From c010e23b172e7d5cb16fb751e17b9ea99afcffdb Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?H=C3=A5vard=20Heitlo=20Holm?= Date: Thu, 16 Mar 2023 14:57:07 +0100 Subject: [PATCH 1/3] testing with CVaR --- MaxCut/10_nodes_CVaR_Comparison.ipynb | 1124 +++++++++++++++++++++++++ 1 file changed, 1124 insertions(+) create mode 100644 MaxCut/10_nodes_CVaR_Comparison.ipynb diff --git a/MaxCut/10_nodes_CVaR_Comparison.ipynb b/MaxCut/10_nodes_CVaR_Comparison.ipynb new file mode 100644 index 0000000..41b6972 --- /dev/null +++ b/MaxCut/10_nodes_CVaR_Comparison.ipynb @@ -0,0 +1,1124 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 49, + "id": "f4edc85e", + "metadata": {}, + "outputs": [], + "source": [ + "#run: pip install openquantumcomputing\n", + "import sys\n", + "from openquantumcomputing.QAOAMaxCut import QAOAMaxCut" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "81310eb6", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit import *\n", + "import numpy as np\n", + "import networkx as nx\n", + "\n", + "import matplotlib.pyplot as pl\n", + "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", + "from qiskit.visualization import *" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "eaa8c8a1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Load graph from file\n", + "# Its connectivity is fixed but its graphical layout is new for each 'nx.spring_layout'\n", + "\n", + "numV=10\n", + "G = nx.read_gml(\"../../data/sample_graphs/w_ba_n\"+str(numV)+\"_k4_0.gml\")\n", + "#numV=5\n", + "#G = nx.read_gml(\"../../data/sample_graphs/w_ba_n\"+str(numV)+\"_k2_0.gml\")\n", + "pos = nx.spring_layout(G)\n", + "nx.draw_networkx(G,pos=pos)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "75d8e6d2", + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize QAOA object\n", + "alpha = 0.01 # value for CVaR (Conditional Value at Risk)\n", + "params={'G': G, 'alpha': alpha}\n", + "qaoamc_cvar = QAOAMaxCut(params=params)\n", + "params={'G': G}\n", + "qaoamc = QAOAMaxCut(params=params)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "9e337fd3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "minimum cost= -8.657714089848158\n" + ] + } + ], + "source": [ + "# Solve the problem brute force by testing all possibilities of cuts, computing the cost (cut-weight) of all of them, and taking min\n", + "import itertools\n", + "costs=[]\n", + "for s in [''.join(i) for i in itertools.product('01', repeat =numV)]:\n", + " tmp=-qaoamc.cost(s)\n", + " costs.append(tmp)\n", + "mincost=min(costs)\n", + "print(\"minimum cost=\",mincost)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "58a67b33", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Make histogram with the cost of all possible choices of cuts\n", + "\n", + "max_val=max(costs)\n", + "\n", + "pl.figure(figsize=(25,10))\n", + "_=pl.hist(np.sort(costs), bins=10)# bins=100)\n", + "min_ylim, max_ylim = pl.ylim()\n", + "max_ylim *=1.025\n", + "mean=np.mean(costs)\n", + "pl.axvline(mean, color='k', linestyle='dashed', linewidth=2)\n", + "_=pl.text(mean-1, max_ylim, 'mean = {:.2f}'.format(mean))\n", + "_=pl.xticks(np.arange(mincost, max_val, step=1))" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "44c4dbb3", + "metadata": {}, + "outputs": [], + "source": [ + "# Quantum computer simulator \n", + "qasm_sim = Aer.get_backend('qasm_simulator')" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "f10939f8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Calculating Energy landscape for depth p=1...\n", + "Calculating Energy landscape done\n", + "Calculating Energy landscape for depth p=1...\n", + "Calculating Energy landscape done\n" + ] + } + ], + "source": [ + "# Evaluating the QAOA circuit with uniformly sampled angles for gamma and beta, just to see how sampling measurements from \n", + "# the circuits roughly looks like.\n", + "qaoamc.sample_cost_landscape(qasm_sim, 1024, angles={\"gamma\": [0,np.pi/2,10], \"beta\": [0,np.pi/2,10]})\n", + "qaoamc_cvar.sample_cost_landscape(qasm_sim, 1024, angles={\"gamma\": [0,np.pi/2,10], \"beta\": [0,np.pi/2,10]})\n" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "9179d17f", + "metadata": {}, + "outputs": [], + "source": [ + "# Testing CVaR for various values of alpha\n", + "\n", + "#orig_alpha = qaoamc.stat.alpha\n", + "#print(\"E: \\t\", qaoamc.stat.get_E())\n", + "##print(\"CVaR: \\t\", qaoamc.stat.get_CVaR())\n", + "#for a in [0.999, 0.99, 0.9, 0.7, 0.5, 0.1, 3.0/1024]:\n", + "# qaoamc.stat.alpha = a\n", + "# print(\"CVaR: \\t\", qaoamc.stat.get_CVaR(), \"alpha: \", a)\n", + "#qaoamc.stat.alpha = orig_alpha" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "716cab24", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([6, 7, 8, 9])" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t = np.arange(10)\n", + "t[-4:]" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "3d64c986", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "EdgeView([('0', '4'), ('0', '7'), ('1', '4'), ('1', '5'), ('1', '6'), ('2', '4'), ('2', '5'), ('2', '6'), ('2', '7'), ('2', '9'), ('3', '4'), ('3', '5'), ('3', '6'), ('3', '8'), ('4', '5'), ('4', '7'), ('4', '8'), ('4', '9'), ('5', '6'), ('5', '7'), ('5', '8'), ('5', '9'), ('7', '8'), ('8', '9')])" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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          ┌───┐                                                                »\n",
+       " q7340_0: ┤ H ├──■───────────────────■────■─────────────────────────────────■──»\n",
+       "          ├───┤  │                   │    │                                 │  »\n",
+       " q7340_1: ┤ H ├──┼───────────────────┼────┼─────────■───────────────────────┼──»\n",
+       "          ├───┤  │                   │    │         │                       │  »\n",
+       " q7340_2: ┤ H ├──┼───────────────────┼────┼─────────┼───────────────────────┼──»\n",
+       "          ├───┤  │                   │    │         │                       │  »\n",
+       " q7340_3: ┤ H ├──┼───────────────────┼────┼─────────┼───────────────────────┼──»\n",
+       "          ├───┤┌─┴─┐┌─────────────┐┌─┴─┐  │       ┌─┴─┐     ┌────────────┐  │  »\n",
+       " q7340_4: ┤ H ├┤ X ├┤ Rz(0.25969) ├┤ X ├──┼───────┤ X ├─────┤ Rz(0.4027) ├──┼──»\n",
+       "          ├───┤└───┘└─────────────┘└───┘  │       └───┘     └────────────┘  │  »\n",
+       " q7340_5: ┤ H ├───────────────────────────┼─────────────────────────────────┼──»\n",
+       "          ├───┤                           │                                 │  »\n",
+       " q7340_6: ┤ H ├───────────────────────────┼─────────────────────────────────┼──»\n",
+       "          ├───┤                         ┌─┴─┐┌─────────────┐              ┌─┴─┐»\n",
+       " q7340_7: ┤ H ├─────────────────────────┤ X ├┤ Rz(0.53757) ├──────────────┤ X ├»\n",
+       "          ├───┤                         └───┘└─────────────┘              └───┘»\n",
+       " q7340_8: ┤ H ├────────────────────────────────────────────────────────────────»\n",
+       "          ├───┤                                                                »\n",
+       " q7340_9: ┤ H ├────────────────────────────────────────────────────────────────»\n",
+       "          └───┘                                                                »\n",
+       "c1225: 10/═════════════════════════════════════════════════════════════════════»\n",
+       "                                                                               »\n",
+       "«          ┌──────────┐                                  ┌─┐               »\n",
+       "« q7340_0: ┤ Rx(-0.8) ├──────────────────────────────────┤M├───────────────»\n",
+       "«          └──────────┘                                  └╥┘               »\n",
+       "« q7340_1: ─────■────────■────────────────────────────────╫───■─────────■──»\n",
+       "«               │        │                                ║   │         │  »\n",
+       "« q7340_2: ─────┼────────┼─────────■──────────────────────╫───┼────■────┼──»\n",
+       "«               │        │         │                      ║   │    │    │  »\n",
+       "« q7340_3: ─────┼────────┼─────────┼──────────────────────╫───┼────┼────┼──»\n",
+       "«             ┌─┴─┐      │       ┌─┴─┐     ┌────────────┐ ║   │  ┌─┴─┐  │  »\n",
+       "« q7340_4: ───┤ X ├──────┼───────┤ X ├─────┤ Rz(0.6863) ├─╫───┼──┤ X ├──┼──»\n",
+       "«             └───┘    ┌─┴─┐┌────┴───┴────┐└────────────┘ ║ ┌─┴─┐└───┘  │  »\n",
+       "« q7340_5: ────────────┤ X ├┤ Rz(0.65579) ├───────────────╫─┤ X ├───────┼──»\n",
+       "«                      └───┘└─────────────┘               ║ └───┘     ┌─┴─┐»\n",
+       "« q7340_6: ───────────────────────────────────────────────╫───────────┤ X ├»\n",
+       "«                                                         ║           └───┘»\n",
+       "« q7340_7: ───────────────────────────────────────────────╫────────────────»\n",
+       "«                                                         ║                »\n",
+       "« q7340_8: ───────────────────────────────────────────────╫────────────────»\n",
+       "«                                                         ║                »\n",
+       "« q7340_9: ───────────────────────────────────────────────╫────────────────»\n",
+       "«                                                         ║                »\n",
+       "«c1225: 10/═══════════════════════════════════════════════╩════════════════»\n",
+       "«                                                         0                »\n",
+       "«                                                                             »\n",
+       "« q7340_0: ───────────────────────────────────────────────────────────────────»\n",
+       "«                                                            ┌──────────┐     »\n",
+       "« q7340_1: ───────────────────────────────────────────────■──┤ Rx(-0.8) ├─────»\n",
+       "«                                                         │  └──────────┘     »\n",
+       "« q7340_2: ───────■───────────────────────────────────────┼───────■───────────»\n",
+       "«                 │                                       │       │           »\n",
+       "« q7340_3: ───────┼──────────────■────────────────────────┼───────┼────────■──»\n",
+       "«                 │            ┌─┴─┐      ┌────────────┐  │       │      ┌─┴─┐»\n",
+       "« q7340_4: ───────┼────────────┤ X ├──────┤ Rz(0.4517) ├──┼───────┼──────┤ X ├»\n",
+       "«               ┌─┴─┐     ┌────┴───┴─────┐└────────────┘  │     ┌─┴─┐    └───┘»\n",
+       "« q7340_5: ─────┤ X ├─────┤ Rz(0.087113) ├────────────────┼─────┤ X ├─────────»\n",
+       "«          ┌────┴───┴────┐└──────────────┘              ┌─┴─┐   └───┘         »\n",
+       "« q7340_6: ┤ Rz(0.13518) ├──────────────────────────────┤ X ├─────────────────»\n",
+       "«          └─────────────┘                              └───┘                 »\n",
+       "« q7340_7: ───────────────────────────────────────────────────────────────────»\n",
+       "«                                                                             »\n",
+       "« q7340_8: ───────────────────────────────────────────────────────────────────»\n",
+       "«                                                                             »\n",
+       "« q7340_9: ───────────────────────────────────────────────────────────────────»\n",
+       "«                                                                             »\n",
+       "«c1225: 10/═══════════════════════════════════════════════════════════════════»\n",
+       "«                                                                             »\n",
+       "«                                                                             »\n",
+       "« q7340_0: ───────────────────────────────────────────────────────────────────»\n",
+       "«                                            ┌─┐                              »\n",
+       "« q7340_1: ──────────────────────────────────┤M├──────────────────────────────»\n",
+       "«                                            └╥┘                              »\n",
+       "« q7340_2: ──■────────────────────────────────╫───■─────────■─────────────────»\n",
+       "«            │                                ║   │         │                 »\n",
+       "« q7340_3: ──┼─────────■──────────────────────╫───┼────■────┼─────────■───────»\n",
+       "«            │         │                      ║   │    │    │         │       »\n",
+       "« q7340_4: ──┼─────────┼──────────────────────╫───┼────┼────┼─────────┼───────»\n",
+       "«            │       ┌─┴─┐     ┌────────────┐ ║   │  ┌─┴─┐  │         │       »\n",
+       "« q7340_5: ──┼───────┤ X ├─────┤ Rz(0.1814) ├─╫───┼──┤ X ├──┼─────────┼───────»\n",
+       "«          ┌─┴─┐┌────┴───┴────┐└────────────┘ ║ ┌─┴─┐└───┘  │       ┌─┴─┐     »\n",
+       "« q7340_6: ┤ X ├┤ Rz(0.23687) ├───────────────╫─┤ X ├───────┼───────┤ X ├─────»\n",
+       "«          └───┘└─────────────┘               ║ └───┘     ┌─┴─┐┌────┴───┴────┐»\n",
+       "« q7340_7: ───────────────────────────────────╫───────────┤ X ├┤ Rz(0.27085) ├»\n",
+       "«                                             ║           └───┘└─────────────┘»\n",
+       "« q7340_8: ───────────────────────────────────╫───────────────────────────────»\n",
+       "«                                             ║                               »\n",
+       "« q7340_9: ───────────────────────────────────╫───────────────────────────────»\n",
+       "«                                             ║                               »\n",
+       "«c1225: 10/═══════════════════════════════════╩═══════════════════════════════»\n",
+       "«                                             1                               »\n",
+       "«                                                                           »\n",
+       "« q7340_0: ─────────────────────────────────────────────────────────────────»\n",
+       "«                                                                           »\n",
+       "« q7340_1: ─────────────────────────────────────────────────────────────────»\n",
+       "«                                                                           »\n",
+       "« q7340_2: ────────────────────────────────■──────────────■─────────────────»\n",
+       "«                                          │              │                 »\n",
+       "« q7340_3: ────────────────────────────────┼────■─────────┼─────────■───────»\n",
+       "«                                          │    │         │         │       »\n",
+       "« q7340_4: ───────■────────────────────────┼────┼────■────┼─────────┼───────»\n",
+       "«               ┌─┴─┐     ┌─────────────┐  │    │  ┌─┴─┐  │         │       »\n",
+       "« q7340_5: ─────┤ X ├─────┤ Rz(0.50196) ├──┼────┼──┤ X ├──┼─────────┼───────»\n",
+       "«          ┌────┴───┴────┐└─────────────┘  │  ┌─┴─┐└───┘  │         │       »\n",
+       "« q7340_6: ┤ Rz(0.34123) ├─────────────────┼──┤ X ├───────┼─────────┼───────»\n",
+       "«          └─────────────┘               ┌─┴─┐└───┘       │         │       »\n",
+       "« q7340_7: ──────────────────────────────┤ X ├────────────┼─────────┼───────»\n",
+       "«                                        └───┘            │       ┌─┴─┐     »\n",
+       "« q7340_8: ───────────────────────────────────────────────┼───────┤ X ├─────»\n",
+       "«                                                       ┌─┴─┐┌────┴───┴────┐»\n",
+       "« q7340_9: ─────────────────────────────────────────────┤ X ├┤ Rz(0.39897) ├»\n",
+       "«                                                       └───┘└─────────────┘»\n",
+       "«c1225: 10/═════════════════════════════════════════════════════════════════»\n",
+       "«                                                                           »\n",
+       "«                                                                         »\n",
+       "« q7340_0: ───────────────────────────────────────────────────────────────»\n",
+       "«                                                                         »\n",
+       "« q7340_1: ───────────────────────────────────────────────────────────────»\n",
+       "«                                                             ┌──────────┐»\n",
+       "« q7340_2: ────────────────────────────────────────────────■──┤ Rx(-0.8) ├»\n",
+       "«                                                          │  └──────────┘»\n",
+       "« q7340_3: ────────────────────────────────────────────────┼───────■──────»\n",
+       "«                                                          │       │      »\n",
+       "« q7340_4: ───────■────────────────────────────────────────┼───────┼──────»\n",
+       "«                 │                                        │       │      »\n",
+       "« q7340_5: ───────┼──────────────■─────────────────────────┼───────┼──────»\n",
+       "«                 │            ┌─┴─┐     ┌──────────────┐  │       │      »\n",
+       "« q7340_6: ───────┼────────────┤ X ├─────┤ Rz(0.096925) ├──┼───────┼──────»\n",
+       "«               ┌─┴─┐     ┌────┴───┴────┐└──────────────┘  │       │      »\n",
+       "« q7340_7: ─────┤ X ├─────┤ Rz(0.51693) ├──────────────────┼───────┼──────»\n",
+       "«          ┌────┴───┴────┐└─────────────┘                  │     ┌─┴─┐    »\n",
+       "« q7340_8: ┤ Rz(0.75671) ├─────────────────────────────────┼─────┤ X ├────»\n",
+       "«          └─────────────┘                               ┌─┴─┐   └───┘    »\n",
+       "« q7340_9: ──────────────────────────────────────────────┤ X ├────────────»\n",
+       "«                                                        └───┘            »\n",
+       "«c1225: 10/═══════════════════════════════════════════════════════════════»\n",
+       "«                                                                         »\n",
+       "«                                                                            »\n",
+       "« q7340_0: ──────────────────────────────────────────────────────────────────»\n",
+       "«                                                                            »\n",
+       "« q7340_1: ──────────────────────────────────────────────────────────────────»\n",
+       "«                                                              ┌─┐           »\n",
+       "« q7340_2: ────────────────────────────────────────────────────┤M├───────────»\n",
+       "«          ┌──────────┐                                        └╥┘┌─┐        »\n",
+       "« q7340_3: ┤ Rx(-0.8) ├─────────────────────────────────────────╫─┤M├────────»\n",
+       "«          └──────────┘                                         ║ └╥┘        »\n",
+       "« q7340_4: ─────■─────────────■─────────────────────────────────╫──╫──────■──»\n",
+       "«               │             │                                 ║  ║      │  »\n",
+       "« q7340_5: ─────┼────────■────┼─────────■───────────────────────╫──╫──────┼──»\n",
+       "«               │      ┌─┴─┐  │         │         ┌──────────┐  ║  ║ ┌─┐  │  »\n",
+       "« q7340_6: ─────┼──────┤ X ├──┼─────────┼─────────┤ Rx(-0.8) ├──╫──╫─┤M├──┼──»\n",
+       "«             ┌─┴─┐    └───┘  │       ┌─┴─┐      ┌┴──────────┴┐ ║  ║ └╥┘  │  »\n",
+       "« q7340_7: ───┤ X ├───────────┼───────┤ X ├──────┤ Rz(0.5277) ├─╫──╫──╫───┼──»\n",
+       "«             └───┘         ┌─┴─┐┌────┴───┴─────┐└────────────┘ ║  ║  ║ ┌─┴─┐»\n",
+       "« q7340_8: ─────────────────┤ X ├┤ Rz(0.056618) ├───────────────╫──╫──╫─┤ X ├»\n",
+       "«                           └───┘└──────────────┘               ║  ║  ║ └───┘»\n",
+       "« q7340_9: ─────────────────────────────────────────────────────╫──╫──╫──────»\n",
+       "«                                                               ║  ║  ║      »\n",
+       "«c1225: 10/═════════════════════════════════════════════════════╩══╩══╩══════»\n",
+       "«                                                               2  3  6      »\n",
+       "«                                                                        »\n",
+       "« q7340_0: ──────────────────────────────────────────────────────────────»\n",
+       "«                                                                        »\n",
+       "« q7340_1: ──────────────────────────────────────────────────────────────»\n",
+       "«                                                                        »\n",
+       "« q7340_2: ──────────────────────────────────────────────────────────────»\n",
+       "«                                                                        »\n",
+       "« q7340_3: ──────────────────────────────────────────────────────────────»\n",
+       "«                                                       ┌──────────┐     »\n",
+       "« q7340_4: ───────■──────────────────────────────────■──┤ Rx(-0.8) ├─────»\n",
+       "«                 │                                  │  └──────────┘     »\n",
+       "« q7340_5: ──■────┼─────────■────────────────────────┼───────■────────■──»\n",
+       "«            │    │         │                        │       │        │  »\n",
+       "« q7340_6: ──┼────┼─────────┼────────────────────────┼───────┼────────┼──»\n",
+       "«          ┌─┴─┐  │         │                        │       │        │  »\n",
+       "« q7340_7: ┤ X ├──┼─────────┼────────────────────────┼───────┼────────┼──»\n",
+       "«          └───┘  │       ┌─┴─┐     ┌─────────────┐  │     ┌─┴─┐      │  »\n",
+       "« q7340_8: ───────┼───────┤ X ├─────┤ Rz(0.65474) ├──┼─────┤ X ├──────┼──»\n",
+       "«               ┌─┴─┐┌────┴───┴────┐└─────────────┘┌─┴─┐   └───┘    ┌─┴─┐»\n",
+       "« q7340_9: ─────┤ X ├┤ Rz(0.04957) ├───────────────┤ X ├────────────┤ X ├»\n",
+       "«               └───┘└─────────────┘               └───┘            └───┘»\n",
+       "«c1225: 10/══════════════════════════════════════════════════════════════»\n",
+       "«                                                                        »\n",
+       "«                                                                        »\n",
+       "« q7340_0: ──────────────────────────────────────────────────────────────»\n",
+       "«                                                                        »\n",
+       "« q7340_1: ──────────────────────────────────────────────────────────────»\n",
+       "«                                                                        »\n",
+       "« q7340_2: ──────────────────────────────────────────────────────────────»\n",
+       "«                                                                        »\n",
+       "« q7340_3: ──────────────────────────────────────────────────────────────»\n",
+       "«                                        ┌─┐                             »\n",
+       "« q7340_4: ──────────────────────────────┤M├─────────────────────────────»\n",
+       "«                                        └╥┘     ┌──────────┐            »\n",
+       "« q7340_5: ───────────────────────────────╫───■──┤ Rx(-0.8) ├────────────»\n",
+       "«                                         ║   │  └──────────┘            »\n",
+       "« q7340_6: ───────────────────────────────╫───┼──────────────────────────»\n",
+       "«                                         ║   │              ┌──────────┐»\n",
+       "« q7340_7: ───────■───────────────────────╫───┼───────■──────┤ Rx(-0.8) ├»\n",
+       "«               ┌─┴─┐     ┌─────────────┐ ║   │     ┌─┴─┐    └──────────┘»\n",
+       "« q7340_8: ─────┤ X ├─────┤ Rz(0.40115) ├─╫───┼─────┤ X ├─────────■──────»\n",
+       "«          ┌────┴───┴────┐└─────────────┘ ║ ┌─┴─┐   └───┘       ┌─┴─┐    »\n",
+       "« q7340_9: ┤ Rz(0.54917) ├────────────────╫─┤ X ├───────────────┤ X ├────»\n",
+       "«          └─────────────┘                ║ └───┘               └───┘    »\n",
+       "«c1225: 10/═══════════════════════════════╩══════════════════════════════»\n",
+       "«                                         4                              »\n",
+       "«                                                       \n",
+       "« q7340_0: ─────────────────────────────────────────────\n",
+       "«                                                       \n",
+       "« q7340_1: ─────────────────────────────────────────────\n",
+       "«                                                       \n",
+       "« q7340_2: ─────────────────────────────────────────────\n",
+       "«                                                       \n",
+       "« q7340_3: ─────────────────────────────────────────────\n",
+       "«                                                       \n",
+       "« q7340_4: ─────────────────────────────────────────────\n",
+       "«                          ┌─┐                          \n",
+       "« q7340_5: ────────────────┤M├──────────────────────────\n",
+       "«                          └╥┘                          \n",
+       "« q7340_6: ─────────────────╫───────────────────────────\n",
+       "«                           ║ ┌─┐                       \n",
+       "« q7340_7: ─────────────────╫─┤M├───────────────────────\n",
+       "«                           ║ └╥┘     ┌──────────┐┌─┐   \n",
+       "« q7340_8: ─────────────────╫──╫───■──┤ Rx(-0.8) ├┤M├───\n",
+       "«          ┌──────────────┐ ║  ║ ┌─┴─┐├──────────┤└╥┘┌─┐\n",
+       "« q7340_9: ┤ Rz(0.090693) ├─╫──╫─┤ X ├┤ Rx(-0.8) ├─╫─┤M├\n",
+       "«          └──────────────┘ ║  ║ └───┘└──────────┘ ║ └╥┘\n",
+       "«c1225: 10/═════════════════╩══╩═══════════════════╩══╩═\n",
+       "«                           5  7                   8  9
" + ], + "text/plain": [ + " ┌───┐ »\n", + " q7340_0: ┤ H ├──■───────────────────■────■─────────────────────────────────■──»\n", + " ├───┤ │ │ │ │ »\n", + " q7340_1: ┤ H ├──┼───────────────────┼────┼─────────■───────────────────────┼──»\n", + " ├───┤ │ │ │ │ │ »\n", + " q7340_2: ┤ H ├──┼───────────────────┼────┼─────────┼───────────────────────┼──»\n", + " ├───┤ │ │ │ │ │ »\n", + " q7340_3: ┤ H ├──┼───────────────────┼────┼─────────┼───────────────────────┼──»\n", + " ├───┤┌─┴─┐┌─────────────┐┌─┴─┐ │ ┌─┴─┐ ┌────────────┐ │ »\n", + " q7340_4: ┤ H ├┤ X ├┤ Rz(0.25969) ├┤ X ├──┼───────┤ X ├─────┤ Rz(0.4027) ├──┼──»\n", + " ├───┤└───┘└─────────────┘└───┘ │ └───┘ └────────────┘ │ »\n", + " q7340_5: ┤ H ├───────────────────────────┼─────────────────────────────────┼──»\n", + " ├───┤ │ │ »\n", + " q7340_6: ┤ H ├───────────────────────────┼─────────────────────────────────┼──»\n", + " ├───┤ ┌─┴─┐┌─────────────┐ ┌─┴─┐»\n", + " q7340_7: ┤ H ├─────────────────────────┤ X ├┤ Rz(0.53757) ├──────────────┤ X ├»\n", + " ├───┤ └───┘└─────────────┘ └───┘»\n", + " q7340_8: ┤ H ├────────────────────────────────────────────────────────────────»\n", + " ├───┤ »\n", + " q7340_9: ┤ H ├────────────────────────────────────────────────────────────────»\n", + " └───┘ »\n", + "c1225: 10/═════════════════════════════════════════════════════════════════════»\n", + " »\n", + "« ┌──────────┐ ┌─┐ »\n", + "« q7340_0: ┤ Rx(-0.8) ├──────────────────────────────────┤M├───────────────»\n", + "« └──────────┘ └╥┘ »\n", + "« q7340_1: ─────■────────■────────────────────────────────╫───■─────────■──»\n", + "« │ │ ║ │ │ »\n", + "« q7340_2: ─────┼────────┼─────────■──────────────────────╫───┼────■────┼──»\n", + "« │ │ │ ║ │ │ │ »\n", + "« q7340_3: ─────┼────────┼─────────┼──────────────────────╫───┼────┼────┼──»\n", + "« ┌─┴─┐ │ ┌─┴─┐ ┌────────────┐ ║ │ ┌─┴─┐ │ »\n", + "« q7340_4: ───┤ X ├──────┼───────┤ X ├─────┤ Rz(0.6863) ├─╫───┼──┤ X ├──┼──»\n", + "« └───┘ ┌─┴─┐┌────┴───┴────┐└────────────┘ ║ ┌─┴─┐└───┘ │ »\n", + "« q7340_5: ────────────┤ X ├┤ Rz(0.65579) ├───────────────╫─┤ X ├───────┼──»\n", + "« └───┘└─────────────┘ ║ └───┘ ┌─┴─┐»\n", + "« q7340_6: ───────────────────────────────────────────────╫───────────┤ X ├»\n", + "« ║ └───┘»\n", + "« q7340_7: ───────────────────────────────────────────────╫────────────────»\n", + "« ║ »\n", + "« q7340_8: ───────────────────────────────────────────────╫────────────────»\n", + "« ║ »\n", + "« q7340_9: ───────────────────────────────────────────────╫────────────────»\n", + "« ║ »\n", + "«c1225: 10/═══════════════════════════════════════════════╩════════════════»\n", + "« 0 »\n", + "« »\n", + "« q7340_0: ───────────────────────────────────────────────────────────────────»\n", + "« ┌──────────┐ »\n", + "« q7340_1: ───────────────────────────────────────────────■──┤ Rx(-0.8) ├─────»\n", + "« │ └──────────┘ »\n", + "« q7340_2: ───────■───────────────────────────────────────┼───────■───────────»\n", + "« │ │ │ »\n", + "« q7340_3: 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───────────────────────────────────────────────────────────────────»\n", + "« ┌─┐ »\n", + "« q7340_1: ──────────────────────────────────┤M├──────────────────────────────»\n", + "« └╥┘ »\n", + "« q7340_2: ──■────────────────────────────────╫───■─────────■─────────────────»\n", + "« │ ║ │ │ »\n", + "« q7340_3: ──┼─────────■──────────────────────╫───┼────■────┼─────────■───────»\n", + "« │ │ ║ │ │ │ │ »\n", + "« q7340_4: ──┼─────────┼──────────────────────╫───┼────┼────┼─────────┼───────»\n", + "« │ ┌─┴─┐ ┌────────────┐ ║ │ ┌─┴─┐ │ │ »\n", + "« q7340_5: ──┼───────┤ X ├─────┤ Rz(0.1814) ├─╫───┼──┤ X ├──┼─────────┼───────»\n", + "« ┌─┴─┐┌────┴───┴────┐└────────────┘ ║ ┌─┴─┐└───┘ │ ┌─┴─┐ »\n", + "« q7340_6: ┤ X ├┤ Rz(0.23687) ├───────────────╫─┤ X ├───────┼───────┤ X ├─────»\n", + "« └───┘└─────────────┘ ║ └───┘ ┌─┴─┐┌────┴───┴────┐»\n", + "« q7340_7: ───────────────────────────────────╫───────────┤ X ├┤ Rz(0.27085) ├»\n", + "« ║ └───┘└─────────────┘»\n", + "« q7340_8: ───────────────────────────────────╫───────────────────────────────»\n", + "« ║ »\n", + "« q7340_9: ───────────────────────────────────╫───────────────────────────────»\n", + "« ║ »\n", + "«c1225: 10/═══════════════════════════════════╩═══════════════════════════════»\n", + "« 1 »\n", + "« »\n", + "« q7340_0: ─────────────────────────────────────────────────────────────────»\n", + "« »\n", + "« q7340_1: ─────────────────────────────────────────────────────────────────»\n", + "« »\n", + "« q7340_2: ────────────────────────────────■──────────────■─────────────────»\n", + "« │ │ »\n", + "« q7340_3: ────────────────────────────────┼────■─────────┼─────────■───────»\n", + "« │ │ │ │ »\n", + "« q7340_4: ───────■────────────────────────┼────┼────■────┼─────────┼───────»\n", + "« ┌─┴─┐ ┌─────────────┐ │ │ ┌─┴─┐ │ │ »\n", + "« q7340_5: ─────┤ X ├─────┤ Rz(0.50196) ├──┼────┼──┤ X ├──┼─────────┼───────»\n", + "« ┌────┴───┴────┐└─────────────┘ │ ┌─┴─┐└───┘ │ │ »\n", + "« q7340_6: ┤ Rz(0.34123) ├─────────────────┼──┤ X ├───────┼─────────┼───────»\n", + "« └─────────────┘ ┌─┴─┐└───┘ │ │ »\n", + "« q7340_7: ──────────────────────────────┤ X ├────────────┼─────────┼───────»\n", + "« └───┘ │ ┌─┴─┐ »\n", + "« q7340_8: ───────────────────────────────────────────────┼───────┤ X ├─────»\n", + "« ┌─┴─┐┌────┴───┴────┐»\n", + "« q7340_9: ─────────────────────────────────────────────┤ X ├┤ Rz(0.39897) ├»\n", + "« └───┘└─────────────┘»\n", + "«c1225: 10/═════════════════════════════════════════════════════════════════»\n", + "« »\n", + "« »\n", + "« q7340_0: ───────────────────────────────────────────────────────────────»\n", + "« »\n", + "« q7340_1: ───────────────────────────────────────────────────────────────»\n", + "« ┌──────────┐»\n", + "« q7340_2: ────────────────────────────────────────────────■──┤ Rx(-0.8) ├»\n", + "« │ └──────────┘»\n", + "« q7340_3: ────────────────────────────────────────────────┼───────■──────»\n", + "« │ │ »\n", + "« q7340_4: ───────■────────────────────────────────────────┼───────┼──────»\n", + "« │ │ │ »\n", + "« q7340_5: ───────┼──────────────■─────────────────────────┼───────┼──────»\n", + "« │ ┌─┴─┐ ┌──────────────┐ │ │ »\n", + "« q7340_6: ───────┼────────────┤ X ├─────┤ Rz(0.096925) ├──┼───────┼──────»\n", + "« ┌─┴─┐ ┌────┴───┴────┐└──────────────┘ │ │ »\n", + "« q7340_7: ─────┤ X ├─────┤ Rz(0.51693) ├──────────────────┼───────┼──────»\n", + "« ┌────┴───┴────┐└─────────────┘ │ ┌─┴─┐ »\n", + "« q7340_8: ┤ Rz(0.75671) ├─────────────────────────────────┼─────┤ X ├────»\n", + "« └─────────────┘ ┌─┴─┐ └───┘ »\n", + "« q7340_9: ──────────────────────────────────────────────┤ X ├────────────»\n", + "« └───┘ »\n", + "«c1225: 10/═══════════════════════════════════════════════════════════════»\n", + "« »\n", + "« »\n", + "« q7340_0: ──────────────────────────────────────────────────────────────────»\n", + "« »\n", + "« q7340_1: ──────────────────────────────────────────────────────────────────»\n", + "« ┌─┐ »\n", + "« q7340_2: ────────────────────────────────────────────────────┤M├───────────»\n", + "« ┌──────────┐ └╥┘┌─┐ »\n", + "« q7340_3: ┤ Rx(-0.8) ├─────────────────────────────────────────╫─┤M├────────»\n", + "« └──────────┘ ║ └╥┘ »\n", + "« q7340_4: ─────■─────────────■─────────────────────────────────╫──╫──────■──»\n", + "« │ │ ║ ║ │ »\n", + "« q7340_5: ─────┼────────■────┼─────────■───────────────────────╫──╫──────┼──»\n", + "« │ ┌─┴─┐ │ │ ┌──────────┐ ║ ║ ┌─┐ │ »\n", + "« q7340_6: ─────┼──────┤ X ├──┼─────────┼─────────┤ Rx(-0.8) ├──╫──╫─┤M├──┼──»\n", + "« ┌─┴─┐ └───┘ │ ┌─┴─┐ ┌┴──────────┴┐ ║ ║ └╥┘ │ »\n", + "« q7340_7: ───┤ X ├───────────┼───────┤ X ├──────┤ Rz(0.5277) ├─╫──╫──╫───┼──»\n", + "« └───┘ ┌─┴─┐┌────┴───┴─────┐└────────────┘ ║ ║ ║ ┌─┴─┐»\n", + "« q7340_8: ─────────────────┤ X ├┤ Rz(0.056618) ├───────────────╫──╫──╫─┤ X ├»\n", + "« └───┘└──────────────┘ ║ ║ ║ └───┘»\n", + "« q7340_9: ─────────────────────────────────────────────────────╫──╫──╫──────»\n", + "« ║ ║ ║ »\n", + "«c1225: 10/═════════════════════════════════════════════════════╩══╩══╩══════»\n", + "« 2 3 6 »\n", + "« »\n", + "« q7340_0: ──────────────────────────────────────────────────────────────»\n", + "« »\n", + "« q7340_1: ──────────────────────────────────────────────────────────────»\n", + "« »\n", + "« q7340_2: ──────────────────────────────────────────────────────────────»\n", + "« »\n", + "« q7340_3: ──────────────────────────────────────────────────────────────»\n", + "« ┌──────────┐ »\n", + "« q7340_4: ───────■──────────────────────────────────■──┤ Rx(-0.8) ├─────»\n", + "« │ │ └──────────┘ »\n", + "« q7340_5: ──■────┼─────────■────────────────────────┼───────■────────■──»\n", + "« │ │ │ │ │ │ »\n", + "« q7340_6: ──┼────┼─────────┼────────────────────────┼───────┼────────┼──»\n", + "« ┌─┴─┐ │ │ │ │ │ »\n", + "« q7340_7: ┤ X ├──┼─────────┼────────────────────────┼───────┼────────┼──»\n", + "« └───┘ │ ┌─┴─┐ ┌─────────────┐ │ ┌─┴─┐ │ »\n", + "« q7340_8: ───────┼───────┤ X ├─────┤ Rz(0.65474) ├──┼─────┤ X ├──────┼──»\n", + "« ┌─┴─┐┌────┴───┴────┐└─────────────┘┌─┴─┐ └───┘ ┌─┴─┐»\n", + "« q7340_9: ─────┤ X ├┤ Rz(0.04957) ├───────────────┤ X ├────────────┤ X ├»\n", + "« └───┘└─────────────┘ └───┘ └───┘»\n", + "«c1225: 10/══════════════════════════════════════════════════════════════»\n", + "« »\n", + "« »\n", + "« q7340_0: ──────────────────────────────────────────────────────────────»\n", + "« »\n", + "« q7340_1: ──────────────────────────────────────────────────────────────»\n", + "« »\n", + "« q7340_2: ──────────────────────────────────────────────────────────────»\n", + "« »\n", + "« q7340_3: ──────────────────────────────────────────────────────────────»\n", + "« ┌─┐ »\n", + "« q7340_4: ──────────────────────────────┤M├─────────────────────────────»\n", + "« └╥┘ ┌──────────┐ »\n", + "« q7340_5: ───────────────────────────────╫───■──┤ Rx(-0.8) ├────────────»\n", + "« ║ │ └──────────┘ »\n", + "« q7340_6: ───────────────────────────────╫───┼──────────────────────────»\n", + "« ║ │ ┌──────────┐»\n", + "« q7340_7: ───────■───────────────────────╫───┼───────■──────┤ Rx(-0.8) ├»\n", + "« ┌─┴─┐ ┌─────────────┐ ║ │ ┌─┴─┐ └──────────┘»\n", + "« q7340_8: ─────┤ X ├─────┤ Rz(0.40115) ├─╫───┼─────┤ X ├─────────■──────»\n", + "« ┌────┴───┴────┐└─────────────┘ ║ ┌─┴─┐ └───┘ ┌─┴─┐ »\n", + "« q7340_9: ┤ Rz(0.54917) ├────────────────╫─┤ X ├───────────────┤ X ├────»\n", + "« └─────────────┘ ║ └───┘ └───┘ »\n", + "«c1225: 10/═══════════════════════════════╩══════════════════════════════»\n", + "« 4 »\n", + "« \n", + "« q7340_0: ─────────────────────────────────────────────\n", + "« \n", + "« q7340_1: ─────────────────────────────────────────────\n", + "« \n", + "« q7340_2: ─────────────────────────────────────────────\n", + "« \n", + "« q7340_3: ─────────────────────────────────────────────\n", + "« \n", + "« q7340_4: ─────────────────────────────────────────────\n", + "« ┌─┐ \n", + "« q7340_5: ────────────────┤M├──────────────────────────\n", + "« └╥┘ \n", + "« q7340_6: ─────────────────╫───────────────────────────\n", + "« ║ ┌─┐ \n", + "« q7340_7: ─────────────────╫─┤M├───────────────────────\n", + "« ║ └╥┘ ┌──────────┐┌─┐ \n", + "« q7340_8: ─────────────────╫──╫───■──┤ Rx(-0.8) ├┤M├───\n", + "« ┌──────────────┐ ║ ║ ┌─┴─┐├──────────┤└╥┘┌─┐\n", + "« q7340_9: ┤ Rz(0.090693) ├─╫──╫─┤ X ├┤ Rx(-0.8) ├─╫─┤M├\n", + "« └──────────────┘ ║ ║ └───┘└──────────┘ ║ └╥┘\n", + "«c1225: 10/═════════════════╩══╩═══════════════════╩══╩═\n", + "« 5 7 8 9 " + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Each of the circuits looks like this:\n", + "gamma = 0.8\n", + "beta = 0.4\n", + "singleCircuit = qaoamc.createCircuit(np.array((gamma, beta)), 1)\n", + "singleCircuit.draw()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "f07c6682", + "metadata": {}, + "source": [ + "* Hadamard operation on each qubit\n", + "* For each edge:\n", + " * Flip the edge\n", + " * Apply Rz(edge_weight * gamma) to the end-node\n", + " * Flip the edge back\n", + " * Rx(-2*beta) on the start node\n", + "* Measure all qubits" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "1b4a83aa", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize expected values for uniformly sampled gamma/beta pairs\n", + "\n", + "f = pl.figure(figsize=(6, 6), dpi= 80, facecolor='w', edgecolor='k');\n", + "_=pl.xlabel(r'$\\gamma$')\n", + "_=pl.ylabel(r'$\\beta$')\n", + "ax = pl.gca()\n", + "_=pl.title('Expectation value')\n", + "im = ax.imshow(qaoamc.E,interpolation='bicubic',origin='lower',extent=[0,np.pi/2,0,np.pi/2])\n", + "divider = make_axes_locatable(ax)\n", + "cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n", + "_=pl.colorbar(im, cax=cax)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "9dff4c99", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f = pl.figure(figsize=(6, 6), dpi= 80, facecolor='w', edgecolor='k');\n", + "_=pl.xlabel(r'$\\gamma$')\n", + "_=pl.ylabel(r'$\\beta$')\n", + "ax = pl.gca()\n", + "_=pl.title('Variance')\n", + "im = ax.imshow(qaoamc.Var,interpolation='bicubic',origin='lower',extent=[0,np.pi/2,0,np.pi/2])\n", + "divider = make_axes_locatable(ax)\n", + "cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n", + "_=pl.colorbar(im, cax=cax)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "a5d7930e", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 6 )= -8.097669510275232\n", + "cost(depth= 6 )= -8.657714089848158\n", + "cost(depth= 7 )= -8.190444802782501\n", + "cost(depth= 7 )= -8.657714089848158\n", + "cost(depth= 8 )= -8.199893624066346\n", + "cost(depth= 8 )= -8.657714089848158\n", + "cost(depth= 9 )= -8.321711211259386\n", + "cost(depth= 9 )= -8.657714089848158\n", + "cost(depth= 10 )= -8.317665326814371\n", + "cost(depth= 10 )= -8.657714089848158\n", + "cost(depth= 11 )= -8.341366229226104\n", + "cost(depth= 11 )= -8.657714089848158\n", + "cost(depth= 12 )= -8.305607021865706\n", + "cost(depth= 12 )= -8.657714089848158\n" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[74], line 3\u001b[0m\n\u001b[0;32m 1\u001b[0m maxdepth\u001b[39m=\u001b[39m\u001b[39m10\u001b[39m\n\u001b[0;32m 2\u001b[0m \u001b[39mfor\u001b[39;00m i \u001b[39min\u001b[39;00m \u001b[39mrange\u001b[39m(maxdepth):\n\u001b[1;32m----> 3\u001b[0m qaoamc\u001b[39m.