnH//Fg39eEuhqvvtFawDJCz7V4KZY7Th3694v6Af4TmyAWmqjPjtmkljs13USGTtB9f+U1qqusQZWqc6cZ7LZbscrRxSAObm1s5Ky3kdK88Edt17GXymcO1+b0WS2Y9LXvvIUAu6uzKgfAX3v4ncljAs+VuiyWznub9HzJ8/E8tzTZj0PvmMwAU7vmwlWJlhNabP0JYOZk9/rMV93e+YeiieFf2DrvGabrl40SVMH30JyvuHzj4E2JKqLkxs/eFNg5pQEQYqbqd5uApAlPLV0Pzv/0D5pWbzbd8LAPSWYvD4+N80S1sm3qVhRWGEOaP/IAplceO2x7KgHTW4snJoz1/P63jLxOORJbtj519nm5Vw9692eudE8dXWEZ77vU0jryIisWW7XedepoBKtixL3vnG+IUltXQ7t1F1cCBFeOjcroOcNKxhZ1tmU2zo41Dmqi84cO4JMbpV5+5rDwaCdMyfICTeTdTmmXJ9q6E+7qHKGGGoy//9LLycHCGtomXOVH4XvLy8jIknbW4dz1IBX6Ov/b8ZeXzgUmaA0foKr0dn9uZIemsZaHtQ9SrQd459Opl5bMTA2ydPUR7xf24XK4MSWctoc0P0Bq7yOkTb11WPjncQ9PCOUZr7sr4ELQ2Dmliyw13MSQVlBz75mVeS6d//RSlTKGueySD0lnL9jsexk8hnsPfuqz81IvfJ5d5cvf9ywxJZj1b7/oU0+QRe/vJy8pP/fLv8RChfP/HMySZ9ey491GCeJl77X9dVn7mhSdxiqL6tkevcGT20fa+z7CgXEy98o3Lys+/YOim+fZPZEKsy9DGIU04XC46djxGW+Qc5379PcBYBjP3za8zQCV77vlUhiW0Dqcnh47GT7An+BZnjhspQ6KRMGVH/pouqef62x7IsITW4fblc67mQfYGXqHjtJFrKRwKUv3O39Hu3Myu92SvO+9SfIVlnKz4IHunDnCx00inMT83Q9O5Jznl2sm23dk/vBYnv6Sak6X3sGfsOQZ6jTT3czMTtHZ+jyPem2jZnvkAUW0c0sgNH/48XVJP7it/xvTYIIe//zVaIx107/kiHk92pka4Ejs++kfMSB6uZ7/A7MwkR777VepjfYze9Ic4nRtjGCXOlo/9B4LiJfTMYwRnAxz/zr+nVg0xe8vjiGNjPYKtH/1jFMLMD3+X0PwcJ7/9RcqVn+idf5z13mtLqXvoT3ARY/h7n2chNM/Z//MYxWoa3/u+mmnRAJBEVjGzgn379qlDh64cL7DeOfXqT2n758/iIIZLYrydewc3/sFPcWywBhHgxEtPsevlf8M8HnIlxMH8e9n/pR9vuAYR4Pjz32LPwT9gTnnJlRCvF3+EW37/OxuuQQQ4/LO/5cajX3lXF6+V/xa3Pfa/My1WRjj84//Cjaf+/F1dvFL9O9zxuf+R1LlE5LBSKm0pn7VxWAPOHH2dqVf+jmhpCzf91uN4vL5Mi5QxTr/xHLNvfZdIxQ5ufORxPJ7sTKi2Gk698hPmjjxFpHoP+x/58oZ7g1rMiZeeYuHEM4Rr97P/Y1/MulXfEuH4L79D+PRzRBtuZf9DjyXdedLGQaPRaDTLSLdx2LjmWqPRaDRXRBsHjUaj0SxDGweNRqPRLEMbB41Go9EsQxsHjUaj0SxDGweNRqPRLEMbB41Go9EsQxsHjUaj0Sxj3QXBicgM0J5pOdYJ5cBYpoVYJ2hdXELr4hJaF5fYqpQqSNfJ1mPy9PZ0RvnZGRE5pHVhoHVxCa2LS2hdXEJE0ppaQg8raTQajWYZ2jhoNBqNZhnr0Th8M9MCrCO0Li6hdXEJrYtLaF1cIq26WHcT0hqNRqPJPOvxzUGj0Wg0GWZdGQcReb+ItItIh4g8nml51gIR+XsRGRGRk4vKSkXkgIicNz9LzHIRkb829XFCRG5YdMyjZv3zImLLldlFpF5EfiUiZ0TklIj8vlm+4fQhIj4ReUtEjpu6+JpZ3iwiB83rekpETmWYxQAABihJREFUPGa51/zeYe5vWnSur5jl7SJyf2auKDVExCkiR0Xk5+b3DakHABHpFpF3RORY3CPJkmdEKbUu/gAncAFoATzAcWBHpuVag+u8A7gBOLmo7L8Cj5vbjwN/YW4/ADwPCHAzcNAsLwU6zc8Sc7sk09eWhC5qgBvM7QLgHLBjI+rDvKZ8c9sNHDSv8UfAJ83ybwCfN7e/AHzD3P4k8JS5vcN8drxAs/lMOTN9fUno40vA94Gfm983pB7Ma+kGypeUrfkzsp7eHPYDHUqpTqXUAvBD4MEMy5R2lFKvABNLih8Evm1ufxt4aFH5d5TBm0CxiNQA9wMHlFITSik/cAB4/9pLn16UUoNKqSPm9gxwBqhlA+rDvKaA+dVt/ingbuBps3ypLuI6ehq4R4wFqR8EfqiUCimluoAOjGfLNohIHfBB4Fvmd2ED6uEarPkzsp6MQy3Qu+h7n1m2EahSSg2C0WAClWb5lXSSdboyhwP2YvSYN6Q+zKGUY8AIxsN7AZhUSkXMKouv691rNvdPAWVkhy7+O/BlIGZ+L2Nj6iGOAn4pIodF5PfMsjV/RtZThLSsULbRXamupJOs0pWI5AP/APw7pdS00fFbueoKZVmjD6VUFLheRIqBnwDbV6pmfmalLkTkQ8CIUuqwiNwZL16halbrYQm3KqUGRKQSOCAiZ69SN236WE9vDn1A/aLvdcBAhmSxmmHz1Q/zc8Qsv5JOskZXIuLGMAzfU0o9YxZvWH0AKKUmgV9jjBkXi0i8E7f4ut69ZnN/EcZwpd11cSvwERHpxhhavhvjTWKj6eFdlFID5ucIRqdhPxY8I+vJOLwNtJleCR6MyaVnMyyTVTwLxL0HHgV+tqj8t00PhJuBKfMV8gXgPhEpMb0U7jPLbIU5NvwkcEYp9VeLdm04fYhIhfnGgIjkAPdizMH8CnjYrLZUF3EdPQy8pIyZx2eBT5pePM1AG/CWNVeROkqpryil6pRSTRhtwEtKqU+zwfQQR0TyRKQgvo1xb5/Eimck0zPxS2bgH8DwWLkAfDXT8qzRNf4AGATCGNb8sxhjpC8C583PUrOuAH9j6uMdYN+i83wGY5KtA/jXmb6uJHVxG8ar7QngmPn3wEbUB7AbOGrq4iTwhFnegtGodQA/Brxmuc/83mHub1l0rq+aOmoHPpDpa0tBJ3dyyVtpQ+rBvO7j5t+peLtoxTOiI6Q1Go1Gs4z1NKyk0Wg0mnWCNg4ajUajWYY2DhqNRqNZhjYOGo1Go1mGNg4ajUajWYY2DpqsRESKReQL5vYmEXn6Wsek8FvXi8gDa3V+jSYTaOOgyVaKMTJ2opQaUEo9fI36qXA9RnyGRpM16DgHTVYiIvGsvu0YgULblVK7ROR3MDJYOoFdwH/DSBH/r4AQ8IBSakJEWjGCiSqAOeB3lVJnReQR4D8CUYwkb/diBBXlAP3AnwM/B/4ncB1G/rL/pJT6mfnbH+VSGunvK6W+tsaq0GiSYj0l3tNo0snjwC6l1PVmxtefL9q3CyMDrA+jYf8jpdReEfk68NsYuXy+CXxOKXVeRN4D/C1Gnp8ngPuVUv0iUqyUWhCRJzAiUR8DEJH/jJHG4TNmSoy3ROSfzd/eb/7+HPC2iDynlDq0lorQaJJBGwfNRuRXylg/YkZEpoB/NMvfAXabWWJvAX68KEOs1/x8Hfi/IvIj4BlW5j6M5HF/aH73AQ3m9gGl1DiAiDyDkUJEGwfNukMbB81GJLRoO7boewzjmXBgrB9w/dIDlVKfM98kPggcE5FldTDy23xcKdV+WaFx3NJxXD2uq1mX6AlpTbYyg7H0aMIopaaBLnN+Ib4u7x5zu1UpdVAp9QQwhpEGeelvvQD8WzPrLCKyd9G+95nr/+ZgzH28noyMGs1ao42DJisxh25eF5GTwF8mcYpPA58VkXg2zPiStX8pxmLvJ4FXMLJl/grYIcYC8J8A/hRjmc8TZr0/XXTe14D/h5GB9h/0fINmvaK9lTQaizC9ld6duNZo1jP6zUGj0Wg0y9BvDhqNRqNZhn5z0Gg0Gs0ytHHQaDQazTK0cdBoNBrNMrRx0Gg0Gs0ytHHQaDQazTK0cdBoNBrNMv4/44wFqkatMmcAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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x8rp4ad0dshvUfmLwF9zOwxiTkWImB1UtBy7D+VJfDLysqgtFZLyIDAMQkZ4iUgKcDDwqIgvdbdcCt+IkmFnAeLcstr0PhSMDG5i16z4wYLmJVmP40M1RBrWp2Bn5uUIsb15Sve2qIhW6Pl46PdkRGGNqgaf2Yqo6DZgWVDbGb34Wzi2jcNs+CTxZrej63wilS5x7/e2Phna9q7WbEJXv8J/2Kuw/wJnfstrpk2nQ36HToOrt97fFsGfqDYsYVyu/THYExphakNrdZ2Rl+7qA2POg+P9yfsGvvd4G96Wqr/4FP82p3v4e7uN0mJcuonX3bYyp01I7OQC06wmnvgIDxjvLR4c00I4TN/GsXwGvnedpi3IJHctBI71aO+dZ+PF/1Q0uMZoXJDsCY0yKSv3kANBpoPMgFqDp3gk5RHWeNCxvFNruYuuOCF12TL0cnjk+/Lpt651nHRVxatFtjDE1lB7Jwd8ev4vv/iYcAsCWnVW8HdRkb/Zq1jikeEvpsqrt5+dv4M594Z8HOgmkNh1wXO0ezxiTNtIvOXQazKaDY4yOVhUbVgBQsTVyH01hHXU1jXMbhBTv+XRf2BH0FtUXkQclr1jwujOz+ReYF+V12Nwqt+iILTs0/t3+cEv8j2eMSRvplxxEaNI7jsnBlTdlePgV+4YZMe3o66HneRFHmdvlN5QoAO/e6JvfsQn+d8/uLrmzZtzrLcBEtIZu0DTyur5J6o3WGJMS0i85ALQ5LPr6Ex5FT3zc+/4ivWH0u0PgD2MDy/pdBb+/wZnvOjLsZvU++UfkY71xCXx0a2DCCGf4RNjT75lG99Mi162uaG9/icBFM8KvG1eFXnONMWkpPZODRA67YtCdcOgopCo9u46P0Iv4ue9Cu17OQDct9nPKAobejPLlOjNCclrsNi7/6pHoMXU/3dcGI7sKnyWe9uoCXU6KvH7zb06i+GeGt+0wpg5K0+QQ4Ut53AayDr/Imd/v9+HrVIV/Iqh8hbZVp9hxAEy7Ovb+XwozDKm/jsc60w5x+CzVtW/fyOu+c3tC2eS1qy1jTLrIrOTgr15WfI/Z9RS44BPoPMw/kOjbxGoQt+Tt6Ov37Qf9b4BhD0avVxPH3By4nNPY6dyvUqSrtHXLYYW1ljYmU6VncgC4uhhuLoV9jkjI7r9sGDRGgwi07hZYFrwcbOlHNQuiXj3ofz00Dt9LbVxkBTXkO+ZmKDzHtxwxOSyDuc/7ltcsjXtoxpjkSd/ksEc+ZNeHwv9zlgffGdfdH7x3aBuGEEFXJ5t6B3YUyAtR7teniuABg3pfFLh80PGwZ2focWZg+a6dgcsP9oh/bMaYpEnf5FDpkJPh7Leh94VBK6Lc8ul9cczdNmkbZVjQcH53CE2GjIldL9W07BC4XC/of4lGLeCSL6DH2YHlz6dB4jPGVFv6JwcRKOgX+hwiJxcG3AoDw4zBMCTKq6aVjr6uanF0jtBOIh207Rm7Tp7XkWGNMZkg/ZNDNH3/DPkH+pYbtYK/zIu52eYupzs9wnpx1DXO1B0dbXPTjkE7K/W2H38S54fpsZzwqDON1jakYYTXfcP58FZYNbdmMRljkiqzkwOw+/ZSxwFw7VJfT6Ttjw5ffdwG9hgRubuLEP1vdIbOdF833XV4UP9I93QMs1EYlVcefS6Fv0YZjjQRWnaAMeucN7IiyW4AN0UZKKnStvXw6T3wWITza4xJCx5/Hqex/fo7XV0EjSpH/gHw4yc133+9egFjKjdtH6P1djh/egS6ja55LDUR/KwhbJ2c2HU+mxC7jjEm5WX+lUNWNvzxn9C0dWD54ZeG1s2PQ0vfvQ6p+jbJTgxeeWk7svg/iY/DGJNwnpKDiAwWkSUiUiwiIaPtiEgDEZnirv9KRArc8voi8pSIzBeReSLSP67R10S4gW6yQwfviavg10bTjZfGh1rhm6/O8xZjTEqImRxEJAuYCAwBOgOjRaRzULVzgXWq2hGYAFQ2OjgfQFUPAQYA/xSJ0jFSbTvxicDlnucn9njBbQgyzfoVbN3uN9jRPR139z5rjEkvXr6oewHFqvqDqpYBk4Hg9zaHA8+4868Cx4qI4CSTDwFU9TdgPVBIquh6MhW9L/Etd4tTz6fnTw9fvk8f57XREx+HS75yOvQbtyE+x0wF9x1CeUVQMvjlm+TEYoypES8PpNsAK/2WS4DekeqoarmIbABaAvOA4SIyGWgHHOZOZ9Yw7rjJarmfb8HLQ1kv2oS2Fl51xK20zsqB8z6IzzFSVNOyX4NKPNyKMsakHC/fhuH+uoOHXI5U50mcZFIE3Ad8DoQMlCwiF4hIkYgUlZbW8n3qA//oTL28iVMFu5oVBCzn1E/w8wxjjIkjL8mhBOfXfqW2QHAfzbvriEg2kAesVdVyVb1SVbup6nCgGfB98AFU9TFVLVTVwvz8/Op8juqr51485cZ3AJt69QP7ZsrJquWGbYlyadUu+jTkd4QxJh14SQ6zgP1FpL2I1AdGAVOD6kwFznLnRwAfqaqKSCMRaQwgIgOAclVdFKfY46TyoifOX2JBPak2bZQhVw75B8CNfr8NDr8savUf12xLcEDGmESImRxUtRy4DHgXWAy8rKoLRWS8iFQObjAJaCkixcBVQOXrrnsCc0RkMXAdEP/Bn2uqcsS4jn+I735HPAlD79u9WC+FXtKqsfqNoZ372Cn/gKhVG66eDzstQRiTbkQ1tS77CwsLtaioqHYPum45NNk7Me0cKsdb/vNcaNE+/vtPlu0b4JO74NixcJuHW4F//to31KoxJu5EZLaqxu1t0Az6OVsDzfdNXAO4Bk2daaMWidl/suTmwaDbvZ+350ckNh5jTFxZcjC1Y62NFGdMOrHkYBJC6++R7BCMMTVgySHRDhjiTIPHas4kXYJGhRt0BzK8Ct2eG2NSTuZ32Z1swx6CY8f43orKREMnQEmR83zl4s985a8kLyRjTM1Ycki07PqQ1zbZUSRWbh5cYX0oGZNJ7LaSSZj1f3oh2SEYY6rJkoNJmGZNmyQ7BGNMNVlyMInTtmeyIzDGVJMlB5M49RtFXvfhrfDttNqLxRhTJZYcTGJ1Px2AlfXaBJZ/eg9MTpOxs42pgyw5mMQaeh+/NtiXjdo4dl1jTMqw5GASKyuH+lrGwfodbPzZKduxObkxGWNisuRgEq55mZMU9AW3871dO5MYjTHGC0sOptbIrwucmTXWCZ8xqc6Sg6ldFTvhiWOTHYUxJgZLDqZ2ff5g4PJ37yYnDmNMVJYcTK2qWPpxYMGLpyQlDmNMdJ6Sg4gMFpElIlIsIteHWd9ARKa4678SkQK3PEdEnhGR+SKyWERuiG/4Jt1kLfsk2SEYYzyImRxEJAuYCAwBOgOjRaRzULVzgXWq2hGYANzplp8MNFDVQ4DDgAsrE4cxxpjU5eXKoRdQrKo/qGoZMBkYHlRnOPCMO/8qcKyICKBAYxHJBhoCZcDGuERujDEmYbwkhzbASr/lErcsbB1VLQc2AC1xEsUW4GdgBXCPqq4NPoCIXCAiRSJSVFpaWuUPYYwxJr68JAcJU6Ye6/QCKoDWQHvgryKyX0hF1cdUtVBVC/Pz8z2EZNLKoTH6UJp8Wu3EYYzxzEtyKAHa+S23BVZFquPeQsoD1gKnAu+o6k5V/Q2YARTWNGiTZvbrH339t2/VRhTGmCrwkhxmAfuLSHsRqQ+MAqYG1ZkKnOXOjwA+UlXFuZV0jDgaA32Ab+MTukkbXUcmOwJjTBXFTA7uM4TLgHeBxcDLqrpQRMaLyDC32iSgpYgUA1cBla+7TgT2ABbgJJmnVNUGG65rJNxdxyC/Lkx8HMYYz8T5gZ86CgsLtaioKNlhmHgblxe7zqkvw2+Lod8ViY/HmAwjIrNVNW637bPjtSNjaqyytfSeB0GnQcmNxZg6zrrPMLWv4x+ir5/7Yu3EYYyJyJKDqX1dToq+ftEbtRNHpTcucW57rS6GHz6BHZu8bberwhkHO8VuzRoTD5YcTO04cKhv/tDRMHpK8mIJNvcFZ/r0H+HZYfD3tt62+/JfzjjY815KXGzGJIklB1M72vX2zYvAAYOj13/h5OodZ95k+PReZ9wIL3ZV+OY3/xK4rnQJLI7QBmPTr/DeTc78GxdXPU5jUpw9kDa146Dj4f2/Qbs+3up//x5sKIE8j7/iK71+oTP98BYYtyF2/fEtIq+b2Ms3/7sucPEM3/IrZ4XWNyaDWHIwtaNFe7huOTRo4n2bn+dVLTkUf1D1uLyqHOK00oovEncsY1KA3VYytadhM6iX5bn6T9OfqNr+V84MXP72bfitmg3yl/y3ettVx5qlsOGn2jueMR5YcjDJc8pzUVdv276tavv77L7A5cmnwsO9oWR2FQMDXhoVWrbx56rvx4sHe8CE4CFSjEkuSw4meQr6RV1dv3Gzqu2vYkf48ieOqdp+Irn3QOdXvv9DbGMylCUHkzyNWkDn4HGjfFY16Rq/YwV/oW9bD8tmhK8bzYaV8Mzx8YnJmBRmycEk1ynPwt/WQAf3171fe4gdcfyBvumjfwYW3N0Bnj6uyvupqNgFy8MkFa+vzvpbvxKWfVb17YypBfa2kkm+rGw443VnvmIn3NoKgNyt8bvH3+Sz2+EP1zoLP82GXeXV2s/2neU0Dreiogyycqq2s/u6VCsGY2qDXTmY1FLP93ul96pnE3OMx6v/DKLxyxEa51WxC43yN/4cWlj0ZDUiMiYxLDmY1CIS8y0mflkATw6Bsq3O8sZV3roEj+b6lXDi43DlotB1Bw0LLQv23k1ODE8PjV0XyJ77TEjZru8/gOXWfsKkBksOJvV0jvFl/EhfWPE5m5d+6Sw/+6eQKvqnf8GZbwYWbiiBnyOMNZXbFLqeAnltoNcFvvJLZ8LIGMkKYPbTznTZp76yuzrA60Fda+yqgJWzwu6i3pK34anBzhtRxiSZJQeTtpZvcm/lrF4Ssk66nRo6dvWEg+HRI0Pqbt/n6MCC4+72zecfUOW4yjeVOlcRW1fDvKDuxz+5CybF6LJ86UdVPqYx8WbJwaS21cWBy3N9PaBqhYeHytd4+BU+4qnYdep5f9ic/c+OkVeu/DLm9huLJns+ljGJ4ik5iMhgEVkiIsUicn2Y9Q1EZIq7/isRKXDLTxORuX7/dolIt/h+BJPJVnzudu1dvsP5Nf7GRbvX7fvV2NgPghu3inmM3EZ7hBae+Dgc/4BvuW1PL+HG9sPHMas0/c2GyTXJFzM5iEgWMBEYAnQGRotIcFv/c4F1qtoRmADcCaCqL6hqN1XtBpwBLFPVufH8ACaz7TPnLmcmzAA8TdYvhudPrPlB6oV5o7vrKXCYX8+ro16ALiNqfixj0oSXK4deQLGq/qCqZcBkILhZ63Cg8vWLV4FjRUSC6owGbFQUUz2RekGt6f35cRu8dQbYqAWMmBRY5uV2FDitsY1JM16SQxtgpd9yiVsWto6qlgMbgJZBdUYSITmIyAUiUiQiRaWlpV7iNhmufN+jfAvj8mDK6d437nZazCp66Kkw7KFqRObqcSZ08XjVMutx55jlZZHr3PQr5f2uqX48xsSZl+QQfAUAEHyjN2odEekNbFXVBWHqoaqPqWqhqhbm5+d7CMlkuux+YRqJRfFjK783jnpfGLO+DLkTepxR1bB8GjT1Xtf9S9iy9PPIdXJyyc7y/TkueOW2agZmTHx4SQ4lQDu/5bbAqkh1RCQbyAPW+q0fhd1SMlWx/4AqVdd6DeDIq52FxnvG3qB+2E4wvCsIfSU2kvK1P8IPn7DHS2E6GRw9xffg2y/h5H1rbyyZ5PKSHGYB+4tIexGpj/NFPzWozlSg8undCOAjVec1EhGpB5yM86zCmIRos097+P2N8NfvoOneHrYId7FbBZ0GOdOL/DrhO+3fYatmz3sBno3QsO+Awb4H3z3O3F3crsLvTu6Sd5xO+oypRTE73lPVchG5DHgXyAKeVNWFIjIeKFLVqcAk4DkRKca5YvAfKeUooERVf4h/+MY4GhxzvfNgucnvQlceNAwWu79nzv/I+bKtV80mPtf+CJt+drr5ANirCxx3D7TqBPsdHX3bYEPuClzODXOrShVeGunMexkT25g48dQrq6pOA6YFlY3xm9+Oc3UQbtuPAY+jyhtTTY0MzF0WAAAW8ElEQVRaRF530hMw/xXnQbUItDmsZscJPlav86u3r8PODi3rcyl8OdGZV4WvHg2/rSpMvwO6nwbNCwLX7dwO0/4Kx46FPTzcYjMmDGshbdLPtT9WrX52A+h+uu/XfqrIqh9aNviO3bM6viW8c51v3aq5vvEf1hTD/+6C+w8N3ceiN+Dr5+Hdm+IcsKlLLDmY1HVChF/N0a4Sku3st73XjZGsRINGO3rsaHj6j8687vKV/+cKZ/rcifDscPhwvLM8/2XvsRgTxJKDSV0HHAe5zeCs/8DV3ztl/W9wps329dXre0XtxxZJQT84+Rm4OIFdb28uhYm9fMuzn4Jdu2Dph073HBt/8q1bsxTWLUtcLCZjiVZxkJJEKyws1KIi61vGhFH5/6qI82X448dOF9y9L4Kc3KSGFlakMSZOeNSJ2+8WkqftahSLPczOdCIyW1UL47U/GybUpA//2zD16jnjTneo/qhuCXfwibDwtcCyk5+Bg/8Eh44Kv40xKcJuKxmTKCc+Flp2cOjARMEqTnkh/rGsiN1VuDH+LDkYkyhZOdW6nZPVMAG3lT7+e/z3aTKaJQdjEq3TEGd6+mvR61XKaRj/GH74GN65MWCwJGOisWcOxiTaqVXsOaYmjfSiqWxc1210YvZvMopdORiTaiK1f7g4Sq+uxsSZJQdjUtGoMLd/mu1T+3GYOstuKxmTig48DsashfXLYctqp1PBnMaw/0AoPAdeqv6rsJtnvcQePe3WkonOrhyMSVX1sqDFftCul/Mcol49OO0VOGAIXD7HqdO6h1MnnAhvSu3x9kUJCthkErtyMCYdtewA1y1zuhcRSUyralOn2ZWDMemqYfPQh9fXLQ9c3rNz7cVjMoolB2MywemvQb+roGEz6DoS9jzYKT//o7DVyyt2hS03ppLdVjImE3Q81vkHgd12RGhQt6V0GXl7RXhWYQx25WBM5jvBTRZ5vldh8x7pnqRgTLrwlBxEZLCILBGRYhG5Psz6BiIyxV3/lYgU+K3rKiJfiMhCEZkvIinYt7IxGezQkc6bSxd8HFi+cVUyojFpImZyEJEsYCIwBOgMjBaR4Kdc5wLrVLUjMAG40902G3geuEhVDwb6AzvjFr0xxrvGLQMWK+Y8n6RATDrwcuXQCyhW1R9UtQyYDAwPqjMceMadfxU4VkQEGAh8o6rzAFR1jWrw2IfGmNqig3y9s2Z9fDuU70hiNCaVeUkObYCVfsslblnYOqpaDmwAWgKdABWRd0VkjohcG+4AInKBiBSJSFFpaWlVP4MxxiNpsldgQeWY1MYE8ZIcwvUCFjy2aKQ62UA/4DR3eoKIHBtSUfUxVS1U1cL8/HwPIRljqiV45LySWcmJw6Q8L8mhBGjnt9wWCH6StbuO+5whD1jrln+iqqtVdSswDehR06CNMdXUsBma0zjZUZg04CU5zAL2F5H2IlIfGAVMDaozFTjLnR8BfKSqCrwLdBWRRm7SOBpYFJ/QjTHVITf+FFgw4wHf/KZf4eM7QYNvDpi6JmZycJ8hXIbzRb8YeFlVF4rIeBEZ5labBLQUkWLgKuB6d9t1wL04CWYuMEdV347/xzDGeBbc5cb7f/PN/7MTfHwHlBTVbkwm5XhqIa2q03BuCfmXjfGb3w6cHGHb53FeZzXGpIrcPNgeeXxrrSgL+yDR1B3WQtqYuujaHwOXd1VAha8J0i+fPF7LAZlUY8nBmLqoXlbg8vgWsMX3GvneP75eywGZVGPJwRjjWPlV4PKW1cmJw6QESw7G1FVj1wcuv3J24PLdHWotFJN6LDkYU1cFv7WUSdYshR2bkh1FWrPkYEwdtj2nWbJDCFS2BWY9UfN2Fg/2gGeDu4AzVWHJwZg6LPfGZdErVGVs6hVfOvVXfFn9gO5oDW//FW6pYtKa+Tgs/yKw7KfZ1Y/DWHIwpk7zcmupotyZ7twOXzwcuSfXL//lTJeGH5o0xNa18ekVdtXXMO1qeGowFD0Jv8apE4aFb8DDh9fZ1uKWHIwxgYZOCFgse2EUTLsGbv8dvHsDPD00/HaL3nCmn9zpTFXh8wedLjnCuas93LZnxDAqKjz27v9Yf9/8W1fCvw73LY/Lg3F5bP/lO2/78vfKWfDbIpg3uerbZgBLDsaYQIXnsDKv5+7F+j+8DzP9xqUumeltP78uhPduhn+fCytnwWa/7vg3/+abf38M3HswvBDYycKOlXPgnk5Q/GF1PkWA3Ed6xq7k75f5u2f1jYtrfPx0ZMnBmLruZt8X9Y8dzgBgz6PPjb5N5bOINUvhu/fC/7quvGW07FOY9AfnF/7/7na2vWd/X70Z98PGEvj+vYDNGz39B9j8Kzx/YuB+l82AHz915ue/GuvTVc8j/XbPSsgIBXWDp76VjDEZLLvB7tn2HZ0RgBu07R57u/Iy562gcMI9yN5YAh/dVp0IAz19nDMdu965KomnXRWseuVqWsd3r2nJrhyMMT5tC53pngfGrFr+3+sTHEwYfrd7qvxGU6RnH362zX2V1oufrGJQmcmSgzEGrlwEx98P7Xr5yhpHH5Uxe/akBAcVxpznYlbZdvDosOVlW9ZG3uj9sXBHW3L+e1X49aUxHmgv/QgeOTKg88J0Z8nBGAN5beCwswPLrilm88ja74Bv1ymhPfyvXPK1MzPz0ZjbNzz5Ed9C15G7Z7fNnhJ+A1WYcR+UbSJ75+awVXa8fqnz6u2d7WH9SqdNxVY32WxbD8+dAL98Aw/5Pfjetj7wIXyaEU2xd3gLCwu1qMgGGjEmZcx/Nf739qO5bhncWVD97cdtcB6UfzgeTn569+2nCskma8g/nDYR16+E3KZu/fAN/cqPuIrsz++NfJyWHdEzXkfuOySwvPBcyGkIXzzki6cWiMhsVS2M1/7sysEYE90hI2rvWOM2QMPmcP706m1/mdsqumUHOOWZgEZ+WVruJAaA0iVRd7PtrPfJHjg2+rHWFLProV6h5UWTfIkhjVlyMMbU3I0/Q5vD4Jibo1ab3ahfYEHbnnD8A05S8P+F3SbCW1CxtOoYUrTh9PdC6xW5D53Ly8LuJrfAuT2kXaInxqzybVWLL414Sg4iMlhElohIsYiEvKIgIg1EZIq7/isRKXDLC0Rkm4jMdf89ErytMSYD1G8E538ER10DR10bsVrXYX+Gy+c4dc7/CM77AA47K6Gh5XXsHVo470UAlr18XdhtxL3ikOETExZXqouZHEQkC5gIDAE6A6NFpHNQtXOBdaraEZgA3Om3bqmqdnP/XRSnuI0xqeqYmyLeZ88p6OPc8jnmJudKoxq2XflD+BX7HFG1HW3+jYLvQl9b3XSeX8eBOblV22c4S6c7w7CmGS9XDr2AYlX9QVXLgMlAcF+4w4Fn3PlXgWNFMrmzeGPqsO5nQLN9Ytdr2gbqNwksy61CL68RNNwjD4bcDSdNgl4Xwph1TjI6579V25F/K20/TdoeVKXd/LLvMN/CJV+FVnjuT84wrGnGS3JoA6z0Wy5xy8LWUdVyYAPQ0l3XXkS+FpFPROTIcAcQkQtEpEhEikpL0/fVL2PqhPZHw5lvxq531SK4saTmxzvQr6O/m36BrGzofYHzoPy4u6Ceh6+xcRvQE2K/BkvjMB0BnhPmmYWfrILD4W9r4MJPncaDN5Swq1lBaMVt60PLUpiX5BDuCiD4/ddIdX4G9lHV7sBVwIsi0jSkoupjqlqoqoX5+dEb3hhjkqzryeD/5deuj7ftgnp7jemw/3Omxz/gK8tqEL6uB+LX5iGilqEPtNmnNxwd/tkEQH7vUU7C2rurU9CgCfWumBda8c59PUaaGrwkhxKgnd9yW2BVpDoikg3kAWtVdYeqrgFQ1dnAUqBTTYM2xiSZ/6/1M2I0lNu3rzOt/LL36ri74c9fQ+OWcMgp0OdSb1cJkXi50937gvDlv78x8jaNqnjLqKQIZj8Tu16Seel4bxawv4i0B34CRgGnBtWZCpwFfAGMAD5SVRWRfJwkUSEi+wH7AxGeJhljUl5rv1dMb/oF1i133lSK5v+mVe9YWTnQYj9n/qTHq7cPL4bcBU32hjcvhYNPiFyvfhMoc8elPvPN6g1Dun4FPHGsM9/1FKexXIqKmRxUtVxELgPeBbKAJ1V1oYiMB4pUdSowCXhORIqBtTgJBOAoYLyIlAMVwEWqGqWDE2NMSvO/vZLT0FMHfSll9GR4aVRgWeG5zm2hzsPCb1PpqoXOcwOpB83axWz5rNm5SPn2wMLtftvcvpezj/UrYft62CuopXWSeeqyW1WnAdOCysb4zW8HTg6z3b+Bf9cwRmNMsl21GKbfAfsPTHYkNZN/QGhZlseRC3LzqvS2lXQa7Bsdz1X+w6ehX7r3dXGmtdTNhlfWQtoYE1vT1jD8oZrd808FTWpxpIahE5zGftct212U/d4NgXXKtvjmf1kAW1b7OvRLsjT/L22MMVWQkwv7D/ItDxifuGM1auE09mvYPHKdO/yS1SN94e4Oztja/jaXOp0DvhOUWBLMkoMxpm45we3Fp9Ng6PuX5MYSSWVv2b8sgHvc12u/fLhWQ7BhQo0xdUujFil3fz/ELc2cGB/pm7QQ7MrBGGNSUbhxJlbOrLXDW3IwxphEi9GVuWeTBsRnPx5YcjDGmEQ76pr47m/beufKYlye7/lEnFlyMMaY2tDvqtCya5b65ke+4H1fD/p1dx78dlOc2ANpY4ypDb+/EdoWwmS396ErF0LjVnDFAli/HAr6Rd/etWvHVuptXe0r2LYOvv8g7uFacjDGmNqQlQMH/jH0Talm7Zx/kfxtNdzaavdivb/vHVJFV3wRryh9x4n7Ho0xxlRPcOI44nInqcSw+tvP4h6KJQdjjEkl574PnYY485XPKdoURt2k0YbiuIdht5WMMSaVtOsFp04OLPu//0LRk/BO+EGHGpetDlteE3blYIwxqS67PvS5qFYPacnBGGNMCEsOxhiTLo4dE7tOnFhyMMaYdFFwlG++oTt29QHHJeRQ9kDaGGPSRVu/t5bO/wh+XQidBgW0g4gXT1cOIjJYRJaISLGIXB9mfQMRmeKu/0pECoLW7yMim0Xk6viEbYwxdZAInPIc5LWDvLZw0FBP7SCqI2ZyEJEsYCIwBOgMjBaRzkHVzgXWqWpHYAJwZ9D6CcB/ax6uMcbUcZ2HwZULApPCiCfjfhgvVw69gGJV/UFVy4DJwPCgOsOBZ9z5V4FjRUQARORPwA/AwviEbIwxJkCXk+K+Sy/JoQ2w0m+5xC0LW0dVy4ENQEsRaQxcB9wS7QAicoGIFIlIUWlpqdfYjTHGJIiX5CBhyoI7EI9U5xZggqpujnYAVX1MVQtVtTA/P99DSMYYYxLJy9tKJYB/l4FtgVUR6pSISDaQB6wFegMjROQuoBmwS0S2q+pDNY7cGGNMwnhJDrOA/UWkPfATMAo4NajOVOAs4AtgBPCRqipwZGUFERkHbLbEYIwxqS9mclDVchG5DHgXyAKeVNWFIjIeKFLVqcAk4DkRKca5YhiVyKCNMcYklmiCxh+trsLCQi0qKkp2GMYYk1ZEZLaqRu/buwqs+wxjjDEhLDkYY4wJkXK3lURkE7Ak2XGkiFZA/EfxSE92LnzsXPjYufA5QFWbxGtnqdjx3pJ43jdLZyJSZOfCYefCx86Fj50LHxGJ68Nau61kjDEmhCUHY4wxIVIxOTyW7ABSiJ0LHzsXPnYufOxc+MT1XKTcA2ljjDHJl4pXDsYYY5IspZJDrBHnMoGIPCkiv4nIAr+yFiLyvoh8706bu+UiIg+45+MbEenht81Zbv3vReSsZHyWmhKRdiIyXUQWi8hCEfmLW17nzoeI5IrITBGZ556LW9zy9u7oit+7oy3Wd8sjjr4oIje45UtEZFByPlHNiEiWiHwtIm+5y3XyPACIyDIRmS8icyvfSKqVvxFVTYl/OP02LQX2A+oD84DOyY4rAZ/zKKAHsMCv7C7genf+euBOd/44nBH0BOgDfOWWt8AZQKkF0Nydb57sz1aNc7E30MOdbwJ8hzPaYJ07H+5n2sOdzwG+cj/jy8Aot/wR4GJ3/hLgEXd+FDDFne/s/u00ANq7f1NZyf581TgfVwEvAm+5y3XyPLifZRnQKqgs4X8jqXTl4GXEubSnqv/D6ZzQn/9Ies8Af/Irf1YdXwLNRGRvYBDwvqquVdV1wPvA4MRHH1+q+rOqznHnNwGLcQaOqnPnw/1MleOe5Lj/FDgGZ3RFCD0X4UZfHA5MVtUdqvojUIzzt5U2RKQt8EfgCXdZqIPnIYaE/42kUnLwMuJcpvqdqv4MzhcmsKdbHumcZNy5cm8HdMf5xVwnz4d7K2Uu8BvOH+9SYL06oytC4OcKO/oimXEu7gOuBXa5yy2pm+ehkgLvichsEbnALUv430gqtZD2MuJcXRPpnGTUuRKRPYB/A1eo6kbnh1/4qmHKMuZ8qGoF0E1EmgGvAweFq+ZOM/JciMhQ4DdVnS0i/SuLw1TN6PMQpK+qrhKRPYH3ReTbKHXjdj5S6crBy4hzmepX99IPd/qbWx7pnGTMuRKRHJzE8IKqvuYW19nzAaCq64GPce4ZNxNndEUI/Fy7P7MEjr6Y7ueiLzBMRJbh3Fo+BudKoq6dh91UdZU7/Q3nR0MvauFvJJWSw+4R59w3EUbhjDBXF1SOpIc7fdOv/Ez3DYQ+wAb3EvJdYKCINHffUhjolqUV997wJGCxqt7rt6rOnQ8RyXevGBCRhsAfcJ7BTMcZXRFCz0XlOfIffXEqMMp9i6c9sD8ws3Y+Rc2p6g2q2lZVC3C+Az5S1dOoY+ehkog0FpEmlfM4/28voDb+RpL9JD7oCfxxOG+sLAVuSnY8CfqMLwE/Aztxsvm5OPdIPwS+d6ct3LoCTHTPx3yg0G8/5+A8ZCsG/i/Zn6ua56IfzqXtN8Bc999xdfF8AF2Br91zsQAY45bvh/OlVgy8AjRwy3Pd5WJ3/X5++7rJPUdLgCHJ/mw1OCf98b2tVCfPg/u557n/FlZ+L9bG34i1kDbGGBMilW4rGWOMSRGWHIwxxoSw5GCMMSaEJQdjjDEhLDkYY4wJYcnBZCQRaSYil7jzrUXk1Vjb1OBY3UTkuETt35hksORgMlUznB47UdVVqjoiRv2a6IbTPsOYjGHtHExGEpHKXn2X4DQUOkhVu4jI2Tg9WGYBXYB/4nQRfwawAzhOVdeKSAecxkT5wFbgfFX9VkROBsYCFTidvP0Bp1FRQ+An4O/AW8CDwCE4/ZeNU9U33WOfgK8b6RdV9ZYEnwpjqiWVOt4zJp6uB7qoaje3x9e3/NZ1wekBNhfni/06Ve0uIhOAM3H68nkMuEhVvxeR3sDDOP38jAEGqepPItJMVctEZAxOS9TLAETkDpxuHM5xu8SYKSIfuMfu5R5/KzBLRN5W1aJEnghjqsOSg6mLpqszfsQmEdkA/Mctnw90dXuJPQJ4xa+H2AbudAbwtIi8DLxGeANxOo+72l3OBfZx599X1TUAIvIaThcilhxMyrHkYOqiHX7zu/yWd+H8TdTDGT+gW/CGqnqReyXxR2CuiITUwenf5iRVXRJQ6GwXfB/X7uualGQPpE2m2oQz9GiVqepG4Ef3+ULluLyHuvMdVPUrVR0DrMbpBjn4WO8Cl7u9ziIi3f3WDXDH/22I8+xjRnViNCbRLDmYjOTeupkhIguAu6uxi9OAc0WksjfMyiFr7xZnsPcFwP9wesucDnQWZwD4kcCtOMN8fuPWu9Vvv58Bz+H0QPtve95gUpW9rWRMLXHfVtr94NqYVGZXDsYYY0LYlYMxxpgQduVgjDEmhCUHY4wxISw5GGOMCWHJwRhjTAhLDsYYY0JYcjDGGBPi/wF9487pu6B00gAAAABJRU5ErkJggg==\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"
},
{