\u001b[39;49mincrease_depth(qasm_sim, \u001b[39m1024\u001b[39;49m)\n\u001b[0;32m 4\u001b[0m qaoamc_cvar\u001b[39m.\u001b[39mincrease_depth(qasm_sim, \u001b[39m1024\u001b[39m)\n", + "File \u001b[1;32m~\\playground-win\\quantumComputing\\OpenQuantumComputing\\openquantumcomputing\\QAOABase.py:284\u001b[0m, in \u001b[0;36mQAOABase.increase_depth\u001b[1;34m(self, backend, shots, precision, noisemodel, method)\u001b[0m\n\u001b[0;32m 281\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mg_values\u001b[39m=\u001b[39m{}\n\u001b[0;32m 282\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mg_angles\u001b[39m=\u001b[39m{}\n\u001b[1;32m--> 284\u001b[0m res \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mlocal_opt(angles0, backend, shots, precision, noisemodel\u001b[39m=\u001b[39;49mnoisemodel, method\u001b[39m=\u001b[39;49mmethod)\n\u001b[0;32m 285\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m res\u001b[39m.\u001b[39msuccess:\n\u001b[0;32m 286\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mWarning\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39mLocal optimization was not successful.\u001b[39m\u001b[39m\"\u001b[39m, res)\n", + "File \u001b[1;32m~\\playground-win\\quantumComputing\\OpenQuantumComputing\\openquantumcomputing\\QAOABase.py:250\u001b[0m, in \u001b[0;36mQAOABase.local_opt\u001b[1;34m(self, angles0, backend, shots, precision, noisemodel, method)\u001b[0m\n\u001b[0;32m 247\u001b[0m depth\u001b[39m=\u001b[39m\u001b[39mint\u001b[39m(\u001b[39mlen\u001b[39m(angles0)\u001b[39m/\u001b[39m\u001b[39m2\u001b[39m)\n\u001b[0;32m 249\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mnum_shots[\u001b[39m'\u001b[39m\u001b[39md\u001b[39m\u001b[39m'\u001b[39m\u001b[39m+\u001b[39m\u001b[39mstr\u001b[39m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mcurrent_depth\u001b[39m+\u001b[39m\u001b[39m1\u001b[39m)]\u001b[39m=\u001b[39m\u001b[39m0\u001b[39m\n\u001b[1;32m--> 250\u001b[0m res \u001b[39m=\u001b[39m minimize(\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mloss, x0 \u001b[39m=\u001b[39;49m angles0, method \u001b[39m=\u001b[39;49m method,\n\u001b[0;32m 251\u001b[0m args\u001b[39m=\u001b[39;49m(backend, depth, shots, precision, noisemodel))\n\u001b[0;32m 252\u001b[0m \u001b[39mreturn\u001b[39;00m res\n", + "File \u001b[1;32mc:\\Users\\havardh\\Miniconda3\\envs\\qcomp\\Lib\\site-packages\\scipy\\optimize\\_minimize.py:702\u001b[0m, in \u001b[0;36mminimize\u001b[1;34m(fun, x0, args, method, jac, hess, hessp, bounds, constraints, tol, callback, options)\u001b[0m\n\u001b[0;32m 699\u001b[0m res \u001b[39m=\u001b[39m _minimize_tnc(fun, x0, args, jac, bounds, callback\u001b[39m=\u001b[39mcallback,\n\u001b[0;32m 700\u001b[0m \u001b[39m*\u001b[39m\u001b[39m*\u001b[39moptions)\n\u001b[0;32m 701\u001b[0m \u001b[39melif\u001b[39;00m meth \u001b[39m==\u001b[39m \u001b[39m'\u001b[39m\u001b[39mcobyla\u001b[39m\u001b[39m'\u001b[39m:\n\u001b[1;32m--> 702\u001b[0m res \u001b[39m=\u001b[39m _minimize_cobyla(fun, x0, args, constraints, callback\u001b[39m=\u001b[39;49mcallback,\n\u001b[0;32m 703\u001b[0m \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49moptions)\n\u001b[0;32m 704\u001b[0m \u001b[39melif\u001b[39;00m meth \u001b[39m==\u001b[39m \u001b[39m'\u001b[39m\u001b[39mslsqp\u001b[39m\u001b[39m'\u001b[39m:\n\u001b[0;32m 705\u001b[0m res \u001b[39m=\u001b[39m _minimize_slsqp(fun, x0, args, jac, bounds,\n\u001b[0;32m 706\u001b[0m constraints, callback\u001b[39m=\u001b[39mcallback, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39moptions)\n", + "File \u001b[1;32mc:\\Users\\havardh\\Miniconda3\\envs\\qcomp\\Lib\\site-packages\\scipy\\optimize\\_cobyla_py.py:34\u001b[0m, in \u001b[0;36msynchronized..wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 31\u001b[0m \u001b[39m@functools\u001b[39m\u001b[39m.\u001b[39mwraps(func)\n\u001b[0;32m 32\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mwrapper\u001b[39m(\u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs):\n\u001b[0;32m 33\u001b[0m \u001b[39mwith\u001b[39;00m _module_lock:\n\u001b[1;32m---> 34\u001b[0m \u001b[39mreturn\u001b[39;00m func(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n", + "File \u001b[1;32mc:\\Users\\havardh\\Miniconda3\\envs\\qcomp\\Lib\\site-packages\\scipy\\optimize\\_cobyla_py.py:270\u001b[0m, in \u001b[0;36m_minimize_cobyla\u001b[1;34m(fun, x0, args, constraints, rhobeg, tol, maxiter, disp, catol, callback, **unknown_options)\u001b[0m\n\u001b[0;32m 267\u001b[0m callback(np\u001b[39m.\u001b[39mcopy(x))\n\u001b[0;32m 269\u001b[0m info \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mzeros(\u001b[39m4\u001b[39m, np\u001b[39m.\u001b[39mfloat64)\n\u001b[1;32m--> 270\u001b[0m xopt, info \u001b[39m=\u001b[39m cobyla\u001b[39m.\u001b[39;49mminimize(calcfc, m\u001b[39m=\u001b[39;49mm, x\u001b[39m=\u001b[39;49mnp\u001b[39m.\u001b[39;49mcopy(x0), rhobeg\u001b[39m=\u001b[39;49mrhobeg,\n\u001b[0;32m 271\u001b[0m rhoend\u001b[39m=\u001b[39;49mrhoend, iprint\u001b[39m=\u001b[39;49miprint, maxfun\u001b[39m=\u001b[39;49mmaxfun,\n\u001b[0;32m 272\u001b[0m dinfo\u001b[39m=\u001b[39;49minfo, callback\u001b[39m=\u001b[39;49mwrapped_callback)\n\u001b[0;32m 274\u001b[0m \u001b[39mif\u001b[39;00m info[\u001b[39m3\u001b[39m] \u001b[39m>\u001b[39m catol:\n\u001b[0;32m 275\u001b[0m \u001b[39m# Check constraint violation\u001b[39;00m\n\u001b[0;32m 276\u001b[0m info[\u001b[39m0\u001b[39m] \u001b[39m=\u001b[39m \u001b[39m4\u001b[39m\n", + "File \u001b[1;32mc:\\Users\\havardh\\Miniconda3\\envs\\qcomp\\Lib\\site-packages\\scipy\\optimize\\_cobyla_py.py:258\u001b[0m, in \u001b[0;36m_minimize_cobyla..calcfc\u001b[1;34m(x, con)\u001b[0m\n\u001b[0;32m 257\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mcalcfc\u001b[39m(x, con):\n\u001b[1;32m--> 258\u001b[0m f \u001b[39m=\u001b[39m fun(np\u001b[39m.\u001b[39;49mcopy(x), \u001b[39m*\u001b[39;49margs)\n\u001b[0;32m 259\u001b[0m i \u001b[39m=\u001b[39m \u001b[39m0\u001b[39m\n\u001b[0;32m 260\u001b[0m \u001b[39mfor\u001b[39;00m size, c \u001b[39min\u001b[39;00m izip(cons_lengths, constraints):\n", + "File \u001b[1;32m~\\playground-win\\quantumComputing\\OpenQuantumComputing\\openquantumcomputing\\QAOABase.py:99\u001b[0m, in \u001b[0;36mQAOABase.loss\u001b[1;34m(self, angles, backend, depth, shots, precision, noisemodel)\u001b[0m\n\u001b[0;32m 94\u001b[0m \u001b[39m\u001b[39m\u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m 95\u001b[0m \u001b[39mloss function\u001b[39;00m\n\u001b[0;32m 96\u001b[0m \u001b[39m:return: an instance of the qiskti class QuantumCircuit\u001b[39;00m\n\u001b[0;32m 97\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m 98\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mg_it\u001b[39m+\u001b[39m\u001b[39m=\u001b[39m\u001b[39m1\u001b[39m\n\u001b[1;32m---> 99\u001b[0m circuit \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mcreateCircuit(angles, depth)\n\u001b[0;32m 101\u001b[0m n_target\u001b[39m=\u001b[39mshots\n\u001b[0;32m 102\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mstat\u001b[39m.\u001b[39mreset()\n", + "File \u001b[1;32m~\\playground-win\\quantumComputing\\OpenQuantumComputing\\openquantumcomputing\\QAOAMaxCut.py:45\u001b[0m, in \u001b[0;36mQAOAMaxCut.createCircuit\u001b[1;34m(self, angles, depth)\u001b[0m\n\u001b[0;32m 43\u001b[0m circ\u001b[39m.\u001b[39mcx(q[i], q[j])\n\u001b[0;32m 44\u001b[0m circ\u001b[39m.\u001b[39mrz(wg, q[j])\n\u001b[1;32m---> 45\u001b[0m circ\u001b[39m.\u001b[39;49mcx(q[i], q[j])\n\u001b[0;32m 46\u001b[0m \u001b[39mif\u001b[39;00m usebarrier:\n\u001b[0;32m 47\u001b[0m circ\u001b[39m.\u001b[39mbarrier()\n", + "File \u001b[1;32mc:\\Users\\havardh\\Miniconda3\\envs\\qcomp\\Lib\\site-packages\\qiskit\\circuit\\quantumcircuit.py:3740\u001b[0m, in \u001b[0;36mQuantumCircuit.cx\u001b[1;34m(self, control_qubit, target_qubit, label, ctrl_state)\u001b[0m\n\u001b[0;32m 3722\u001b[0m \u001b[39m\u001b[39m\u001b[39mr\u001b[39m\u001b[39m\"\"\"Apply :class:`~qiskit.circuit.library.CXGate`.\u001b[39;00m\n\u001b[0;32m 3723\u001b[0m \n\u001b[0;32m 3724\u001b[0m \u001b[39mFor the full matrix form of this gate, see the underlying gate documentation.\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 3735\u001b[0m \u001b[39m A handle to the instructions created.\u001b[39;00m\n\u001b[0;32m 3736\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m 3738\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mlibrary\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mstandard_gates\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mx\u001b[39;00m \u001b[39mimport\u001b[39;00m CXGate\n\u001b[1;32m-> 3740\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mappend(\n\u001b[0;32m 3741\u001b[0m CXGate(label\u001b[39m=\u001b[39;49mlabel, ctrl_state\u001b[39m=\u001b[39;49mctrl_state), [control_qubit, target_qubit], []\n\u001b[0;32m 3742\u001b[0m )\n", + "File \u001b[1;32mc:\\Users\\havardh\\Miniconda3\\envs\\qcomp\\Lib\\site-packages\\qiskit\\circuit\\quantumcircuit.py:1266\u001b[0m, in \u001b[0;36mQuantumCircuit.append\u001b[1;34m(self, instruction, qargs, cargs)\u001b[0m\n\u001b[0;32m 1264\u001b[0m \u001b[39mfor\u001b[39;00m qarg, carg \u001b[39min\u001b[39;00m operation\u001b[39m.\u001b[39mbroadcast_arguments(expanded_qargs, expanded_cargs):\n\u001b[0;32m 1265\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_check_dups(qarg)\n\u001b[1;32m-> 1266\u001b[0m instruction \u001b[39m=\u001b[39m CircuitInstruction(operation, qarg, carg)\n\u001b[0;32m 1267\u001b[0m appender(instruction)\n\u001b[0;32m 1268\u001b[0m instructions\u001b[39m.\u001b[39madd(instruction)\n", + "File \u001b[1;32mc:\\Users\\havardh\\Miniconda3\\envs\\qcomp\\Lib\\site-packages\\qiskit\\circuit\\quantumcircuitdata.py:54\u001b[0m, in \u001b[0;36mCircuitInstruction.__init__\u001b[1;34m(self, operation, qubits, clbits)\u001b[0m\n\u001b[0;32m 47\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m__init__\u001b[39m(\n\u001b[0;32m 48\u001b[0m \u001b[39mself\u001b[39m,\n\u001b[0;32m 49\u001b[0m operation: Instruction,\n\u001b[0;32m 50\u001b[0m qubits: Iterable[Qubit] \u001b[39m=\u001b[39m (),\n\u001b[0;32m 51\u001b[0m clbits: Iterable[Clbit] \u001b[39m=\u001b[39m (),\n\u001b[0;32m 52\u001b[0m ):\n\u001b[0;32m 53\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39moperation \u001b[39m=\u001b[39m operation\n\u001b[1;32m---> 54\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mqubits \u001b[39m=\u001b[39m \u001b[39mtuple\u001b[39m(qubits)\n\u001b[0;32m 55\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mclbits \u001b[39m=\u001b[39m \u001b[39mtuple\u001b[39m(clbits)\n\u001b[0;32m 56\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_legacy_format_cache \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m\n", + "\u001b[1;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "maxdepth=10\n", + "for i in range(maxdepth):\n", + " qaoamc.increase_depth(qasm_sim, 1024)\n", + " qaoamc_cvar.increase_depth(qasm_sim, 1024)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "76202992", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pl.plot(np.arange(1,maxdepth+1), np.array(list(qaoamc.costval.values()))/mincost,'o--', label='QAOA with E')\n", + "pl.plot(np.arange(1,maxdepth+1), np.array(list(qaoamc_cvar.costval.values()))/mincost,'o--', label='QAOA with CVaR')\n", + "pl.hlines(1, 1,maxdepth, linestyles=\"solid\", colors=\"black\")\n", + "pl.ylim(0.5,1.05)\n", + "_=pl.ylabel('appr. ratio')\n", + "_=pl.xlabel('depth')\n", + "pl.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "868acd1e", + "metadata": {}, + "outputs": [], + "source": [ + "hist=qaoamc.hist(qaoamc.angles_hist['d'+str(maxdepth)+'_final'], qasm_sim,1024)\n", + "hist_cvar=qaoamc_cvar.hist(qaoamc.angles_hist['d'+str(maxdepth)+'_final'], qasm_sim,1024)\n", + "bins={}\n", + "bins_cvar={}\n", + "for key in hist:\n", + " c=-qaoamc.cost(key[::-1])\n", + " bins[c]=bins.get(c,0)\n", + " bins[c]+=hist[key]\n", + "for key in hist_cvar:\n", + " c_cvar=-qaoamc_cvar.cost(key[::-1])\n", + " bins_cvar[c_cvar]=bins_cvar.get(c,0)\n", + " bins_cvar[c_cvar]+=hist_cvar[key]\n", + "\n", + "\n", + "bins=dict(sorted(bins.items()))\n", + "bins_cvar=dict(sorted(bins_cvar.items()))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "cfacf13f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "max_val=max(costs)\n", + "\n", + "pl.figure(figsize=(25,10))\n", + "_=pl.hist(np.sort(costs), bins=50, alpha = 0.5, color= 'b', label='all combinations')\n", + "w=np.array(list(bins.values()))\n", + "_=pl.hist(bins.keys(),bins=50,weights=w/max(w)*30, alpha = 0.5, color= 'r', label='QAOA with E')\n", + "w=np.array(list(bins_cvar.values()))\n", + "_=pl.hist(bins_cvar.keys(),bins=50,weights=w/max(w)*30, alpha = 0.5, color= 'g', label='QAOA with CVaR')\n", + "min_ylim, max_ylim = pl.ylim()\n", + "max_ylim *=1.025\n", + "mean=np.mean(costs)\n", + "pl.axvline(mean, color='k', linestyle='dashed', linewidth=2)\n", + "_=pl.text(mean-1, max_ylim, 'mean = {:.2f}'.format(mean))\n", + "_=pl.xticks(np.arange(0, max_val, step=1))\n", + "pl.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "a3f77039", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pl.plot(np.arange(1,maxdepth+1),qaoamc.angles_hist['d'+str(maxdepth)+'_final'][::2],\"x-\",label='gamma')\n", + "pl.plot(np.arange(1,maxdepth+1),qaoamc.angles_hist['d'+str(maxdepth)+'_final'][1::2],\"o-\",label='beta')\n", + "_=pl.ylabel('parameter')\n", + "_=pl.xlabel('depth')\n", + "_=pl.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "25b68c56", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_=pl.plot(np.arange(1,maxdepth+1),qaoamc.num_fval.values(),\"o-\")\n", + "_=pl.ylabel('number of function evaluations')\n", + "_=pl.xlabel('depth')" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "754ded60", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_=pl.plot(np.arange(1,maxdepth+1),np.array(list(qaoamc.num_shots.values()))/np.array(list(qaoamc.num_fval.values())),\"o-\")\n", + "_=pl.ylabel('average number of shots per function evaluation')\n", + "_=pl.xlabel('depth')" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "2a703720", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[]\n", + "[0.04041053]\n", + "[0.04041053 0.63260662]\n", + "[0.04041053 0.38203139 0.63260662]\n", + "[0.04041053 0.23539273 0.38203139 0.63260662]\n", + "[0.04041053 0.23539273 0.32950301 0.38203139 0.63260662]\n" + ] + } + ], + "source": [ + "cvar_test = np.array([])\n", + "print(cvar_test)\n", + "for i in range(5):\n", + " r = np.random.rand()\n", + " idx = np.searchsorted(cvar_test, r)\n", + " cvar_test = np.insert(cvar_test, idx, r)\n", + " print(cvar_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "b4d7bcf6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([4.04105293e-02, 2.35392730e+00, 3.29503008e+01, 3.82031394e+02,\n", + " 6.32606623e+03])" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cvar_test * np.array([1.0, 10, 100, 1000, 10000])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "qcomp", + "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": "3.11.0" + }, + "vscode": { + "interpreter": { + "hash": "07d9372282eac67c0084465121a77eae453ab4064aafb19ec3f3b305f02b3aaf" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From a126b75952789665f6ec3893d769371b3173459a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?H=C3=A5vard=20Heitlo=20Holm?= Date: Wed, 28 Jun 2023 14:56:12 +0200 Subject: [PATCH 2/3] Examples of portfolio optimization --- PortfolioOptimization/4_asset_optimize.ipynb | 506 ++++++++++++ PortfolioOptimization/6_asset_optimize.ipynb | 580 +++++++++++++ PortfolioOptimization/8_asset_optimize.ipynb | 813 +++++++++++++++++++ PortfolioOptimization/asset_loader.py | 60 ++ 4 files changed, 1959 insertions(+) create mode 100644 PortfolioOptimization/4_asset_optimize.ipynb create mode 100644 PortfolioOptimization/6_asset_optimize.ipynb create mode 100644 PortfolioOptimization/8_asset_optimize.ipynb create mode 100644 PortfolioOptimization/asset_loader.py diff --git a/PortfolioOptimization/4_asset_optimize.ipynb b/PortfolioOptimization/4_asset_optimize.ipynb new file mode 100644 index 0000000..f3e1285 --- /dev/null +++ b/PortfolioOptimization/4_asset_optimize.ipynb @@ -0,0 +1,506 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from openquantumcomputing import QAOAPortfolioOptimization, QAOABase\n", + "from openquantumcomputing import Statistic\n", + "import asset_loader\n", + "\n", + "from qiskit import *\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", + "from qiskit.visualization import *\n", + "from tqdm import tqdm\n", + "import itertools\n", + "\n", + "\n", + "from importlib import reload" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\havardh\\playground-win\\quantumComputing\\optimization\\PortfolioOptimization\\asset_loader.py:41: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " axs[0].set_xticklabels(axs[0].get_xticklabels(), rotation=-30)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "reload(asset_loader)\n", + "assets = asset_loader.AssetData(4, 100, seed=13)\n", + "assets.plotAssets()\n", + "\n", + "params = {\n", + " \"risk\" : 0.5,\n", + " \"budget\": 2,\n", + " \"penalty\": 4,\n", + " \"cov_matrix\": assets.cov_matrix,\n", + " \"exp_return\": assets.exp_return,\n", + " \"usebarrier\": False,\n", + " \"parameterize\": False\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "reload(QAOAPortfolioOptimization)\n", + "qaoa_portopt = QAOAPortfolioOptimization.QAOAPortfolioOptimization(params)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "display(qaoa_portopt.createCircuit(np.array((np.pi,2*np.pi)),1).draw(output='mpl'))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.00048258 0.00031392 0.00078376 0.0001755 ]\n", + "[0.00056995 0.00033647 0.00060782 0.00024153]\n", + "0.0002465187338574156\n", + "0.0002465187338574156\n", + "0.0002465187338574156\n", + "[1. 1. 1.]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tril_cov = np.tril(qaoa_portopt.cov_matrix + np.tril(qaoa_portopt.cov_matrix, k=-1))\n", + "plt.imshow(tril_cov)\n", + "print(np.sum(qaoa_portopt.cov_matrix, axis=0))\n", + "print(np.sum(tril_cov, axis=0))\n", + "\n", + "x = np.random.rand(4)\n", + "print(x.T@(qaoa_portopt.cov_matrix@x))\n", + "print(x@(qaoa_portopt.cov_matrix@x))\n", + "print(x.T@(tril_cov@x))\n", + "\n", + "print(np.ones((3)))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "False\n", + "-4.002333065994415\n", + "0.00039152639381967447\n", + "0.0023381735562253425\n", + "-3.998367003059391\n" + ] + } + ], + "source": [ + "print(qaoa_portopt.isFeasible(\"0010\"))\n", + "print(qaoa_portopt.cost(\"0010\"))\n", + "print(qaoa_portopt.cost(\"0101\"))\n", + "print(qaoa_portopt.cost(\"1100\"))\n", + "\n", + "print(qaoa_portopt.cost(\"1000\"))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "solutions:\n", + "0000 \t -16.0\n", + "0001 \t -4.000341395451567\n", + "0010 \t -4.002333065994415\n", + "0011 -0.0026484871652812103\n", + "0100 \t -3.9992716588144965\n", + "0101 0.00039152639381967447\n", + "0110 -0.0016550158624220046\n", + "0111 \t -4.001965856373403\n", + "1000 \t -3.998367003059391\n", + "1001 0.0013270681176713595\n", + "1010 -0.0007997440273825873\n", + "1011 \t -4.001079698569619\n", + "1100 0.0023381735562253425\n", + "1101 \t -3.9979631746068307\n", + "1110 \t -4.0001448584652906\n", + "1111 \t -16.000420232347622\n", + "--------------------\n", + "Best sol is 1100 with cost 0.0023381735562253425\n" + ] + } + ], + "source": [ + "\n", + "print(\"solutions:\")\n", + "best_sol = None\n", + "best_cost = None\n", + "for s in [''.join(i) for i in itertools.product('01', repeat = assets.N)]:\n", + " c = qaoa_portopt.cost(s)\n", + " if best_sol is None:\n", + " best_sol = s\n", + " best_cost = c\n", + " elif c > best_cost:\n", + " best_sol = s\n", + " best_cost = c\n", + "\n", + " if qaoa_portopt.isFeasible(s):\n", + " print(s, c)\n", + " else: \n", + " print(s, '\\t', c)\n", + "\n", + "print(\"--------------------\")\n", + "print(\"Best sol is \"+ best_sol + \" with cost \" + str(best_cost))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sample cost landscape" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "qasm_sim = Aer.get_backend('qasm_simulator')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Calculating Energy landscape for depth p=1...\n", + "Calculating Energy landscape done\n" + ] + } + ], + "source": [ + "qaoa_portopt.sample_cost_landscape(qasm_sim, 1024, angles={\"gamma\": [0,np.pi,50], \"beta\": [0,np.pi,40]})" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plotLandscape(field, title, interpolation='bicubic'):\n", + " f = plt.figure(figsize=(6, 6), dpi= 80, facecolor='w', edgecolor='k')\n", + " _=plt.xlabel(r'$\\gamma$')\n", + " _=plt.ylabel(r'$\\beta$')\n", + " ax = plt.gca()\n", + " _=plt.title(title)\n", + " im = ax.imshow(field, interpolation=interpolation, origin='lower', extent=[0,np.pi,0,np.pi])\n", + " divider = make_axes_locatable(ax)\n", + " cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n", + " _=plt.colorbar(im, cax=cax)\n", + "\n", + "plotLandscape(qaoa_portopt.E, \"Expection value\", interpolation=\"None\")\n", + "#plotLandscape(qaoa_portopt.E, r'CVaR with $\\alpha$='+str(qaoaec_cvar.params[\"alpha\"])) #, interpolation=\"None\")\n", + "plotLandscape(qaoa_portopt.Var, \"Variance\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 14%|█▍ | 1/7 [00:00<00:04, 1.49it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 1 )= 0.00021457896696780443\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 29%|██▊ | 2/7 [00:01<00:04, 1.14it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 2 )= 1.649510502404079\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 43%|████▎ | 3/7 [00:03<00:05, 1.47s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 3 )= 1.1403575896676548\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 57%|█████▋ | 4/7 [00:06<00:06, 2.09s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 4 )= 0.6565295001692869\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 71%|███████▏ | 5/7 [00:11<00:05, 2.84s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 5 )= 1.043023445517185\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 86%|████████▌ | 6/7 [00:16<00:03, 3.88s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 6 )= 0.1883481226451944\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 7/7 [00:23<00:00, 3.36s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 7 )= 0.4221436943786407\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "maxdepth=7\n", + "for i in tqdm(range(maxdepth)):\n", + " qaoa_portopt.increase_depth(qasm_sim, 1024)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hist=qaoa_portopt.hist(qaoa_portopt.angles_hist['d'+str(maxdepth)+'_final'], qasm_sim,1024)\n", + "plot_histogram(hist)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-0.0007997440273825873 1010 411\n", + "-0.0016550158624220046 0110 159\n", + "0.0023381735562253425 1100 158\n", + "0.0013270681176713595 1001 147\n", + "0.00039152639381967447 0101 56\n", + "\t -4.001965856373403 0111 18\n", + "\t -4.0001448584652906 1110 15\n", + "\t -4.000341395451567 0001 14\n", + "\t -3.998367003059391 1000 12\n", + "-0.0026484871652812103 0011 9\n", + "\t -3.9992716588144965 0100 7\n", + "\t -4.001079698569619 1011 6\n", + "\t -4.002333065994415 0010 6\n", + "\t -3.9979631746068307 1101 4\n", + "\t -16.000420232347622 1111 1\n", + "\t -16.0 0000 1\n", + "Classical best result: ('1100', 0.0023381735562253425)\n" + ] + } + ], + "source": [ + "sorted_hist = dict(sorted(hist.items(), key=lambda item: item[1], reverse=True))\n", + "\n", + "for s, freq in sorted_hist.items():\n", + " if qaoa_portopt.isFeasible(s):\n", + " print(qaoa_portopt.cost(s), s, freq)\n", + " else:\n", + " print(\"\\t\", qaoa_portopt.cost(s), s, freq)\n", + "\n", + "print(\"Classical best result: \", (best_sol, best_cost))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "qcomp", + "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": "3.11.3" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/PortfolioOptimization/6_asset_optimize.ipynb b/PortfolioOptimization/6_asset_optimize.ipynb new file mode 100644 index 0000000..5acaf77 --- /dev/null +++ b/PortfolioOptimization/6_asset_optimize.ipynb @@ -0,0 +1,580 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from openquantumcomputing import QAOAPortfolioOptimization, QAOABase\n", + "from openquantumcomputing import Statistic\n", + "import asset_loader\n", + "\n", + "from qiskit import *\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", + "from qiskit.visualization import *\n", + "from tqdm import tqdm\n", + "import itertools\n", + "\n", + "\n", + "from importlib import reload" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\havardh\\playground-win\\quantumComputing\\optimization\\PortfolioOptimization\\asset_loader.py:41: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " axs[0].set_xticklabels(axs[0].get_xticklabels(), rotation=-30)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "64\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "reload(asset_loader)\n", + "assets = asset_loader.AssetData(6, 100, seed=13)\n", + "assets.plotAssets()\n", + "\n", + "params = {\n", + " \"risk\" : 0.5,\n", + " \"budget\": 2,\n", + " \"penalty\": 4,\n", + " \"cov_matrix\": assets.cov_matrix,\n", + " \"exp_return\": assets.exp_return,\n", + " \"usebarrier\": True\n", + "}\n", + "print(2**assets.N)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "reload(QAOAPortfolioOptimization)\n", + "qaoa_portopt = QAOAPortfolioOptimization.QAOAPortfolioOptimization(params)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "display(qaoa_portopt.createCircuit(np.array((np.pi,2*np.pi)),1).draw(output='mpl'))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "solutions:\n", + "000000 \t -16.0\n", + "000001 \t -3.9961826539466863\n", + "000010 \t -3.998681291258883\n", + "000011 0.005149285769853407\n", + "000100 \t -4.000341395451567\n", + "000101 0.0034369571369659013\n", + "000110 0.000982559034333974\n", + "000111 \t -3.9952258574017137\n", + "001000 \t -4.002333065994415\n", + "001001 0.0015792261027094412\n", + "001010 -0.0009441163260390795\n", + "001011 \t -3.9970185932535003\n", + "001100 -0.0026484871652812103\n", + "001101 \t -3.998775188532939\n", + "001110 \t -4.001254291752133\n", + "001111 \t -15.997367762144364\n", + "010000 \t -3.9992716588144965\n", + "010001 0.0046114172079469995\n", + "010010 0.0020760282873837355\n", + "010011 \t -3.99402766471475\n", + "010100 0.00039152639381967447\n", + "010101 \t -3.9957643910485174\n", + "010110 \t -3.9982555407595157\n", + "010111 \t -15.994398227226426\n", + "011000 -0.0016550158624220046\n", + "011001 \t -3.9976769937961762\n", + "011010 \t -4.000237087833291\n", + "011011 \t -15.996245834791608\n", + "011100 \t -4.001965856373403\n", + "011101 \t -15.998026827771938\n", + "011110 \t -16.000542682599487\n", + "011111 \t -35.996590423022596\n", + "100000 \t -3.998367003059391\n", + "100001 0.005428075404783073\n", + "100010 0.0030563424410345874\n", + "100011 \t -3.9931353481193668\n", + "100100 0.0013270681176713595\n", + "100101 \t -3.994916846882937\n", + "100110 \t -3.997244340637117\n", + "100111 \t -15.993475024662288\n", + "101000 -0.0007997440273825873\n", + "101001 \t -3.996909719519401\n", + "101010 \t -3.9993061575996975\n", + "101011 \t -15.995402902116297\n", + "101100 \t -4.001079698569619\n", + "101101 \t -15.997228667526429\n", + "101110 \t -15.999580866397153\n", + "101111 \t -35.995716604378515\n", + "110000 0.0023381735562253425\n", + "110001 \t -3.9938010180104726\n", + "110010 \t -3.9962095025825803\n", + "110011 \t -15.992335463173859\n", + "110100 \t -3.9979631746068307\n", + "110101 \t -15.994141359638306\n", + "110110 \t -15.996505605000849\n", + "110111 \t -35.992670559056904\n", + "111000 \t -4.0001448584652906\n", + "111001 \t -15.996189103988172\n", + "111010 \t -15.998622293676831\n", + "111011 \t -35.994653308224315\n", + "111100 \t -16.000420232347622\n", + "111101 \t -35.996503471335316\n", + "111110 \t -35.9988924218144\n", + "111111 \t -63.99496242982666\n", + "--------------------\n", + "Best sol is 100001 with cost 0.005428075404783073\n" + ] + } + ], + "source": [ + "\n", + "print(\"solutions:\")\n", + "best_sol = None\n", + "best_cost = None\n", + "for s in [''.join(i) for i in itertools.product('01', repeat = assets.N)]:\n", + " c = qaoa_portopt.cost(s)\n", + " if best_sol is None:\n", + " best_sol = s\n", + " best_cost = c\n", + " elif c > best_cost:\n", + " best_sol = s\n", + " best_cost = c\n", + "\n", + " if qaoa_portopt.isFeasible(s):\n", + " print(s, c)\n", + " else: \n", + " print(s, '\\t', c)\n", + "\n", + "print(\"--------------------\")\n", + "print(\"Best sol is \"+ best_sol + \" with cost \" + str(best_cost))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sample cost landscape" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "qasm_sim = Aer.get_backend('qasm_simulator')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Calculating Energy landscape for depth p=1...