"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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WrFiRIVyzKvfa1Lwj6Dy698w7gsLJkjQagL1L1gcAy5tXknQscCkwNiLWlZTvDvw3cFlEvNhUHhHvRGIdcAfJMNgnRMStEVEbEbV9+3pky8wsT1mSxmxgsKRBkroC44HppRUkHQrcQpIw3i0p7wo8DNwdEQ8026df+lPAKcCCHTkQM0utW5V3BLnyhfD21WrSiIhGYBIwE3gd+FlELJQ0RdLYtNq1wG7AA+nts01J5VRgJHBWC7fW3itpPjAf6ANcXb7DMqtiL/wo7whyFfhCeHvaKUuliJgBzGhWdnnJ8rHb2O+nwE+3sW1U9jDNzKwz8BPhZlYoHp5qX04aZlYozhnty0nDzIrFpxrtyknDzArFU6O3LycNMzPLzEnDrAiaD8n8fn4+cXQCHp1qX04aZkX0i6vyjiA/ThrtyknDrIiWzMw7gtz4mkb7ctIwK6p5D7Rep4jS8ak5n5uUcyDF5KRhVgQtDeQ/dG7Hx9EJNHXF+p165BtIQTlpmFmhNKVPtfhWB9tRThpmRXbjoXlH0OHCt0+1KycNsyJ7fylc2ZNNz90I6/6QdzQdSj7RaBeZZrk1s87u0/+67vL0t+HpbwPQGF3YlA7eFPFv8h6QvG9U/pu4PThpmFWRlbsMpL7XyCRZSMlVY6l4D8TVdGXwyPF5R1FIThpmRTZhGnx+zObV3unHbHs5aZgV1XnPw2cPyjsKKxgP+pkVQUvjS04Y1g4yJQ1JYyQtllQv6eIWtn9T0iJJ8yT9QtKflWw7U9KS9HNmSfmfS5qftnmj5HsdzMw6u1aThqQa4CbgBGAIMEHSkGbVXgVqI2Io8CDwvXTfPYErgMOBEcAVknql+/wYmAgMTj9jMDOzTi3LmcYIoD4ilkbEemAqcHJphYiYFRFr0tUXgQHp8vHAUxHxfkR8ADwFjJHUD9g9Il6I5Emcu4FTynA8ZmbWjrIkjf7A2yXrDWnZtpwDPN7Kvv3T5VbblDRRUp2kuhUrVmQI16waNbumcdC4fMKwwsuSNFq61tDiXd2STgdqgWtb2TdzmxFxa0TURkRt3759M4RrVeXF/4Tfzck7is7npOvzjsAKKkvSaAD2LlkfACxvXknSscClwNiIWNfKvg1sGcLaZptmrXpiMvy/UXlH0fl03z3vCKygsiSN2cBgSYMkdQXGA9NLK0g6FLiFJGG8W7JpJjBaUq/0AvhoYGZEvAOslnREetfUGcCjZTgeMzNrR60+3BcRjZImkSSAGuD2iFgoaQpQFxHTSYajdgMeSO+cfSsixkbE+5KuIkk8AFMi4v10+XzgTmAXkmsgj2Nm26dw84BYZ5XpifCImAHMaFZ2ecnysZ+y7+3A7S2U1wF++sjMrIL4iXAzM8vMScPMzDJz0jArBF/TsI7hpGFWNN175h2BFZiThlnR/O2teUdgBeakYVY03XbLOwIrMCcNsyLwcxrWQZw0rBjqn847gs6j7wF5R2AF5qRhxTD3/rwj6Dx27ZN3BFZgThpWDLEx7wjMqoKThhXDwofzjiBXEZvyDsGqhJOGWQH4Orh1FCcNMzPLzEnDrAB8omEdxUnDrAB8TcM6ipOGFce61XlHkBufaVhHcdKw4nj75bwjyI0vhFtHyZQ0JI2RtFhSvaSLW9g+UtIrkholjSsp/0tJc0s+ayWdkm67U9JvSrYNK99hWVX66d/lHUFuwuca1kFafd2rpBrgJuA4oAGYLWl6RCwqqfYWcBZwYem+ETELGJa2sydQDzxZUuWiiHhwRw7AbCsbN0DNznlH0eFik5OGdYwsZxojgPqIWBoR64GpwMmlFSJiWUTMAz7tatw44PGIWLPd0Zq15qrqnkLjV/t+Pe8QrOCyJI3+wNsl6w1pWVuNB5pPEHSNpHmSrpfUbTvaNDNKr2kozzCsCmRJGi39X9imc2FJ/YCDgZklxZcABwDDgT2BydvYd6KkOkl1K1asaMvXWrW6svreXNd0TUPOGdbOWr2mQXJmsXfJ+gBgeRu/51Tg4YjY0FQQEe+ki+sk3UGz6yEl9W4FbgWora31wK1lU5I4Fo36CZtquid/jqsLUpfC3W7UuH4Nh+QdhFWFLEljNjBY0iDgdyTDTP/Qxu+ZQHJmsZmkfhHxjiQBpwAL2timWSZDfnlu3iF0mC7de+QdghVcq0kjIholTSIZWqoBbo+IhZKmAHURMV3ScOBhoBfwN5K+ExFfAJA0kORM5dlmTd8rqS/J8Ndc4LwyHZPZVn496jY21XQjVANbPTldrLGcLjvtxGGHHpN3GFZwWc40iIgZwIxmZZeXLM8mGbZqad9ltHDhPCJGtSVQs0x22gUu+/1WRX6PnVn5+IlwK5ZvLc07ArNCc9KwYun6mbwjMCs0Jw0zM8vMScPMzDJz0qhES5+F9z12/wnjm084YGbllunuKetk7h6b/Lzyo3zj6GwOODHvCMwKz2caZmaWmZOGmZll5qRhZmaZOWmYmVlmThpmZpaZk4aZmWXmpFHJCvZOiB1y4nV5R2BWFZw0rBh26p53BGZVwUmjkr0zN+8IOo/d98o7ArOq4KRRyf7rG3lH0HkMqM07ArOq4KRRyT5+L+8IOg/V5B2BWVVw0qhkqxryjqDz6LZb3hGYVYVMSUPSGEmLJdVLuriF7SMlvSKpUdK4Zts2SpqbfqaXlA+S9JKkJZKmSeq644djZmbtqdWkIakGuAk4ARgCTJA0pFm1t4CzgPtaaOKPETEs/YwtKf8P4PqIGAx8AJyzHfGbmVkHynKmMQKoj4ilEbEemAqcXFohIpZFxDxgU5YvlSRgFPBgWnQXcErmqM3MLBdZkkZ/4O2S9Ya0LKvukuokvSipKTH0Bj6MiMbtbNOafOTrGmbWcbIkDbVQ1pZHkfeJiFrgH4AfSNqvLW1KmpgmnboVK1a04WurxDP/nncEZlZFsiSNBmDvkvUBwPKsXxARy9OfS4FngEOB94A9JDW9OXCbbUbErRFRGxG1ffv2zfq11ePVn+YdQX48jYpZh8uSNGYDg9O7nboC44HprewDgKRekrqly32Ao4BFERHALKDpTqszgUfbGrylruyZdwS5WrLnl/IOwaxqtJo00usOk4CZwOvAzyJioaQpksYCSBouqQH4e+AWSQvT3Q8E6iS9RpIkvhsRi9Jtk4FvSqonucZxWzkPzKrHil33zzsEs6qxU+tVICJmADOalV1esjybZIip+X6/Ag7eRptLSe7MsnK4sid8eyXUZPpPWjAtXSIzs/ZQjf/CFNdVvTcvvrbbSNZ36YaAUDH/UVUEtThlmHUkJ42C2ucPr7FW3YiC/5PaoH7suu/heYdhVjWcNIpk8jLYpRcAvfKNpEN9YlzUzNqNk0YRTJoDfT6XdxRmVgU8y20ROGGYWQdx0jAzs8wqK2n4CWAzs1xVVtJ4b3HeEXQ+F7/deh0zszKprKSx4Y95R9D5dN897wjMrIpUVtIwM7NcOWmYmVlmThpmZpaZk4aZmWVWeUljU6bXkFeHz5+YdwRmVmUqL2msWZl3BJ1Hbz8JbmYdq/KSxrPfzTuCzmPA8LwjMLMqU3lJY/ZP8o6g8/jsQXlHYGZVpvKShm2xe/+8IzCzKpMpaUgaI2mxpHpJF7ewfaSkVyQ1ShpXUj5M0guSFkqaJ+m0km13SvqNpLnpZ1h5DqmK7NQt7wjMrMq0+j4NSTXATcBxQAMwW9L0iFhUUu0t4Czgwma7rwHOiIglkvYC5kiaGREfptsviogHd/QgzMysY2R5CdMIoD4ilgJImgqcDGxOGhGxLN221f2wEfFGyfJySe8CfYEP2RGN62GnrjvUhJmZtV2W4an+QOlUqg1pWZtIGgF0Bd4sKb4mHba6XlKLYy2SJkqqk1S3uXDOnW39ejMzK4MsSUMtlLXpxRaS+gH3AP8YEU1nI5cABwDDgT2ByS3tGxG3RkRtRNRuLnz8orZ8vZmZlUmWpNEA7F2yPgBYnvULJO0O/DdwWUS82FQeEe9EYh1wB8kwWHZX9mxT9aJZU+Mp0c2s42VJGrOBwZIGSeoKjAemZ2k8rf8wcHdEPNBsW7/0p4BTgAVtCRyADWvbvEsRrI2dmdt3bN5hmFkVavVCeEQ0SpoEzARqgNsjYqGkKUBdREyXNJwkOfQC/kbSdyLiC8CpwEigt6Sz0ibPioi5wL2S+pIMf80Fzmtz9Nf8KQCNPfrz4THXsLHPgUSXTx5SkpeKYw+gYIdkZhVCUUHv3a7dqybqJu6WdxidwgsDzuaL516fdxhmVgEkzdnquvAOyHLLbcWoO+jbhGo2rweijdfsK4LUhc8fPa71imZmZVa5SeO4KXDU17cqKksaNTOzbarcuaeaJQwzM2t/lZs0zMysw1Vm0tjni3lHYGZWlSozaZz9RN4RmJlVpcpMGmZmlgsnDTMzy8xJw8zMMnPSMDOzzCovaez7l3lHYGZWtSovafQ/LO8IzMyqVuUljc+fmHcEZmZVq/KSRr9heUdgZla1Ki9p1FTuHItmZpWu8pKGmZnlxknDzMwyy5Q0JI2RtFhSvaSLW9g+UtIrkholjWu27UxJS9LPmSXlfy5pftrmjSraO1nNzAqo1aQhqQa4CTgBGAJMkDSkWbW3gLOA+5rtuydwBXA4MAK4QlKvdPOPgYnA4PQzprVYGrVza1XMzKwdZTnTGAHUR8TSiFgPTAVOLq0QEcsiYh6wqdm+xwNPRcT7EfEB8BQwRlI/YPeIeCGSl5TfDZzSWiDravx+cDOzPGVJGv2Bt0vWG9KyLLa1b/90eXvaNDOznGRJGi1da4iM7W9r38xtSpooqU5S3bpNvm5vZpanLP8KNwB7l6wPAJZnbH9b+zaky622GRG3RkRtRNTu+dl9Mn6tmZm1hyxJYzYwWNIgSV2B8cD0jO3PBEZL6pVeAB8NzIyId4DVko5I75o6A3h0O+I3M7MO1GrSiIhGYBJJAngd+FlELJQ0RdJYAEnDJTUAfw/cImlhuu/7wFUkiWc2MCUtAzgf+AlQD7wJPF7WIzMzs7JTcvNSZaitrY26urq8wzAzqyiS5kREbTna8pVlMzPLzEnDzMwyc9IwM7PMnDTMzCwzJw0zM8usou6ekrQaWJx3HJ1EH+C9vIPoJNwXW7gvtnBfbPH5iOhRjoYq7TV4i8t121ilk1Tnvki4L7ZwX2zhvthCUtmeVfDwlJmZZeakYWZmmVVa0rg17wA6EffFFu6LLdwXW7gvtihbX1TUhXAzM8tXpZ1pmJlZjioiaUgaI2mxpHpJF+cdT3uQdLukdyUtKCnbU9JTkpakP3ul5ZJ0Y9of8yQdVrLPmWn9JZLOzONYdpSkvSXNkvS6pIWSvp6WV11/SOou6WVJr6V98Z20fJCkl9Ljmpa+tgBJ3dL1+nT7wJK2LknLF0s6Pp8j2nGSaiS9KumxdL0q+0LSMknzJc1tujuqQ35HIqJTf4AakqnT9wW6Aq8BQ/KOqx2OcyRwGLCgpOx7wMXp8sXAf6TLJ5JMJS/gCOCltHxPYGn6s1e63CvvY9uOvugHHJYu9wDeAIZUY3+kx7Rburwz8FJ6jD8Dxqfl/wmcny7/M/Cf6fJ4YFq6PCT93ekGDEp/p2ryPr7t7JNvAvcBj6XrVdkXwDKgT7Oydv8dqYQzjRFAfUQsjYj1wFTg5JxjKruI+B/g/WbFJwN3pct3AaeUlN8diReBPST1A44HnoqI9yPiA+ApYEz7R19eEfFORLySLq8meY9Lf6qwP9Jj+kO6unP6CWAU8GBa3rwvmvroQeCv0hednQxMjYh1EfEbkvfYjOiAQygrSQOAvyZ5Fw/psVVlX2xDu/+OVELS6A+8XbLekJZVgz+N5C2HpD//JC3fVp8Urq/SIYVDSf7Crsr+SIdj5gLvkvxSvwl8GMkL0mDr49p8zOn2j4DeFKQvgB8A3wI2peu9qd6+COBJSXMkTUzL2v13pBKeCFcLZdV+y9e2+qRQfSVpN+DnwDciYlXyR2LLVVsoK0x/RMRGYJikPYCHgQNbqpb+LGxfSDoJeDci5kg6pqm4haqF74vUURGxXNKfAE9J+vWn1C1bX1TCmUYDsHfJ+gBgeU6xdLT/TU8hSX++m5Zvq08K01eSdiZJGPdGxENpcdX2B0BEfAg8QzImvYekpj/6So/qBeVbAAADt0lEQVRr8zGn23uSDHsWoS+OAsZKWkYyTD2K5MyjGvuCiFie/nyX5I+JEXTA70glJI3ZwOD0DomuJBe0puccU0eZDjTdzXAm8GhJ+RnpHRFHAB+lp6IzgdGSeqV3TYxOyypKOu58G/B6RHy/ZFPV9YekvukZBpJ2AY4lucYzCxiXVmveF019NA74ZSRXPKcD49M7igYBg4GXO+YoyiMiLomIARExkOTfgV9GxFeowr6QtKukHk3LJP9vL6AjfkfyvgMg410CJ5LcQfMmcGne8bTTMd4PvANsIMn+55CMv/4CWJL+3DOtK+CmtD/mA7Ul7ZxNcmGvHvjHvI9rO/viaJJT5HnA3PRzYjX2BzAUeDXtiwXA5Wn5viT/0NUDDwDd0vLu6Xp9un3fkrYuTftoMXBC3se2g/1yDFvunqq6vkiP+bX0s7Dp38WO+B3xE+FmZpZZJQxPmZlZJ+GkYWZmmTlpmJlZZk4aZmaWmZOGmZll5qRhVUXSHpL+OV3eS9KDre2zA981TNKJ7dW+WR6cNKza7EEy+ykRsTwixrVSf0cMI3m+xKww/JyGVRVJTbMkLyZ5AOrAiDhI0lkkM4LWAAcB/5dkKv6vAuuAEyPifUn7kTwk1RdYA/yfiPi1pL8HrgA2kkyMdyzJw1K7AL8D/h14DPghcDDJvG9XRsSj6Xf/LVum6r4vIr7Tzl1htl0qYcJCs3K6GDgoIoalM+g+VrLtIJIZdbuT/IM/OSIOlXQ9cAbJPEe3AudFxBJJhwM3k8yBdDlwfET8TtIeEbFe0uUkT95OApD0byRTWZydTg3ysqSn0+8ekX7/GmC2pP+OiLr27Aiz7eGkYbbFrEje37Fa0kfAf6Xl84Gh6ay7RwIPlMy42y39+Txwp6SfAQ/RstEkE+5dmK53B/ZJl5+KiJUAkh4imUrFScM6HScNsy3WlSxvKlnfRPK70oXk3Q3Dmu8YEeelZx5/DcyV9Ik6JPP/fDkiFm9VmOzXfJzY48bWKflCuFWb1SSvkG2ziFgF/Ca9ftH03uVD0uX9IuKliLgceI9kuunm3zUTuCCdxRdJh5ZsOy59v/MuJNdWnt+eGM3am5OGVZV0COh5SQuAa7ejia8A50hqml206dXD10qan7b7PySzj84ChkiaK+k04CqS17XOS+tdVdLuc8A9JDP6/tzXM6yz8t1TZjlL757afMHcrDPzmYaZmWXmMw0zM8vMZxpmZpaZk4aZmWXmpGFmZpk5aZiZWWZOGmZmlpmThpmZZfb/AcTeT2oDuN8oAAAAAElFTkSuQmCC\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'])"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"df['err'] = df.price-df.spot_price\n",
"df['abs_err']= df.err.apply(abs)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a2838b400>"
]
},
"execution_count": 22,
"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": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a2751da20>"
]
},
"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.abs_err.plot(logy=True)\n"
]
},
{
"cell_type": "code",
"execution_count": 24,
"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",
"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",
"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",
"3 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 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",
"5 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",
"6 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",
"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",
"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",
"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",
"dtype: object"
]
},
"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"
},
{
"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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wT7mqK6YaZk4AMPHis8qcF2q2JoSwPOfG8/yO2B3PDcGO54KXNQg2cG/+X2gfjRACX260tvzdfoH3HS8U4S7XdXPUNNNvFA2bnx6E2qnJITNliQh39G1Z2i8Hty87mdj5R+jontW7y0Z32U2KgqGvbKxqKO06EDwUtai4BEU2M/1/Xd01bFms+GFb5El+lcJUwv3a+XyHs245J8SZZbEzQa6dMBD1qqWEzEtKiI/DHX1bIi7O/jk+fCJ05JmVojq/dV2LM70hGiWRD8C4tk0H4Eq6q3H7UrLQResmDMCWZwbhLZNf4Idt4UcY7XhuSIRSAtdpA5OZYOGwdqZv40wjLo6CdiwAGJgZfFUTKkvXPCBd06Mpvv7r+WheuwpuOi+8BKxIHkA7Zt5wNqpXSsSlYZb3eHRIO7x7UxYGWKz27OzrOlZmsbl39op4VfCvsWUV1dPzN4b83DvL8gLeP3dJhwAZPr2jF54eUXZiYua5Szpg1s3n4HyL5LH3VgYP7zWbNV4d0wWf3tELbetXxfltwktGGz8s0/L4sQjKvb88qhMyalV2HPqr84/RXTB7XA/LhFc736TOxt+OlDmm+6Qiwap0zkIH5lCz837hvX0QbxgfZt18Dl7ysPBpNEpiJYBWRNSMiJIAjAYw1w2hiGg4EU0DgGqVyi7TkhPikZwQj76mCKNQDql7TeUS+mfWCzkYR8L/DtuHt9mZu8KlemX/Uvq+fmVNVZ0mLgpaYnzD3sAH4KkRZ6F5nVR8/cAFZaJGQhEs4zzcfTEuaFMXa54cEPbvkpQQh96tfIPYmKxAu7ydfV3na4tol47p9r6WSLC6h5HPVu8pU7erg6kGVOfGNXDNuRkh75WSGI+eWkSgeVVjZ96zk/PiTg3RuXENfHFvn7CrH98YZLIRbmHRS7qkY8mDfcM2caUmJ5RGGnVpEvibWvkmjbz5XdkyGlY+qWh46KPglQVeXLilzDFzpd+eLWvjsm7uh8brOA2BfQ/AMgBtiCifiG4SQhQBuBPAQgCbAMwRQrgyAhpXEu0bhlcsLVhs/KerAxc6etRUNGx6ahC+f7hvwLEhr35ne/7by8rujxFpcb41Tw7Atw9egHv6tcJzl3QoE1Fi55QGgMc/DYhmjrpi5wU2s8xgNWaiyRAPxhM2M1g7vAhfXjdhAJY9cmHAsWAD47MW0UfB7N1OCdeXserXg6WvG6dFXxCvXYNqqJ1a1iwTzOQUaa2qUEy/LryIRC/2j1kzfgBWPOY8+miKxd4tsS6/4zS6aYwQooEQIlEIkS6EmK4dXyCEaC2EaCGEeNYtoYwriVBj1xsmG/SUIMlpXlApKR7pNStjSAfvnNp2VK+UWFon6apzmmB4x4aOPmfeN7yhC9EQM2/IQt7koWXs1m8GKfEdTYZ4MConJZR5EMOZuf43+8LQJ4WgakoiGlSvhOaGqBe7CBXAuRMzXKqlJOK7hwInMVtsfFY/7zoY8H6wC3sxfH5Pb+Q+3r/Mave6t+wDTTpN9KbcTlqVJCzSwmMjYcWj0YeWVq+cWMbHtdjGN2hF7TBX+W6gZFkO40oiFAPPqh8QdWSlea3Y9FTZUMVo+OfVkTlM3awz79REc8DkM1nyYF+bM8MnWEhsKIIlTYZL3aopAQX2/v6ldZVfKz9WQxdLSn/9wAWlr8Op3LlzUuS+MjON0wITHwfa5NKYs8OzB7W1PC8S+psSUsPJerYL946E1vWqorOhj35nk6Pz3oqyvpu6LuY+GJ/7cPI2ch/3flMrM0oqCSNOzCCPDgmdfZtniC7p0qSG65uQmJGxxScAR0vZO/7zU8D7YJm64WI1wFr5Yaycl27uRQEADw1sU/r6NZsVpr67X6ywCmow+47yJg/1fMMeKx7+KLCwoZv+Oqt9LWYtLzsQWyWZ9mkVffVWI8aSJtdMt17RxHpfGSvTq3nPClk7QSqpJIzmJic4SR65QNvSEADu9qC0hZkXLBxOZifurJvdiwrSCRWuefhEIba6VFvfjh7N00rLdwDWYcdrLcI9L3fZ+eZFUEIkGFcF504q6yf6PoKoPLexM0G5Scu6qQGO9Ec/KTsQ56z9LeD9ZV3TXd1ECgAqezxBdIoxsvJRC6X0fz+W9V/KQEklEY65CSg7E37zu+BZknZO1mgxJ8SZlcKtpsSuni53fivMVXIPnQycyX791/PhNrPHnYvZ484Nes5Vphl871betEW/dvVCn2TAKqkxWoyrglNFZaO9jEUFq6Z4s8WLeRZqzkTfZpo4eGHWWHz/+ZbhwUZeMpkFOzV2d5c/wPd7BJs/WPmv7Co9RINxErPcYqe7uYYCi9fbhNvHAiWVRCQsNziVgtWp+eLe3p4t5e8yVY01+0e+CqOwWDRMMJQo2GWq4