\n", + "Calculating Energy landscape done\n" + ] + } + ], + "source": [ + "qaoa_portopt.sample_cost_landscape(qasm_sim, 1024, angles={\"gamma\": [0,np.pi,50], \"beta\": [0,np.pi,40]})" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plotLandscape(field, title, interpolation='bicubic'):\n", + " f = plt.figure(figsize=(6, 6), dpi= 80, facecolor='w', edgecolor='k')\n", + " _=plt.xlabel(r'$\\gamma$')\n", + " _=plt.ylabel(r'$\\beta$')\n", + " ax = plt.gca()\n", + " _=plt.title(title)\n", + " im = ax.imshow(field, interpolation=interpolation, origin='lower', extent=[0,np.pi,0,np.pi])\n", + " divider = make_axes_locatable(ax)\n", + " cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n", + " _=plt.colorbar(im, cax=cax)\n", + "\n", + "plotLandscape(qaoa_portopt.E, \"Expection value\", interpolation=\"None\")\n", + "#plotLandscape(qaoa_portopt.E, r'CVaR with $\\alpha$='+str(qaoaec_cvar.params[\"alpha\"])) #, interpolation=\"None\")\n", + "plotLandscape(qaoa_portopt.Var, \"Variance\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 10%|█ | 1/10 [00:01<00:17, 1.96s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 1 )= 2.5829933609362214\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 20%|██ | 2/10 [00:03<00:12, 1.58s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 2 )= 6.725234989402634\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 30%|███ | 3/10 [00:06<00:15, 2.23s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 3 )= 6.611086736425675\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 40%|████ | 4/10 [00:10<00:17, 2.86s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 4 )= 7.356770721480401\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 50%|█████ | 5/10 [00:14<00:16, 3.39s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 5 )= 6.259591530955283\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 60%|██████ | 6/10 [00:20<00:17, 4.41s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 6 )= 5.828438714146477\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 70%|███████ | 7/10 [00:30<00:18, 6.13s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 7 )= 2.864840185559787\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 80%|████████ | 8/10 [00:42<00:15, 7.91s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 8 )= 2.673134117383907\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 90%|█████████ | 9/10 [00:57<00:10, 10.21s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 9 )= 3.143092114770156\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 10/10 [01:14<00:00, 7.41s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 10 )= 6.161788672015834\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "maxdepth=10\n", + "for i in tqdm(range(maxdepth)):\n", + " qaoa_portopt.increase_depth(qasm_sim, 1024)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hist=qaoa_portopt.hist(qaoa_portopt.angles_hist['d'+str(maxdepth)+'_final'], qasm_sim,1024)\n", + "plot_histogram(hist)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Classical best result: ('100001', 0.005428075404783073)\n", + "0\t\t -3.9993061575996975 101010 171\n", + "1\t 0.00039152639381967447 010100 162\n", + "2\t\t -3.996909719519401 101001 85\n", + "3\t\t -3.9992716588144965 010000 38\n", + "4\t\t -3.9957643910485174 010101 35\n", + "5\t\t -15.994141359638306 110101 32\n", + "6\t\t -3.9962095025825803 110010 31\n", + "7\t\t -4.001965856373403 011100 28\n", + "8\t 0.0013270681176713595 100100 26\n", + "9\t -0.0016550158624220046 011000 21\n", + "10\t -0.0026484871652812103 001100 21\n", + "11\t\t -15.993475024662288 100111 20\n", + "12\t\t -4.0001448584652906 111000 18\n", + "13\t\t -35.994653308224315 111011 17\n", + "14\t\t -3.9982555407595157 010110 16\n", + "15\t 0.0034369571369659013 000101 16\n", + "16\t\t -4.002333065994415 001000 16\n", + "17\t\t -16.000542682599487 011110 15\n", + "18\t\t -3.9970185932535003 001011 14\n", + "19\t\t -3.9931353481193668 100011 14\n", + "20\t\t -16.0 000000 13\n" + ] + } + ], + "source": [ + "sorted_hist = dict(sorted(hist.items(), key=lambda item: item[1], reverse=True))\n", + "\n", + "print(\"Classical best result: \", (best_sol, best_cost))\n", + "\n", + "i = 0\n", + "for s, freq in sorted_hist.items():\n", + " if i > 20:\n", + " break\n", + " if s == best_sol:\n", + " print(str(i)+\" -->\\t\", qaoa_portopt.cost(s), s, freq)\n", + " elif qaoa_portopt.isFeasible(s):\n", + " print(str(i)+\"\\t\", qaoa_portopt.cost(s), s, freq)\n", + " else:\n", + " print(str(i)+\"\\t\\t\", qaoa_portopt.cost(s), s, freq)\n", + " i = i + 1\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-63.99496242982665 -63.99496242982666 -63.99496242982665\n", + "-16.0 -16.0 -16.0\n", + "-3.995764391048522 -3.9957643910485174 -3.995764391048522\n", + "-0.0016550158624250885 -0.0016550158624220046 -0.0016550158624250885\n", + "0.004611417207942098 0.0046114172079469995 0.004611417207942098\n" + ] + } + ], + "source": [ + "def cost(qaoa_portopt, string, penalize=True):\n", + " \n", + " risk = qaoa_portopt.params.get(\"risk\")\n", + " budget = qaoa_portopt.params.get(\"budget\")\n", + " cov_matrix = qaoa_portopt.params.get(\"cov_matrix\")\n", + " exp_return = qaoa_portopt.params.get(\"exp_return\")\n", + " penalty = qaoa_portopt.params.get(\"penalty\", 0.0)\n", + "\n", + " x = np.array(list(map(int,string))) \n", + " cost = risk* (x.T@cov_matrix@x) - exp_return.T@x\n", + " if penalize:\n", + " cost += penalty * (x.sum() - budget)**2\n", + "\n", + " return -cost\n", + "\n", + "\n", + "for s in [\"111111\", \"000000\", \"010101\", \"011000\", \"010001\"]:\n", + " print(cost(qaoa_portopt, s), qaoa_portopt.cost(s), qaoa_portopt.cost_nonQUBO(s))\n", + "\n", + "\n", + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "qcomp", + "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": "3.11.3" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/PortfolioOptimization/8_asset_optimize.ipynb b/PortfolioOptimization/8_asset_optimize.ipynb new file mode 100644 index 0000000..85d79cf --- /dev/null +++ b/PortfolioOptimization/8_asset_optimize.ipynb @@ -0,0 +1,813 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from openquantumcomputing import QAOAPortfolioOptimization, QAOABase\n", + "from openquantumcomputing import Statistic\n", + "import asset_loader\n", + "\n", + "from qiskit import *\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", + "from qiskit.visualization import *\n", + "from tqdm import tqdm\n", + "import itertools\n", + "\n", + "\n", + "from importlib import reload" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\havardh\\playground-win\\quantumComputing\\optimization\\PortfolioOptimization\\asset_loader.py:41: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " axs[0].set_xticklabels(axs[0].get_xticklabels(), rotation=-30)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "256\n" + ] + }, + { + "data": { + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "reload(asset_loader)\n", + "assets = asset_loader.AssetData(8, 100, seed=13)\n", + "assets.plotAssets()\n", + "\n", + "params = {\n", + " \"risk\" : 0.5,\n", + " \"budget\": 3,\n", + " \"penalty\": 0.1,\n", + " \"cov_matrix\": assets.cov_matrix,\n", + " \"exp_return\": assets.exp_return,\n", + " \"usebarrier\": True\n", + "}\n", + "print(2**assets.N)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "reload(QAOAPortfolioOptimization)\n", + "qaoa_portopt = QAOAPortfolioOptimization.QAOAPortfolioOptimization(params)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "display(qaoa_portopt.createCircuit(np.array((np.pi,2*np.pi)),1).draw(output='mpl'))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "solutions:\n", + "00000000 \t -0.9000000000000001\n", + "00000001 \t -0.39959493903923593\n", + "00000010 \t -0.40003838680503623\n", + "00000011 \t -0.09961497100788397\n", + "00000100 \t -0.3961826539466855\n", + "00000101 \t -0.09571981905405957\n", + "00000110 \t -0.09620838012044663\n", + "00000111 0.004272809608567463\n", + "00001000 \t -0.3986812912588831\n", + "00001001 \t -0.09831678722260051\n", + "00001010 \t -0.09870341459236309\n", + "00001011 0.0016794442803078624\n", + "00001100 \t -0.0948507142301469\n", + "00001101 0.005571563737997387\n", + "00001110 0.005139823067648375\n", + "00001111 \t -0.09441954412781906\n", + "00010000 \t 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"01011101 \t -0.39406914361545575\n", + "01011110 \t -0.39435014921544576\n", + "01011111 \t -0.894002710768081\n", + "01100000 \t -0.1016550158624252\n", + "01100001 -0.0013522162694326045\n", + "01100010 -0.0016661050159871849\n", + "01100011 \t -0.10134495058660642\n", + "01100100 0.00232300620382353\n", + "01100101 \t -0.09731642027132215\n", + "01100110 \t -0.09767542231846371\n", + "01100111 \t -0.39729649395722055\n", + "01101000 -0.000237087833283689\n", + "01101001 \t -0.09997484516477262\n", + "01101010 \t -0.10023191351528937\n", + "01101011 \t -0.39995131601039025\n", + "01101100 \t -0.09624583479161308\n", + "01101101 \t -0.3959258181912404\n", + "01101110 \t -0.39622799984234436\n", + "01101111 \t -0.8958896284055828\n", + "01110000 -0.0019658563734039625\n", + "01110001 \t -0.10170985433451096\n", + "01110010 \t -0.10195588133790268\n", + "01110011 \t -0.4016815244626206\n", + "01110100 \t -0.09802682777193805\n", + "01110101 \t -0.39771305180118266\n", + "01110110 \t -0.3980041921051616\n", + "01110111 \t -0.897672061298018\n", + "01111000 \t -0.10054268259947885\n", + "01111001 \t -0.40032723748506727\n", + "01111010 \t -0.40051644409242093\n", + "01111011 \t -0.9002826441416205\n", + "01111100 \t -0.3965904230225916\n", + "01111101 \t -0.8963172039763172\n", + "01111110 \t -0.8965515238842585\n", + "01111111 \t -1.5962599500015962\n", + "10000000 \t -0.398367003059392\n", + "10000001 \t -0.09789276426475624\n", + "10000010 \t -0.09838280904672725\n", + "10000011 0.00210978458429667\n", + "10000100 \t -0.09457192459522124\n", + "10000101 0.005960088131276464\n", + "10000110 0.00542493004871869\n", + "10000111 \t -0.094024702388396\n", + "10001000 \t -0.09694365755896117\n", + "10001001 0.003490024311193052\n", + "10001010 0.0030567999252598677\n", + "10001011 \t -0.09649116336819752\n", + "10001100 0.006864651880631345\n", + "10001101 \t -0.09264389231735248\n", + "10001110 \t -0.09312223000387276\n", + "10001111 \t -0.392612419365469\n", + "10010000 \t -0.09867293188232829\n", + "10010001 0.0017545093582082005\n", + "10010010 0.0013323263194000567\n", + "10010011 \t -0.0982218776036754\n", + "10010100 0.005083153117060091\n", + "10010101 \t -0.09443163171054159\n", + "10010110 \t -0.09489892804993683\n", + "10010111 \t -0.3943953580411501\n", + "10011000 0.0027556593628863535\n", + "10011001 \t -0.09685745632105891\n", + "10011010 \t -0.0972228189638289\n", + "10011011 \t -0.39681757981138577\n", + "10011100 \t -0.09347502466230373\n", + "10011101 \t -0.39303036641438704\n", + "10011110 \t -0.39344084235774424\n", + "10011111 \t -0.8929778292734396\n", + "10100000 \t -0.10079974402738401\n", + "10100001 -0.000381369797451514\n", + "10100010 -0.0008247288873732828\n", + "10100011 \t -0.1003879998210524\n", + "10100100 0.0030902804805961193\n", + "10100101 \t -0.09643357135760944\n", + "10100110 \t -0.09692204374811797\n", + "10100111 \t -0.3964275407499358\n", + "10101000 0.0006938424003041233\n", + "10101001 \t -0.09892834029424491\n", + "10101010 \t -0.09931487898812885\n", + "10101011 \t -0.39891870684628983\n", + "10101100 \t -0.09540290211629432\n", + "10101101 \t -0.3949673108789813\n", + "10101110 \t -0.395398962873452\n", + "10101111 \t -0.894945016799751\n", + "10110000 -0.0010796985696177597\n", + "10110001 \t -0.1007081218937842\n", + "10110010 \t -0.10108361924054354\n", + "10110011 \t -0.40069368772832203\n", + "10110100 \t -0.09722866752642045\n", + "10110101 \t -0.3967993169187254\n", + "10110110 \t -0.3972199275660706\n", + "10110111 \t -0.8967722221219876\n", + "10111000 \t -0.0995808663971458\n", + "10111001 \t -0.3992498466457943\n", + "10111010 \t -0.3995685235965152\n", + "10111011 \t -0.8992191490087753\n", + "10111100 \t -0.39571660437852674\n", + "10111101 \t -0.8953278106953133\n", + "10111110 \t -0.8956916009466214\n", + "10111111 \t -1.5952844524270187\n", + "11000000 \t -0.09766182644377852\n", + "11000001 0.0027660155477891024\n", + "11000010 0.002358844093014456\n", + "11000011 \t -0.09719495907902975\n", + "11000100 0.006198981989517183\n", + "11000101 \t -0.09331540208705302\n", + "11000110 \t -0.0937676868424151\n", + "11000111 \t -0.3932637160825976\n", + "11001000 0.003790497417419547\n", + "11001001 \t -0.09582221751549458\n", + "11001010 \t -0.0961725685742314\n", + "11001011 \t -0.395766928670757\n", + "11001100 \t -0.09233546317386332\n", + "11001101 \t -0.3918904041749156\n", + "11001110 \t -0.39228586853423875\n", + "11001111 \t -0.8918224546989035\n", + "11010000 0.0020368253931716263\n", + "11010001 \t -0.09758213016936046\n", + "11010010 \t -0.0979214398809718\n", + "11010011 \t -0.39752204060711605\n", + "11010100 \t -0.09414135963831538\n", + "11010101 \t -0.39370254126898563\n", + "11010110 \t -0.39408696428118417\n", + "11010111 \t -0.8936297910754665\n", + "11011000 \t -0.0965056050008466\n", + "11011001 \t -0.39616511748786043\n", + "11011010 \t -0.3964476068034337\n", + "11011011 \t -0.8960887644540596\n", + "11011100 \t -0.39267055905691195\n", + "11011101 \t -0.8922722976120638\n", + "11011110 \t -0.8925999002282248\n", + "11011111 \t -1.5921832839469887\n", + "11100000 -0.0001448584652826712\n", + "11100001 \t -0.09977288103841842\n", + "11100010 \t -0.10013336680114415\n", + "11100011 \t -0.3997430345378914\n", + "11100100 \t -0.09618910398817793\n", + "11100101 \t -0.3957593526294516\n", + "11100110 \t -0.39616495169276367\n", + "11100111 \t -0.8957168454976492\n", + "11101000 \t -0.09862229367682729\n", + "11101001 \t -0.3982908731744448\n", + "11101010 \t -0.39859453854113247\n", + "11101011 \t -0.8982447632023616\n", + "11101100 \t -0.3946533082243009\n", + "11101101 \t -0.894264113790056\n", + "11101110 \t -0.8946128924573304\n", + "11101111 \t -1.594205343186698\n", + "11110000 \t -0.1004202323476302\n", + "11110001 \t -0.400095052474865\n", + "11110010 \t -0.40038767649442764\n", + "11110011 \t -0.9000441417852743\n", + "11110100 \t -0.39650347133530794\n", + "11110101 \t -0.8961205175306814\n", + "11110110 \t -0.8964582548508304\n", + "11110111 \t -1.596056946209815\n", + "11111000 \t -0.3988924218143912\n", + "11111001 \t -0.8986077988661074\n", + "11111010 \t -0.8988436024896325\n", + "11111011 \t -1.5985406247049612\n", + "11111100 \t -0.8949624298266474\n", + "11111101 \t -1.5946200329465021\n", + "11111110 \t -1.594900949870614\n", + "11111111 \t -2.4945401981540805\n", + "--------------------\n", + "Best sol is 10001100 with cost 0.006864651880631345\n" + ] + } + ], + "source": [ + "\n", + "print(\"solutions:\")\n", + "best_sol = None\n", + "best_cost = None\n", + "for s in [''.join(i) for i in itertools.product('01', repeat = assets.N)]:\n", + " c = qaoa_portopt.cost(s)\n", + " if best_sol is None:\n", + " best_sol = s\n", + " best_cost = c\n", + " elif c > best_cost:\n", + " best_sol = s\n", + " best_cost = c\n", + "\n", + " if qaoa_portopt.isFeasible(s):\n", + " print(s, c)\n", + " else: \n", + " print(s, '\\t', c)\n", + "\n", + "print(\"--------------------\")\n", + "print(\"Best sol is \"+ best_sol + \" with cost \" + str(best_cost))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sample cost landscape" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "qasm_sim = Aer.get_backend('qasm_simulator')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Calculating Energy landscape for depth p=1...\n", + "Calculating Energy landscape done\n" + ] + } + ], + "source": [ + "qaoa_portopt.sample_cost_landscape(qasm_sim, 1024, angles={\"gamma\": [0,np.pi,50], \"beta\": [0,np.pi,40]})" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plotLandscape(field, title, interpolation='bicubic'):\n", + " f = plt.figure(figsize=(6, 6), dpi= 80, facecolor='w', edgecolor='k')\n", + " _=plt.xlabel(r'$\\gamma$')\n", + " _=plt.ylabel(r'$\\beta$')\n", + " ax = plt.gca()\n", + " _=plt.title(title)\n", + " im = ax.imshow(field, interpolation=interpolation, origin='lower', extent=[0,np.pi,0,np.pi])\n", + " divider = make_axes_locatable(ax)\n", + " cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n", + " _=plt.colorbar(im, cax=cax)\n", + "\n", + "plotLandscape(qaoa_portopt.E, \"Expection value\", interpolation=\"None\")\n", + "#plotLandscape(qaoa_portopt.E, r'CVaR with $\\alpha$='+str(qaoaec_cvar.params[\"alpha\"])) #, interpolation=\"None\")\n", + "plotLandscape(qaoa_portopt.Var, \"Variance\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def searchBestSolution(qaoa, depth, verbose=0):\n", + " # Verbose: 0 = None, 1 = Best only, 2 = all\n", + " hist=qaoa.hist(qaoa.angles_hist['d'+str(depth)+'_final'], qasm_sim, 1024)\n", + " sorted_hist = dict(sorted(hist.items(), key=lambda item: item[1], reverse=True))\n", + "\n", + " if verbose > 1: print(\"Classical best result: \", (best_sol, best_cost))\n", + "\n", + " i = 0\n", + " best_s = None\n", + " best_freq = None\n", + " best_i = None\n", + " best_c = None\n", + " for s, freq in sorted_hist.items():\n", + " if s == best_sol:\n", + " if verbose > 1: print(str(i)+\" -->\\t\", qaoa.cost(s), s, freq)\n", + " best_s, best_freq, best_i = s, freq, i\n", + " best_c = qaoa.cost(best_s)\n", + " elif i <= 30:\n", + " if qaoa_portopt.isFeasible(s):\n", + " if verbose > 1: print(str(i)+\"\\t\", qaoa.cost(s), s, freq)\n", + " else:\n", + " if verbose > 1: print(str(i)+\"\\t\\t\", qaoa.cost(s), s, freq)\n", + " i = i + 1\n", + " if best_s is not None:\n", + " if verbose > 0: print(\"Best sol (rank, cost, freq):\", (best_i, qaoa.cost(best_s), best_freq))\n", + "\n", + " \n", + " return best_s, best_freq, best_i, best_c" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "qaoa_portopt.angles_hist" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 10%|█ | 1/10 [00:00<00:08, 1.06it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 1 )= 0.08067517405076155\n", + "Best sol (rank, cost, freq): (50, 0.006864651880631345, 6)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 20%|██ | 2/10 [00:03<00:13, 1.70s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 2 )= 0.10103095672695425\n", + "Best sol (rank, cost, freq): (56, 0.006864651880631345, 6)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 30%|███ | 3/10 [00:06<00:17, 2.56s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 3 )= 0.12079932098816727\n", + "Best sol (rank, cost, freq): (42, 0.006864651880631345, 6)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 40%|████ | 4/10 [00:12<00:23, 3.86s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 4 )= 0.11527252394282568\n", + "Best sol (rank, cost, freq): (114, 0.006864651880631345, 1)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 50%|█████ | 5/10 [00:22<00:30, 6.01s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 5 )= 0.10170289526647305\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 60%|██████ | 6/10 [00:37<00:36, 9.01s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 6 )= 0.08807727137294126\n", + "Best sol (rank, cost, freq): (36, 0.006864651880631345, 3)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 70%|███████ | 7/10 [00:55<00:36, 12.12s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 7 )= 0.1039965668251942\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 80%|████████ | 8/10 [01:17<00:30, 15.15s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 8 )= 0.09225442439271589\n", + "Best sol (rank, cost, freq): (150, 0.006864651880631345, 1)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 90%|█████████ | 9/10 [01:45<00:19, 19.19s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 9 )= 0.13552138723821758\n", + "Best sol (rank, cost, freq): (16, 0.006864651880631345, 14)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 10/10 [02:18<00:00, 13.86s/it]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cost(depth= 10 )= 0.17989536974217735\n", + "Best sol (rank, cost, freq): (8, 0.006864651880631345, 17)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "maxdepth=10\n", + "for i in tqdm(range(maxdepth)):\n", + " qaoa_portopt.increase_depth(qasm_sim, 1024)\n", + " searchBestSolution(qaoa_portopt, i+1, verbose=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hist=qaoa_portopt.hist(qaoa_portopt.angles_hist['d'+str(maxdepth)+'_final'], qasm_sim,1024)\n", + "plot_histogram(hist)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Classical best result: ('10001100', 0.006864651880631345)\n", + "0\t\t -0.09892834029424491 10101001 60\n", + "1\t 0.0030902804805961193 10100100 42\n", + "2\t\t -0.0979214398809718 11010010 36\n", + "3\t\t -0.09573257650909128 01010110 30\n", + "4\t\t -0.39650347133530794 11110100 21\n", + "5\t\t -0.09414135963831538 11010100 19\n", + "6\t\t -0.09977288103841842 11100001 19\n", + "7\t\t -0.400095052474865 11110001 18\n", + "8\t\t -0.10013336680114415 11100010 17\n", + "9\t -0.0001448584652826712 11100000 16\n", + "10\t\t -0.3967993169187254 10110101 16\n", + "11\t\t -0.39370254126898563 11010101 15\n", + "12\t\t -0.09997484516477262 01101001 15\n", + "13\t\t -0.09618910398817793 11100100 14\n", + "14\t\t -0.09931487898812885 10101010 14\n", + "15\t -0.0013522162694326045 01100001 14\n", + "16\t 0.005083153117060091 10010100 14\n", + "17\t\t -0.3946533082243009 11101100 12\n", + "18\t\t -0.395766928670757 11001011 12\n", + "19\t\t -0.09822012337979902 01011010 11\n", + "20\t 0.0007033929974177289 01010001 11\n", + "21\t\t -0.10170985433451096 01110001 11\n", + "22\t 0.0020368253931716263 11010000 10\n", + "23\t\t -0.10195588133790268 01110010 10\n", + "24\t\t -0.09665217985005481 00101101 10\n", + "25\t\t -0.1003879998210524 10100011 10\n", + "26\t -0.0006354768544620804 00101001 10\n", + "27\t\t -0.10134495058660642 01100011 9\n", + "28\t\t -0.0948507142301469 00001100 9\n", + "29 -->\t 0.006864651880631345 10001100 9\n", + "30\t\t -0.3982908731744448 11101001 9\n", + "Best sol (rank, cost, freq): (29, 0.006864651880631345, 9)\n" + ] + } + ], + "source": [ + "sorted_hist = dict(sorted(hist.items(), key=lambda item: item[1], reverse=True))\n", + "\n", + "print(\"Classical best result: \", (best_sol, best_cost))\n", + "\n", + "i = 0\n", + "best_s = None\n", + "best_freq = None\n", + "best_i = None\n", + "for s, freq in sorted_hist.items():\n", + " if s == best_sol:\n", + " print(str(i)+\" -->\\t\", qaoa_portopt.cost(s), s, freq)\n", + " best_s, best_freq, best_i = s, freq, i\n", + " elif i <= 30:\n", + " if qaoa_portopt.isFeasible(s):\n", + " print(str(i)+\"\\t\", qaoa_portopt.cost(s), s, freq)\n", + " else:\n", + " print(str(i)+\"\\t\\t\", qaoa_portopt.cost(s), s, freq)\n", + " i = i + 1\n", + "if best_s is not None:\n", + " print(\"Best sol (rank, cost, freq):\", (best_i, qaoa_portopt.cost(best_s), best_freq))\n", + "\n", + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "qcomp", + "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": "3.11.3" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/PortfolioOptimization/asset_loader.py b/PortfolioOptimization/asset_loader.py new file mode 100644 index 0000000..a0d3456 --- /dev/null +++ b/PortfolioOptimization/asset_loader.py @@ -0,0 +1,60 @@ +import numpy as np +import matplotlib.pyplot as plt +import datetime + +from qiskit_finance.data_providers import RandomDataProvider + +class AssetData: + + def __init__(self, N_assets, num_days, + seed = 0, start_time = datetime.datetime(2020, 1, 1)): + """ + init function that initializes member variables + + :param params: additional parameters + """ + self.N = N_assets + self.num_days = num_days + self.start_time = start_time + self.end_time = start_time + datetime.timedelta(self.num_days) + + self.tickers = [("TICKER%s" % i) for i in range(self.N)] + self.fin_data = RandomDataProvider( + tickers = self.tickers, + start=self.start_time, + end = self.end_time, + seed = seed + ) + self.fin_data.run() + + self.cov_matrix = self.fin_data.get_period_return_covariance_matrix() + self.exp_return = self.fin_data.get_period_return_mean_vector() + + def plotAssets(self, figsize=(12,4)): + fig = plt.figure(figsize=figsize) + gs = fig.add_gridspec(1, 3) + axs = [None]*2 + axs[0] = fig.add_subplot(gs[0, 0:2]) + t = [self.start_time + datetime.timedelta(dt) for dt in range(self.num_days)] + for (i, ticker) in enumerate(self.tickers): + axs[0].plot(t, self.fin_data._data[i], label=ticker) + axs[0].set_xticklabels(axs[0].get_xticklabels(), rotation=-30) + axs[0].legend() + axs[0].set_title("time development") + + axs[1] = fig.add_subplot(gs[0,2]) + im = axs[1].imshow(self.cov_matrix) + fig.colorbar(im, ax=axs[1], shrink=0.8) + axs[1].set_title("Period return cov. matrix") + + def plotPeriodReturns(self, figsize=(8,4)): + fig = plt.figure(figsize=figsize) + gs = fig.add_gridspec(1, 3) + axs = [None]*2 + axs[0] = fig.add_subplot(gs[0, 0:2]) + t = [self.start_time + datetime.timedelta(dt) for dt in range(self.num_days)] + for (i, ticker) in enumerate(self.tickers): + axs[0].plot(t, self.fin_data._data[i], label=ticker) + axs[0].set_xticklabels(axs[0].get_xticklabels(), rotation=-30) + axs[0].legend() + axs[0].set_title("time development") From 52e5413807780416aadd6cc303c01b5cab4b4aba Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?H=C3=A5vard=20Heitlo=20Holm?= Date: Thu, 10 Aug 2023 14:15:49 +0200 Subject: [PATCH 3/3] storing valid seeds for portfolio timeseries generation --- .../GeneratePortfolioCases.ipynb | 312 ++++++++++++++++++ PortfolioOptimization/asset_loader.py | 2 +- .../data/qiskit_finance_seeds.npz | Bin 0 -> 12090 bytes 3 files changed, 313 insertions(+), 1 deletion(-) create mode 100644 PortfolioOptimization/GeneratePortfolioCases.ipynb create mode 100644 PortfolioOptimization/data/qiskit_finance_seeds.npz diff --git a/PortfolioOptimization/GeneratePortfolioCases.ipynb b/PortfolioOptimization/GeneratePortfolioCases.ipynb new file mode 100644 index 0000000..691ebbe --- /dev/null +++ b/PortfolioOptimization/GeneratePortfolioCases.ipynb @@ -0,0 +1,312 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Generate timeseries and cases for portfolio optimization" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "#from openquantumcomputing import QAOAPortfolioOptimization, QAOABase\n", + "#from openquantumcomputing import Statistic\n", + "import asset_loader\n", + "\n", + "#from qiskit import *\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", + "#from qiskit.visualization import *\n", + "from tqdm import tqdm\n", + "import itertools\n", + "\n", + "\n", + "from importlib import reload" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We generate datasets through the `RandomDataProvider` in `qiskit_finance`, and generate timeseries for 100 days for a different sizes of sets of assets. \n", + "The selection criteria is that we only want assets that do not crash, meaning that their timeseries reach 0 and stays there.\n", + "\n", + "In the following, we store the seeds for 100 valid sets of assets with $N = 2, ..., 20$." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\havardh\\playground-win\\quantumComputing\\optimization\\PortfolioOptimization\\asset_loader.py:41: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " axs[0].set_xticklabels(axs[0].get_xticklabels(), rotation=-30)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(12, 101)\n", + "[22.6123522 83.56846026 20.71079507 37.69119479 67.57089469 17.74460264\n", + " 83.59385007 33.00269779 78.81371367 0. 43.60974642 95.46294669]\n", + "(array([9], dtype=int64),)\n", + "1\n", + "[9]\n", + "[22.6123522 83.56846026 20.71079507 37.69119479 67.57089469 17.74460264\n", + " 83.59385007 33.00269779 78.81371367]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "reload(asset_loader)\n", + "assets = asset_loader.AssetData(12, seed=0)\n", + "assets.plotAssets()\n", + "\n", + "\n", + "np_data = np.array(assets.fin_data._data)\n", + "print(np_data.shape)\n", + "print(np_data[:,-1])\n", + "invalid_indices = np.where(np_data[:, -1] == 0)\n", + "print(invalid_indices)\n", + "print(len(invalid_indices[0]))\n", + "print(invalid_indices[0])\n", + "num_valid_timeseries = invalid_indices[0][0]\n", + "print(np_data[:num_valid_timeseries,-1])\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2396\n" + ] + } + ], + "source": [ + "valid_seeds = {}\n", + "largest_set = 20\n", + "counters = np.zeros(largest_set+1, dtype=np.int32)\n", + "counters[:2] = 100 # Treat N = 0 and N = 1 as full already\n", + "for N in range(2, largest_set+1):\n", + " valid_seeds[str(N)] = np.zeros(100, dtype=np.int32)\n", + "#print(counters)\n", + "#print(valid_seeds)\n", + "\n", + "seed = 0\n", + "max_seed = 10000\n", + "while not np.alltrue(counters == 100) and seed < max_seed:\n", + "\n", + " # Load timeseries for given seed\n", + " assets = asset_loader.AssetData(12, 101, seed=seed)\n", + " data = np.array(assets.fin_data._data)\n", + "\n", + " # Check how many valid timeseries we've got until we get an invalid one\n", + " invalid_indices = np.where(data[:, -1] == 0)\n", + " N = largest_set\n", + " if len(invalid_indices[0]) > 0:\n", + " num_valid_timeseries = invalid_indices[0][0]\n", + " N = num_valid_timeseries\n", + " \n", + " # Put seed in appropriate box\n", + " while N > 0:\n", + " if counters[N] < 100:\n", + " # put seed in this set\n", + " valid_seeds[str(N)][counters[N]] = seed\n", + " counters[N] += 1\n", + " break\n", + " # else, check if we can use seed for a smaller set\n", + " N -= 1\n", + "\n", + "\n", + " seed += 1\n", + "\n", + "print(seed)\n", + "#num_valid_timeseries = 20\n", + "#for " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for N in range(2, largest_set+1):\n", + " plt.plot(valid_seeds[str(N)], label=str(N))\n", + " plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Save and read" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import json, os\n", + "\n", + "filename = os.path.join(\"data\", \"qiskit_finance_seeds.npz\")\n", + "np.savez(filename, **valid_seeds)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "seeds = np.load(filename)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Some examples" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "assets = asset_loader.AssetData(7, seed=seeds[\"7\"][12])\n", + "assets.plotAssets()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "assets = asset_loader.AssetData(3, seed=seeds[\"3\"][82])\n", + "assets.plotAssets()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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a9wslqJ4HkkpJluaLK8Oeb8Waz4+Qej6P5bP2M/SZlrj5lC9kL8dUZMFssmJw0aK6iou/LMsUma2V6remMWjVlUoQFxAQYP+/u7s7kiQ5rCuP+Ph4nnnmGZ555hk+/vhj+/qwsDC6d+/uYLEv5ciRI/Tr14+ePXuyaNEitFqtw3Zvb+8rHvfScQUGBvL8888zdOhQoqKiaNasGQAfffQR48ePZ8KECQB88skn/Pnnn3zxxRfMmDHjyhdCIBAIBP8qhMAXCAQCwVUpyjeRdj6PWhGeqLW3fnSXqdhCcb650uK2usg2mcykAs4eTOPwhlhMxYro9Q93o+OwOgSXI95Liiys++IICaey+X32YfqMaURE+ysLT6vZxh9fHaM434xPiAsDnmiKRle2dnlAuDv3/K81qz87TE5qEctn7mfwpBb4hlbsKWC12Djw53n2rY2xexw4OWsxuGoxuOrwqW3Au5GjJ0KR2UrjqX9e9fpcD0682Q+j7vo8vvz888+YTCamTJlS7nYPDw+HvyMjI3nooYd48MEHmT17NirVtX03srOzWbp0KYB9osBkMrF//35efvllh7Z9+/YlMjLymo4nEAgEgjsPIfAFAoFAUC5Ws42Yo+mc3J1M7LEMbDYZvzA3+j/eFFcvp5s9vDLINpn4U1mc3JXEuQNpWMw2vGu50LBTABHtAzC6Xbu7usVkJSUml6QzOSSdzSH5XA6moovx7t7BLnQcWofazbwrtDLrDRqGPN2SDQtPcGZfKuu/O0FBjolWd1fsar3tp1OkxuSiN2oY8ESzcsV9KZ4Bztw7pQ2rZx8iI6GAn2fspX57f9oNDMfD37GWfep5JZ4/I6FAWSEBsuKNUFxgJiu5kMzUXFqFev4rMvSfPn0aNzc3AgMDK9V+xIgRjBo1ijlz5lTYpnPnzmWEf05ODmq12v5/FxcXZFmmsLAQgKFDh9KwYUMA0tPTsVqt+Pv7O/Th7+9PcnJypc9NIBAIBP8Oqizwt23bxqxZs9i/fz9JSUmsWLGC4cOH27fLssz06dP56quvyMrKokOHDsyZM8ch/qykpIQXX3yRH374gaKiIvr06cPcuXMJDg6ukZMSCASCO4niAjPHtibgE+JCaBNvVKqaqV9tNdtIOJWFxWRDlmVkmQuvMomnsjmzP5WSwoviVaWRSI3J5ad399J3QpNKu5ZfT2w2mZzUQk79ncLJ3UnkZ5Zc3ChBRkI+O385Q+SvZ6nd1JsGHQIwuGopzjdTlG+m+MKCBN61XPAJccEr0Bm1RhFksiyTk1rE+eMZxB7PIOFUNtYL7velaPVq/MPdaNw1iHqt/ewu81dCrVXR99EmOLvrObwxjsjlZ8hOLqDNgLAyXgcndiZyYnsiSNB3fJNKeSU4e+gZ8UJrNi8+ydmDaZzak8Lpv1OIaB9A24FhuHjq+fv3aA6tj0WWwclFS7dR9anXxv/CtTFRlGcmN72Iv9eewWKyUZRvtsetG7RqTrzZ76rjuB4YtBVPblwrsixXqT78sGHDWLFiBdu3b6dbt27ltlm2bBmNGjVyWFcq7gFcXV05cOAAFouFrVu3MmvWLL788ssy/Vw+rqqOVSAQCAT/Dqos8AsKCmjRogXjxo3j3nvvLbN95syZfPTRRyxYsICIiAjefvtt7r77bqKionB1VVwEn3vuOVavXs2PP/6It7c3L7zwAoMHD2b//v0OP3oCgUDwbycnrZDfPz9Cdopi2XP1dqJJtyAadQ6qtkVatsmc3pfC7t/OkZdx5WzuLp56ItoH0KBDABqdinXzjpIel8/qTw/RcXhdWvUNvWEioyjfRMyRdLJTCslOKSI7tZCc1CKslouCW2fQUL+dP406BeLuZ+DMvhT+2ZVMakwuMUfSiTmSftXjqNQSnoHOePgZSYvNJTfd8RoZ3XUE1fMgoK47QfU88K7lfNWY9fKQVBJd76uPs4eeyOVnOLEziRORSYQ19aZpj2BCG3uRFpfHth9OAdBhSDihTbyv0utF9EYt/Z9oRur5XPauiSHmSDpRe5I5tTcFo6uWghwTAPXb+tFtVIQ9IZ/RTXfxs9XAE6tspohMinJNmFwt6Jw0SJJ03dzkbyYRERHk5OSQlJRUKSv+vHnzeOmllxgwYABr1qyhR48eZdqEhIRQr169CvtQqVT27Q0bNiQ5OZlRo0axbds2AHx8fFCr1cTHJWJubUGrV657ampqGau+QCAQCARV/nUeMGAAAwYMKHebLMt88sknvPbaa9xzzz0ALFy4EH9/f5YuXcoTTzxBTk4O3377LYsXL+auu+4CYMmSJYSEhLBhwwb69bs5FgGBQCC41Ug6k83aL49SnG/G6K7DaraRl1HM7pXn+Ht1NHVb+9G0exCB9TwqLbLjT2YS+etZ0mLzADC46XD3MSBd0KdKuS5w9THQoL0/QRGeDh4D9/6vDVt/iOLkrmR2rThLSnQufcY0Qme4vmIv7kQm6+cfpyjPXGabSiNRK8KTRp0CCW/pg+YSC2/THsE07RFMZlIBUbuTOXcoTTlvFy16Zy0GFy1OLlqsFhsZ8fmkx+dTUmghIz6fjPh8pX+1RFB9D0IbexPaxAuvIOcandRodXcoPrVcOLj+PHH/ZBFzNIOYoxm4+ThhNduwWmyENfehTf+wavXvV9uNQRObk3o+l79/j+b80QwKckwY3XX0fLAB4S18r7h/vTZ+/HMsB4Dc9CI8Ay56ONxpjBw5kpdffpmZM2c6JNkrJTs72yEOX5Ik5s2bh1qtZuDAgaxZs4aePXtW+nil3iCXWuOff/55PvroI1asWMGwYcOxlkCL5q1Yu3odd3Xvj2eA8l1bv349w4YNq/7JCgQCgeCOpEafyKKjo0lOTqZv3772dXq9nh49ehAZGckTTzzB/v37MZvNDm2CgoJo2rQpkZGR5Qr8kpISSkouul3m5ubW5LAFAoHgluP03hQ2LvwHq8WGX21XBk5sjt6g4cz+VI5uTSA1JpfTe1M4vTcFNx8nGnQIoEHHQNx9y7pvm4ospMXmceCvWGKPZwCgdVLTum9tWvQJQauvvOeURqem9+hG+Ie7s/2nU5w7lEbS2WzqtfajfvsAAuq41aj4tVlt7F0Tw751MSArWelDGnri7m/E09+Ih78RFy+nq4YteAU602lEXTqNqHvFdrIsk5dZTEZ8PlnJhXgGOlMrwgOd0/WdwAhp7EVIYy+yUwo5ti2Bk7uS7J4D7r4G7hrbqFKu/1fCr7Ybg59qQUp0LsnncmjYKQC9UXvV/SRJwslZg0orYbPK5GYU4eFnvCPdw0NCQvj444+ZNGkSubm5jB49mrCwMOLj41m0aBEuLi58+OGHDvtIksTcuXNRq9UMGjSI1atX07t3b/v2jIyMMrHyHh4eyGYVBTklyDZIj8tHq1ej1atx0hsZN/ZRXv+/qXRp3QeAJx6dyKTJT9CmbVt6392dr7/+mtjYWJ588snrf1EEAoFAcFtRo08spT9g5SWCOX/+vL2NTqfD09OzTJuKksXMmDGD6dOn1+RQBQKB4JZElmX2rzvPnlXnAAhv4cPdjzaxi/CGnQJp2CmQ1PO5HNuWwJl9qeSmF7N3TQx718QQWM+dem38MBVZSI/LJy0+n9y0Inv/KpVEk+61aDswrNou/pIk0bR7LXxDXPnzm2PkZRRzdGsCR7cm4OrlRP12/tRv54d3LZdrEoEF2SX89e1xEk9nA9C4WxDd7qt/xQRz14okSbh5G3DzNhDe4rodpkI8/I10va8+HYbV4fTeFJJOZ9NmQFilhHhl8Q93wz/crUr7SJKEq4cTRdk2zMVWCnJKcPG49RIt1gQTJ04kIiKCDz74gBEjRlBUVERYWBiDBw9m8uTJ5e4jSRKff/45arWawYMHs2rVKrvbfam34qUsnL+Y/r2GXthZ+d6bii2YipWcF6NHTWDO3M/57fdfuWfESB4e/SBmCpn1wXu8MOVZmjZtytq1a6ldu/b1uQgCgUAguG2R5GtIiytJkkOSvcjISLp06UJiYqJD7Npjjz1GXFwcf/zxB0uXLmXcuHEOFnmAu+++m7p165abWKY8C35ISAg5OTm4uVXtIUUgEAhuRXLTi4g5msG5Q6kkRGUD0PKuEDrdU++K1mlziZVzh9KI2pNM/D+ZVHRHd/HUExThUW4m9WvBarURfzKL03tTOHcwDXPJxdroBjcdtep7UCvCg6D6nngGXt3qK8syxQVmkk7nsGXpSYryzGj1ano+3ICIdlcuJSe4PhQXFxMdHU14eDhY1eSmKxNGRjcdKrUKSXUhtEMlgSxjtchYLTb7YrPK6A2aSnla3IrYbDK5aUXIsoyTsxLacS3nUVxgtl9Dg6sOF089FrMNc4kVS4kVU4kV2SqjN2pwctGi1auvi7fEpe+rk5PjZE1ubi7u7u7iOUsgEAhuQ2rUgh8QoDx8JScnOwj8SxPBBAQEYDKZyMrKcrDip6am0rlz53L71ev16PX6mhyqQCAQ3FDMJVblAd6kvJpNVkoKLMRHZXH+aDpZyYX2tpJKovuo+jTtcfXKIlq9WnHP7xBAflYJp/YmE3ciE2d3PT4hLngHu+AT7ILB5dpLxJWHWq2idhNvajfxxvKglZijGZzem8L54xkU5Zo4sz+VM/tTATC4avHwN15wRdagdVJfEC+Ql1FMbnoxuelFDpME3sEu9H+saY1OSgiqj5OzFnOxlaJ8E4W5pkrvV1xgxlxixc3HUKWQkFuB/Mxiu2XdXGIlP6uk2uK7pPCiuHdy0eLiqUeSJLQ6NVqdGlyvyykIqsCCBQsYN26c/W+1Wk1AQAB33303b7/9NrVq1aqxY5Xma9iyZUuN9SlJEtOmTeONN96osT7LIzIykr/++ovnnnvOIS+F4NagsLCQmTNn0rNnzyrlBXnjjTeYPn36v6Is6p1MjQr88PBwAgICWL9+Pa1atQLAZDKxdetW3n//fQDatGmDVqtl/fr13H///QAkJSVx7NgxZs6cWZPDEQgEguvK1cpUybLM+aMZ7F0bQ2rMlXOHSCqJwLru1G7qTZ2WvtUStC6eelr3rU3rvjfHbVejU1OvjR/12vhhNdtIickl4VQWCaeyST6XQ1GemaK8nEr15eyuo14bfzqOqOOQNE9w83Hx1KPWShfKKypVGUrLLAKo1RJqrQq1RllklAkcq8VGVnIBLp56DK66cr87t1rpt+J8M8UFSmJHo6uOkiILVouN4gJlvUotIUnSxfO/UGpSpVahc1Kjc1ImstQaFaYiCzkXxL3eqMXVy+mWOleBI/Pnz6dhw4YUFRWxbds2ZsyYwdatWzl69CjOzs41coy5c+fWSD83g8jISKZPn87YsWOFwL8FKSwstIc3V0XgT5gwgf79+1+nUQluFFUW+Pn5+Zw5c8b+d3R0NIcOHcLLy4vQ0FCee+453n33XerXr0/9+vV59913MRqNPPjggwC4u7szfvx4XnjhBby9vfHy8uLFF1+kWbNm5capCQQCwa1GWmwe2386RUpMLkH1PKjT0pfwFr64eCqeRrJNJvpIOnvXRJMel++wr0anQnPBWqfRq/ELdaV2M29CGnnh5FxzcdY3G7VWRVB9D4Lqe9BukJItPDU2j4LsErs3g7nEgrnYis0m4+rlhJuPATcfJ1y9nYSov4WRVBJGt6p51WkDjeRlFlNSaCE/qwRTsRVXTyesVhsWk03xbDFZsVpsaPUajG46dE7XxzW9sljMVvIylUSHzu56nD30OMsyFpOVonwzJQUWbNYLqv4ybFYbxQU2++SAWqNS2sqgN2hw8xHi/lanadOmtG3bFoBevXphtVp56623WLlyJQ899NA19V1YWIjRaKRx48Y1MdQawWw2I0kSGs3NLX9ZVFSEk5P4ftxoSj+TwcHBBAdf3XtQcGtT5To3+/bto1WrVnYL/eTJk2nVqhVTp04FYMqUKTz33HNMnDiRtm3bkpCQwF9//YWr60W/s48//pjhw4dz//3306VLF4xGI6tXr0atFg90AoHg1qUoz8Tm70/y04y9JJ3JwWaRiT+ZxbYfT7HwlZ38/N4+9qw6x7J39rLuy6P2zNit+9Vm7PtdmDi3F0981pPxH3Rj9LudeXBaB+4a15j6bf3vKHFfHmqtisC6SgLARp0Dad4rmDb9w+g4vC6d76lHs57B1G7qjWeAsxD3dyAqtQo3HwMuXk4gSZiKLGQk5pOdUkh+VjHFBWalZJwM5mILOamFZCYVUJRvQrbdeFdRWZbJTS9GlmW0ejVGdyXERZIktHoNbt4GvINd8PA34hlgxDPQGa8gZ7yDXPCu5YK7nxGjm86eENJqsSHLMjonDW4+BiFebkM6duwIYE8aLcsyc+fOpWXLlhgMBjw9PRk5ciTnzp1z2K9nz540bdqUbdu20blzZ4xGI48++qh92+XW1czMTCZOnEitWrXQ6XTUqVOH1157rUzuqtzcXB577DG8vb1xcXGhf//+nDp1qlLnsmXLFiRJYvHixbzwwgvUqlULvV5vN+Bt2LCBPn364ObmhtFopEuXLmzcuNG+/xtvvMH//vc/QPHeVcqrSvZQA0mSyg0RCAsLY+zYsfa/FyxYgCRJ/PXXXzz66KP4+vpiNBopKSmxX7e9e/fSrVs3jEYjderU4b333sNms131HG02G7Nnz7a/Px4eHnTs2JFVq1Y5tJk5cyYNGzZEr9fj5+fH6NGjiY+Pt7d57rnncHZ2LreC16hRo/D398dsLlu+tSLGjh2Li4sLJ0+epF+/fjg7OxMYGMh7770HwO7du+natSvOzs5ERESwcOFCh/3T0tKYOHEijRs3xsXFBT8/P3r37s327dvtbWJiYvD1VcqfTp8+3f7+lF77N954A0mSOHDgACNHjsTT05O6des6bCtlx44daLVaXnzxRYdxlL533377baXPXXDjqPI0Xc+ePa8Yl1H6pb5S7I+TkxOzZ89m9uzZVT28QCAQXFdsVhuSSnL4gbNZbRzblsDfq6MpKVRiceu386d572CSTudw7lAaydE5pMbk2l3xdU5qmvcOoUXvEJxc7mzxLhBUBkmSMLrq0OqVRH1Wsw2VWoVGp1I8WnQqVBoVJflmivIVwZ+XUUxBdgkGVx0GFy0qdZXtEtWiILsEi8mKpJIqFOQqlVRh+US1RoXeoGyzWZUEejarkqTvWssdCm4OpeK3VDg98cQTLFiwgGeeeYb333+fzMxM3nzzTTp37szhw4cdKkolJSXx8MMPM2XKFN59911UqvI/x8XFxfTq1YuzZ88yffp0mjdvzvbt25kxYwaHDh1izZo1gDK5MHz4cCIjI5k6dSrt2rVj586dDBgwoErn9Morr9CpUye+/PJLVCoVfn5+LFmyhNGjRzNs2DAWLlyIVqtl3rx59OvXjz///JM+ffowYcIEMjMzmT17Nr/++qs971Z1PRIeffRRBg0axOLFiykoKECrVX4zk5OTeeihh3jhhReYNm0aK1as4JVXXiEoKIjRo0dfsc+xY8eyZMkSxo8fz5tvvolOp+PAgQPExMTY2/z3v//lq6++YtKkSQwePJiYmBhef/11tmzZwoEDB/Dx8eHRRx/l008/5aeffmLChAn2fbOzs/ntt9946qmn7OOtLGazmXvuuYcnn3yS//3vfyxdupRXXnmF3Nxcli9fzksvvURwcDCzZ89m7NixNG3alDZt2gDKBBDAtGnTCAgIID8/nxUrVtCzZ082btxIz549CQwM5I8//qB///6MHz/ePu7Sz24p99xzDw888ABPPvkkBQUF5Y61a9euvP3227z88st0796doUOHcvz4cZ566ikefvhhxo8fX6VzF9wg5NuQnJwcGZBzcnJu9lAEAsEdgMVilU/tTZaXz9onf/7ERvnzJzfKX07aLH/9/Fb5uynb5W9e2Kasf2Kj/OPbe+SEU1ll+sjPLpaPbo2X//j6qPz37+fkonzTjT8RgeA6UFRUJJ84cUIuKiqqsT5tNptstdoq3G612uSC7GI5LS5PTonJkVNicuTU87lybnqRbDZZrtjvtVJcaLYfs7jgzv0eX+l9/Tc/Z82fP18G5N27d8tms1nOy8uTf//9d9nX11d2dXWVk5OT5V27dsmA/OGHHzrsGxcXJxsMBnnKlCn2dT169JABeePGjWWO1aNHD7lHjx72v7/88ksZkH/66SeHdu+//74MyH/99Zcsy7K8bt06GZA//fRTh3bvvPOODMjTpk274jlu3rxZBuTu3bs7rC8oKJC9vLzkIUOGOKy3Wq1yixYt5Pbt29vXzZo1Swbk6OjoMv1XNIbatWvLY8aMsf9deq1Hjx5dpm3pdduzZ4/D+saNG8v9+vW74vlt27ZNBuTXXnutwjb//POPDMgTJ050WL9nzx4ZkF999VX7utatW8udO3d2aDd37lwZkI8ePXrFsVzOmDFjZEBevny5fZ3ZbJZ9fX1lQD5w4IB9fUZGhqxWq+XJkydX2J/FYpHNZrPcp08fecSIEfb1aWlpFb4P06ZNkwF56tSpFW67FJvNJg8cOFD28PCQjx07Jjdu3Fhu2LChnJ+fX5VTrzRFRUVyTk5OlZaa/H26E7gxU+ECgUBQHQrS4fv7YOkDUJRd490X5prYtzaaxa/t4q9vjpN05kICOBksZhslhRYKc0wU55vRO2vo8WAD7nulHUH1Pcr05eyup2n3WvSb0JR2g8LveJd7geBakCTpiqXmVCoJo7se71rOuF3IySDLMkX5JjITC8hJLcRUZKGkyEJhbgm56UVkJhWQHpdPRmI+FpO1wr4rwmZTatHnlZawc9GhN4rv8b+Vjh07otVqcXV1ZfDgwQQEBLBu3Tr8/f35/fffkSSJhx9+GIvFYl8CAgJo0aJFmaz4np6e9O7d+6rH3LRpE87OzowcOdJhfalrdamb/ObNmwHK5AIozXdVWe69916HvyMjI8nMzGTMmDEO52Wz2ejfvz979+6t0NJ7LVw+jlICAgJo3769w7rmzZvbwyQqYt26dQA89dRTFbYpvYaXhgwAtG/fnkaNGjmEJIwbN47IyEiioqLs6+bPn0+7du1o2rTpFcdSHpIkMXDgQPvfGo2GevXqERgYaA+BBvDy8sLPz6/M+X755Ze0bt0aJycnNBoNWq2WjRs38s8//1RpHBVd9/LGu2jRIlxdXWnbti3R0dH89NNPNZZs8lKKi4sJr+2Cu7t7lZbw8HCKi4trfDy3Kzc3k4ZAIBBURE48LBoOGaeVvxcPh0dWgMHzSntVitz0IvauiebU3hRsFiXkyOCqpUm3WjTqHIhGp8ZyIeGXJScD66b38XItQOd6NxT1A2efax6DQCC4OpIk4eSiQ3+hPF9hnsku7EuKLOXuYzXLZCUX4u5rQGeo+DHHarZhKrFcKF9pc5gU0GjV9qSZgn8nixYtolGjRmg0Gvz9/R3KP6ekpCDLsoMb/qXUqVPH4e9L970SGRkZBAQElAkJ8fPzQ6PRkJGRYW+n0Wjw9vZ2aFdarrqyXD6ulJQUgDITDJeSmZlZ48Kuoutz+fmBUjq7qKjoiv2lpaXZyxtWROm1LO/YQUFBDqL6oYce4sUXX2TBggXMmDGDEydOsHfv3mpXQTAajTg5OTms0+l0eHl5lWmr0+kchOtHH33ECy+8wJNPPslbb72Fj48ParWa119/vcoCv7KfS1Dei6FDhzJnzhxGjBhBs2bNqnSsymIymUhOtRK9vzZurpWzQ+fm2Qhvcx6TyVTmuv5bEQJfIBDceqSdgsUjIDce3ILBUgSJB2HRMHhkJRjL/ghWhuJ8M/vWxXB0a7xd2PuFudG8VzD1Wvuh1l72Y2IuhjUTIGUPpABnVgAShHSABgOg0RDwrntNpyoQCK6OJEnoDBp0Bg0WkyL0SwotqNQSGq0KjVZtL82Xn1WMucRKdmohrt5OGFx0Dn1ZLTYKc0wU5ZvKHEelltDq1bh4OIlY+X85jRo1smfRvxwfHx8kSWL79u3o9WUngi5fV9mkit7e3uzZs6dMucjU1FQsFgs+Pj72dhaLhYyMDAcRnJycXKnjVDSu0v5nz55tTyp4ORVNalyKXq8vkxQQLorqq43jWvH19cVqtZKcnHzVyYOkpKQyWeMTExPt1wIUD4xhw4axaNEi3n77bebPn4+TkxP/+c9/anTclWHJkiX07NmTL774wmF9Xl5elfuqynVfv349X3zxBe3bt2fFihUsX7680h4A1cHgImNwqVyCVfMVcsP9WxEu+gKB4NYi8SDM76+Ie58IGP8njPkdjD6QdBgWDYXCzCp1aTFZ2f9HDItf38XhjXHYLDLBDT25d0ob7nu5LQ06BJQV97IMqyZB3B5wcoeukyGgOSBD3G7YMA1mt4HdX9bcuQsEgqui0alx8zbgG+KKd5AL7r5GnD30ODlr0erVePgZ7SEyeRnF5GeXIMsyNptMfnYJmYkFdnGv1asxuulw8zHgXetCBnxfY9n7gUBwCYMHD0aWZRISEmjbtm2ZpbrWzT59+pCfn8/KlSsd1i9atMi+HZSyfQDff/+9Q7ulS5dW67ildOnSBQ8PD06cOFHuebVt2xadTpkwK53EKM+aHhYWxpEjRxzWbdq0ifz8/DJtrwelyQYvF8GXUhoysWTJEof1e/fu5Z9//rFf61LGjRtHYmIia9euZcmSJYwYMQIPD4+aHXglkCSpzATSkSNH2LVrl8O6K70/VaU0SWSPHj2IjIxk6NChjB8/nujo6GvuuyJsVfwncERY8AUCwa1D9Hb44T9gyoOgVvDQL4o7vDsw9ndYOASSjyqvo3+rlKt8zNF0tnwfRUG2Yk3wDnah84i6hDT2uvLs9bZZcPRnkNRw/yKo0xPumgbZcXDqDzjxG8Rshz9egsJ06PUaVNSfpQSKc8HFt/ztAsGtSH6qMqlmsoAq7OaNoyQfzEWgM4LWANKVxbekknD1dsLd13jFdo88/AiLFi9CkiRWrFjB8OHD7ds2b97MrFmz2LNnD0VFRYSFhTFgwAAmT55MrVq12LJlC7169SIrK8v+kJ+YmEjfvn3x8PDg999/Jzs7m/Dw8HKPvWvXLjp27MiCBQsYN26cfb2fnx/t27fnvffeo0mTJvb127ZtY9asWezfv5+kpKQy4xXcWLp06cLjjz/OuHHj2LdvH927d8fZ2ZmkpCR27NhBs2bN+O9//1vlfkePHs2cOXMYM2YMMTExNGvWjB07dvDuu+8ycOBA7rrrLgD69u1L9+7dmTJlCgUFBbRt25adO3eyePHiazovFxcXZs+ezZgxY8jMzGTkyJH4+fmRlpbG4cOHSUtLs4vm0kmMTz/9lDFjxqDVamnQoAGurq488sgjvP7660ydOpUePXpw4sQJPv/8c9zd3a9pfJWlW7duPPLII7z99tukpKQwePBg9Ho9Bw8exGg08vTTT9OgQQMef/xxZs+ejUqlYsCAAfYs+iEhITz//PMOffbt25fg4GAmTpxIcnKyw/cWoF69esDFagvXi8GDB/PWW28xbdo0evToQVRUFG+++Sbh4eFYLBfDllxdXalduza//fYbffr0wcvLCx8fH8LCwqp0PKvVyn/+8x8kSWLp0qWo1WoWLFhAy5YtGTVqFDt27LBP+tQkVlnGWknLfGXb/ZsQAl8gENxcZBni98LRX2D/ArCWQFg3+M8PoHe92M6vEYxdo4j7lGPK66CPFHf5ckoOybLMwb9i2bXyLMjg4qWn49A6RLQPuLrr7bHlsPkd5f+DPlTEfSkeIdD+MWg3AbZ9AJvfViYDCtKVtqpLarjbrHDoe9j0DuQnK5MWLR6EZiOrHWZQLWQZUo6DWge+ETfuuDWJ+UKYRm6i8lnwiQC1SIB2VWw2yD6vvP8pxy4sx5Xr6OIP7sEXF9dAyE9RRH3SEeUzC+ASAnfdpFrHpgLIOANceICTVKA1gs4ZdC6gdylX8EuSRFJSEkUFJgoyS1j5+6/M/Phddm89gNFdh96gwWgsfwJg3rx5TJw4kTFjxrB8+XLCwsKIjY1l0aJFfPjhh3z00Udl9jl79ix33303DRs25JdffsFoNJKdnQ0oNcUvFevgGFvs5uZGVFSU3SI8ZcoUBg0axKlTp+wPzgUFBbRo0YJx48ZdV7dYQeWZN28eHTt2ZN68ecydOxebzUZQUBBdunQpkxiusjg5ObF582Zee+01Zs2aRVpaGrVq1eLFF19k2rRp9nYqlYpVq1YxefJkZs6ciclkokuXLqxdu5aGDRte03k9/PDDhIaGMnPmTJ544gny8vLw8/OjZcuWDgnpevbsySuvvMLChQv5+uuvsdlsbN68mZ49e/K///2P3NxcFixYwAcffED79u356aefGDZs2DWNrSosWLCA1q1b8+2337JgwQIMBgONGzfm1Vdftbf54osvqFu3Lt9++y1z5szB3d2d/v37M2PGjDLx/yqVitGjR/Puu+8SEhJSxsJ/qbi+nrz22msUFhby7bffMnPmTBo3bsyXX37JihUryiR3/Pbbb/nf//7H0KFDKSkpYcyYMSxYsKBKx5s2bRrbt29n/fr19pwGnp6e/Pjjj/ZJpk8++aRmTu4SbMjYqJxwr2y7fxOSLN9+0x65ubm4u7uTk5ODm5vbzR6OQCCoKrIMyUcUIX1sBeTEXtzWcDDc+y1oK0iUkn4aFgy+RHz4K/s0GqJMDKg1WMxWNi86zqm96QA0aVJC105ZaCgGi0mZRLCYwMUParUG30agvjDfGb8PFgwCSzF0fAr6v3vlc9n3Hfw+GZCh8TC452vQ6OHMRvjrdUg9XnYflRYi+kHLh6B+34vHrio2qzKxYPQqK3bNxRCzA06tg6g/lJAHSaV4GnSdXO6kyC1FQQbERkLsbiVMIvEQ2MwXt6v14N8EAptDYAuIGABulU8Y9K8gN1HJW5F+qpodSOARQrFFJrrLR4Q3bY+Tq4eySZbBXFhTIy0fq0VJsmk1Ke+3zQKyFTROF71lVFrFM8bo4zi5dgmmIgvffPUtr057iaysrDKeO5da8OPj46lbty4TJ07k448/LtNXdnY2Hh4eDhb82NhY+vXrR8+ePVm0aJG9JnZMTAzh4eEcPHiQli1blju2BQsW8Nxzz9knAwBWr17N0KFDOXLkSLmu3uV5HFSH4uJioqOjCQ8PL5OYSjxnCQSCm0HpvSf6ZCCulUyyl5dnI7xhkrhfXYKw4AsEghuDqUBxwT+zAc6sh6yYi9t0LtBwEDS9F+rdfWXx6VMfHv0DtrwHUesUi+O+b5XF4EmBoQHrzo4kpaQuEla6uX1Ds4w/4PcrjE1jgIBmitg/9qsi7iP6Q9+3rn5ebR8Fgxf8+pjitl+YqVjKz14osePkDt2nQJMR8M8qOLRUmdw4+buy+DWGoZ9DcJvKXMWLnN0Eq56BnLgLx/FQJiycfZUJhtg9YL6knJFapwilTW9B7C4Y8RU4l81QXCE5Ccr43YIguP31E9NpUbDzUziyTBF0l+LiDx61Ie0klORC4gFlAdC8Cp2egq7POXp+/FuxWuCX8Yq4V+vAtyH4N4WApsrEiHuI4oKfm6BUrMiJVyYEjF7KhElAc6WdzhmWTwRkyEsEFzdloshcCO8G3Zxze/aoMp6SXGXSJzcR8lKUkB1n3zKTXTqDBqO7Eo96taRSP//8MyaTiSlTppS7/fKY28jISB566CEefPBBu6vvtZCdnW2Poy6dKBAIBIJ/G8KCf20IgS8QXCcyEwuQZRmvIOdqZYg1l1hJjs7BxUOPm68Btbr8B0dZlinKM2Oz2nDxvMXKgxRkwOEfFEF/PlIRmKVonBQrdtN7FSu21lD5fr3C4Z55ihU+ehv88xucXENajjtrz48n3+aDXsqnn89nhPhlgUsXpX+NkyJ2NHpQaZRJhqTDilCI/1tZQBFC935ToUWwDE2Gg8EDfnxIicsHxbLY/nHo/uJFd/yO/1WWlOOK0D/0PaSegG/vgg7/hd6vKYLqSpTkKZ4B++c7ri/OVpZLrbWugco1jhgAdXooYRBrX1QmWeZ1g5HfQWj5mZIdiN8PP4yCgrSL69xDILgdhLQHzzDleqrUF141oHdTBGJlP/sJ+2H7R3ByDXZ3bN9GyvhCOyqhGJ5hSn82G2RFKxMlSYfh3FZF6G//AA4shF6vQqvR1feMuBPYMkPxgNC5whNby6/2UNkKEL1ehdMnlYmv/BTlc3UzcfZWvieyTZlQy09VvHLyU5T/610vfO4uLBKKp4tsU9z9bTbl/7L14ne8OAdMBZw+dQo3N7dKl48aMWIEo0aNYs6cORW26dy5cxnhn5OTg1qttv/fxcUFWZYpLFS8IoYOHXrNrtYCgUBwuyJi8K+Nf/HTj+B2ojDXxJHNcRTkmGg7IAx33yqIwRuILMucP5bBwb9iSTydDYDRTUdoEy9Cm3gT0sjLnt35SuRlFrPq00NkpygPeyq1hIe/Ec8AZzwDjVjNNnLSishJKyI3rQhziVK/uVYDT1r1DSX0agnkrjdZMbBrDhxYrJS4K8UjVLHQ17sLwrsr8bPXgkYH9e/CFNyTfeanObwpHpsNPHzUDHq8PR4h668uMG0XHvoTDyoisTBTSaZXVStwnZ4wZjX8NkmJc+/9esUCyr8J9HtHcZX/42U4+hPsnqNY9Id8CnV7lb/fuS3w29MXQxraPw59pioTHQVpF5ZURawEtVYssZeef+tHlDwAP49Rznn+QLjrDeg0qWKviRO/wa+PK+LOu54ySZJ6QvEcyImD479WfE3CusGA95XzLQ9ZhnObYcfHykRNKQ0HQ9fnIbj8ElWoVMq19a6reEbIsnLt1k+FzHPw+/NKdYMeU8CrjjLBYvC6RPhVAnOxMpni7FP5fW4Vzm6C7R8q/x/66bWXcnT2BUOq8v+8FNC7K3HwryZeW78VUZIPmWeV/7sFl/U00V6InZdUyvtj9FY+8/kpimdBSW7ZPk0FKFb/y0pJWS+8FmZA+inkgnSk0naVuAcMGzaMFStWsH37drp161Zum2XLltGoUSOHdaXiHpRkWAcOHMBisbB161ZmzZrFl1+K6hwCgeDfi+3CUtm2VWXu3LnMmjWLpKQkmjRpwieffFLhPRxg69atTJ48mePHjxMUFMSUKVN48sknHdosX76c119/nbNnz1K3bl3eeecdRowYYd/+xRdf8MUXXxATEwNAkyZNmDp1qr3qAyg6Yvr06Xz11VdkZWXRoUMH5syZUyaPy9UQAl9wU7CYrGQkFJAWl0dJoZmAcHf867ih0TpaTLNTCzm0PpaTu5KxWpSv8Om/U2jdvzat+4WWaX+zsFpsnN6XwsG/YslMVNyiVSoJlUaiMNfEyV3JnNyVjCSBf7g77YeGE9Kw/CRrmUkFrP7sEPlZJeiNGqxWGUuJlczEAnvfZbhgpEqIyiIhKguvIGda3hVKRDv/G1vuKekw7PwMjq9QrGOgiMzmD0D9uxWBWAWxZLPJnNyVREF2CSGNvPALc0N1SYI82Sbzz64kdv92jqJcxTsgrLkPd41thN5YSfdWlUoR5L4R0GJUpcdWLrVaw8TIyrd39oZ7v4Zm9ymiNPs8LB6uhAe4BipiWqNXXrNj4fCFEkgeoTBsjjJJAqC/0BeVsPgFNIXHt8DqZ5UcCOtfh4OLlcmCFg9cFDWyDJGzFdGMrHhZjPxO2V6Sp1jc4/YqCRIL0xV3epv1wmJRxhuzHb7sqiQk7PnKRU8GmxVOrFRc8ZMOK+skNTS/H7o8B35VtFxKkpKDoX4/JSfC1vcgPQqWj3dsp9KCwVOx/mqclDwPGoNyjZGVyZ2iLOW1NLzBLVjpu/HQCwkdK7jnWM23RtK/vGRY/hggQ5txiodMTaAzgk4Ltjzlc+rb4OreJtXBalImqbQGZVLGM/Tq+0iS4kHj5K4IfHMRIF9wBLlg2TF4KBMCHqHKZ01SKUtpGIjWACoNEXVCycnNI+nEbgIbtLlqMsx58+bx0ksvMWDAANasWUOPHj3KtAkJCbFn2C4PlUpl396wYUOSk5MZNWoU27Ztq3AfgUAguJOxImOtpOt9ZduVsmzZMp577jnmzp1Lly5dmDdvHgMGDODEiROEhpb9zYmOjmbgwIE89thjLFmyhJ07dzJx4kR8fX3tSU937drFqFGjeOuttxgxYgQrVqzg/vvvZ8eOHXTo0AGA4OBg3nvvPfv9fuHChQwbNoyDBw/aBfzMmTP56KOPWLBgAREREbz99tvcfffdREVF4epaecOTSLInuCFYzFaidieTfDaHtLg8MpMKkW2OHz2VRiIg3J2g+h74hLhwZl8qZw+kUvoJ9Q93Q6NTkxCVBYCbjxPdRkUQ1uzqpdJqmsJcExnx+aQn5JORkE/8ySx7GTatXk2TbkE07x2C0VVH4tlsYo9nEns8w0GgN+wUQJeR9R0s+qnnc1n92WGKC8x4BhgZ+mxLnN31Su3mpAKyLixqnRp3X4N9cfM2UJhn4vCmOE5sT7Rb9I3uOlr3rU3TnrWu6OJ/Zn8qRzbF4+yuo24bP8Ka+aDVly9krPnZZP/9F26282hLkhWX2II0xXqWee5iw7q9ocuzEN7DQdTLsszx7YkU55to1isEvaH8ecb8rBLWf3fc7gkBoHfWENrIi9pNvTG46di98hxpsYpFzt3PQNeR9andzPvmei9Ul5I82DAd9n4DV/qxajse7n7z2r0fZFkRw+unKWUJQXGrb/Wwkldg15yLYQDtHoP+71XN5T07Fv58TYnbB0Ws9Xn94sRB1oX6uRoDtB4NnScp4qsmKMpWvALObLgg2jMVD4RrxdkPGg1WQjhy4iDrvCJ2s84rkxzuIYqHRK02ymRPYEtwuoG/UTarklQvZrsyxgkbqhb6UgH2ZGyhITjlRSui2MUP3GrVwKAvwWZR7iGmAuVz4VO/8mEyV6G8ZHal2JPWDRtGXMw56jVszMTRI/l4+ovKRJuLv/0eVl6SPXd3dyZOnMiiRYtYs2YNPXv2BKqfZC83N5eQkBAWLFjgYP0pM16RZE8gENxhlN57jpzwq1KSveaNUyt9v+rQoQOtW7e2l3wEaNSoEcOHD2fGjBll2r/00kusWrWKf/75x77uySef5PDhw+zatQuAUaNGkZuby7p16+xt+vfvj6enJz/88EOFY/Hy8mLWrFmMHz8eWZYJCgriueee46WXXgKgpKQEf39/3n//fZ544omrX4wLCAu+4LoiyzLRh9PZ+ctpctMdH7ANrlp8Q13ROWlIPJNNYY6JxNPZDoIOILSJN637hRJU3wOAM/tT2fmz0t+aOUcIb+FD9wciqh1/nhaXR/LZHNQaFSqNhFqtvEqSRHG+mcJc04WlhMJcE9mpRXZrscP5uOlo0TuYpt1rOViPQxp6EdLQiy731iM/q5gDf8ZydGs8J3clc/5YBt1GRVCvjR8JUVms/eIo5hIrfrVdGfx0CwwuSokkVy8nXL2cqN2k4qRorl5OdB1Zn3YDwzi+I5Ejm+IpyC5hx8+nObYtgS4j61G7qaP4zUouYNuPp4g/mWVfd/ZgGhqdirDmPtRv449XkDOpsbmkRCWTciKGtEwDNnzQSM6E6wup53SEUP1BNJJZsYg1uUcR9oHNy4zRaraxack/nNqTAsDhTfG0HxxO425BDhMQMUfT2bjwH4rzzWj1aoIbepJwKpuSAgun96Vyel+qva3OSU27weE06xmMWnOLZ4a/EnpXGPQBtHxQcVe3lCiitPRVtkHTey5a7a8VSYJ24xWr+aEf4O95itv+7rnKojSC/jOgw5NVd1P3CIVRi5WwgnUvKYnxfr+krrDBCzo8oUweVCXZX2UweMDd05WlFFOhYp0vylQsvOYi5bqai5RrjKyMyeilWPmN3kq+hnOb4cQqJaFjQaoyKVIRpWELpZMaSEp4Qv2+ildGcNsaE6zlsnWmIu61znDfghoR9w6oNcokRla0MrEnqZUJG5v5ggeHRbkHuARUfgJKvuAOX5ip5JBAVvr1Cru+16o8JImQ8Lp8/NFHTHr6aXLzCxg9cjBh9ZsQn2tl0eLFuLi48OGHH162m8TcuXNRq9UMGjSI1atX07t3b/v2jIwMkpOTHfbx8PAoI6pLcXNzY8KECUybNo3hw4cjSRL5+fmcORVlLwkYHR3NoUOH8PLyKtfiJKgYm81GYmIirq6ut+dksEBwmyDLMnl5eQQFBVU5AWl1XPRzcx3Ds/R6PXq93mGdyWRi//79vPzyyw7r+/btS2Rk+R6Yu3btom/fvg7r+vXrx7fffovZbEar1bJr1y6ef/75Mm0qKiFotVr5+eefKSgooFOnToByX09OTnY4ll6vp0ePHkRGRgqBf0Ow2ZSHGY3uZo/kliUjIZ8dP5+2i0dndx2NugbhV9sN3xBXnD109h9XWZbJSS0i4VQWCaeySY/LwzfUlVZ9Q/EJdnRJqd/Wn9pNvdm7JoYjG+OIPpxOakwug59uiU9w1ayaUbuT2LjoZBlvgqsigYefEe9aznjXcsEn2IWQxl5XDRlw8XSi+wMRRLT3Z9Pik2QlFfDXN8c5vi2BpHM52CwytRp4MvC/zdA5Ve/rqTdqad23Ni16h3ByVxJ7Vp0jO6WQNXOOENrYiy4j6+Pq48T+dTEc/CsWm1VGrVHRqm8oNquN0/tSycso5sy+VM5cIqQVlJlRtWTGIhs4XdyN08Xd0GplwiPURHQMJrRN3XLrzBflm1j35VGSzuQgqSRcvfTkphez7cdTHN0ST+d76hHS2IvdK89yaIOSGd4nxIV+E5ri4W/EZrWRHJ1L7LEMYk9kkpVSSEQ7fzoMrYPR7Q76HtZqrSw3Cr0rdHhccaM/uwn2fKkkRdQalUSDDQddW/91esKTOxTPhC0zlPjtzpMUT4Hr4eJdETqjsrhX0erccJCy2BM6rlK8VTxClYz+nrWVVxd/JcFh4gElfCHhoJIrobT2/I6PlAmE+ncrYr/RkKq59GfHQsxOOL8Dzu9S4sx1zkoSPb2LIubPblbaDv5YsX5fDwweUOylTJTkJZXfpiRPmSBxDarY68NcpPRRmOVY/lDjBO7ByutNYuJTTxHRoAEfvP8uIya8QFFxCWEhwQweOozJL7xY7j6SJPH555+jVqsZPHgwq1atsrth3nXXXWXa//DDDzzwwAMVjuHZZ5/ls88+4+eff+b+++9n355Iet3Vz7598uTJANWqa/1vJzExkZCQkJs9DIHgX0NcXBzBwcFV2seGhJXKTcDZLrS7/Hs9bdo03njjDYd16enpWK1W/P39Hdb7+/uXmYgtJTk5udz2FouF9PR0AgMDK2xzeZ9Hjx6lU6dOFBcX4+LiwooVK2jcuLH9OKX7Xd7P+fPnKzr9chEu+lUhL1mpbX12o/IgJVvh/sVKdmqBneICM3+vOsexbQnIMnbx2KpvaLVFa0VkJObz1zfHyUwsQOekZsCTzQiuILb9co5sjmf7MiXjeEAdd5xctNgsNqxWGzaLjM0m4+Sixeimw+iqw+iuw+Cqw83bgFeQc4Uu7JXFarZx4K/z7Fsbg82qfA3DW/jQd0KTGs0tUFJkYf/aGA5visNmlZFUEgZXLYU5ihdC7abedOuSi/veqVCQjizLpBaHcCavNWfyWlFoccVHG4O/NoqAABv+Pfrh1rYvqbEFnN6fwtn9qeRnldiP5+5noEXvEBp0DLC/31nJBfw+5wi5aUXoDBr6P96UoAgPTmxP5O/foynOVx7wDa5aivKU/zfrFUyXe+rd2BwCAoXsWCUTvlsNl0GzmpV+/y1Ws/xUxYPh1B9KuEBxzsVttbvAqCVXjvFOPQmRnynlJUsTK16NVg8r+RlqkDKu3DaLUjZRtl2smqC+8FqSq1jj4cJnqJbiESFJiqdEUZayXBoyIanB6KlMgGiNt9bnoyj7QklPWTkfjdMl+RsuLNc790JxjhIGIluVPBJ+jWrEu+Hf6qKfk5ODh4cHPUMeQ6Oq/OSwnF9Y9YNV5xG7qp9/s/nqbS6nAu+RGj9OdcpG2qqRMu0ay1NWFukGlK6Uq3OdpWqcv9Vy9TaXU8XrbLGZ2Jr1PdnZ2bi7u1dqn9J7z77j/rhU0kU/P89G2yYpxMXFOdyvyrPgJyYmUqtWLSIjI+2Wc4B33nmHxYsXc/LkyTL9R0REMG7cOF555RX7up07d9K1a1eSkpIICAhAp9OxcOFC/vOf/9jbfP/994wfP57i4ou/dyaTidjYWLKzs1m+fDnffPMNW7dupXHjxkRGRtKlSxcSExMdKrk89thjxMXF8ccff1TqeoCw4F+d5GNKPeazmxQrzOV8PxLu+VopkyWgKN/Eig8PkpWkxJrXbeVL53vr4eZzfbLeewe5cM+LrVn7xVEST2ezevZh+oxtRES7gAr3kWWZ/eti2LNKiQFu3juYriPrl2t1vp6otSraDQqnbis/dv92Fg8/Ix2H10FVQax8ddEbNHS+tx6NuwURufwM0YfTKcwx4eKpp9t99QjP/x5p1VvKwzpKsj5/4vDXR9JZBzIqVA0HQJdnHEqq+Ye74R/uRpd76pF8LofT+1KJ2pNMTmoR2348xe7fztG4axB+tV3ZujSKkkILbj5ODHqqBV6BiuW2Wc9gIjoEcOCPGA5tjKMoz4zeqKH36EbUaelbo9dBUAVqKhb+cm6FJHQ3Ehc/JQSi+f3Kw1TcHkXs75sP53fCt33hoZ+Vso+XIstwYJES2lBahUJSK/H9YV2gdldl8sVUAKb8C0vBxRCZ641Ko3gulIfBEwzeSqiCpVjJUVCYrpyT+VKBJCk5H4xeSp6C6jyg3ggMHqCqp4Ql2CwXr/elaPQXPCkueFOoaujRSpYVw0L+BQuQ1vnmhC7cYZR6DmpUOjQq/VVaX0RWVUMQ3QiBX50JsSpMbFzbcarxvZZvYYGvugECvzrPotW5f9qqsU81r3N1QmGsVbDgl7Zzc3O76oSkj48ParW6jGU9NTW1jOW8lICAgHLbazQavL29r9jm8j51Op3du6tt27bs3buXTz/9lHnz5hEQoGiX5ORkB4F/pbFVhBD4VyPxoGJBAUBSHrDq9YE6vZSY1RO/wc9jofBDJZ71VuXsJkiLUm6cNuvFGsBao5Jl2cXvmg9hKrKw+rPDZCUV4Oyh566xjSptTb8W9EYtQ55pwYb5/3D2QCrrvz1BQZaJlneHlLmpyLJM5PIzdhfwdoPDaTco7KbG4XkFOTPwv2Xj1a8ZWYbTfymZpYPb4eFnZOB/m5NwKouMhAIatdSjXTdJERygZLpv/7ii8JFAkpCQkJx9r+jWLKkkAut5EFjPg47D6xC1O5nDm+LISS3i0PqLVseAOm4MeLJ5GXd6vUFDpxH1aNKtFucOpVG3tR+uXjfPPVcguC6oNYo4D+uiVCv4/n7IOA3f3AX/+RFC2intinPh9+eUCgegJKvsNEnJ4H+tiRVvFHoXJct+fqpSVs90SfUPncuFSQCPmhPC1xu9C/g1vpATo1gpoVj6f6vpQp6MEmUiA5RwCScPMPpULTHlpdgsitW+tOSf0Ue5D9+qEyHXwPUoVyUQCG5vqiPwK4NOp6NNmzasX7/eIYnp+vXrGTZsWLn7dOrUidWrVzus++uvv2jbti3aC14dnTp1Yv369Q5x+H/99RedO3e+4nhkWaakRPGCDQ8PJyAggPXr19OqVStAsfhv3bqV999/v9LnCELgX516faDFgxdF/aXJoEI7wtoXlaRLayYrmcR7vHRruRcW58KaF5Q62xWx8U1o/xh0frbaya7MJitr5h4hLTYPJxctw55riWfAjYuv1WjV9JvQhJ2/6Dm8KY7IX8+QGpuLV6DiSl+6xJ3I5ORuZYat6331adHnDo7D2zMP/lCycOLsCw0GQMPB1ArvQS3nc7BgrOL2q9bDwJnQesw1f3Z1Thqa9VQSDZ4/nsHhjXHEn8wior0/vR5peMXQAzcfAy3vEsmiBP8C/JsoGe6X3g/JR2DhYLjnKyWB3S/jFJdwSa1UHej87A2zTtUokgpcAxQxX5ihiHmD5+3rxaFSX8h5cNnvms0CJflK3gFT/sXEjeYiJVeD0UupvqC5iqW4NFmh5cKEQX6yMnmABB4hSk6DO5DrUa5KIBDc/thkCZtcyRj8SrYrZfLkyTzyyCO0bduWTp068dVXXxEbG2ufKHzllVdISEhg0aJFgJIx//PPP2fy5Mk89thj7Nq1i2+//dYhO/6zzz5L9+7def/99xk2bBi//fYbGzZsYMeOHfY2r776KgMGDCAkJIS8vDx+/PFHtmzZYne9lySJ5557jnfffZf69etTv3593n33XYxGIw8++GCVzlHE4F8rsgxb3lPqLoOSqGrAzFvDhS5+n1IHuvRhscGAC/GNKmV8kgQpJ5SkUKBYVjo8qSTAMnhW+jBWi421Xxwl9ngGOic1wye3xje08rUaa5qD62OJXH6mwu2SBL0eaUijzjUcX3wrkXIcvuoF1hLlPb/UNVbrrDw42szgGQ73L1Rq1V8nTMWWGs+9cCdTYC4grTCN2m61RYbnO52SfPjlUTj9JyApIthmBvdQGPkthLS/2SMErhyrLbgMqwmK85QJ/9LwCrhg0fcGZCUXhdWsvNdW8wUvABNlckardco9Wme8LkO9FWLwr0e5qqtRem531X6qai76+QVXb1Rmpxvgom+qRsy2oRrf4+ocpzohh9ZquOjXcGhjRdxRMfiWaoScVPE6W2wmNmbMr9J9pPT7ufVYrSrF4PdomlCl48ydO5eZM2eSlJRE06ZN+fjjj+neXalSNHbsWGJiYtiyZYu9/datW3n++eftnkMvvfRSGc+hX375hf/7v//j3Llz1K1bl3feeYd77rkYNjd+/Hg2btxIUlIS7u7uNG/enJdeeom7777b3kaWZaZPn868efPIysqiQ4cOzJkzh6ZNm1bqvEoRAr+m+PtrWPs/QFZcKofNqfkEVZXFZoOdn8DmdxTrgnuokg07tEPZtqVu3JvfgaTDyjq9O/R6FTpe/OCWFJrJSMjHxdMJFy8nVBdihGw2mb++Oc7ZA6lotCqGPNuSoHoe1/8cr0LcP0rdeXOJ1WGRZWjRJ4Tw5j43e4jVpyRPEe0VTSKZi+HrXpB6Aur3UxJ5nd8JJ9coS16i0q7hYBg+V3HhF9wSJBckM+6PccTnx+Pt5E3HoI50DFSWAOeK80oIbmOsFsXTZu83yt+NhsDQ2VWaZL3eCIFfDWRZsejnpyj37Mqi1ileVVqDUpmhui7+leBmC3yTyYTRaOTnn392cJV99tlnOXToEFu3bi2zT/fu3WnVqhWffvqpfd2KFSu4//77KSwstLvLXkpJSYndBRaUcwsJCRECv6oIgS8E/g0U+JuOhVRJ4PduGndr6cKbjDCr1RTtH1Nm51f+V4l3n9sJBn0IzUbWTP/mIiV7bkU/9pYSpYZ1+iklZCB6m7K+yT1KySSDR/n7SRJE9FPqNJ/8HTbPgNTj8MdLyAUZpIQ9xfHtiZzen4rVrNx0VRoJdx8DHv5GLGYbcScyUaklBjzZ7JYQ9wAhjbwIaXT94/+rjM2mXN+s85ATf7Fudm4i+DSAbpPBu275+xbnwLZZsPtLpQTWqCXlt90wTRH3zr7KRJNGB3V7KcvAWYrHRmGWEnYiLMS3DGmFaUz4awLx+fEAZBRnsObcGtacWwNAmFsYvUN7M6jOICI8I27mUAU1iVoDAz+AsK6KGGgyQnwv7wQk6ULSPdcL7vqpiuC3Vx3QXvhN1yqiXqNTXu/AGPuKuF7lqi5nxowZTJ8+veYGLhAIrjtyFVz05Sq66P8bEAK/Jml6jxJb+evjkHRIcY8/uUYR+lcqhXQlrGZYP1WJp5ZtyiSCsy+4+CqvpgIleV72ecfMo1qjEirQ6uEKHxaLC8wkRGUhqSR0Tmq0hh7ohvdEfXgh5zft4PiKQDIsB+ztnd11FBdYsFpsZCUXkpWsuH1LEvQd34TQJndmjGCN8uersOeL8rfF74XDP0Crh6D7FCXuEpSkiAcWwaa3LyZxSj2hWOnv/Q7qX1Jj+fR6pY45wPAvlM/JpUgS1GpTs+ckuGYyijKY8NcEzueeJ8g5iK/6fkVqYSq7EnexJ2kPxzKOEZMbw3fHvuO7Y99R37M+g8IHMTB8IIEuZR9oBbcZkqQIe8GdidZQcdUBQbnJcK8UnlRe+/LWl/LKK68wefJk+9+lFnyBQHDrcr2S7P1bEAK/pvFtoCRP2vaBYm09/iucj4S731TEv3stJRavMhaagnQlQ3/M9ovrCtOVJe2fsu317uAboWT77fy0YuUtB1mWObM/le3LTtlrjjvS+MICakqoXzuLJvcPxL+OO7IM+ZnFZKcWkp1SRG56EcENPAm7nV3ebxSpJ5XKC6BUY3APUcqRuYeAs49SjvH0X4qYP/yjkvSuTk/YMuNiiUbv+tDzZWXCJ/5vpUzjXdOgy3PK52XlRKVd+yeg/t3ljUJwi5FdnM1j6x/jXM45/I3+fNPvG0JcQ6jtVpt2AUpm9VxTLpGJkaw7t47tCds5nXWaT7I+4ZMDn9ClVhfe7vI2PgbxHRQIBLcP16tc1eWUVwtbIBDc2lhlFVa5ch5N1tsu2Pz6IwT+9UCthV6vQERf+PUJpRTSiscvbtc6K/H57sGKm3Sz+5Rsw5eSeBB+fBhy45Xkd8O/ULL2F6Qprn6lrxq9Mqng00ApdXeViYP8rGK2/nCKmCOKJdjNxwmDqw5TsRVzsQVziRVTsRXPACONQ6JpED0Zp5ICODMJ6ryNpJJw8zHg5mMgtHFNX7hbCKtZqUBQzaoC5bL+dcXLouFgeOD7stubjYTYPbD5bSXEYu/XygLKpFDPV5RSjGqtEqe79n9wYCFseEPJn2AqgIJUZYLn7jdrbtyC60ZOSQ6Pr3+c01mn8TX48m2/bwlxLWtZctO50T+sP/3D+pNTksP68+tZG72Wfcn72Jmwk4fXPszcu+ZSx73OTTgLgUAgqDrXq1yVQCC4/bEhYaNyAt+GUPiXIwT+9aRWG3hyO2x9H85sgJwEKMoEc4Ei+jNOw7nNigt+3d7Q4j/QcBCc+A1WP6uU2/GqCw8sBb+GSp8ufoonQBWRbTLHtiWwa+VZzMVWVGqJNgPCaNOvNmqt4xfoontcB/g7TykFuOtzxVX87ulXL/dzu1GYqUyopBy/uKSdVDIcNx4Owz5X4iivhTMbFeu8SnNl8R3aAcasVgT+pncgYR+0fVQR95eGeWj0MPQzCGqpCP3jK5T1ar2SUFErEmFdbwrNhSQXJFPHo3qiOqckh/9u+C//ZP6Dl5MX3/T9htpuV3fjdde7MzJiJCMjRnIu5xxPb3ya2LxYHln7CJ/2+pS2AW2rNR6BQCC40VyPclUCgeD2R7joXxv/nmwuNwutAe56A57cAS9Fw2vJ8PQBRcQNmAXB7RWr7pkNSsz+zLqw4glF3NfvB49tuijuq4mpyMJvnxxk24+nMBdbCajjxv2vtaP94PAy4h4ui2Nr/xgM/kT5/54vYFZ9WPEknPrzQlmf2xCrWQmb2PgWfNUTZtaBJfcoFvYjP0LKUUXcA5xYCd/cBekVl927KjYr/PV/yv/bP15xEr1LCe8O4/+EV5OUxHgV5XBo+yiM+V2pswzKBEw1JoAElafEWsKi44vov7w/w34bxpPrn+R01ukq9ZGYn8jodaM5mn4UD70HX/f9uloTBXXc67B44GKa+zYn15TL4+sfZ130ukrvL8syJzJOUGwprvKxBYJbHUmSrriMHTvW3m7lypUO+27evJmBAwfi7e2N0WikcePGvPDCCyQkJACwZcsWJEkiOzvbvk9iYiJNmzala9euZGdnExMTU+Gxd+/eDcCCBQsc1vv7+zNkyBCOHz/uMJ4ZM2bQrl07XF1d8fPzY/jw4URFRV23a3ejGDVqFJ988glvvvkmLVu2ZNu2baxdu5batZXJzqSkJGJjY+3tw8PDWbt2LVu2bKFly5a89dZbfPbZZ9x777036xQEAsF1oNRFv7KLwBFhwb/RaA2KwPOuq4i4Do9Dxlkl5vrwj5Bz4Yes+/+g56ugurYPrdlkZc3cIySezkarV9NxeF2a9aiFpKrCbFfbcUrSvg3TIC9JSQR3+Acl5r/hIOg0EQKaXdM4bwhJh2HrTDi3FUyXlS3yrqecg18TRSD7N4a8FPh5jGLN/7oXjJgHDQdW/bgHFytJ8Zw8lPe1Kmh0V29TuxM8tUeponCL1M2+EzHbzKw8s5IvD39JamGqff3OxJ3sWr2LEfVG8FTLp/A1+l6hFziecZxJGyeRXpSOn9GPuX3mXlNWfC8nL77t+y2vbH+FDbEbmLJtCon5iTza9NErJqqSZZk3d7/JL6d+wUXrQr+wfgytO5RWfq2uuJ9AcLuQlJRk//+yZcuYOnWqgyg2GAzl7jdv3jwmTpzImDFjWL58OWFhYcTGxrJo0SI+/PBDPvroozL7nD17lrvvvpuGDRvyyy+/YDQa7eJ/w4YNNGniOPF6aby4m5sbUVFRyLJMQkICU6ZMYdCgQZw6dQqdTvkN2Lp1K0899RTt2rXDYrHw2muv0bdvX06cOIGzs3O1r9GtwMSJE5k4cWK52xYsWFBmXY8ePThw4EDZxlVEzi9EVlW+VJjk6lL1Y2TnVnmfKpveqpNfwFYNl+bqlKKrTlUIXQUlgK9EdUr46aoe0mFNz6zyPiovjyq1lzRVl2ZydUreVUUHlFLV6yxX4325gOKiX7kxVrbdvwkh8G8FvOtC79cUN+y4PYobd0i7a+7WarHxx7xjJJ7ORuekZvjk1viGVtPVvMUoJVdA3B7FHfzEb5CfDIeXKuX1JmxQcgHcipTkK4nqds+9WGnA6A11eik5EOr0ArdyMpF7hsHjW5VEh7GR8ON/oMdL0OPlyk+8lOQprvag7FvdagpXw+gFRiHurweZxZlsjdvK10e/Ji4vDoAA5wD+2+K/tPJrxeyDs1l/fj3LTy9nbfRaxjUdx0ONHsJNV7YW67b4bby49UWKLEVEeEYwp8+cGqlv76Rx4oMeH/Dh/g9ZfGIxnxz4hPSidKa0m1KhWF96cim/nPoFgHxzPstPL2f56eWEuIYwpO4QhtcdLjL0CypElmWKLEU35dgGjaFSk1ABARe/W+7u7kiS5LCuPOLj43nmmWd45pln+Pjjj+3rw8LC6N69u4PFvpQjR47Qr18/evbsyaJFi8rEgnt7e1/xuJeOKzAwkOeff56hQ4cSFRVFs2bK5Pkff/zhsM/8+fPx8/Nj//79dO/e/YrnJBAIBLcbZlmDSa7cZI9ZlMkrgxD4txIqlWKNrQFsNpkN808QezwDjVbFoEktqi/uLx9f7U7QfwbE7las+vF74YcHlHACg2fV+syMhsxzSgJB3VWsEKknlfwFQa0rXyc6ah2seVFJVgjQ5B6lwkBgy8qJdFd/GLNKcbHf86WST+HcVqX8YMNBVxfsOz5REt951YF2Eyo3ZsFNJd+Uz/6U/exO2s3fyX9zKuuUfZuXkxePN3+ckREj0asVq8lHPT/iUOohZu2bxZG0I8w9NJcvD39JI69GtAtoR7uAdrT2a83a6LW8s+cdbLKNToGd+KjnR7joqm4Rqgi1Ss2UdlMIcg7i/b3vs+SfJdhkGy+3f7mMGNqVuItZe2cB8Hyb52nm04zfzvzGX+f/Ii4vzn4OfWv3ZWyTsTTxEWEfAkeKLEV0WNrhphx7z4N7MGqN16Xvn3/+GZPJxJQpU8rd7uHh4fB3ZGQkDz30EA8++CCzZ89GdY1ed9nZ2SxduhTgiknjcnJyAPDyuk6TxgKBQHATsaESSfauASHw70BkWWbr9yc5sz8VlVqi/5PNCKrnUbMHUakhrAs88IPivp55Dn4eBw/9AupKfKxyExWxfGAxyFYlBKDBQGh6L9S766JrevppOParUm4w7aSyrlYb6PUq1O1TsdDPOg9/vQb/XMi26xEKgz6qXuk4tRYGvK9MLKx+FuJ2K8vvzyll7JqMUMT+5ZMb2XFKckKAu9+qnLu94Kby1ZGvmHtoLlbZ6rA+wjOCAeEDeLDhg+UKi5Z+LVkyYAl/nf+LLw59wdmcsxzPOM7xjOMsOL4AlaTCdsF7ZHi94UztNBWt6vpkfH648cMYtUbeiHyDpSeXYpWtvNbhNbvIP597nhe2voBVtjK07lDGNRmHJEm0C2jHqx1eZWPsRlaeWcnfyX/zR8wf/BHzB2392zKmyRi6B3dHVR2XS4HgNuH06dO4ubkRGFg575URI0YwatQo5syZU2Gbzp07lxH+OTk5qNVq+/9dXFyQZZnCwkIAhg4dSsOG5effkWWZyZMn07VrV5o2bVqpcQoEAsHthFWWsFbSMl/Zdv8mhMC/w5BlmcjlZzixMwlJgrsfbULtJjVY6u1yXHyVLP/f9btYEaD/uxW3L8yEHR/D318piQRBSRBXkArHflEWJ3clwWDaP5B89OK+ah1IakjYD0vuhdBO0Os1CO8GsgxpUUq4wMk1kHghPk9SKxb7Hi+B7hotPi1GKZ4GR3+G4yuVZHxnNijLb5PAxV8pd+gaqLj8p55UzrF2V2UCQHBL88upX5h9cDYAoa6htA9sT4fADrTzb4e34erfIUmS6BfWj35h/UguSGZfyj72Je/j7+S/7a79T7V8iieaP3HdY9zvqX8PEhLTIqexLGoZAK92eJUCcwFPb3qaPFMezX2bM7XTVIexGLVGhtQdwpC6Q4jKjGLRiUWsPbdWOZeUfYS6hhLmHoaL1gVXnav9tX1Ae5r53gZ5OAQ1hkFjYM+De27asa8XF6vIVI5hw4axYsUKtm/fTrdu3cpts2zZMho1auSwrlTcA7i6unLgwAEsFgtbt25l1qxZfPnllxUec9KkSRw5coQdO3ZUepwCgUBwO2FFhbWSFnyrsOCXQQj8O4wDf57n0AZFTPR8uCH12vhd/4MGNocRX8JPo2H3HCVJXauHHNtknoMjP8OuOVCiuBYS2gn6TFNEc8KBCwL/VyW2/+hPShuVRomRb3qPYuG3mhS3973fQOwuWDgYQjpCQRpknr3kgJIi/PvNgIAatHB41obuLypL+mlF6B9fAanHlXHnJ0PSIcdx9Hun8iEFgptCZEIkb+9+G4CJLSby35b/vab+ApwDGFxnMIPrDAYguSCZAnMBdT0qUUGhhhhRfwQqScXrO19nWdQyrLKV5IJkonOi8Tf682mvT+1hBuXRwKsB73R9h6dbPc3Sk0v5OepnYvNiic2LLdNWJal4oc0LPNL4EZGg71+CJEnXzU3+ZhIREUFOTg5JSUmVsuLPmzePl156iQEDBrBmzRp69OhRpk1ISAj16tWrsA+VSmXf3rBhQ5KTkxk1ahTbtm0r0/bpp59m1apVbNu2jeDg4CqcmUAgENw+2GQVtkpmx7fJQuBfjhD4dxCn/k5m98pzAHQZWY/GXYJu3MEbD1OSz219T3Fd966niPOoNXByrWKNL8W/qSLs6999UfgGt1GWvm/D+Z1K3XivOtBoSNk49/7vQudJsP1D2L9QcZcHxcJfp6diLY8YoMTPX0986kOP/ylLfirkJkBeslJpIDdJeQ3poNSqF9yynMo6xeStk7HKVobUGcKTLZ6s8WPURCK96jCs3jBUkorXdrxmT6jnpHbis96f4WPwqVQfAc4BTG4zmSeaP8HupN3klOSQZ8oj35xPvimfmNwYdiTsYNa+WZzLOcdrHV8rN/xgR8IOvjryFXmmPAKdAwlyCSLQOZBA50AiPCOo51mxABIIbhQjR47k5ZdfZubMmQ5J9krJzs52iMOXJIl58+ahVqsZOHAga9asoWfPntc0hueff56PPvqIFStWMGLECEDxLHj66adZsWIFW7ZsITw8/JqOIRAIBLcywoJ/bQiBf4eQcCqLjYsUEd3irhBa3hV64wfR4yXFkv3Paviur+M26ULMfqvRSpx9RYmIVGqlfGD4VbICuwXBoA+hy7OK1d+zthK7r7/GRILVxcVPWQS3FWmFaTy18SkKzAW09W/LG53fuOMs0EPqDgHg/3b+HzbZxltd36Kxd+Mq9+OsdaZPaJ8y62VZZvGJxXyw7wOWn15OXF4cH/X8CHe9O6BMoHy470MiEyPt+5zJPlOmn9c7vs79De6v8rgEtw6yLGOTbahV1ShzdYsQEhLCxx9/zKRJk8jNzWX06NGEhYURHx/PokWLcHFx4cMPP3TYR5Ik5s6di1qtZtCgQaxevZrevXvbt2dkZJCcnOywj4eHB05OTuWOwc3NjQkTJjBt2jSGDx+OJEk89dRTLF26lN9++w1XV1d7f+7u7hWW+xMIBILbFRuVj623Xd+h3JYIgX8HkJlYwLovj2KzyNRt5UuXe26SJUylguFfQmaMEp+uc1FEd8NBirW+qhn2K4NHKHR9rub7FdzxFJoLmbRpEskFyYS5hfFJr0/Qqe/MRIhD6g4h3D2cIksR7QKuvQTnpUiSxOgmowl1C+WlbS/xd/LfPLT2IaZ3ns7qs6tZcWYFNtmGRqXhwYYP0jmoM0kFSSTmJ5JUkERMTgzHMo4xc+9MWvm1or5n/Rodn+DGYLFZiM2LpdhSTKBzIJ5O1+F+f4OYOHEiERERfPDBB4wYMYKioiLCwsIYPHgwkydPLncfSZL4/PPPUavVDB48mFWrVtnd7u+6664y7X/44QceeOCBCsfw7LPP8tlnn/Hzzz9z//3388UXXwCU8Q6YP38+Y8eOrd6JCgQCwS1K1bLoi+S/lyPJ8u0XuJCbm4u7uzs5OTm4uZWtNf1voiCnhOXv7ycvs5iAOu4Me64lGt1Ntp4U50LqCQhqBZqKY3wFgptFobmQKdumsDV+K15OXiwZuIQQ15CbPazbnqjMKJ7e9DRJBUkO6++ufTfPt36eELey19gm25i4cSI7E3ZSz6MePwz6ASdN+ZZNwc2huLiY6OhowsPDy7U6m6wmzueex2Q12dd5G7zxN/rfcR4xdxJXel/v5Oes0nPr4z0Ojaryk7qSa9XLmsrZuVXeB1UVvzM3ymNGroadtDpVV6p6/gAmc9X30VW9ko0tM7vK+6i8PKrUvjr3TNliqfI+VEf+mat2HItsYmPukirdR0q/n5/v74DBpXJ26KJ8C5Pa7Lkj71fVRUx53CRkWSYtNo+CnJJq92EqtrBmzhHyMotx9zMwcGKzmy/uAZzclMR5QtwLbkEOpx3m/t/vZ2v8VnQqHZ/2+lSI+xqigVcDlg5aSnPf5gA082nGwv4L+ajnR+WKe1AS9L3d5W28nbw5k32GD/Z9cCOHLLhGii3FROdEY7Ka0Kq0eBmUnCkZRRnE5cVhtVmv0oNAIBAIBI7YkKq0CBwRLvo3AZtNZvOSk5yMVKxcBjcdvsEu+IS44BPiiruvAZ2TBq2TGq1eWQAKc0xkpRSSnVJIdnIh8aeyyIjPx+CqZcjTLTC43JnuxYKbQ2xuLB/v/5iE/ASeavkUPULKZoe+GaQVpvH7ud85nHaYMU3G0MqvFQBWm8y3O85htsoMbBZIuI+zw35mq5kvDn/BN0e/RcaGbHYnO/F+JnyVRph3JLW9nQn3MVLPz5XeDf3Qaao//1lospCQVUR8dhEJWUUkZBdhsdpoF+ZFx7reuDlV3XJwu+Bj8GFh/4VE50RT16MuqkpYcHwMPrzT9R2e3PAky6KW0TmoM71Dezu0sdqsrIlew7H0Y9wfcf91T8onyzK5plzcdG7CCl0BheZCzueexybb0Gv01HatjVatxagxkpCfQJ4pj+jcaEJdQ+/Y8BeBQCAQ1DxWWYW1kln0K9vu34QQ+DcYq8XG+u+Oc/ZAGkggAUW5JmJPZBJ7IrP8nSRQq1VYLWXdozRaFQMnNsfd984rV3QrklOSQ0phChqVBq2kRaPSoFFpkJFJKUghoSCBxPxEe3xxLZdaPNzoYULdbkLSw2qSb8rnq6NfsfjEYiw2xR1r0qZJ9AjuwUvtX6qStdtqsxKVFUVmcSZ5pjzyTHnkmnLJM+XhZ/RjaN2huOqunhixxFrC5tjN/Hb2NyITI7FdcBXcGreVF9u9yL31RvHCT0dYc1SZNJv1ZxTNarkztEUQg5oHkmeL59mNU0goVJK7mXNaUZw8FGwG0jGRnm9i3/ks+/EC3Z14rFsdHmgfglFXudtkYnYRP/wdy/L98STmFJfb5uvt0agkaB7sQdd6PnSu503b2l7XNJlwK6JRaaocS9+lVhfGNB7DwhMLmRo5lcbejQlwDkCWZXYk7ODjAx9zOus0AMuiljG4zmAmtpxILZda1zRWi83C2eyznM4+TUxODOdzz3M+9zwxuTEUWYpo7N2YSS0n0bVW1yoL/U2xm8g35zOkzpAanSRIKUghrSiNuh51r2tN+CuRZ8ojLi8OWZYxaA2EuoaiUSnfFXe9O1qVlri8OEosJZzLOUeoa+gdWVZPIBAIBDVP1bLo31nPUDWBiMG/CgU5JaTG5OLsocfZXY/BVYtKXb0Pktlk5Y95R4k9nolKI9FvfFNCmniRkZBPelw+6XF5pMXlU5BdgrnYgqnEyqWVHyQJXH0MePob8fA34hlgJLihF+6+IoPu9cQm29iTtIefT/3M5tjNWOSqxSBJSNxV+y7GNx1PE58m12mU18b5jAI+33QKq/M+9ud9T2ZxBgBdgrpQ16MuS08uxWKzoFPpeLTZo4xvOr7COGmbbONw2mHWRa9j/fn1pBelV3hcZ60z90Xcx0ONHipTSq7IUsTuxN1sid/C+pj15Jnz7Nta+rbEXe/O1vitAHjY2hN3ajBalZ62tb34OyYTq01G0mai89yFzmsXSBZkixFTygj6hvXl0a7h1PNz4Xx6ITEZBZzPKCA6vZDtp9NIzVNCZ7ycdYzvGs7DHWvjbihrdbfZZLadTmPJ7lg2nUzBdsn31dVJQy0PA8GeBmp5GLDYZHadzeBceoFDHx5GLYOaBTK8VS3ahHqiqk784R2C2WrmobUP8U/mP7QLaMfzrZ/nkwOf8Hfy3wC46lxp6t2UXUm7AGUi4b6I+3i8+eP2sn+yLFNoKSS7JJtCcyGgfAclSUJCwipbOZN9hqPpRzmefpx/Mv+hyFJ01bG19G3J062epn1g+6u2lWWZ2Qdn8/XRrwHoF9aPt7q8VSNi/Lczv/FG5BtYZAsqSUVtt9o09GxIhFcEjb0a0y6gHVp1zXqIXB6rnVmcSVK+MpnmonMhxDWkXE8Nk9VEXF4cxZZiVJKKMLcwDFrxe3Wr8K+PwfcaW6UYfIcbfCWRPN2rvI+clVO1HTRVt9VJmqqHc8rmasS5q6t+HKmiKktXoDpjk0tMV290Obaq5yGQjFWc2KxOWFM1JpCrlVMiN+/qjS7BYjOxMXNBtWLwZ+7tVqUY/Cnttt+R96vqIgT+VTh7MJU/5h2z/y1Jiku9s7uegHA3Ot1bD20l4t5LiiysmXOYpDM5aHQqBj7ZnJDGXlfcR5ZlLCYbpmILVrMNZ3c9aq2YpbpRZBRlsPLMSnvpr1Lc9e7YZBsWm8W+APgafanlUosglyCCnIPwM/qxPWE72+K32fftENCBMU3G0MKvBW666/vZNVlsrDyYQB1fZ9qGKZ+1EmsJM/bMYGPsRjQqDXq1HpNZTWqODVkqRqVXxLibOpCXO7zE4Hq9kSSJcznnmLFnBruTdgNQy6UWHQM74qx1ti8uWhfO5Zzjz5g/SSlMsY/DVetKsGswrjpX++KidWF30m57uTSNpGFgnYGMjBjJmewzbI3byu6k3ZRYL+aoCHQOZEjdIQytO5TabrWRZZlvjizks4Mfg2RDLgngjY7vc2+zVmyK2c3cAws4lbcLpAu3uMJG3BPyPE90bUmQR8Uio8RiZfn+BL7cepbYTEUguuo1tAjxQJJAJUmoJCURzpnUfHsbgE51vHm4Y2261vcpd0IAFEv/zjPp7DyTzo4z6aTnX3zIqOVhYFjLINqGeZKcU0J8ViFxWUXEZxWSmltChL8LvRv60auhH8Ged6Y1NCYnhvt/v99BdGtVWh5s+CCPNX8Md707R9OO8unBT9mTtAcAg8ZAkHMQOaYcskuy7d/JyuKsdaaBZwPC3cMJdw+ntlttarvVxkXrwuITi/nh5A8UWxWvjA4BHZjUahIt/VqW25fZZuaNyDdYdXYVAGpJjVW20sirEZ/1/qzMRFZlkWWZb45+w2cHPwPARetCvjm/TDt3vTv9w/ozuM5gWvi2uGbPgZPJuUQlZFJHX0C9unXItmWTWaR4m3noPQh0CbxiGIbVZiU2L5ZCcyFqSU2Ye5hIoniLIAS+EPhVQQh8hMC/gQL/vb09cKqkwC/Ot/Byu6135P2qugiBfxVijqSzd000BdklFOaayiSdrNfWj77jm1zxIaoo38Tqzw6TFpuHzqBh8FPNCazncV3HLag+FpuFr458xddHv7YLBRetC4PqDOK+iPto4NWgzD6yLFf4GTiVdYr5x+azLnodVvnijdvLyYtQ11BC3UKp7VabbrW60ci7UY2cQ0x6Ac/8eJAj8cqDQue63ozv7seCs9M4lHaowv0kmxNFab0xZ3ZGr9FxX9tg7msTgk6jwmqzsSdlC4tPzSajJPWKxy+tmd4vrB+dAjuVa1GUZZntCduZf2w++1L2ldtPLZda9AjuQZ/QPrQNaOsgJFJyixn97d+cyT2CMXgpaPJw0boQ7BrMycyT9natfNvT3nsY41oOwFlfecumxWrj9yNJzNl8htOpZYVUKa5OGu5tHczDHUOp53f1cINLsdpkIs+ms/JgIn8eTya/pPLCNMLfhV4N/ejdwI82tT3RVNOz6FZk5ZmVvL7zdSQkBtcZzKRWkwhyCSrTbnfSbj478BlH04+W2aZT6XDWKnkY5AuuUKWvoa6hNPVpqizeTQlzD7uiSE0rTOObo9/w86mfMduUB8n2Ae15rPljdAjoYP/uF5oLmbxlMjsTd6KW1EztNJVQ11Amb5lMVkkW3k7efNr7U1r4tqjS9bDarMz4ewbLopYB8GjTR3mu9XNkFGdwMvMkUZlRRGVGsS9lH2lFafb9QlxDGFxnMHfVvov6HvWrJPbPpObz8YZTrDmSRC1XNW/08iUwzA1JpzwU+xp98TX4VqpPq83K+bzzFJmLUKvUhLuFoxdJWKuM1WbFKltrLJ+BEPhC4FcFIfARAv8GCvx3/+5VJYH/avvNd+T9qroIgV8FbDaZojwTBdklZCTks+X7KGxWmQ7D6tB2QFi5++RnlbDqs0NkJRXg5KJl6DMt8Q2tmggQ3Dji8uJ4efvLHEk7AihZwO+LuI9+Yf2uOX40MT+RxScW82fMnw4P4aVISDzc+GGebvX0Nbny/nYogddWHCO/xIKrXkOxxYpVnYIhZAEqXSZGjQtPNHqVb7fmkJSbi0plZlgrP/o39aWlb0v2nTPz5dazHI6v4CFDMqF1O4ykyQNVCRpNCTqdGZ3WhE5lxN3WBg+pGWpJh0oCo07N+K51aFO74rrYx9KPMf/YfLbFbyPCM4IeIT3oGdKzXFGSnFPMnugMPvgrirjMIvzd9Hz2UF3mnniDA6kHAHBSOzG47mAeavjQNSdjs9lkdp3LIC2vBJssY5OVyQlZBme9hl4NfSsdp38lis1WNvyTwm+HEonLLCTognu/shjxdtaxPzaLzSdT2X8+y+FZ092gpXuEL30a+tEjwhdP59s/odmepD14O3lf9f2TZZnDaYcpthbjrnPHQ++Bu94dg8ZQ48nxkvKTmHdkHr+d/c0++dfcpzmPNX+Mpj5NeWrjU5zIOIFBY+CDHh/QPbg7AAn5CTy96WlOZ51Gq9LyRuc3GFp3aKWOWWIt4eVtL7MhdgMSEi+1f4mHGj1UblurzcrfyX/z+7nfWX9+vYMXhJeTF+0C2tE+oD3tA9pT2612udcnLrOQTzacZsXBePtnrGs9GNfcGb8Qb1RaNTazJ5LNiLeLDn83J1SVFPkxuTEUW4rRqDSEuYehVwuRfyWsNitFliIKzAUUmAsoshThonOhtlvtGulfCHwh8KuCEPgIgX8DBf5bf/euksB/vf2mO/J+VV2EwL8Gjm9PYMv3UQAM/G8zwlv4OmzPTilk1aeHyMssxtlDz7DnWuIZ4FxeV4KbjCzL/H7ud97Z8w4F5gJcta78X8f/Y2CdgdfleAXmAmJzY+0JvY5lHGNL3BYAgl2Cmd55eqVifS+l0GRh2m/H+Xl/PADtw7z45IGWHEjdy+u7/oeFQmwmL4rixiKb/ZBlxSX80wda2l34S5Flmd3nMvlq21mOxOcgSRJqVal7uvJDklNkrrTF2aBVs2BcOzrU8a7SOQGk5hWz/VQ6e6Iz2BOdyfmMiy7xtb2NLBnfgRAvI2abmSUnlqCSVAyrOwwPJ48qH+t2IbvQxLbT6Ww+mcqWqFSyCi8+3KgkaB3qyTN96tM9wvcKvQiqS3JBMvOPzWf56eX2MBKtSovZZsZT78mcPnNo5tvMYZ9CcyEvb3+ZzXGbAfDUexLiGkIt11qEuIYQ4hqCm87NHvZjla1YbBZWnlnJgdQDaFVaZnSbQb+wfpUaY6G5kE1xm1h7bi17k/faQwxK8dT7Us+1FcFOLfBWNaWkxEh8VhHrjiVhtsqAlc6NrHRpXMjW+N94IvgJAoIDcdYHUliixmJVHnSNOg2hXsZKJYq02CzE5MZQYilBq9IS5h6GVqW1n7PZZsYqW3HWOt8xWfdlWSbfnE9WcRZFliL0aj16jR4ntRNOGif0aj2yLGO2mTFZTZhsJsxWM8XWYoosRVz+iOakcaKOe50ambwSAl8I/KogBD5C4N9AgT99z11VEvjTOmy4I+9X1UUI/Gtk2w9RHN2agFav5t6X2uAdpHxh0mLzWD37EEV5Zjz8jQx9tiWuXiLu8FYk15TL27veZl3MOgBa+7VmRrcZ5boEX0+2x29n+q7p9vj1+yLuY3Kbybjorn4TPhqfw7PLDnIurQCVBE/3rs+kXnVZdW4lb+9+G4tsobFnc4LNE1l1IAezVWZQ80DeHdGswljxylBstpJRYCIjv4SMAhP5xRZsF6zbVpuMTZZZdTiR7afTMerULHq0fZnJhIrILDAxd/MZFu0+j+mSChIqCRoHudG5rg+PdauDr+u/2wpotckcisti08lUNv6Tysnkiz/AT/Wqy/N3RVTovh+TXsC6Y8nc3divyuEFAiVPx+ITi/kx6kcKzAUEuwTz5d1fVmhhtck25hyaw7dHv3UI17karlpXPu39Ke0C2lVrnGarmaPpR9mTvIeN0ZFEZR8DyXFyzlocgLWgHqgseHikYFYnYLYpD8CBukD+L+L/aNmwJW7ObkoJwWIz8VlFWG0yGpWKEC8DrpUo/2i2mYnJicFkNSFJUhkBC0p+Cy8nL3wMPvbM/LcbZquZrJIssouz7WEd1UGr0jrkOqnJBIpC4AuBXxWEwEcI/Bso8KfuuQsnl8rd74rzzbwpBL4DQuBfI1arjdWfHSIhKhs3Hyfue7kdmUn5rJlzBFOxFd9QVwZPaoHR7c6wRtxpZBRlMOaPMZzPPY9aUvPfFv9lQrMJqFVV/1GqCfJN+Xy8/2N+OvUTAN5O3rT2b01dj7rUda9LuHu4g2trdqGJD/6K4vs9scgyBLg5MWNkfZKsO1gWtYxzOecAGBA2gLe6voVerScxW6nL3ra25w2p711stvLYon1sP52Os07NovEdruiuX1Bi4bsd0Xy17Rx5FzwEmgS50bWeDx3qeNE2zOuOriN/rSRkFzF38xm+3xMLKJ4cn/2nFQHuFx/gU/OKmb3xDD/8HYvFJqOS4L42ITx3d30C3UWW86qSU5LDzoSddA7qXCnPkXxTPvH58cTlxRGfp7zG5cVRaClEI2nQqpQSnGqVGjedG482fbTKZQcvJ6/YzKw/o1i8+zwyZlzd43DzisGsO0mRFFvuPi5aFxp5N6Kzb2c6OXWibp26DkKwxGIlNqOQIrPyQOrv5oSfq/6q9xWz1UxMriLyS9GolPOWkSm2KN4GKkmFr9EXLyevK+ZIuFW41FqfZ7r4IKyW1Lg7ueOmdcNkM1FsLabEUkKxtRjrhYd5taRGq9aiU+vQqXTo1EoOCa1Ke93u00LgC4FfFYTARwj8Gyjw/2933yoJ/Lc7/lWl48ydO5dZs2aRlJREkyZN+OSTT+jWrVuF7bdu3crkyZM5fvw4QUFBTJkyhSeffNKhzfLly3n99dc5e/YsdevW5Z133mHEiBH27TNmzODXX3/l5MmTGAwGOnfuzPvvv0+DBhdze40dO5aFCxc69NuhQwd2795dqfMqRQj8GqAo38Qv7+0jN70YnxAXspILsZptBNX3YNDE5ugMt6cF4k6n0FzIo38+yvGM4wQ4B/BBjw+qnPzqerE3eS/TIqc5ZO8vRSWpCHENwSAHcyremYI8X6wlAfRq4EWt0IP8FbuWQovixm7QGBjfdDyPN3/8hoj5iigyWRm/cC+RZzNw1WtYPKEDLUM8HNqk5Baz7mgSn28+Y88s3yTIjSn9G9K9vs9NHf/tyOrDibzy61HySyx4Oev4eFRLWod68NW2c3yzPdouyur5uXDmQhJBvUbF2M5h/LdnXTyMYlLyRmGzyXy9XZmMG981vFoJE9PzS9hzLhMvZx3BngYC3J3QXuhn4z8p/N/KYyTlKML5vjbBvDaokf09zizO5O+kv9mXsg+DxkBj78Y09m5sL393JSFos8kk5hSRWaB8Z130isv+1c7BJtswWU2oVWo0ksb+/S4VySmFKZRYlPAHjUqDt8FbmfiQlImPy/crj6vdM8aMGcOCBQuQJIkVK1YwfPhw+7bNmzcza9Ys9uzZQ1FREWFhYQwYMIDJkydTq1YttmzZQq9evcjKysLZ1ZnskmxORp/k0ZGP4urmypylc7AUWOjeonu5x961axcdOnTgu/nfMWH8BPt6Pz8/2rdvz3vvvUeTJhfLqn7xxRd88cUXxMTEANCkSROmTp3KgAEDrniOV0IIfCHwq4IQ+AiBfwMF/iu7+ldJ4M/o9Eelj7Ns2TIeeeQR5s6dS5cuXZg3bx7ffPMNJ06cIDQ0tEz76OhomjZtymOPPcYTTzzBzp07mThxIj/88AP33nsvoNzTu3XrxltvvcWIESNYsWIFU6dOZceOHXTo0AGA/v3788ADD9CuXTssFguvvfYaR48e5cSJEzg7KyHcY8eOJSUlhfnz59uPr9Pp8PKqnPdrKULg1xAZCfksn7kfc4nyxQxr7kO/CU3QVKKEnuDGY7FZeGbTM2xP2I6H3oPFAxYT5h52s4flQIm1hL3JezmbfZbonGjOZp/lbM5ZB8tQRYS7h/NAgwcYUncIrrpbw/W60GRh3Py97InOxNVJw5vDmpCYXczhuGyOxOeQnHsxRjjM28gLfRswqFngv7ou/LUSnV7AU98f4ERSLgBuThpyixWviJYhHrw8oCEd63iz/3wm76+L4u8YpfyZq5OGB9uH0irUkxYh7gS4OYkJluuEzSbz2sqj/PC3MpnXrb4Pnz/YutKhMxn5JXy17RyLdp23T9qAEsoS6G7A3aC1v/+hXkZm3NOMLvV8qjTGKwnBUrIKTCRkF2GTZXRqFaHexgqTT9pkmcwCE2aLDT83PepyHuhlWSanJIfUwtQrurjr1Dqc1E72uHa9Ro9OpUOSJJKTk+3tli1bxtSpU4mKirKvMxgMuLu7lxH48+bNY+LEiYwZM4bRo0cTFhZGbGwsixYtws3NjY8++ojNmzfTu3dvjp4/imSUiI2O5fH7Hie8fjgLli6glmctkuKTCA8PZ8OGDQ5iHcDb2xutVsuCBQt49tlniYqKQpZlEhISmDJlCufOnePUqVPodIoAXb16NWq1mnr1lKSTCxcuZNasWRw8eLBM35VFCHwh8KuCEPgIgX8DBf7Luwagr6TAL8k3816ndZU+TocOHWjdujVffPGFfV2jRo0YPnw4M2bMKNP+pZdeYtWqVfzzzz/2dU8++SSHDx9m165dAIwaNYrc3FzWrVtnb9O/f388PT354Ycfyh1HWloafn5+bN26le7dlcngsWPHkp2dzcqVKyt17hVR46Zli8XCG2+8wffff09ycjKBgYGMHTuW//u//0N14UsryzLTp0/nq6++Iisriw4dOjBnzpxq/0hdT7KLs1l5ZiXtA9vTwLNBha7bRn81AUOtxK6yENDMyIBxTVHdQWWr7iRkWeat3W+xPWE7TmonPu/z+S0n7gH0aj1da3Wla62uJGYXsfpwIumnE0hKTUSlT8bgkkaT2gWgS+ZczlnMNjO9Q3szqsEo2ge0v+UEmVGn4bux7Rg3fy9/x2Ty/LLDDttVEkT4u/JQx9o80C7Ebn0UVJ9wH2d+ndiZt9ecYMnuWHKLLdTxdWZKv4b0a+Jv/4y0qe3Fsic6sjkqlZl/RHEyOY95287Z+/Fx0dM82J2WIR6MaheCv5vIJ1ITyLLM678d44e/45AkxYNi++l0RszZyTdj2lLHt+IHsKwCE19tP8fCyBgKTcoDYV1fZ2wyJGQVYbLaSLgQjqNWSUzoFs5zfSIw1NCksyzLyEUXs/S7S6B3URGbWYipyMbZgkKCPJzwvMwTJL/EQlJOMSUXJiNystSEehlw0pYdlxs6XPRBZJVkUWgusice/H/2zjs+iqr7w8/MbE+yu+mNhITeEUGqiqDgCxbEAnb0VdQfFgR9sfeKBbGggiKIiiIqNvRVeBUUKVKk95rek91ks3Vmfn9sWAlJIBs6zvP5LLuZvXfmzrI7c88953yPbNShqMGJtk/2BUP9D5ir60Qd8ZZ4EhITQqH9+w35pKSkQ55XTk4O99xzD/fccw+vvfZaaHtGRgbnnnsupWWllLnLyKvKA6DSX0n+pnzuGHkH55x7DrM/no3RUFsXJDY29pDHPXBcycnJjBs3jksvvZRt27bRuXNQrPGSSy6p1ee5557jnXfeYfny5Sfl3KkxNCZc9WD2R04czJYtW2jXrt2xHK6GhsZxRFZFZLVx88D97ZxOZ63tRqMRo7H29djn87F69WoefPDBWtsHDx7M0qVL693/smXLGDx4cK1tF154IdOnT8fv96PX61m2bBnjxo2r02by5MkNjtvhCC7mHeydX7RoEQkJCdjtdvr3789zzz1HQkJCg/upj6Nu4E+cOJF3332XDz/8kI4dO7Jq1SpuvvlmbDYbY8eOBeCll15i0qRJzJw5kzZt2vDss88yaNAgtm3bRlTUyeFt3M+KghW8uvpVAKwGa7DEUHJPeiX1IkIfweKcxSzOWcyK/BVBNeVuAggqu1Zfzz1n3nNE5c40jg3vrHuHr3Z8hSiIvHTuSydNWP7BuLwBvl6byzdr8/hzT1lou060cmm7djz4r3Yk1BhasiLjV/yYdCe34RVh1PHBzWdx9+w17C5x0Tk1aDR2aWanU6r1qJSb06iNSS/x7GWduaB9Ik5PgKGdkuoNnxYEgYHtEunfJoEfNuSzZEcJ63MdbC+spKTKyy9bi/hlaxHvLt7FnQNaccvZmfUaZacLlR4/BQ4PmXERTQqZPxyqqvL4N5v4ZEUWggCvXtWVtklRjP5wFbtLXFw25Q+mXHcm57T+uxKCxy+zel+wVOKnf2bhqjHsO6VaGT+oDQPaJiAIAoqiUlLlJbvcTb7DTbskK60SwvfWHHL8bjfbzuxe73v7fS5FNY9DtVGBfWEeu+2a1QhmMwElgFcO5rJ7ZS+eQPA5oATIr8qn1F1KgiUBq6HxHui5c+fi8/mYMGFCre1e2UuZp4wKtQLFpeCrESDctXYXd996N9deey1vvvlmyJHRVCoqKpg9ezYAen393itZlpk7dy4ul4s+ffoc0fFOJIsXL+bOO++sFa46ePDgWuGqDbFt27Zanrr4eK1iiIbG6YSiCihq4xxV+9ulpaXV2v7EE0/w5JNP1tpWUlKCLMskJibW2p6YmFgr6utACgoK6m0fCAQoKSkhOTm5wTYN7VNVVcaPH8/ZZ59Np06dQtuHDBnCVVddRfPmzdmzZw+PPfYYAwcOZPXq1XUWKw7FUZ9NL1u2jGHDhnHRRRcBwVXvTz/9lFWrVgHBE5o8eTKPPPIIl19+ORAMNUtMTGT27NncfvvtR3tIR4TNaKN/s/6sKlyF0+dkYdZCFmYtrLdtSkQKLewtWJK7hI+3fMzvub/zTL9n6JbQ7TiPWqMhvtj+Be+sC4bkPNLrEQak1/UEnAzsKKzk9o9Ws7vEFdrWKzOGYWekMqRTUp065/tzUk8FIo06ZtwcXglAjSPnvLaNW/2VRIFLuqZwSddgFQmPX2ZzvpP12RV8vTaPtdkVvPzTNj79M4uHh7ZnSKekky5aJFycHj9LdpSwNd/JloJKtuQ7ySkPeqc7JFuZekN30mLCDLM8BKqq8tR3m/lo+T4EAV66oguXn9kMgG/uOpvbP1rFmqwKbpqxkvsGt0EUBP7YWcKfe8rwHlBRokOylXGD2nBB+4Ra/weiKJBgNdUsADYsaHmqsqvYhWKUUVQVk14iyhhFrCkaY4SIikq5p5xidzE+2UdOZQ4mnSkk3Hc4duzYgdVqJTk5GUVVcHqdNREEf5fnNEgGYkxBj8st197CyJEjmTJlSoP77Nu3bx3D3+FwINWELzscDiIjI1FVlerq4HEGDB6KOT6NMpeXKKMevU5kw4YN9OnTB4/HQ2RkJPPmzaNDhw5hfXYnE//9739r/T1jxgwSEhJYvXp1KFy1IfZ7tzQ0NE5PZERkGunBr2mXnZ1da+HvUAbxwfMWVVXD0nTZn+F+4PZw9nnXXXexfv16lixZUmv7yJEjQ687depEjx49aN68OfPnzw/ZzY3hqBv4Z599Nu+++y7bt2+nTZs2rFu3jiVLloRCFPbs2UNBQUGtUAej0Uj//v1ZunRpvQa+1+vF6/WG/j44BONY0ju5N72TexNQAmwu3cyK/BWsKFjB2qK1+GQfneM7c16z8+if1p/W9tYIgsCS3CU8sfQJ9jn3MerHUdzY4Ubu6nbXSe9dPR2QFZnqQDUuv4vi6mL2Ve4L1ZrPcmaxpSyYP3Nbl9sY0XbECR5t/cxfn89/vlhHtU8m2Wbi5n4ZXNwlhRS7Fg2icfwx6SXOTI/mzPRobuyTwbfr8njxx63klLsZ88kaembGcNeAVnRNsx9RycUTRVZpNde8t5zcCned9/SSwOZ8J5e+tYQp155J33py16t9Aab9tpuv/8qlZXwkl56RwgXtE4kw1n97lRWV5+ZvYebSvQBMvLwLV/X42+sQH2Xk09t689BXG/hqTS4v/Xdbrf4JUUbObh3HkE7JnN8u4YRpVAhmM23XrD5kG6fXT25ZsJQegMkgkWIz1YrUUVWVwkovJZXBe3yEUYdJL1Htk/H45XrL6PlFHQSC0Qt+WaHS4wcHGCSRSJOOCEMUqZYoXHIF5Z5SPAEPpe5SFFWh0ldJpD6ywUmXoigIgkBeVR4OryOUCgAQaYgkxhRDpD6SXGMuAMOGDWPevHn8/vvvDSowz5kzh/bt29fatt+4V1WVqKgo5v/6BxVVHv5ctoQP332TR55/FYfbj8PtB9yY9BLWpHT++HMVPlclX331FaNGjWLx4sWntJF/IA2Fq9ZHt27d8Hg8dOjQgUcffbTesP39nMg5pIaGRtNoigffarUeNgc/Li4OSZLqeNaLiorqeOD3k5SUVG97nU5HbGzsIdvUt8+7776bb7/9lt9++41mzZodcrzJyck0b96cHTt2HLLdwRx1A/+BBx7A4XDQrl07JElClmWee+45rrnmGoDQydcXxrBvX/2Bei+88AJPPfXU0R5qWOhEHV3iu9Alvguju4zGK3vxyb56BczOTj2becPmMfHPiXy761s+3Pwhv+f+zuQBk8m0ZR6V8RS6Cnln3TuUe8o5u9nZ9G/WnwRLePkZpwPri9czceVECqoKqPJXhdTjD8UVra/grjPuOqbj2lfq4pWft2PSidxxXktaHiKXdj8BWeGln7YxrSb3uW/LWN68phuxkf/sOu8aJw+iKHBZt1QGd0zk3cW7mbp4F3/uKePGPX8CQRG3TqlWOqbY6JZup0+L2JPau59d9rdxn2wzcW7reNolR9E+2Uq7pChcPpk7PlrNhlwH109fwcND23PL2ZmhMPiv/srl5Z+2UugMGg97S6v539YizHqJ89sncGnXFDLiItiY62BDroONuQ425TlDOfMvXN6ZEWel1RmXUSfx6lVdaZ9kZfqSPXRMsdKvVRzntI6jVULDxunxRBCEw4pH2S1gjoqkyOnFYpCIiTDUO/aUiAgsVh855W5cqopLBiQRJD2SKGAx6DDpRXSigCSKSKKArmZho9oXoNITwOWT8ckKZS5fSNEfDIhCIpK+KnSsLGcWJp2JOHMcVoM1NB63301eVR4xaTE4HA62791OfFI8ekmP3WjHbrRjkOoKsk2dOpUHHniAIUOGMH/+fPr371+nTVpaWkgcD4Iig1UeP05PgAKnFwQBW2IatkRo3bYtXmcZj48dzVc/LKDSE6DaF8Djl/EAxugUurSP4qyzzmLlypW8/vrrTJ069TD/Wyc/DYWrHkxycjLTpk2je/fueL1ePvroI84//3wWLVrUoNe/wTmkIIQnTtaE7IuwBfMANbV+I6MhhPyGEmEOcYxA2F2gKZrcByysNPowTRANRG6K+F34TpOmXHvDFfNTm/CZCebwHYhKfmH4xzGEWV2nSV+0IAoiSiN/dI1tB0FF+u7du7NgwYJaJewWLFjAsGHD6u3Tp08fvvvuu1rbfv75Z3r06BFKperTpw8LFiyolYf/888/07dv39Dfqqpy9913M2/ePBYtWkRm5uFtwtLSUrKzs0lOTm70OcIxMPDnzJnDxx9/zOzZs+nYsSNr167l3nvvJSUlhVGjRoXahRPG8NBDDzF+/PjQ306ns06exfHGKBlDtcjrw2qw8tzZzzGo+SCeWvYUux27uW7+dbzc/2X6pfZr8nEVVeGL7V/w2urXqPIHJy2/ZP8CQKfYTpyXFowmaGlviV489bxp4bAkdwnjF43HHajredOJOmKMMaRb02lubR58jmpOpj2TFrYWx2xMHr/M1MW7mbJoJ76aUNov1+Qw7IxU7hrYqkFDv6TKy92z/2LZ7lIAbu/fgv8MbntMcn81NI4Ui0HH+EFtGHlWGq8v3M7SXaXklLvJKqsmq6yaHzYEF3Iv7pLMK1d1bTBX3y8rvPTfrfywoYChnZO4sU/GUQ2FPxTZZdVcPS1o3LeIj+Cz0b1Dmhb7sVtg7h19eHhe0Jv+7PwtbMh1cMWZzXjpp61szA16AtNizNwzsDVZZdV8uy6PfaXVfL8+n+/X59d77AiDxGMXd+DqnnXL8exHEARGn9uC0eceu+vV8cCokxr1f2q3GDDqJUoqvYiigMUgYdFLGHTiISfVEUYd8VHByAiXN0CVN4DbL+MPKPhlBUUVUXxWlIANEAABT8BDTmUOOlGPqeY+XuwuptxTzsCLB/LK06/w8TsfM/m1yUToI2odv6KiolZouCAITJ06FUmSGDp0KPPnz+e8886rNUZFUXH7AlT7ZCo9wTEqNcZSoMYwibYYiI4wEGGQePTB/5A25Q2W/u9Hhg8fTkBWqPIGcHoCGCShVklBbxOMgZORhsJVD6Zt27a1RPj69OlDdnY2r7zySoMG/sk4h9TQ0Dg0fkVEVBo3B/Y3st1+xo8fzw033ECPHj3o06cP06ZNIysrK1TX/qGHHiI3N5dZs2YBQcX8t956i/HjxzN69GiWLVvG9OnTa6njjx07lnPPPZeJEycybNgwvvnmGxYuXFjrmnbnnXcye/ZsvvnmG6KiokJOb5vNhtlspqqqiieffJIrrriC5ORk9u7dy8MPP0xcXFytxYjGcNQN/P/85z88+OCDXH311QB07tyZffv28cILLzBq1KiQUux+hf39HCo0oj4VxFOF89LOo1NcJ8b9Oo61xWsZ878xjO8+nhs73Bj2SuAexx6eWvYUqwuDYZFd4rpwTrNz+D3nd9aXrGdj6UY2lm7krbVvoRN0NItqRnNrczKsGTS3Nad3cm/Sok6Pm9oPu3/gkSWPEFAD9Evpx91n3o1VbyXCEEGkPrJeT8ux5vcdxTz+zSb21OTNn90qDpNeYuGWQub9lcs3a3MZdkYq/+6XSaXHz/bCSrYXVbGjsJIt+ZVUeQNEGCRevqorQzuHt1KnoXEiSLWbeenKoEhlRbWPTXnOkLf6p00FfL8+n3yHh2k3dK8TiVJa5WXMJ2tYUSMg+d7ve3h/yR4uaJ/ITX0z6Nvy2Hn/axn3cfUb9/sx6YPe9C6pNp6Zv4Vv1ubxzdqggnqUUcddA1sxqm9GaBFj/KA2rM9x8O26POavz8fh9tMhxUrnVFvw0cxGy/hIJK38Yx3M+sYtBtSHJApYzXqsB6SJKKqKX1bwBRTsZiMgoHqTUaUqRF0VAcVPVU0JPkmQiDZFk94+nUmTJnHP3fegetRQmbycnBxmzZpFZGQkr776aq1jC4LA22+/jSiKXHTRRcye+xU9+51LTlkwomz19iwqqH1e0dHRxNkiiY0wIApCrfO2Wq3ceuutPPHEE1x22WXoJJGXnn2SIUOGkJaWxoasSj777DMWLVpUJ4/9VCSccNX66N27Nx9//HGD75/Kc0gNjX8qqiqiNFJFX21ku/2MHDmS0tJSnn76afLz8+nUqRM//PADzZs3ByA/P5+srKxQ+8zMTH744QfGjRvHlClTSElJ4Y033uCKK64Itenbty+fffYZjz76KI899hgtW7Zkzpw59OrVK9Rmf1m+gxeBZ8yYwU033YQkSWzYsIFZs2ZRUVFBcnIyAwYMYM6cOWGL0B91A7+6urqOmIwkSSg1tSMzMzNJSkpiwYIFdOsWFJ/z+XwsXryYiRMnHu3hnBTEmeOYfuF0nln+DF/v/JpXVr3C9vLtPN7ncYySEUVV2FWxi9WFq1lTuAaHz0GMKYYYUwzRpmhiTbHku/KZvmE6PsWHWWdm7Jljubrt1UiixB1d76C4upjfcn5jUfYiVhSswB1ws9e5l73OvSxmMRCMOniizxNc0vKSQw/4JOeTLZ/w4p8vAjAkcwjP9XsOvXTiohVyyqt54cetzK/x1iVEGXns4g5c3CUZQRDYkOPg9f9tZ+GWIub9lcu8v3Lr3U/L+Ajevb47rRNPrkoSGhqNwW4x0K9VXKjG+tJdJdzx0WpW7yvn8neW8sFNZ4UiWDbmOrj9o9XkVriJMEiMvaA1S3aW8tv2YhZsLmTB5kLaJEbSt2UcUSYdkUYdkTXPOlGk1OWluPLvR4nLR4RBItlmJsVuIslmIsVmJtFqIjbSQLTFgEFXI8JzkHH/6W0NG/f7EQSBm/pl0i7Zyp2frKG82sc1PdMZN6gNcQctXAiCQNc0O13T7Dx2cYfDCvdoHDtEQcCokzDqJKJMekQBOqTYqfZG4vT4cPgcBGrmJgGvHdlnR280ctedd9GubTteeeUVhg8fjtvtJiMjg4svvriWJxiC1Ra8Tg/VPpk7H3meCo/M1VcM5/UPZpOWEYy+uO2ay+qMbfbs2VxzzTVYGtBqGDt2LG+88QZz585lxIgRFBYWcsMNN5Cfn4/NZqNLly7897//ZdCgQUf3QzuONCVctT7++uuvsMNXNTQ0Tm5kBGQad+9sbLsDGTNmDGPGjKn3vZkzZ9bZ1r9/f9asWXPIfV555ZVceeWVDb5fn6bMgZjNZn766adDtmksgnq4o4XJTTfdxMKFC5k6dSodO3bkr7/+4rbbbuPf//53yICfOHEiL7zwAjNmzKB169Y8//zzLFq0qNFl8pxOJzabDYfDcVgxhZMJVVX5ZMsnvLzqZRRVoVNsJ+It8awpWoPD27g8rX6p/Xi89+OkRKYc8jiF1YXsde5ln2Mfe517WVu0lo2lGwG4rv113NfjvlMuhF9VVaasncLU9cF8w2vaXcODPR8M1Tk+3uSUV/P2ol3MXZWNX1YRBRjVN4Pxg9oQZar72W7IcTB54XZ+31FCit1E68Qo2iRG0iYxitYJwddaSL7G6cTOokpunrmS7DI3NrOeaTd0J8/h5sEvN+ANKGTGRTDthr8XtXYWVTFr2V6+XJ0TKgF3tIgy6YiNMOBw+ymv9pMZF8Fnt/Um8TDG/cFUevy4vDJJtn+OaKrH42HPnj1kZmZiMp0+562qKlXeAMWVXqq8f+eKRpn0mPUSeklAJ4nBZ1EkoChU+2TcPplqn4w3UPc7KggCZr2EWS9h0osY9RImnXhSXtsP9f96POZZY8aMCYWrHhh2vz9cFeqGyk6ePJmMjAw6duyIz+fj448/5sUXX+TLL79stML0/nM7P/ZmdGIY0X5NmS4r4fc5Hjn4NKXqjtKEa7LchD7HKQcfQ/hz4NMpB191HV6zqs5xwszBD6g+/uf8OKzryP7f582LRmCIbNzxfFU+Zpz3+SlnFx5LjroH/8033+Sxxx5jzJgxFBUVkZKSwu23387jjz8eajNhwgTcbjdjxoyhvLycXr168fPPP4cdfnCqIQgC13e4nhb2Fty/+P6gwR1MucYkmeia0JXuid1JjkimwlNBmaeMUk8p5Z5yvLKXy1pdxsUtLj7sBUYQBJIikkiKSKJ3cm8gmLv/9tq3mbp+Kp9s+YStZVt5pf8rxJnrqkIfT1bkr2BT6SY6x3Wma3zXekPrnT4nv+X8xvzd81mSG8xlueuMu7ity20nxDN2sGEP0K9VLA8NaU+nVFuD/To3szH9prM0j57GP4ZWCVHMG9OPWz9cxdrsCq59f0VIUX1guwReG3lGLeX9VgmRPD2sE/df2Jb56/PJLXdT6fFT6Q0KqVV5AvhlhbhII/FRfz9iIwxUeQPkOzzkO9zkV3jIc3gocnoor/ahqFDpCe4DIDMugk9Hh2/cQ9D4q28BT+PUQxCE0P9ntS9o6Dvc/uB3zuNv1D4MOhGLQRfUDDBImPQSonZ9bxSHC1eFuqGyPp+P+++/n9zcXMxmMx07dmT+/PkMHTr0eA1bQ0PjOKCEEaLf2Hb/JI66B/94cKp68A8ky5nF3O1ziTZF0z2xOx1iOhyXMPNfsn7h4SUP4/K7SLAk8Np5r9ElvssxP+7BFLgKeGnlSyzYtyC0zawz0z2xO72Te3NmwplsK9/GwqyFrMhfQUAJTswFBB7t/egJKXEnKyrP/7CFWcv21jLsx57fhp6Zhy/ro6HxT8Xjlxk3Zy0/bgwKytw9sBXjLmhzXEq8KYqKw+2nrDqorl7lDdAzI6bBMnYadTldPfj14fXLONx+/LKCX1YJKDXPsoooEjLmzTUigCejZ76xnGgP/olC8+CjefBB8+Cf5B78G369JiwP/kcDPj0tr1dNRZvhnCDSrenc1+O+437cgekDmX3RbO799V72OPYw6r+jOCvxLHom9+SspLPoGNsRnXjsvhZ+xc/sLbOZsnYK7oAbSZDondKbLaVbKPOUsSR3SchLfyAtbS05v/n5/CvjX7SObn3MxtcQiqLywJfr+WJ1DqAZ9hoa4WDSS0y59ky+XJNDqt1cbz35Y4UoCkRHBBXKW8Yft8NqnKIY9RIJ9VR92O8L0aKvNDQ0NI49siogq43MwW9ku38SmoH/D6SFrQWzh87msT8eY2HWQpblL2NZ/jIALDoLZyaeyaDmg7ikxSVNjiqQFRmv7MUdcOOVvXhkD3lVeUxaPYkd5TsAOCP+DB7t/ShtY9qiqAo7ynewPH85y/KXsb5oPWnWNAY1H8TA9IHHtLTd4VBVlSe+3cQXq3MQBZh8dTcu7dqwBoKGhkZdRFHgqh6nRxUPjX8emmGvoaGhcfzQQvSPDM3A/4cSaYhk0nmT2Fmxkz8L/mRlwUpWFqzE6XOGvOjvrnuXWzvfyvBWwxtt6LsDbp5d/izf7/4eRa0/ZMputDO++3iGtRoWEsgTBZG2MW1pG9OWUR1HHbXzPFJUVeWFH7fy0fJ9CAK8OqKrZtxraGhoaGhoaGhoHCMUBJRGeuaVJqjon+5oBv4/GEEQaB3dmtbRrbmu/XUoqsL28u0syV3CJ1s+Id+VzzPLn+G9De8xuvNoLmt12SHryxe4Crjnl3vYUral1najZMQoGTHpTJzb7FzGdhuL3WQ/xmd3dJi8cAfTftsNwPPDOzO8W/g1ejU0NDQ0NDQ0NDQ0GoeK0GjDXdUM/DpoBr5GCFEQaRfTjnYx7bi+/fV8sf0LPtj4AQWuAp5Z/gzT1k/juvbXcXnry7EZa6vFrytex72/3kuJu4RoYzQv93+ZLvFdMErGo1bGLqu0ml3FVTSLNpMWY8F0UJ6koqjsK6tmU56DzXlOoi0GbujTvE67xvLOol28/r9gOsETl3Tgmp7pR3wOGhoaGhoaGhoaGhoNo6hhePC1HPw6aAa+Rr2YdCau73A9V7a5ki93fMkHGz6gsLqQSasn8c66d7ikxSVc1/46Wthb8N2u73hy6ZP4FB+to1vz5sA3SY1MPWpjWb2vnPd+281Pmwtqidgm20ykx1hIsZvJLqtmS76zTu3sb9fl8fZ1Z5IWY2lw/0t3lvDn3jIKnR4KHB4KnF4KnR7KXEHl0wn/asvN/TKP2vloaGhoaGhoaGhoaNSPloN/ZGgGvsYhMelMXNf+Oq5scyU/7P6Bj7d8zPby7Xy+/XM+3/45HWI7sLl0MwAD0gbwwjkvEKGPOOLjKorKgi2FvPfbblbtKw9tb5UQSaHDQ2Wo5rWnVj+jTqRdspV2iVH8vLmADbkOLnlrCZNHnsF5bRNqtd2S7+T5H7bw+46SescgiQL3DGzNmPNaHfH5aGhoaGhoaJxE+P0Qjnii0Rj+MZpgd4Rb9s7VN/w5SsTirWH3adL5N6FMIIFA2F2EiCbMO8Xw/3MCuflh99Elhle+RYho2CHVEOGW4gMQo+3hH8cX5nGUJpQv3N9V8+AfEZqBf5IhV/lAAckaXq3JY41RMjK89XAua3UZKwtW8vGWj1mUvShk3I/uPJq7ut3VYDj+3hIXj32zkQiDjl4tYuiZGUP7JGutOtglVV7+3FPG8t2lLN5ezL7SYI1OgyRyWbcURp/TgtaJUaiqSnm1n72lLrJKq8mtcJNiN9ExxUaLuIhQXeK7y1tx5ydrWJfj4OaZK7lnYGvuOb81JVVeJv28nc9XZ6Oqwf1f1CWZ5rEWkqwmEm0mkqwmUuxmbOamVRHQ0NDQ0NDQ0NDQ0AgfJYwcfE1kry6agX8SEHB4cW8owb2xBN8+J6hgbGkj4qwkzB1jEZqYQ34sEASBnsk96Znck+zKbL7d9S0dYjowIH1Ag3025TkY9cFKSqq8APx3UwEAVpOOnpkxxEcZWbm3nJ1FVbX6RZl0XN+7OTf3zSDBaqo1hpgIAzERBs5Mj27wuM2iLXx+Rx+e+X4zHy/P4vX/7WDRtiK2F1bh9gdD+S/qkswDF7YjPTb8FVMNDQ0NjZOXw5W2GzVqFDNnzkQQBObNm8dll10Weu/XX3/l5ZdfZsWKFbjdbjIyMhgyZAjjx48nNTWVRYsWMWDAAMrLy7Hb7QDk5eUxePBg7HY733//PRUVFWRm1p/etWzZMnr37s3MmTO5+eabQ9sTEhLo2bMnL774Ih07dqy37wsvvMDDDz/M2LFjmTx5clifiYaGhsapgObBPzI0A/8EobgDuFYX4t5QY9QfiADeXQ68uxwIJgnLGQlEdE9EnxqJIB7/L7Gqqny/Pp8lO0oYfmYqvTJjEASBtKg07jzjzkP2Xb67lNEfrqLSG6B9spWLuySzYk8Zq/eW4fQEWLildihau6QoemXG0KtFLOe2iSfSeGRfUaNO4tnLOnNmejQPz9vAuhwHAGem23nkog50b97wAoGGhoaGxqlLfv7f4bRz5szh8ccfZ9u2baFtZrO53n5Tp05lzJgxjBo1ii+//JKMjAyysrKYNWsWr776KpMmTarTZ9euXQwaNIh27drxxRdfYLFYqKioAGDhwoV1jPXY2NjQa6vVyrZt21BVldzcXCZMmMBFF13E9u3bMRhqR/OtXLmSadOm0aVLl7A/Dw0NDY1TBc3APzI0A/8wqAEFxSsjRRydUG3Z5afqj1yq/shD9f4tCGdobsXcOQ5z5zhQVKpXF+JaVYhc4cW1PB/X8nzQiejjzOgSzOgTLOgSLAh6EbnSh+L0IVf6kCv9oKpEDUjDmG494vHuLKri8W82snRXKQBzVmVzZrqdMee1YmC7hFoh9gfz86YC7vr0L3wBhZ6ZMbw/qgdWk547B0BAVtiU52TFnlJKXT7OTI+mZ0YM0RHHJjXh8jOb0SHFyvTf93Be2wSGdk46rHdHQ0NDQ6N+VFUl4Gt6fuWRoDOIjbp+JyUlhV7bbDYEQai1rT5ycnK45557uOeee3jttddC2zMyMjj33HNDRvuBrF+/ngsvvJDzzjuPWbNmodfXni/ExsYe8rgHjis5OZlx48Zx6aWXsm3bNjp37hxqV1VVxXXXXcd7773Hs88+e8jz0NDQ0DiV0Qz8I0Mz8A+Dd4+DkukbkawG9MkRBzwi0cWaEaTGfankSh+Vv+fgWp6PWjMp0iVaiOiZhKVTHJKttniJ9YLmRA1Mx7urAteqQjybS1H9Cv4CF/4CF+7DjXtXBXE3dcTYwt6Eswa3T+bNX3bw3u+78csqRp3IgLYJ/LKtiDVZFdw6axVtE6O447wWDGyXSKRRh3SAsf/5ymwe/Go9igqDOiTy5jXdapWr00kiXdPsdE1r2viaQrskKy9f1fW4HU9DQ0PjdCXgU5g2dvEJOfZtr/dHbzw2qWtz587F5/MxYcKEet/fH46/n6VLl3Lddddx7bXX8uabbyI2QbjrQCoqKpg9ezZAnYWCO++8k4suuogLLrhAM/A1NDROazQD/8jQDPzDECgLqrTLTh+y04dn29+K7oJBwtjChrG1HVPraHTx5pBXQZUV/PkufFmVePc5cW8qhUDQsNenRGAdmI6pQ+whQ+4FUcDUOhpT62hURUUu9+AvqiZQ5A4+F1ejyipSlAEpyoAYpUeyGnBvLMW7s4KSGZuIvbEDptZ1w9ADssKsZfv4bn0eEQYdsZHBnPa4SCNGnciMP/aSWxFcRhjYLoEnL+lIeqyFokoPHyzZy8fL97GtsJJxc9aF9mnWS0QYdUQaJfbWCOSN6NGM54d3DgnfaWhoaGhonKzs2LEDq9VKcnJyo9oPHz6ckSNHMmXKlAbb9O3bt47h73A4kCQp9DoyMhJVVamuDt47L730Utq1axdq/9lnn7FmzRpWrlwZ7ilpaGhonHKoNF48rwm1Gk57NAP/MET2SsbSNT7kOffn1zwKXKg+Gc/WMjxby3AQVL43ZNqQHV58OVUhg34/hvQoogamY2obHXZ4uCAK6GLN6GLN0P7QbSO6J1H68WY828op+XATcTd0wNQ2JvT++pwKHp63gY25zkPsBVLtZp64pAODOiSGxpsQZeLBIe34v/Na8vHyfcxcupfiyqB4ntsv4/bLlNRo5d3evwUP/qudFgqvoaGhcZqhM4jc9nr/E3bsY4WqqmHds4YNG8a8efP4/fffOeecc+ptM2fOHNq3r33j3m/cA0RFRbFmzRoCgQCLFy/m5Zdf5t133w29n52dzdixY/n5558xmUxoaGhonO5oHvwjQzPwG4Fo0mHMsGHMsIW2qYqKP9+Fd2c5nh0VePc6kJ0+3OuKQ20Ekw5DehTG9CiMrewYmluPi7Er6EVib+hA6eyteDaXUjJrM7HXtSfQwsqrP29n1rK9KGpQxX7sBW2Itugpc/koqfJRWuWlvNpHp1Qbt53bAouh/q+IzaznzgGtuHNAK7wBGZdXxuUNUOkJ4PIFsJn1tEmMOubnqqGhoaFx/BEE4ZiFyZ9I2rRpg8PhID8/v1Fe/KlTp/LAAw8wZMgQ5s+fT//+dRc90tLSaNWq4VrloiiG3m/Xrh0FBQWMHDmS3377DYDVq1dTVFRE9+7dQ31kWea3337jrbfewuv11low0NDQ0DjV0Qz8I0Mz8JuIIAoYUiMxpEYS1T8N1S/j3evEl1WJZDNiaB4VzNE/Aar3AIJOJPa6dpR9tg33hhJKPtrMW8YAcz3VKMBlZ6TwyEUdiI8yHnZfh8OokzDqJGKOkUCehoaGhobG0UaVlTqxnVdeeSUPPvggL730Ui2Rvf1UVFTUysMXBIGpU6ciSRJDhw5l/vz5nHfeeUc0rnHjxjFp0iTmzZvH8OHDOf/889mwYUOtNjfffDPt2rXjgQce0Ix7DQ2N0w7NwD8yNAP/KCHopVC+/MlCAFjcNhJ5RzF9PAJ3e3SMFKPQnZlAx3+1QIrUDHINDQ0NjX8eiidAoNQDatDCl10+FE+AZqnNeO2117jrrrtwOp3ceOONZGRkkJOTw6xZs4iMjOTVV1+ttS9BEHj77beRJImLLrqI7777joEDB4beLy0tpaCgoFYfu93eYLi91Wrl1ltv5YknnuCyyy4jKiqKTp061WoTERFBbGxsne0aGhoapwOagX9kaAb+aYjHLzN3VTZTf9tNTrkbEbhDMnOFYCAhAKwqJv+vEixd4onok3xUyulpaGhoaGicCshVPuQKb61tilsmUOIGAUZfdRMtUzKYNGUyw4cPx+12k5GRwcUXX8z48ePr3acgCLz11ltIksTFF1/Mt99+Gwq7v+CCC+q0//TTT7n66qsbHOPYsWN54403mDt3LiNGjDiCs9XQ0NA49VBVAbWRhntj2/2TEFRVPeXEB51OJzabDYfDgdV6+hun3oDMn3vKMOklkm0mEq0m9Aeo0ld5A2zKdbAh18HGXAdLdpZQUuUDIC7SwM39MrmhT3MiRRH3+mKqluXjz60K9Y86Lw3rhc01MTwNDQ0NjTp4PB727NlDZmbmKS3ypqoqssOHUnN/FC16JJsBxSujemUUjwyyUn9nAUSzHinaeNrcKw/1/3o6z7P2n9v5CbeiE8OIZFTCny4LuvDTJ9SAHF4Hr/fwbQ5i54Mdw+7T6qXNYfcRmnC9UBv6DR4Kvy/sLnKFI/zjNOG3L+j0h290AFJqUtjHUB2VYffBEN64AOSi4sM3OoCA6meR+nVY15H9v88+39yNLqJxacQBl5dlw948La9XTUXz4J/k7Cyq4u5P/2JL/t+K94IA8ZFGku1mKj1+9pS4OHiZJtVu5vb+LRjRI61W/fmIHklE9EjCl11J1dI8qv8qonJRNoo3gP2SlidMM0BDQ0ND45+DqqqoASVoLAsEb2wCx8x43l9qVnEHgGDVGzHKgCAISBYRLPrQmFSvjBoIviaghHL1lWp/sO9pZORraGhonIxoIfpHhmbgh4FfVthd7GJrgZOtBZX4Awr9WsXRu0UsZsPRFblRVZXPV2Xz5LebcftlbGY9NrOeAocHn6xQVOmlqPLvVdtkm4lOqTY6p9ro0sxGv1Zxtbz8B2NIiyJmZFsMGVYqvt6Ja1k+qlcm+oo2CJL2Q9HQ0NDQODaoAYVAiTtoQB+MIATvQToRQS8i6GoeerHJC9CqrBAo9aD6ZBBAijYhWep6rwRBQNBLoK99P1dVFbUmZ1+p9iPoBCTrkQvUamhoaGjUj6yICErjSqLKjWz3T0Iz8A/Dn3vKmL1iH1sLKtlVXIVfru0qf3/JHow6kd4tYhnQNp5z2sQDUOjwUFjpocDhpdDpodIT4EBHhSgISKJAm8QoujePpl1SFLoag9zp8fPwVxv4fn0+AGe3imPSiK4kWE0oikpZtY/8Cg95DjdGnUinVBtxkU2bbET2SkY0SJTN3Ub1miJUn0zM1e0QdNqPRUNDQ0Pj6KL4a3LdZTV4Q0SgVgiaqqIG1KDn3HNAR0FAshkQI/Rhec8Vt59AuTcYXi0K6GJNiMbwpj6CICCY9Uh2FbnCi+z0gU6sd5FAo/E8+eSTPPXUU7W2JSYm1hEkPJDFixczfvx4Nm3aREpKChMmTOCOO+441kPV0NA4zmg5+EeGZuAfhkKnh6/X5oX+jjTqaJsURdukKFRVZfG2YvIcHhZvL2bx9vByUw7EYpA4I83OGWl2vl2XR065G50ocN/gttx+bgvEGs+FKArERRqJizTSuZntiM8PwNItAcEgUTp7C+6NpZTM2kzs9e0Rj3JUgoaGhobGPxfFV2PcKyqCTkQXZ0bQiaiqGixXV/OsBpTgw//3M0rQuFaqA0jRRkT9oe9Paqh9MKxe0ItIMWZEfdMXr6VIA2pARanyIZd7ECQh7MUCjdp07NiRhQsXhv4+VMm/PXv2MHToUEaPHs3HH3/MH3/8wZgxY4iPj+eKK644HsPV0NA4TqhhhOhrBn5dtDvTYTizeTT3D25DuyQrbZOiaBZtruU9UFWVHUVV/Lq1iEXbilm1rwyjTiLRaiTRaiLJaiLRZsJqCq70KzWeClVVcftlNuQ6+WtfOZXeAEt3lbJ0VykAaTFm3ri6G93Sj0/ZPXPHWOJu6kjprM14t5dTOnMTcTd3QjiCyZCGhoaGxumJ4pchoNY2zhWCefRGKRhSf8C98sCydIJBQhdrQqiJWgvl4Qf/qRNBpqoqisuP7PCh+mQCRdVIUX/n0NcZm1cmUO6BmhQAMcqAZK2/bbhINgOqrKC6g+ejj7do98kjQKfTkZTUOFGxd999l/T0dCZPngxA+/btWbVqFa+88opm4GtonGbsv600tm24vP3227z88svk5+fTsWNHJk+ezDnnnNNg+8ZED3355Zc89thj7Nq1i5YtW/Lcc88xfPjw0PsvvPACX331FVu3bsVsNtO3b18mTpxI27Zt/z4XVeWpp55i2rRplJeX06tXL6ZMmULHjuEJY2oG/mFItZu5a2DrBt8XhGCYfZvEKG7v3xJFUUPe9sYiKyo7i6pYta+MNfsqiIsycOeAVqFFgeOFqXU0cbd0omTGJry7HZR+tpXY69prwnsaGhoaGkBN/nyFF9UTOHRDUUAwSIhGCUQBucIDatD418Waw7qvCIKAFGlANOlCx5adPhR3AMEgHTC7U4NBADVCekgiuhjjUfWyC4KALtpEQHYHFxtK3aFIhGPN/sWU0+mevGPHDlJSUjAajfTq1Yvnn3+eFi1a1Nt22bJlDB48uNa2Cy+8kOnTp+P3+9Hr658zeb1evAcozTudznrbaWhonDwoCAg0UmSvke32M2fOHO69917efvtt+vXrx9SpUxkyZAibN28mPT29TvvGRA8tW7aMkSNH8swzzzB8+HDmzZvHiBEjWLJkCb169QKCiwR33nknZ511FoFAgEceeYTBgwezefNmIiIiAHjppZeYNGkSM2fOpE2bNjz77LMMGjSIbdu2ERUV1ehz1MrkadTBs6uCkhkbIaAS0TMJ+/BWp7VisOIJoMoqUoSWT6mhcbyRq3x4dzvqlqASwJBmRRdz6pZlO13weDzs3r2b9PhmGHxCyKAW9BKIBIXxagRmVEUNitnVU1JMMOnQxZiOyEBVVRXFHQjWsT9E2TLRokeyG4+ZMazKCv4id7CsngBipAEpynBMjqfKCkp1ICjwp5eO2m/iRJfJ+/HHH6murqZNmzYUFhby7LPPsnXrVjZt2kRsbGyd9m3atOGmm27i4YcfDm1bunQp/fr1Iy8vj+Tk5HqPU1+uP6CVyQsTrUweWpm841gmr8vc+5EsjdMXk6u9rL/qlUYfp1evXpx55pm88847oW3t27fnsssu44UXXqjT/oEHHuDbb79ly5YtoW133HEH69atY9myZQCMHDkSp9PJjz/+GGrzr3/9i+joaD799NN6x1FcXExCQgKLFy/m3HPPRVVVUlJSuPfee3nggQeA4AJlYmIiEydO5Pbbb2/U5wGaB1+jHkwt7cRe3Y7ST7bg+rMAMVKPbXDGiR7WMaH6ryLKv94JKsTd0gljc23BSEPjeKB4A1T9nkvlb7lBg7A+RIGIsxKxnp9+2qiWq6qKXFqKLi7uRA+lUaiqintzKYrPh2Lxg86AYJSQ7A3nwauqGsyf98rBGvM+GdGsCxrcR7hYHCxrp0c0SijVgZoYzv0h/jVt9CKi6dhObwRJRB9nJlDhCZ5npQ/F5Q+W3wtTCLA+VEVF8QRQqgO1oiVUOZgWcTosug8ZMiT0unPnzvTp04eWLVvy4YcfMn78+Hr7HHze+31Uh/o8HnrooVr7czqdpKWlHcnQNTQ0jjGKKiCEWSbv4Ogco9GI0Vh77uDz+Vi9ejUPPvhgre2DBw9m6dKl9e6/MdFDy5YtY9y4cXXa7E8pqg+HI7jIFBMTAwQjBQoKCmody2g00r9/f5YuXaoZ+BpHjrlTHPbhraj4aieVv2QjReiJ7Jd6ood11FDcAcq/3ol73d+rkSUzNhF/W2cMKZEncGQaGqc3qqzg+rMA5/+yUKqCAmi6BAuStbYnTfEE8OdU4VpRQPWaIiL7pRB1bjPEk1C5XK5y4fjqSwzNm2Pp2RPRbK7bxunE8c23VHz+Od4dO7Beegkpzz6LYAjDg3gc8Re6qF5XjHt9CR6vB3VABEhCMLzeJB3SoBKEYHg+Bgmp8RGFYSFIIlJU7c9OlWWUqipUvwSmY38dF/RBoUDVIyM7vKgBJSjsV+UPLoA0YZFBVVWUKj9ypa+Wx1gwSIgWHaJZd1oY9/URERFB586d2bFjR73vJyUl1VHYLyoqQqfT1evx3099k3wNDY2TG1UNIwe/pt3BC3dPPPEETz75ZK1tJSUlyLJMYmJire2HquBRUFBQb/tAIEBJSQnJyckNtmlon6qqMn78eM4++2w6deoUOs7+fgfvZ9++ffXupyE0A1+jQSJ7JqNU+nEu2EfF97sRI/VYuiac6GEdMd7dFZR9vj0Y4ilC1IB0vDsr8O1zUvLBRuJv74I+3nKih6mhcVqhKiruDSU4f94bFFsDdLEmrBdmYO4cV6/R4t3twPHTXnz7nFQuyqFqeQFR/ZsR2TsZ0Xxy3L5UWSZ33Dhcv/8OgGAwYDnrLCLPPYeIc85BcTopn/M5zh9/RPX8XffN+e13BIqKafbmG0hh5NUdSwLlHqrXFuNeV4S/oDq0XYiREM069LFmZL1IWaUXh9tPlElHktV0Qg1Oxe9HcTqRKytRXK7QTE+fnIzuEEbf0SJYQk+HYJKCQoBOX1CnoMSNZDciRTZ+AUeVFQLlB+gbSGLQqLfoDls14HTA6/WyZcuWBoWu+vTpw3fffVdr288//0yPHj0azL/X0NA4NWlKmbzs7OxaIfqHWtirLxrocAvXB7c/eHs4+7zrrrtYv349S5YsOeKx1Ycm/apxSKIGphHRJxlUKPt8O9UbSk70kJqM6ldw/HcPxe9tQK7wIsWaiL+jK7ZBzYm7qSP65AiUKj8l728kUOE5/A41NDQOi+qXqVqRT+Grqyj7dCuBUg9ipB77sJYkju+OpUt8gzcuYwsb8Xd0IfbGDugSLaieAM6f9pL/wgrKv96Jv6i63n7Hk+K33sL1++8IRiO65GRUnw/XH39Q+MKL7B56EXuvvgbHvHmoHg/G1q1JfPRRUt94HdFioXr5cvZddz3+Q9T9Ph4oisrPv+xm9Eu/Me6nzXxQUM4yMUBlSyvRI9sQPboTXkkgz+Fma4GTQqcHj1+muNJLdrk7VB3meCK7XHh37cK7bRv+/HyUqqqgQr8uuPDjz88PGt+HeNx0001AcDL19ddf19r/r7/+ytChQ4mNjcVisdChQwfuu+8+cnNzAVi0aBGCIFBRURHaR6GzhDMH92bAlRdS4ahg14btDR57+fLlAMycOTO0TdRJNGvfnOE3j2Br/i70SRZ0tmAqxJNPPllnH41Vnz9Zuf/++1m8eDF79uxhxYoVXHnllTidTkaNGgUEQ+tvvPHGUPs77riDffv2MX78eLZs2cIHH3zA9OnTuf/++0/UKWhoaBwj9hv4jX0AWK3WWo/6DPy4uDgkSao3Guhgz/l+GhM91FCb+vZ599138+233/Lrr7/SrFmzWscBwhpbQ5wcLhCNkxZBELBf0hKlOoB7XTFls7cgX9SCqLNPnXB9VVapXl2I83/7kB1BIRZLj0Tsl7QIqSuLZh1xt3SieOp6AsVuSt4PevIPDgHV0NBoHEq1n6rl+VQtzQuF4gtmHVH9Uog8p1lQXb0RCIKAuUMspnYxVK8rpnJRNoHCalzL83Etz8fY2k5kv1RMbaKPu7p45cKFlL7zLgDJzzyN9ZJL8O3aRdXvS3D9/hvVK1eBKGIdMgT7yBGYzzgjtJihT00l+4478G7fzt6RV5M2bRqmtm2O6/hd3gBfrslhxm+72VPuDm3/H4Fgybtd1cQUFJEcKXJvr2gkawBBZyDCoCPCqKO40ktFtQ9FUUmPsSAIoPr9qH4/BAKo/gBqwI8qywh6PWJEBKLZjCDW9S2oqlrTx49gNCI0UA89qGFQhr+wIOStFy0WpKgoRKsVwWAgUFBAoLSU3b/+GvTk22zMmTOHxx9/nG3btoX2ZTKZqE9neOrUqYwZM4ZRo0bx5ZdfkpGRQVZWFrNmzeLVV19l0qRJdfrs2rWLQYMG0a5dO+bOnYtJ0VOxMZhf+dNX8+ncq1ut7+eBIeVWq5UNi1ajKip5xQU8MvFxLr3qMrZv347hgBSOcGrGnwrk5ORwzTXXUFJSQnx8PL1792b58uU0b94cgPz8fLKyskLtMzMz+eGHHxg3bhxTpkwhJSWFN954QyuRp6FxGtKUHPzGYDAY6N69OwsWLKhVwm7BggUMGzas3j6NiR7q06cPCxYsqJWH//PPP9O3b9/Q36qqcvfddzNv3jwWLVpEZmZmrX1mZmaSlJTEggUL6NatGxDUDFi8eDETJ05s9DmCZuBrNAJBFIgZ2ZYKsw7X8nwc3+9GLvdgu6jFUZ9Qq4qK6gmg+GQk65EpIKuKintjCc6f9xEoCU5eJZsB28UtsXSuK3AlRRqIu7Uzxe+sI1DipuSDjURf2QZ9csRpVZZIQ+NooCoqvuxK3BtKkMs9KH4F1S+j+oLPcrkX1R9UQ5bsRiLPSSWiR1KjDfuDEUSBiG4JWM6Ix7vLQdXSPDxbSvHuqMC7owLBJGFsbsWQYcOYYcXQLOqY1if37t5N3gNBkZ7oG27AdumlABhbtcLYqhWxN9+E4vGAICDW40Uwd+xIxqefkX3bbfh272bfddfR7K03iejd+5iNeT+lVV6m/rabT//MorImHDwCuMQaSfPeKWwurGJLvpPdxVWUuXyYRQlJgOgIAwn2KEx6CVVV0at+ssuqKfd68FRUkOwqQZAPowAuCIgmI6I5AkGvQ/F6UX1eVK8PtaavIEnoYmORoqNrGfqqLAc98253UGzPZkOflIRwUHi2LikJVVVJAvAHMJjN2Gy2kNdb8fmQy8qQ8/PxFhbW6puTk8M999zDPffcw2uvvRbanpGRwbnnnhvy2B/I+vXrufDCCznvvPOYNWtWaMIn2YP/79EWG3E6G7pYE4IkBu9zfgXZ5Ueu8iEgkBSfiGDSkX5GS8b5x3PppZeybds2Onfu/Pd5hVEz/lTgs88+O+T7M2fOrLOtf//+rFmz5ugMwO8PTxVdCv96sv8aGF6nMCNimqAv0BRFfDW9/ioFh+yzJzfsPkJTPmefP+w+UmL4KadqtfvwjQ5if1RRo4/RFHX/piz2NeEz0yWF50VG8UETA9SakoPfWMaPH88NN9xAjx496NOnD9OmTSMrKytU1/6hhx4iNzeXWbNmAcHoobfeeovx48czevRoli1bxvTp02up448dO5Zzzz2XiRMnMmzYML755hsWLlxYKwT/zjvvZPbs2XzzzTdERUWFPPU2mw2z2YwgCNx77708//zztG7dmtatW/P8889jsVi49tprwzpHzcDXaBSCKGAf1hJdtBHHj3up+iMP2eElZmTbYKmkwyA7fXi2liE7vSgeOag67AkEFZbdARR3sASQ4g6ESjDp4sxYBzdvMD+3IVRFxbO1DOf/svDnVgEgWnREDUgjsnfKISf9OpsxaOS/uw5/vouiN/8KGg4ZNoyZVgyZNgypkU26AWlonOqoao1Rv74kaNg7Dl2eSZ8UQVT/Zpi7xB2134wgCJha2TG1shModVO1PB/XykJUTwDPtnI828qDDSUBY0s7MVe1OaqROBtyHOQWlmN/6kFsLheWHj1InPCfetuKhykRZWiWSsbsT8i+8y7cq1eTdcutJNx3HzE333TM8trLXD6umrqM3cUuAJrpJK4M6LkkJoqMO7vVKhfq8ctsK6jEVe3GLpeTEGXCKIJcWYm3pJSZD951TMZ4OEY/+AyWtDSk2Nh6PydBENAnJ4OiIleU48vJQXEHJ+befftQKg8oKVWzqBBwOFBVlblz5+Lz+ZgwYUK9x7bb7bX+Xrp0Kddddx3XXnstb775JuIB0QmSWb9/QKg++e+UEvnv2ajqq1kEsxoQoww4HA5mz54NUCevPJya8RoaGhqnMkEDv7E5+OHte+TIkZSWlvL000+Tn59Pp06d+OGHH44oeqhv37589tlnPProozz22GO0bNmSOXPm0KtXr1Cb/WX5zjvvvFrjmTFjRihlbMKECbjdbsaMGUN5eTm9evXi559/JipMrR7NwNdoNIIgENU/DclmpGzudtwbSymu3Ej0VW3Q2Y0IutoTeNnpw72xhOr1xfj2OUOGe6MQIVDipmz2VvTNIrH9KwNTq+hDdpGrfLhWFeJanh8U0COoPBx5TipR56Q2WtFYH2cmfnRnHD/uxbvHgeqR8Wwtw7O1DABdvJn4Wzsj2TRVXo3TH1VW8e1z4N5UintTaei3BSAYJcwdYjGkRyEYJAS9GHoWLXr0SZZjKsCmizVjv6gFtn9l4i9w4d3rwLfXiXevA6XSj3d7OaUfbSZ+dJdDLuw5PX48PpkEa/0GeUBW+GlTIdOX7GZNVkVwY4dRxLd00r1zBt2XZdMt3c4ZaXZ0YS5kSHY76R9MJ//hR3DOn0/RSy/h/msNyc89h3SU649XeQPcPONPdhe7SLGZ+I/NRvesanQWPQn/7lzLuAcw6SW6NLNRua2ALJcLX25uUChQVQn4wq87fbQwNE9HF3NoAT1BENCnpoCqIDscBEpLQVFCxr0YGYkuJga5pkyRXFGBb98+tm/bhtVqbbCm+sEMHz6ckSNHMmXKlAbb9L/sAkSh9veieFsuOqMewSThcDqwpcSiqirV1cFFgEsvvZR27dqF2vfq1YtZs2bVqhnft2/fBmvGa2hoaJzKNEVkLxzGjBnDmDFj6n2vqdFDV155JVdeeWWD79eXEnYwgiDw5JNP1lH/DxfNwNcIG8sZCUhWAyWztuDb56TwlVUAiBE6pCgjotWA6pPrGPWG9KhguLtJh2iUEI1S8LVJQrToa9SC9YhmHaqsUPlbLlW/5+LPqaLk/Y0YW9mJOicVwaQLlj0WgrWPFXeA6tWFQQHAGs+IYNYRcVYSUeemhqVivB99YgRxN3VElVX8+VV49zjx7nHg3V1BoNhN8fSaHP0ITblX4/RD8cl4t5fj3lyKZ2tZsN54DYJBxNQ+FkuXOExtYo5pGPyhUFWVv7Ir+HRFFj9uLCDBamRY11QuvTCdjFgL/jwXxe9twJdVSflXO4ge0QZZUdld4mJLvpNtBZVsLahkW0EluRVB726i1Ui3tGjOSLfTLc1OZlwE36zNY+bSvaE2ehRSHYVkRSVQbLTy3+1l/Hd7cPEvIcrIld2bMaJHGhlxEY0+F9FoJOWVlzGf2Y3CFydSuWAhnq3baPb6ZEwdOhyVz8sbkLnjo9Wsy3EQbdEzpWUK8WtKQCcGRQzjgqX9AuXleDZswL1+A+716/Cs34DfbEZ59BEUoxFEEUGvx2iP5s43pyNGRCJIEh6/zN5SFwG5/pBkvSSSFmPBYmjctENVagzzkmJUf/D7J1rM6FObYYhsXAm8oJGfWsu9o4uNRYqJCaVNiPu9IoKIUlWFXFER1qLUsGHDmDdvHr///nuD6u9z5syhXZu2KD4ZQRIRdCLmZjYAJIueqKgo1qxZQyAQYPHixbz88su8++67tfbRlJrxGhoaGqcqKo33Cx5/mdeTH83A12gSxhZ2Ev6vC2Vzt+PPd4GsorgCKK4AFLhC7QzpUZg7x2PuHIfO3niPt6ATsQ1qTmSfZCp/zaZqeT7enRV4d1Ycsp++WSSRvVOwdI1rVOrAYcchCRiaRWFoFkXUOakEyj3BHP2iakpmbCR+dOeQUJ+GxumAN8tJ6cdbUJx/e2hFiw5Tu5ig2F3b6KPy22oqTo+fr//KZfaKLLYW/B1qXVUc4LWF23lt4Xa6NrNx6RmpdByUytrvd7Dtr33s2p3H9moPngZyYkUBCp1e/rupgP9uqps0aFd9DN3xOxftWkKMtxLbE0+R3et81mRV8FdWOX/uLaOo0svbi3bx9qJd9G4Rw9VnpfOvTkmYGvF5CYJAzHXXYe7Shdyx9+LPzmbv1deQ+Mgj2EdcdUSREAFZYdwnf7FkZwlmSeS1+LigcQ/EXNUG1VdI0eszqfx5Ab5du+qOzWYLVgmIj8cYE4NgMNQZj94E7S1mKr0BArJKQFFqnlU8fhm/rJBVKZNk1RMXWbd/vVgsqImJQS+7LCPFxNQr0HcoBFFEn5aGLj4eRDEYun/g+/tFD5MSEYxGWqWn43A4yNqwgbROnQ47zqlTp/LAAw8wZMgQ5s+fT//+/eu0SUtLo/UhBBRFUaRVq1YAtGvXjoKCAkaOHMlvv/3WYJ/D1YzX0NDQOJU51h780x3NMtFoMvrECBLv6oaqqijVAWSnD8XpDdYBVlRMbWPCMurrQ4o0YL+kJZH9UnH+L6smKkANOmRUNbRsZ2xpJ7J3Moa0Y1tPWhdtCuboT12HP6eK0g83E3dzpxPmxdT4Z6NU+/+uVy7UPABEAUNyRNiGePXaIsq+2A4BFclmCC7OdYjB0NyGIJ3YG2hRpYe3f93FZyuzQka6USdyUZdkruqeRl6Fm2/W5fHHzhLW5ThYl3OQUJEjKChkMUi0S4qiXbI1+JxkpW1iFAadyIZcB3/tK2PNtjzW5lVS6IXm1SVctu0XBmSvwagEMHXqRMyNQVG9FKBXi2B4tC+gsHBLIXNWZvPbjmKW7y5j+e4y4uYbeerSjgztnNQoo9bcuTOZX31J3oMPUbVoEQVPPEHptGlEXXgh1gsHY+rSpdHGvlzlo/zbXTy/OZcfAl50wPOyiVb7gouwkjWf/Ecm4ttZ26g3ZGRg7toFU+cumLt2QW3enH25ueiio+sVDNyPThKJttSNmAooCrnlbhxuP/kONy5vgGbR5kalMwiiiC760OlZh91HA0KHByIaDBhbtOCKK6/kscmTefmll3jlmWcwNGtWSySroqKiVh6+IAhMnToVSZIYOnQo8+fPr5NfGS7jxo1j0qRJzJs3r5bK84Ecrma8hoaGximN5sI/IjQDX+OIEQQBKUIfDFdPbnxYajjoYkzEXHV8S0g1hD7BQtzNnSh+bwPe3Q5KZ28h9vr2mvCexlHBs6McX24VET0SG0wvURU1WNHip72o3vpVywW9GPS6d4rF1DbmkBoUqqLiXLiPyl+yATC1jyHm6rYnRXRKucvHu7/t4sOle0OGfeuESK7tlc7wbqnYDzAor+jejOJKLz9syOfbdXnsK3XRNimKVtUKGXke2up1nHl7N0ypfy8Eqj4fjvnzKVuyhLidO+m/Zw/n1uSXu3RGLAEvOpsN63XXYL/yCkxt29Y7ToNOZGjnZIZ2Tia3ws0Xq3L4fFU2uRVu7py9hkEdEnlmWCeSbIcW3oNgXn6zt6dQOn06JW+/gz83l7IPPqDsgw/QJSdjHTwI2/DhmA7I0T4YX24VJbM2Mc3h5Ct8CMBTNhvnZsTgXrMY1+/foFTsA0DQ64k45xysQ4YQec7ZSAcJyXk8nsOO+VDoRJH0GAulLh/5Dg9Oj5+dRXJNyL50THUawkGQJFr27Mkrzz/P2AkTcLpcXD98OK3O6kleaQmzZs0iMjKSV199tXY/QeDtt99GFAQuuugi5s2axfkXXBDKtywtLa1T19hut2NqQITRarVy66238sQTT3DZZZchCAL3338/l1xyCenp6RQVFfHss8/WqhmvoaGhcVoRhgcfzYNfhxM/e9PQOAUxNIsiblQHij/YhGdLGeVf7CD6qjZaOT2NI8K7x0HJjE2gqFT+L4vIvilEntusltaDL6+K8nk78WcHw9MlqwHBKNVawVY8AZQqP+4NQbV7JAFT62hMbaPRJ0agS7SE9qn4ZMo/34Z7YykAkf2bYbsw44R/lys9fqYv2cP03/dQ6Q3mYJ+RZuf+wW3p16p+9XSA+Cgjo/pmMKpvRmibKquUzNiId2cF5bO2kHDnGSD6qfj8c8o+/JDAQaXSBJMJY4sWWFu1JOq884g8//zDeoAPJNVuZuwFrbnjvBZM+XUX7yzayYLNhSzfVcqDQ9txzVnpiIf5fAVRJG70aGKuu46q35dQ+dNPVC1aRCA/n7IPZ1E26yPsI0YQf+/YOh7u6nXFbJ27lZcC1Swn+Nk9fUkHRmQYyL7rbrxbtoAkEXHuOViHDCXq/IFHXdCvzvkIAnGRRiIMEvvKqvEFFHYVV6GTRCIMEhaDjgijhEkvIZ5gg//u+++nbfv2vPLii4y86y7cXi8Z6elcdOmljB8/HsXvD5ZABPzFJficTpTqal4ZMwacTi67/nrmvvEGrdq3B+CCCy6oc4xPP/2UkSNGoNSI6qmqWus7PXbsWN544w3mzp3LiBEjDlszXkNDQ+N04liWyfsnIKiNkfQ7yXA6ndhsNhwOB9ZjPCnR0DgU7i2llH60BRQVY2s70Ve0Rmc/vIdOQ+NgAhUeit5ci+LyI1p0IWE7wSAR2S+FiN7JVP2RS9WSXFCCCva2IRlE9EyuY4yrqoo/twr3xlLcG0sIlNSt3StG6tEnWpCr/AQKq0ESiL68NRHdw6xzewyYvz6fx7/ZSKkr6Elvn2zl/sFtGNguocneXqXaT9Hb62o+Cxl//hr8Oxcjl25HFx+PfcQITJ06YmzVCn1KSq36601Bdnqp+GYXsstPXksrT27LZW1N2kDPzBjGnNeSvi3jMOgaH/mjeDy4/vgDxzffUvnzz0DQ2x9/33jsV1wBCDh+2ssni3czBQ/VgEESeXhoO0YYSsi5ZyxyeTlSTAzNXp+M5ayzGnVcj8fDnj17yMzMbNDrHA6yopBX4aHC7a+jKiwKAlEmHXazniiT/rALIccSVZbx5+YiO51AsJ61KsuHnE2KJhOC0Rjso6rBFIOkJKTo6NB3V/X7CZSVIZeVBfdX00+KjUWy2cLWGWgqh/p/PZ3nWfvP7fzoUeiEMER4j1eUXrjTcrEJ1yp/+FUw1PTGVZaoxZ7csLs0JRpSbUJNdyGqcWKdtY5TXfdeetjj6ML0par168Qckqbcr5TwzT/BFF7abUDxsbBgWljXkf2/z4wPHkW0NO5+o1R72PvvZ0/L61VT0Qx8DY0jpHpdMWVzt0NACRpdQzOJ6Nm4fFsNDQh60YvfXYc/z4VkA3N7B4Y2fahcuA9/nqtOe3PnOOyXtECyHv5mq6oqgaJqHP9dR6DQh6pakMtr168XI/TE3tAeY4btqJ1TY5Crqiid9h6uJUvQJSTgTsvkVbE1PzmCk+4WcRGMH9yGoZ2SD2no+YuK8O3ejT83D39+Pv68PPz5ecglpShud+iBGIX5rDuQbKmhvoIxQGS/DCJ6paA7SqUv3RtLKP9qR63qA4pe4JskPW/nl+EOBCdwVpOOgWnRXGCP5CxVwhIfQWS/lDolR+ujeuVKCp5+Bm+NyJqpaw/Ke93Oc0VVrCZoNJ6ZbmfiFV2I++V7Cp57HgIBjB3ak/bWW+hTUhp9PkfbwN+Poqi4/TIuX4Bqb/BZPmDSKQkCVrMeu0VPpFF3Qq6pqqoil5TgLyzi7zAZAUGvQ9DrEfR6RLMZwWwOGvc1E23F68Wfmxvy0IsREeji45EdDuSKipARJ+j1QSNfCX4nBEmHFBMdFBTUHdtz1gx8zcAPB83A1wz842rgT38sPAP/lmdOy+tVU9FC9DU0jhBL13j0KRGUf7ED3z4nFfN24t5QEvTmR2ve/H8yik/Gu6Mc9+YyVE+AiL4pmFraa7VRVZXyL7bjz3Ohym4cnz9FhbuMmJtvJv4/9+PdUoZzQRb+AheS3Yh9WEvM7Rtf91oQBHz7NlH80m0gy5i7dyfp8acQLQn4C6tRqv2Yu8QfsSBmOKiyTMVXX1E8+XXk0mBqwPIyeMN0LuUmA6IiM3L7L9wk5ND8kucbNO5Vv5+Sd96h5N2pIQPp0FRT/etTmHsOxtxjOIFSA6oXKn/JofK3XGKvboe5U1yTz0vxBqj4bjfVq4Ih//rkCMyd46heU0SgxM3wbB+9sfCpUWaR10OZJ8DXO4r5mmIigEHouWdDEenXdzhsJJDlrLPI/OpLymfPpvitd/kj9l88W+TAAxgVmVuK/+SqonzElQoFy5YDYB06lOTnnkU0m5t8jkcTURSIMOqIMOogKvhb8PhlKtx+HNV+fLJCebWP8mofBp1Ii7jIsCIejgaCIKCLj0e02VD9AQSDvlGGt2g0YsjMRC4tw19UiOJy4XP9vVgnmi3o4mIRrVaQZeTycgJlZUHvfnExgeLiYElCnS740Ncc12BAp9W919DQOM3RQvSPDM3A19A4CujjLcTf3oWqP/Jw/LQX784KCl9bg31Yy0aFPHv3OhAtevQJluMwWo2jheIJoMrq3xUdVFD9Mt7djmAN+R0VEPjb8HRvKsXYJhrbhRkYUoPeg7KPl+PeFEBVZNxL3wS5Krh9xgwku52422/D1D4Wf14VugQLoiG8lfpAcTG5990HNaHA7tWr2XvV5cSNGUPsLf9G0OsPs4eji2v5CgpffBHv1q0A+DJbM/38W/m2JHhezZUqHtzzE5m7V6P4fOy98kri7x1LzE031Qqb9+7ZQ96EB/Bs2ACAoXlz9M2aoU9JRp+Sgi45GX1CAqLFgmC2IFrMiOaaR0RQDFTxybg3luBano8vq5LST7ZgH96KyJ7he6q8+5yUzdmGXOYBAaL6N8N6QXMEnUjUgDR8e524VhaQvL6E8V6RsejYgMxik8qigI/igMzX+FmaU8Cjr1Ux6NpOmNvGHPKYgl5P9PU3sreqPc9lF+MBulTkMPbPj0ipLiUkjScIJNw3nphbbjmpI4sEQcBs0GE26Eiymqj27Tf2ffgCCntLXbSMj0A6TiHsByIaDGAIw9tLzeJAXCyiNSrozXe5kKxWpLg4JMsB13qdDl18PFJcHIrTSaC0NOj5VxRUnw/Vd0DJSpNJM/A1NDROfzQV/SNCM/A1NI4SgigQdU4qpvYxlM/djm+fk/K52xEMIpbO8Q32c60soPzLHSAJ2C9uQUTv5JN6Eq4BvpxKKr7fjW+v87BtpWgj5g6xqLKKa2UB3u3lFG0vx9TWSvXKnxCieiEIIt5Nn2Md0pvY0dNx/vADRRMnUvzaa0jWKKKvuQZDs/BLQKqBALn33Y9cXIKxdWtSJ79G4YsTcf3+O8WTJ+P8739JfuYZzJ07NeVjCAt/YRGFzz5D5YKFAIhWK8LtdzLB0ZxtRVUIAow+pwXjB7XBpB9JoLiY/MefoOrXXyl6+RUqf/2VlBdfRJ+aSsXncyl88UVUtxvRaiX5ySewDh0a9phEg0TEmYlYzkig4uuduP4soOKrnSiuAFHnNWvU79Bf6KJycQ7VfxWBCpLdSMyIthhb/J3uIAgCxkwbxkwb9kta4t3rQLIaSU8wc7FeQlFUlu4q5aEv1pHt8HCPt5IRM1Zz37ktSbgws8EShaqqUvzVDh7JLsUN9EiM4uOxw6D8HAKlpQRKS5HLyrF0PxNz165hfz4nEkH427sfH2lkV3EVHr/MvtJqMuIijooQn19WEKBR5fqOBNFgwJiZiaooh8yvFwQByWZDstlQFQXV70cNBCAQCL0WJG3apqGhcfqjhqGi32i1/X8QWg6+hsYxQFVUKr7bhWtZPuhEEm7vgiGtroHm2V5OycyNcEB0saVbAvbhrcL21Goce+RKH46f9lK9urDuivH+OvSCgD4pAnOHWEwdYtEnWUKGYqDUjXPBPqrXFtfuKuWQcNd56JP/9hwXTZ5M6btTQRBIefllbBdfFPZ4iya9Rum0aYgWCxlffIGxRSaqquL87jsKn38hmAssitguvZTYW2/B2KpV2Mc4HKqq4vj6GwpfeAHF6QRJInrkSLw33sqouVvZW1pNQpSRt687kx4ZMXX7fvUVhc89j1JdjWixYOrYkeqVKwGw9O5NyosvoE9KOirjdP68j8pfg6UCI/ulYLuoRYPVBLz7nFQuysazpSy0zXJGPPbLWh2yJOGhcHkDPPf9ZmavDI4hA5GnU+Ppc1V79El1S5A6Fuzjpf9t5xN82AwSP4zvT6r96IffH6sc/HCo9gXYXexCUVViIgyk2s1NXgh1+wIUV/lwVPsRxaDWg9nwzzOc//E5+LE3oxPDiMoQmrAQ1BSRSK/38G0OpAnjEozhRaMAKK7qsPt4+9RfVvRQmJZvD7sP+ib8fsPNjQfUyqqw+4i2MH8/hvCj6tQm/N8ojsqw+4T7fQ6ofn71ft6kHPz0aY8jmhuZg+/2kHXb06fl9aqp/PPuaBoaxwFBFLBf0hK5zINnWzklszaRcOcZtfJqffkuSj/ZAkrQMNCnROL47x6q/yrCn19F7PUd0MWdHLmy/3TUgELV0jyc/8sK1Z1XnFuoXvkJptZpWHr3JrJfH8xduhwy5F0Xa8Z+eQsq//ceqr8luqTO6JMNJNw5so6wWvzYsShOJ+WzPyXvwQeRoiKJ7N+/0WOu/PVXSqdNAyD5uWcxtsgEgl5C26WXEtGvH4XPv4Bz/nwcX3+N4+uviTz/fOJG34r5jDMa97koCt6dOxFEEUNmZh3leX9BAfmPP47rt98BMHXuTPJzz5Ifk8p17y0nz+GhWbSZ2bf2Jj22bnqKIAjYr7gCS69e5D34IO5Vq6leuRJBryd+/HhiRt141BTHBUHAdmEGYoQex/e7qfojD6U6QOTZqcFUDE8AxSOjuAO4N5Xg21MTvSGAuWMsUeelNSnK4kAijDqev6ILgzom8Z/P1rLX4+fm3EJGTa7g1uZx2PumYO4Yh6ATqVqezy//280nBMO3J47oekyM+5MFi0FHWoyFfaUuylw+jDqR+KjGLzaoqkqVN0BxpZcq79/ih7ICe0pctIiPxKTXFlU1NDQ0TgZURUBVGunBb2S7fxKaB19D4xiieAMUv7MOf0E1+qQI4v+vC6JRh+zwUvT2WmSHD2MLG3H/7oSgE/HurqB09laUKj+CSSL68tahXG0EIeQhliL1jVLaPpWRq1y41wQNOn9ePorXg+rxono8KF4viALWwYOxX3XVEdXwVv1+/IWF+HNy8efmIDuc6NOaYczMRJ+eTqDIS9mcbQSK3TXjysGz5mOUst119iVaLFh69sR22TCiBg+uY3yqikLe/ffj/OFHRIuF1HdmENGjc8Mh2IpC3oQHcH7/PYLRSNq77xDRp89hz8mXk8Oey69AcTqJvuEGkh55uMG27vXrKX3vfSoXLgwp1Vh69MA2fDj6lGR0iYnoEhKRIiOC5ff27cO1fDmu5SuoXrECubw8dO6mTp0wd+mMqXMX5IoKil5+GaWqCsFgIP6eu4m56Sa2lVRz/ft/UlLlpUV8BJ/c2otk2+ENU1WWKf/4Y6pXrSLurrswtQ3fM9RYXGsKKf9ie63ImjpIApZuCUT1b4Y+/uhrZ5S7fDw8Zy0/bg9Ge7RB5FHMtIo0YWoXQ+6qfG7CRSkq1/ZK5/nhnY/6GPZzMnjw91Nc6SXfEfwtNo+1YDMHPZGqqhJQVPwBBb+iElAUZDm4Ta5R6/f4g4tzAmAzG4iJNJDvcOP2yeglkRZxERj/QUa+5sHXPPjhoHnwNQ/+8fTgp737ZFge/Ow7njwtr1dNRTPwNTSOMYFyD0VT1qJU+TG1iyFmZFuKp63Hn+9CF28m4f+6Ilr+vqDLTi+ln2zFt+8Q+d06AUNqFIa0KAzpURjSrUg2Q6NCVhWvDLJS65gnGsXnI5Cfj2/vXqpXrcK14k88mzaFhOEOhWCxYL/iCmJuuB5Devoh26qBAJ5Nm4LG6cqVwdJqhYUNHkff6gKMHa5AECUUrxPvpnkEspaii48j+rrriBwwAPf6dbiWLqV62fJgyHsNpk6dSLhvfMggV1WVwudfoPyjj0CvJ+3dd4js1++w56f6/eTcdTdVixeDKBJ/913E3nZbg3XaFbebfdffgGfTJkxdu5Dx0UcIjRAH8+7eTen06Ti+/Q78dUsOBcXqzCHV+/0IFguoKqq7/vJBpq5dSHn+eYwtW7I2u4JRH/yJw+2nfbKVj27pSVzk8VPvDwf31jIc3+9G8cmIJgnRpEMw6RBNErpYM5G9k5GOUlm9hlBVlW/X5fH41xtxeALogdEYGYGBh3GzlACtEyL59q6zMR/DlJ6TycBXVZU8h4fSKi+iIGAxSPhkBb+scrjpjCgIxEQYiIs0YNAFP6+ArLC7xIXHL2OQRFrER4TeO93RDHzNwA8HzcDXDPzjauC/E6aB/3+agX8gmoGvoXEc8GY5KZ62AQIKYqQepcqPGKknYcwZ6GLqXsBUWQnmeq8qRA38XStEVQnWLq2nfqkYoUOKMiJG6hEj9UiRBsQIHYo7gFzuJVDuQS73oLiC4amG9ChMHWIxd4w9Jh5IALmyEu/27cjl5cjOSpRKJ7LDiVxZSaC4GH9+Hv68POTiknr769PSsPQ8C2Or1ohmE4LRhGgyIhhNBIqLKf/441AdcASBqAvOJ+Kcc+p4zmWHg+o/V1K9ajXo49AldUYX3x7V78Kf/Sdy6Wb0SfHoU1ODitc5xQjWfujig+Jz/ry/8Pz1IaY2mcTcNArrhRfWMZpVRcG7dSvOBQso/3BWqP51RL9+JNw3nqolf1A8aRIAKa+8ElZOveLxUPDEkzi++QYAS5/epL70Err4v8UbFZ+PirlzKX13KoHiYiS7ncyvvgyr3jkEw+rLP/kEz6ZN+AuLCBQWolQdMKnR67F07YqlT28i+vTB3KkTiCLeXbvxbFiPe8NG3BvWI5eVE3PDDcTcNApBklifU8G1762gyhugW7qdmTf1xHYSLTKdzBQ6PTz01QZ+2VoEQKpeR64/gEEn8s2d/WiffGzvgyeTgQ9BI39vaTWVntoLUfsF8/SSiE4UkEQBnSSgEwV0okiUSVevoJ5fVthd7MIbkDHqRFrER6I/XjXPTyCaga8Z+OGgGfiagX9cDfy3wzTwx2gG/oEcEwM/NzeXBx54gB9//BG3202bNm2YPn063bt3B4I356eeeopp06ZRXl5Or169mDJlCh07dmzU/k/nG4/G6Uv1+mLKZgdLgwl6kfjb6hfeOxyqqhIo9eDLcuLLqsSXXYk/31Wv0d9YdAkWzB1jMbWNxtAs6pDh/1VL/qD4zTcQRAlDehr6tHQMzdORbCnIHpVA/mY8Gzfi2bgR3549jR6DYDKhT03FfEZXInr2xHLWWYc1TlVVxbV0KWUffhjK866DqA8a9ImdkRI7I5rqXjMEo4S5cxyWbgmgQtnn21CcPpAEzB1FBF0uplatMHc7o1FREoHSUkrenUr5Z5/V8YYnPvQgMaNGHXYf9VEx72sKnn4a1e1Giosj9eWXsPTogeObbyh++20CefkA6FKSSZ04EctZZzXpOAejuFz4C4tQKp0Y27QJu476ruIqrnp3GWUuH71bxDB91FnB2ucajUZVVeauyuHp7zeHcsifurQjo/pmHPNjn2wGPoCiqJRX+xBFAUONUa+XhCYL7/kCCrtLqvAFFEw6iUSbEbNeQi+Jp21VE83A1wz8cNAMfM3AP64G/pSnwjPw73zitLxeNZWjPsMqLy+nX79+DBgwgB9//JGEhAR27dqF3W4PtXnppZeYNGkSM2fOpE2bNjz77LMMGjSIbdu2ERV1ZCJFGhonK5Yu8chOH1VL87Bf0qJJxj0ExcD0cWb0cWYizkwEgvW8AyVulCo/cpWv5tmP4vIjmiSkaBO6GFPwOdqI6pNxby7FvakU7y4HgaJqKouqqfw1G0EvYsiwYmxhx9jShiE1EkESURWF0qlTKX7jzVBEgfuvvxBMdozth6FLtyIIIoHCarwbV6NU5gH8XY/cakWyWhEiU4CWCEYD5jN0GNNT0KemINntYU+kBUEgsl8/Ivv1w7tzJ+WzP8Wfl1fzph4MrcHYFkH82yAVjBKmNtGY2kQTKPdQ/VcRcrmX6lWFVK8qDLXTxZuJuaYdhpTIsP+PdLGxJD3yMDE33kDxG2/i/P57UFViR9/aZOMewD78MsydO5E7bjzeHTvI+vct6BITCRQU1Iw5ntj/uwP7lVcG63YfJcSIiJBIX7jkVbi54f0VlLl8dGlm433NuG8SgiAw4qw0+raK5eWftpFoNXFjn+YnelgnDFEUiD1MesfhriejRo1i5syZCILAvHnzGHrxJewqduEJyMz97ic+fPcNNvy1Gq/XQ1p6c/71r3/xwH/uJzU1lUWLFjFgwADKy8tD85u8vDwGDx6M3W7n+++/p6KigszM+n83y5Yto3fv3sycOZObb745tD0hIYGePXvy4osv1nF6HM55oqGhoXG6oP4dvNqothq1OeqzrIkTJ5KWlsaMGTNC2zIyMkKvVVVl8uTJPPLII1x++eUAfPjhhyQmJjJ79mxuv/32oz0kDY2ThqizU4k6O/Wo71c0SOEZoiYdkb1TiOydguIO4NlahntzKd7dFSiuAN4dFXh3VABBg9jYIgr36h+o+nUOqCr2q67EclYfqjd5kB0xQDBnVVVkdIkd0SV2wJAO9kvbYWiWgKqqeHdWULk4B+/O4H7xgnujiYjuGeii65YACxdjq1YkPf4YssNL5ZJcXCsKUH3B3HrJZsTcOQ5TuxiMGdZaEQrWC5rj2+uk+q8iqjcUo3pkLD0SsV/a8ohLFRrS0kh9+SViR9+KPyeHyAEDjmh/EDzPjM/nUPj881TM/YJAQQFSTAyxt40m+uqrEU8SDytAmcvHDdNXkOfw0CI+ghk3nUWkZtwfEc2iLbx+dbcTPYxTgvz8/NDrOXPm8Pjjj7Nt27bQNvNBkSgGnUSL+Ahee/NtHrn/Xi696hpenTaLlGbpFORm892Xc3j+xZeY8ubrdY61a9cuBg0aRLt27fjiiy+wWCxU1GhyLFy4sI6xHhsbG3pttVrZtm0bqqqSm5vLhAkTuOiii9i+fTuGmoW6xjhPNDQ0NE4bVOqWIz5UW41aHPWZ1rfffsuFF17IVVddxeLFi0lNTWXMmDGMHj0agD179lBQUMDgwYNDfYxGI/3792fp0qX1GvherxfvASFLTuchxMc0NDTCQjTrsHRLwNItAVVRCRRV491VgWe3A98eB0p1AM+WCgRLXyKH9EJnC2Dp0QrXygKUqmD4uaG5FdvQTKRIPY4f9uDeVIovC4rf20lkHxeenRX4c2pC20QBS9d4vPucyGUeiqasI+bqtpg7xB5ilIdHdnhxLszCtaYQ5ODVXp9kIbJ/GpYucQgN5NQKooCxhQ1jCxv2S1sgO33oYo9uuTFTmzaY2rQ5avsTzWaSn3mGyAED8eflYR9+GWLEkS+SHE2qvAFunvEnu4pdJNtMfHRLr8N6XDVOHVRVRfUfqszAsUPQNy5sPikpKfTaZrMhCEKtbfVRXJDPEw/ezz333MOrkybh9ctU+2WcrVvSvXc/Kh0Oyl2+Wn3Wr1/PhRdeyHnnncesWbPQH1QqMzY2ttZxVVVFBWRFRVaUWuNKTk5m3LhxXHrppWzbto3OnYPVEfY7Tz744IPQuR/oPNHQ0NA4rVCF4KOxbTVqcdQN/N27d/POO+8wfvx4Hn74Yf7880/uuecejEYjN954IwU1oaSJiYm1+iUmJrJv37569/nCCy/w1FNPHe2hamho1BAoLaVk6lTkklKQpKBInSShqlC9bDNSbHv0aT0QzfHIlRKVv2YDoIs1YRuSialjbGjSGXtDB7y7K6j4fjf+PBeVi3KA4KQ84qwkIs9JRRdtQnb5KftkC97dDko/2oz1wgyi+jcLO0xf8QaoXJxD1e+5IYPDkGklqn8aprbRYe1P0EtH3bg/lkQNPPKIgPrYlOfAIIm0TmxaGok3IHPHR6tZl+Mg2qLno1t6ntY12v+JqH6FvMeXnpBjpzzdF+EYVQ2YO3cuPp+PCRMmIAoCZoMOs0FHjMVAbrkbsJFdXo3THTTyly5dynXXXce1117Lm2++iVdWKSyvxhdQyCpxAbCnuApDnhOlxrA/UPoor8KDoqrsLXERYZTwu6v4ZPZsACRJh8sbwO2X+XLeN/Q7byAXX3Y5K5f9Ucd5ciqSkZFR77xvzJgxTJkypc72/WkRB7NlyxbatWt3TMaooaFxYhDU4KOxbTVqc9QNfEVR6NGjB88//zwA3bp1Y9OmTbzzzjvceOONoXYHT7pVVW1wIv7QQw8xfvz40N9Op5O0tLSjPXQNjX8k/txcsm65Fd/evQ22MbWKJeXJAaiyCc/mUnxZToyZNiJ6JdcryGdsYSfhrm5UrynEtbIQY0sbkX1TkCL/zguXIvTE3dKJim934VpRgPO/ewkUuLBf3rpRofGqrOJaWYBz4b7akQRDMjBm2ML/IDTYXVzFiz9u5efNheglgfdu7MF5bRPC2oeiqNw/dz1LdpZgMUjMvLknrRI0bRWNU4MdO3ZgtVpJTk6utV0QBFKjzQiCQKnLS3FV0MAfPnw4I0eO5KVJr5NV5sZ5gLK/2x9MEbr20sF1Knv8sXkfUk2py0qnkw7NE1FVFY87KJY18MKhyNYUdhUHI5+y9u0h68PpjLrtTp598vE6zpNTkZUrVyIfUKJ048aNDBo0iKuuuuqQ/bZt21ZLSCv+gGoiGhoapwlaiP4RcdQN/OTkZDp06FBrW/v27fnyyy+Bv0PmCgoKat1Ai4qK6nj192M0GjEatdBODY2jjXfXLrJuuZVAQQG6lGRibrwxeKFUZFRZAUVGn5yM9eKLQ3XX9ec2a9S+BVEgokcSET0aDokVJJHo4a3RJ0VQ8d0uqtcW49leTmTfFCL7piDWU0ZNqfZTvaGEqj9yCRQFa6/XF0mg0XhKq7y88b8dfLIii0BNNQa/rHL7R6uZ9e+e9GrR+PSJV37exnfr8tCJAtNu6EHXNPsxGrXGiUTQi6Q83feEHftYcShngyAIpNhNHPj24KEX89VX8xg47GrO7BX8PGxmPVazHqqCUSuzPplN+3btgwLUgoAgQOu0aEQEVtnNREVFseC35VS5Pfz222/MeOcNHn7uVVRUdKKI2SChKgrdzuzOlNdeRi+JDTpPTiUONsxffPFFWrZsSf/+/Q/ZLyEhQdMe0NA43dFC9I+Io27g9+vXr5aIDcD27dtp3jyo9puZmUlSUhILFiygW7egUJDP52Px4sVMnDjxaA9HQ0OjAdwbNpA9+jbkigoMLVuSPv199IfJTz1WRPZJQRdvoXzeDuRSD86FWVT+lktErySizklFNOtwbymj+q8iPNvLQzn2okWH9fz0BiMJNA6Nxy8z44+9vP3rTiprSq8NbJfAfYPb8OrP2/llaxG3fLiKT27t1ShD/bM/s3h70S4AXryiC2e3jjuWw9c4gQiCcMzC5E8kbdq0weFwkJ+fX8eLD8HzTraZiDYHFx8feOZVjJYnGXPjCD6c8yWXXngBRn3wc3GYgm1at8igU4f6y4WJooAoivQ6I+gYGdi7G7KrnMfHjubXRYtDpf+Sk5Pp3Kkj+gO0RA50npzq+Hw+Pv74Y8aPH3/YRdpu3brh8Xjo0KEDjz76aL1h+wei6ThpaJyCaB78I+KoG/jjxo2jb9++PP/884wYMYI///yTadOmMW3aNCB4c7z33nt5/vnnad26Na1bt+b555/HYrFw7bXXHu3hnHQoPh/utWupXr4C9/r1AAhGI6LRgGAwIhiN6OLiMHfpjKlLF3TR0Sd4xBqnI65ly8i58y6U6mpMnTuTNm3qCf+umVrZSRrfA/fGYip/zcFf4KLq91yqluYh6ERU79+hnPrkCCxnJBDRKwnRpKmyh4vHL/NpjTFeXBmc+HZMsfLI0Pb0bRU0yt++7kxunrGSZbtLGTXjT+bc1oe2SQ2H2v++o5hHvt4IwD0DW3Fl98ZFemhonExceeWVPPjgg7z00ku89tprdd6vqKjAbrcTUyMYqdeJvPHW28RGmrhp5OXMnz+f8847r8nHFwSBCfffx5uvT2b+d98wfPhw4PDOk1Odr7/+moqKCm666aYG2yQnJzNt2jS6d++O1+vlo48+4vzzz2fRokWce+65DfZrUMdJUUANQyiyCQtaB6dmNAY13PrsgUD4x5DDF8hsSKj2UDSlpr2/S4uw++i35YbdhwPSQxqL6g//sw63hpta7TnmxwCQEsNPbVFKSsNqf0R+dc3APyKO+sz4rLPOYt68eTz00EM8/fTTZGZmMnnyZK677rpQmwkTJuB2uxkzZgzl5eX06tWLn3/+maio0zNP05eVhfPH/1K9YjnVq9egHrCSfDj0aWmYu3TBfMYZ2C4bhnSafkYajUPxeCib9RH+nBxURYaaMHpVVoKhn0YDosGIYDIFXxtNoCooPh/4/ah+P0q1G8fXX6P6/Vj69KbZm28hRZ4cCuyCJGDpmoC5SzyebeVULsrGt9eJKstIdiOWM+KxnJGAPunkGO+phscvM2dlNm8v2kmhM3gdSrWbGT+oDcO7pSKKf9+OTXqJ90b14Pr3V7A2u4Lr3l/B3Dv6kBlX97PfVlDJmI/XICsql52RwrhBR69igIbG8SQtLY3XXnuNu+66C6fTyY033khGRgY5OTnMmjWLyMhIXn311VD7tklW7HYL7777Dnq9josuuojvvvuOgQMHhtqUlpaGBIb3Y7fbMTVQ0tJqtXLrrbfyxBNPcNlllyEIwmGdJ6c606dPZ8iQIaSkpDTYpm3btrRt+3ckRJ8+fcjOzuaVV145pIGv6ThpaJyCaAb+EXFMXF8XX3wxF198cYPvC4LAk08+yZNPPnksDn/SoKoq5bNnUzTxJVTf32V1pLg4Inr1wnJWD0SzGcXrRfX6UH1eFI8Hf1Y27vXr8e3Zgz87G392Ns758yn/5BOavf02xhaZJ/CsNE4U/rw8cu6+B8+mTUdlf1GDBpHy6iuIBsPhGx9nBEHA3C4Gc7sYfLlVqLKCoVkUgqjlWTUFVVWZuyqHSQu2U+AMegdSbCbuGtiaK7s3w9BAekOkUceHN/fk6veWsyXfyXXvLWdU3wyax1pIj4kgPdZCdU05vEpvgJ6ZMUy8soumg6BxSjNmzBjatGnDK6+8wvDhw3G73WRkZHDxxRfXMhQPRBAE3nrrLSRJ4uKLL+bbb7+lVatWAFxwwQV12n/66adcffXVDY5h7NixvPHGG8ydO5cRI0Y0ynlyqrJv3z4WLlzIV199FXbf3r178/HHHx+yjabjpKFxCqLl4B8Rgqo2Ia7jBON0OrHZbDgcjlpKqicTgfJy8h9+hKpffwXActZZRF14IRG9e2Fo2bJRE2DZ4cC9cSOe9esp/3wugfx8xKgoUidNIvKcs4/1KWicRLhW/EnuuHHIZWVIdjvR116LYDCAJCKIEkgiqKD6fKheT3DRyONF8XoQRAlBrw8+DAYEvR59s2bYLrkYIdxQQI1TjjKXjwlfrGfhlkIAkm0mxgxoxYgezTDqGhdyWlLlZcTUZewudtV5z6AT8QUUWsRF8NWYvtgtJ9+CkcaR4fF42LNnD5mZmQ16nTVOPQ71/3o851lPPvkkU6dOJTs7G12Y96Qrr7ySsrIyfvnll0b32X9u50ePQieEcb0y1BV9PRxNCtH3+w/f6ECaEKKPvgnXab/v8G0ORgnfxDhuIfrhpGfUoDgqw+4jxYaX/tiU9AmU8NMNBHP4pWvDDdEPqD5+8Xwe1nVk/+8z/aVnEc2Nu98obg9ZEx4N6zhvv/02L7/8Mvn5+XTs2JHJkydzzjnnNNh+8eLFjB8/nk2bNpGSksKECRO44447arX58ssveeyxx9i1axctW7bkueeeC6VZAfz222+8/PLLrF69mvz8fObNm8dll11Wax833XQTH374Ya1tvXr1Yvny5Y06r/1os/tjgGvpUvIeeJBAcTGCwUDCf/5D9PXXhe3Vkmw2Ivv1I7JfP+xXXUXO3ffg/usvsm+/nYT//IeYm0ZpnrLTHFVVKf/oYwonTgRZxtihPWlvvok+NfVED03jFOCPnSWMm7OWokovBklk/OA23NQ3A5M+vFzSuEgjn9/eh9krsthVXMW+0mqyyqopc/nwBRRiIwzMuPkszbjX0NAIC0VRmDFjBqNGjapj3D/00EPk5uYya9YsACZPnkxGRgYdO3YMifJ9+eWXp43QoIaGxgEcwxD9OXPmcO+99/L222/Tr18/pk6dypAhQ9i8eTPp6el12u/Zs4ehQ4cyevRoPv74Y/744w/GjBlDfHw8V1xxBQDLli1j5MiRPPPMMwwfPpx58+YxYsQIlixZQq9evQBwuVx07dqVm2++OdSvPv71r38xY8aM0N+GJkTaagb+UUT1+yl+/XVKp38AqoqhZUtSJ72KqW396rnhoIuLI/3DmRQ89RSOL7+iaOJEvNu2kfTUk4jHOPRMDQQofuNNKn/6iYj+52K7dBimjh20xYVjjOLxUPDEEzi++RYA66WXkPz004iaB03jMPgCCq8u2Ma033ajqtAyPoI3rulGxxRbk/cZF2nknvNb19rm9PjJKq0m2WYiNlILgdXQ0AiPhQsXkpWVxb///e867+Xn55OVlRX62+fzcf/995Obm4vZbKZjx47Mnz+foUOHHs8ha2honOJMmjSJW265hVtvvRUILh7+9NNPvPPOO7zwwgt12r/77rukp6czefJkIFjBZNWqVbzyyishQ33y5MkMGjSIhx56CAguUC5evJjJkyfz6aefAjBkyBCGDBly2PEZjcZQWfmmohn4RwmlupqcceNwLf4NAPvVI0l84AHEJoTANIRoMJD87LOY2raj8MUXcXz9Nb7sbNLff++oHudAAqWl5I6/j+oVKwDwzfqI8lkfYWjVEtulw7BdcjH6ekoJNRVVVfHt2Ytnw3osPXse1X2fSvhzc4P59ps3gySROOE/RN94o7aoohFCVVUmL9zBgs2FGHQiJr2ISS9h0knsLXWxtSAYSnhtr3Qeu6gD5mNQ0sxq0tMptemLBhoaGv9sBg8eTEOZojNnzqz194QJE5gwYcJxGJWGhsaJRgCERnrm98+MDy6BWZ/+hs/nY/Xq1Tz44IO1tg8ePJilS5fWu/9ly5YxePDgWtsuvPBCpk+fjt/vR6/Xs2zZMsaNG1enzf5FgXBYtGgRCQkJ2O12+vfvz3PPPUdCQkJY+9AM/KNAoLycnDv+D/e6dQgmEykTJ2K9cPDhOzYBQRCIufEGDC1bkDtuPO7Vq8l78CFSX5vUpFyvQ+Fev56ce8YSKChAsFiIv/NOPJs2Ufm//+HbuYviSZMofu01dElJSJGRiJGRiFGRwdcREaDTIej0CDpd8KHXIVqt6GJjkaJj0MXGIMXEonrcuP78k+oVf1L9558EioqAoBhh8xkfYGzd+jAjPb1wLV9O7r3jkCsqkKKjSX3tNSJ69zrRw9I4yXjzl528/r8dDb5vt+h58fIu/KvTka0Ca2hoaGhoaGgcV5ogsndwdYwnnniijqB7SUkJsiyTmJhYa3tiYmKdaif7KSgoqLd9IBCgpKSE5OTkBts0tM+GGDJkCFdddRXNmzdnz549PPbYYwwcOJDVq1eHJRaqGfhHiD8/n6xbR+PbtQvRZiPtnXewnNntmB83sl8/0t6ewr6b/03lTz9R/NpkEu6rX933YFRZRnY6URwOFLcbKTYWXWwsghT08KmqSsXncyl89llUvx9DRgbN3noTY40isFxZSeXPP+P4+huqV64kkJ9PEyReGkTQ6xGtVuSSEvbdOIr0GR9gatfuKB7hbxS3G192NrqYGHRxccfkGI1FVVXKPphB0auvgqJg6tiRZm++gf4QZYM0/pl8vz6PSQuC9YX/c2Fb2iRG4fHLwUdAAVVlcMckEq1aOoeGhoaGhobGKUYTcvCzs7NriewdyiA+OCJWVdVDRsnW1/7g7eHusz5GjhwZet2pUyd69OhB8+bNmT9/Ppdffnmj96MZ+EeAd9cusm65lUBBAbrERNLff++4epstPXqQ8uwz5D3wIKXvvYchozn2ekQbvLv3UPzaa3i2bUOuqEA5KIQFAElCl5CAPiEBQa+netUqAKIGXUDyCy8gRUb+3TQqCvsVV2C/4gr8RUUECgtRqqqQKytRqlwoVZUo1dWo/gBqIIAa8EMggOr3IzucBMpKkUvLCJSVIZeVgSRh7tKFiF49sfTshfmMrihuN9m3jsazaRP7Rt1E+vvvY+7cqdaQ5cpKymbMxPH11+gSErD06U1Enz6YzzijVuk3VVHw5+Xh3b4D786d+LL24d+XhS8ri0BhUFkcvZ64224j9vbbGiwb5964ieLXXkMwm0h58cVan8mRolRXk//oozh/+BEA2/DhJD3xuJZvr1GHtdkV3Pf5OgBuPTuTOwe0OsEj0tDQ0NDQ0NA4ijTBwLdarYdV0Y+Li0OSpDqe9aKiojoe+P0kJSXV216n0xEbG3vINg3ts7EkJyfTvHlzduxoOGKzPjQDvwkoLhdVf/xBwWOPIzscGFq0IP39906Ip9U2bBi+ffsoefsd8p94En1qKhG9ewfH6XZTMnVqUPSvnrIrYkQEgsmEXF4Oshz0xOfn17wpEn/vvcSOvvWQq0/6mkWBpqIqCsgygr52+RnRZCJ9xgdkj74N97p1ZN18ol+K6wABAABJREFUM2nvTcPSrRuK2035J59Q+t77yA4HEKwR7167ltJ33kUwmbB0744uKTFo0O/YiVJd3eAYRIsFpbqakilTqPz5J5KffRZz166h9wOlpRRPnkzFF19CzYpd9i23kvb+e0hRUWGdry8nB+f38wmUlaI4HMgVDuSKCnx5ucjFJaDTkfjwQ0Rfc42Wb69Rh7wKN6NnrcIbUDi/XQIPDW1/ooekoaGhoaGhoXFUEdQwcvDDUNE3GAx0796dBQsW1Cpht2DBAoYNG1Zvnz59+vDdd9/V2vbzzz/To0cP9DX2S58+fViwYEGtPPyff/6Zvn37Nn5w9VBaWkp2djbJYWqSaQZ+I1B8Ptxr11K9fAWu5ctxr18fqjtq6tqFtHffRRcdXp3Lo0nc3Xfj27sP5w8/kHPPWDI++xTf3n0UPvcc/txgbdCIc88h9t+3oIuPQ7LZkGy2kFGtBgIESkoIFBbiLywkUFyMuUvXOh7zY4EgitCAdoBktZI2fTrZd9yOe9Vqsm+5lehRN1LxxRdBYxgwtGhB3P/9H6rPi2vZclzLlyOXlOD644/ax9HrMbRsibFVKwyZGRjSm2NIT0Ofno5kt1P53/9S8MyzeHfsZO/V1xBz443E3XUnjnnzKH7zLZTKoGBZ1IUXBr8D69aRdcutpL//HlIjam6qskzZRx9RPPl1VI+n/vONi6PZ65OxdO8ezkeo8Q/B5Q1w64erKK700i4pitev6YYkaotAGhoaGhoaGqcZx7BM3vjx47nhhhvo0aMHffr0Ydq0aWRlZYXq2h9covOOO+7grbfeYvz48YwePZply5Yxffr0kDo+wNixYzn33HOZOHEiw4YN45tvvmHhwoUsWbIk1KaqqoqdO3eG/t6zZw9r164lJiaG9PR0qqqqePLJJ7niiitITk5m7969PPzww8TFxdVajGgMmoF/GCq+/JKCZ56tY5TpU1OJHDiQhHH3IlosJ2h0QQRBIPmF50Ne7D1XXoVa47HWJSeT+PBDRF1wQYMeYUGnQ5+UhD4piWOjxd90pMgI0qdNI/vOO6letpzSd94Fgp9/3F13Ybv0kpB2gP2KK1BVFe+OHVQvX4HscGBs3Qpj69YY0tPrRAkciHXIECy9e1P04os4vvmWsg8/pGz27FDkg6lDBxIffQTLmWfi2byZrJv/jWf9+qCRP/39Qxr53l27yH/4EdzrgmHV5u7dsZx5JpLdhmS3hxZcTB06BMUJNTQOQlZU7p2zls35TuIiDbw/qgeRRu3yraGhoaGhoXEacgwN/JEjR1JaWsrTTz9Nfn4+nTp14ocffqB58+ZA3RKdmZmZ/PDDD4wbN44pU6aQkpLCG2+8UauWfd++ffnss8949NFHeeyxx2jZsiVz5syhV6+/RbJXrVrFgAEDQn+PHx/UThs1ahQzZ85EkiQ2bNjArFmzqKioIDk5mQEDBjBnzhyiwowYFtSG6pOcxDidTmw2Gw6H47C5FkdK2ccfU/jscwhGI/qUFAwtW2Lu3BlDi0xMrVtjyMg4pscPh0BZGXtHjMSfkwM6HbE330Tc//3fCV+AOBooHg95Dz2EZ9NmYm4aRfSVVyI0kCt/pFT9/jv5TzxBIC8fKTqa+HH3Yr/iitBCAoBn61aybroZuaIC0/+zd97xUZT5H3/P9pbd9N5DSCB0pAoCKggiKhZQsGE5Fe9sd6en5+nZC3fqqehhA1Gwg4oFBZHeOwRIIL3Xze5m++7M748NCzGhBBD1fvt+veYVmH1m5pnZ2Znn83xbXh6p776D3NS+XJjk9dL0zrs0zp6N5PUi0+uJfeABwqdcHXK/D3HSlDc5+Mtnu9hc0oxKIePD24YyMO3X8xgK8f8Pl8tFSUkJGRkZaH5HeUFO9Jw9PKgSBIHFixdz+eWXBz/76aefmDVrFps2bcLpdJKens6ECRO4//77SUpKYuXKlYwZMwaz2Ux4eDgA1dXVjBs3jvDwcL7++mtaWlrIyMjo9NgbNmxg6NChzJs3jxkzZgTXx8bGMnjwYJ577jny8vKC69PT0ykrK+uwn5kzZzJ79uwuXJUjHO97PZvjrLPN4XO7IGoGClkXxhF+sesHk59CdaMuHkfQdd00I9ntXd/G0zHU80QI2lN4Xsi6XtLV3Se1y9uotxd3eRsh/BR+C87OvTaPxbG8PI+LousT/sKplNf2dS2ltk/0sLz2zS49Rw7/PjOeePqk81CJLhclj/79f/J5daqETEAn4LBFVXK78ZSU4CkpoXX58sCHgkD8E48TcfXVv2IPj6CIjCR13lwsixZhvPjiYNb7/wVkGg3JL710Vo5lGDmSzK+WYF+/Dv2QIR2EO4AmN5fU9+ZRftOMYCJA3eBB+M0t+M1m/GYz3ro6/I2BUAL9qPNIePxxlPGhkmUhTg5JkvhwcwVPfbMPh8ePTiXnxSl9Q+I+RIiTpOZwThng448/5tFHH6WgoCC4TnuMAe6cOXOYOXMmN954I59//jnp6emUl5czf/58/v3vf/Piiy922KaoqIixY8eSm5vLZ599hk6no6WlBYDly5e3E+tAMDETBBJDFRQUIEkSVVVVPPDAA0ycOJHCwkJUbRPZW7Zswe/3B7fZu3cvY8eO5erfyPgjRIgQIc4oohBYTrZtiHaEBP4J0A0cSPyTT+BvaQmIt5aWNvFWi3vffmr/8SiSx0Pk9Om/dlcBUCUnE3P33b92N373yA16jOPGHbeNJicnKPLdBw7gPnCg435MJuL+/jDGSZNCVvv/x6wubOCLHVWIkoRMEEAAAQG5DFIidPRMNJKXaCLOqEYQBOqsLh78fDcrCxoAGJweyb+u7ktq1O/fGydEiLNF/FETqiaTCUEQ2q3rjMrKSu6++27uvvtuXjpqUjk9PZ3zzjsvKNqPZvfu3Vx00UWMHj2a+fPnB5MuHSYqKuq4xz26XwkJCdx3331ceumlFBQU0Lt3bwBiYmLabfPcc8+RlZXFqFGjjns+IUKECPF75JdKsvf/hZDAPwGq1FRUqR1dfyRJov6FWTTPnUvdk08hudxE3XLzr9DDEL8mmu7dSV+4APMnnyLIZcjDI5BHRCCPCEcREYGqWzZyQyiu/v8zP+TXcueC7fjFE7+BovQqeiYa2V1pweL0olLI+Ou4HG4ekRFKqBfiN4UkSXg7qc5yNlAqlb/YhOmnn36Kx+PhgQce6PTzw+74h1m/fj3Tp09n2rRpvPrqq8iOkTT2ZGlpaWHhwoUAHSYKDuPxePjggw+4//77QxPHIUKE+N/kF4zB//9ASOCfIoIgEPvAX5FpNTS+/gb1s2Yhul1E33ln6IX7/wxVejpxD/z11+5GiN8g64sa+eOHO/CLEhflxTEoPRJJAlGSkACvT6S40U5+tYWiBjtNdg9rDgbCOnolGXlpSj+y47qWWCVEiLOB1+vlmWee+VWO/fDDDwdd1880Bw8exGg0nnRJosmTJzN16tTjxsEPHz68g/C3WCzI2/K6WCwWDAYDkiThaEuQe+mll5Kbm9vp/r744gtaWlq46aabTqqPIUKECPG7owsW/JDA70hI4J8GgiAQc/fdCCo1DS+/TOMrryK53MTcd29I5IcI8f+c3ZUt3PbeVjw+kXE945g9bQCK4yRccnn9FNbZyK+2olbImNQ3EeWpJGgKESLEKSNJUpfe35dddhmLFy9mzZo1jBw5stM2H3/8MT169Gi3Tn5U0tawsDC2b9+Oz+dj1apVzJo1i//+97/HPOY777zDhAkTSExMPOl+hggRIsTvipAF/7QICfwzQPQdtyNo1NQ/9zxNb76JoFIR88e7fu1uhQgRAqhodrC+qBGHx4/LK+L2+XH7RNxekb4pJib1SUR2ht3fD9XbuPHdzdg9foZnRfHKtf2PK+4BNEo5fZLD6ZMcfkb7EiLEL4FSqeThhx/+1Y79S9G9e3csFgs1NTUnZcWfM2cODz74IBMmTOCbb77pNCY+JSWFbsdJeiuTyYKf5+bmUltby9SpU1m9enWHtmVlZSxfvpxFixZ14axChAgR4ndGSOCfFiGBf4aIuukmBKWSuiefonH2bPRDBqMbNOjX7laIEP+TOD1+DtW3khShJVLf0VXX5fXzfX4tn2ytYN2hpuPu6+01JTw6qSeD0iPPSN8qzQ6ue3szZoeXvskm3rzhHDTKrpf9CRHit4wgCL+Ym/yvyVVXXcXf/vY3XnjhhXZJ9g7T0tLSLg5fEATmzJmDXC7n4osv5ptvvmH06NGn1Yf77ruPF198kcWLFzN58uR2n82dO5fY2FgmTpx4WscIESJEiN8yoSR7p0dI4J9BIqdPx5W/D8uiRVQ9+CCZX3yBPFSPMUSI00aSJEoa7fxU0MDKgno2lTTj8QVqBceEqcmJCyMnPozsWAP51Va+3FmF1XWkXuvg9EhijWrUCjkapQy1Qo5fFPl8exV7qixc/d8NTOyTwEMTckmOOLVM9c12D9/n1/LGyiJqrS6yYw3MmzEYgzr0mA0R4vdCSkoKL730En/84x+xWq3ccMMNpKenU1lZyfz58zEYDPz73/9ut40gCLz++uvI5XImTpzIkiVLOP/884OfNzU1UVtb226b8PDwDrXnD2M0Grn11lt57LHHuPzyy4MhA6IoMnfuXG688UYUp1D3OkSIECFC/P8g9IY4w8Q9/DCOrVvxlpdT+8STJP1r1q/dpRAhfle4vH5Km+yUNtopbrRT0mBnU0kz5c2Odu1MWiUWp5cGm5sGm5u1hxrbfZ4UruWqgclcNTCZlMjORfsfz8/mxWWFfLSlnG9217B8Xx23jMjgigHJZMXoTxiLa3F4+T6/lq/31LDuUGMwU35SuJb3bxlCRCfeBSFChPhtM3PmTLp3786//vUvJk+ejNPpJD09nUsuuYT777+/020EQeC1115DLpdzySWX8NVXXwXd7i+88MIO7T/88EOuueaaY/bhnnvu4ZVXXuHTTz9lypQpACxfvpzy8nJuvjlUsSdEiBD/44Rc9E8LQZKk391lsVqtmEwmLBYLxt+ghdy5cyel068Dv5/EWS9gmjTp1+5SiBC/WfyixKaSJr7dU8PKggYqzc5O2ynlAoMzIhndPZbROTF0izXg8AQS0xXW2ThQa+NgXSvRBhVXDUxheFbUScfW76u28sTX+Wwsbg6uS47QMiYncKxhWVEICByotbKvxkp+tZV91Vbyqy14/UceoXmJRi7pk8iUc5KJMqhP78KECPEbweVyUVJSQkZGxjGtziF+fxzve/2tj7NOh8PndkHUDBSyLkzC+sWuH+xUEqV28TiCTtvlQ0h2e9e38XS9LKagPYXnhazrIW3uPh3LWZ8I9fbiLm8jhJ/Cb8Hp6lJzydW19gCcgkePoO36fYPPd+I2RzcXPSyvfbNLz5HDv89uf3sG+Um+b/wuF4eee/h/8nl1qoQs+KdAvc3FKz8eZHelhQidipgwNdEGNdGGwL/zErsRfecdNL42m9rHn0DbfwCq5KRfu9shQvxm8IsSm0ua+XZPDd/traWx1d3uc6NGQUaMgcxoPelRenomGhmWFdXB3V2vVtA/NYL+qRGn1Z+eiUY+vG0oP+yr4/0NZWwuaabS7OT9jWW8v7EMlVyGTxTprJR9bnwYl/RJYGKfRDKi9afVjxAhQoQIESJEiBCELPOnQUjgdwGX18+760qYveIQdo//uG2jNFm8kNSNxKpDFN77Z7I+mI9WE3LXDfH/G69f5PNtlcxeeYiK5iOWepNWyfi8eCb0jqdPcjgROuVZLzUpCAIX5cVzUV48drePDUVNrCys56cDDVS1BPoabVDRM9FEzwQjeYlG+iSbSIsKifoQIUKECBEiRIgzRshF/7QICfyTQJIkvt1Ty7Pf7Q+6D/dNNnHLyExcHj8NrW4aWwNxwDUWF3urLDS5RP7e82pm172Ibu8uXpl8J7XGOJI8FuJcFqKdZowuO1KvPvS66RpMw4YgyEOZtkP8b+LxiSzaXslrPx0K/oaMGgUX5cUzsU8C53aL/k3VfNerFVzYM44Le8YhSRIVzU40ShmxxpB7cogQIUL8v0TV9fKMkqPzkLPj0WWXe1nX353+FkuXt5HHxXZ5m1PCf3wDWmeciru9Pyely9vID1V1eRvB0DUjgGR3nLjRz4+h7Po9IFmsXd6GlBOXDm13DL8bak/crjNCWfRPj5DAPwF7qyz87ZNt7K0LPKTjjRoenJDDZX2Tjhnf6/GJ7K22sLW0mTXqJi76+k0uLVnf+QHWLqNm7TLKIqKJvXwSEZdfjian+y91OiFCnDVEUaK82cHaQ428sbLoKCu4mjtGZTJ9SBpa1W9/UksQBFKjTi2zfogQIUKECBEiRIguErLgnxYhgX8CftxxiL11ThSCyA2DEvnLJX3RqY5/2VQKGQNSIxiQGoE08l7q40VsGzcixcThi47FHRGNIzyaSifUL/2BwaXbCTM30jJ3Li1z5yKLiECmVIJMhiCTBf6q1eiHDCZs/Hh0AweGrP0hfhOIokST3UOd1UW9zUVpo4OCWhsH6mwU1tpweo/MxMeEqbljVBbTBqf+LoR9iBAhQoQIESJEiLNPyIJ/eoQE/gkYlaLkJ3U92VQj7dnOSk0dY8aMQXuS2ScFQSDuL38m7hifO2+7koVrD7H5oyUMOriJwbX7UZrNdJZD1VNUhHnhh8hjojGOuwjjhPFoBwwITAKECHEWqLe6+HJnNd/n11JpdtLQ6g6WhusMlUJG9zgDk/snM31IKhplSNiHCHE6iKKbmppFKBRGYmMvPuu5KkKEOFlWr17NrFmz2LZtGzU1NSxevJjLL788+LkkSTz++OO8+eabmM1mhgwZwuzZs8nLyzvufj///HP+8Y9/UFRURFZWFk8//TSTJ0/+hc8mRIgQZ5WQBf+0CAn8E9Cvbx/ez8zghx9+YM+ePWzevJn8/HwuuugievfufdqDK61Kzi3n5zBtRDc+2FjGXcv2IG+sJ16v5OnLe5FoVCH5/fjNZmzLf8S2fDn+hkbMCxZgXrAAVVoacY/8HcPIkcc8hreunuZ330UebiLy5puRqUPlu34PiKKIJEnIT+CtUWNxsr2sBafXzyV9Ek5ZRDs8Pjw+EYNageKoeHiHx8cP+XUs2lHF2oMNHTLJywSIMqiJM6pJNGnJjQ8jJ95ITnwY6VG6dvsKEeL3iiRJ2Gx7qG/4AdHvJDZ2AibTwLMmsCVJor5hKYcOPY/LVQFAeNUCcnOeQK/vdlb6ECJEV7Db7fTt25cZM2Zw5ZVXdvj8hRde4MUXX2TevHl0796dp556irFjx1JQUEBYWFin+9ywYQNTp07lySefZPLkySxevJgpU6awdu1ahgwZ8kufUogQIc4WIYF/WgiSJP3uLsuvVZ+1uLiYb775hqamJgAyMjK47LLLCA8PP2PHqG5xct3bmyhutBNtULPg1iHkxB950UkeD/YNG7B+txTbjz8i2mwAhI29kLi//Q1l0pFyfP7WVprefpumue+BO1BXU56eQcpzz6Dt1++M9TnEmcPr9VJSUkJBQQEFBQU4HA6GDRvGmDFjULTVOT1YZ2P1wUa2l5vZUWam2nKkZmpmtJ5ZV/dlYFrXysYt2l7Jw4v34PIGfEe0SjlhGgVhGgW1Fle7qhHnpEVwef8k+iSbiDNqiNKrQiL+d8r+VidvVjagEAQS1EoS1EoS1SoS1EoilHI0MhlqmYBSELokZEVJYqfNQZnTQ6XLQ0XbUu32kqBSMiHGxPhoE3HqrietOlUkSeLTOjOvlNUx1GTgH1kJmJTHn+OWJBGLdQcN9d9T37AUl6t9giWtJpX4hMkkxF+OVtv1Oswni8Wyk4OHnsFi2QaAShWDz9eKKDoRBCVpqbeRnn4XcvkvkwTyePXSj4ckSfj9drxeMxISAjIEQQYICIIMQVChVJra1v3vIIpeRNGDKHmQRC+i6EWSvICAWh33i31PXeV43+uZHmcJgtDOgi9JEomJidx77708+OCDALjdbuLi4nj++ee5/fbbO93P1KlTsVqtfPfdd8F148ePJyIigg8//PCk+nL43C6ImoFC1oXqRqcQGnk2kuwJqq5XaPJVVHZ5m99ykj38nfm9nmCT32iSPbHJ3PVjdOG5HMTtPnGbn9PFJHs+v5sf9/+rS8+Rw7/PnPueQa4+ufPyu10UvPTwWdeFv2VCAr+L+Hw+1q9fz+rVq/H5fKjVaiZOnHhGrPmHabC5uf6dTRyotRGuU/L+zUPonWzq0M7f2krj7Ndpnj8f/H4EjYboO+4g4rrrsCxaROMbb+A3Bx4U+yPSiHM0E+m2IQkyom66gZh77kF2Kg+FEGcUSZLYu3cv+fn5FBUV4fV6O7SJj4/niiuuYHWFh79+toujf7VymUBufBgNNjf1NjcyAW4bmcl9Y7uflDX/ky0VPLhoN8d7EqRG6rhiQBKT+yeddlk4p7OKQ0XP4XSUoddnYzDkYDDkYjDkolLFhFyOzxJ7bA6m7CzC7DvxYEoANDKBSKWChzMTuDI+8phtHX6RW/eWsKLZdsJ9DjLpuTjaxIQYE6ka1S/23Zc53TxQUMkq85E+xakUvJCTwkXRHZ+tAPX1Syk8+BRud01wnUymJTp6DHKZhvqG7/H77cHPjMb+KBVh+Pyt+H12fP5WfL5WFHI9YcY+mIx9MRr7EhbWC4XixL8hUfRiseygqnohdXVL2o6vIS31D6Sm3orX20Jh4T9pbFoBgFabSk73J4iKOrY316nSVYEvSSJenwWPpxHR7zpuW0FQoFJFoVJFIQi/TgiPJEmIohtRdOH3O5EkH0plOApF51bkjtuL+P0OfD4bPn/rcc9ZEBTo9VnIjiMsA/tzHt4AAQHaFkEQjrttV/g1BX5xcTFZWVls376d/v37B9sdNpq89957ne4nNTWV++67j/vuuy+47qWXXuLll1+mrKys023cbjfuo8SM1WolJSUlJPC7SEjghwT+WRX493ZR4L8cEvhHE3LR7yIKhYLzzjuPXr16sWjRIiorK1m0aBGFhYVMnDjxpGPzj0dMmJqP/jCUG9/dzK5KC9Pe2sjcGYM4Jz2yXVKzWosL7ZU3kzPhEuyznsOxZQsNL79Mw+zZ0CYSKwwxzO05Eefgc5GsVi78aSEXVmyjee48zMtXkPrcM+gGDjztPoc4NaxWK19++SVFRUXBdUajkZycHHJycvB4PCxZsoTa2loenP0pK93pSMDQzEhGZsfQPzWcvsnh6NUKLA4vj3+dz6LtVcxZXcyPB+r519V96ZcSfszjL9xUzsOL9wBw3dBU/nFJT+xuP60uH1aXl1a3D71KQa8k42mLL0kSqaz6gKKiWfj9gTIwttZ8qDvSRqEIDwys5Xrkch1yReBvuGkgyck3/M9Z+n4tdreJ+xafn/5hOi6IMlLjDljYa9xeqt0erL4jAyYJcIoSVW4vd+0vp9bjY2ZKx8mYVp+f6/cUs6HFjkYm0C9MR7JGRUrbkqBWkt/q5NtGC9utDjZb7Gy22PlnUTWxKgUDjDr6h+kZYNTRz6gjTNH5gNrlF9lhc7ChpZUNLa1stzpIUCs5P9LI+VFhDDUZ0Mhl+ESJ/1bU8+/SWpyihFomcGtyDEsbLBQ53dy4p4TLY8N5KjuZ6LbkqT6fjcLCJymu/YYmYkiUhZMQcx6xseOJijwPuTzwjM/xP05DwzJqahfT3LwOq3VHp331+Sy4GqppaFjatkaGQZ+N3tAdvS4LnT4r8FeXjsfTRFPTapqaV9PcvA6/v7VtG4GE+MlkZv0ZjToeAIVCT58+b9LQ8AOFB5/A6Sxn566byMi4h4z0P/0qE2WS5MfjacbjbUIS2yYqBQGlMgK5TI0kiUiIIElIkh+/vxVR9OJ21+HxNKBUBoS+TPbLeXZIkogouvH7nfhFJ6LfhV90gdReIHi9LSgUYajVCcjlHcPaDk9i+LwW/H470s+2l8lUCDIlMkGFTKZEEJSBCQ/RjcNRgk6XiUymxO/3t4n2wLPN73fidJYjip5O+y+TazDos8/Q1fj1qK0N1M6Ki2ufoSguLu6YQv3wdp1tc3h/nfHss8/y+OOPn0ZvQ4QIcdYJueifFiGBf4pERkYyY8YM1q5dy8qVK9m7dy/l5eVMnjyZjIyM095/uE7FB7cO4Zb3trK5pJnpb28i2qCm3ubC6+94J6f1vokrkgcx+scPUVnNNGvC+CD3IlZnDeUvF/fkhmHp+ESROUOyeWLBV8zc/gnRFeWUTb8ORWoa+kED0Q0YiG7gAJRpaSEr6hlGkkSs1l00NPxAq/0g6Wl3UFmp4euvv8blcqFQKBg2bBg9e/YkPj6+3fVPSUnhmfnfsrJChwScl7SeW3usJDNjJomJVyGTBX7GJp2SF6f0Y0KvBB5evIdD9a1c8fo6rh6YwpRBKQxIDW+33/kbSnn0y3wAbhqezmOTeiIIAmqFnEj9mbEQHcZuP8T+Aw9hsWwP9NV0DinJ1+NwlNJqL6C1tQCHowSfrwWfr6XD9vX132I2b6Rnz3+flPXz94DV5+fT2ma0chn9w3R012uQn4Xf3a42cW/x+TnHqOPDvlmdCmlJknCLEm5RxC1KuESRdyobmVPZwJNF1dS7vTzWLRFZW5/NXh/TdhWzw+YgTC5jQZ9MBocbOux3TJSRP6bFUe3y8F2jhW8bLGy0tFLv8bG00crSxkBtXgGIUMoxyOUY5DIMChlKXz02j50Dvjg8P3sMHnK4OeRo4M3KBrQygeHhYdR5vOxtDVjQRoQbeCEnhUydmr+kx/Ov0lreKK/ni/oWVptt3JYcQ4Wtmj1NB6kUL8IsTAMgSiFnuiaKG8KikcuP/C7kch3x8ZcRH38ZLnctzU1rEQQBudyAQmFALtcjV+jxepqxWndise7Cat2F210buOftBT+7MjL4WXpVpTKCqMjzSEm9GWNYrw7XUhAEYmMvIjLyXIqK/01l5XxKSv6D3++gW9aDZ/U5LooeHI6SoDA9bJlXKiODz6ifI0kiXq8Fj6cBUXTj8TTg8TR22l4QlKhU0SgUJz/ZeKJ206ZdyhtvPIXJ1IcFC//DZZdORNbmPv/j8u955ZW5bN26B5fLTXp6BuPHj+eee+4kNlbLTz8tY+LEmykrW0t4uBFBUFBf38qll95AREQkX3/9DS0tLWRkdG4lXL78Q/r2HcP77y/k/vvvD66PiYlk4MBePP74n+nZMweQkCQJr8/Ls8+8xieffEt9fRMJCQncdNNNPPLII8HJgd8jP/+OJEk64ffW1W0eeuihdtf4sAU/RIgQv11CWfRPj5DAPw3kcjmjRo0iKyuLRYsW0dzczHvvvceoUaMYPXr0aQ+uwjRK3psxmD+8v5U1BxuDdcQFIVBLPN6oweryUtbkoKzZyUtkMmfkn+nVVMyu6CwG90hi6eTepEQGanjLZXLuviCbiX1u5/GF/ej/7XzGlW3BV16GpbwMy+eLAu2iowm74AKibrsNVXLSMfv3SyBJEo5Nm2n59FN8DQ2ITieiw4HodCDZHcj0egyjRxM2bhy6cwYiKM7OLez1mrFYdmK17sLjbUZA1uY6KQNBhiDIUSkjUaliUKljUKtiUKmiaG0toL7hBxobluH2HDFVNzauorS0Dy5XLxISErniiiuIiYnp9NirDhXxSaUOCRnDEzdxfc+P8XolCgofpfDgy6Qk30Jm5k3BuM6xPeM4Jy2Cfy7J58ud1Xy8tYKPt1aQGa3nyoHJXDkgmW/31PDE1/sAuG1kBg9f3KPd/SqKXszmjdTXf4vH04jJNJCIyGGEGfKOOVg/GkmS8HqbcbmqaGxaRWnp60iSB7lcT7esB0lKuraDNd7vd+FwluL3tQbcnP0O/D4HLnc1paVv0NC4jG3bp9K3z5toNIld/g5/S/zQaOGBgkpqPUfCMXRyGX0MWvoZdZxj1DM6MgzDMSzYp8oOq4NrdgXE/SCjnoV9M49pJRcEAY1cQHNUfoXHs5OIUyt5oqiaOZUNNHh9vJybgsXnZ+rOIvbZXUQo5HzUL4u+Ybrj9iVRo+KW5BhuSY7B4RfZa3Ow3epgR9vfCpeHZq+fZu/R7pqGtgUi5T5GREYxLCKMQUYdpU4PK5qtrGiyUevx8mNzYKIgXCHnn90SmRofGbzHtXIZ/8hK5JKYcO47UM4Bu4vnS2oJiOycwOwCgbCEJq+fV8rrea28nnHRRm5Kiua8iLDgxAaARh1PYuJVnZ+oHiIijiT/crvrsNr24rAfwm4vwu4oxuE4hM9nA2SYjH2JjBpFdNQowsLyTsptXaEwkNP9MbTaVA4efIry8rcQ/S66d3/0rHi9+P1unM4SRNGLIFOiVsWiVIaf8NiCIEOlikCpDMfns+Hx1OP3OxHFjmFK4MXpLEcm16BWxXYq9ANeAa7As8Pv4ODBVUhS4P5ZtGgpzzzzOlu3foUgyJDJNOj14Wi1AWuwVpOCXp8FwJw5c5g5cybTp1/J++/PIDU1kaqqBj788CtmzXqSZ575K4ejG9XqGPT6FEpKqhg3biq5ubl89tln6HQ6WlpaAFi+fDk9e/bE6/XidNoQhEaiosKQyZsAibCwMDZu/A6Fwk11dT2PPfYKU6bczb59+/D5fDgcDl566SXeeecz/vOf/zBixAi2bdvGjBkzMJlM3HPPPaf+5f1KxMcHPFFqa2tJSDji9ltfX9/BQv/z7X5urT/RNmq1GnUouXCIEL8vQhb80yIk8M8AycnJ3H777Xz//fds376dVatW0dTUxGWXXYZSeXquhlqVnLk3DWJbmRmFXEa8SUNsmBrlUYPuFoeHvVVWdle1sKfSQr0tgScHpXD1wOROJxmyYgzM+9P5fDo8m798vwfDof3kNZWQ11xCjrkcGhtp+fhjWj7/nPDJk4m6/fZfXOhLooht+XKa3n4H1+7dx2znt1gwL1yIeeFC5BERGC44n7ALL0RuNAUmAZzOwKSA3YEiOgrD6NGnNAngcJTS3LwWi3UHFstOnM7S0zi7AHK5AZVqADXVVYRHFJGRsZOMDC/Dh81Eq20v7kXRR0vLJpZsWcaTK/vjlxQMid/Kn4YUU1o8HZutgOSUfNTqZsorZlFS+jo63eX07XMHYWGJROhV/Oea/kwfksbHWyr4dk8NxY12Zn1fwL9+KAjG288cncVfL8pBEITgMevqv6Gh4Qe83iNxYI1NK6A4cA4REUMIDx+MXKbB57cfEeQ+Ox5vEy5XFU5nJaLYPvYwKmoUuTlPHVOcy+Uawgy5nX4WFTmCXbvvoLV1P1u2TqZP7/9iMvXvtO1vmQaPl38crOKL+hYA0rUBt/XdNid2v8hGi52NFjvQgFomMDIijAnRJsZFG4lRnd6zZLvVzjW7irD6RAab9Czsk3lKEwgzU2OJVSm490A5i+rMNHgCbv2HHG5iVQo+7ptFD0PXQpV0chmDww3tLP5NHh8NHjdF1Us4VPUFdkmOSzChUceS4lpBgq+KWOkiesQ+jVKpo1eYjktiw5Ekif12Fz82WXGLEjcmRqL3V1NbtwaLZQc22x683paAi7bfwcOih2+lCRSRTRy19DDFMSLjanLCIjDI5XzfZGFuZSNrW1qDHga5eg2ze6aR18XzBFCr44hRx0H0BcF1kiS1Wa7VKJWnHj+YmjIDuUzLgYJHqKx6H7/opEfuM79obLvf78LhKEGSfMhkKnS6jC7HiAuCgFJpRKEIQxTd/NyTQZLA57Pi9TYh+l0BoS9To1JFA1Lbd+lEFNvHvsfGRgACcrmWyMgEBEFGZubwgPv8z96Nh/9fWVnJ3Xffzd13381LL72E12vF7a4lLS2J4cP70WJpRakMR6MJiFK1Opb8/INcdNFFjB49mvnz53d470dGRqLVapEkibCwCATBiEJhRRD8aHU+ZDJITja2tU3l5pv/wE03zWDDhg306NEDgO3btzNx4kSuueYalEolGRkZfPjhh2zdurVL1/q3QkZGBvHx8SxbtiwYg+/xeFi1ahXPP//8MbcbNmwYy5YtaxeD/8MPPzB8+PBfvM8hQoQ4e4Qs+KdHSOCfIdRqNZdeeilJSUl888037N27F4vFwjXXXINef3ouxQq5jCGZUUDApdHpLKPZto/W1gPo9FnEx13GiOxoRmRHn/Q+ZTKBqYNSmXJOCvnVI/hmTw2v7amhut5CXlMJVx9cyYCGQlo+/ZSWxYs7CH1Jkli6t5Z31pbQJzmchy/O7XImdUmS8Le00LpiBU1vv4OnpAQAQa0m/Mor0Q4cgEynQ6bVIdPrkGm1eCorsf2wjNYff8RvNmP57HMsn31+zGMoExOJnDGD8CuvQKY7tkUxkNBqG42NK2hs+gmHo7hDG50uA6OxH1pNMhISjT4F213hbHNFUubVcqNuG3nswd3mZur1NqNURhITfSE6/Qg2bmhh//6DQCqZWZkkJ69GkvLZuu0y8nr+m/Dwc2huXk99w1IaGpazoyaB2btuwScpGJ5SzWvTLycyvC/DhoDFYiE/fxcVFR9hCFuLRmPH7V7Aps0LkaSeZGVOIy3tMgZnRDI4I5LHL8vj2z01fLa1ks2lzQDcfUE2916QhcWyjdq6JdTXf4vX23zk2ikjiY0dj06bQUvLZswtm/D5rDQ2/khj448n9R2rVXFotCkkJ00jLu7SU/ZqMZkGMOicxeze8wdaWw+wfcc0euQ+T3z8pae0v7OJ3++ntraWr812Xja7Mfv8yIA7U2P5S3o8WrkMvyRxyOFmh9XODquD1WYbJU4Py5usLG+yIhTAYJOeqQmRXBkXgbqLLrnfN1qYua8Mu19kiEnPglMU94e5Kj6SKKWCW/JLWWMOxIknqZV82q8bmbozYynTeEtpPfA3NNYd9AIiIobRI/dvaDRJlJcnUFT8Eg0N32O17qJnj1lERAzD423C6Sgl3FnKxb5SWlsL2F+5s919/XPkwCS+RKmMJKf7P4mLm9ju84kx4UyMCafQ7uK9qkY+qW3mgN3FxdsKebJbEtcnRp22t5YgCKjVnXvwdJWkpGuQyTXs3/8ANTWfIfpd9Oz5rzMe137YS8fhKEOS/MhkatTqeCTJh9/vO6PHEgRQKo3I5Tq83mZ8Pjui6O5Q1SDQVhHI3xFctAiCDKUynIDYP/79+emnn+LxeHjggQcA2iYeDPh8ViRJIiXMiCDIkcsDeVPWr1/P9OnTmTZtGq+++mqn7vIOhwOHI5B3RKvVotPpUCiiAhMjwZAGOXJ5HPX1ZhYv/qLt2EpUKhU6nY7zzz+fOXPmUFJSQvfu3dm1axdr167l5ZdfPrWLehZobW3l0KFDwf+XlJSwc+dOIiMjSU1N5d577+WZZ54hOzub7OxsnnnmGXQ6HdOmTQtuc8MNN5CUlMSzzz4LwD333MN5553H888/z2WXXcaXX37J8uXLWbt27Vk/vxAhQvyChCz4p0Uoi/4pIoo+IDCo+TnFxcV8/PHHuN1uIiIimDZtWtD9WhRFqqqqOHToEFVVVURHR5OVlUVaWhqqY2RC9XiaKC17A6tlJ632gmCCssMkJFxNbs6Tpz2AkySJ/Gorn26t4P2NZeQ2lnBD4XL61rXFiiqVJL7wPDsyB/LvHwrZU2UJbjs+L57/XNsP9TFEg7emhpZFi/CUlOKrrcVbX4+vrg7pqCyeMqORiOnTiLzuOhRRUcfvq8+HY8sWrD/8gH3depAkZFotMq0WQadFptHi3LULf3NgYC83mQiffi3yS3rg0bbi8TQGF7enAZttT5uLbABBUBBuOofw8MGYTP0wGvuiUJhYZbaxtNHKOrONg472GUjVMoF3emVwYVTgngyUSoKtW7exYsUKPB4PgiAwdOhQxowZg8dTyt78u7HbDxIYeOrx+1vxiXIWH5rI0tILARidrePNG0ehUnQu6swtjezZ/RZW2xK02iNhAJKkwmQaQ0L8cJSqSFTKSJTKSGpbddSYG0hQLqOubgkud3VwG6UyktiYi4iNvZjw8MHt3PElyY/Ntg+zeQMW6w5ACCTDU+hRyA3I5YaAZUubjFaThFqdeMLBdFfx+ezk77ufxsblAKSn30Vmxr2/qeR7ra2tVFRUUFlZyf6qGtb6BA7EJFFvDGSeT5dJvNY7i3Mij/3skiSJAoeLpQ0Wvm20sNt2xBsiRqVgRlI0NyZGE6U6UZk3idfK63mmuAaJQBz6e70z0J+CuPf73bhcleh06UGL8A6rg5v3lmBUyPmgTyYpmlPP3SBJEnZ7IY2NK2ho/BGrdScgIZcbyO72EImJU9sJaat1D/n77sPhKOHo309nCIIKY1geRlN/TMa+qNXxyOVa5HIdMrkWuUyLQmE4KUt3s9fHPfvLWdYUCAG4NDacf+ekHDPU4WSx+fwccriDZQUr2xarz88lseFMS4hC14VJ1Pr6pezNvxdJ8hIZcS45OU+i06WdUt86y7budjeydt2vU3d81Hk78fudeL0tyGRKZDJtUMwf6z04b9487r333qDb/NEcneF95syZLFiwAIvF0nEnR7Fy5UrGjBmDSqVi6tSpzJ8/v0Ob0tLS4DWTyWTt7l+LxYIkuXj77Ze5885H0Ov1gRC1tomAiy++mC+++CLoDSBJEg8//DDPP/88crkcv9/P008/zUMPPXSyl60Dv3QW/cPX6OfceOONzJs3D0mSePzxx5kzZw5ms5khQ4Ywe/ZsevU6km9i9OjRpKenM2/evOC6zz77jEceeSSYif/pp5/miiuuOOl+hcrkhbLoQyiL/m89i36PmV3Lor//9VAW/aMJCfwTIIo+nM5y7PaD2O2F2O2HAv92lAASERFDiY6+gJjoC9q5Hjc0NLBgwQJaWlrQaDSMGDGC6upqiouLcbk6ltCRy+WkpKSQmZlJdnZ2MNGaJPnZvuM6Wlo2B9vKZGoMhly0mhTq6r8FRKKiRtEr79UzloBsb5WFvy3azd4qKz2aSvlT6XIyKg7gk8n555AZbIvLRa+Sc2m/RD7fVoXHLzIyO5o51w9Ed5TocObn0zx3HtalS8HXuVVHmZRExPTphE+ZgryLD8LjIbpcWBYvpundd/G2vcwkhYTfCJISUEhIisC//RES3oF6jOeNJip5HFGRI9qVSNpqsfNUUXWb+3QAAeht0HJuhIGDDjfLm6woBYE5eWmM1quoqalh+fLl1NQEymwlJycz8LyxlNrl9E0OJzPGgN/vpPDgk1RXfwyA2ZvLm3tupLAxcB2mD0nl0Uk9jzlx0u58RZH9+1dSePB9lMrtaLWdi52fI5cbiI0ZR1zcpUREDDupGPtfE0nyc6DgOaqr3wUgNmYCPXvOCmY3PxkcfpHHCivx+31MjNDTT6tEIHAN5XI5JpMJmUyGJEkcsLtYY7aRq9dyXuSxy2ZJksTmzZv5ZtkyiiPiOBiXQkVELGKbRU8uigwoO0C/ioOEabUMHjyYQYMGnZSHT5XLw+I6M+9WNVLtDsQna2UCV8dHcnNyNDk6TQcrsssv8ueCCj6vCwwWbkyM4qnsZJQyAZerGrN5A2bzRmytB9Dp0jEZ+2Ey9ScsLC84cel0VtLUtIqm5lU0N69HFJ2oVNHExk4kPm4SRmM//BLIBNrFpHcFh6OEysoPaGj8EZerot1n0VHnk5Pz+DHDOgJx1s9QVX24/rWARpOITpuOVpeOTpeBydifsLAenU7GniqSJPHfigaeLq7GJwVCLebkpZ8w78DRNHi8bLbY2djSysYWO/mtTo43RI1SKrgtOZoZSdGYlCf3G21s/Ik9e+9CFN3IZCpSU28jPe3OLv1WoL0QVKvVbZb7UrZtn9Kl/ZwpRo/ag1x+8tcaTl7g33nnnXz44Yedtjuaw+L16quv5rvvvuPbb79l5Mj2JQoLCgrIzc1l7ty59O3bl7CwI8+Pbt26ATB37rvcc8+9bN++HZ/Px6pVq5g1axZr1qxpF5v+0Ucf8de//pVZs2aRl5fHzp07uffee3nxxRe58cYbu3QtDnM2y+T9ljh8bhfG/6FLAt/feGxPoGMhnEJolSysY3LS4+Grb+zyMX5eNeJkkBm61i/glMS65O26B5A8uWvCE0CyndwY6Wj2z0rv8jY97jnYpfZ+2/FLzHbGqXw3ot1x4kY/Q+jbeRjlsfD53fy067lTEvg9uyjw93VR4L/++uvMmjWLmpoa8vLyePnllzs8w49m1apV3H///eTn55OYmMgDDzzAHXfc0a7N559/zj/+8Q+KioqCk4+TJ08Ofr569WpmzZrFtm3bqKmpaVc69DCHJz7ffPPNdhOfeXl5J3Veh/ltj+R/A1RVL6Sw8NjlVZqb19DcvIbCwn8SFpZHdNT5KFWRSKKPiyfK2bWrDJuthZ07C2hsTCUwANWQlZVFSkoK9fX1FBUVYbFYKC0tpbS0lBUrVhAREdGWUX03LS2bkcv15HR/HKOxN1ptOjKZAr/fT1zcJPbm30NT0yq275hG377voFadvKv+seiVZOKLmecyb30p//5Bzh8jU3lAXMioqp38Y/N7bLzjMa6ecQlRBjUTeycGEwFe9/Ym3r3hHORbN9A8dx6OTZuC+yxJyaUmpz+ZPTPp3a8bxtRkFLGxyE5i9tni9PLwoj0UNbTy0tR+9Eg48Q9YUCtxj9HTkCYhrvdi+EGOqlyGIviO/pkg2eJCmLcS70gf9nE+DKNHUyRT8mxxDd81Bqw5GpnAlPhIxkSGMSzcQLhSQWtrKzt276HFK7JVqeeWPcWcv38b2Q2BmV6NRsOwUeezzmxg6vx9eNrKj+XGhzG+VzwTut1LD0sym1p0PFYch90rYtIqeeGqPlyUF3/iL6sNmUxGXt755OWdT01NDVu2fkRLy4+o1a3ExGjRan14PM34fC0Igoro6NHExV1KdNSYYIK+w3g8HoqKiigoKKChoQGfz4ff7w/+FUWR8PBw4uPjiYuLCy4nUyP7dGhsbGTTpk3s3AkRkcPpnr2R+obvcG6voE+fOcESYsfD6xeZtmE3G9vyeC1ssBLmtNOtvpLs+koiHDbMUXHUpmRSEBZF3VETHpfFhvNUdlKHeHiPx8Oir7/hQ7ODHYPH4VEeuad7apRckxTDxRF6KnRuNlrqsFgsrFy5krVr1zJmzBiGDx9+XDfvJI2KP6bFcXtKLEsaWvhveT27W53Mr25ifnUTSWoloyLDOC8ijJERYfgkiRl7S9hudSAX4KnsZCbrSzlU+F/M5g04ne3LULW27qO+/lsgYO0OC+uJ329v8y45giAo8Hgaqax8j8rK99BqUomLm0hCwpXodF2rHiKKPsor3qGk5OVg5nWZTEVExLlER59PdPT5J/w+5XIdublPkZp6C5LkR6tNOaNC/lgIgsCdqbEMNum5fV8ppU4Pk7YdZESEgVy9lh4GDbl6Dd10GuQClDg9FNpdFNhdFDpc7Gt1csjR0XoSq1KQqlEFSwsma1R4RIm3Khsod3l4rqSW18rruTEpmuHhBuo9XurcXmo9PurcXmQC3JcWR6+2iYbo6DEMHvQ1hQefoLl5DaWls6mtWUx29iPExIzrcmiB3+/B4ajG77cjCEoGD1qCVpty1uvXy2SnX472WHTv3h2LxUJNTU07gX0s5syZw4MPPsiECRP45ptvGDVqFABerzfoBZCRkUG/fv06vd6BhH+yoODPzc2ltraWqVOnsnr16mC7v/71r/ztb3/jmmuuAaB3796UlZXx7LPPnrLADxEiRIjfKoIYWE62bVf4+OOPuffee3n99dc599xzmTNnDhMmTGDfvn2kpqZ2aF9SUsLFF1/MbbfdxgcffMC6deuYOXMmMTExXHnllQBs2LCBqVOn8uSTTzJ58mQWL17MlClTWLt2LUOGBLzd7HY7ffv2ZcaMGcHtfs4LL7zAiy++yLx58+jevTtPPfUUY8eOpaCgoN0k8QmvSciCf3yazRvYtes29Ppu6PXdAvWL2xZR9NDYuJyGxh/byn+d6FJOonv2n0lKSmoXpydJEs3NzRQVFQUXn8+HTm+mf/9vkclEfN5p+HxDsVqtwcVut6PX6xk0KBpBNhufz4xGk0L/fnO7PNg+HhXNDv7x5V42F9bxyr4PSSrYgcxgIG3+e2h69gRge7mZGe9upnvpHv5w8AeSmwKWOFGQsTq5L59ljaIoPDm4T5VcxvBuUYzrGc/YnnHEhB17UF5YZ+MP87dS2hSYbTRqFLxz0yAGpUcec5uGhuUcKpqFwxGI/1MoTKSm3ALNQ4mRyZH5vIgeD5Lbg+Rx49y9B9sPP+CtPOK25lco+WzMRcy95Cq8KjXXJETyl/R4EtvckCVJYvfu3SxduhSnM2B9W5kzgML4VJAkJpTvZ5JJT1NELm+sKafZHhAxWTF6yhrtdGsqY1zZZkZV7UTnCwz2D0SksHPEpdz+8AwSI07fm2Hr1q18/fXXAEybNo3u3bu3hZeIHRJh2Ww2CgsLOXDgAMXFxfhPYeY9JSWFKVOmdOkhdCIkSaK4uJiNGzdy8OARwSmXy9Hrq+mZtwql0o1KGUvfvm9iNPYGwOWqwWLZRotlK253A8lJ01Cp+nLD6q2s14YjF/1kNNZQFhmP96hEjCqfF4/iiICXi35irWZqTZFIgoxwuYwnuydzVVwEgiDQ0NTEI0t/YnlkInZNQFglq5VcFR/JFXERdNe3n/Tw+/3s27eP9evXB707hg0bxrhxJy+4JEliQ4udOZX1/NRkw3PUY1wgkLTO7hcJV8h5Ky+dPGEvO3fehCQdtozIMBp7ExExDGNYbxyOEizWnVgs29vFqwuCHJNxAFFRo4iKGo1en0Vz8zrq6pbQ0LjsqHAhgdiY8aSl39FpObefY2s9wP79D2Kz7QUgMuJckpOvIzJyRJcts782LV4f9x2oCE4CHo2MgHeD7xivhh56DUPCDQw16RkabiBe3bm1zydKfFlv5tXyeg7YO3qAHY1RIeOD3u1LFEqSREPjDxwsfCoYkmMynYNel4lMrkEu0wZCFeQaNOpE9Ibu6LTpQXd3h8NGUdF+EhI1qJQCCDLU6jhUytPPP3C2OFkLfkVFBd26dWPmzJm89NJLHdq2tLQQHh4etOCbzWZMJhMzZ85k/vz5fPPNN4wcOZLGxkZKS0sZOnQo27ZtY8CAASfdr8Nl3ObNmxe0/kRFRfHUU09x5513Bts9++yzzJ07l8LCwlO6JiELfsiC3xVCFvyQBf9sWvDzbu+aBT9/zslb8IcMGcKAAQN44403gut69OjB5ZdfHsz3cTQPPvggX331Ffv37w+uu+OOO9i1axcbNmwAYOrUqVitVr777rtgm/HjxxMREcGHH37YYZ9Hv3cOI0kSiYmJ3HvvvTz44IMAuN1u4uLieP7557n99ttPfDHaCFnwT0BE+GBGj9p9zBhfvT6LtLTb8XgaaWxcSbN5HVJbqSCZoEAQFPhFJ3V1S4AlSPRFJpvRbh+CIBAVFUVUVBSDBw/G4/FQUJBPdc0fkclEmpqS2ZcvA7Z0OL7dbmflSjsGw/n07bcKl6uCLVuvIjJyOCplNAhG3G41ToeS8PA+ZGcP6nLN3JRIHfNmDMbnF5F5LqT8tttwbt1G+a23kfbBB6gzM8itL+Kj/LmwZxcADoWab9OH8mXmSBp14fROMvFo/yTqbW5+yK+luNHOyoIGVhY08I8v93Jp30RuH5VJbnz7H+bSvTX8+ZNd2D1+ksK1xBrV7Chv4bq3N/H69AFc0KN9aRy/38XBg08FXXYVCiOpKbcQETudx5aU8uXOapLCtdwwLI2pg1II1wVe7sbx44n9619w799P/ldfY/7+B5Jqqpi67GvG7d5K1D//SU5uv+BxWlpaWLJkCUVFgURLcXFx5ObmcmVUFHN8Kha1OPlek8GuAgfNLYFJhqwYPY+cn0bv7SswL1+Er+RIIr86bQThbhu55gpyl8zGmf8dLbfcgmnSJacUX3eYc845h9raWrZu3crnn3/Orbfe2qEcn9/vZ82aNaxevRpRFFF4veicTmJkMtKNRmLS0lAMH45CoWCfV+K7Vi/r7G5GKSUmtDbQWFdHbW0tNpuNiooKPvjgA2666Sa02tO3srlcLhYsWEBFxRHX7ZycHIYOHUp8fDzLly9n5w4dPfN+An09W7dOJSb2AqzW3bhc7WMMGxqWstBxB+v1Y0GSuFfh5v6rJuBG4IdGC4vqzKxotuJRKNHLBM6RS/RsbSamugxzTTXVah0rcwbQZDDxp/3lLCitYbxWxmsVDTQmBqxvcXKBv3dP4cq4iGPWtJfL5fTu3ZtevXqxceNGvv/+ezZs2IDT6WTSpEnITyLOUxAEhkcYGB5hwO73s6nFziqzjVXNNg7YXdj9Itk6Ne/1ziSearZsvQtJ8hEVNYrkpOsIDx/ULgTlMJIk4XJVYLHsbLOmD++Q1T06egzR0WPw+x00NP5Ibe0XNDWtpL7hO+obviMq8jzS0mcSET6ow/5F0UNp6RuUlr2OJPlQKIxkZ/+dhPgrfzdC8eeEKxW82yudHVYHe1qdHLC7OGB3cqDVhdnnR5TAIJfRXa+hu05Dd72GHL2GAUYdESfpaq+QCVwZH8nkuAiWN1l5q7KBJo+POLWSeLWSeJWSOLWSxXVmNlnsTN1VzLzeGYxqCykRBIHYmIuIijyP0rL/Ul7+JhbLViyWY2dgFwQlel0mekN37HYzKuX1IGlQKAxoNEldzpT/eyElJYWXXnqJP/7xj1itVm644QbS09OprKxk/vz5GAwG/v3vf7fbRhAEXn/9deRyORMnTuT9999n6NChwXet2WzuUNotPDz8mB5PRqORW2+9lccee4zLL78cQRCYNGkSTz/9NKmpqeTl5bFjxw5efPFFbr755l/mQoQIESLEr00XTdBWq7Xd/zsrkenxeNi2bRt/+9vf2q0fN24c69ev73S/GzZsYNy4ce3WXXTRRbzzzjt4vV6USiUbNmxoV93jcJuuJEItKSmhtra23bHUajWjRo1i/fr1IYF/JjlZ10OVKprExKuOWQtZr8uiuORlDh58CqXCRELCsRPCqFQqtNplKBS1KJWR5OY8jUFvRaPREBYWhtFoxGg0YjAYKC0tDVoCN28aTV7eT4QZm4LutkdjaxXIz88hMfFGBgy4/JhJ/Y6FQi4DrZaUN96g/MabcO3bR/ktt6DO7oZ99Zq2zqv5Pmck76SMRBURweX9k7j6nOR2wv1vE3I5VG/j+/w6fsivZVelhcU7qli8o4oxOTHcObob56RF8NLyQl5dERDHwzKjmD19AFqlnLsWbmfFgXr+8P42XriyD1cODHgGtNoPsnfv3djthYBAauqtZKTfxYE6kZvf2EFJYyB+vqrFybPfHeCl5YVM7p/MjHPT6R4Xhl+CV7QRvDRkHNKQcVxZsJuZC98loq4W8c47qL7iCmL++he2FxayfPlyvF4vcrmc0aNHM3z4cORyORaHl35by1m9oYJWm4dmQFDJOH9IMs8OSsB+x+007AvUnxc0GowXXYRq0mWUhqUSLfcQtfxLzAsW4ikupubvf6fhtddI+ve/0B3D+nMyjB8/nvr6esrLy/noo4+49dZbg+K7ubmZRYsW4du8hQv27MHY2orC27EG9Z7b7mTWuRdS4vQE133kg5roDP47ajQRSgUNDQ2899571NXVsXDhQq6//vou32NH4/f7+fTTT6moqECpVDJgwAAGDx5M1FEJGCdNmkTv3r35+ut44uK/IjKyOnjvS5KAIKSiUvXEYW9hrULDN/qxANxtrOIvAyciCAI64PK4CC6Pi6DZ66PE4aZXmLZdpnqv18vevXvptWUr38l1bEvPZaMTNjoBvRGN38cfU2K4q1sK2pNMhCYIAsOGDUOj0fDVV1+xc+dOXC4XV155ZbsyW263mwMHDgStdBqNJvjS0mg0xMfHc35aGue3JXesc3vZZXMwPNyAWrKxZeut+HwWjMZ+9O71eodwjJ/3SatNRavt6KL2c+RyHfFxk4iPm0RrawFlZXOorVtCU/NqmppXExbWC4XCiCi6EP1u/KILr9cc9BCIiR5LTs4TqNVnKXHTL4ggCAww6RlgOuJ1I0kSDR4fXkkiUa08IxMYMkFgXLSJcdGmTj+fEh/JzXtKWGm2cf3uYubkpTEhJjz4uVyuJSvzPhITrqKhcTl+vwPR78QvuoJlA53OCuz2Qvx+O632AlrtBchkiahMMlTqOLTa2N/tZMzJMnPmTLp3786//vUvJk+ejNPpJD09nUsuuYT777+/020EQeCVV17B4/Ewffp05s2bx8CBAwG48MILO7T/8MMPg+72nXHPPffwyiuv8OmnnzJlyhReffVV/vGPfzBz5kzq6+tJTEzk9ttv59FHHz0zJx0iRIgQvyFOpUxeSkr7xImPPfYY//znP9uta2xsbAtxbm8gjIuL6zARe5ja2tpO2/t8PhobG0lISDhmm2Pt81jHObzdz/dTVlbW2SbHJOSif5aQJImDh56momIugiCnd6/XiYnp+NIHaGnZyrbt1wASfXq/QUzMuE7bHb3v8vJyNmzYQEFBPpGRVajVdpQqFyqVE53Oh0bjRKWqD25jsSQSZriSgQNvQKPR4PP58Pl8eL1e/H4/0dHRxxVnvuZmyq67Hk9xmxVaLif8qquInnknjrBI9tVYGZgWcczM70ezu7KFOauK+XZvTbA+e5xRTZ014LZ+y4gMHpoQKMMnSSI+ER78fDeLtgdi3P9+cS4Xd9tKYeETiKILlSqanB7/xhg+jE83V/Dk1/vx+EUSTRr+NaUvlWYnc9eVsr/myEzfgPQIGqJVHDTKQCljWkIkT2YnoXE6aXjxJcwLFwLQqtHzXe5wqmPiUKWnMfa8oXRPicPrF1m4uZzF26twegMuaRq1HFINtKTo0PtcvPjKM3QvLUKIiCDuvnsxTpiAvBNXdrvFSvGChUgLPkDZ1ARqNckvvUjY+eef8Fq2+47MZqzffYciOhph8GDeevddrFYr3bp1Y9q0aezcuZMfFy+m1+YtpP/swSEzGPBEx1CjVJNy8AAAj912L1sHDePiaBO9DFqeL6nFKYqkalTM651BT4OW2tpa5s2bh8vlolu3blxzzTUoFF2fR5QkiSVLlrB9+3aUSiUzZswgMbHzRGsQEOCrV//EoUPzUarsWC0x2Gwx+P0BoVweGct3vYYiCTImSYu4hgVERo4kK/N+DIbcE1ojRdFDa+sBLNZd1NZuYH9LFXNlV3OQHC6QNvL3Hn3ITjjvlIXP/v37+eyzz/D7/WRkZHD11VdTUVHBnj17OHDgAL5jJKg8zPnnn8/IkSPbHV8UvezcNQOzeQNqdQKDzll8xkqxHQuHo4zy8reorvkcSfJ02uZwObrY2Iv/54Xir4FbFJm5r4xvGizIBXglN5Ur44+EM3m9XoqLi6mpqUGlUgUnjDQaDRqNhpiYGJRKJS5XNXZ7Ia32QnxeOR7PUDIzu/3ieTZ+r4iiiNlsxu12B73yTmeC82wQctEPueh3hZCLfshF/2y66Pe67RnkqpN00fe42PvWw1RUVLQ7TmcW/OrqapKSkli/fj3Dhg0Lrn/66ad5//33OXDgQIf9d+/enRkzZrSrWrJu3TpGjBhBTU0N8fHxqFQq3nvvPa699tpgmwULFnDLLbd0mly9Mxf99evXc+6551JdXd0uB8xtt91GRUUFS5cuPanrASEL/llDEASyuz2Mz2uhpnYRe/P/RL++c4mIGNqunc/XSv6+vwASCfFXnlDcH953WloaaWlpNDU1UVRURFhYGFFRUURERAStgU1NO9i790W8vg2YTNXAq6xZ+wH7952Hy9X+h6fX67n88svJzs7u9JiKyEhS332H6r89hDIuluiZM1GlBUowmYBhWccvc3c0fZLDmT19AKWNdt5cU8xn2yqps7pRK2Q8d2VvJvdPxuu1snPPPTQ1r0WpDOfqtFh89gv4qiCHp789wFy9jXj9NNKj1MSkjeP+jT4aDq6C2kCJmgt6xPLvq/sGXfKvHpjM5pJm3lhTzKoD9WwvNUMpaATolRHB6MhYfG6R1ZV2PkkeRd0oE7dv/5xUWz1X71wGgEuupOjzJBaFp1AQkcKGhDzcCjW58WHcODydy/slIVcIfFVShfbuP5JZWoRFb+C+u/5Gc0IGsfsqiVEpiVUpiFEpaPT42NvqpMjhRuwxFPWj/Xn07VcYvmc75Xf9iaL7/sKwm67rkODt54gOB83z36fp7bcRWwMvMHlMNJePu4gvXC4OHTrE7NdeQ799Bxfu2IHG7QaZjMgbbsAwZQo/CCpmN7ayt9UJksSfPnmPK1Z+z2PzXifhvIFE9gx8z6Miw7hpTwllLg8Ttx3k5R4pXBYfz7XXXssrn3/BV3YfHy7bgDs6hgnR4dyVGotGLsNut1NWVoZSqSQrK6vTkJG1a9eyfft2BEHgqquuOq64h0C96AsuGMfAgYPbwgVaKWttpcDhocgnscwQgyTIuDrOxH2aWErLVMEEmYKgRK/PJiysJ2GGnmg0SbhcVTicZTidpTgcpbhclUjSkYFKkgweYS8+lCgELxUHoKUqj7S0O4iNuajLScd69OjB9OnT+eijjygpKWHWrFkcPfcaGRlJr1690Ol0uFwu3G43brcTl2sPdfXFrFnzLXa7nYsuuiiY/b+g8J+YzRuQy/X07fv2Ly7uAXS6NHJznyIj4080N69DEBTI5GrkMg0ymQaZXINe1+2MVfsI0RG1TMacnuncV1DOp7Vm/ri/nG1mK8mtLUilxZgL9+PrxEvnMBqNhkGDBjF48OBgOMZhIRiicyRJaifuIyMjf/PiPkSIECF+y5yKBf+wh/PxiI6ORi6Xd7Cs19fXd7CcHyY+Pr7T9gqFIuhVeqw2x9rnsY4DAUv+0QK/q/uBkAX/rCOKPvbsvYvGxuXB8mQSIkgSEiJORxlW2240miSGDP6m0zjZ08XhqGD3npew2b5FJvNitUazZ/cEFAoVCoUCURSDs01Dhgxh7Nixp2SFPVXqbS6+3lXD8G5R5MYbqbLV8MHuV9nsjsODitGsoA87ECSJ70ovZNHBS5Do3FNAEsDX3YQhy8ik2AgmxJiocnnYZLGzydJKpcsLTh/yGif6ehceS+dWRwCt382d9evp31CCqbIYpaf9jJxTa0C4Ygq977oVRWQEAKLdTvltf8C5fTtimJHXH36Sz8NP7JIcqZTTU69FI0kMfO1Fxq9fCcC7l06hdvoN/DEtjiHh7WdsJZ+Pls8X0fjaa/gaGgBQZ3fDZ27B39jYdj0EauLjEZBIqAk8iBTZ2dge+jsbkjN4t7KBqmAZNhnXJUZya0Iksgf+SuuKFcjDw0n/6ENU6ekAmL0+7swvY6U5MOM8PNzAAbuTZm/HWfs40cfYykIMJUcSQsXGxjJmzBhyc3OD1ty9e/fy2WefATBhwoRg9tETUeZ0M7+6iS0WOwfsTqy+9haK0RFhvN8nE6VMwG4v5lDR87S0bMbnsx5jj+1RKMIxGftgNPbDaOqLydgXv99JecW7VFV9hCgGJpO02nSysv5CXOyEk9rv0VRVVfHBBx/gdDrR6/X06tWLPn36kJiY2FY2U8Jm20Nt3VfU1X2Nx9MQ3La1NQKlog+DBt2Iw1HAoaLnAYE+feYQE31Bl/sS4reL0+lELpcfV0SKksRDB8p5r7Z9TWWVz0usy04PBYxzmpE5HcFJo9bW1mAddrlcTp8+fRg2bBhGo/GYlt7fGl6vF1EUUalUZ8VD5LC4P/zOjIqK6mAx+q0SsuCHLPhdIWTBD1nwz6YFv/ctXbPg73mna0n2Bg4cyOuvvx5c17NnTy677LJjJtlbsmQJ+9pCbAHuvPNOdu7c2S7Jns1m49tvj4RIT5gwgfDw8C4n2bvvvvt44IEHgEDOgNjY2C4n2QsJ/F8Bv9/Nrl03Y27ZeIwWAgP6LyAi4uSEzaniclWzcdN4/H473bs/RkryDUBggLR8+XI2tZW4i4uL46qrruqQnO2XQpQktljsrGi28WNDI3sdHV8QmWo/0yOauFBdjNnmYI/rXOYUQ22zE8HhQ+8USTSq6TEkkbWimzpP5y8MGdArTMv4aBN3pcZS1mBnwZoCvtxZRYtPgRYPGSob43slcP34oUQYAxMukijiKSnBtXcvzr35tK5cibctEZyg1RIx5WrCp15D7aOP4ti6FVlYGKlz56LtlYfV56fW7aXe46WhrbxVvcdHuFJOT4OWPIOGeNWRmN1Gt5cdz71A8ocfALBo9DjeveI6ZkdrGOmy4amqwltZhe377/GUlgKgTEoi5t57ME6cCH4/th9X0PTxx7jaHkQAPoWCLyddzX/PvxjfURM40UoFtyZHc2NSdDAJmOhwUHbDjbj27kWZlkr6Rx+hiAhMYvgliWeKa5hdfiQERCsTyJWD/OA+tB4329JycKgDcf9Z9ZVMstQiNTXgcrsx68Kwp2XRmpZFuQ/05UXkVJdwSa8eTBg//rj3yuFs8m9VNvB9o6VdHXGFAN10gXJl/cJ0XJ8Uhf5nCewCSeWqsLXm02rbj611H25XLRpNYqCOujYdnS5QU12tijumYPB4mqmsfJ+Kyvfw+QLZ1BPir6B798dQKLr24rVarZjNZpKTk5HJZLhcVbS2HsBq3UVd/TftStwpFOFo1HG02gs63Ve3bg+Rlnprl44f4rdLTU0NGzZsYO/evYSFhXHrrbces2KFJEksWryYRbXNVIXHYAmPokGjx3fUPZyr1/Bh30wS1AGRI4oiBQUFrF+/vl1iy27dupGTk0NiYiIKhQJJkpAkCblcjlKpRKVSoVQqUSrPTK6BU8Hv92O1WnE6AxNtcrkcnU6HTqc7qcSVp4IkSbS0tASPGRkZedoTIJIk4auvR7TaUCYlIdP9ciUBQwI/JPC7QkjghwT+2RT4fW7umsDf/e7JC/yPP/6Y66+/nv/+978MGzaMN998k7feeov8/HzS0tJ46KGHqKqqYv78+UAg+V2vXr24/fbbue2229iwYQN33HEHH374YbDc3fr16znvvPN4+umnueyyy/jyyy955JFH2pXJa21t5dChQG6x/v378+KLLzJmzBgiIyOD5fmef/75YIWU7OxsnnnmGVauXBkqk/d7we93UFv7VUAMCHIEZCAICMgwGHI6uO7/UlRWLqCg8FHkcj1DhyxFozniCl1YWMgXX3yBw+FAoVAwduxY0tPTMRgMaLXaLmfjPxFVLg+f1DbzUU0zZa72lvQMoZLxCd0Q5WEsqG6i1R94OUUpFYyNMrKozoxHkohUynmhewqXxIYHt/VLEhtaWllUZ2a12UaaRs2QcD1DTAYGGnUYFIHBn9Pp5Mcff2Tr1q1IEvhVei44dxBDhww5YUZ4ye/H9sMPNL71Fu59+9t9JjMYSH33HbR9+pzW9Wme/z51zz4Lx/nJyiMiiL7zTsKvmYpFkPF2ZQO7bE4OOVyUOz3E19dyyboVxDU18t7EKylPSAIgXqWkh0HDhGgTV8dHdpooztfYSOnUa/BWVaHt14/UeXORHTUoXGu2kd/qZIBRT98wLSqZjO3bt/P111+jjYxiV3YfVqjCEAG9XMaQMC2bzTZaj1Ghoqdew7TEKK6MiwhONPgliSaPjwavj102B+9WNgZCCdoYExnGlXER5Bm0ZOnUqM7wPXoifD47ZWX/pbTsv4CIVpNKXt6LmEz9T3ofTc1raWj4gdbWA7S2FuD3tx+EyGQaYqIvJC7+UqIiRyKTqXB7Gtm373MOHFiEyVSNWu0gLvZq8vKeDcW5n2F8og+/5EctPztWWlEUOXToEBs2bOjgJp+UlMRNN93ULinjYbZt28aSJUsQBIHrr7+ezMxMvKLEIYeL3TYnzxbXUOvxkqxR8knfbmTq2p/P4bwu+/fvx2AwcO6555KUlHRCby6FQoEgCMH77vBfuVze6XK696ckSTgcDqxWazCs5bC3y2E0Gg16vf6EVn2/34/dbsfj8aBWq485ORCYGHTR2tqKty3c4WTEvSRJJzxfX1MT3rbymYJCgSozE9kv5O4fEvghgd8VQgI/JPDPqsCf0UWBP/fkBT7A66+/zgsvvEBNTQ29evXipZde4rzzzgPgpptuorS0lJUrVwbbr1q1ivvuu4/8/HwSExN58MEHueOOO9rt87PPPuORRx6huLiYrKwsnn76aa644khS9cPlVX/OjTfeyLx584DAe+Lxxx9nzpw5mM1mhgwZwuzZs+nV68QliI8mJPD/nyNJItu2X4PFso2oqNH07fN2uwGIzWbjiy++CJaDO4wgCOj1evR6PVlZWYwYMQKdTocoSWyzOmj2+hgTGXZCgeURRb5vtLKwpomVzbZgRQyDTKKvuIHe0laG6hyM6f8qMlk4VqsVlyDj82Y779W1UHWUZX5clJF/5aQQe4xa0sdCFEV27drFsmXLgu6pffr0YezYsV2u5y5JEva162h66y0cmzcj0+lIeedtdP1PXuAdD+u331L90MNIbjdOlZq6qGhMqSlkZmWgyszCdPlloNezsKaJZ4trOrjKGxUysttKdfXUa+lh0NBDryVKdXIhGO6iIkqvnYZotaIfMYLk/7yMTH/8eGq/3x8cJO+1OfhbYSVbrUdeLFqZQKbPRVhFCWGtVmpTsyg0RuNuezSpZQIZWjWNHh/NXh8/H5ZoZQJXx0dya3JMh5rzvxbmli3sy78fl7saQZCTkf4n0tNnHjc23+EoofDg0zQ1/dRufSBHQDcM+hyios4jOvrCY8awl5eXs3DhAvz+FtTqaC65ZBK5uV17IUMg/ksul581r53fC+XWcu5ecTdltjIGxA5gZNJIRiSNICs8q0tC1el0olarjztJ2tjYyP79+9m1axeNbSE2giCQl5dHXl4eX375JS6Xi969e3PFFVe0O35NTQ1vv/02fr+fCy+8kBEjRnQ8F6eba3YVU+x0E6VU8FHfTHqH6Tq0a2pqoqKiAplMRlpaGhqNJthvv9+Px+PB6/Xi8Xg4leGESqVCrVYHvQAO55A4nPTV4/Hg8XgCJTwVinYLBMYDh5NQKhQKwsPDUSgUuFwu7HZ7UIADyGSyYELBw9dfkiQ8Hg92u73TREhHTw5IkoTT6aS1tRX/UcIlIiLiuJPAkijira1FtFhQxMcHvZ9+jt9mw9OW8FSQK5D8PgSVGnVmBsIvECYXEvghgd8VQgI/JPDPqsC/qYsCf17XBP7/OiGBHwK7/RCbNk9Ckjzk5b1MfNykdp+LosjmzZvZvn07Npst6I54GJ8goz42EUePvuxSaGloezh306l5NjuZkZFhOBwlVFd/gkIZTkz0WHS6DL6sb+Hp4hoqjrLWD9L7uUC+gRzrW6ikVkymQei0f2X//lIOHDjQbrAmIlAck0hRXAojdQr+OXo4Ol3HAerxqKqqYunSpUF31JiYGC6++GIyMjK6tJ/OcBUWIjcYUJ4gQVxXEe12fC4XTzY5eKuqCYBHMhP4Y1oc2yx2HjpYyW5b4DvK1Wu4ITEqWIM7RqU4bYuZY8sWyv9wO5LTiaZnT1Lm/BdFF4SgKEksaWihyuVlsElP3zAdSpmA1Wrl0KFD9OjRA5dCyaI6MwtrmshvbT/oFgh4biSolVwaG851iVEnXU/8bOL1WikofJS6uiUAGMP6EBd/KRERwzDouyO0eS74fK2Ulr5OecW7SJIXQVCSmHg14aZBGAw56HSZyGQnP0isq6vjk08+oakpcG/k5eUxYcIEDCcxAKitrWXFihUUFhYik8mYNGkS/c/Q5NTvnS21W7hv5X1Y3JYOnyXoExiZNJLb+txGvD7+mPuoqalh2bJlFBcXo1arSUxMJCkpKbjY7Xb279/P/v37aWg4kl9BrVYzYMAAhgwZQnh4OADFxcV88MEHiKLIBRdcwMiRI4GAaHvzzTdpbm4mOzuba6+99pgTCQ0eL9N2FbOn1YlBLuO93hmcG9FxUvN4QvAwkiTh9/uDYvuwG//Rn/186QylUonP5+vSZIEgCBiNRnQ6XYfnm9frxW6343Q6O+xTrVa36zMQrCzgdDrbvW8O56cRRTF4zMOT3McLAZD8fjyVlYhHDdoV0dEo4tqH/IguF57iYiRRRB4RgSI2NvB/rxeZTocqPR3hDHskhQR+SOB3hZDADwn8synw+97YNYG/672QwD+akMA/RVo3VOOpsKEfFI8q3fi7d4MtLnmVkpKXUSojGTb0B5TKzi0McMSNsc5q44nyRlY6fXhlRwY4OiTUCgVmX+DBPkZdyhWuZ4kk8BI6QA8+kv2Bg1Ig3iRaKXCxrozBzvlEuHcE9+P19mLnjnNwuY68IA7Hf3Y2ODQYDFx88cX07NnzhOdrtVr58ccf2bVrFxAYVI4ePZqhQ4f+YvGaZxpJknihpJaXyuoAGGLSs8liByBMLuOBjARuSopGKTvz96Zz924q7rgTf3MzyqQkUt56C3Xm6U+K/BxJkthvd9Hg8RHTVm0gUqlA/jv6vdXUfkFBwWPtXO2VykgiIoZi0HensmohHk8gf0FU5HlkZ/8DvT7ztI7p9XpZtWoV69atQ5IktFot48ePp0+fPp0+qxobG/npp5/Iz8/v8NmoUaMYPXr07/4ZdzosPriYJzY+gU/00SuqFw8NeYg9jXtYU7WGLTVb8IiBScp0YzoLJy4kTNVeJJvNZlasWMGePXtO+pgymYzMzEx69OhBXl5ep8J6y5YtfPPNN0AgwU9ubi6ffvop+/btw2Qycfvtt59w0tPm83PDnmI2tNhRywTm9ExnfIypXZuTEfhd5bCV3uPx4Ha7g1b6o1GpVEHLvlwuD5ZzPbz4/X40Gg1Go/GEz+3DlnqXy4XL5Wr3DhEEAa1Wi16vbxfu4PF4cDgcQc8uCHwvBoMBnU53wjA1yefDU1aG6HSCIENuMuJvaQFAHhaGMjkZQS5H8vlwFxW1iXk9qvQ0BJmsTfSXIIl+5EYTypTkM/o7DAn8kMDvCiGBHxL4Z1Xg39BFgT8/JPCPJiTwT4HWDdW0fHnEZV2VEobhvGS0eVEIv4CYOhuIoofNWy7Fbj9IQvwV9Ow566jP3NhaD+BxNxARMQSFIgyHX2TariI2tgnKaAFS6itJrCkjsaWRyAQt27NiWC70RRJkaCQn1+h2UuiLYb23GwBqyckkvmACS9AQqHkvlxtwOPLYvy8Cmy0aEAgLCwu6pSYnBwY4oigGB3l1dXV88803QTfWHj16cPHFF3fqXu/1etmwYQNr1qwJWmf69OnDBRdcgMlk6tD+98CrZXU8XVwT/P/U+EgeyUo4YTm908VTXk75bbfhLStHbjKR/Mbr6AYM+EWPeZia1hpWVKxgXNo4YnRdcyOXJAm7147VYyVKG3VWYqldrmrq6r7GbN6AuWVLMOP+YbTaVLpn/4OoqDFndABfXV3NV199FSzdEhsbS1hYWLA2rFqtxm63s3fv3qB1s1evXowePZpdu3axZs0aIPAbufTSS9vFX3u9Xvbs2cO2bduw2WwolUoUCkW7v1qttsOSmZl5Ut4EvwX8op+Xt7/MvPx5AFyUfhFPnfsUGsWRQYfT52RL7Rae3PgktfZaRieP5j/n/weZECgJuXr1arZs2RIUr71792b06NF4vV6qqqqCS319PXK5nG7dutGzZ0+ys7NPmPsD4Ntvv2Xz5s0olUoGDBjApk2bkMlk3HzzzSQnJ5/Uebr8InfuK+O7RgsqQeDjflkMO6pKx5kQ+H5JwitKeCUJX9u/FTKBCIU8GDPv9/vxer3B5H2/5KSS1+sNlrU7UU4ZURRxOp3IZDI0Gk2wX5IkBQRMJ7kERI8HT2kpkseDIJejTEtDrtPht1jwVFaCJCFTq1GmpOCtqkZ0OhBUKtSZme3c8f2trQG3fUlCERWFMqHrQuZYhAR+1wS+JHZdFCOewhDb1zWBK2i6/g47lckKmaHr5U1PpW/HyzN0RjmFvknNLV3exnZhjy61D1tT3OVjIJ7CRIrL3eVtZNGRXWrvE90sL3/9lAR+v+uf7pLA3/n+3/8nn1enyi8u8J999lkefvhh7rnnHl5++WXgSAKBN998s10Cgby8vJPa56/54nHsaaB54QGQQJ1pwl1uBV/gEiqiNBhGJqHrG4tM+9tzGT4RFst2tm6bAkhkZtyL29OIzbobW+t+JCkghmUyFWGR5/O063o22DUYFTLe7ZXBcJMOi3U/u3d9QkPDWkzhFchkIqVk8JbvLkqVR6y7MmByeCtT5EuQzEvx+1uJiBhGmOEili9vpq7OjCAIDBgwgN69e5OamnpCS4nX62X16tWsW7cOURTRaDQMHjw4ODBzuVw4nU4aGhqwtc2OJicnM378+JMeBP+W+aimiWVNVu5MieUc09mrMe5rbqbizjtx7dqNoFIR949H0A0YgDI+/oSx+aeCJEl8Xfw1z2x6hlZvK0aVkQcHP8ikzEkIgoB94yZkej3a3oFkJF6/l0UHF7G0dCnNrmYsbgsWjwWf2BZGEt6NDy7+AL3y7F0zUfRgte6m2bwBm20v4aYBpKTchEz2y0w0+P1+1q1bx6pVq47pFg2Qk5PDmDFjgnVYIZCo7euvv0aSJNLT05k6dSpOp5OtW7eyY8eODuE6J4NWq+WWW24hOjr6lM7nbGF2mXl0/aOsrFgJwB197+DOvnciO0ZSyPzGfG747gY8ooc7+97JtWnX8u677wafN5mZmYwdO7Zdbduj8Xg8CILQacK84+H3+1mwYAHFxUcGhePHj2fo0K4lavWJErfvK+WbBgsmhZyvBmST05bT4nQEvs3np8LlwXsMoROhlJOiOTsl7c4kkiThrarC39KCIJMhaDTINFoErQZBLsdbXY3k8yEolajS05EdVTpPdDjwlJcjHSXkBLk8kFCvkxJ7vpYWvJWVACjjE1BER52RcwgJ/JDA7wohgR8S+GdV4F/XRYH/QUjgH80vKvC3bNnClClTMBqNjBkzJijwn3/+eZ5++mnmzZtH9+7deeqpp1i9evVJlwD4tV48rqIWGt/dC34J/ZB4wi/vhtjqpXVDNfaNNYiOtoeyAMrkMDTdwlF3C0edZkRQnN1s3qdKQeHjVFbO77BeqYxEoTBgc1bxH/7CdmEwalzMilhBD3k15pZNeL3tXxiivzs1NYMoKVWwLzaFbWk5RNmtXFBfxqT+fRgwYABKJfj9Lg4erOKLL77A4/FgMBi46qqrSG+rtd4Vampq+Oqrr6ipqTlmG6PRyNixY+nVq9fvblD5W0R0Oqn6819oXbGi3XqZ0YgiPg5/XBTRl19BxISJpxVD2uJq4cmNT/JD2Q8AGJQGWr0BF7sx0cO5Z5UOz1dLQRCIuGUGmy7J4o38N6lqrTrufsenj+eF8144Y/dCiaUESZJICUtBKf9lvSi6QktLCzU1Nbjd7naLKIpB75jOOHToEJ988gkejwedTtfOXTk8PJxBgwaRnp4eTIp2+K/X68XpdLZbampqMJvNhIeHc8stt3Q5ieXZwOP3sHD/Qt7c/SY2rw2VTMWT5z7JxZkXn3DbLw99ySPrHgFgrH0sxnojUVFRXHzxxWRlZf1ifXY6nbz99ts0NTXRo0cPpkyZckr3s9MvMmVnEVusdpLUSr4Z2J14tfKUBb7Z66PC5QmO12UCKAUBhUxAIQhYfH6QwKSUk6pRIfudPI8lScJbU4O/+fgiSabWoExPQ9bJpI3o9eItK0d0OUEQUKWlIT+OZ4u3oQFfXR2CQoE6OxvhDISShQR+SOB3hZDADwn8synw+0/vmsDfsSAk8I/mFxP4ra2tDBgwgNdff52nnnqKfv368fLLLyNJEomJidx77708+OCDALjdbuLi4nj++ee5/fbbT7jvs/3iCbzM7TTM2Y3k9qPNiyJyeo927viix49jax2tG2vw1bePaxGUMlQZJrQ5EWhyI1FEnZm6ti6/iASdljQ7VXy+Vvbs+RNerw2TsS+miP6YjH3RaJLxiSK3bNvOD3YlSsnDX3maPPYGt5XJtISHn0NExDAiI8/FGNZmRfV6qampobi4mC1btmC3B9z6D1vZPR4PGzduBCAtLY2rrrrqtAb+fr+frVu3Ul1djUajQaPRBN2DdTodaWlpqH6hskP/X5H8fhpeew3bsuV4aqqhk9guS2oExrtuJ3fS9V0usbi+aj2PrHuEBmcDCkHBHX3v4KZeN/H+vvf5+vvX+OMiN0nNIAkCQtsj7VAC/OcyOf7EGGbkzSAnModwdTgmtQmT2sSB5gPcvPRmfJKPvw3+G9N7TD+ta2B2mXlu83N8W/ItAHJBTkpYCummdDJMGfSO7s0FqRcc0wL8W6a2tpYFCxYErdFZWVkMHjyY7OzsLn2Xra2tvPPOO5jNZhISErjppptQd2Kx/DWQJInvy77n5W0vByeFciNzeXToo/SO6X3S+3lq/VN8fPBjFKKCy2yXcf9N95+V91RraysHDx4kLy/vtJ5vzV4fk7YdpMjpJs+g4Yv+2Sh93i4L/Hq3lxp3wPPL1Gal/3nuDIvXR1nbBIBRISdN21HkS5KEzefHJ0GYQoayC/fbiSY5DpcmEgSBxYsXc/nllwc/++mnn5g1axabNm3C6XSSnp7OhAkTuO+++4hTKFjx3XeMv/lmGkpLiYyLQ3S5qCop5eJrpmIyGPhi3jzsOh2Z3bp1euwNGzYwZPBg3p09m1vvvju4PjY2lsGDB/Pcc8+182q0Wq088pe/8OXSpdQ3NNC/f3/+85//MGjQoJO+Hj8nJPBDAr8rhAR+SOCfVYE/rYsCf2FI4B/NL+ZHftdddzFx4kQuvPBCnnrqqeD6kpISamtrGTduXHCdWq1m1KhRrF+/vlOBf9jSdBir1fpLdbsD5Q3FfPDGM1zjm47Ko0CVYSTymtwOsfYylRzD8EQMwxPxW9y4DrXgPtSC65AZ0ebFXWjGXWiGJcUoYrVociIhOQxDTgQKTde/hk0trczYW4JSEPi0X7czVh7M1mhl/atOXHYXsAlB2IJSo0Gh1fLlwAvYmdUHmd/Hpd9/iNJtoy49CtEjo7Vah+SJp9/Yi4gbNxFt2JEfmFKpJDU1ldTUVM4991x2797NunXraG5uZvXq1cF2w4cP54ILLjjtJHdyuZwhQ4ac1j5CdA2n6OajkQLfJnupavWgdcuJskKUVSKnCi7eKmIqN8ODz7Fs9stYb7qUgRNvJMXQuZVblERKraXsqt/FxpqNQdGcbkznuZHPkRedhyRJXLFLy7nzRfBAswFeuVTA4BK441uRbjXw8jwZcY/OJCbv6g7H6B/bn/sG3sesrbP419Z/0Su6F31j+p7S+X9f+j3PbHqGZlczMkGGRq7B4XNQai2l1FoadPMenTKap0c8jVH1+3oBxcfH84c//IH8/Hy6det20u71kiRRYilhc+1mttRuYXv9dvxxfhQ6BVqPlu0fb2f80PH0jO5JTmTOL3wWx2Zf0z6e2fQMuxoCSTdjtbH8acCfmJQ5Cbns5J9HXq+XhMIEol3RNGob2Zy4GUFzdqzSBoPhjFQ8iFQqWNg3k4nbDpLf6uLWvaW83f3kK4FIkkSN20tDWwnTaJWCRHXn8fQmpYJ0QaDU6cbq81PqdJOuVSMTBLyiSJPXT7PX1869XyuXYVLIMSrkaGTCcUX80Z5cH3/8MY8++igFBQVH9nWMHAdz5sxh5syZ3HjjjXz++eekp6dTXl7O/Pnz+ddTT/HsH/8YbKswmZBpNJRUVTH2yivIzc3ls88+Q6fTUVpaCsDy5cs7hCBGRUUhyGTIw8IwGo0UFBQgSRJVVVU88MADTJw4kcLCwuBkzW233cbevXt5/4MPSExM5IMPPuDCCy9k3759JCUlHfMahAgRIsTvEUEKLCfbNkR7fhGB/9FHH7F9+3a2bNnS4bPDyZ7i4uLarY+Li6Osrf7rz3n22Wd5/PHHz3xHT4Jvvn6fC7wTUHkVFKsreVj1KqYlESQYEugf258/9P5DB4EiN6nRD4xDPzAukCm4zoGr0IxzfzOeMgu+eiet9QELkUWSsKvkEKtDnxNJ7KA4tBHHF+tf1bfwp/1luNsGPVfvPMTi/tlk6k7PEiaKfpa+/jIu+5HMopIk0iRT8OM54ziYmYcgilyfv5bxeT1I6D6Z2PQsSnduZWvFF9jMDaz/ZAGbv/yMniPGEN+tO5FJKUQmJaM1BCzySqWSgQMH0r9/fw4cOMC6deswm81MmjSJHj26NssZ4tdHkiSWlS3jhS0vUOcIZPNXyBTkpfZjaMJQhiUOIycyh80FKzg4Zza5PxaRWu6CJz5h57uf8J++ckr6xxMdk0qyIZlITSQF5gJ2N+zGb7Ew7IDEiHyRsXZQR8eSmpaGavdnNEStxJWfT+tPgZrx+tGj2H5jX4qK3kEhU7D7/MmMnrsLz7YdND78KO6f1qBIiMff2ISvuRl/UxM+s5mRSUl4c7KZG1fIX1b9hU8u+YQIzbErSPycRmcjz2x6hmVly4BATP+T5z5JXlQe9Y56SqwllFhKOGQ+xBeHvmBlxUqu/fpaXhrzEt0jup/pr+MXJSws7KTiuiVJYkPNBr44+AVb6rbQ6Owkw7MqsJRL5azfsB6Avw/5O9fkXnOGe31i1lev554V9+Dyu9AqtMzoNYMbe96ITtm1kpt+v5/PP/+citIKRmpGsiZ8DRX2CmYun8n4jPH0jOpJTkROl/f7a5CmVfNBn0wm7zjEKrON50uqmX4ShnNRkqhweWjxBqxJCWrlCUtzGhVyMrRqSpxubD6RYqe7nfs+gFwAlUyG0y8Gl1q3F5VMwKSQE66Uo5XJOhzn6HwSJpMJQRDareuMivJy7r77bv5011289J//BPeZnp7O8Lw8GtomCBSRRyxZu3fv5qKLLmL06NHMnz+/Qx6FqKio4x736H4lJCRw3333cemll1JQUEDv3r1xOp18/vnnfPnll5x33nkA/POf/+SLL77gjTfeaGdECREiRIj/CSSC74CTahuiHWdc4FdUVHDPPffwww8/HNeV7+cvYkmSjjkIeOihh7j//vuD/7daraSkpJyZDp+A3q4hJHn11MmbeDR5NhaZDYvNRrmtnE01m2hwNPDYsMeO2XdBEFDG62nSyfnO42abz4HJJ9LdAwOsfiK8AkavCFWtUNVKw49lONQKEi5MxdAvFrnxiPuYJEm8UdHAE0XVAIyLMlLh8rDf7uKqnYdY3L8badpTF/nbvvmS6oJ9qLRabnjhVeT6MN6saOC92hacEsiBF3OSmXrBve22i0xMou+4iRRuXMuWJYtoKC1m949L2f3j0mAbnSmcyMRkeo0ZS96oC5DJZPTs2ZOePXse97sP8dul1FLKs5ufZX11QKAlGZK4d+C9nJd0XgcRM7LnBPjPBMxVxex78UlMSzfRo1KiR6Ufz/dVbM2uZk2ewNfpAr1LJW7ZKzHwoITqaK+z5nochT9ytPO/oFQS+9e/EnH9dUwXBCb2vxalXIleqUca46fpzTdpeG02tmXLOj0Hf2Mjw3fBUAH2pFUxf/9N3Hn3e6hM4R3aOrwOqlqrqLBVUGmrpMJWwXel32FxW1AICm7tcyu39b4NlTzwm43TxxGnj2NoQkAUX5F9BfetvI9yWznXfXsd/xz2z5OK6z4TVNoqWV+9HqvHSrw+ngR9Agn6BGJ1sShkx38N+EQftfZaKlsrMbvM9IrqRYqx4/NXkiQ2VG/g9V2vBy3hAGq5mn4x/Tgn/hwGxQ9Co9BQaatkR/EO1u9bj1VppUnTxAtbXqBvTF96RHU+0ed2+qguNFNfbsNh9eCweHBY3DisHlytXuKzTAy5LJP4jJOvhvFT+U/8edWf8Ypezk08lyfOfYJYXWyHdqIoYjabqa+vp76+HqfTiVarbRf+k5+fz4EDB5DL5dw49UamhE3hxu9uZGfDTnY27ARAQCDNmEbPqJ5cm3st/WL7Hbd/5k8/peGVV5A8XgSFIrhIcgXqblmEX3YZhjGjkf0CIUf9jDre6pXOjXuKWdpoZXy4gtSjXGclScJxlMuyT5Qod3lw+EQQIEmjQq+QtWtzLGQCxKuUlDrduNxH2mvlMqJUCkyKgHj3iRJWn4hHFLGLIh5RosHjo8HjQy0TCFfKCVco0JwgbE2SAtn8vaLULmxA9Hr5aM4cPB4Pd0+ejHv/fgS1GkGjQZDJ8DU1EW40ooiJRd5WtWX9+vVMnz6dadOm8eqrr3Y5/OjnUZItLS0sXLgQIDhRcLgkYKtMToPHG6yQotVqWbt2bZeOFyJEiBC/B0IW/NPjjAv8bdu2UV9fz8CBA4Pr/H4/q1ev5rXXXgu6x9XW1rbLJlxfX9/Bqn+Yw+Wcfg26TxhO3eeFFFTpuHTtKGxsp1XrpSncw5ZcM58f/BxVucCNA24hPisRuVwWGPhYPFRWWvm8xswXfgflagIKuedRkx6SRLpdpL/Zz6BmP+c0+Yn0gsHjx/ZtCbbvSlBnmPAmwfb93/P9yHF86gjcxbckRfNEdhLNXh9X7DjEQYebq3cWsbh/N5I0XR/sNVaUse6jQHK90Tfcxm6Fnof3lnPQEQiNGGzS82z3ZPIMnbs0yhUKeowYTe65oyjfs4ui7ZtorqqkuaoSW1MDDksLDksLlfv3UnPwAGNu+gNyRWCQEhL3vy+aXc18sO8D5uXPwyt6UclU3Nz7Zm7pdUu78mGdEZGUybn/nov3r7W0fPEF5i+/QFVSxvD9EsP3S+1i6AHU2dmYLr8cTV5P/GYzvqZm/M1N+Jqakfw+Iq69Fu1Rrq/hmvDgvwW5nOg770Q/fDiWr5Yg0+mQR0WiiIpCERWFzGTCuX0H1q+/xrlrF31LJSgtpPDTkYi3TqFgbHeKbCUUtRRR3FJMvbO+03PqEdmDJ859gtzI49eHzYvO4+NLPubB1Q+yoWYDD655kN2Nu/nzOX9GKeti5nTRz6aaTXxZ9CW19lpSjamkG9MD8f7GDGJ0Mexq2MW6qnWsrVpLqbW00/3IBBnR2mgMSgNahRaNQoNGoUEr19LqbaXSVkmNvQa/1D6+L9mQzLlJ5zI8cTiD4wezq2EXr+96nd0Nu4GAqL8y+0ouTLuQPjF9OpQizIvK46L0i9hq3MqSr5ewIXYDNfoabvniFqZ6phIVFkVYmJFIXRxKZxRVB1qoK7UhHSeetfKAmcoD28jsF8OQyzKJTDh+vOjSkqU8tOYhfJKPsWljeX7k8wiSQH19PY2NjTQ1NdHY2Eh9fT0NDQ34TiIuVhAErrzySjIyAlVDFk5cyLKyZRxoPsD+pv3UO+uDYRvflnzLpVmXct/A+4jWdgx5aPn8c2r/8egxj+UrL8O+YgUykwnTJZdgmjwZTV7Pds9TSZICZdpUp5al/sIoIy/npvLvwnIcoki5002mWo1aFhDuWav3dHmfZ4Ki83qjkcmw+fy0+PxYfX7cokSd20ed24dCJiAHZIKAjMAEQoPbiwjsa3V2mtG/0WbHdegQB4uKMBoMJMTGIokiktMJR1WLUERFoYiNgf2B/0+ePJmpU6cye/bsY/Z3+PDh7YS/BOytrccjyKh0e7BYLOgNBpCkYBLLSy+9lNzcXFx+EbNCRZ/BQ5j1zDPEdstmREYaH3/0EZs2bSI7O/sMXNEQIUKE+I0RsuCfFmdc4F9wwQXs2dP+pT9jxgxyc3N58MEHyczMJD4+nmXLlgXjBT0eD6tWreL5558/0905bWLTjcT++RzyRInaokHkr97HgXWLiS85gChIbMtt4SPnZzS/vJqE5nBU2lgs4b3Zmt2HnZk6XGpZ8CpHOSV66DQMTjHR26gjXq3i+0YLn9Q2s7gtGVGCU+SiSi8X1nnJtUu4iy1QDL0Zgnu1HSlWwTlDkrkxOwFBEIhRKfm0Xzcm7zhIidMTFPlx6iOCweP0sfv7MtQGJZmjEqny+Khyeah0e6hz+7D7fOxavx7riEmoY+JYF5HB+l1FAEQrFTzaLZGr4yJOaoAoCAJpffqR1qffkeO7nJirqzi0dSMbF33MrmXf0VBexqX3P4Q+vKM7dH1pMYUb19HtnCHEd/t9uTH/r+IX/Wyo2cCig4v4qeKnYJm5c5PO5eHBD5NqTO3S/pTx8cTccQfRt9+Oa98+rF8twfLNN/gbG5FHRmKadAmmyy5D3aPHaU8Aafv2Rdu389h6bV4ekddfh6e8nE3v/xvXtz+Q3ORD/vpCFF/B8oly6iKPHN+oMpIclkxKWArJhmSyI7IZlz7upAV6hCaCNy58g9k7Z/PWnrdYsH8B+Y35zBo1i3j98V2HAcqt5Xxx6Au+KvoqGBIBsL1++3G3kwty+sb0JTksmVp7LdWt1dQ6avGJPuod9dTT+eTFYVQyFUlhSRiUBvY37aeytZKPCz7m44KPERCQ2t6uGrmGq3OuZkbeDGJ0MSc8n3POOQeXy4W0RmKpeik2hY0fnD8w6NCRxGFynxZdaypqMZbwWB2J3cIxRGrQm1TojCp0JjVyhYxdKyoo2FBD8c4GSnY1kDssgUGXZBAW2X7SSZIkPtr7Ec9tfw4RkQHqAfSr6MfsV2djsVg6WFQPo1AoiImJITY2Fr1eHyy9efivKIqMGDGCnj17BrfJicxpl1ug0dnIgeYDLC1ZypdFX/JV0VesKF8RKKvX49rgfWRZ8jU1j/wDgIqkMVQljkCQ/MgkP4LoRyZ6iWreR3zdZtQWC+YFCzAvWIAyJQVBoUB0OIILfj+CVocyMwttbnc0Od1RZ2ej7t4dRdSJy61dHR9JmkzCVl2JW5Q4aHeRplXj9nW9ROKZRC4IhCsVhCsV+CUJi89Pi9ePze/HJ0oEnlBHvkunGEhKGxT3bRn9fW3fd1hzE4Lfj08QkGQyilLSUfl8qL0e1F4PSo8Xv1qFMzwShduLuS3HwMRLL2Xx4sWsWbOGkSNHdtrXDz78kMisbGzeIxNlVhFARJJAHxbGh6vW4ff72LthHe/+52VefG02pQ53IFQBeHrO2zzxpzs5v3s35HI5AwYMYNq0aWzffvzffogQIUL8XglZ5k+dX7RM3mFGjx4dzKIPgTJ5zz77LHPnziU7O5tnnnmGlStX/ubL5EEgxrDG5WHV5nx2Fx5kk/QpjeoCZKKaaMdU7IY0SlO6QVum7GiPyKWCjmkp0eTlRnUqVvySxBqzjY9qmvmu0RKMrU9wioyt9TK21kcPa3s3R1W6EW1eNLo+0chNaqpcHi7fcYgKl4duOjUjI8KweH1UNzpIPmjjnmIPPgH+m63msxQlftnxRZMMmJEUzQMZ8ZiUZ24eqHjHFr595V+4HXYMkVEMnDQTrzuKmFQ9LtsB9qz4juqCfQBoDGHcMOtVwiJ/2/Wy/1dweB1YPVacPicunwuX34XT52Rn/U4WH1pMrb022LZXVC9u7X0r56eef8Y8MCSfD095BaqUZIQu1gI/Uzy36VlqP/qAG3+U0HgkfCoFjTMmEDVtGmnhGZjUJ+/+fSJWVqzk4TUPY/PaCFeH8+zIZxmRNKJDO0mSWFO1hnf3vsu2um3B9UaVkYmZE+kT04cKWwWlloBluNRSisPnIF4fz7mJ5zIiaQRDEoYQpmr/bBUlkUZnI3X2usB33vZ9u/1unF4nGoUmMJERlky0NjqY/d/utbOldgvrqtaxoWYDZdYyNHINU3KmMKPXjE6t0SdCkiTWl69n5sqZiIiMrJxIWks33LpaRCEgpEzGcPqd2xdXtAubz4bFbQksnsBfn+jD4/LRUu/AYfUAIEdObFgM6UnJpCUmYK5sZmvxVnaG7QQgw5pB/6b+CBy5h9VqNVFRUURHRxMVFRUU9ZGRkV12vz4euxt288ymZ8hvygcgy5TFjF4zSNlaieaJ1xFEkcrEEZT1vY7M/rGEx+kwxWoJj9URFqlh7+oqtnxTjLE2n4TajcQ27Ubwe7vUB3lSCoahg9ANPAfdOQMDEwSd/J5dLheHiouRxyfhUSiQ+ZsRfBZcyPDLIkFmIEKlIFGtQAAkMbCIkoQkBhalWo4gP86zQpTwVlfjt1qQqTQo01IRjvHu0XUSb38YnyjhkURECUQCfRCBhe+9x9//8mdqmpoCpfoEgf9j77zDo6j2P/zObN9NspveGySE3rtIl6oIooJdrFev13ptV1HsvfefV0UsiIpYKAqo9N57IEB6T3az2d7m98dAICSBJCCid9/nmWeT2XPmnJ2dnTmfc74FScJbXIImOYmvXn+dURdP5PnZX/Hifx5iSXYO0XHxjbYBsHHlCm6+cCwrcgt5c8Z0Fn7zNT/Nn8/woUPryhw8fJiMNm2Ys2oNWV3kSUaVKKATRXQK+fXrz2bx73vvZXNxKXaf/Jx///ln2bB8GR8vklOCGpUKojVKDAoFdrsdq9VKfHw8U6ZMwWazsWDBgqbP60n4o6Por1ixgpdeeonNmzdTUlJSL1OB1+vl0UcfZeHChRw6dEiOaj9yJM8//zwJCU0HdZw5cybTpk1rsN/pdDY7w0Mwin4wij4QjKJ/jkfR73XZ0yhVzftN+7wuNn/zaDCK/nH8YVH0T8YDDzyA0+nk9ttvx2w2069fPxYvXnxO5kTeanXwXVk1uU4PuU43BS4ProAEiJCRBYEHMJU/g8pziOLw37DEPgaCSGpBDj13raVtYQ4d+g8ipt1kBKHxga9CEBgaEcbQiDCsPj/ZNifzvzvA4dJdHFBXsT3SRNd+PThv+TbSrToitQl4cq14cq1YF+cSNjqNhIEJfNu9LZO25pDjcJPjcIMkcU2ul3/leDg6LL1/n5uJhV6+6BaCKzUUk9tJ/uplKLweOvftT7gxkeqcGtrYoaPVTXFlBfYYHcZoHfqw1pl5Hk+bHn246tlXmffCU5hLCln+6bMo1B3xew+BJKfPEwQRjSEUl62Guc8+R+fh/6S2yo21yoUkQUrHCNK6RBEerw+a958BSu2lfLDjA74/8D0+qemBRag6lIvaXMQlmZf8IRHPBaUSTZv0M37clvBQv4fx9vk3UnE5JY88gmP9euI++An9tnL0zz4DiWdO4A9NHsqci+Zw37L72Fu9l9uW3sbNXW7m9u63oxSVdcL+vW3vsatKTkcpCiIDEgYwMWMiw5KHofKB5PWhaHNs4CVJElaPlTB12El/H6IgEqOPadTn/GQYVAaGJg9laPJQQL5+DCpDgwmEliAIAuelnseU6GuZXTGTtfFL6GUazJRrrmTr9s38vOFnflP/ysw9nxAQTzHIVgDHGQblAhvKgKMGD0e62dndmQsjLiQqI4JotxuTIYTofn0JCQ39Q+4rkiRRkmNh86I8CvaZSW4fzusT3me151fe2PIGB2sOMvfT/3D/3ABCAJZ1Efi/sRuJCy3i3/3uo2fKiHrH6zk6lXZ9Y1k9N5rdmzqS7XUQZssjICjxKTT4j2yCTodBsqEsz8NgK8ZgLybEXoLOWYG/qICauQXUzP0OAGVMDKr4eFApEZSqYz7/bdsijh1DslZFkacCn98GgoAOCaQqdKKHFG0CDrMXl73xSQafIKA3qtGHqhtkoQl4vXjz8xGdck54vG6EvFzUqamIzRRtR1GKAkoaZj4IUSoQAP2RLC1+mw1faSkBl0uuZzJhSk3hn1ddweszHuOHd97ixVdfqTdR4Aeqqs0YjEZClfJTVSEKPPL6WwiigvHjxzNr3vdMGDkCuy/AwSMubpIEIUqRBI26QVpblSgiABl6Le5AALPXzw13/IvP33mL9Qvnc+1ll9aLKWAwGDAYDJjNZn755RdefPHFFp2fs4ndbqdbt25MmzaNyZMn13vP4XCwZcsWpk+fTrdu3TCbzdx9991MmDCBTZs2nfS4R7MOHE9zxX2QIEH+GgR98E+PsyLwly1bVu9/QRCYMWMGM2bMOBvNnxaHnW4+LKwfBVopQJJWTaJGjVGpQB31OJt334PLW0hf16e8MPhl1EYvm3K3UOD3s2/1crLXrOSCW+6gy/BRTbQkE6ZU0McUgiHTwaJfvgYgrddVTB7RHVvPFGZPvx9vvoP2KQPomHgeviIHNfMPYd9egW5wEm/rIvm8soLqvFqmVAXo45Kveku3SLx6Jca1ZWTaAsxYbcVXGGDtwc9IL9hPfLteqNcpKTucQzzgBDaf0DeNXklKxwjSu0WT0jkSja51l091qQpJcSmi6icC3oP4PUdcOgQDCk0XlJquBCQv8DlVBdmsnvMVSt2x6N1F2WbWzjtIWJSWtK5RpHWJQh+mPjLpK39eSZLHiYIgIIgCoii/KpQiBtPpT1T8VThZAMMKRwUf7vyQb/d/izcgD8rVohqNUoNOIftja5QaYvWxXNjmQkakjDilj/3fAZWogqREUj75GPPs2ZS//AqO9es5PHUqaV9+ifoMBvhMDk3ms3Gf8dLGl5iTPYcPd37I1vKtTG0/lVm7Z7GjUvZp1yq0TG0/lSszp2I8VI5j0TqKV3+Ja9s2JL8fbfceGEeNJHTEcNQpKc22NPB5/HhcfnShjacxaw7NcS1oDjt+LyD0x24kdsykyHiAhUkf0ckewdeer1kWtayunNFtxOAzoA6oUflVaAIaVAEVoiSLIFEQiY6OJj4+HpvdyZ78XdgFG27Riej1oHP6GVKSyQWKZHQVP+PaswfJ4cANlMbFETZ6NGHjxqLt2rXunARcLhwbN2JbuRL7ylX4LRbZzL19Ftqs9miystBkZiA2EitGkiTydlax+ec8Sg/V1O3P31NN/p5q2nRvx6wxX7F8+Sv0nLcIZQDWtlfy3jgJSfRT6Cjgnt/v4ZF+jzCl/ZR6xw4J1zL6ps50Ot/Miq/2U12iR6lRkNDWSEI7E4lZ4USnhKJQiAQCEi6bF4fVjb3Gw475e7Fv2oLJkkO8VIC6NAdfeTm+8obuGoHsbPy9e1EZocan9gICAWUUSnwEfGac3lpyzDmEuCJQc+QeIQiIIrKYl8DvC2C3uHHWegkxadAY5Oj6AacTT14+ks+LoFCgjI/HV16B5HHjOXwYVUoKCkPDlcOA202gthZEEUGlOradIs1qwOHAW1ZGwH5kQvlIecWRKPspKSm89tpr3HHHHThstVx77bWkpaVRWFjIrFmzCAkJ4ZVXXiFWI6/8tg/RIek0PPH6G4gKBddOmsibX31D3yFD8R1ZvdXZa9HXmKkRBI5eASaTqYEo1YgicRqR2PgYbr7xRt5+9mluniKn+Pzll1+QJImsrCxycnK4//77ycrKanQ1+1xh7NixjB07ttH3jEYjS04IfvrWW2/Rt29f8vPzSUlp2u2rOdkQggQJ8hcn6IN/WpwVE/0zzdk00T/ocPF5cRVpOs2RTRb2yhNWIHZU7GDaz9PwBDx0je7KsORhnJ94PkaLgvXffUXOxnUADJp6LX0nXnbSwbSlrJTPH74Lt92OQtMdlX44o27sRGafWMpy8/jmiYdwO2rRmzJoFzmZtn4J5RFfwr3OAIXeAH0MCqKUIghgurANIefJeXJtpXb2v7+DaKcXQRDwBNxsqFxKpXIQgqhHVAq06xtHRJyBmkonNeUOasqd1Jpd9X5AokIgsZ2JtK7RJLYzYYrRo1Cd3HzVZfey4qv9HNgoL6VFJOiJSz2IpTSHDucPIzqtO8X7reTvrqL4gIWAdw+2ygUgiHQddRcpHTvicfnJ3VlJYbaZgK91l67BqCa5UyQpHSNI7hCB1vDnmIP/0Wwu28xdv99FQArU+Ywn6BNx7VORU32Ibabl+ARZ2PeI6MWdff5F77hepzjq/x6evDwK7/gX7gMHUCUlkfrFF6hiW7bq3RwWHV7EjDUz8DrtpJWByS4R7VQxUNORropkFOVmnFu21AmTplBnZBA6cgQRV1+NMioKu8VNeZ6V8vxaasqdOKxuHDUe7DUePM4jucqTQ+gyJInMvrGo1M3P+34mkCSJDfMPs2lBLgApQw28xP2Y3ea6MgICQ5OHck37a0gkkUAggCRJBAIBAoEA3l27qNixg8qDh/BXV6N1udC6XWhcbtQeDxqvF6XXWy+A4/EIOh2CKNY7t6rEREKGDcOTl4djwwYk9ynMGZVKwi+/nJj77sUdUFFdbKeyyMbe1SVUFcmpR0WlQIcB8bTrG8ueVSVkbyhF7aohPXcBCaVrECSJisiuFI+6k1H/6oJbbef/dv4f3+7/FoBbut7CHd3vaPT5EfAHsFa5CI3UojhFFHmAQEBi44LDbFqYCxLEJmoYMhC0khPJ50Py+o68eij98Ue806aRHBONNUJJZHQKOpUBEXB6nRTUFNbdS8KURozaUDQoUQYE8MnH8frA6ZTwSwokQUSpVmBQeQiUlYAUQNBoUKekIGo0srtOXh6BIyv66uRkFGFhSH4//poa/BaLHF+gse9SFBFUagSNWo6Ar9EgqjXM/Pwz7r3/fkpWrz5SUEAZEYEyKgpRra5nPg5y7vqXX36ZDRs24HQ6SUtL48ILL+Tee+8lPj6eZcuWMWzYMMxmMyaTCUmSqPUHuPPOO5kz8xPe/OpremRl0ad943FkZs+ezdSpU5k5cyZ33303Foul3vv5+fm0bduWL774gssvv5yvv/6ahx9+mMLCQiIiIpg8eTLPPPMMRmPrrYr+aBP94xEEocE5PpGlS5cyatQoLBZLk23OnDmTm266icTERPx+P927d+epp56qi+nUGG63G/dxv9+jmZhGRE5rkYm+oGz5oobkbZnbDIDkdLWovBjR/NSudShbfp+XLDWnLnQCgrHl147kaNnnB8DraXk7/pa7XARstlMXOgFFVMvc1mzntdySMWRlTovrSJ6WX5tCCy1lfAEPv1Z+1CoT/T6TWmaiv3Fe0ET/eIIC/wzy08GfmL56er2I0zH6GAYlDCL8sIeaJVsxuBT0HDOBYdfdjNCIP6fP42H2Y/dTfvgg8ZlZpPW8ha2Li1BpFBhjdFQV2vB7S/HUfg34EMRI9Mpw+kQOIFYr+635JR8KQYmkhMgrO6DveOzm4qixsPrrLyhcuZ1ekSOJ0MQjSRL7AgJhgxPpMiQJfVjDB57fG6A8v5bcHRUc3l6JubT+4EoQBYzROiLiDUQkGDAY1Tissoiw17ixW9zUVDjxuvwIokDP0Sn0GZd+0kkBSZJY9PYr7F21jNCoaK598S20hhAAPC4fhXvNHN5ZSdE+Mz6vH4QjnrRHx74SR0SAhOSXCEjy5zg+ErcgHAmkmBKKQiWiUIp1rxq9ksw+sai1f4ony2mxvWI7tyy+BYev8UHwUeKs6fQpGE+iNROlWkQbokKlVqBQiXWvphg9fS9KRxd65lNx/VXwlpeTd9XVeAsK0GRmkvrZLBQm0xlvJ+eXuVQ+NgNjTdOuEl6lAbMpE3N4Fr7M7qgNaqSta4mu3IHRkoOIPGjxhkSyp8+dVEnNH1xo9EraD4in85BETDF/XL52n8dPSU4NBfuqKdhbTWWBPGjqe1E6vcelsaZ4Df/89Z8oBAUTMiZwbcdrSTc2HPQ4Nm+m/NXXcG4+0d6oaQSdDl9kIhXKJMyaJKxhqbiNCbTpGk5k9V60e9cgbF8DrvpB5NzacCrDO1Id0RGXJvyIqXsRofZiQh1FKN3yZ3Dpo9jd7hpqTBl1dVUaBZ0HJ9JtZDIGo7zK77fZKXrjfWpnf4bok8VHaUxvzGP/ybg7e9VNPEqSxPvb3+fd7e8CMCljEo8NeOyU6Q2bS97uKpZ8vBu33YdGr2TwFe3I7BVbZ0Z/yHKIp395hNtjbyIjIhqNKKKKjUMRFYkUkLCUO/G5PfipQu11ofWAeIpRhYSAJCoRj1gOoTOgSU1BPE50SIEA3oIC/LW1ALi1CjTuQD3/XDEkRL6Je7xIPi+Sv3l+qApTOMqY6D8kvSCAOxBAgdBgIeBc41wS+C6Xi0GDBtG+fXs+//zzJo+zbt06cnJy6NKlC1arlTfeeIOFCxeyffv2JjMKzJgxgyeeeKLB/qDAbxlBgR8U+GdT4Pe9uGUCf8MPQYF/PEGBf4YpthWzonAFK4tWsqFkAy5//RuV1i0SVaMhKzSTSWNvZmDyeahEVV0KuV3LlnJ46yZ0oWFc/fwbhIRH8v1rWynJOXZjDQnXYDCWkr/903pBX9qGdqdbxDBUohqb18Kqsrl49T6yBpxP1sDBFO3bzfp5X+NxyqIvrm1P2iuHE+uRb/QhgxIxjktv4B/ZGJYyB4e3V5K7s5LKQlvdSuCpCI/TM+L6jsSmNe97czscfP7QXVjKSmjXfxAX3v3gaZnX+7yysMjfXUX+nmqqi0++GhqbHsbF9/Q466uap8Puqt3c/MvN1Hpr6RfXj/v73M/GLbtZvW4bZlUljpBqwuMMjDJMIKGyHVVFdqoKbfi8TT/sDEY1F9zQicSslg0krJVOqkvsxLc1otH/tS0lXHn55F15FYGqSnwp7Skc/zAOt0hIuJawKC2hkTrCIrWERekICdegPO6ace7ciXv/fgyDBqFqJB1owOGg/OWXMX85GwDBZEKKTMAhhFDj0eIUQ/Cow7CGpuKNSSOjTzzt+8cRmy772VvKHGSvL+XA8gNoD24lLW8RBmc5XqWOnV1uRezQnZjUUMLjDRiMGjkC/ZFXKQB715Swa0Uh1spj96s23aMZfEW7OkF62ufP7mXf2hLydlVRklOD33fsehNFgfOnZNJ5SFLdvoLaAkJUIYRrG15zrn37KH/tNezLV8jnS6NB17MHysgolJERKCKjUEZGoogIR2E0oTCGoTAaUYSFIRwRdX5vgAObytj2awFVhfUHbaLfQ2T1bsLN+3DqoqmO6IhdH48uTE1alyhCI7WU59VSnmfFUeMBSSLCvI/22V+gdZuRECjPGIlj1LXEZUXTcVACWoMKSZLwlZZS+9tvVL77Hv6qKgCUHbtQ2OVyAm07MXhKO1Sahvebb/Z/w9PrniYgBRiSNITp/adTbC/mkOUQB2sOcqjmEBaXhcFJg5mYMZGEkKYDlZ1IbbWLn/9vF+W5VkC+T/cck8ru8DW8sOkFTKKJR9o9QvfIFNQ2+Z6pMJlwepWILhtKv5sTbSQlwK8AvyhvigAo/fLr8XhUobi14SiUIrowNVqDCvHIM8jldWErPIzBfky4+5QCGEPRR8ahOEGgS36/bHXg8SC53QTc8qvkcSP5fCjCwlDGxLTYr/9MI0kSfsmPL+DDL/nx+r14Ap66V4/fg4SEUW0kXBv+h7lGnSsC3+v1ctlll5Gfn8+yZcta1F4gEKBnz54MHjyYN998s9EywRX8RggK/KDAP9cF/oSnWibwf5x+TurCP4ugwP8DcfvdbCrdxKqiVWwu28wB84EGQczSpFjG7E3DlXssQjmCwOT/PElaV9nkzGnzsGdVMcZoPXFtwggJly/46uJCyg7loNJoUWo0qNQalB4lngNWciq3sHfjMpy11gb9iklvy9BrbyK5YxfZrHB5IdafcwHQdYki4vIshFOY2x+PJEk4ajxUF9upLpE3h9WDPkyNwSSLCINJg8GkITLBgNgM89HjKc3Zz+zH7ifg9zPypn/SdeSYM+ZDbzO7yN9TjbXSid8n4fcFCPgC+H0BDm+vxO3wkd4tijG3dqkbdJ7LZFdnc8MvN2D1WOkZ05O3h77Dpu8K2bOyGIDkDuFccEOnBqvxgYCEtcKJ2+nD5/Hj8wZk/2ynn62L82SLDQF6j0ujz/j0Js+F3eKmMNtMUbaZwmwztVXyg9pgVDP82g6kdDp1Wq7W4nZ42fDTYXShanqNTT1j10hVkY3ls7MpO2xFZy2i59bXUfnsVIe3Z3uXfyA1kSJPY1Bi1PlI3jMX457f5J2iiOG8gZgmTSJkxAhEjQbHlq0UP/wQ3rx8AKo7XsCOyLEEjssdr9YpSe4QQUavGNK6RqJUNT44kwISRfvNFGzKJezLZxAP7QGVisQXXyCsCV/Y4+vm7a5i1/Ii8nZXgSR/hqFXtiejV+tdEizlDnb8VsjeNcX4PMcGVAaThuQO4SS1l11lGrMcOhFvURHlr76G9WjUcIUC0+TJRP3z9kYnTpqDJEkU77dQdMCC3ezCZnFjM8ubx+kjPE5PWtco0rtFE5se1uDat5llF4jqEjsGlRfNTx/i/uUnANRpaYRfdRWe3Fzc2dm49u8nYD12T1anphJ9372EXnBBs67X3/J/44EVD+D2n9xdQECgf3x/Lsm8hOEpw1Er1JTaS9lWsY3t5dvZUbGDKlcVY9PHcmX7K4nWR+P3Bdj8cx7bfy2g1mNlRZuvORi1FYALEi5gWvwNpCalobLbwVzRoE1Rq0UMC0MRGoqgUiEpRLx+Ly6/C5fPhc1rw+VzIUiy0Ff6JQSFErXaiNKhQ/DLzwVBFAgxafConRTbiglIAcKdIgZJRbXai0MpX0NKUUmkLpJwTTgK8dRi5WTxSP5IJEnC7rVj9VhxeB34JB/+Fka81qv0RGgjCFWH1mWzOBOcCwLf6/Vy+eWXc+jQIX777Tcim5G68URuvvlmCgsLWbRoUbPKH/1sQYHfMoICPyjwz6bA73dRywT++p+CAv94ggL/LOL2u8muzmb5jkX8tvFH8qJq8aok9E4Fw7dE096YRXLHLmQNOJ/E9h1PfcBT4Pf5yNuxlb2rlpGzaR260DAGTbmGDoOGNnAPcGwrp/qb/eCXUKeGEXltRxTnkG/6xh/nsuKLTwAQFUp0YWHoQ8PQhRnRG01k9htIZp8Bjbo9tJbiAxZ+fGMbfl+ALsOSOP/yzHM6ON9By0Gm/TwNs9tM1+iuPJXxMhu/KZDNnwXoMy6N3icR503hdftZMWc/+9aUAJCQaeKCGzpiMGmoqXBSkmOhJKeG4hwLNeX1zZpFUUBjUOKslR8knYckMvCSjEZXKE+H0sM1LP7v7roJhZ6jUxgwKeMUtU6OJEnsXV3Cijn78R+xblBpFCSqSkj75QVErwuh9yDco66hRhVDbbWc6cFa5cLn8hFbvpHMnLmovfKAwGZIIMRefKwBQyiGPr2wr1gBgQBubTh72l2NOaI9IPvFp3aKJKVzJHHpYS2eGAu4XBTffz+1S5YCEPPQg0Ref32z6lYV2fj1071U5Mvm0e36xTJ4SrtmW2G4CwspWbyWvfZ0Du2x1i3uRiaG0HFQPMkdIjDFtiwLhvWXxZQ88kjdACts3Dii7/wX6rS0Zh+jpfi9gVPGFmkM2/LllEx/rNGAdSiVaNq0wXT55YRPubzFKSG3lm/lnt/vocpVRZwhjrbGtqQb02ljaoNKVDH/4HzWl66vK2/UGNEoNJQ7GukLslC+sM2FXNvxWjLDM9lQsIkHlj1IVaAcMSDSp2AcA1yj6DLORGJ8MiqlGqXPidZVhSQqUIWbUIabGg0weCJevxeb1yZvHhsBSf5dCYKAQQhB4zIgeJXY1RacKvl7NqgMJIUmoRSV+AN+LG4Llc5KfAF5slyr1JISmoJKcfaeV5Ik4fa7qfXU4vK7UIpK1KIatUKNSlShElW4/C5q3DVYPdYmBb1CVKAQFKhEVV3do69+yY/ZZabWU1uvfLgmnGh99BkR+n+2wD8q7g8cOMDvv/9OdHR0i48rSRJ9+/alS5cufPzxx82qExT4BAU+QYF/zgv8C1so8OcHBf7xBAX+n0TZoRx++u59voraQJlgRiOqefK8pxjXZlyz6nsDXl7e+DJuv5ubu95MYkjiSctLgcApxa/7kIXKWXuRXD6UMXpibuuG2MpI+WcaKRDg5/deZ8+K35osE52azoDLriSjd/8zJsQPbCpj8X/lPNXnXZpB95FNR/ZtDi6fi3JHOUmhSaccoHn9XqpcVcTqY0/6eSRJYlflLu78/U4qnZVkhbXnqvL7KN4qu2JoQ1RccENHUjqe3up59vpSln+ZjdftR6NXolCKdfnGjyIIEJ0SSmJWOElZ4cRnmBAEWDvvIDt+LwTAGKNj5LSOxKWffso5KSCxbWkB674/SCAgoTeqZZNpYOAlGfQY1brvy+PyseyL7LqAkCmdIjh/SjuM0ToEQcC+di0Ft9xaN3hThIej790bfd++qDMzqHjvA1zr5cCaUkIqzkl3UCImU7klm5jCtcSXrkd7XBC5kth+HMi4FENiJB0GxpPVL67OUud0kPx+yp57HvMRn9bwq68m9oH768zUG8NbVkbpjCfw19qoTuzJlopU3GojIeEaRlzXgaT2jefBlSQJ+/oNFL79EYHNqxAkidqQJHZ2upnYPll0G5lMUlZ4i3+bAY+H8hdexPzFFwDounUj7vHH0HY8/UnQPxJ/TQ0Vb72NJy8PTWYm2qx2aLKyULdpc9q+3/6AH7ffjV7VeJyEgtoCvs/5nu9zvq8T9gpBQbvwdnSL7ka3mG4oRSVf7v2SreVb6+p1j+7Ozsqd+CU/iYYkbtLdi3W5Dknw0eUiI8nJKeh1OhQqEaVKgVqnaPHE01ECUoBaTy1Vriqc3mMTg6KgIHAkjk1IwEhieHwDi5WAFMDqtlLqKMUf8KMUlaSGpbbYlN3r9yIhoVac+vsISAEcXge13lpqPbV4/c0fHCtEBWHqMELVoahEVZ2wb45I9/q9mN1mzC4zvoAPrVJLG2ObM/KM+6MFvs1mIydHFh49evTg1VdfZdiwYURERJCQkMDkyZPZsmUL8+fPJ/Y4C5yIiAjUR34j1157LYmJiTz33HMAPPHEE/Tv35/MzEysVitvvvkmn332GatXr6Zv377N6ldQ4BMU+AQF/rku8PuPb5nAX7cgKPCPJyjw/2RqPbU8tPIhVhTKvqQ3dbmJf/X410kf/AEpwEMrH2LRYdkcTS2quarjVdzc5ebTykUN4C13UPHfnQSsHjRtjURN64ygPHOr4qeL1+PGabXitNbgtNbgqLVSWZDH9sUL8DjlQWJMelsGXnYVbXr2wedxU1tVibWyAmtFOc5aKx0GDSUsqvkrBVsX57PmO/nmOfrmzi0yV/YGvOyu3M36kvVsKN3AtvJteAIeEgwJjGszjvHp48kIP7bSHJACbCnbwsLDC1mct5gadw3xhniGJA1hWPIwesf1rhuMHrIc4ufcn1l0eBG51lwAEoVURm/8B2qvHkGA9gPj6TehzRnzo7aUOVj80e66lV1RKRCbFkZ8WxPxGcaT+toX7K3mt1l7sZndCAJ0vyCFbiOSW903Z62HpTP3kr9b9mPO6BXD0Kvbs3tlEWu/OwjA8Gvb02FgQ19kj8tH9rpSvG4/xhgdxmgdYVE61FollYW1/PLhbixlDgRRoP/FbehxQUqD2BT2tWup+vBDHFu3ITmdDdoQ1Gqibr+dyBum1Qlqr9tPwd5qcneUU/3basIKtlAT04mIsSPpMDCe+LbGM24lIkkS1R9/QvlLLwGg6diBxBdfRJPR0MLBtnIVxQ88gN98bPIBQaA2qh3Fpu5URHUjLDWaxHbhJLaTv3OVEszzF1H235mIhYfqqvkVGhR+N4IhhMSXXiB0+PAW992Tn0/R3ffg2rMHgMibbiT6rrtavOr9v4o/4GdL+RYEBDpFdUKn1DUos71iO5/u/pRf83+tW1G/sM2FPNLvEULUIfi8fqrLrFRaS2jTps0fkm/c6XVS5arC6rEiSRKiIBLqjkTt1coBXKN0qBuZbPb4PeRb83H73YiCSFJoUrOfgWaXmRJ7CZIkYVAZMGlNhKnD6j17JUnC4XNQ466hxl1Td37giNWByoBeqa/nR+/xewhIARSCglBNKEa1Eb1Kf9or7gEpgM1jQxCE037OH+WPFvhHMw2cyHXXXceMGTNIT29cyPz+++8MHToUgKFDh5KWlsbMmTMBuOeee/juu+8oLS3FaDTSo0cPZsyYwYABA5rdr6DAJyjwCQr8c17gj3uyZQJ/4WN/C114pggK/HMAf8DPm1vf5ONdsnnZ4KTBPH3e040Gl5IkiWfWP8Oc7DkoBSWdojqxvWI7AOGacG7rfhuXtrtUzuV9XB2nz4lOqWuWePAU26h4fweSx4++dyzhk88B03RHNax4Ccx5MOQBSOhe722nrZbN8+exZeGPeN3yw0Gt09WJ/uMJT0jiqmdeQaNvmFu5MSRJYuVX+9m5vAiFUmTUTZ0wxegRFQKiQkASAxyw76PKX0mFo4JyZznlDnnbXbm7QSR7haCol2khKzyLcW3GYXFZWHh4IWWOsib7YlAZ6B/fn4LaAvab99ftV6Ii3dyFgTmT0flCSOkUycBL2hKZGNKsz9gS/N4A+Xuq0BhUxKSGNukP3hgnpkoURYH07tF0GZJIQjvTKa+zgF/O5lC4z8yuZYXYazwoVCKDLsuk0/kJdfXXzM1h65J8BAHG3NqFNt3lCR2Py8fOZYVsXZKP294wMKQ+TI3b4cPvCxASruGCGzuRkGE6aZ8kjwfn7t04NmzEsWEDrt270XbrStx//oM6NbXpegEJc5mDkHDNWcnUULt0KSWPTsdvsSBoNMTcdx/hV1+FIIpIPh8Vb7xJ1YcfAqDp0AHjhRdSu2QJzm3bmt2GX1RRkTSA0MuvJGtoG6oefaCufuTNNxN9153NHiRbFy2iZPpjBGw2FCYT8c8/R+iRQX+QM09BbQHzDswjKyKL0Wmj6713MiF4JvEGvNR6aglRhaCQlNRUOPF55HulwaRBH6ZucI/wB/wU1BZg98rB/+IN8UToGrcyAVkol9hLsLgsDd5TiAqMGiOhqlBsXhtWtxVv4NggWCkqCVGHEKoKxaAyNOn77w/4EQXxz39unoKzaaJ/LhEU+AQFPkGBf64L/AFjWybw1y4KCvzjCQr8c4j5h+YzY80M3H43UboonjrvKQYlDqpX5s0tb/Lhzg8REHhx8IuMThvNisIVvLL5FQ7XHAYgMSQRk8ZErae2bvNJPrpHd+edke8Qpj71OXPuq6bq090gQdjoNMKGJTf/g9jKIXclaIygj0DSROBzheCzgr/WS6DGTsDqwF/rImDzImhEjBM6o4prZFXC74VNH8Pvz0LdgEyAXtfDiMdAX38g57DWsOmn79i75Dv0gVq8kggqA7rwGHSRcZTm52M3m0nv3ouJDz6G2MgALSAF6iJTp4WlkWHKQEBk0fs7yd1RWVfOrC1jX8w69kdvxKmubXCco4SpjHQP70kXfXfaK7sSTiT7NdtZUfMrq4pX1fmSHiVUFcrI1JGMazOOLhFd2FS+id8Lfmd54XIqncfaVwgKOgjdic/pRHJlJ9R+LVHJIQycnEFyE2bU5wqHtlWwbUk+JQePDRjC4/R0Oj+R0AgtgigH2xIEAUEEc4mDwmwzxfvNeFz+enVG3dSZqKT6ExmSJPH7Z/vYu6YEhVJkzK2dqSqysW1JAS67/FAzxeqJTgnFWumkptxZtx8gtXMkI67vgC7k75Ua0FteTskjj2JfuRIAw8CBRN99F2UvvFiXai78yiuIefDBOp9qb3Ex1p9/wfrzz7h27Gj0uC5NOJXtRhJ/wxVkjWhXl3VC8ngoe/llzLM+A0Dfrx+JL7+E8iS+tu4DByh74UXsq1YBoOvZk8RXXkYVH39mTkKQFnO2BP6JSAGJ2mpX3W9To1MSGqlt4BZwomg3aU2Ea8IbTGp7/B4Kagtw+WQBEaOPwagxYnFbsLgs9cT8UURBJEwThkltQq9qWdyIc52gwA8K/JYQFPhBgX9WBf6YFgr8n4MC/3iCAv8cY1/1Ph5a8RAHa2QT4yvaX8G9ve5Fq9Qyc9dMXtn8CgCPDXiMy9pdVlfPG/Ayd/9c3t32LubjfHtPZGDCQN4Z8U6zcijb1hZj+UHuR8QV7dF3O7VZu+R24Xrrn7jNEXilRHxSAn4pBjj5w0TARXibTegHZELGCNCFQ85S+Pk/UJktF4rpBFGZsOd7+X+tCYY/Cr2mgaiA8j2w/2fI/hmpcCMCDS9tSVBwsDaCDRUJJI2axuCrpuH2u9lRsYOt5VvZWr6V7eXbqPUeu4mHoKCbNppuhlTC8mPYUaNmq3ErJYZj5sharwGTMwa9x4jBY8TgNaL3GIlwxBHpSECgoXmmUi1iSBUoTNzFbtUm9AoDvTiPlJqOOMp9WModOG1eQsO1mGJ1hEVrqQ4vYr+4E2+REsPWdDRe2Qc3OiWUHqNSyOgZ06w0h+cKlYW17FpeRPaGMnzu5kWW1uiVJLYLJ7lDOFn945sM2BfwB/j5/3ZxeHtlvf3GGB19xqeT2TumnlBw2b1YK50E/BKxaWF/qfPYEiRJwvzll5S/+BLScamjRIOB+KefOmm0/YDTWW9QVFvtoiSnBm1UKKmdo5oM4GhdtIiSRx4l4HAgqFSEDBuG8eIJhJx/fp37gq+6moo338Ty9TcQCIBKReSNNxD9z38GTfL/ZP4sgQ/y9eqyeak1u0AChVIkLErX4HcvSRKVzsp6wQQVggKD2kCoKhRBEOqi8itEBUkhSYSoQ+rVt3ltmF1mHD4HeqUek8ZEiDrkjEauP5cICvygwG8JQYEfFPhnU+APHN0ygb/ml6DAP56gwD8HcflcvLb5Nb7c9yUAbYxtGJU2ive3vw/A3T3v5sYuNzZat9ZTy4aSDagUKkLVoYSqQglVh1LqKOXmxTfj9DmZmjWVR/o/0qy+WOYfwraqCJQC0Td3RZPa+Pn2ltqxbyrDsSGXgKfhYFzAgVIoRiFUIQoWFIIVUeVCofZit/XF7e8MgF7xCybVfxGjkqHyiAm6PlIW8j2vk4V87mpY9ACU7ZLfj8oCrxNq8us3GhILPjd4HeBvePMvdISR3ecKXhC2UWIvqfeeLhCgjdfLYZUKRxPBCQUJUs1hdCiPJNMVR9ehl6ENaU95npXyvFosZbJpviDIge60IWp0ISoEESrybXicDU3EW0pyxwh6jEppVfCycwm3U/aJP7StAr/XjyTJq3eBgIQUkNPsJWaFk9Q+nKjk0GZnAvB5/cx/aztF+y2ysB+XRmaf2FYHBvs74T50iOL7H8C1ezeajh1Ieu21k7oUnJH2HngQ165ddfsURiOh48aiio2l6r8f1Q2eQi8YScy///2H9idI8/kzBf5RvG7/kXSmARAEQsM1aENUDe57No8Ni9uCzWOr5wp1FJ1KR3JI8lmNun+uEhT4QYHfEoICPyjwz6rAv+CJlgn8JY//Le9XrSUo8M9hVhWtYvrq6fXMsqd1nsa9ve5t1fF+zf+Ve36/BwmJh/s+zJUdrjxlHSkgUfX5Xlx7qhC0SjSpoQhaJaJGgaBRIChFXPvNeIuO3fREzOiyNKg7dUMZpUUZqUPUehGcZlCoQBMGKp2sfJEfgLU/rMe6KQAIKIVcIlXPo1KWQt9bZZ97nal+x/w+2PwJ/Pb0MdN9pRbaDIV2oyFzNBgT65f3OcGcC+veJ7BtNj+GaHkqMgKPKBAhifS219LD7aGHy0VWZAeUPa/HJyo5UL2XLeb9rCk/wH6tH4PkZ7DZj2NXBjr3cQ98QWDkjbfR7QI5E4LH5SPgk9DolfVWgwN+P4IgYi5zUHbYStnhGspyrYiigClWf2yL0aMLVWGtcmEpc1BT7sBS5qSm0klkgoHuI1OITjkzwZb+zvh9ASoKaolJCQ0K+xOQvF45ZkDHjieNrH/G2pMk3Pv2UfPjT1jnz8dXUT+fuqZjB2IffAhDv+ZFww5ydjgXBD7IVjnWKlfd5KjWoEIXqkahFOpceo5yNPZMracWm9eGy+ciQhtBrCH2b7si31KCAj8o8FtCUOAHBf5ZFfgjWyjwlwYF/vEEn3J/NPZK+GQ8vJAOc66BjR9B1UFobF4lEABbhex3DgxKHMR3E75jRMoIAKZkTeGenve0uisjUkZwV8+7AHhh4wusLlp9yjqCKBAxNQtVUgiSy4cr24xzewX2DaXYVhZR+3uBLO4VAjrDHiJVTxDfdQ7h14/C0DcOTRsTCqMGQRMCpmQIjQO1vk7cAwgqFWGXDiLqpi6IISp8UhrlgXepTv0Fi+8mrOtqsW8oxbm7CtcBM87dVTh2VGOTLqS2zxJqMz7BO+ZreOAwXDkHW9fL+b5iI7N2zyK3JlduRKEETSjEdcF70es8O/xWpkdH4hEFhtodzM/L45UqK1enjqHTNQtR3rIC+tyIstd1tB30GOLOtrRZmco1G9vxXZmVex0V3HNZb6596W2ueeFNuo4cA5LE0v++y5pvvkCSJNRapbzCdETcVxXmM/e5x3ntqonMvO82tiyYicAB+oyPZcojfbns4T5ccEOnI+bjsUSnhBISriUhw0TH8xIYMCmDsf/owtRH+3LBDZ2C4r6ZKJQicenGoLhvBEGlQte9+1kR9yBHHtd26EDsgw+Qsex3kv/7X8ImXISuZ0/in3mG9G++CYr7IE0iKkSM0ToMJjk+hMvuxVxqp7LQRmWBjapiG5YyB/Ya2fXEoDYQFxJHRngGnaM7kxCagEJUyLE9BIFrr7kWr9uPIAh8//339dr6/fffGTduHJGRkej1ejp27Mh9991HUVERIEeIFwQBi8VSV6e4uJjOnTszaNAgLBYLubm5dW2duK1bJ6fRnDlzZr39sbGxXHTRRezevbtef1asWMFFF11EQkJCo/0FeVJjxowZJCQkoNPpGDp0aIPjBAkSJMhfAQHZUrZZWyuO/+6779ZNbvbq1YuVR2ITNcXy5cvp1asXWq2WNm3a8P777zcoM3fuXDp27IhGo6Fjx47Mmzevxe1ef/31DZ4X/fv3b/HnOzeSnP9dqcyBLy4Fsxz8jr0/yhuAMQXSzpNNyGtLwFoEtaWyKXlILFz1DcR3I1wbzuvDXqfaVU2E9vQDp93Q+QYO1Rzix4M/8u/l/+bzcZ/T1tT2pHVEtYKYW7vh2l9NwOEj4PYjuf0E3D4ktx9VjB6ddz6KZQ+APgwunFVPwDcXbUY4sXf1pHr2PtyHanDsdQJFzagZTc1usB/YyjdxS/mxfAFOnxw9/6VNL5FhymBU6ihGpo7EpDFx3/L72Fq+FQGB80oSuCi3jOzINOImPUpir6H1VoG8bhfzXnyS4v170RgMjH7oWcSa9fD9bRi2voeh5yWQ0pORN/0Tgymctd/OZu23s7FbzIy48TZEUYHTVsvab79k2y8LkALyjHF1cSHVxYVsXyKnOoxISMIUn4BSpUapUqFQq1Gq1Gj0ehI7dCapfSeUf7AIc9Za0RgMjQYeDBLkTCMoFIQMOo+QQef92V0J8hdCEAQMRg0qjQK7xY3fFyDgl5AkCb9Xwu8N4HH58Lr9FBUV17nzzJkzh8cee4zs7Gx5db/WQ8AtYi61N2jjgw8+4Pbbb+e6665j7ty5pKWlkZ+fz6xZs3jllVd49dVXG9Q5ePAgF1xwAe3bt+fbb79Fr9fXif+lS5fSqVOneuUjIyPr/g4LC6vrV1FREQ888ADjx49n//79dfng7XY73bp1Y9q0aUyePLnRc/Piiy/y6quvMnPmTNq1a8fTTz/NBRdcQHZ2NqGhwQnhBsjRXJtdXPK1wq2uFWMhQdeyVVLJ3fLVaxrJInNKFK1Y9bc7Tl2oQaVWGBa3wrpCULV80r9VywSB5sUXOkprVuOF0FZkTGqhpQiA0ITLapPlA6cxnpSk5l8LLbxm5syZw9133827777LeeedxwcffMDYsWPZs2cPKSkpDcofPnyYcePGcfPNN/P555+zevVqbr/9dqKjo+vux2vXrmXKlCk89dRTTJo0iXnz5nH55ZezatUq+vXr16J2x4wZwyeffFL3v7oV4/+gif4fRf46mD0VnGYwpcLYF6B0FxxaBgXroZFovfXQmuC6HyG+2xnvmsfv4ebFN7OlfAuJIYlMzJiIUWMkTB2GUWPEqDYSrg0nWh+NRtGMHOXVh+G9gbKv+0VvyBHuTwMpIOHaU4WvyoXf7iVwZPPbveD1I6gV8qYScYteyqqLiSmRBy8uwc3cyKVsTNtPRFgUG0s34pOOPchUogpvwEuIKoTnz3+ersoMvnzkPlx22ewqtk0mfSZcQmbfgQT8fua9+CT5O7eh1um57NGnictoJ99IvrleDvYXmQG3rgC1nHJv+5KFLP3oPZAkMvoMIKVzV9Z88yUumxxlv23v/gyYPBVrVQWFu3dSsGcnFfm5p7w5KdUakjp2Jq1rT9K69SQiMemUPveF+3azef73JGZ1oNf4iU3emCVJYsP337B6zueExycw9NqbSO/RuxnfVJAgQf4XOFdM9JtCCkj4/QECPgmf14/N4gFJQqVRYIzWISpEZs6cyd13343ZbKa2ylUva0ZsmpFvv5nL5EsvobCwkLZt23L77bfz2muvNWjLYrFgMpnqcrybzWby8/MZPXo0Q4cOZdasWaiOBIXMzc0lPT2drVu30r1790b7frRfx1sC/PTTT0yYMIEdO3bQpUuXBnUEQWDevHlMnDjx2DmQJBISErj77rt58MEHAXC73cTGxvLCCy9w6623NjjO/7yJftSNLTLRR2q5SXeraOmwvDWT8q2ZrGhN4NnWxAZqjSxpTTutcNWRXK0Qxeo/Pt5HawR+S11BoOUC3xfwsLT0/1ploj9o+AyUymaa6PtcrPptRrPb6devHz179uS9996r29ehQwcmTpzIc88916D8gw8+yI8//sjevXvr9v3jH/9g+/btrF27FoApU6ZgtVpZtGhRXZkxY8YQHh7O7Nmzm93u9ddfj8ViadRKqyUEV/D/CHbPg+9uBb8bEnrClXMgJAayxsKQ+8Fjh7y1ULRJNhsPS4DQBAiLB5UBZk+Bwo3w6YSTi/xAQF7xb6aPylHUCjWvD3udKxdcSaGtkHe2vdNk2VB1KNG6aKJ10cQZ4hiYMJDzEs/DqDHKBSQJfrpLFvdp58uB8E4TQRTQdW7aZ0mSJDaVbeKrfV/xa/6v+E1+2qvTubXiMto70riqcjzXuCYSNioV32AdywuXszRvKauLV+MNeGlrbMvrw14nzZgGwNXPv8HGn75j97KllB06wPzXX8AYE4vBFEHx/r2oNFouefgJWdyD/CC58DV5oqYqBxZPhwvlFZ1uF4xDF2Zk4ZsvkbNxLTkb5R9+VHIqQ6+7mdQu3QGIbZNBZp8BADhttRTt24Ojxozf68Xn9eL3ePD7vNRWVZK7Yyt2czW52zaTu01OZRaRmEy3kWPoOHgE2pD6N/aqwnxWfDmTQ5s3AJCzcS15u7Yz9p/3og8z1ivr9bj55b03yF6zApAtC757fgbpPXoz9NqbiEhIauW3GCRIkL8zkiTh9LZsZepMoVMp6k1wCqKAUlSACtQ6JUq1gpoKJ163H3OZA1OMvq6spdyB90iqzZBwLW6HLPQdNW4C/gDffPMNHo+HBx54oNG2TSZTvf/XrFnDVVddxZVXXslbb72F2MIB8IlYLBa+/FIOsKtqQfaIw4cPU1payqhRo+r2aTQahgwZwpo1axoV+EGCBAlyziId2ZpbFnly4Hg0Gg0aTf2FSo/Hw+bNm3nooYfq7R81ahRr1qxp9PBr166td28FGD16NB999BFerxeVSsXatWu55557GpR5/fXXW9zusmXLiImJwWQyMWTIEJ555hliYmKa/vyNEBT4ZxJJgjVvwZLp8v9Z42Hyh3Wru3WoDZA5Ut4a4+q58PnkpkW+rVz25d/0EdgrQKEGrVEOXqcNg9B4GPIgJHRvsqvh2nA+6TeDb7e8TZUxnhrJh9VtpcZTg8VtodpZjSfgodZTS62nlkM1ckq4Hw7+gEJQ0Cu2F0OThzK0xkzy4eWg1Mmr943Morp8Lr7O/prvDnxHjD6Gqe2nMiRpCIoWzjpbXBYW5y1m9r7Z5FiOmTD1iu3Fpe0uZWDycNjnwPrzYXxVLizf5aDdHc6Fl47l4oyLsXls7KzcSfeY7uiUurr6xphYRt54GwMvu5Jtv8xn6y8LqCkvo6a8DKVawyUPzSAxq0P9zugjYOJ78NlE+XvIHAVZYwBo1+88dP8J5YdXnkEQFZx32VV0HTkGsQnzNl1IKBm9+zXygQugfA/SNVdSaXaSu30LeTu2Urh3F9VFBfz+6Yes/PJTsgYOptsFYwmJiGTNN1+we9mvSFIAQRTJ6NOfw1s2kbttM589eCcX3vUgie07AlBbXckPLz1N2aEcRIWCIdfchLWynK2LfuTw1k3k7dhKjzEX0m/SFFQaLVIgQCDgrwsSeOLEQpAgQf53cHr9dHzslz+l7T1Pjkavbnr4otYqCY/VYyl34vcGMJfa8brl7Bxel+xzHxatQ6NTojHIx/H7JayVLvbv309YWBjx8fHN6sukSZOYMmUK77zT9ET5wIEDGwj/mpoaFEeeCTU1NYSEhCBJEg6HbNI8YcIE2rdv36w+AJSWlgIQGxtbb39sbCx5eXnNPk6QIEGCnAsIkoTQTGuOo+WSk5Pr7X/88ceZMWNGvX2VlZX4/f5G75VH76MnUlpa2mh5n89HZWUl8fHxTZY5eszmtjt27Fguu+wyUlNTOXz4MNOnT2f48OFs3ry5wWTFyQgK/DOF1wkL7oNtX8j/970VxjzXOtMprbFxkY8A696DXd/WT/vm98hC3340IvVWOLwCrvgK0s9vvI38dcR9