z/fNFNrXsf90sKRcHNv9+zORv411u9IN+8YZyyh3bJuKvImDy3zG7qF0xLO4UbzhcPdhu9mXr2Y+6oMB6kVA0LkA0WKsWSH2TS8bo+/ZMfDg9oib/LQiJIawyFUKR2rCLFYoaSSCNfcBATP0DUmS4Wq2hktNxtiw43hhLHkXEPewiuLtwb8zcoM5hVGR3SofIlGNdytN6OTGO/v4p+ZQqD3HfGvssyVft2mo8Nw1jZBijdGy4jO/ui3d0yh2JssEsdUoHKyN6ahaoaSHeZnwtgWXZu4my9jpm5VZ8q4uk3pkVigpJII19wUim+3+CMY3K6tY+aOvi1LX1sVrtOp6nL1UCONavqdx98G2ZHr9avcKbNgx0RDdvDxU37HnFlhfHFvb7Ss693gaMf07/1mybs9WkHopNf0RxgZzRmnigIdlrf39a4kSguHq8YP/hLcVBgtf7/Snx1s3Nf9uCmYYfH9fQIGczcJ5q8yOvCNBTe94Oxm1tc354qM7OwsvN0LlFQSbmCMGLnNFM3jJU5tyq+O6eKxJKEZ2jH6OPhgNDJEOnV6yh/7bo7waVvf3SxWp7y3wl+f0uvJw+iz/VngfzX4ILbvC6zpFCrwIBac7fHAmGUYGI17zBtLxdSvliJl4mAm3uPgB+PGZnMMpe2N2622b1QtaLFCr1FSSURibgJ8tW10gmUbe0lCvHWTGuPxb+ndzDPnOQAkmDr2T7vkmL3sBl5jAcLnL4tddVMgMBQ6lhhDgz82ZPIaf5upY71d2QG+PVN03Nq/OlxqVbE2sRhX3nb7YnhFOPvRuEnren5F+Nkaf7/4Yr0/sGD8sND1urxESSURqbmpcxSJXF5jrLj62NBMT+PgzYNzqAJ3scY4Y7zybPv9D9zCuN/E3hBF3bykeqWys0FjSexBLmQ4h2KJIblv6S9yQm/tcpS+2uR/RvpYFCd0G+NWn16ViAkHY6mSnHX+AJMsG5NUrFBSSXjFUhczi8NlZgTbR7rFP0zOa9nEunSKcXCeblG0LZpKwOFgNfCZ8wK8xmiL/9sXzjPAY4HX+Ttm2jfymzmtyubLSl5TjQqlJJoE2ZfZK8LddN0LfgtSldZrHh9aNhv+dJiVYd3EajvKWCXdvRBjE4pTwq3I6gb6Pg8yMW5WpUdAymgLGaU2wqHcKwlz9EisMRfTM5ex9gqrPSEWrIvtrBVAwDaWelSTHibcpl7sHZN6IT1zkmEssPLRXNndl2XupY8qFMYQ0FglqVvtqDbwLF8Y8hUelr2246C2+c92m73nvcQqJyVLCx5ws25VpCipJCJ1XFux6bfY2+MfGuSvGbTCtPd296axsS9alcvebIj/3vhU2T13vcBY+/6EZvfVK8MujKIiZ6Ts2O9zXC/ZYh8aHAv00M85ufkAfFV0ZZFryOfZ8szgmNzTvFcGACzc4DP5vODhBjp2vPKVzyT74Sr3y4NHgj5uPDI4dF06r1FSSeiO63C3KgSABw1F3YQQuHZ6bAu4AcAQgwNS36tAT5rRt5aMBeZU/hNaBEeVpPiwN5BxA6ebz3uBcQ9zIQQe+MAXhlrNozIYoYi1/T0YpzTlfUGbOgHJh15ivM/vQTbHijVTv/VtyhTL59TI0YLCgNwRFVBSSURDsqGOU/7Bk6UDYyz3bc6oHZjVXVwiSs0csazuOa5P4FL1Xa1gmLl0dKz40WZz+1jwmiEvZb/B1PTKaDn5Kk72vPYKc52sNZryblwzdv3CmH+w84/j0gZGu8TB7MHulUkPhyMFRSiQbCI3U+6URDVDJMv2/cdKN3W3y1+IBYWSHLXG2Pyi4pLS4nLjh4e3c5tbvPb1tlLH4IgYZ5Aaa1T9esBfzyohPraVYnXFnZqcUBrUcI3HdYHM2NUhut+D4oZOmDhvY6kp8rYYTuaAwMTBg0H2pvca3ZF//FQRjhX4nOhGq4hMyp2SMDoAf/r1YKk5oWeLWjGVo141vy3+v9vll4IuMszUnBabcwvj7oFrtVmruY5SLPnJYINvVtvbWl5m9N0D//7lFny50Zcw9W6MS0Kfa/MspMbY9HarpjA3/XYEH+T6so3/z2J731iRf9CfQ5PqYdkcK3TF/e+lOzD9B5/P7lMPtk+NhHKnJAiGmSERWterCiKUboYeK4zZ3weOyZuh6OTm+QfGWJd+MBb6Mz6Isvjnku24oE0dNKyeElBTKRZk1Pbd76ddh5B34ESIs70hxRD6afQHxMofoXOZIYpJDyiQuQfIZ6v3oH2jaujQqHrMfXZ6CZsPVuVj2+8+f5VM64cRNaQwoUc3FRdHZ5v749gpVElOiHnnB4AqhplIgcUeArFm6z55WddGk45e1dOL+vxOOXyyEEdOFqJZndiuIgAEDD56iYwpV8XWL2Lcf+XgCXkTGGP5GH3bW6+LTgbjt8MFOFZQVManGAuMtZnO16whquTVKKkk9Oim+Pjwo5vSqvhL6s5avgvf/rIfpyUM0sb50LvL8gAEmqBizcs2ezzHgoQ4fzd7QCtu17VJTVniAPDN5I0z6lhhdNjerhWePMvDPSRC8clP8kwaRl+1Hm0Wa1OombwDJ5Di4na+kTD+M992v7ICTMwoqSR0IgkE8rpqo1OMsRq/aMtHr8tRB+OI5gxzuq+Bmxh/kgOaczAlUW7XS0mMU6avyNxOc5FWjsLr/TSsaGCx7bDXe88HQ6+X5Oae706pUblsXa9IUgC8QGklcSZjNfxkeVyC2QrjAFQ1OQHdmsZ+Bk9EyGqWhpqGB0GGCdBIUbGQPmvV8bpMeTD0UFwZk4cqyQloVTcVLQxmPxUGxlgHMwDWfSAxxpF3drCS8Air+u/GkNRYMbSDP7Hv6KkiqQ+hMUdEupIoESgolO8rAuSsqsyrKJmKyogqA6MKxDKnKhjlUkmoUDzMChnmjd6myqOyTCwdGlUP8A3J9M/ozPihbEVYGSRL8I1c0iUwo1iWkmjfqHpAwUcVBsb3VuySLYJSlEslMTnGG9k4JU7CA9C7ZWB2bcd0OXtuJCXEBRRbVGEwkFWSo4WEqCozo0z7eLRrIGcXuOSEOJxSZEWnI2PFDwRWi1CJmElFRBcQ0XdENJWILvDyXuaqin+7rIOXt3OMDIeY2REoy9yUnBCHwmK1atK8KKGQHAAM6yhvv2Idc7KYrJVEckKc1NLxVsjKdB51duMAv50qOBq1iGgGEe0jovWm44OIaAsRbSOi7BCXEQCOAUgBkB+ZuJHRqIYaoWQyME/YKyXJma2YN7mXQSeTc3a/hHLhgNwIHjtkTR72HT2FQ1qZblWQsKUEAN9vcFKBHfLMOB0xZgIYZDxARPEAXgcwGEAmgDFElElEHYhovulfXQDfCSEGA3gYwET3vkJoZA2MRmRENgGBOQoAUClRjonl3xY7wsWafu0CwzxlDU4qRPDUqxYYfiqjKjAAfG7Yy1kW6TUDzUtFJXJWNimJ8coEUxhxNHoKIZYC+NN0OAvANiHEDiHEaQCzAYwQQqwTQgwz/dsnhNC//UEAMfVapibLX8KdKJQzkzY7qmXNYq3iwGPNOabSLMMlmX1UUBLGpFNADZlkcXGnwH7Q3mKvi1ig4goTiM4n0QjAbsP7fO2YJUR0KRG9AeBdAFOCnDeOiHKJKLfQpYFVhQGqc2M5DmMzsgaDl0d1lnJfI50aBz78tVKTbM70lhQFB4MUSavt5y6R7y+8tY+/8mxSQpyUaDNAXUUdTc+wCk+xteYJIT4WQtwqhBglhFgS5LxpQojoR/urAAAbB0lEQVTuQojuiVGYRoxF5WTH5ANlzT6ykNUR6xiCCYZ1bBDkTO8wP/yy+kVlw28Qq+1sgxFHQJKktjCaem7pXXbL3VhQ3TCJlNUOQOBK4r5+csq2WxFNi+QDMPbwdACu1H/WC/wVRbH5hjDoK1kJOsa9elVJEpK1pDVGz7SqKyfc0oys38T4G8jI7jVTOSlBWkiysS2aKFCrSOZzapzANawR20rNwYhGSawE0IqImhFREoDRAOa6IZRe4C8himVf89r+kguyZozG506Fsr/xcSTtITDGgCcmqKEwZQ2MRoWpwipXZrZ1QL9QoC0OSoy0MioJGeHydjgNgX0PwDIAbYgon4huEkIUAbgTwEIAmwDMEUJscEMoN1YSxs4nawlpDKVLVKCYXKXEeGkDo3EAkLmkVwFVBoML2/oqE8iM/jOaYVUaGGVgXFWp9Iw4MvoLIcbYHF8AYIGrEvmuOw/AvJpN294S6TWStXo4CXEkbSMTo4Pmxx3m4LDYI7PyqnFPCRVmjDIxDgYy20JXVjIdponcL0pRbYWpo44kBtxYSeh7BRTLyoxBYPLWijz5SkJW1AZgWklU9BljohozRj08upKkHAkg0AyrwsAos1qMsV8kKvSMqCOJATd8EvpKQqKOQHdJCXR2yHTKGe9doEBWadv68pznxpWEjA2xzPeWWTPIuDtdcYn8si09bfb/jgXGsv5C5sBlQkkl4Y5PwtfgMmdqCv3OAOQW1TPanpvWkh/FknfguLR7G2eM5mzfWPLFBl+2s0xvmXH10EhiW+jIzHg2Th4aVJffFjpKKglXVhLa7ChB4uw52eADuLVPc2lyqIBxJRGvQM6IzMEgsC3kBzTINLEYn894BSoDy1zNGH0SCljeSlFIFHfRZyglEqfzLer4w3DPlmh6kmla0TGuYhIUGBhlEtAWCuTPyChhr5NomDCooDBl9k3VJlI66khiwA1zk97hSOpi2o/MB8C8d4BsVBgMVEHmAK2CDMacGRUUpsy+afwdVFhV6SipJNwwN8kKe7VD6pJeawtVnGEqrCRUeQZllmu5pkdTALL7pmIrCYmKyqgkFFpIqKkk3EAlTQxInqEo8PAZUUEeRfSl1MGgcZp856jRxKLC5GHXnyek3ds4RqhS6w0oz0pC+2aq6AqZS3p9e0iZ4ZZGVBgMVEHmYKD3SZlRb8Z7q7CS2P3nSWn3Nn59hXSEmkrCDZ+ECrZeIzLl+de32wEAew8XSJPBiAqDgSrIjGLRB2hVfg2VZs8yIPZJOMcNn4RqA5FMcQpOy09eM1LRBwMjMicPep9UZTxS7ZmViUrPiDqSuExcnFqzJJkPgCLm91J4MPCjhLlJmgSBcL/wo5COKL9KQqXlGiDXWdu7Ve3QJ8UQHgz8yBwM/CsJNX4P7hd+eCURAlfzJBR5AHYdkBc1MVYLdaypwDauADuujcgcDNTzSagiiXwU0hFqKglX8iQUUQ46RRLT/fWWkLmhihEVQmBVQYXB4KvN+2SLAIBXEkZUsoQo0EW9gTucush8AFTYLtSIzJVEUbEaIdE6qk3sZKLS+FWOlYRsCQKR+pOr098AyI2mOX6qSN7NLZA5Fqiwpa4R1hF+VDGTA+VYSeizElVKUchElfpVOjKlOaaakpCoJRQahwAoN5dhNMq/kpAsh47MB1K1wUDmaKDanEHmT6OaeUel2TPjp9wqCd2mp8qgIHNrRv3RU6FkOCB3cJJZOt4KmQOjvoi5snu6NBmMsIpQEyWVhJtlOVQZFM5rKS9X4UiBz8Sy+X9HpclgROZgoEZv8CPTJ7HnkK9MyxZV+gVrCSVRUkm4WZZDER0hdfb8866D0u5thczZs2o+Kpn+okXa9qVr8g9Lk8EIm5vUREkl4Qa6dUeVlYRMVGsBqSsJxRqDx0VGdcqtklDNcc0GVz88MPrhtmBUp9wqCd3cxCsJ9ZBpYlGtN6gWnswwZsqtkvDnSUgWhCkDydxDQd6tLeGVBKM65VZJqJTWDvBgYISbwo9quQoMYyYhVjciojgATwOoBiBXCPG2l/dTTUnIRLXVlNToJml3tkZmL+VoIsYJjlYSRDSDiPYR0XrT8UFEtIWIthFRdojLjADQCEAhgPzIxHWOat1fbm6AWkOj1IFR4r2t4HGaUR2n5qaZAAYZDxBRPIDXAQwGkAlgDBFlElEHIppv+lcXQBsAy4QQ9wO4zb2vwISiX7t6skUIQObAqJa6lDubH5PVGADQoHqKNBkY9XFkbhJCLCWiDNPhLADbhBA7AICIZgMYIYSYBGCY+RpElA/gtPbW+02XeYZWSqMalQAA1SupsemQzIieyknxOFqgVpE/WbRrUA0A0FDrHwxjRTSO60YAdhve52vH7PgYwEAieg3AUruTiGgcEeUSUW5hYeQPs2qhhTJnjKqZNGTK8/CgtvJurhiKdQupqLbFr0pE47i26mO2q3khxAkAN4W6qBBiGhH9BmB4HFG3KORjNHSFqUpJCplKokpy5KVeyiuq9AuZ1KqSJFsEZYlmJZEPoLHhfTqAvdGJ40Ov3RQfRe0m5WbPMu+t3VyVoUC1VV5FRbVnhFGTaJTESgCtiKgZESUBGA1grhtC6VVgi6OoAuu/lgsCneGo1gQyf5N4FTaVZpRDtV36VMJpCOx7AJYBaENE+UR0kxCiCMCdABYC2ARgjhBigxtCubKScEMQF5GqrBRrDJniDG5fX+Ld1USVFaZMbu3THABQO5XNTmacRjeNsTm+AMACVyWCbyUBYHjVhi2jv1b04jAuIzPLWN/8qXPjGtJkUAd+OnRqpyYDAHo0ryVZEvWIWcZ1OAgh5gGYV7Np21sivYYeTcRZpQYfgCJTRtk/yaL7+nBugAH2WwM1qyQh5+7z0KJOqmxRlENJJeEGqqkGmc5a5RzXkrVE63pqbOMqG9X6hWzOalhdtghKoqS3xlXHtQvynOlwGzAMEylKKgk3Q2BlmzZ0ZMpBpFaeBMMwZw5KKgk34Zh8/0qCVYQ6qOATKX0yePLABEFJn4Qb0U2sHPyosppi/OTc3Ru/HymQKoNs3xBTluWPXqRcbTElVxJumJtYRzAqk1YlqbTAnmx4HaEO9aqloGVdtSKslFQSrsLKwlC7SbIgjFKUmiG5XzBBUFJJuBHdVOq4dkmmaOGMa4ZhzkSUVBK6uSkhGnOTBptdjfHwPGVkGCY8lFQSbqCabpCaTCftzozK8ASKcUK5VRI6HOVkzJOQLAijJLzCZIJRbpWEv3aTZEEUgJuAsYIDGhgnKKkkdMd1kQtlOVSBZ2uMavAEinGCkkrCDce1XoKCnwMu5MYwTOQoqSTcQB8QOatUvVLhjFqwuYkJRrlVEjqsItiswDBM5JR7JaEKSQrsoct+EcYK7hVMMOSPXB5RuoRWZBYt0+xV6pPg0YAx4O8X3DEYe5RUEm5ENyXE+Z6AtvV5FzLOFWGs4H7BOEHJUuH6HtdpUexxXSU5AbNuPoe3JGQYhokCJZWEW/RsWVu2CErAjmuGYSJFcSXBo5ubyLY8/2NUZ/y444BkKRjVeGrEWcg/eFK2GIwNiisJxg38+wbIVRMjuzTCyC6NpMrA+FEloOHaczPkCsAERUnHNeMucdpo0KouO/EZP1WSfHPEprUqS5aEURleSVQA4uII796UhUxFtstk1KBJrcqYfl13ZDVLky0KozCsJCoIvVvVkS0CoyAXtasnWwRGcWKmJIioN4CrtXtmCiF6xureDMMwTGQ48kkQ0Qwi2kdE603HBxHRFiLaRkTZwa4hhPhOCPEXAPMBvB25yAzDMEyscLqSmAlgCoB39ANEFA/gdQD9AeQDWElEcwHEA5hk+vyNQoh92uurANwchcwMwzBMjHCkJIQQS4kow3Q4C8A2IcQOACCi2QBGCCEmARhmdR0iagLgsBDiiN29iGgcgHEAkNqghRPxlKZ2ahL+OHZathgMwzAREY1PohGA3Yb3+QDOCfGZmwC8FewEIcQ0ANMAIK1pO9n5X1Hz/cMXorjkjP8aDMNUUKJRElbp0EFHQyHEk44uTDQcwPCqDVtGIpdSpCRGvrsewzCMbKJJpssH0NjwPh3A3ujE8eHfvpQjdBmGYWQSjZJYCaAVETUjoiQAowHMdUMof6nwIjcuxzAMw0SI0xDY9wAsA9CGiPKJ6CYhRBGAOwEsBLAJwBwhxAY3hOKVBMMwjBo4jW4aY3N8AYAFrkqE8uWTYBiGOZNRssAfryQYhmHUQEklwTAMw6iBkkqCHdcMwzBqoKSSYHMTwzCMGiipJHglwTAMowZKKgleSTAMw6iBkkqCYRiGUQNWEgzDMIwtSioJ9kkwDMOogZJKgn0SDMMwaqCkkmAYhmHUgJUEwzAMYwsrCYZhGMYWJZUEO64ZhmHUQEklwY5rhmEYNVBSSTAMwzBqwEqCYRiGsYWVBMMwDGMLKwmGYRjGFiWVBEc3MQzDqIGSSoKjmxiGYdRASSXBMAzDqAErCYZhGMYWVhIMwzCMLawkGIZhGFtYSTAMwzC2xCx8iIiaAJgC4A8AvwghJsfq3gzDMExkOFpJENEMItpHROtNxwcR0RYi2kZE2SEu0xpAjhDiRgCZEcrLMAzDxBCn5qaZAAYZDxBRPIDXAQyGb9AfQ0SZRNSBiOab/tUF8DOA0UT0NYBv3PsKDMMwjFc4MjcJIZYSUYbpcBaAbUKIHQBARLMBjBBCTAIwzHwNInoAwJPatT4E8FY0gjMMwzDeE43juhGA3Yb3+doxO74AcDcRTQWQZ3cSEY0jolwiyi0sLIxCPIZhGCZaonFck8UxYXeyEGI9gMtDXVQIMQ3ANABIa9rO9noMwzCM90SzksgH0NjwPh3A3ujE8cEF/hiGYdQgGiWxEkArImpGREkARgOY64ZQXOCPYRhGDZyGwL4HYBmANkSUT0Q3CSGKANwJYCGATQDmCCE2uCEUryQYhmHUgIRQ1+yf1rSd+PPXTbLFYBiGOaMgolVCiO5uXEvJshy8kmAYhlEDJZUE+yQYhmHUQEklwSsJhmEYNVBSSfBKgmEYRg2UVBIMwzCMGiipJNjcxDAMowZKKgk2NzEMw6iBkkqCYRiGUQNWEgzDMIwtSiqJUp9EMfskGIZhZKKkkij1ScSzT4JhGEYmSioJhmEYRg1YSTAMwzC2KKkk2CfBMAyjBmdcqfDCwkLk5+ejoKBAklRqk5KSgvT0dCQmJsoWhWEYSbhZKvyM8wzn5+ejatWqyMjIAJHVNtsVFyEEDhw4gPz8fDRr1ky2OAzDlAOUNDcFo6CgALVq1WIFYQERoVatWrzKYhjGNc44JQGAFUQQuG0YhnGTM1JJMAzDMLGBlYSLpKamyhaBYRjGVZRUEhwCa4+5fHpxcbEkSRiGqQgoGd0khJgHYF5a03a3BDtv4rwN2Lj3iKv3zmxYDU8OPyvkeSNHjsTu3btRUFCAe+65B+PGjQMA/PWvf8U333yDmjVrYvbs2ahTpw5effVVTJ06FQkJCcjMzMTs2bMtr3n8+HHcddddWLduHYqKijBhwgSMGDECM2fORE5ODgoKCnD8+HGMHz8eEydORIMGDbB69Wps3LjR1TZgGIbRUVJJnAnMmDEDaWlpOHnyJM4++2xcdtllOH78OLp27YqXXnoJTz31FCZOnIgpU6Zg8uTJ2LlzJ5KTk3Ho0CHbaz777LO48MILMWPGDBw6dAhZWVno168fAGDZsmVYu3Yt0tLSsGTJEqxYsQLr16/nUFeGYTzljFYSTmb8XvHqq6/ik08+AQDs3r0bW7duRVxcHEaNGgUAGDt2LC699FIAQMeOHXH11Vdj5MiRGDlypO01Fy1ahLlz5+LFF18E4Av33bVrFwCgf//+SEtLKz03KyuLFQTDMJ6jpE9CR9VoziVLlmDx4sVYtmwZ1qxZgy5duljmJujhqDk5ObjjjjuwatUqdOvWrYxfQUcIgY8++girV6/G6tWrsWvXLrRr1w4AUKVKlYBzze8ZhmG8QGkloSqHDx9GzZo1UblyZWzevBk//vgjAKCkpAQffvghAGDWrFk477zzUFJSgt27d6Nv3754/vnncejQIRw7dszyugMHDsRrr70GvVTKzz//HJsvxDAMY8MZbW6SxaBBgzB16lR07NgRbdq0QY8ePQD4ZvcbNmxAt27dUL16dbz//vsoLi7G2LFjcfjwYQghcN9996FGjRqW133iiSdw7733omPHjhBCICMjA/Pnz4/lV2MYhgkgZgX+iCgTwAQABwB8JYT4MNRnamW0EwfyAgv8bdq0qdQEw1jDbcQwFRs3C/w5MjcR0Qwi2kdE603HBxHRFiLaRkTZIS4zGMBrQojbAFwbobwMwzBMDHFqbpoJYAqAd/QDRBQP4HUA/QHkA1hJRHMBxAOYZPr8jQDeBfAkEV0MoFZ0Yp/ZvPXWW3jllVcCjvXq1Quvv/66JIkYhmGscaQkhBBLiSjDdDgLwDYhxA4AIKLZAEYIISYBGGZzqTs05fJxZOKWD2644QbccMMNssVgGIYJSTTRTY0A7Da8z9eOWUJEGUQ0Db7VyAtBzhtHRLlElHv69GnLc1TeKEk23DYMw7hJNNFNVlkMtiOUECIPwLhQFxVCTCOi3wAMp7i4bua/p6Sk4MCBA7ynhAX6pkMpKSmyRWEYppwQjZLIB9DY8D4dwN7oxPGh126qlVG2dlN6ejry8/Oxf/9+N25V7tC3L2UYhnGDaJTESgCtiKgZgD0ARgO4yg2hiGg4gOFVG7Us87fExEQuR8EwDBMjnIbAvgdgGYA2RJRPRDcJIYoA3AlgIYBNAOYIITa4IZQQYp4QYlxiAuf6MQzDyMRpdNMYm+MLACxwVSIEX0kwDMMwsUPJ2k28kmAYhlGDmJXliAQiOgpgi2w5FKE2gD9kC6EI3BZ+uC38cFv4aSOEqOrGhVSfqm9xq/7ImQ4R5XJb+OC28MNt4Yfbwg8R5bp1LSXNTQzDMIwasJJgGIZhbFFdSUyTLYBCcFv44bbww23hh9vCj2ttobTjmmEYhpGL6isJhmEYRiJKKokwNzM6I7HayImI0ojoSyLaqv1fUztORPSq1h5riair4TPXaedvJaLrZHyXaCGixkT0DRFtIqINRHSPdrzCtQcRpRDRCiJao7XFRO14MyJarn2v94koSTuerL3fpv09w3CtR7TjW4hooJxvFD1EFE9EPxPRfO19hWwLIsojonVEtFqPXorJMyKEUOoffJsWbQfQHEASgDUAMmXL5cH37AOgK4D1hmPPA8jWXmcD+Jv2egiAz+GrvNsDwHLteBqAHdr/NbXXNWV/twjaogGArtrrqgB+AZBZEdtD+06p2utEAMu17zgHwGjt+FQAt2mvbwcwVXs9GsD72utM7dlJBtBMe6biZX+/CNvkfgCzAMzX3lfItgCQB6C26Zjnz4iKK4nSzYyEEKcBzAYwQrJMriOEWArgT9PhEQDe1l6/DWCk4fg7wsePAGoQUQMAAwF8KYT4UwhxEMCXAAZ5L727CCF+E0L8pL0+Cl8tsEaogO2hfadj2ttE7Z8AcCEAfV94c1vobfQhgIvIV0N/BIDZQohTQoidALbB92ydURBROoChAN7U3hMqaFvY4PkzoqKSCGszo3JGPSHEb4Bv4ARQVztu1yblrq00E0EX+GbQFbI9NPPKagD74HuItwM4JHxFNYHA71X6nbW/H4Zve+By0RYA/gHgIQAl2vtaqLhtIQAsIqJVRKTvzeP5M6JixnVYmxlVEOzapFy1FRGlAvgIwL1CiCNkv6lUuW4PIUQxgM5EVAPAJwDaWZ2m/V9u24KIhgHYJ4RYRUQX6IctTi33baHRSwixl4jqAviSiDYHOde1tlBxJeHZZkZnAL9rS0Jo/+/Tjtu1SblpKyJKhE9B/EcIoe+BXmHbAwCEEIcALIHPplyDiPRJnfF7lX5n7e/V4TNjloe26AXgYiLKg8/sfCF8K4uK2BYQQuzV/t8H3+QhCzF4RlRUEqWbGWlRC6MBzJUsU6yYC0CPNrgOwGeG49dqEQs9ABzWlpYLAQwgoppaVMMA7dgZhWY3ng5gkxDi74Y/Vbj2IKI62goCRFQJQD/4fDTfALhcO83cFnobXQ7ga+HzUM4FMFqL+GkGoBWAFbH5Fu4ghHhECJEuhMiAbxz4WghxNSpgWxBRFSKqqr+Gr2+vRyyeEdkeexsv/hD4Ily2A3hMtjwefcf3APwGoBA+7X4TfPbTrwBs1f5P084lAK9r7bEOQHfDdW6EzxG3DcANsr9XhG1xHnxL3rUAVmv/hlTE9gDQEcDPWlusBzBeO94cvoFtG4APACRrx1O099u0vzc3XOsxrY22ABgs+7tF2S4XwB/dVOHaQvvOa7R/G/RxMRbPCGdcMwzDMLaoaG5iGIZhFIGVBMMwDGMLKwmGYRjGFlYSDMMwjC2sJBiGYRhbWEkw5R4iqkFEt2uvGxLRh6E+E8W9OhPREK+uzzCxhpUEUxGoAV+FUAgh9gohLg9xfjR0hi/Hg2HKBZwnwZR7iEivJLwFvqSjdkKI9kR0PXxVM+MBtAfwEnzl6a8BcArAECHEn0TUAr7EpDoATgC4RQixmYiuAPAkgGL4isn1gy9BqRKAPQAmAZgP4DUAHeCrlTZBCPGZdu9L4C9fPUsIMdHjpmCYsFGxwB/DuE02gPZCiM5aldn5hr+1h6/qbAp8A/zDQoguRPQygGvhqxU0DcBfhBBbiegcAP+Er47QeAADhRB7iKiGEOI0EY2HL7v1TgAgoufgKw9xo1ZuYwURLdbunaXd/wSAlUSUI4TI9bIhGCZcWEkwFZ1vhG8Pi6NEdBjAPO34OgAdtcq0PQF8YKhKm6z9/wOAmUQ0B8DHsGYAfEXqHtDepwBoor3+UghxAACI6GP4ypOwkmCUgpUEU9E5ZXhdYnhfAt/zEQff/gWdzR8UQvxFW1kMBbCaiMqcA18NncuEEFsCDvo+Z7b1su2XUQ52XDMVgaPwbYsaNkKIIwB2av4Hfe/gTtrrFkKI5UKI8QD+gK8Es/leCwHcpVW6BRF1Mfytv7ZHcSX4fCM/RCIjw3gJKwmm3KOZdH4govUAXojgElcDuImI9Aqc+na6L5BvY/r1AJbCV6HzGwCZ5NusfhSAp+HbgnStdt7Thut+D+Bd+KrefsT+CEZFOLqJYSSgRTeVOrgZRlV4JcEwDMPYwisJhmEYxhZeSTAMwzC2sJJgGIZhbGElwTAMw9jCSoJhGIaxhZUEwzAMYwsrCYZhGMaW/we2cExEKvmgXwAAAABJRU5ErkJggg==\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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71to0UBu2SobrSsLCTxOjDOitsmo4rd2621e1vdLhJOH6IdrLTYpWSEyoDVKqSWSAZVZoqvfPxDgYTfVqYnGIRXu1abSXrriHxogJCRFZICKPi8hNIrIg1/OVBkqYWBdS7dlGcyXiROv9E+01GBrtFafRZwEebpGRkBCRW0Rko4isTGpfJCKvi8gqEVkyyGkM0AYEgZahdbcvWnYgjhMSrNFecVOkTgb+yZXI5KofU1VBsKxEFcssyXQlcSuwKLFBRALAjcCJwHTgLBGZLiIzRGRp0t9Y4HFjzInA14Ar3Oh8U33YFz94JsnDTfUa7eWgiVNxJtb6J9prMP9MLNrLB2PhJqWZHGSMeUxEmpOa5wOrjDGrAUTkDuA0Y8zVwCkDnG4bUJF9V/vTFKmktb2L1t1d1ITL3DhlwSIDJQfQt+xAg61J+5V43ogKTC0Z3peo5kpkTS4+iYnA2oTnLXZbSkTkgyLyP8BtwE8GOO5CEXlORJ7r7Bx4f161McZxTCwtHg8JzsSsUBsuo7qi1PMmlkxp1FyJGE311kpCa3tlTi5CIpVqm3bkjTF3G2M+ZYz5iDFm2QDH3WyMmWeMmVdeXj5gB3RfiTjja4M+Khk+uFmhMRL2R65EBjT5KCR4MJrqw7R39WhtryzIRUi0AI0JzxuA9bl1Jzs0ciOOUzJcJwMLP9ieM9WFm+rDbNq5h/ZOTSKLlW3x+LXhJrkIiWeBqSIySUTKgcXAve50KzNGBcuoC5epWcHGDxNjplhJZN6v7TWIqwqAaL1u0uWguRLZk2kI7O3A08C+ItIiIhcYY7qBS4AHgVeBO40xLw9fV1PTqBNjDMsppyYWsHIlOnt6eXdHR767kneadMUdQ2t7ZU+m0U1npWm/H7jf1R5lSTQSZsW61nx2oWBoqg+zbXcXOzq6GBX0drTXYDhb3L69ZRcTa0N57k1+0Q134lSUarRXthRtWQ6HaCTMum3tdPf05rsreadJ8wNiNNX7I9orEzTaqy+NkbBeF1lQ9ELCSSJbv927ZgWToYtSHflxxtf4KdprYJxoLy+PRTYhreq7y46iFxJRx6zg8WqwGfgnidarkHAotaO9dCws/DAxZuLEByun6N0dHVoyPEOKXkg4ZgU/lOcYDCfay8uTQTY5UH6YGDMlqiXDY8RMkZqEmxFFLyTGjQpSHijRrGubqA/2/s5UY4xGwjoR2DRqyfAYUVUss6LohUSgRGioC3l+YsyUBh8IiUxpjITZ3ObdkuHZ2uFBJ0aIB3joWGRG0QsJ0FyJRCzt2ftJZJngh9DPDBdVCROjt313mRCpLKeqotTT14WbeEJI6GbvcaIRJ9pLQ/xUe44zsS5EiWimMcRLhqvAzAzPCIkdHd207u7Kd1fyjpYdiOMk1Ok+6E5tr5DWLLKJRsJaSj5DPCEktBpsHC1gFqcmXEZNqExXEjZOmWzFmjM02iszPCEkohFvFzDLJuxzQm2IsoDoxGijE2McP0S+ZUpUo70yxhtCwglp87JZIUMPpRXtpZOBg06Mcbwc7ZXtesAve3+7gSeERFVFKaOrytV5bdMYCXtbYGZBo0Z7xYhv6+rN+yTTSC/wR+SbW3hCSAB2tIL+4GCFO3pXYGY32TvRXhta1UkZmxg9e21kjlMyXOeMwfGMkGiqr1StwMbr0V6qMVpkuzby8lhkS0VpgPGjgmpuygDPCInGSJgNre10dmvJ8EaPmxWyweshwZmWKAGoCZVRHdSS4Q7Ret37OxO8IyTqQvQaNIkMDQlOREuGx4klkelYAFYejZqbBsczQkKX0nF0X4k4pYESJtaGdDKwaar3sr8qO6L1YTa37fFktJebeEdI6F4KMZyS4ToxWmgYbJxopJK123ZrtBfxkuE6ZwyMZ4TEuGrvlgzPJpnOQSfGOGp7jhONhOnq0Wgv8L6/yi08IyRK7JLhXl1KS1YxPRCtr9RcCZumSJjtu7tobfdmtFc2eFV7HqoiBd4bC7fxjJAAS2PUH9yiKRJm/fYOuno02is2MXpUgcgGT2vP2YR6odFemeIpIeEkkWWzGYtXidaH6fFgyfChaYxWbS8vmiKzRaO94jjRXloNdmA8JSSi9ZXs3NPNNo8mkWWDl/dSyFJh9GxI8FAEphPttXarToyg+6BngqeEhO6+FcertuehUG1He3lxLCRbiYlOjIk4u1pqyfD0eEtI6MQYIxbtpWMBaLRXIo06FjEaI2E6u3vZuFNLhqfDU0Kioc7DTrksKSkRGiIhtcPb6D7ocaKRMFt2ddKmSWRqfcgATwmJUHmAsdUVOhnYNNbpxOgQjYRZt62dbo320mqwCTTV606Og+EpIQFqb00k6umS4dkRLxneke+u5J24WVa15wm1ISvaS++TtHhSSHgxcmMI/slYyfDtuzvd71CRoYlTcWI7OerESJlT20uvi7R4TkhoyfA4Wugvjk6McUYFy6gNl+nEaKNBDQPjSSHRa2Cdx5LIhkKTTowxxteEKAuIliqxafLgxDiExTag0V6D4TkhoWGwcbxoYhlqNHugRCxHvocEphnyaGi0VyJOtJeWDE+N54REPHJDNcbKilJGV1V4amKE7IsdOkTrw54LCR6q9qzRXnFi9aw8dm24xYgJCRE5UkRuEpGfi8hTw/U5Y6srCJaVqInFpqk+rCYWG6+tJHJBo73iaEjwwGQkJETkFhHZKCIrk9oXicjrIrJKRJYMdA5jzOPGmE8DS4FfDb3Lg/ZVt2hMwKvRXkPBifZq1dpe3q4GmyVere3lFpmuJG4FFiU2iEgAuBE4EZgOnCUi00VkhogsTfobm/DWs4HbXeh7WqKRStUKbBojYdZrtBeg0V6J6FjEcUqG61ikJiMhYYx5DNia1DwfWGWMWW2M6QTuAE4zxqwwxpyS9LcRQESiQKsxZke6zxKRC0XkORF5rrNzaPH9Vvlf75QMz+V7RCNhjMFzJcOHghcd+UNlfE2QUi0ZDljWh6b6sJqo05CLT2IisDbheYvdNhAXAL8c6ABjzM3GmHnGmHnl5eVD6lg0EmJ3Zw9bdnkniSwXByXoxAhqVkikNFDCxDpNInNoilRq/aY05CIkUs1bA6q8xphvGmOGzWntENUw2Bg6McapDpYRqSzXchQ2Xinb4obFIFofpkWjvVKSi5BoARoTnjcA63PrjjuoUy6OUzJchYSFl/IDcp0bmzy23e9QStc4NGm0V1pyERLPAlNFZJKIlAOLgXvd6VZuaMnwOE7JcC9ojJC71tgU8ZjtOYeJMRoJ09repdFeqGI5EJmGwN4OPA3sKyItInKBMaYbuAR4EHgVuNMY8/LwdTVzgmVWyXBPTQY50OSxkOCcNMb6MOu3a7QXxPf+9tJqYqhotFd6SjM5yBhzVpr2+4H7Xe2RS2iuRJym+kr++dZWjDFD2u7SS0QTantNGl2Z7+7klcSghhkNNXnuTX7RaK/0eK4sh0O03htOOTeIRsLs6uxhq4eivYZKU70lGNSsoEENiTjRXmu3aah4Mp4VEk2RSt7d0UFHV0++u5J3dPetOBoSHMeJ9tKaRRa6YVlqvCsk6r3jiMo1wM9LY5ErY6srKC8t0bGw0TLZcRojYS0MmgLPCgmvbTKTiyvBifZS85sd7VUXUo3RJuq1aK8ciEbCbNvdxc4OjfZKxLtCQsv/xnCivXQsLNSsECcaCbF+ezyJ7Mr/e4UbH12V517lhyY1RabEs0KivrKccHlAK6Da6MQYx8k0LvbaXm70vilS2SeJ7JYn3+LaB1934cwjh1s/YywMVldWffCskHBKhuvEaNHokRIMbhCNhNm5p5vtHkgiG+oGTA7OxOgFk1OuY6HlfFLjWSEB6pRLpDESZsOODvZ0F3e0lxtKo0Y4xXEmxmRTpB+TDUcFy6gLl2kUYBKeFhLOSqLYzQpu0GSXDF/ngTjwXNMBVWOMs9eoIGUB6adMtfjUfxVVxbIfnhcS7V09bGrbk++u5J0mnRhjNNbpWDgESoQJtf2jvfyqTXupAKRbeF5IgOYHgJpYEqmsKGV0VUVKH01rexc7fBYC2VgXjmUa14bLAP/eM01aMrwf3hYSHsmVcMNaNqa6glBZoOjHwi2ikdS5Egd956/M/NZDeehR/miMhGixx2J0VQVQ/PfMUGmsC9OjJcP74Gkh0VAXQsQbF3yukRsiYk0GPrU1J5Mu8s2PDtuGujBbdnWya093rM2vK061PvTH00KiojTAhBrNrnVoqLOW0oo1GWxobacrjVlhd2d3ynYv4oTBJl4bfp0ktWR4fzwtJMCaDNZoPRbAWlmpkLBosEuGr9+eejyKYpJwK4mszqoGuzYhEnDdtnZfRgU6JcPfKuA5Y/32dlZvahuxz/OFkPCrVpRMQ13Il47ZVDTYE2Oy0KwotW6JNZuL45pxY3uQxhQlbHbu6aa1vTiuEzdFWWmghMljKlm9qXCFxGHX/I2jf/j3Efs87wuJ+jCb2/raW/2KU+ivpYhLlbhWgiHNFrexsuoFrEm6TX1lOQA3/f1NDFAesKaFN0dQW3UDt/bTmlgbSrvC9CPeFxJqY4wR156Leyzc2F1vfE2QQIn0yzSuqrA2a/STWc4Zz50dliLlbEZ09f2v5a1P+WS8Cok+eF5INHkkDNYNYisJH02A6SgNlDChNpi2AOQbG3eOcI/yy2mzJxCpLAcD+40fBUCoPJDnXuWH5nqrZHhrgdf2GinriPeFRGyzd/+YD9JRFy4jXB5QIWEztjrIM6u39GlzrFnPrN468h3KI+NrQry3o4NeYygRYa9RQZ56c8vgb/QgMVPkEFbc/3xrK/ev2DDocV09vbzwzrasz5/ISN3HnhcSNWGraNeaIl5JGJdccyJiRzgV71i4yfrt7WzcuceXuRHJlAeErh4Tu0+aR4cpLXHJyF9kOI78U254Itb25qa2AbOwf/K3N3h2zVY+/D9Pc9Fvn4+17+7sTrmJ0dRvPMAHfvoUK9e19mnfuLODGd96kNffja9kP/jTJ2lech8X/XY5zUvui7U/sWpzn8/57O0vsHGn+0mApa6fsQBpqAsXvY3RLafcv99r49/vtdHV00tZwPM6woCcsP9e3PrUGlZvbmO/vSwTS6Jj/KlVmzls79F56t3I0jy6MvZYgBkTa3hpbWv6N3iY+qryPs9XbdzJsf/9GF84dioXHDGJhT9Yxua2TgD+dNFhXLX0FZ5/Z3uf99y/YgNzm+o4+LuPAPDUkqOZUBvq91nrt7dzyg1PcPje9Rw2ZXRsL48TfvwYd1x4CNP2GhU79/0r3u3z3pfXt/YRGgAr17Vy8cK9c/j2/fHFLLFxZwfLXt+koZ8JvLphR767kHfe22FpXb9/dm3K16//2xsj2Z28MrOhts/z2nA57V09dHRlVlr+9n++w9ZdncPRtREnWBr3xdz29BqO/e/HAHj93Z18+c6XYgICrIiwZAEBcNFvn+cDNz4Ze7787W3c+uRb9PYa2jvjY3rhbcsBeHLVln6bPS2++RlmXZm+RMzdz6/r1/bW5l185Q8vDfINs8MXQuK9HVYV2NN/8uQgR3qf6xbPBuDxNzYPcqT3+dqi/QCYZjtqb3niLV5cG7/hs/FLdHb3jnhegVtmSIiHwYK1ah0Vsgr9Pblq8OvkzU1tXHr3Cj7w0ydTJuB19fQfmw2t7Sx/e2Cb/DtbdtO85D7+++F/A9Dba/jKH17iqQz6lAuJDvvL7nk59viBle/y0Cvv9Tn2wZf7Pk9kfUL9p8/e/gLf+r9XOOHHjzHt8r+42NvhxxdC4pcfPwiA1ZvVeX3olHogPgn4mTHVVjG7R1/bCMCVS1/pd8yTqzaz6MePDapRf/BnTzLrir5a3/0rNqR0Yn7jTyv49dNrBjzfc2u20pYmemWf/3qAo3+wjK4ek/PeGg41SddDrf38gl89B1gT9Nqtu/npslX9BIEzNm9v2c0n7OMT+dztLzDriof42bI3WbmulV888RaHXv03PvSzpwDL2bu5bQ+rN7Xxo4f/zZ7uHowxHHXtowBc/8gbPLN6C/e8tI67lrfwuTte5J4X13Hfv6yxdTsz3EmoHA7e2FhcuSfgE5/Ewv3G5rsLBUO43PrJL/vzSv7jkKas3vvUqs1MGlNJy7Z2DmqOpD3u7//eRCSEdc/4AAAdNUlEQVRczvQJowhk6fxc/vY29t2rOpavMJyEbY3xgZXv9qnhNLOhhn+1WPb4c37+DwD2u+wvrLnm5LTnWrnOMt+9uamNKWOqAGIOzBcvPw6A/318NeNrQvz2H+8A8KEDG6isKOXVDTuYWBeiPFBCsCzAG+/t5IybngZgn3FVjBsV5GuL9mPKmCr2dPfQ2d0bU3g27nRnr5SShN+pvbOnj9DYtaeb/b/5YOz59/9imUUuO2U6/3FIUx+zxyO2wF29qY2dHd109/bywErLlv69v7zG95KU6J8te5Pv/aVvPsZ1j7wRy29yWHzzM7HHm9v28Pk7XgTg5Jkns8U2c7klMN3Iw/ESvhASg2GMoavHUJ6kQXR09bCnu7eflpVM6+4upMTa/jBbensNb2/dzYTaIBWlqePS39uxh92d7mw7GiqLf8Zbm3cxKcFhmYrunl72/sYDKV/78LwGwuWlXHjUZCbUhjjn589QGy6PaXgAD3z+yJg5JxUf/OmTPP/OdtZcczIrWlpj2qUzIbft6ea//rSCy0/dn0hluataY+Jk8EKCXTndR7yzZXes/HwimxIm6lfW7+CdLbs579ZnY22zr3yY2Y21fUxZYDkn//fceZx43eN92k+eOT722Ak0ePyNJ0hFe4Y+g2zY3t4V21cC6CMgErlq6StclWL1lexMHYhkAeGQafJr4melK9ao5IZvhESwrISOrr4X0S+eeKvPRX7PxYczq7GWd1s7+NXTa/jZsjcBeOvqk9JqFyf86DFef88KV3v0KwtoioR57u1tjK8JAvFwuhfe2UZ1sIzm+jB3P7+OU2dNIFQe4Gd/f7OPw+qq0w/oo+H/6YUWAO59aT3XnzUnx1Ggj2a/8AfL+NX58/nYLf8ELH+FiDB1bFVsYp995cNpz3Xnc1bfbn1qDfdecjhPruofV7/0X+t5c1Mbv392LVe8f38mj6mitb2L3l7Dt+97Neb0u+zPK7ntmbdj77v6gVc5ffZEvnnvy/zzra38+cX1MbPhcJAYprhiXeqoHsf88ZXj9+GiBXtz1/MtfPWuf/U55rO3v5DyvckCAqw492QBAfQRsoOxp2sYJkYTX2UVE3tcFBIXL5zCjY++6dr5ihkp5EqPo5unmc1rXnXlXI7G8YkjJvGNk6fxpxfW8aU7+0cB/O+58/jkr/vaVW/5+DyO3m8cv3pqDXctb+GHH55FRWkJobIA8+0QN4eTZ47vc5M31YdzyvYuEei1f6KBzB3ZkI2m5zZvXX0Sky69P6dzfPywZr71/v1d6c+DL7/Lp+wIk2LFrevi7udb+NKdLzG7sZZfXzC/6DZfGlNdwbPfONaVc/388dV8+z535p588Pb3TllujJnnxrl8s5Jw+PkTb7G5bQ9/fnF9yteTBQTADX9bxfm3xtuP/9Fjac+frAXmWg6kt3Bl+JC4I024aTb0uqjYzGyoce1cxY5j7uzu7WVUsIzPHzOV6x4pnjDgTS75ZwDfJhKmwhfRTcmkExDpeCFFHPRIc//njsx3F1zh0rtX5HyOXz/99uAHZUg6x3qy49QPbG6zJlnHCX/c9HH57A4Af//PBXn53Ooh+Bcd/vOEfTM6bv4AwR+FhC+FRDGSnAWaC9/9wIwhv9ct00ahUFqS+ha469OHxopD+oXX3u2bYLn/hPQBByNFU30l+VDqT501Iavjzz007ke8aMGUlMfc8vG+1p8bzo77GL/zgQNYuO+YlO+76aMH8qeLDuOTR07q0/6tU6dn1cehokKiSHCzhIbjVC8ULjxqcuzx7z5x8Ih+drqVxNhRQf725QXc+alDfWN6KEkKzshXKOix0/quYFZfnZliMtpFRSqT0O17Lzk89vjK0w6IPU43bp3dfc2kiYedc3AT4aSw74m1IV67ahGLDhjPnGgd3zi5r1D4+OGTRkSA+kZIfHVRZkvAQiVS6d4NMK+5jmDZ0H/6s+ZHXevLD8+cRTAhLHekayWVBdLfZYESYf6kCKu+e5Krn+nmjT0nWjv4QRmSqzAcaycnZkKyVp3IVaf3D0pI1NTTkRy9mAuZDEVyKROACWkUsNNnT2BB0kohWSgnBxE98IUj+9wbqRgJl+WICQkRmS4id4rIz0TkjJH6XIcZE9M7KD+VoMn6gepgGa9euWjI77/6gzP4zQXZafzNaUw35aUlnD7bWtp/6n0j/zs4yYUjyf4T3HOWu6lInrD/Xv3aLsmiWNxVpx8w+EFYUUhH75fe3zG6qr+w6RkggqO8tISaUBmXu2h+SV4NTE7IJ3rm0mNivpI/fuZQrj1jJgCvXbWIR9P4UESk34QvwPmHT4qtpE+d2dfElSxEErnBDoePhC3lca9RwdiOgm6T0VlF5BYR2SgiK5PaF4nI6yKySkSWDHKaE4EbjDGfAc4dYn+HzJFTU9v7opEwS07cL6dzu6nNjRQiwpprTubJJUcPeqyzU1kiY7LQGgGW/efClO0zG2qYPKaKNdeczKUnTsvqnCPJ2Qe7t3rK1Yozu7GWk2eMH/zALElVpfQjBzWmPHbKmP5JmIkrkas/OHS/V6oVzdSxVf3anJ0WAyK89M3j+fC81H3Nld9feAh/+PShsed71QRpqre+/9ymCGfanxssC6RNiE31k5eIcPmp0/n6SdZ1f+KM8X18fqlWM9/9wAzOmh+N+UwObKoD4NKT9qOrd3iSCTMVPbcCfVRPEQkAN2JN/tOBs+zVwgwRWZr0Nxa4DVgsItcC9e59hdz42UcPREQ4ZebQb7qLFrhbmnckGT8qOGh5jlSrhn33qmbfcdU5f75zsw3G54+ZGns8kKkiF56/7Li0rx011V0zmDPBDYXSEuG8w5vd64xNT4rQ4lT9DJRIP4EydWxVn0z1RJPkh+c1pFQqvnjsPimFXSqb/okpjvut7b8ariis+ZMi3Hj2gRw8uZ76FKubgXCcygMpBAOtFNK9fvbB0T4C2Pl9xlYH+c7pQxfMA/Yjk4OMMY8BySUx5wOrjDGrjTGdwB3AacaYFcaYU5L+Ntp/FwNLgLRlHEXkQhF5TkSe6+wcvtLDlyzcm2cuPSa29D8wWtfvmMe/upA/fuawAc/z4XkNHDJ56KFsr397EQ9/8SgADp088rKzpET6mAkuO6X/kj3dxXxPguMumVmNtVx1mjsJbyfN2IsvHrdP7PlhU4bHbzGQ32fRAeNjS/xMOWNuQ0ptUOhf+iNRCKZj6WePAGBiXci1/UUSSZV+kmrCfvO7J/XLVRnI0RsoKWFSgjLgPP78sVO5aGHqSKBkUm2l2lRfyZNLjubaM2dmdI5sufNTh/YpkZINH5rbwOF71/PFY63rNqWxbJDfcDAhArDkxP346TkHcuiUeo50WZGJ9SOH904EEjOjWuy2lIhIs4jcDPwauDbdccaYm40x84wx88rL3XPWJvKTs+fwlRP2Za8EJ1OyZjahJkhjJMyMiTUpl9YAf/nCkXz/jFn9wihnDZKgFS4P8MMzZ/HE1xZSURpg6rhq1lxzMr++YD5fPylu+hoObTEdf7roML7zgQP4wJy0P2E/gmUBjkjjaG6oC8W0r+pgf7v/t08/gCszFCLjRvV1Bg7mzBsuMg2LPHiSpTQcP31cynyLqUkrsCUn7pfRdzpgYg03nDWnTwizm47LdNe5w28uOJjHv2qZDZMF9UAT2rTx1dx87lx+8bF53PLxedx87tys+zYqWMYjX34fdeG++QsTa0NpTTz5pDpYxm8/cUi/ldgTX4ubXQdzjmfiPK8oDXBS0iprYgqzYS7kIiRSfYW016wxZo0x5kJjzDnGmNTVyoaZy0+ZTnVFKafM7H+zpwtbKy8t4ZEvL0j5mrMXbnKo/SeOHNgBa4ylaTTU9Z1AygIlnDbbmqTHVFfwJVt7Thcx4SZzonWcc3BTvyKHAN220zBV3kA6h6IQv0AOT6H5nzpzAuce2pxR35xJ4LTZEzhpRn/naiFwRUKZEKeCbYkIS1L4WS47ZXqfSJZkk8tj/7mQ5f91LA998Si+/6G+WvKpsyZQWVGKuy5rCxHhzxcfntZPdcTU0bFaZJ953+ArACck9fjpe1EbLueYaeM4er9x1IYT9q4Y4HscO61v9eYpY6oKUiBkQ0NdOOZgHoq5KR/kIiRagERPUQOQXSrzCHP+EZNYccUJaV//dAYXfiLOEjt5JZHut3360sGdxIlUB8v4wZmzuPui9GYdt6mqKOX+zx3ZJ6qlx3aIpTIppBMSgxaIy/D6H11VzueOsfpy3eI5/PSc7LXQ4eD8w/smNn3ssGbACmJwKsXWVZan3JsgWFYy4AogWh+mvqqCfcZV8+E0juMx9iptXlN/M2kuzG6szUgTLSmRfuXc37fvGI6fPo6HbPOpw0Bz3ZSxlcxsqOGWj89j33HVsYSxV648gZs+Whi/9XAxmAwoEBmRU+2mZ4GpIjIJWAcsBs52pVd5IjF3IN1NfPdFh/HBn1rlrJ0ojOS5M11poUxKiSdfF2fMbRj0PW4zfcIopk8YxU8eXQVga64wN4XfxnF2NtSFaNlm7SP+kXmNfP3kabEdxFLtoDZQfsLigxpjNZ6+dNy+eQlTHYyvnLAPL7Vs77O7mhOZsqe7h6OmjmFuUx2Pvm7tr3BQcx3PrrGOLRHpY9MfymQQrQ/z8BePGrTU+0hSFijh5nPjQQXOVxzo+1WUBrj3EsvXkhgWO9hv/tcvvW/oHR1BDrH9jImOfOd+GGylkG0yoyO050RreSqrdw5MRnefiNwOLABGi0gL8E1jzC9E5BLgQSAA3GKMeXmA03iCAybUsOo7J7JrTw+l9rJRRHj1ykV8+Q8vcv+Kd3OyExdiPb/xNSGWfvYIpo7rH4a495gqlr+9jdpwGS3b2tl7bBXXfGgGIjLg5JDpxO/mFp1uEi4v5Y+fOSxlRd2K0kB8oysTP96hRKSPIhEsC6TNIxmIZN/GcPH0pUcPmKeQDucdA5mUssW5piorisPsNKE2NGKlbOoqy7nvc0cwZUwVN57j3nkzjW46yxgz3hhTZoxpMMb8wm6/3xizjzFmijHmO+51Kz8k3rjfTpMYJAKlgRJqkhxoofJATDNIV369UJaPQ+GAiTUp7cFXnLY/v/vEwezt7Ma2YEo/DcgZjj9fnL3ZzM3Es3ySOCSCZdYBuP6sOYyuqkgZ4lkojK8J9fOfQeZekWK+7ocD535It5LIJngkmf0n1Lge2OGbshyZ4Eztnz9mKsdMSx17PdD1/qXj9mFWQ02f7VIT6xI59Zc+eODQL4JCI1gW4LC9R8cEQ6J8nD7emuBPsaOCZjfWcs0HZ2R8E3z9pP1ik2mhUlVRmlHOQ+K4iMCPF8/m3ksO5/1ZFpIrJCoGKxlhf+nhkBEFvA3OoMRWWGkG5gdnzsqpIoLbFJ6xN584F/UAV/VAdsLJY6q4x7avOnz9pGnc/NhqwBISK751fEHa2FNRFy5j2+6uwQ8k9UQQrQ/3W2ovnh9lcYa1n6oqhl6ueaT41zePH/iAVHkSIoTLS1PW/ikmUjnlU+FmoUAvLEoGE56BEkmZF5IvimO2GiEGsqHWV5azZVdnVhdpqgifXOrUjzTLvrKQts7uEf/cYjJPlAwWzF7EGu9gVAxSJNLDXz0nfvfJQ7jz2bUZVZotBFRIJDBQNMbdFx3GM6u3DD4p2Pz54sMLriR3ttSEy/r5XhTF4ZcfP4j3Xbts0OPcnArzKXie+NpCtme4sh6IQybXx6KeigEVEgk4kTSpLuqm+sqM6wwBQ7alF4dukR43b+JCjWzKioQfdE60dsBdDm+7YD472kd+5TZUBrsfhtNvkI8ro6EuTIO7aSlFgQqJBA6ZXM+Nj77JQZOKY1vBgqLYpdtwkTCb3XbBwWzc0ZH20HSViosdN82HepmNPBrdlMCRU8fwypUnFNVSsFBwyonMdTkD2EtUVZQyeUz/XBOvki4UXCkuVEgkke/Io2K9rd63zxjWXHOyKxnAlfZvUIh1ekalKFY4ID5WfT97tFXZNt/3lJIb+uspBceXjt+Husry2I51hcQjX17A5rY9+e5GUfDJoybzyWHa9VFXKSOHriSUgiNcXsrFC/eOlT0pJMZUVzBt/Kh8d8O3XHHaAYyvCTK2urgjB4sJXUkoilI0HDd93LDtRKekRoVEgeFjE7ai9KOrq4uWlhY6OtJHhfmZYDBIQ0MDZWXDl8+kQmIEOGNuA+8NEPqoFA6/v/AQTSAsIFpaWqiurqa5udnV8h5ewBjDli1baGlpYdKkSYO/YYiokBgBfnDmrHx3QcmQg10Ofz4wWseY6go+l8Ee1kp/Ojo6VECkQUSor69n06ZNw/o5KiQUZRipCZXx7DeOzekc915yOKE87es9GJ8/ZirXPfLGsH6GCoj0jMTYFF74iKIofZjZUDtiGwxlizqRvY8KCUVRFCUtKiQURVGypKrKP+VV1CdRYDg15kdXVeS5J4pSWFzxfy/zyvodrp5z+oRRfPPU/V09p1t0d3dTWhqfont6eggERt43pSuJAqO+qoJrz5jJr847KN9dUZRBmTZ+FB86sIHrz5qd764MG6effjpz585l//335+abb461f/nLX+bAAw/kmGOOiUUYXX/99UyfPp2ZM2eyePHitOfctWsX559/PgcddBBz5szhnnvuAeDWW2/lzDPP5NRTT+X4449n2bJlLFy4kLPPPpsZM2YM7xdNhzGmYP/qm/YzijLcNH1tqWn62tJ8d0NJwSuvvJLvLpgtW7YYY4zZvXu32X///c3mzZsNYH7zm98YY4y54oorzMUXX2yMMWb8+PGmo6PDGGPMtm3b0p7z0ksvNbfddlvsuKlTp5q2tjbzy1/+0kycODH2mY8++qgJh8Nm9erVac+VaoyA54xL87CuJBRFUQbg+uuvZ9asWRxyyCGsXbuWN954g5KSEj7ykY8A8NGPfpQnnngCgJkzZ3LOOefwm9/8po+pKJmHHnqIa665htmzZ7NgwQI6Ojp45513ADjuuOOIROJ72syfP39Yk+UGQ4WEoihKGpYtW8Zf//pXnn76aV566SXmzJmTskSIk69w3333cfHFF7N8+XLmzp1Ld3fqnQaNMfzxj3/kxRdf5MUXX+Sdd95h2rRpAFRW9i23n/x8pFEhoSiKkobW1lbq6uoIh8O89tprPPPMMwD09vZy1113AfC73/2OI444gt7eXtauXcvChQv5/ve/z/bt22lra0t53hNOOIEbbrghVvL8hRdeGJkvNAQ0uklRFCUNixYt4qabbmLmzJnsu+++HHLIIYCl3b/88svMnTuXmpoafv/739PT08NHP/pRWltbMcbwxS9+kdra1HvdX3bZZXzhC19g5syZGGNobm5m6dKlI/nVMkYcSVaIjG6eZjaveTXf3VA8zu/+8Q7TxlczJ6pbrxYar776aswMo6Qm1RiJyHJjzDw3zq8rCcX3nH1wNN9dUJSCRYWEoijKMPHLX/6S6667rk/b4Ycfzo033pinHmWPCglFUQoaY0zRVoI977zzOO+884bt/CPhLtDoJkVRCpZgMMiWLVtGZDIsNoy96VAwOLz7fetKQlGUgqWhoYGWlpZh31inWHG2Lx1OVEgoilKwlJWV5TXbWFFzk6IoijIAKiQURVGUtKiQUBRFUdJS0BnXIrITeD3f/SgQRgOb892JAkHHIo6ORRwdizj7GmNc2Ri90B3Xr7uVWl7siMhzOhYWOhZxdCzi6FjEEZHn3DqXmpsURVGUtKiQUBRFUdJS6ELi5sEP8Q06FnF0LOLoWMTRsYjj2lgUtONaURRFyS+FvpJQFEVR8ogKCUVRFCUtBSkkRGSRiLwuIqtEZEm++zMciMgtIrJRRFYmtEVE5GERecP+X2e3i4hcb4/Hv0TkwIT3fMw+/g0R+Vg+vkuuiEijiDwqIq+KyMsi8nm73XfjISJBEfmniLxkj8UVdvskEfmH/b1+LyLldnuF/XyV/XpzwrkutdtfF5ET8vONckdEAiLygogstZ/7cixEZI2IrBCRF50Q1xG5R4wxBfUHBIA3gclAOfASMD3f/RqG73kUcCCwMqHt+8AS+/ES4Hv245OABwABDgH+YbdHgNX2/zr7cV2+v9sQxmI8cKD9uBr4NzDdj+Nhf6cq+3EZ8A/7O94JLLbbbwI+Yz++CLjJfrwY+L39eLp971QAk+x7KpDv7zfEMfkS8Dtgqf3cl2MBrAFGJ7UN+z1SiCuJ+cAqY8xqY0wncAdwWp775DrGmMeArUnNpwG/sh//Cjg9of3XxuIZoFZExgMnAA8bY7YaY7YBDwOLhr/37mKM2WCMed5+vBN4FZiID8fD/k5t9tMy+88ARwN32e3JY+GM0V3AMWLt0HMacIcxZo8x5i1gFda9VVSISANwMvBz+7ng07FIw7DfI4UoJCYCaxOet9htfmCcMWYDWBMnMNZuTzcmnhsr20QwB0uD9uV42OaVF4GNWDfxm8B2Y0y3fUji94p9Z/v1VqAej4wF8GPgq0Cv/bwe/46FAR4SkeUicqHdNuz3SCGW5Ui1T6Hf43TTjYmnxkpEqoA/Al8wxuwYYMtKT4+HMaYHmC0itcCfgGmpDrP/e3YsROQUYKMxZrmILHCaUxzq+bGwOdwYs15ExgIPi8hrAxzr2lgU4kqiBWhMeN4ArM9TX0aa9+wlIfb/jXZ7ujHxzFiJSBmWgPitMeZuu9m34wFgjNkOLMOyKdeKiKPUJX6v2He2X6/BMmN6YSwOB94vImuwzM5HY60s/DgWGGPW2/83YikP8xmBe6QQhcSzwFQ7gqEcywF1b577NFLcCzjRBh8D7kloP9eOWDgEaLWXlg8Cx4tInR3VcLzdVlTYduNfAK8aY/474SXfjYeIjLFXEIhICDgWy0fzKHCGfVjyWDhjdAbwN2N5KO8FFtsRP5OAqcA/R+ZbuIMx5lJjTIMxphlrHvibMeYcfDgWIlIpItXOY6xreyUjcY/k22Ofxot/ElaEy5vAN/Ldn2H6jrcDG4AuLOl+AZb99BHgDft/xD5WgBvt8VgBzEs4z/lYjrhVwHn5/l5DHIsjsJa8/wJetP9O8uN4ADOBF+yxWAlcbrdPxprYVgF/ACrs9qD9fJX9+uSEc33DHqPXgRPz/d1yHJcFxKObfDcW9nd+yf572ZkXR+Ie0bIciqIoSloK0dykKIqiFAgqJBRFUZS0qJBQFEVR0qJCQlEURUmLCglFURQlLSokFM8jIrUicpH9eIKI3DXYe3L4rNkictJwnV9RRhoVEoofqMWqEIoxZr0x5oxBjs+F2Vg5HoriCTRPQvE8IuJUEn4dK+lomjHmABH5OFbVzABwAPBDrPL0/wHsAU4yxmwVkSlYiUljgN3AJ40xr4nImcA3gR6sYnLHYiUohYB1wNXAUuAGYAZWrbRvGWPusT/7A8TLV//OGHPFMA+FomRNIRb4UxS3WQIcYIyZbVeZXZrw2gFYVWeDWBP814wxc0TkR8C5WLWCbgY+bYx5Q0QOBn6KVUfocuAEY8w6Eak1xnSKyOVY2a2XAIjId7HKQ5xvl9v4p4j81f7s+fbn7waeFZH7jDHPDedAKEq2qJBQ/M6jxtrDYqeItAL/Z7evAGbalWkPA/6QUJW2wv7/JHCriNwJ3E1qjscqUvcV+3kQiNqPHzbGbAEQkbuxypOokFAKChUSit/Zk/C4N+F5L9b9UYK1f8Hs5DcaYz5tryxOBl4UkX7HYNXQ+ZAx5vU+jdb7km29avtVCg51XCt+YCfWtqhZY4zZAbxl+x+cvYNn2Y+nGGP+YYy5HNiMVYI5+bMeBD5rV7pFROYkvHacvUdxCMs38uRQ+qgow4kKCcXz2CadJ0VkJXDtEE5xDnCBiDgVOJ3tdK8Va2P6lcBjWBU6HwWmi7VZ/UeAq7C2IP2XfdxVCed9ArgNq+rtH9UfoRQiGt2kKHnAjm6KObgVpVDRlYSiKIqSFl1JKIqiKGnRlYSiKIqSFhUSiqIoSlpUSCiKoihpUSGhKIqipEWFhKIoipKW/wcBOHIZrHJHCQAAAABJRU5ErkJggg==\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','abs_err']].groupby(['run','experiment_index']).plot(x='timestep', y='abs_err', logy=True)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/anaconda3/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
]
},
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x1a30378320>"
]
},
"execution_count": 25,
"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\"])"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x1a36463fd0>"
]
},
"execution_count": 26,
"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==\"ramp\"])"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x1a316720f0>"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
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eWF/D+dMqE3ptIhGJj+BVFuCnfz2Q7FIkCgqvOHl442FaOv1aI00kTVWVFrB0aiX3rztEe1fP4C+QpFJ4xUEg4Lj7+X3MqC5h5ujUWT1eRGLztgVjOdXezW826SrLqU7hFQd/2HKM12pbuXzhuIxcgUAkW8wdW8b0USX831N76O4JJLscGYDCa5h6Ao7b/7SLiRVFLJ9elexyRGQYzIz3LJ7Iofp2Hnq5JtnlyAAUXsP0u81H2HOihfecN1Grq4tkgHMnjWRmdQnfeXI3XX51X6lK4TUM/p4A//On3UyuLGbZtMpklyMicWBmrF48iSOnOvjl+kPJLkf6ofAahrue38++ulau0UnJIhnl7IkjmDu2jG/9cScnWzqTXY5EoPAaov11rXzzjztZMqWCxRm6erxItjIzPnzhNFo6/Nz26LZklyMRKLyGIBBwfP6hzeTmGDe/eZpmGIpkoIkVxbzr3Ak88soR/rTteLLLkT4UXkPw/adfY+2+et57/hRdOlwkg115zngmVxZz68ObqWnQslGpROEVo99sPMw3Ht/JBTOqeOscLeApkslyfTl88pKZtHf1cOOdL3GqrTvZJUmIwisGf9l5gs898Arzx5Xz0bfM0HChSBaYWFHMZy6bzYGTbfztveto6lCApQKFVxScc/zfU3v48N3rmFhRxGcum62L/YlkkfnjR/D3fzODlw80cNV3n2f38eZkl5T1zLkhXuI1NcX9h9ly+BT/9dgOnt1dx/IZVdxy0XQK83TtKJFstP1oU/Dk5Z4AH3/rTG66YColBXG/LKKGdKKg8IrgVFs3T+44zu83H+XJHScoLchl9eKJrJw/RkOFIlmuvrWLO5/bx8sHG6gsyeeaxRNZuWAs504aGa9VdvQhE4WsD6+1e0/y7O466tu6ONHUyc5jTRxqaAegsiSfv5lTzTvOGkdxvi46LSKv2328mV9vOszmmlP0BBxF+T5mjy5lenUpFcX5VJbk8eELpw/lKt8KryhkfXh97y97+O8/7qK8KJeRxflMqSxmWnUJS6ZUMHtsmVbOEJEBtXT4WbvvJDuONbO3tpXjTR2cau+mrauHHf+2aiiHGfShE4WMCi8zewwYFefdjgLq4rxPL6leb6le76VbzfGut845tyqO+8tIGRVeXjCz9c65JcmuI1qq11uq13vpVnO61ZspNN9bRETSjsJLRETSjsJrcHcku4AYqV5vqV7vpVvN6VZvRtAxLxERSTvqvEREJO0ovEREJO0ovEREJO0ovEREJO1kVHitWrXKEVwiSl/60pe+0vUrahn4mRe1jAqvurp0WlFGRGR4svkzL6PCS0REsoPCS0RE0o7CS0RE0o7CS0RE0o7CS0RE0o7CS0RE0o7CS0RE0o7CS0RE0o7CS0RE0o7CS0RE0o7CS0RE0o7CS0QkTbV19SS7hKTJTXYBqeBYiz/ZJYhIBhpb6u1HbE1Dm6f7T2XqvERE0lRPIKariGQUhZeISJrqCbisDTCFl4hImnJk79Ch5+FlZqvMbKeZ7TGzWyM8f7GZbTAzv5mt7vPcZDP7o5ltN7NtZjbV63pFRNLJ9qPNyS4hKTwNLzPzAd8DLgfmAzeY2fw+mx0EbgJ+HmEX9wLfcM7NA5YBJ7yrVkQkvRjwwmvZeTVlrzuvZcAe59xe51wXcD9wVfgGzrn9zrnNQCD88VDI5Trnnght1+Kcy87+WEQkgqJ8H09sO45z2Xfcy+vwmgAcCrtfE3osGrOBRjN72Mw2mtk3Qp3cG5jZLWa23szW19bWxqFkEZHUFf6ZZ90dHD3VwZPbs29QyuvwsgiPRfsnQi5wEfA5YCkwneDw4ht35twdzrklzrkl1dXVQ61TRCQthH/mja4ayZjyAm7/066s6768Dq8aYFLY/YnAkRheuzE05OgHfgOcF+f6RETSlgHvOncCW480cc8L+5NdTkJ5HV7rgFlmNs3M8oHrgUdieG2FmfW2U5cA2zyoUUQkbV00q5rzJo/k33+/nY0HG5JdTsJ4Gl6hjukTwOPAduBXzrmtZvZVM7sSwMyWmlkNcA3wQzPbGnptD8EhwyfN7FWCf2T8yMt6RUTSTY4Zf/+WmVSU5HPLvS+z41hTsktKCMukcdIlS5a49evXx/w6rW0okjk2He0Y8PlF4woTVMmQ1zaMNFcgonlnLXJ3/uZJAA7Vt/Gfj+3A3xPgzpuWsmRq5VDeO9mi/tm1woaIpLVNRzve8BXL9plkUmUxX3nnAkoKcnnfj9fyi5cOZvQkDoWXiKSleARQpoVYdVkBX3nnAmaOLuULD7/KjXe+xNFT7ckuyxMKLxFJK14ETiaFWHlRHl98+zxufvNU1u6rZ+Xtz3Dfi/vp7gkM+tp0out5iUjaGCxgNh4dvMs4d1zRgPtP5DExr+SYsXL+WM6ZOJI7ntnLv/x2K3c8s5fPrpzDleeMJycn6kNLKUudl4ikvIE6o41H209/RWOwbTOlAwMYU17Il94xj39+2xxycoxP/3ITl3/7WR7bciztL6WizktEUtpAoTUcva+P1IllSgcGYGacO7mCcyaN5K97T/LA+ho++tOXmVxZzIfePJVrlkyipCD9oiD9KhaRrBFrcG06NnjXtGjsG0OpvxDLpACD4FDiBTNGcf60Kl7aV88fthzlK49u41tP7OL6pZP44PKpTKosTnaZUVN4iUhKihRckUIrmsCKtH2kEMv0AAPw5RjLZ1SxfEYVu48384ctx/jJc/v48bP7ePPMUVy7dBIr54+hMO+MddBTisJLRFJONMHVX2htP9z/EknzJlSc8frwEIsUYJls1pgyZo0po65lMk/tPMHTu2r5h19spLwwl6vPncC1SyaxcMKIZJcZkcJLRFLKUIJroMCKtF3fEOvbhfWtJ9O6r75GlRawevEk3n3eRLYeaeKpnSf4xUsHuffFA8wbV8a1SyZx9aIJVJTkJ7vU0xReIpIyYg2uSKHVeHDHGY+NnDz3Dfe3H27oN8CyrfsKl2PGWRNGcNaEEbR0+nnhtTqe3lXLbY9u42trtrNy/liuWTKRi2ZV40vydHuFl4ikrFiCK1JoRXquN8j6BthAsqH76qu0IJeV88eycv5YDpxs5aldtTyzu5bfv3qUseWFrF48kWuWTGRKVUlS6tPCvGhhXpFU0Lfrija4+gutjv2bACicuuiM58I7sfAACx8+7Nt9DSW8ErkwbyJ09wTYcKCBp3bVsrmmkYCDN02r5Jolk7j8rLEU5w+7H4r6Z1fnJSJJN9iJwdEEV29Y9RX+eG+QNR7cMaQOLNvl+XI4f3oV50+v4mRLJ8/uruPpXSf47AOv8OVHtnDlOeN5/5umsGC895M8tMKGiCTVYMe5hhNcfYVvF6ljC3+vMzq/DFp5Ix6qSgu4+twJ/Pe1i/jyFfNZPLmChzcc5h3feY5rf/Aij205it/D9RTVeYlI0gw3uPqGVvu+jRHfp2jauadvd+zfdMZQorqvoTMz5o0rZ964cj6w3M9TO0/wxLbjfPSnG5gwsogPLp/CDedPprwwL67vq85LRFJGfytnDCe4BnpuoEkeErvSglyuOHs8t1+7iM9cOpsRRXn8vz/s4OKv/4WfPLePTn9P3N5L4SUiSRHLca5ekcKmfd/GAYMrfLte0Q4zytDk5BhLp1XyL1fM5z+uXsikimL+7XfbWPGtp/ntpsME4rAosMJLRBJuKMOFkY5xRRNaklzTq0v54tvn8YXL5+LLMT51/ybe/5O1NLR2DWu/Ci8RSbpohgt7DdQ1dRzYdPpLUsvZE0fytXedxd9eOI11++t55/8+x7YjTUPen8JLRBIqnsOF4foGlgIs9eSYsWLeGL58xQLaunt4z/dfYP3++qHtK861iYj0a6izC3v1ey5XP0GlAEtNM0eX8h9XL6SsMJcvPPwq3UOYUq/wEpGEiPYSJ31F03UVTjlzFY0BH4+w6oYk1sjifD7wpinsPtHCfS8eiPn1Ci8RSQlD7bp69Q2q/oIrXO8qG5HO8YrH8lAysMVTKpgwsohnd9fG/FqFl4h4Lh6raERjoMAKP1G5PwNdGkXiz8zIz80hx2JfoV4rbIiIp4Y6XDhUkQIsPLh6hwz7XiZFEq+ju4e65k4WTRoZ82vVeYmIZ4Zzfa6hrF0YSaTgCqchw+R5bOsxmjv9fGD5lJhfq/ASEU+kwkK2/Q0VRuq6NGSYWDUNbTz6yhEumVPNeZNjX1dS4SUiCRPrVZH7E83xq74dV6Thwt6ua6DreEn8NbZ18fXHd1Kc7+O2qxYOaR865iUicRfrcGFf0UzUKJp27hlT5iOFWvhQYX8XoRyIhgzjq7Gti/96bActHX5+9XfLmVRZPKT9KLxEJK6GMkEjlq4r3GAdWDTBpa4rcY42tvOfj+2guaObH3xgCWdNHPpFKxVeIhI30R7nGqjriqRw6qKYJm30nZgx1OBS1xU/u483840/7iTPl8Mvblk+pBmG4RReIhIX/QXXYMOFfbuu/oYMowmwSLMJFVzJt/5APf/75z2MLS/k3g8tY+qokmHvU+ElIsMWbXANV98AG2iZp74zCvsLrkgUXPHzp+3Huev5fSwcP4I7b17KqNKCuOxX4SUiwxJLcA3WdUVjsHUJBwotODO4dJzLG845Hni5hl9vPMwlc6r57vvOozg/fpGj8BKRhIhHcA0k0rlbQwkudV3D5w8E+PGz+3h6Vy03LJvEv121kFxffM/M8vw8LzNbZWY7zWyPmd0a4fmLzWyDmfnNbHWE58vN7LCZfdfrWkUkNkM9zhVPIyfPjdht9R0m7HuMS8HljS5/gNuf2MXTu2r5x0tn87V3nRX34AKPOy8z8wHfAy4DaoB1ZvaIc25b2GYHgZuAz/Wzm38DnvayThGJ3XCOcw3UdY2cPHfQ87z6W5cw0rlb0Q4TKriGr6O7h289sZOth5v496sX8v43xb7sU7S8HjZcBuxxzu0FMLP7gauA0+HlnNsfeu6Mq5GZ2WJgDPAYsMTjWkUkSsM5zhWNSAE22EK6gw0RgoLLS13+AF9/fAc7jzXzrWvP4d3nTfT0/bwOrwnAobD7NcD50bzQzHKAbwEfAFYMsN0twC0AkydPHnKhIhKd4QZXtMe6ol31PZpuCzLn+Fb4Z96Y8d4GRLT8gQD/8+Qudhxt5ts3nMuV54z3/D29Dq9IF2lxUb72Y8Aa59whG+BaL865O4A7AJYsWRLtvkVkCLzuuGIxnNCC9AwueONn3ryzFiX9M885xx3P7GXjwUb+/eqFCQku8D68aoBJYfcnAkeifO1y4CIz+xhQCuSbWYtz7oxJHyLivXisEh+PGYb9rUmYDcGVita8eoxnd9fx6UtneXqMqy+vw2sdMMvMpgGHgeuB90bzQufc+3pvm9lNwBIFl0hyDBRcieq64hFaoOCKpy2HT/Hzlw6wasEYPrViVkLf29Op8s45P/AJ4HFgO/Ar59xWM/uqmV0JYGZLzawGuAb4oZlt9bImEYmfWIJrOF2Xgiv1tHT6+f7TrzFtVAnfvHYRAx3e8YLnJyk759YAa/o89uWw2+sIDicOtI+7gbs9KE9EBpHM41yxhBZomDCR7nlhP03t3dxz8zJKCxK/3oVW2BCRfiVqzcK+BrrWlrqt5Ntc08hze+r41IpZw7qsyXAovEQkoliDa6CuK9ohw1hDCxRcieYPBLjvrweYXFnMx946I2l1KLxE5AzxDK5oxTO4FFre+cuOE9Q0tPOjDy6hINeXtDoUXiLyBrFOiR9ucA0UWqBhwlTS3RPgt5uOsHhyBZfOG53UWhReInJarFPiozVvQsUbhg4HCyzQMGEqemZ3LSdbu7j9usTPLuxL4SUiwNCCK5auK5rA6qXgSj3OOR7fcowF48u5aNaoZJej8BIR74MrFjq+lZq2HW3iUEM7X18xK+ldFyi8RLJeqgSXuq3U9pedtZQX5iZs7cLBeH4xShFJXQouiUZ7Vw/r9tdzxTnjKcxL3gzDcAovETmD1ychh1Nwpb4NBxvo8gd497kTkl3KaRo2FMlSQ1klPp5dV3+hBQquVPPygQZGleZz3uToJ914TZ2XSBZK9nChgit9+HsCvFLTyKXzxpCTk/yJGr3UeYlkmVQNLoVWatp+rJm2rh4unTcm2aWZCzL3AAAgAElEQVS8gTovkSyi4JJYbTjQQGFeDm+emfxzu8IpvESyhFerZ0RLwZWeth49xdKplRTlp8Ysw14aNhTJAkMNrnh0XTq+lb6aOro5VN/O9UsnJ7uUM6jzEslwCi4Zqp3HmgE4f1plkis5k8JLJIMpuGQ4th9toiA3J2kXnByIwkskQym4ZLh2H29m0aSRSb1uV390zEskAw3lBOR4GGpogYIr1fgDAQ7Ut/HWucm9bld/1HmJZJjBgsurrkvBlVlqGtrp7nEsnJB6Q4ag8BLJKAouiZd9ta0AnJWi4aVhQ5EMkW7BpdBKbftOtlJS4GNqVUmyS4lI4SWSBbw4CXmg0AIFV7qraWhjzpiylFrPMJyGDUUywHBWzxhK16XgynxHGjuYObo02WX0S+ElkuYUXBJvLR1+TrV3K7xExBsKLvHC4cbgvx2Fl4jEnYJLvHI6vKrLklxJ/zRhQyQNJXKF+MFCCxRcmeZIYzsFuTlMqBj4NIdkUniJpJnhBlcsXddwui1QcKWro6famTaqBF+KzjQEDRuKpJXhLvuk4JJo1LV0MqmyONllDEjhJZImhnMSMii4JDrOOWqbu5iYwkOGoGFDkbQw3OCK1nCPb4GCK921dPpp7+5hYoU6LxEZhngEVzRdl4JLAGqbOwFSvvNSeImkMAWXJFpti8JLRIZBwSXJ8HrnleXDhma2ysx2mtkeM7s1wvMXm9kGM/Ob2eqwxxeZ2YtmttXMNpvZdV7XKpIqEnGMa9HYQgWXnKG+tYuifB8jivKSXcqAPA0vM/MB3wMuB+YDN5jZ/D6bHQRuAn7e5/E24IPOuQXAKuB/zGykl/WKpIJ4BddAXVc0oQUKrmzU2N7N6LKCZJcxKK9nGy4D9jjn9gKY2f3AVcC23g2cc/tDzwXCX+ic2xV2+4iZnQCqgUaPaxZJGgWXJNuptm6q0yC8vB42nAAcCrtfE3osJma2DMgHXovw3C1mtt7M1tfW1g65UJFkS9RQYTQUXKkr/DOvof5k3Pd/Kk06L6/DK9LaIi6mHZiNA+4DbnbOBfo+75y7wzm3xDm3pLq6eohliiSX18EV7fEtUHCluvDPvIrKqrjvv7G9i+rS1A8vr4cNa4BJYfcnAkeifbGZlQO/B77knPtrnGsTSQtDCa5FYwvZdKwj6sDqpQV2s1uXP0BrZ4+GDYF1wCwzm2Zm+cD1wCPRvDC0/a+Be51zD3hYo0hSxXOF+E3HOk4f71JwSaxOtXcDpEV4edp5Oef8ZvYJ4HHAB9zpnNtqZl8F1jvnHjGzpQRDqgJ4p5ndFppheC1wMVBlZjeFdnmTc26TlzWLJFK8L20Sa2CBhgnldafauwCFFwDOuTXAmj6PfTns9jqCw4l9X/dT4Kde1yeSLMNdIT4eFFwSrrEt1HmVpv7/d62wIZIEiVpodyAKLumrqcMPQEVJap+gDAovkYRTcEmqau0MhtfI4vwkVzI4hZdIAim4JJW1dvnxmVGS70t2KYNSeIkkiIJLUl1rp5/yolzMIp2im1oUXiIJoOCSdNDS6U/5BXl7KbxEPKbgknTR2tmTFse7QOEl4ikFl6STti51XiJZT8El6aa1s0fhJZLNFFySjlp1zEskeym4JB0552jr7qG00POFl+JC4SUSRwouSVf+gKMn4CgtUHiJZBUFl6Szju4eAIryUv8EZVB4icSFgkvSXac/eK3fkgKFl0hWUHBJJujtvIrzNWwokvEUXJIpOrqDnVdxGqxrCAovkSFTcEkm6fRnaOdlZsVm9i9m9qPQ/VlmdoV3pYmkLgWXZJrezisTj3ndBXQCy0P3a4B/j3tFIilOwSWZ6PXOK/PCa4Zz7utAN4Bzrh1I/XXzReJIwSWZqis027AgN/PCq8vMigAHYGYzCHZiIllhsOBKBAWXeMUfcADk56bHVIhYjsz9K/AYMMnMfga8GbjJi6JEUk00weV116XgEi/5e4LhlefLsPByzj1hZhuANxEcLvyUc67Os8pEUoSCS7KBPxAcNkyXziuW2YbvAvzOud87534H+M3sau9KE0k+BZdki95hwzxfekxliCVi/9U5d6r3jnOukeBQokhGUnBJNjk9bJiTYZ1XP9umx9lsIjFScEm28QcC5OYYOTmZ13mtN7P/NrMZZjbdzG4HXvaqMJFkUXBJNvL3uLSZrAGxhdcngS7gl8ADQAfwcS+KEkkWBZdkK3/AkZebHl0XxDbbsBW41cNaRJJKwSXZzN8TID+NOq9Bw8vM/sc592kze5TQCcrhnHNXelKZSAIpuCTb+QPpNWwYTed1X+j7N70sRCRZFFwiEAg4ciyDhg2dcy+bmQ/4iHPu/QmoSSRhFFwiQQ5Io+yKbsKGc64HqDazfI/rEUkYBZfI6xzptdJ6LOdp7QeeN7NHgNbeB51z/x3vokRSgYJLsopzWBq1XrGE15HQVw5Q5k05IomR7EubKLgk1aTbsGEsU+VvAzCz8uBd1+xZVSIeUnCJnCndhg1jWZh3iZm9CmwGXjWzV8xssXelicSfgkukH460GjaMZVL/ncDHnHNTnXNTCa6ucddgLzKzVWa208z2mNkZJzmb2cVmtsHM/Ga2us9zN5rZ7tDXjTHUKnIGBZdI/xwuMzsvoNk592zvHefcc8CAQ4ehKfbfAy4H5gM3mNn8PpsdJHhRy5/3eW0lwVXrzweWAf9qZhUx1CtymoJLZGDOZegxL+AlM/sh8AuCw6PXAU+Z2XkAzrkNEV6zDNjjnNsLYGb3A1cB23o3cM7tDz0X6PPatwFPOOfqQ88/AawKvb9I1BRcIpknlvBaFPre9xpeFxAMs0sivGYCcCjsfg3BTioakV47oe9GZnYLcAvA5MmTo9y1ZAsFl2Sa8M+8MeMnxm2/wdmG6dN6xTLb8K0DPW9mNzrn7un7cKRdRfmWUb3WOXcHcAfAkiVLot23ZAEFl2Si8M+8eWctit9nnsvQ2YZR+FSEx2qASWH3JxI8Vywaw3mtZDkFl0hsHC6tjnnFM7wi/djrgFlmNi20tNT1wCNR7u9xYKWZVYQmaqwMPSYyIAWXSOaLZ3hFGtLzA58gGDrbgV8557aa2VfN7EoAM1tqZjXANcAPzWxr6LX1wL8RDMB1wFd7J2+I9EfBJTI0ZkYgjQ68xDJhYzARG07n3BpgTZ/Hvhx2ex3BIcFIr72T4PllIoNScIkMXY4FL4uSLmJZYWPaII89H5eKRIZAwSUyPDlm9LgMDC/goQiPPdh7wzn3ieGXIxI7BZfI8OWY0ZNGndegw4ZmNhdYAIwws3eHPVUO6LdSkkrBJRIf6TZsGM0xrznAFcBI4J1hjzcDH/GiKJFoKLhE4ifdhg0HDS/n3G+B35rZcufciwmoSWRQCi6R+MrJMQJ9F+lLYbEc8zpkZr82sxNmdtzMHjKz+K1NIhIlBZdI/OUYadV5xRJedxE8wXg8wTUGHyWKS6KIxJOCS8Qb6TZhI5bwGu2cu8s55w993Q1Ue1SXyBkUXCLeyTEjkKGdV62Zvd/MfKGv9wMnvSpMJJyCS8RbOTmGP0M7rw8B1wLHQl+rQ4+JeErBJeK9PJ/R7U+fGRuxXBLlIHClh7WInEHBJZIY+b4c/AGHvydAri+ey956I5bloaab2aNmVhuacfhbM5vuZXGS3RRcIomTFwqszjTpvmKJ158DvwLGEZxx+ADwCy+KElFwiSRWfm4wDjq6e5JcSXRiCS9zzt0XNtvwp0R/VWSRqCm4RBIvP806r1guifIXM7sVuJ9gaF0H/N7MKuH09bdEhkXBJZIceWnWecUSXteFvv8dr3dcRnDGoQN0/EuGRcElkjzp1nnFMmz4eeAc59w0gitrvAK8xzk3zTmn4JJhUXCJJFeeL3g94XTpvGIJry8555rM7ELgMuBu4PueVCVZJdWDSyQb9E7YyMTOqzeO3wH8ILTafH78S5Jskg7Bpa5LskHvsGEmdl6HzeyHBFfZWGNmBTG+XuQNFFwiqeP1CRuZ13ldCzwOrHLONQKVwD95UpVkPAWXSGopyvMB0NblT3Il0Ylleag24OGw+0eBo14UJZkt2cEVDQWXZJve8GruSI/w0rCfJFQqBJdmFoqcqSg/GF4tnQovkTdQcImkrjxfDnk+U+clEk7BJZL6ivNzaensTnYZUVF4iecUXCLpoSjPp85LBBRcIumkKN9HS5qEVyxrG4pEbbDQAgWXSKopyvPRnCYTNhReEnep0G2BgkskVkX5PpradcxLspCCSyR9lRbk0tDWlewyoqLwkrhRcImkt7LCXBraunEu9a8zrPCSuFBwiaS/8sI8uvwB2rpSf3FehZcMm4JLJDOUFQanQdS3pv7QocJLhkXBJZI5ygvzAIWXZDgFl0hmUeclGc+L4Np0bPBzw/pScInET5k6r9eZ2Soz22lme8zs1gjPF5jZL0PPrzWzqaHH88zsHjN71cy2m9kXvK5VouNVx7VobGxBo+ASia/yInVeAJiZD/gecDkwH7jBzOb32ezDQINzbiZwO/BfocevAQqcc2cBi4G/6w02SZ54BtemYx2nv2Kl4BKJv6I8H7k5Rl1rZ7JLGZTXndcyYI9zbq9zrgu4H7iqzzZXAfeEbj8IrDAzAxxQYma5QBHQBTR5XK8MIF7BNdTA6qXgEvGGmTGyOI/aJoXXBOBQ2P2a0GMRt3HO+YFTQBXBIGsleLXmg8A3nXP1fd/AzG4xs/Vmtr62tjb+P4EA8Q0uLym4JNOFf+Y11J+M+/4rS/I51uTt72k8eB1eFuGxvqdu97fNMqAHGA9MAz5rZtPP2NC5O5xzS5xzS6qrq4dbr0SQSsE1UNel4JJsEP6ZV1FZFff9VxTnc+yUwqsGmBR2fyJwpL9tQkOEI4B64L3AY865bufcCeB5YInH9Uof8QiuwYYJo52ooeAS8V6FOi8A1gGzzGyameUD1wOP9NnmEeDG0O3VwJ9dcGGtg8AlFlQCvAnY4XG9EiZewTUQBZdIaqkszqetq4fmjtReXd7T8Aodw/oE8DiwHfiVc26rmX3VzK4MbfYToMrM9gCfAXqn038PKAW2EAzBu5xzm72sV16XiOCK1mATNEQkfipL8gE4nuLdl+fX83LOrQHW9Hnsy2G3OwhOi+/7upZIj4v3EhVc0XRdmlkoklhVofA63NjBzNFlSa6mf7oYpbzBcIMr2m5LwSWSmkaXB3+vDta3JbmSgSm85LSBgiuew4QKLpHUNbI4jzyfcSjFw0trGwqQuOCKhoJLJHlyzBhTXsiBk63JLmVACi9JaHAN1nUpuESSb3RZgYYNJbUNJ7hi7bYUXCLpYXRZIc/srsU5R3C1vtSjziuLKbhEJJIx5QW0dfVwMoVXl1d4ZSkFl4j0Z9yI4O/knhMtSa6kfwqvLLPpaEdCg2u4FFwiiTepshiAnceak1xJ/3TMK4sM5xyuoYbWcLouBZdIclQU51FakMvO46kbXuq8soSCS0SiZWZMqixK6c5L4ZUFFFwiEqtJFcXsPNZMcJ301KPwynCDHd/yIrgGo+ASSX2TKotp6fRzuDG66/UlmsIrgyVrYsZAXZeCSyQ9TA5N2th+NDWHDhVeGWqowTXYhSMHo+ASyQxTqorJMXjlUGOyS4lI4ZWBhhNcw6HgEskcBbk+plSVsOFgQ7JLiUjhlWHSLbhEJHXNGl3KpkON9ARSb9KGwiuDJCu4BqLVM0TS18zRpbR19bArBc/3UnhliKEE13CPb/WK5vpcEV+n4BJJaXPHBq+k/Ne9J5NcyZkUXhlgqMEVDzrOJZK5qssKGTeikGd31yW7lDNoeag0luxhQgWXSOZbOGEEz+2po8sfID83dfqd1KlEYqLgEpFEOHvCCNq7elJu1qHCKw0lO7gGouASySzzx5fjyzH+suNEskt5A4VXmknmxIxe/XVdCi6RzFOcn8vZE0bw6OYjKbXOocIrjSRzYkYvBZdI9lk+o4ojjR0pNXSo8EoTCi4RSZbFUyrI8xmPvnI02aWcpvBKA/0FV3+rwsd7mHCoFFwimaE4P5dzJ1Xwu81H8PcEkl0OoPBKaZuOdgwYXBFf41Foxdp1KbhEMstFs0ZR19LFn7YfT3YpgMIrZaXCMGEvBZeInDe5glGl+dz9/P5klwIovFJSrMEV7TDh9sMNbD8c2wHXoRznEpHMk5NjrJw/lr/uq2dTClwmReGVYoZyfGsgvYEVHlrRBpgmaIhIuEvnjaG0IJfvPLk72aUovFJFvI9vDdZlxdqB9VJwiWSvonwfbz9rHH/ecYJ1++uTWovCKwXEc5gw2qHBeRMqBnw+Utel4BKRyxeOpbIkn9se3Uogidf5Ungl2VCCqz9D7ab6UnCJSH8K83y8d9lkthxu4mcvHUxaHVpVPoniNUwYr9CC2K/NpeASyT4XzKji6V21fG3Ndt4yq5rJVcUJr0GdVxLEenyrv2HCocwehMGHDPvSlHgRCWdm/N3F0zHgH3+1ie4knLis8EqweMwmHGpoDSaW4UIFl0h2qyot4ENvnsbLBxr4j99vT/j7ex5eZrbKzHaa2R4zuzXC8wVm9svQ82vNbGrYc2eb2YtmttXMXjWztP7EjFe3NRz9dV0KLhGJ1ZtnjuLtC8dy9wv7+dX6Qwl9b0+PeZmZD/gecBlQA6wzs0ecc9vCNvsw0OCcm2lm1wP/BVxnZrnAT4EPOOdeMbMqoNvLer0Sj2NbXnRavRRcIjJU7z1/Cgcb2vjCQ69SVZLPinljEvK+Xndey4A9zrm9zrku4H7gqj7bXAXcE7r9ILDCzAxYCWx2zr0C4Jw76Zzr8bjeuBtutxXPIcJoj3Vp9QwRiZYvx/jHS2czpaqYj/1sA2v3nkzI+3odXhOA8F6yJvRYxG2cc37gFFAFzAacmT1uZhvM7J8jvYGZ3WJm681sfW1tbdx/gOGINriGGlqNB3ec/hqqWGYXqusSSb7wz7yG+sQExWCK83P5/Kq5jCot4Ka71/HCa3Wev6fX4WURHut7Vlt/2+QCFwLvC31/l5mtOGND5+5wzi1xzi2prq4ebr1xE0twhRsotMLDqm9gDRZgkbouDReKpJ/wz7yKyqpkl3NaeVEeX3rHPEaV5HPzXev4y44Tnr6f1+FVA0wKuz8RONLfNqHjXCOA+tDjTzvn6pxzbcAa4DyP642LSMEVaTZhpODqK5buKpYOTMElIvE2sjifL10xn/Eji/jIvet58OUaz97L6/BaB8wys2lmlg9cDzzSZ5tHgBtDt1cDf3bOOeBx4GwzKw6F2luAbaS4/oLrDdv0GSaM1G0NdzgwXDTHuhRcIhIP5YXBDmzuuDI+98ArfPtPuwl+pMeXp7MNnXN+M/sEwSDyAXc657aa2VeB9c65R4CfAPeZ2R6CHdf1odc2mNl/EwxAB6xxzv3ey3qHK9rg6tVfp+W1vl2XgktE4qk4P5fPv20uP3p2L7f/aReHGtr42rvOIj83fv2S58tDOefWEBzyC3/sy2G3O4Br+nntTwlOl095ww2uaEKrY/8mCqcu6vf5kZPnnvFY364r2gkaCi4RGY5cXw4ffcsMqssKefDlGo6eauf7719MeWFefPYfl73IGaINrkih1bF/U7/7HSzABhLrgrsiIsNhZqxePJHqsgJ+9OxeVn//Be790PmMHTH8P461PFQc9O26hhpcHfs3DRhc4dtFY7BjXRouFJFEeMvsam5dNZdD9e285/svsLe2Zdj7VHgN00CXNIHIwdV3Mka0oRVusO0HGy5UcIlIIi2cMIJ/uWI+zZ3drP7Bi2w9cmpY+1N4xVl419VfcPXqL7Ta922kfd/GmN430vGuXgouEUkF00aV8JUrFpBjcOOdL3Govm3I+1J4DcNAw4XRBFe43sAKD61Ij0Uj1kuegIJLRBJj3Mgibl01j/buHm686yVOtQ1tyVqFl8ciTYePFFyxinbSRjRdl4JLRBJpQkURn71sDgdPtnHb77YOaR8KryGKtuvq1dt1hQdXLF3VQNuFDxmGd13RDheKiCTavHHlrFo4lt9sPMyeE7FP4FB4eSjScGGvoXRbw6HjXCKSat559njyc3P4yXN7Y36twmsIoum6ohkufMNzBzbRcSC2GYd9DdR1RaLgEpFkKi/KY9yIImqbO2N+rcLLY9F0XeGh1V+AFU079/Tt8ONdA80y7KXjXCKSqgLO4Q/EvvahwitB+uu6IoXVUDqw/rouBZeIpKodx5o4cLKNsyeOjPm1Cq84ijRRo694HuuK1HXFcnFJEZFk6fT3cPcL+xk3opCPvmV6zK9XeCVZ4ZQzp7z3fay/IcNe/Z3Xpa5LRFJRbXMHX3lka3Cq/JULKM6PfZldhdcw9V3HECJP1hhIeFhFCrNIersuDReKSDrZcvgUX/rNFk62dnHnzUtZuWDskPajVeVTRH+hFanrGspwoYJLRJLpSGM79687yLr9DcyoLuHHNy5l2qiSIe9P4eWBeRMq+u2+iqadG/Vxr3gOF4qIJENjWxcPvlzDX3aeoDDPx2cum83fXjRtSEOF4RRew3TuuKKIQ4cDiSbABpsar+FCEUllB0628vjWYzy/5yQB5/jAm6bwyRWzGFVaEJf9K7wSpHDqojdMlx8owGI5p0vDhSKSKgIBx8sHG3hsyzG2HW2iMDeH1UsmcstF05k6jCHCSBRecbRobOEZ0+VHTp57+kTlSAE2kP6CK9rhQgWXiCTCyZZOnt5Vy9O7ajnR3Mn4EYV84fK5XLd0EiOL8z15T4WXR/o77tU3wPoTTXANNlwoIuKV7p4A6/c38PSuE2yuOYUDlk+v4rYrF3DZ/DHk+rydzK7wioPw416DdV/wejD1DbFIkzKGGlzqukTECwdOtvLUzlqe21NHS6efcSMK+eSKWVyzeCKTKosTVofCawgWjSs8Y3HeSMK7r94QihRikfQ9vqXgEpFkaenw88JrdTy1q5Z9da3k+YyVC8Zy3ZJJvHnmKHw5lvCaFF4eCO+++g4fRgqxcAOFVu++eym4RMQrgYBjy5FTPLWzlvUH6unucSwYX85tVy7gynPGU1HizbGsaCm8hqhv99V3yvxAAQbRrQY/UHD1V5OIyHAcb+rgmV21PLO7lrqWLkYU5fG+86ewevFEFk4YkezyTlN4xdFgAdZroOWjIs0k1BWRRcRLXf4Aa/ed5OldtWw90oQBF8+u5polE7l03hgK83zJLvEMCq9hiHTsa6AA69XfVPeI7xFlcKnrEpFY1bd28cS2Yzy54wTNHX4mVxbzuZWzefd5Exk/MrX/SFZ4eSBSgEF0l0wJ3z7SfiNur+ASkRjsq2tlzatH+evek/QEHCsXjOGmC6bxpumVmCV+8sVQKLyGqb+Zh5GWjRrqtbYUWiISD6/VtvDLdYd49fApivN9fGD5FG6+YBqTqxI3xT1eFF5xMFCAQeTLpkRjoGNbCi4RiVZNQxu/Wn+IdfsbqCjO44tvn8v1yyZTXpiX7NKGTOEVJwOd+xVriA02IUPBJSLRaO3087O1B3l61wmK8n3846Wz+fBF0ygtSP+P/vT/CVLIYCcvx2OWoIJLRKKx6VAjP3p2L6faurn5zdP4+FtnUpnkc7PiSeEVZ73hEs0KHEPZr4jIQLr8Ae55cT9/3nGCmaNLufvmpZw9cWSyy4o7hZdH4hViCi0RiVZrp59v/nEnO48189G3zODTl85KyXO04kHh5bHw8Ik2yBRYIhKrhrYu/usPOzjc2M53bjiXd54zPtkleUrhlUAKJRHxQpc/wDce38mJlk7uunkpF82qTnZJnvP2gisiIuK5e1/cz766Vr57w7lZEVyQgPAys1VmttPM9pjZrRGeLzCzX4aeX2tmU/s8P9nMWszsc17XKiKSbjYcaODJHSf46FtmsGLemGSXkzCehpeZ+YDvAZcD84EbzGx+n80+DDQ452YCtwP/1ef524E/eFmniEg6csCDG2qYXFnMZ1fOTnY5CeV157UM2OOc2+uc6wLuB67qs81VwD2h2w8CKyy0uJaZXQ3sBbZ6XKeISNpp6+phX10r/7BiFnm+7DoK5PVPOwE4FHa/JvRYxG2cc37gFFBlZiXA54HbBnoDM7vFzNab2fra2tq4FS4ikorCP/MamlqpKM7j6kWZPbMwEq/DK9LyxC7KbW4DbnfOtQz0Bs65O5xzS5xzS6qrs+NApYhkr/DPPL/lsmLeGHKzrOsC76fK1wCTwu5PBI70s02NmeUCI4B64HxgtZl9HRgJBMyswzn3XY9rFhFJCwHnuHh2dv7R7nV4rQNmmdk04DBwPfDePts8AtwIvAisBv7snHPARb0bmNlXgBYFl4jIG80bW5bsEpLC0/ByzvnN7BPA44APuNM5t9XMvgqsd849AvwEuM/M9hDsuK73siYRkUwydVRJsktICs9X2HDOrQHW9Hnsy2G3O4BrBtnHVzwpTkQkjflyLOtmGfbKzp9aRCQD5OZEmu+WHbS2ITC2VP8ZRCT9jCnP3vVS1XmJiKSpEUV5yS4haRReIiKSdhReIiKSdhReIiKSdhReIiKSdhReIiKSdhReIiKSdhReIiKSdhReIiKSdhReIiKSdhReIiKSdhReIiKSdhReIiKSdix40eLMYGa1wIE473YUUBfnfXpJ9XpL9Xov3WqOd711zrlV0WxoZo9Fu22myajw8oKZrXfOLUl2HdFSvd5Svd5Lt5rTrd5MoWFDERFJOwovERFJOwqvwd2R7AJipHq9pXq9l241p1u9GUHHvEREJO2o8xIRkbSj8BIRkbSTteFlZqvMbKeZ7TGzWyM8X2Bmvww9v9bMpvZ5frKZtZjZ51K9XjM728xeNLOtZvaqmRWmcs1mlmdm94Rq3W5mX0iRei82sw1m5jez1X2eu9HMdoe+bkzles1sUdi/h81mdl0q1xv2fLmZHTaz76Z6vaHPhz+G/v1u6/v5IXHgnMu6L8AHvAZMB/KBV4D5fbb5GPCD0O3rgV/2eS8R3LgAAAUaSURBVP4h4AHgc6lcL5ALbAbOCd2vAnwpXvN7gftDt4uB/cDUFKh3KnA2cC+wOuzxSmBv6HtF6HZFCtc7G5gVuj0eOAqMTNV6w57/NvBz4Lsp8u+333qBp4DLQrdLgWKva862r2ztvJYBe5xze51zXcD9wFV9trkKuCd0+0FghZkZgJldTfADamsa1LsS2OycewXAOXfSOdeT4jU7oMTMcoEioAtoSna9zrn9zrnNQKDPa98GPOGcq3fONQBPAF6vejDkep1zu5xzu0O3jwAngOpUrRfAzBYDY4A/elxnryHXa2bzgVzn3BOh7Vqcc20JqjtrZGt4TQAOhd2vCT0WcRvnnB84BVSZWQnweeC2BNR5Ri0hUddL8K9sZ2aPh4Y4/jkB9b6hnpBYan4QaCXYERwEvumcq0+Ber147VDF5T3NbBnBzuK1ONXVnyHXa2Y5wLeAf/Kgrv4M57/vbKDRzB42s41m9g0z88W9wiyXreFlER7re85Af9vcBtzunGuJe1X9G069ucCFwPtC399lZiviW15Ew6l5GdBDcEhrGvBZM5se3/LOEE29Xrx2qIb9nmY2DrgPuNk5d0a3E2fDqfdjwBrn3KFBt4yf4dSbC1wEfA5YSnDo8ab4lCW9sjW8aoBJYfcnAkf62yY0fDUCqAfOB75uZvuBTwNfNLNPpHC9NcDTzrm60NDFGuA8j+t9Qz0hsdT8XuAx51y3c+4E8Dzg9dpx0dTrxWuHaljvaWblwO+BLznn/hrn2iIZTr3LgU+Efue+CXzQzP4zvuWdYbj/HjaGhhz9wG9IzO9cVsnW8FoHzDKzaWaWT3CywCN9tnkE6J01thr4swu6yDk31Tk3Ffgf4GvOOa9nPw25XuBx4GwzKw4FxFuAbR7XO9yaDwKXWFAJ8CZgRwrU25/HgZVmVmFmFQSPMz7uUZ29hlxvaPtfA/c65x7wsMZwQ67XOfc+59zk0O/c5wjWfcbsvzgbzr+HdUCFmfUeR7yExPzOZZdkzxhJ1hfwdmAXwbH+/y/02FeBK0O3CwnOJtwDvARMj7CPr5CA2YbDrRd4P8HJJVuAr6f6f2OCs7MeCNW8DfinFKl3KcG/qluBk8DWsNd+KPRz7CE4DJey9Yb+PXQDm8K+FqVqvX32cRMJmG0Yh38PlxGc5fsqcDeQn4ias+lLy0OJiEjaydZhQxERSWMKLxERSTsKLxERSTsKLxERSTsKLxERSTsKL5EomdlXzezSZNchIrqSskhUzMznErOgsYhEQZ2XZD0zm2pmO0LXENtsZg+GViTZb2ZfNrPngGvM7O7e6zaZ2VIze8HMXjGzl8yszMx8oUVY14X283dJ/tFEMpbCSyRoDnCHc+5sgpdf+Vjo8Q7n3IXOuft7NwwtF/RL4FPOuXOAS4F24MPAKefcUoKrL3zEzKYl8ocQyRYKL5GgQ86550O3f0pwBX4IhlRfc4Cjzrl1AM65JhdcgHUlwUVjNwFrCV7eZZa3ZYtkp9xkFyCSIvoe/O293xphWyPy5TEM+KRzzutFeUWynjovkaDJZrY8dPsG4LkBtt0BjDezpQCh4125BFeS/3szyws9Pju0Kr6IxJnCSyRoO3CjmW0GKoHv97ehC14W/jrgf83sFeAJgivk/5jgKvgbzGwL8EM0uiHiCU2Vl6xnZlOB3znnFia5FBGJkjovERFJO+q8REQk7ajzEhGRtKPwEhGRtKPwEhGRtKPwEhGRtKPwEhGRtPP/AzsHlfx4joruAAAAAElFTkSuQmCC\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==\"sin\"])"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x1a31bc3eb8>"
]
},
"execution_count": 28,
"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==\"step\"])"
]
}
],
"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
}