OYU7XBZQ6WHwv2HEc6CULx5JkrB6rFQ6K6l0VlLhrCDHnMPywuXkWHLYULqBDaUbeBHISIxjdNxARikF2hzXhNvv5tv93/Lfnf+tywRwsOYga0vWEm+I5/Ksy5mcOZlw7bEIsJIk4fA5KHeUk2PJYV/1PvZX72efeR+l9mM/AJ1Sx4VtLmRq+6m0C293rNEuenQdIrCtLabmlzxc2WbK3thC+KXtCGkfwYCEAU2edn2YkYGXXUWfCZPZvexXDm3dSJ8Jk0nq2LnxCm2HQf9/wrp34Id/wtQvIakPiCLJnbpyyzufICqULfOd97kheyFs+QwO/gZICEB0bBei2w6lz9ThuKPuZu/69WxfspDK/Fx2L1/K7uVLEQQR6YgJYUafAQy64loiE5OpyM/lp9eex1xcyJwnHmLQ1GtJ6tCZH195BrvFjDY0jAn3PkxyR9kUtOuIMSz/7L8c2rKRzQt+YPOCHxrtaptefRn9j7saWAUECRIkyJ+NUq0gPE6PpdyB3xvAWesB6UigvhgdKrX8bFYcCb4pCILsu39kAqC5XHzxxcybN4+VK1dy/vmNP2/nzJlDhw71J4kVx034hoaGsmXLFnw+H8uXL+ell15qNIBTczix75Ik/aVTqAYJEuR/lMCRrbllgYKCgnom+icTxC29VzZW/sT9zTnmqcpMmTKl7u/OnTvTu3dvUlNTWbBgAZdcckmT/TuRoMA/E5jz4OtroGS77NMz6mnof3vrfIKOcqLI/+/I+qI+qS/0v00WmW4buGrAbZVf174DuSvlupfNhPbj6h9773yYeyP4XHI7rhr49UnY+jmMeQHajUIQBNkfX2M8FoTP5+ZuTTIFmz9iedUOlul1bNZqyFGryanexDvfXywHtEsbRZg6jE92fUKZowyABEMCN3S+gWJ7MXMPzKXEXsIbW97gvW3v0TuuN3avnSpnFVWuqroAeY3R1tiWye0mc3HGxYSpG/ezEZQioecnoc0Mp2r2PnxlDqpm7iZkYALGsemnDKyi0mjpPno83UePP+XXxIjH4NDvUL4HPh4Fhhh5JT9rPOo2Q+To/ZU5ULwFirZA8VY56GJoHJhS5PgMplQ5pV/uatjxFTiqjh0/PF0uX7ZT3ta8hUappXvb4XS7fgolYjrbf/uV7LUr8Xu9JLbvyOCrppHQ7thgMjoljauffZUlH77DvtXLWfnlzLr3opJTmfjAdIwxcXX7IhISmfTg4+Ru28yyzz6iqjC/0Y9+aPMGPnvwTsbfeT9JHZqYBAkSJMjfEp1KwZ4nR/9pbTcHhVIkPFZPTcWRZ4oA4XF6FMqGzwB9mGwOn5KUTk1NDSUlJc1axf/ggw948MEHGTt2LAsWLGDIkCENyiQnJ5ORkdHkMURRrHu/ffv2lJaWMmXKFFasWNGcjwlAXJx8Dy8tLa3X7/Ly8gYrRkGCBAlyrtOaFfywsLBT+uBHRUWhUCgarNaf7F4ZFxfXaHmlUlkXMLWpMkeP2Zp2AeLj40lNTeXAgQMn/VwnEhT4p0vOr7JYdppBHwmXfiznYj8TnCjyRSV0nCgL+6TjgqDpwoHjzFLaDINvp8krwXOuhonvQrep8nubPpYtDaQAZI2Dyf+FfQtg8aNQfQi+vAzajYWOE2RXAFs52MrkrWwXOM0kA1cDV0f1oqbLpfyu17G44DfWlqwlx5JDzrZj5vOx+lhu6XoLkzImoVLIA6jbut3Gz7k/8+XeL9lbvZc1xQ19XnRKHenGdNpHtKddeLu611B18yMBq+IMxN7Rg5pFh7GtKca2phjXQQuRV3dAFa0/9QGa1YhWtpT49Qk4sATs5bBllryp9CCqwN1I7lhbmTwh1Bih8dD9KuhxFUS0kVMtHloGB3+XV/VriyF7IUL2QhK0JhI6T2bYqLtx6NsQntB48D21Ts+4f/2b5I5d+G3mB/i9Xtr27s+4O+5FrWv8XKR178V13XristsQRQWiKCIoFIgKkcr8POa/8SLm4kK+fuI/DLzsSvpOuiwYgT9IkP8RBEE4qZn8uYKoEDHF6NEb1QgCjYp7AJVGicGk4aJxF/PMizN48rFneObJFxCEIysuAqg1CtwBB+Hhx6zOBEHggw8+QKFQMG7cOBYsWMDQoUNPq8/33HMPr776KvPmzWPSpEnNqpOenk5cXBxLliyhR48egOzzuXz5cl544YXT6k+QIEGCnHVa4YPfHNRqNb169WLJkiX17q9Llizh4osvbrTOgAED+Omnn+rtW7x4Mb17966LlTJgwACWLFlSzw9/8eLFDBw4sNXtAlRVVVFQUNBst7GjnPtP53MVSYJVr8KvTwESJPSAyz+Tc72fSbRGuOZ72P8zpAyQV3pPhUor9+XHO2D7bJh3Kzgt8iTE8uflMj2vg/GvyivMXS+HdmNgxYuyC8D+RfLWGGGJ0ONqWYCGp2IEJgITsy6lxl3DsoJl/JL7C5XOSiZlTmJy5mTUivom6lqllokZE7m47cXsrNzJvup9hGvDidJFEaWNIlIXiV51ZgS4oBIxTWiLJisc8zf78ZU5qPxwJ9G3dUMZfoaiQYenyhM7Pg/krYJ9C+XJFeuRFH9KLcR1hcSe8nUSmSlPBJjzwJIHlnx5M6VAj2sgY6T8vRzFEAVdLpU3SYLyvbDza9g+Rxb7mz5Cu+kjtDGd4IovITyt8XMhCHQdOYakjp2pKsgno0//U0ZEFQQBXUjDSZWYtDZc/dxr/PrRe+xZ8Rurv/6cgj07Gfevf2MwhTdypCBBggT5cxBEAWUzVv31YWraZqbz5PRnefix+6mx1nD5JVeQnJRCSWkxX8+dTZgxlDffeaP+8QWBd999F4VCwfjx4/npp58YPnx43ftVVVUNVm1MJlOTGQnCwsK46aabePzxx5k4cSKCIGCz2cjJOTZ5fvjwYbZt20ZERAQpKSkIgsDdd9/Ns88+S2ZmJpmZmTz77LPo9XquvPLKlpyuIEGCBPnz+QPT5N17771cc8019O7dmwEDBvB///d/5Ofn849//AOAhx9+mKKiImbNmgXIEfPffvtt7r33Xm6++WbWrl3LRx99VBcdH+Cuu+5i8ODBvPDCC1x88cX88MMPLF26lFWrVjW7XZvNxowZM5g8eTLx8fHk5ubyn//8h6ioqGZP9h4lKPBbg71KFs/ZC+X/e14LY19qcTT7ZqMJkcVdS1Ao4eJ35QmC9e/Dzw8ee2/IQzD0ofouBNow2bWgxzWw/AVwVENIrBz9PzRO/tuYdMTHvPGBklFj5OKMi7k4o+mZqOMRBIGu0V3pGt21ZZ+tFeiyIlDf1ZOKD3fgK3dS+dEuov/RFUXIGcwtr1RD2+HyNu4lKNsNSBDdob5gPx0EAWI7QuwMGD5djrWwfTbs/QnKd8N3t8D1C0/aXkRC0hmJjq/W6hj7z3tJ6dyNpR+9S/6u7cy89za6XjCW7qPHExrRdCaEIEGCBDnXEASB0Egt995/N117dOa111/lhtuuxul0kpKSysiho7n1hn9iLrXj9wUa1H377bcRRZELL7yQb76aS1aHLABGjmwYUHf27NlMnTq1yb7cddddvPnmm3zzzTdcfvnlbNq0iWHDhtW9f++99wJw3XXXMXPmTAAeeOABnE4nt99+O2azmX79+rF48WJCQ5tv+RYkSJAg5wKCJG/NLdsSpkyZQlVVFU8++SQlJSV07tyZhQsXkpqaCkBJSQn5+cfcU9PT01m4cCH33HMP77zzDgkJCbz55ptMnjy5rszAgQP56quvePTRR5k+fTpt27Zlzpw59OvXr9ntKhQKdu7cyaxZs7BYLMTHxzNs2DDmzJnT4vu4IEmtSTj55/Kn5mc9tAzm/QNqS+To9eNeOu28738okgTLX4Rlz8rxAca/Ar1v+LN79afhs7ipeG87/ho3qqQQom/ugqj5G8xzmfPgvfPAUwvDHpXTMZ5FqgoLWPDGC1Tk5wIgKhS06z+InuMmEJ+RdVb7EiRIkDPLyfKl/y/hdfuoqXAS8EsIooAxWodaKz8/fB4/jloPLruv3mqSQimi1ilR65SoNArE1uQS/4M42ff6p46z/mCOfrYRUTeiFFswyS81N+LXadLSYXlrXON8vpbXac2125pYVK2RJa1pR2h5SkvJ1Yrc8ermp7tsLUJoy7MaSc5WfJYWpgH1BTwsLf2/Ft1Hjv4+hwx4FKWyec8bn8/F8rVP/y3vV63lb6BszhI+D/z+DKx+A5Agqp3sv95UjvpzBUGAoQ9Ccl95lT6x15/doz8VpUlD1I2dqXh/O95CG1Wz9hA1rTNCE36ZfxnCU2H8y7I7xrLnZCuCpLP3XUcmJXP1C29wcNN6tiz6kcI9u9i3ejn7Vi8nvl17Rkz7B7Ftmg4yFSRIkCDnOiqNkvA4AzUVTnweP5YyBwajBq/bj8d1TDAp1QoEAbxuP36fHMHfWetBEAQ0eiW6UDVKtRiMbh8kSJAgTSAE5K25ZYPU5y+uas4SVQflCOmrXwckecX+lmXnvrg/nrbD/ufF/VFUMXpZ1KsVuA/WUP3VPqTAX86QpSFdp0CnSSD54bubwWM/q82LooLMvgOZ8vjzXP38G3QaMgKFUknJ/n18+/Sjdav7QYIECfJXRaEUMcXq0ejlVTl7jbtO3Gv0SkyxesLj9ITHGYhKDsUYrUMbokJUiEiShMvuxVxqx1zqwFnrIfB3ePYECRIkyJnmqA9+c7cg9Qiu4J+KXd/BD3eA1y5Hq5/wFnS46M/uVZDTRJ0cSuS1Haj8ZDfOXVVUfbEXXYcIlNF6VNE6RP0fb1J1xhEEOXBi/nqoPgi/PAIXvf6ndCU2vS1jbr+H86+8nh9eeYaS/fuY+8x0pj7xIqa4lkUCbRSfG3KWypNvlvz6wQr1kZA5Sg4cmX4+qHSn316QIEGCHEEUBcKitDisIk6bF41OiT5UjeKEFKyiKKDRq9DoVUiShNftx2Xz4nL48Hn81Fb7sZndaPSyCb9aK2cpORnBvPZBggT5n+APiqL/v0JQ4J8KXbgs7tPOh0kfNC+KfZC/BNqMcCKmZlH95T5cu6tw7T6Wf14MUaGK0aPrGoW+Ryyi5i+S/k0fAZPeg1kXw+ZPoN1oyBr7p3XHYArnkgdnMOeJh6jMz+XbZx5l6hMvEhIR2fqD1pbC7CugeEvj79c4YNNH8qbUyWkr24+HblecuWCHQYIE+Z9GEAQMRg0Go6bZ5dVaJWqtkhB/AJfdi7PWi98n/+2yewHZvF+tU6JSiwT8En5fAL9PIuAP4PcFUKoUmGLPUJrX/3X8Pgi0wJC1FT7oQljLAxwGSspaVF4MN7W4Dak1/vQeb4urBGy2FtdRxEa3uE5rfPClGmuL6wTsjhbXEQMtjFvSQj93AFrhT79w6+IW1xnXfnCLykuSp8VtHEWQpLr89s0pG6Q+wdHuqWg7DK79EdIGtS6QSZBzGn2XaMQbVbj2VOEtd+CrcOCv8RCweXHbanAfqqHm51wMvWIJGZCAMurYarAUkPBVOvEU1OK3uNF1ikQVZ/gTP80R2gyFAXfA2rdl65Pb18rZEP4ktCEhXPrIU3z12ANYykr49pnpTJnxPLrQVgRCKd0JX04FayFoTXJKQVOKHIPAlALGFKg+JKeV3P+LXO5o2sf8dXDx260LxhPknKCmvIzaqgriM9ujUAYfX0H+mogKEX2YBl2oWvbfd/rwOH34vAF8Hj8+j7/Juv6gs2mQIEH+FwhI4G+mcA+6OjUgOEJqDm2G/Nk9CPIHos0woc0w1f0fcPvwVThxH7ZiX1eMr8qFbXUxtjXFaNuFo4w14C2sxVNkQ3IfG4hZl+Sh7RBB6LBkNCl/chTP4dPh4O9y6rwPR0D3K6HbFIhoc3rHDQRgw//Bqlch4JctXI7flGrZ99/jAI+tLg6Aof9tXPqoLPKrCvP57vkZXPbo06h1J1+JkgIB8nftwO2wkSQWoFtyH4LXDpGZcOUciGzbsFJUBrQbJftkle2WUwiueBG2fQ4J3aHvzU22t2/NCnYv/xW3w47X5cLrduF1ufC4nAR8fo7agUmSBBLoTSZG3PAPMvsObO0ZDXIKzKXF7F+3mgPrV1N2SM4DHhIeQdeRY+kyYjQh4RF/cg+DBGkdx6/qEw5+XwCPy4fHKQfnExUCCqWIQikgKsS6v4MECRLk705wBf/0CAr8IEFOQNQoUSeFok4KJeS8BFwHzNjXFOPKNuPKNkO2ua6soBJRJYYgapW4sqtx7ZU3TVujLPTbmv4cf0mVVs7y8OlFUJMPy5+Xt5QB0G2qHIxPa2zZMasOwg//hPy1x/Y5KptX97ubMQ55iMn/eZI5TzxMac5+vnn6UXqOu5i2Pfs0EPo+j4c9K39j0/zvMRcX0CuiiMyYwwgClIsp5MXeRnSBBaO3mNCIKJTqRlIdCQLEdZY3tQGWTIefH4KYDrJFznG4HXaW/vdd9q1e3qJTYjdX8+MrzzLg0isYMPmKFqeQCdI4XpeLrb/MZ9+aFVTkHqrbLwgiGr0em7maNd98wbrvviKz70C6jxpPYodOQd/kIH9pFEoRXYgaXcszXp2TrFixgpdeeonNmzdTUlLCvHnzmDhxYt37119/PZ9++mm9Ov369WPdunUnPe7cuXOZPn06Bw8epG3btjzzzDNMmjTpj/gIQYIE+bOQaH7wvKC+b0BQ4AcJchIEUUCXFYEuKwJvpRP7xlIkl0+eAEgORRmtR1DIosJb4aB2WSGOreW4D9bgPliDKt6Avlcs+u7RKEJakG/3TBDbEe7eCfsWwPYv4dAyWZznr4VfHoVLP5ZXuk9FwA/r3oPfngKfC9QhMHIGpJ4HTvORrVp+9Xvk91V6WVSrDZC3Gta8BcufJ8qSz+QHHuXrZ2dQmrOfhW++hFKlJr1Hb9r1P4+kaA35axdSsmU5Sk8NXZUeotNcpOrk+AjbzXH8VppMYPc8YF5dF/VGE6GR0YRFRaMLC0Ot06PW6lDrdKi0OnSGXqRnTUCZ/SN8fS3cshxMyQAU7dvDwrdfxlpRjiCK9LnoEuIys1BrdKi0WnnTaGWTcAEEhDoz/40/fMuWRT+y9tvZlOceZtwd957SKiFI00iSxL41K1jxxSfYquTJI0EUSencjXb9zyOjzwA0ej37169h28/zKd6/l+y1K8leu5LkTl0Zc/s9hEW1wn8zSJAgZxy73U63bt2YNm0akydPbrTMmDFj+OSTT+r+Vzc2WXsca9euZcqUKTz11FNMmjSJefPmcfnll7Nq1Sr69et3RvsfJEiQP5GWRMcPruA3QJCkv95ZsVqtGI1GampqCAv7k02hgwQ5AZ/FhW1FEbYNpeA74i8pCmizwtH3jEXXIQJB+Ses9FqLYcfXsO0LqNwPggIuegN6XtN0nYpsedW+cKP8f5uhcNGbss97S9j0CSy4T07hlz6YmqEvs3PtBrLXrsBbmUfHsDI6m8qI0DibOICAf+QTlEZdQOnBA5TkZFOee4jaygp8HnezuqAU/Fzdbh+RYjUeUzuEmxezYcFC1n83B0kKYIyJZdy//k1Cuw4t+mi7li1l6Ydv4/f5iExK4eL7HyU8LqFFx2gMSZKwVpRTuHcXRft2U5mfR0JWB3qNn0hoZNRpH/9co+xQDr/N/D+Ks/cAEBYdS79Jl5HZd2CT8RrKcw+x7Zf57F25DJ/Xg8Zg4IKb/0XWgEGNlg/SOlwuF4cPHyY9PR2ttoUBo4Kcs5zsez3T4yxBEBpdwbdYLHz//ffNPs6UKVOwWq0sWrSobt+YMWMIDw9n9uzZzTrG0c82Ivw6lEILJt7/TkH2Aq2I5dCqIHstT9d7LgfZ87fi84i6Pz7InqBvebagsxFkzyd5+NX6eYvuI0d/n8O7PIhS0bwgpj6/m992vhDUhccRXMEPEuQMozRpMU1oS+iIFJzbK7BvKcNbaKsz3xf1SowXtsHQM/bsdiwsAQbdDQP+CT/eKa/q/3gH1JbA4PvrPyBdNbD8RVj/PgR8oA6F0U9Dz+taF6Su9zQwJsE318PhFRht1zHo/Hs5L2CFA5sQJDmWgTcgYicMVVQKuoQsxLB4CImF1IEoEnuSCCS271h3WEmScNZaqa2qpLayAmtlBS5bLR6XE6/Ticclb7UV5VTk5zL3YFuuTreit+xn7/S+rCtqBwh0HDyc4dP+gUbf8tX3zkNHEpmYzI+vPENVYT5f/Ocehl13C1kDB6NUtSzdoiRJ5Gxax/61qyjct7tuFfsoJTnZbP15Ph0HD6fPhMlEJPz1s3o4rDWs+moWO39bDJKEUqOh38WX0euiSajUJ3+4x6S1YdStd9JnwmQWvvUypQcPMP/15zm8dQTDp90atKb4G+NxObFbZHcphVKJQqlEVKpQKJQoNWrEYFDcvwTLli0jJiYGk8nEkCFDeOaZZ4iJaToo7Nq1a7nnnnvq7Rs9ejSvv/56k3Xcbjdu97GJYKu15cIuSJAgZ5egD/7pERT4QYL8QSgMKkIGJhAyMAFvmR3HlnLsW8sJWD2Yv96PO8eC6eKMs5+CT6GCie9CWDysfAV+f0Ze3R/3MgiiHIzu1yfBXiGXbzdGfu+ISXurybwApi2CLy+Hir3w3c3UTRUk90PqcTW+tAswhsc125daEAT0YUb0YUZi0xsJuHccdouZvB1b2bFpHn1rPqNDWDlqJURk9iA8Lg9+fVguqAmTA/GZUpr90eIzs7jqudf58ZVnKDmQzc/vvsayzz6i0+DhdBkxmsjEU5+7gj07WfnFTEpysuv2iQoFsekZJHboRERiEnuW/0bh3l3s+n0xu5YtoV3fgfSddPkpP/u5iN/nZeuin1g79ys8Tjn1UPvzhjD4qmkttlAIj09k6pMvsfbb2az//mt2L/+Vwn27GXfHfS22yPirsnfl72xbvJAh19xw6s9sr5Qn9mI6/iWzwzhttVjLy2jKAFFUKolMSGo8NsdxXHfddcycObPR1eXff/+dl156ifXr1+N0OklLS2Ps2LHce++9JCYmsmzZMoYNG4bZbMZkMgFQXFzMqFGjMJlMzJ8/H4vFQnp6eqNtr127lv79+zNz5kymTZtWtz8mJoa+ffvy/PPP06lTp7r9p/JnB/juu+/44IMP2Lx5M1VVVWzdupXu3buf9Bz8mYwdO5bLLruM1NRUDh8+zPTp0xk+fDibN29Go2l8cq+0tJTY2PqT47GxsZSWljbZznPPPccTTzxxRvseJEiQP5igif5pERT4QYKcBVSxBoxj0wkbnUbt7wVYl+bh2FKOp6CWiCvao06oH1VJ8gVwH67Bb3GjbR+BIvQM++8LAox4DELjYeH9sPkTqCmQB/4l2+QykZkw5nnIHHnm2o3vCjctha+uAlsZdL0cul8N0e0QgJYbmR3DW2rH/MNBBKVA6JBkNG2N9SYKDKZwOg4eDoOHI63rBD8/SFt9ORT9AkUnHGzDh3D+vTDwTjlgYTMICY/g8sefZ9OPc9n+68/YqirZvOB7Ni/4nqQOnek4eDhRKamExyWiDTn2fVfkHWbl7E85vHUTAEqNhu6jxpPevRfxGVmojjOd7TJsFEXZe9nw/dcc2rKR/etXc2DDWgZediV9J13W4lVLn9dL0d7dJLRrX6+d08FmrmbXb4spPrCP2DaZpHfvRVxGZl3fJEni4Kb1LP/8IyylJQDEpLdl2PW3kNS+08kOfVIUSiWDpl5DWrceLHz7FWrKSvnqsQfpOf5izrvsqjP2+f4QJAlWvCSngdSEgTYMNKHy36Fx0H48qJr+dRzcvJ5F77yGJAX4/qWnuPqplwiLiZdNPSUJqnLkNJEF6yB/PVQdkCvqo+Rjd5gA6YPlLBjnMJIkYbdUY6uuBkBjMKDR6fH7fAT8Pvw+Hz6Ph4DPR01lOcXFxXX3gDlz5vDYY4+RnX1sAk2na/ycfvDBB9x+++1cd911zJ07l7S0NPLz85k1axavvPIKr776aoM6Bw8e5IILLqB9+/Z8++236PV6LBYLAEuXLq0n1gEiIyPr/g4LCyM7OxtJkigqKuKBBx5g/Pjx7N+/v84nvTn+7Ha7nfPOO4/LLruMm29uOlvIucKUKVPq/u7cuTO9e/cmNTWVBQsWcMkllzRZ78QJYEmSTjop/PDDD3PvvffW/W+1WklOPs0J6yBBgvyxBAX+aREU+EGCnEUEUSBsRAqadCPVX+3DV+Gk/N1tmMa3QdshUo7En23GnWNG8hzxkVMI6LtFE3JeIurEMxxeue/NsoD49kbIWSrv04TBkAeh7y1/zIDfmAS3LDtj+eglv0TtykKsS/Lqcqa6D1hQp4YROjwZbbvwBoM/od+t8gp92a6GBzy0HPJWyZYN276QJznajWlWf5UqFf0nT6XvpMvI3baFHb/+zKHNGyncu4vCvcfa0oaGER4Xj8YQQu72LSBJiAoFXUaMYcDkqRhM4U22kZjVgUkPPk5Ffi7rvp3N/vWrWf3153Ur1nqjqVnnrba6kh9feZbSnP0YY2K54JZ/kdqle7PqnsjRdIbbly7k4Kb1BPyyy8XhrZtYN3c22pBQUrv2IKVTV7LXriR/13ZAnnQZNPVaOg0ZccYyECR16My1L77Fbx+/z95Vy9g8fx4H1q9m5I23k96j9xlp44yz5i35emuK5H5yWkhdw+uiJCeb+a+/gCQFUAp+nFYrPzx4JVNTd6ASA7JVjtSIv63KIGfB2PKpvGmM0G409L4BUge0+CNIkoTdXI3b6SAsKhqV5tQTKqcSZvXKBgJYK8tx1tYCYDCaCImMalDf5/FQVZiPx+HAGB2DPkzOFmI0yhN+cXFxJ22nsLCQO++8kzvvvJPXXnutbn9aWhqDBw+uE+3Hs2PHDkaPHs3QoUOZNWsWqhNccyIjI0/a7vH9io+P55577mHChAlkZ2fTpUsXQF7tHjt27En7fs01cjyV3Nzck5Y7V4mPjyc1NZUDBw40WSYuLq7Ban15eXmDVf3j0Wg0TVoEBAkS5BwlKPBPi6DADxLkT0DTxkjMXT0xf7Mf175qLD8chB8O1isjhqpQhKrxFsvm/Y4t5ajTwgg5LwFdx6i66P2nTYeL4Nof5JX8xJ4wfDqENB3kJuDx4y20oYzRtT4zwBkS994KB+Zv9uPJlwf92g4RKEwa7BtL8eRZqfpkN6qkEMKGp6DtEHFMDAgCtB8nbycy+H7Y/Z2cacCcC7OnQuYoGPsCRLQ5dacsBYghsbTp2Yc2PftQW1XJrt+XkL97O5aSYmzmaly1Vkpqj/mBthtwPoOmXE14fPN96qNT0rjo3ofZtWwpv370Hnk7tjLrwTsZf+f9JHfsctK6xfv38eOrz2I3yyuhNeVlfPv0o3QZPooh19yIRm9oVh9qqyrZu2oZO3/7pW41HiAhqyNte/Wl7OAB8nZuw2WrJXvNCrLXrABAoVLR+8JJ9L340j/ET15rCGHcv/5N+0FDWPrfd7FWlPPd8zPIGjiYYdfdfNIJlJNRuG83K7+Yid1STfdR4+kyYkyr4jbU49ByWPq4/HffWyE0FlxWcNfK24FfoGA9fDIOrpknT8gdwVJawrznn8Dn8ZBmqGZE3EG+zO1OuSuUxSWZjEvIRiAASi0k9ISU/vKW1Ee2EMhdBXt/gn3zZYuanV/LW6/rYeQToDM13W9JAq+j7l+7uRq7WfaJr7ZZMEbH1LNUOR6v2421qgKf241CpUKl1qDUaFCqNajUavn3KUlISCAdFfcVeF0uBAFC41KanMhSqtWEREZRW1lBbVUlap0Opar596lvvvkGj8fDAw880Oj7R83xj7JmzRquuuoqrrzySt566y3E05yoslgsfPnllwANJgr+7lRVVVFQUEB8fHyTZQYMGMCSJUvq+eEvXryYgQMHno0uBgkS5GwRAJo7VGxFzMi/O0GBHyTIn4TCoCLyuo7YVhdTs+gwBCTUyaFosyLQto9AFW9AEAU8BbXUri7CuaMST66V6lwrymgdpglt0Wa2Tqg0IHUA3Laqybd9Ne4jQQKrcB20gE+SMwO0j8DQKwZt1tnNDCD5A9jWlWD9ORfJG0DQKDBNaIu+ZwyCIBA2LIXaFYXY15fgLbRRNWsPhv7xmCa0RThVJGRBgM6TIXM0rHwZ1rwNBxZD7moY/zJ0u6LxCQqvE5Y8Dhs+gOj2cM33EBZPaGQUAy69ggGXXiEXc7kwlxZjKS2mtqqSxPadiGubefI+5a+DBf+GjhfD4H/Xa7/z0JHEtc1k/usvUFWYzzdPPsLAy6+i38TLjq2KB/xQugPUIezamcvS/76D3+cjKjmVsXfcx87ffmHbLwvY+dtiDm/bzMib/knbXn0b7Yrb4eDA+tXsXfU7+bt31s2cq3V6Og4eTreRY4hKSasrH/D7KTmQzeFtmynYsxNTTCwDL78KY8zJV1LPBG169OH6V95lzddfsGXhj2SvWUHu9s2Mvu1uMvs0f5XaXFrMyi9mcmDDmrp9yz//mLVzv6LbBWPpMfYiQiNakdnAUgDfTpNX2LtdKU8inXhtle2Gzy6B8j3w0Si49nuIaIPDWsN3zzyCs9ZKjMbGRWl5qC//mItcUXzzwjPss8YQM/oO+oy6APSRjVvjtB0mb+NeljNlbJklx+DYPBOyf4bxr0CHC+vXkSQ5XaatHN7oWrc75MjWHFRA5ClL1Sfi+H/+U3zSsvowI267DY/TibW8nPAWBKM8cOAAYWFhJxWZxzNp0iSmTJnCO++802SZgQMHNhD+NTU1KBSKur9DQkKQJAmHQ540mTBhAu3bt69Xx+/3Ifn/OiNZm81GTk5O3f+HDx9m27ZtREREEBERwYwZM5g8eTLx8fHk5ubyn//8h6ioqHo57a+99loSExN57rnnALjrrrsYPHgwL7zwAhdffDE//PADS5cuZdWqpp9fQYIE+esRDLJ3egQFfpAgfyKCIBA6KBFDnzjwBxD1DVds1MmhRE5tj3+sG9u6EuzrS/BVOKn8aBe6TpEYx7dBGXHm/YslfwD7hlLsm8rwFtnqvScalATsPlx7qnDtqUI0KNF3i0HfO7ZBPIEzhb/GjWu/WXZjOGBBcstm4JoME+GXtkNpOmaCqQhTY7qwDaFDk6hdWYRtRSH2dSVI3gDhkzNPLfIBNCEwcoYcI2D+3ZC7Er6/DQ7+BuNflf2kj1KyHebeDJVH/Hsr9sEnY2TLiPC0eodVabXEpLUhJq0Z1gAAlQfgyyngskDZTqg+KKcqPE6wRSWnctUzr/Lrx++xe/mvrJ7zGdbsdQwbkoWqYDUcXoHfWcPysnS2mmWxk9FnAGPvuBe1VseIG24jq//5/PLBG1hKS/j+xSeJy2iH1hCCQqVGqZY3t91O7rbN+LyeurYT23ei4+DhtD9vMGptQ59mUaEgsX3HetkPziZqrY6h195Eh0FDWfzBW5TnHmT+ay8w+T9PktK560nrOm21rJv7Fdt+WUDA70MQRLoMH0Vsmww2L/ie6uJCNv44l80LfqDDoCGkdetJZFIK4fGJpwzwhtcFX18DjiqI6woXvtpA3Nuqq8jZlku7y75G//11YD4MH43GO2UO37/zIebycsJULia1L0d9/QJI6E4yMOz6W/jt4/dZ+e23RGd0Iq37KcSqKEJKP3nrfoWcZaP6IMy5Sp5UGvQweBxgLYKAEwJeeULrHEUQBMKiY2VTfZcTR43llHWkQACX3YbLbgdJorq48IhFgQalRo1SpW7UjeTiiy9m3rx5rFy5kvPPP7/RY8+ZM4cOHeoHPjwq7gFCQ0PZsmULPp+P5cuX89JLL/H+++/j9/nwupx4jmQE8Xk8qE/XYuQssmnTJoYNG1b3/1E/+Ouuu4733nuPnTt3MmvWLCwWC/Hx8QwbNow5c+YQGnostVx+fn69yZGBAwfy1Vdf8eijjzJ9+nTatm3LnDlz6Nev39n7YEGCBPnjCZronxZBgR8kyDmAHEn/5AHSFEYNxtFphA5OwrokD9u6Ypy7q3BmmwkbmkTokCQE1ZmJiO3ab8Yy/yC+8iODeEGeaNB2jETXIQJljB5fuQP75nIcW8sI1HqxrSnGtqYYdXIohv7x6LtGnbQ/kiThN7vxFNbiKbThLazFW+5AUIgIWgWiVomgUeDxOfFVOlFYT/Cj1ykwjkrD0D++ST9eRYga09h01HEGqr/JxrG5DMkXIOLydgiKZlocRGXIQn3Va/D7s7DzG3m1c/LHkNBd9p/+7WlZ9ITEwojH5YBp5sPw8RGRH53VvLZOxFYBn0+WxX1EGzDnwfbZUFuKdNmnFOcVUVtdSVRSCuEJSYy5+R90C81Dt/crTO6V+H8RKHCEkWc3cdCeQaVLFuADY0voP9CIoDr2CEjq2JlrX3qbNV9/web531Oas7/Jbql1eqJS0kjM6kBEYjJhUdF4HA5UGm2zfarPNrFtMrjq2VdZ8OZL7F+3ih9efpornnyxnrXB8eRsWs8v776Gyy5PbqV178WQq6bVle8yfBSHtm5k44/fUbRvN7uX/8ru5b8CIAgiprg4IhJTiGuTQUaf/kQmp9Y/N4vuh+Ktsl/9lM8bBNEryt7LvBeewG23sUypIilzJKHm7fiLLFQ/9m/KnHo0opdLurkIuWWxHNviCN1Hjaf88CF2/b6Y+W++yFXPvkZ4XELzTlTaILhtNSx/AVa/iXfXTxTvO4B/5JMEnAKoBEAAfTT+W1bidzsRkRBFEAjUWVT6FVrMDgX+gICoUhLw+UGSEBQioZFRaA0hjV4rgSP5uQX5RDZ+PalOLXKVKhWhkVFYK8qxVVfh9/kalJEkCY9LvsfVVJZjKS0hNSkRa20tBXl5xB6Xrk0QBFRaLXqjqZ4LywcffMCDDz7I2LFjWbBgAUOGDGnQTnJyMhkZGU32VRTFuvcz27Yl//AhLpk4kXlfft6wz63JX/4nMXTo0CYzHQD88ssvpzzGsmXLGuy79NJLufTSS0+nazKi2LKc463IAy9Za1tcRzjV5OCJbXg8py50Av5qc4vrKONakdrX4Th1mRMIVFa1uI4YbmpxHZKbZ6VzPIK65bJJrG5ZWkbJ4WpxG62JYdPSnPYA5jlNu282ht/uhsZjgp6agARCM4V7ICjwTyQo8IME+Ysh6pSYJrTF0DcOy48HcR+qwbo0H9v6UtRJIShj9KiidCijdSij9SgMzffj9FU6sSw4hGuv7Jst6pWEjkhB3y26gb+9KtaAaVw6xtFpuHLMODaV4dxThaegFk9BLTULDqHvGYuhbxxIEr4qF75KJ74qJ74qF94SGwF7w0E3ADX1/1UgIEkS1e4SSpyHKHEewuwuJdKWSofyoXQYNPSkqdX0PWJAKVI9ex/O7RVUeQNEXtm++W4FokI2jU8fLAckNOfCx6MgpoMc+Ryg/YVw0RtgiIKMETBropwO8JOxcPV38mTA8bhtUJENkW0b93X2OGD2FLDkyVYANyyGkm04vryBPRv3s/P3qVQ7jk2gKBQiEWon0WoLRlU0Jc5QCh1GfNKxMiqNmrFZVjK9ObD4EaQtn1HT+15Ce05AodahUmsYcvUNdBk+ioq8XHweN267jT0rl1F26FjgK4/TQXH2Hoqz99TrslqnIyIhiYiEJMJiYvG6XLgddtx2O26HDbfDQXRqG/pfMgVjTCsGi6eJqFAw9p/3YrdUU7RvD3Ofn8GVT79cz7xeCgRY990c1nzzBQBRKWkMufoG0rr1rHcsQRRp26sfbXv1o+RANruWLaEyP4+qwnzcDjvmkmLMJcUc3LSO1V9/Tnh8Ipl9B5DZdyCxltUIW2YBAkz+CMJT647rsNbw+8z/Y9/q5XX7/D4veXv3ARpAPm8KIcDE/noib/2mvjUJshgdceNtVBXlU7J/Hz+89DRXPvNKoxYWjaLSwcgZWGKH8O3LL+HVx9DTp6bKrccWUKFQqRC8Il6XgCTp0BpCMMbGISDVpeBTSAEiQyTsfjU2jxKUKjR6A2HRMSiUTQ89zqSjjy40DLddvu6cR3Kf2y1mfB4PPq8Hn8dTJ5ilQACFUsnll1/Osy+/wn8//5Jnn5iB1+OWI/P7/XicTirKyoiIjMRlkyd+BEHggw8+QKFQMG7cOBYsWMDQoUNb3Fe3w47DWoPbbuf6qVN56513Wbh4MRMuvAi1Todaq0Ol06JQBIdtQYIE+R8guIJ/WgSfFEGC/EVRxRmIurkLzp2V1Cw4hL/GIwvzI+L8KMooHdqOEeg6RKJOCWsQnC/g9OEpqsW1z4xtbbEciV4UCBkQT9iIlEbdBo5HUAjosiLQZUXgr/Vg31SGfX0Jfosb26oibKtOzEF3HAoBVZwBdVII6qRQVPEGJEkid9MWdi9dguTyoxI16GPCqZJKcSqseFVuvAEXeAUq83NZ+eVMVs7+lOSOXeh4/jDa9T+v0cBt+i5RCKqOVH2+B9eeKipn7SHqmg4ts3pI7gv/WCmb7O+eJ4t7lQHGPg89rjlmYh0aB9MWwueXyKu0n14EE98Djw0KNshb+W7Z91odCn1uhAH/hJAYXHYbpfv3woqXEAoPImqSEPq+gGd/LntXbeNAdk/8R6LUq8QAkdEmqioseP1Q4dRQ4WxEOAsCnQYPZ/BV0/B7PRQseomYg7PQVO7D9PMt8PMt+EUNgs6EqDMRoQ0jIu18SlMuY8E7r2EpLUEQRPpOvJTw+EQcNRYc1hr5tcZCTXkplrJSPE4npQcPUHqw6SjYZYdy2LvyN7qNGk+/SZfXRTk/WyjVai6+fzpfTb+f6uJC5j03gylPvIhGr8fjcvLzO6/V+dr3GHMRQ6658aSCFCA+M4v4TNlKQ07lZqaqMJ+qwnzydm4jb8dWzCVFbPjhWzb88C0hSg8mdVf08RnolmWj21KKLjSM4uw97F+/uk50CqJIZt+BOGosFGXvQQoEUCoV9EhX0KF7R6InzYAmBJ9SpWLCvf/h84fvpqownyX/9zbj/vXvZltYVOTnMvftj7G7RELDlHXBjgKBAAG3u15ZeUKjCLVWh1ofhjraCJYCBE8tIQoXOr2KgNqIUqdF8DkgoARRKfdd+ONid8im+jFUFeTj93mRAgFqqyrrlRGPWPKEhEcSlZJGdKrAa6+9xh133IHD5eLaa68lNTWVvMICPv34YzQqJY8//FCd2X9tVSUqArz07NMEfF7Gjx/P17O/ZNjQobiPrF6Wl5dTUlKCIAjy+fP5CA0NQa1U4rLZkKQA5pJjcQUiY6KZdv31vP7eB0z7x+0IgoDNZmPfzmOZOI73Z09JSQGgurqa/Px8iovlYx1NCRgXF3fK7AFBggQJcm7RAoFPUOCfiCCdzH7qHMVqtWI0GqmpqSEsLOzUFYIE+Zsjef24c634Kp14yx3ySnmFE7+l/kBc1CvRZkWgitPjKbbjLbLhq6zvS6vJNGG6qC2qmNb7ekoBCVd2NfZ1Jbj2mxHUCpRROpSR2iOvOlQxejmQ4HGr6JbSEpZ+9C55O7YCEJmUwgW3/IvErA4N2nDZbOxfv4q9K5fVS0EXHp/AVc++3mR0c1eOmapP9yB5Ayhj9YQMTEDfPRpR04L5TkmCHXPg8Eo4/155Fb7Rxqyy/3z+msbf1xjBfcRcQamlIm0K3y6vxGE9uUlfbEoyXVS7aK/YjUbhR5LAqkmlIv0yKpTpWMrLiUpOJbFDZ7Ys/KEuer0pNh5LmRztXit6OS86jy7hpSiaMIPba41lUVEmIVExjPvXv0+ap97n9VJTVkJ1USFVRQXUVlWg1unRGkLQ6A1oDAYUKhXbFy8gf9cOQDb17zNhMr3GXXzW89TXlJcxe/q/sVvMpHTpzvBptzL/teepLMhDoVQy4qbb6TJs1Blpy+N0cGjrJg6s/IXD27bgDZx6Uim9R2/G3XEf2hDZH7mqqIDF779J8f69AEQkJJHUoTPx7dqT0K4D4fEJjYr3wr27+PrJ/yAFAgy/4R/0GH1hgzInUpS9l7nPPob3iPm6PiKKnldMIyEuFtVxvuPikb+PpkU8SlhUtDxx46yGmiKQ6r9fh6CQswYYov9Qoe+y1fJ/773H9KefJi87uy6mhEIt+9aLosi8efOYOHFiXZ2lS5fy8ssvs2HDBpxOJ2lpaVx44YXcfffdhIcYWPzzz0yaegX7tmzCeNw45NGnnuaLOV/z6QfvkZ6aSt+hwxvt03uvv8rECy9kztzveOzpZziwYyvakDD0YUaUajX5+fm0bduWL774gssvv5xly5bV82c/ynXXXcfMmTMBmDlzJtOmTWtQ5vHHH2fGjBkNz4vLxeHDh0lPT0d7wu/v7zzOOvrZRkROQym2wBy+FSb6qFqxjuZtwrLtDLZxtkz0W9NOa9y8WmOiL0W0fHI50AoTfcXZMNFXttw9U7K33H2iNSb6mye/3qL7yNHf58j0f6EUm5fe0hdws/TwW3/L+1VrCQr8IEH+xgRcPlwHzLj2VOPKribgaHzgoIjQok4KQd8jBm37iDPqRy35AqBowpf2OA5sXMvCN17C5/WgUKkYMPkKel80CYXy1C4G1opy9q5axtaff8JuMdNlxGhG3fKvJsu7c2uonLkbySULD0GtQN8jGkPfeNSJZzhIoMcBc2+EnKUQ3122AkjuC0l9ZZ/9/T/DypcpPrCf7wo64Q6oMCjd6BVepLAkAurQuhXd5I5d6DpyDLFtMsBRLUdgrz4MA/8FPa8FZcOHoSRJbPj+G1Z9NUveIQjEZ2bRtmdf0nv0JiIujoOrl7Bn6ffYig+jEX1EahwMiz2IKECeqhuxd85HG3pm7rWSJJG3Yysrv/yU8lw5NaTBFM75V15Px/OHNelLGAj42btyGaUHD9D7wklnxMS/7FAOc2Y8hNftQhBkNxCDKZwJ9/2HhHYNJ5VOi5oi+GgUPksRJYZe2Ps/iMPhxllbQ01ZKTmb1uN1OVEoVYy9416yBjQM2BYI+Nn2ywJWzv4U3wmr6NrQMBIys2jTsw9te/UjJOJYnPpN8+ex/LOPEBVKRt9+NzVlJVQW5GOKiSUyKYXIpBQiEpJQajRs/GEuq776tM53WhBFOgy9gPhe/UlJTUWn1SIqFIgKBUq1fL35vV48LmedOwaAMSYOXWgo+L1grwCfGwK+I5tffj266qLQyDEEtCe5xiRJPpbPJR/L55LjXmiMoI84Y6k3m4skSfLnddgbWTyS6lbq/X4/gRP8/wVRRKFUIiqVKBRK1FodmpCQ006x11KCAj8o8FtCUOAHBf5ZFfipd7RM4Oe9/be8X7WWoMAPEuR/BMkv4cmz4txbhd/iRhVvkM3iE0Na5Kf/R1C8fy/fPPkIPq+HlM5dGXnzHc0PCnYchXt2MeeJhwCY/PATpHXv1WRZv92LY0u5nJXgOCsGVVIIus5R6DpGoozWNWuwIUkS3iIb9s1lOHdWIvklFHolol6FqFciGlQoTBr0PWJQRTe0LMjdvoUfXnoSn9dHgq6GScm70Y5+DAbd3eJz0BSFe3ZRW11JatcejZrFS5JEUfYetiz8gZwN62gfXs3Y2F2yX3Wfm+RUamdy4icQIHvtSlbN+YyaslIA4tu1Z8S0f8gTGMeRu30LKz7/mIr8XABUGi3nX3kd3UeNb1VwIQBqy2DbFxz+7Wvm7YlEQiBOZ2fCqHaEnne9nC/+TH1eR7Uci6FiH0RmwA2/yLEagKrCAr59djq2qkpCIqOYeP90YtObsAg5grPWSuHeXRTv30fx/n2UHTqA31tffMRnZNG2T38yevfDYa1h8QdvYSk9SXo5QUCt1eFxHh30CXQeOpL+k6egCTM1KQSPR5IkaqsqcdRYEAQBU1x8vYB0JxSWMwjUlhwR+4AmDIyJIKrkKP0+p/zqdcqCXmoiwJxSC2EJcv2zJPQDfj8Oaw0epwNDeASaRtyCjiJJEgG/HykQQFQoEETxnAhGGRT4QYHfEoICPyjwz6rAT7m9ZQI//92/5f2qtQQFfpAgfyG8bhfrvpuDLiSUTsMuQBcSeupK5zjm0mJmP/pvnLVW2vbux4T7/oMotj4bwO8z/48ti34kJCKS615+B62h8RX542997kM12DeU4txVKccgOIIySoe2gxy/QBmrR1CJCEqxLs2e3+bBsa0Cx6YyvKX2ZvVPnRaGoW/ckZgACg5sWMOCN17E7/OR2rUHF08di8pfC5mjzvqq5FFs1VUIooghbzHMuxWQoP8/YfQzZ7xPfq+bLQt/ZO13X8sm4YJAt5FjOG/KNdiqq1jxxSfkbt8CgMZgwBSbUBfwL7F9R0bdehcRzc1zLkmQ8yts/gSyF9WZjue54yn3R9FDuwuleOT7j2gLPa6W4yNoWz4Q9Pt8bF30I55aM/1qv0BRshlC4+HGxWCSfaZLDmTz3fMzcNlqiUhM5tJHnjppsMim2/JSnnuI/F07OLhpHSUHsk9aXhcWRq9xE6mtrqIi/xAVubl15vgAprgELnn4CcLj5CjTJxOCJyJJEtaKMpy1tQiCQHh8Impd/eB+fp8PZ60Vv8eDqBARfQ4U3lpEIYBCkBCRmrjMBDk9pFIrbwiydcCR79EthmDzqkBQEB6fIK+IS/5jVgMKTZMxC5rLUWHvqDETOJqTXoDQiCj0RtM5IdybS1DgBwV+SwgK/KDAP6sCP/m2lgn8gvf+lver1hIMshckyF8Er8fN9y89Tf7ObQCs/voLOpw/lB5jLiK6iVRf5zoOaw3fPfc4zlorsW0yGf+v+09L3AMMuuJaDm3diKW0hGWz/suY2+5uUObwts0s+fBtHBYzelM4IaYIDOHhhCVHEyMmEyUk4s2txVfpxLayCNvKEwIFKgT8AS9CQEAUjvRXKaDrGImhdxwKk4aAw0vA7iXg8OG3e/HkWnFlV+PJteLJtWL58SCuGA+r132J3+ejXb/zGPuvf6NU/bnWFMAx827TFPC74cd/wbp3ZHHV91bZX7puE+TVVacFXDXHNqcZ7OVgK5dF2NFXj102tQ54we9FIfnpo4ug8x3P8tvaQvatXs72JYvYu2q5nMJMkhAVSnqMGU+/S6ai1RvYvmQRK76cSdG+Pcx64A4GXnYVvcZPPHkwvLw1sOQxOcXhUZL6Qq/rSO04kVS1AQrWw9bPYNc8OQ/8r0/Arrlw3U+yGXgzqSoqYNHbr1J+aD8XJ+1BEVqNV9DivvAjQo6I+9ztW/jxlWfxul3EZ2Qx6aHH0bXSDUKhVBGfkUV8Rhb9Jl6GrbqKg5s3kLNpHQW7tqPUaGjbsy8xaW1ZNWcWTqsVm1kOxlmZd0zciwoFXUaMZvi0W1v9Ozyagz7gD+B22LGUFhOekIRSrcbrch2JFG9rJH3aMYGpFAPolAG0WjUKjU6O6q/Uydffib76IdH4LCXUWu24/QBewEtNYQ4mlVO2QDkeUSUfT6WT0+0p1HKWDEGUYwIIQqOTWI0Je6VajVKlwmW3U1tVidftJiw65qyb2gcJEiTI346ARLOD5wXT5DUguIIfJMhfAJ/Hww+vPEPuts2oNFpMsXF15sog+2Z3H3MhbXr0QdnCHLp/Fj6Ph2+eeoTi/XsJi47hyqdfwWAKPyPHLtq3h69mPAiSxKQHH6dNzz6AvNK56qvP2PTTdyetb4yJZcwt9xJBLK69VXL8giZS+lW7S8h3ZRN5flt6XDyhSYsBAH+Nm9oNxVjXFCA6j4kIj9JNxMB09N1iUSUYzr1VwA0fwsJ//7FtiCq44isKvXH8+sn7VB65vtsNOJ/zp16LKa5+zmJrRTlLPny7bnVfVCgJj08gIjGJiIRkIhKTCI9PwCha0a17BWH/IrmiSg89r5NjFsR2bLwv7lrY/T389hTYyiCxF1zzfdM+4ru/h2XPI3kduF1erDVWfAEBjUIiUm3DGxCZm9+ZEk8knYeOJDo1nd8//ZCAX7bamHDff5qfwq6F+LxeRFGsC4i3Z8VvLHrn1XplTHHxdB05lk5DRjTqvtGSFfyjBAIBLCXFeFxO2WdfqawXN0Cl1aLRG5D8fvx+H36f74jPuq/emE6jN6ALDUWtl38Xx/82/H4f9upqHLU1IMmB/rUKLy6/CgkIVbkxKL3HxHugOSuwgiz4VXrQhCKpQ3B7/FgrK+qCCSrVagzhEXW/dYe1BltVJZIkoVRrMMXFoVSd+/fh4Ap+cAW/JQRX8IMr+Gd1BT/h1pat4Bd/8Le8X7WWoMAPEuQcx+f18tOrz3Joy0aUGg2TH3qCxA6dKNq3m62LfuLAxrV1QdhUWh1tevahXb+BpHfvfdYjkzcXKRBg/hsvsn/dKjQGA1c8+TKRSclntI1ln33E5vnzMIRHcP3L7+Ky21jwxgt1Kdy6jRr//+3dd3xUVdrA8d+dkt5DQhIIJJQQmoKUANIFlQ6Kgrq2FXVlXQREdHctuFaWF9BVUSwLYmWVYkEUVIpSlB56AiSENNJ7mczMef8YMjIkQAZCGs/38xkSbpl77jMnM/Pcc+459Bw1npKCfIrzcijOy6M4L4dDmzdQkHkaTdMRM+E2+tx6B3qDAWVRJO7ayfrFb2EpM+HlHUCX4TcRu+17sk6dBGzJyHUjx9G2R29cPDxso8d7eKI3GCjIzGDfj2s5sGE9Jfl5NHeLoI3PNbT07oDO+keLnz7QDY9rgvDo0RxjsyuT9F2S39+Dn16wTfWnrDhkYZre1o3d3c/2080X3PzAKxg8g8Er6MzPYHDxAr3xzMPFNl3amsfh0Gpbt+s7/4e1dX/if9+Kb1BzQtpFnbdISikObf6ZTR//l9KC/LPXEOhawnX+qXTxS0engVVpnNA6khRwE4Ede9Pmut4X7w6fcRiWjLSNBt/6esyTPmP3+vVkJSXi2zyUgObNaXV6NZ6HPjp/GTU9WX1fYMO2ZE4d2u+wrkO/gYz464waDSRZmzZ+9AF71n5Du54xXDN8BK06X3PBsQwuJcEHW6t3TlqKPbHXNA03L288fH0xulb/PFaLhbLiIkoLC6goq/pFt/LLf+WgiJVfYdw8vfAKCMSgs1KSn0dBXiFoEBAShkvlOABWM1SUnbmnv8T202K2deOv5v5+i9IorHClzGL7Um8w6PD0csfN0xNNd6YO6wygaZhKS8k7nYbVYkGn1+EV0Mz+t99QSYIvCb4zJMGXBL9OE/zQh2v892m2mvgxzbkEf9GiRcybN4+0tDQ6d+7Ma6+9xoABVQe3rbRp0yZmzpzJwYMHCQsLY/bs2fzlL39x2GbFihU888wzHD9+nLZt2/LSSy8xYcIEp46rlOL555/n3XffJTc3l5iYGN566y06dz7/LEbVqfUE/5VXXmHlypUcOXIEd3d3+vXrx9y5c+nQoUOtFb4pf/CIpiNx326Mbu7VTvF2rsykRMpLiglp096hBd5iruCbhXM5vnM7BqMLE556jlZdrnXYtyArk33rv+PQ5p8pysm2Lze4uBLZrQfXDh9J62u61dp5XS6rxcLGj95nz9pv0OkN3PqPf9GqyzW1fpwKUzkfPfkYuW5wLdgAAGGUSURBVKnJtIjuRObJREylJbh6enLTXx6jfe9+1e5XXlLMz0sWc2jzzwA0b9OeEY/OJG77r2z94lNQitD2HRgz8+94BzRDWa3E/76VbV9+Zk/0z2VwdcVsMtnndPXyD6DrDTfT9YYb8fTyp+xoDqWxWZQdyUFV/JFouET44NkzBPeuzdC5Xt6tC7VOnZmjVlnsSc4ls1TA8rshbi0YPeHulbZB7mpalLJCSg7/jCluA7rUXXgUxGFUf3xJii8M5NeMCHJMjgOhBUe0pU2P3rTt0ZvmkW2rT3JT98CHY6G8gGRzKF8ea4NF6XDXmxjd4gitPG0XFnbmhBOXH4CLi4Fuw4bR9tpr0czl0LwLBNkuUiQfOcj2FZ9zMnYP3W8ew5B7H7z0QQIvk1Kqxl+kLzXBB9v99sW5OeiNRty9few9CWrCbDJRWlRIWWEBFnP1SY/R1RXvwGa4nDXI3dnjAOgMBgJbhF880VbKluQrC8pSQVl+LoWFpVjP9AzwNJjwNJiqVnNNZ5vmz6s5FquVvNPpDhcmDC6uuHq44+LugdHNvUF135cEXxJ8Z0iCLwl+nSb4IQ85l+Cnv1vj4yxfvpy7776bRYsWcf3117N48WLef/99Dh06RKtWrapsn5CQQJcuXXjwwQd5+OGH2bJlC1OnTuWzzz7j1ltvBWDbtm0MGDCAF154gQkTJrBq1SqeffZZfv31V2JiYmp83Llz5/LSSy+xdOlSoqKiePHFF9m8eTNHjx7F27vm427VeoJ/8803M3nyZHr16oXZbOaf//wn+/fv59ChQ3h6etZK4ZvyB49oGnZ+s5JNH/8XgH633UWfWyZV+0XearGw+ZMl7FqzGrB1M27epi1hHTrRokNHDv+ykfjft6I3Ghk/+1kirul+3mMqq5W0Y3HE/76V+N+2kJ9x2r6uXa8+DLp7Cn7NQ2r1PJ2Vl57Gd2/NJy3uCAAjHn2cTgOqzu1cW1LjjvD5s7NRZ1rnwqI6MmraE/gEBV9036PbfuHH996irLjIlryeeau8dvgIBt/7UJV75ZXVStxvW9n93VcUZGdSXlzsMHAZQKuu3eg2fCRtevSuNuGwllsoO5JNye4MyuJy7Y3kmose92ua4TMkHENgA2rVr00VZfD5HXD8Z9to6Pd8BS2uu/A+JTmw5TX47V3biOtnM3pC675Yrp9JsVd7CrIyKMzOIi89jcR9u0mNP2J/TcF20aVd775ExVxPi46d7fegm0pLiF36L65NW4xRZ+VEaQhFHe8kKul93KwFmKx6vk9tT3xhECHtohjx18cvOuhfRVlZg+1dU53LSfBrg1IKZbWiUKDODJB55rXTG43VJgRWq5WclFOYTSZc3N3xD21x0cRBKYXZVE5RTo5t+jtsFxB8/HxsF4ws5bYW/8oxJKxnJWI6I/iEodz8KM7LpaykuMpUhsAf0+MZDOgNRnQG2zR5RtcLd0VVykpZURGaTnfB24CcIQm+JPjOkARfEvw6TfCDpziX4Ge8X+PjxMTEcN111/H222/bl3Xs2JHx48fzyiuvVNn+ySef5Ouvv+bw4cP2ZX/5y1/Yt28f27ZtA2DSpEkUFBSwdu1a+zY333wz/v7+fPbZZzU6rlKKsLAwpk+fzpNPPglAeXk5zZs3Z+7cuTz88MM1igfUQRf9zMxMgoOD2bRpEwMHDqyVwjflDx7R+O3+7is2fPiew7L2Mf24eeoMh/tsSwry+fa1uZw6GAuAh68fJfl5VZ5PbzAw7olniLzAlG/nUkqRkXiCAxvWsW/9WpTVit5opNeYW+g97rbLTi6sVotTg3Appdj/8w9s/PB9KsrLcHF354YHpl7R5L7Sb6v+x/aVy+kxahz9brvLqRbEwuwsvl+0kKQD+9AbDNwwZSpdh9xY4/2tFgvlpSWYSorRG4wOc5NfjCW/nOLdGZTsTMecbfvA13kaaHZ/F1xaNv7ZE6plKoFPJsLJLbYu/rctgVb9wHhOfTUVw/a3Yct/oPxM13yfltAqBsLPPJp3ueCI6SUF+STs2cnxXb+RuG+Pw8UYdx9f2vXqQ0ib9mxftZzCrExaeeRyS+sj6Dnry3dge5j8CeWeLSnJz8O3echlDxLZENV3gn+pzCYT2SmnUFYrXv4B5/37M5tMlBUVUlZUiPnMdIOapuHpH4Cnn//5Ew5lhbICKEgBi8m2zMXTVhddPLBYzJhKSzGVlGAqLTlvLwQAVw8PPHz9cXF3nJrTarFQWlhASX4uFrMFg1FPYHhkrYzTcbUm+Pn5+fj5+THI/y7nEvyKS0jwL+UWjQvUk9o6hiU3z+l9DM0vfmG8No5zKVVb5+fn9D7K3/l6fUkJfq6zCX7VC4MXc0kJfonzCX7eEudmebGUlLP37rfJy8vD17dmF1TsCX7QA84l+JkfcOrUKYf3K1dXV1zPuXhqMpnw8PDgiy++cOg+/9hjj7F37142bdpU5fkHDhxI9+7def311+3LVq1axe23305JSQlGo5FWrVoxY8YMZsyYYd9m4cKFvPbaa5w8ebJGxz1x4gRt27Zl9+7ddO/+R4PeuHHj8PPz48MPP6xRPKAORtHPz7d9+QoIsI1AnJCQQHp6Ojfe+MeXZFdXVwYNGsTWrVurTfDLy8spP+tKeEGBc38sQjgrce8u1i5aiE6nw83L+8zDC1dPL4Ij2tJ1yPBqk+Q9P3xrT+773DIJn6Dm/Pj+IuJ/20puWirjn3ga3+AQ0o/H8/X8lynMzsTo5s6IqTNo17sv+RmnST16iJSjh0g5coiS/DxuemS6U8k92L6cNo9sS/PIR7h2+Eg2LH2XpAP72L5yOQc2/cSgP/2ZDn0HXPBLYmVSfmL3jjNffosoLy6irKgIc4WJkHZRdBo4lA59B1Q7MFel4rxc1i3+Dyd220Yvb9mpCyOmzqxRK3ptiJlwO73HTbykrtDegc2Y+M8XOL7rd/xDwwhsWbXr1oXo9HrcvbwvaTpDva8rPkPC8R7c0jbq/rcnqEgpIvO9/QTe0wm3tn7V7ld2PI/i39Jw6xCAR/dg+5R+jYKLB9y5HD6aYBvt/qMJtpbRkC7QoqdtsLuyfPhlvm2EfrAl8kOfgaibnPpm6OHjS+dBN9B50A2YKypIOrCXuO1bOL7zN0oL8tn/0w/s/+kHAHyCmtProRfQu6bD8j/ZWm6jR8P4t8HNB1c4/3zvot4YXFzwCQom/3Q6Rbk5lJeWoOl06DQNTdOBTqOivNyhpV3TNFw9PfH0D8DocpEBnjSdbdwJV58zM0actl18yjoK7v7o3QNw97T9/SulsFostoEEzZWDClZgLi+lvKyc8pISyktKMLq62hJ9VxdKcrMoKS6xdzTRaQo3nRlb155G9HfdwBQWFgKwKfeTei5JI5Ne3wW4gEspW0M+n4bq1kvbrbCwsMYJvt1ZPbVqtC0QHu44ltNzzz3HnDlzHJZlZWVhsVho3tyxR0rz5s1JT6++UqSnp1e7vdlsJisri9DQ0PNuU/mcNTlu5c/qtjl5svpbQM/niib4SilmzpxJ//796dKlC3BphX/llVd4/vnnr2RRhbBTSrHpkyX21vTK6aQqHeRHtq/4jJ5jbqHbjSPt937uW7+Wn//7DgC9x02k3+1/QtM0AlqE8/X8l8hKSuTjf8zk2mEj2PntSiwVFfiHtmDcrH/aE0e/5iH4NQ+h08ChtXY+zcJbM/HpFzn2+zY2fvQBBZmnWfP6vzm0+WeGTfkrPs2qdrkqzsvl+7dfI3HvrvM+b/qxONKPxbHxw/dpc11POg0cSki7KPLT08lJSyE3LYXctFRSjhykrKgQvcFA/8n30GPU+Dq/7/hyjqfpdLTrVfP7wWubpmm4RvoS9GBXspcdovxEPllLDhB4RzTunf+4mm4pKCdvTQKl+zIBKI3NoujXFHxHRuLWvnZmJ6gTrt5w15ewdratu35xpu0++NQ9sOOsnjH+ETDkaehyK1xmfTIYjbTp3os23XthMZs5dWg/8b9tIS3uCK2u6c71t931xwW9+7+HgmToNP7yxh0QdcLdy5uKslJK8vOrHbQPbH9jLu4eZy7iejrfC0OnA+8QcA+AglQoy7VNE1maa7tA5RGA5h6A3uiGHjNGSylYCqCiCDQrZleNEosLpWYDFeXl5Gc4fsk0aFY8DSbcXA1obt5Icn95wsLCOHXqFN7e3g4XuQsKCggPD6/SCng1udpjIOdfu+evlKKwsJCwsDDn97VYUMpSs22ttu2qa8E/n3MbuC42Lk1125+7vCbPWVvbXMwVTfAfffRRYmNj+fXXX6usc6bwf//735k5c6b9/5UVsK4oq7XeBkISdS9h706ykhIxurlz69+ft3XfLLZ13yzOy+PQLz+TfzqdXz5dyo6vV3DdSNvUaD8vWQxAzzG30P+Oe+31uUWHjvzpldf46v9e4vSJeH5btRyANj16M/LRx+uk5U/TNNrH9COiew92fLWC31f/j4Q9O/lw1lQG3Hk/1w672V7Hj+/6jR/efp3SwgIMRhd6T7iNwBbhuHp64ebphZuXF5qm49iObRzc/DMZCcc5tmM7x3ZsP+/xg1pFMOJvswhqFXHFz7Wp0rnZuudnf3aEskPZZH98GP9b2+PRPZiirWkU/HgSVW4BDdw7BVJ2PI+KtGKyPjiAa5Q/vjdH4BJWO/fuXnHufnDLu7ar8nlJkLITknfZfpYXQa8/Q/d7bPOi1zK9wUDENd3PP95FeC+gV60fV9S+i30huvOOybz3zjt4+vqxatUqxo8fb1+3YcMG5s2bx2+//UZpaSkRERGMGDGCmTNn0qJFCzZu3MiQIUPIzc3F70z34NSMLG68cTR+vj58++m75J0+RWTMyGqPve3rpfTpcQ1Lv1jD/dOfsS8PahZAt2uu5Z+zZtG1Y1s8PVxx8fLhl9/2Mm/BQnbt2kVaWlqV8lZUVPD000/z3XffceLECVsX12HDePXVVy/py3VTptPpaNmy5XnX+/j4XJXJ3dmu9hjI+dfe+Tvdcl9JqZrPb38m2a5JuZs1a4Zer6/SWp+RkVGl8blSSEhItdsbDAYCAwMvuE3lc9bkuCEhtnGy0tPTCQ0NrXabmrpiCf7f/vY3vv76azZv3uzwRnopha/uHoq6UlpYwBf/+gd9J95J+5jqR90WTcvvq78EbIOptYiuOk92n1smcWTLJravXE5uWgpb//dHN7/rRoxl4F33V/li6R3YjEnPv8pP7y/iyNbNxIy//bwD711JRhdX+t12Jx36DuCHxa+TFneEnz5YxNGtmxly30PE/riWfettA4QEtY5k1LQnztst/bqR47hu5DiykhI59MsGDv+ygeK8PHyCg/EPbYF/SBj+oWH4h7UkvFOXOp8KrCnSjDoC7+pI7qp4SnaeJvfLeAp+SsKSa+ti7BLujd/4dri08MJSXEHhz0kUbU+jPC6XjPhc3K8JwrNnc1zb+tVL1/2y+FysRRXofFzQ+7ig93G98OwAmgb+rW2PLpfYN1BctdLS0uy/L1++nGeffZajR4/al7m7u1d7e9HixYuZOnUq9957LytWrCAiIoKkpCSWLVvG/PnzWbBgQZV9jh8/zvDhw4mOjubLL7/Ew8ODPKutd9ePK5fROTIUe9d6oweBoeHgFQg+e/Hx8eHo0aMopUg5dYrZT87m3kceIS4uHpczs6oUl5Vz7bXXcv/999tHbT5bSUkJu3fv5plnnuHaa68lNzeX6dOnM3bsWHbu3HmZkRRCiDqmFA7T8V5025pxcXGhR48erF+/3uFe+PXr1zNu3Lhq9+nbty/ffPONw7J169bRs2dPjGcGXO7bty/r1693uAd/3bp19OvXr8bHjYyMJCQkhPXr19vvwTeZTGzatIm5c+fW+BzhCiT4Sin+9re/sWrVKjZu3EhkZKTD+tosfF3YtWY1mUmJfL3g5QuOhi6ahpSjh0k5chC9wUCPkdX/oev0ejoNHEp0/0HEbfuV7SuXk52cRPebxzD43gfP22pkdHHl5qkzuPHhaU4N9HYlBLYMZ/Lzc9n7w3f8+tmHJB8+wEdPTrOv7zF6Av0n31NlpPjqNGsVwcC77mfAnfdhtVga9LzPTYGm1/C/tT06DwNFm1Ow5Jaj8zDgOyISjx7N7Ym73tOI35i2ePULI/+HREpjsyjdl0npvkx0Pi54dAvCo1swxlBPsELF6WIqkoswJRdiSilC7+dKwO1R6Fxr5/Us3nWa3C/iqp6Pqx5DkDv+49rhEt5EBw8U9aKyQQFsrUiapjksq05ycjLTpk1j2rRpLFy40L48IiKCgQMHkpeXV2Wf2NhYbrrpJgYPHsyyZcvsX/jQbN8VAiO7EtK1M5jLwegOZ98CoGkO5QoNDWXGzMcZO3YsR48epWvXrgCMGDGCESNGnLfcvr6+rF+/3mHZG2+8Qe/evUlKSqp26ichhGiwrFbQrBffDmwDnjph5syZ3H333fTs2ZO+ffvy7rvvkpSUZJ/X/u9//zspKSksW7YMsI2Y/+abbzJz5kwefPBBtm3bxgcffGAfHR9sg+UNHDiQuXPnMm7cOL766it+/PFHh17sFzuupmlMnz6dl19+mfbt29O+fXtefvllPDw8uPPOO506x1r/Jv7Xv/6VTz/9lK+++gpvb297VwRfX1/cz4wOW1uFrwv9bruLirIydq/9mq1ffEJWUiI3T53RqKY4EjW342tb633HAUMvOuK5Tqcn+vpBdOg7gMKc7GrvZa92v3pO7ivpdHquGzGGtj16s/69NzkZuwdP/wBGTJ1J62u6Of18mqZJcl9HNE3Db2QbjMEemLPL8B7QAp1H9RdjDIHuBN7ZEdPAQop3pFMSm4W1wETR5hSKNqeg93fFWlSBqnD8gKxIKSJryUGa3d/lwq3sNWA6VUjuqngAjKGeKLMVS4EJVW5BlVuoSC4i891YAv/UEbcOAZd1LFE3lFKUnjs1YR1xN7g7fT9iTX3xxReYTCZmz55d7Xq/c0br3rp1K3fddRd33nknb7zxxvnnudcbbY+LyMvL49NPPwX440LBJcrPz7e9V1zCCONXI1dXV5577rl66zHaEFztMZDzb0Dnf4Va8ME2pV12djb/+te/SEtLo0uXLnz33Xe0bt0asPX+SkpKsm8fGRnJd999x4wZM3jrrbcICwvjP//5j0Nvqn79+vH555/z9NNP88wzz9C2bVuWL19OTExMjY8LMHv2bEpLS5k6dSq5ubnExMSwbt26Gk0jf7ZanybvfB+6S5Ys4b777gNsXwyef/55Fi9ebC/8W2+9ZR+I72LqY/qW/RvW8eN7i7BazAS1jmT8E8/U2SjgVxOlFLlpqWSfOklQRJs6nbc969RJPpz1V9A07l/wNgFh579Hr6lRSpF+LI6AFi1lNPAmTpmtlB3NoWRPBqWHc8ByZqAYVz0uLb1waemNPsCN/LUJqDILLhE+l5XkWwpMnH5zD9YCE24dAwi8u5O9l4G13Iwl30Tetycoj8sFnUbAbVF4dK/63motqaBgUzIVqUW4tffHo1swep/avwdfVFXddGolFSXEfBpzkT2vjN/u/A0Po4dT+yxdupTp06dX2wKvaZr9nvapU6fyySef2GcAOp/Ke/BdXFyYNGmSvaXnbImJiURGRuLu7l4l8c/Pz0ev17N06VLuv/9+PD09UUpRcmbqqrFjx/LVV19Ve+yzy3s+ZWVl9O/fn+joaD7++OPzbnM1TpMnhGi4Kt97hnpMxqDVcJo8ZeLnks/l/eosV6SL/sVomsacOXOqTF3QkHUdciMBoS35esHLZJ5M4ON/zGDsjL/TslPNLkqI6lVOT5UWH0f6saOkH4ujrLgIAE2zjV7eY/QEWnToeMXLsuPrFQC07933qkruwfY3Gdq+Q30XQ9QBzaDDvXMz3Ds3w1pqpjypAEOAG4ZAd4f78l3CvMj8YD+mxAKylhy4pCRfma1kf3wIa4EJQ7A7AZM6OBxD52pAF2yg2T2dyPkijtJ9meQsP4qluALv/i1sz1FhoXBLKoUbT6HKbCPllsfnkb82Adf2/nj2CMa9UyCasWH0jBGNm7OjFY8bN45Vq1bxyy+/MGDAgGq3Wb58OR07On6G6c/qyeXt7c3u3bsxm81s2rSJefPm8c4771zaCWAbcG/y5MlYrVYWLVp0yc8jhBD15gq24F8NpD+tE1pEd+Kulxfw1byXyEg8zvLnnyI0KprofoPo0Lc/nn6NaCqqBqCivIzlc/7O6RPxDsv1RiN+zUPJTk4i/vetxP++ldD2Heg5egLtevd1fgqjGijIyuDIlk0A9B47sdafX4iGSOduwP08XeJdwr0JeqArme+fSfKXHqDZfTVP8pVS5K46himpEM3NQOA9ndG5Vf+Roxl0BEzqQL6XkaItqeR/ewJroQlDM3cK1p/EUmACwBjigXu3YMoO52A6WUB5XC7lcblorno8rg3Cs1cIxpZeNUrQlMWKtagCS1EF1iITmrsB11Zy5b+m3A3u/Hbnb/V27CslKiqK/Px80tLSHAYCPp/Fixfz5JNPMmLECNasWcOgQYOqbBMeHk67du3O+xw6nc6+Pjo6mvT0dCZNmsTmzZudLn9FRQW33347CQkJ/Pzzz9KaJYRonKwKNEnwL5Uk+E7yaRbM5H/N5acP3ubQ5g2kxR0hLe4IGz98j1Zdr6Vj/8FE9bkeo6vco38hSil+eOc/nD4Rj6uHJ2179CakfQdC23UgqHUEeoORrFMn2bVmNYd/2UBa/FG+WfgqfiGhDLn3IdpcV7vTVO36djVWi4VWXa4hpF1UrT63EI2VS7g3QVPOJPkJZ5L8uzud937/sxVvTaVk12nQIPDOaIzNLpyUaToN39Ft0Hm7UPB9IoWbku3r9H6u+NzYGo9uwWg6DZ/B4VRklVKy+zQluzOw5JVT/Hs6xb+nY2jugWevEDy6B6P3NKLMVirSizGdKrQ9Uops9/+XmquUIeCOaDyurdlYGlc7TdOc7ibfGEycOJGnnnqKf//73w6D7FXKy8tzuKdd0zQWL16MXq9n5MiRrFmzhsGDB19WGWbMmMGCBQtYtWqVw2jLF1OZ3MfHx7Nhwwb79E1CCNHoKAXUdJA9SfDPJQn+JTC6unHz1Bn0v+Ne4rb9wuEtm0g/FsfJ2D2cjN3D1i8+Yci9D9G2Z8wVGwiosdvx9QqObt2MTq9n3BNPE96pa5VtmoW35qa/PEb/yfew94dv2bvuO/LS01g193na9erLkPseqjKwnVKKpP37iP3pe0ry82jZsTOtu3YnNKrDeadpKy0sIPbnHwDoNe622j9ZIRqxc5P8tH/vxHtQC7z6tai2Nd9aaqZ492ny15wAwHdEJG5RNevdpGm25F3vaSR3VTw6NwPeQ8Lx6hOGZnS8h9nYzB3fGyPwGdaa8oR8SnaepmR/FubTJeR/e4L8tQkYm3tQkVEC5vN8+OtA52lEM+qx5JSR+2UcxuYeGENkHIqrVXh4OAsXLuTRRx+loKCAe+65h4iICJKTk1m2bBleXl7Mnz/fYR9N01i0aBF6vZ5Ro0bxzTffMHToUPv67OzsKnMf+/n5VbnvvZKPjw9TpkzhueeeY/z48WiaRlFREceOHbNvk5CQwN69ewkICKBVq1aYzWYmTpzI7t27+fbbb7FYLPZjBgQE2KfbE0KIxkBZFaqGLfi1PJxckyAJ/mXw8g+wzwWem57K0S2bif3pBwoyM/jq/14ksntPht73MH4hF+/mdzU5sWcHv3z2IQBD7nu42uT+bJ5+/lw/6W56jZvIti8/Y9ea1RzbsY2TsXvoO/EOrhs5joryMg5u/Il9678jNy3Fvm/y4QNsX7kco6sbLTt1oVXna/Dw80en16M3GNDpDSTs2YG5vJzgyLa07trtSp66EI2SS7g3QQ92JeeLOMynSyj44SRFv6bgPTgcrz6hoNfZkuwd6ZQcyAaz7aq7R/dgvAa0cPp4nr1CcOvgj+ZquOgtAZpOw62tH25t/fAb25aSvRkU7zxNRUoRFanFtm3cDLiEe+ES7o1LS28MgW7ovFzQuRvQdBrKoshacoDyY3lkfXSI5n/tVqNeCqJpmjp1KlFRUfzf//0fEyZMoLS0lIiICEaPHs3MmTOr3UfTNN588030ej2jR4/m66+/tne7HzZsWJXtP/vsMyZPnnzeMjz22GP85z//4YsvvuD2229n586dDBkyxL6+shz33nsvS5cuJTk5ma+//hqAbt26OTzXhg0bLrtXwdVg0aJFzJs3j7S0NDp37sxrr7123nEVmpI5c+bw/PPPOyxr3rx5lYtSTcnmzZuZN28eu3btIi0trcqglZWDgb/77rsOg4F37ty5/gpdiy52/vfddx8ffvihwz4xMTFs37697gqprNS8Bd+5afKuBrU+in5daMiju1aUl/Hbqv+x4+uVWC1m9EYjvcdNpNe4iRhdGsC0E/UsJzWZT/4xE1NpCdfccDPDHvyr070cMpMS+fH9RaQePQSAb/MQinNzMZvKAXBxd6fTwKEEtY7k1MH9nNy/l9KCC4+IDDB6+pN06Nv0P8yFuFTKqiiNzaRg/UnM2WUA6Hxc0Aw6LDll9u0qu8l79QlFM5xn2rArzJRahDmrFGOoZ5UBBKtjKa4g4409WPLKcevgT+C9nS+6z9XiQqOti8ZLRtH/w/Lly7n77rtZtGgR119/PYsXL+b999/n0KFDtGrVqr6Ld0XNmTOHL7/8kh9//NG+TK/XExTUdG9XWrt2LVu2bOG6667j1ltvrZLgzp07l5deeomlS5cSFRXFiy++yObNmzl69KjT05U1RBc7//vuu4/Tp0+zZMkS+zIXFxcCAq78NLaV7z2DtQkYtJpdaDerCjaqVVfN+1VNSIJ/heSkJvPTf98haf9eALwCAunYfzDR1w8iqHXkVdl1v6y4iE//+Ti5aSm0iO7Ebc+8dN5u8xejrFYObvqJTZ8soaywALB16e920yg69h+Mi7uHw7aZSYmc3L+X1KOHqCgvx2o2YzGbsVpsP4NaR3LTI49dkQH8hGhqlEVRsvs0BT8lYcmzXVi7lIHuGhpTShEZb+8DsxXvoeH43hhR30VqECTBb5okwf9DTEwM1113HW+//bZ9WceOHRk/fjyvvPJKPZbsypszZw6rV69m79699V2UenHutJNKKcLCwpg+fTpPPvkkAOXl5TRv3py5c+fy8MMP12Npa191027ed9995OXlsXr16jovT+V7T39GYqCGCT4V/Mp3V837VU1IF/0rJCCsJRP/+QJx27ewcdl7FOVks+PrFez4egUBYS3p0G8gUX2uR9PpKM7NoSg3x/7TYDQSGtWRsKhoPHx8qzx3RXkZpxOOc/q4bfT55pHtCI5s45DUNiRKKXJSk9n44XvkpqXgHRjEmBl/v+TkHkDT6egyZDhte8ZwaPMGmrdpS4voztUmFZpOR3BEG4Ij2sCYWy7nVIQQgKbX7APZlR7IAsCtUyA6l8Z9gcylhRf+E9qR+0UchT+fwqWFN+6d/xiozFpmxpxZiuamxxjUMN9vhRDOMZlM7Nq1i6eeesph+Y033sjWrVvrqVR1Kz4+nrCwMFxdXYmJieHll1+mTZs29V2sepGQkEB6ejo33nijfZmrqyuDBg1i69atTS7BP5+NGzcSHByMn58fgwYN4qWXXiI4OPiKH9fFxYWQkBB+Tf/Oqf1CQkJkrJGzSIJ/BWmaRoe+/Wnbozcn9uzgyJZNnNi9g5zUZLZ9+Snbvvz0os/hH9aSFh06EtQqgpzUFNLij5KZlICynnO/iaYRENaSkDbtCGnfgY79B+Pm6XWFzuziTGWlJB2IJXHvThL27qYg8zQABqML42b9s9amFHT39qHHqHG18lxCCOdoBh0e3a78B35d8uzRHFNyIcXb0sj531E8ugVhziqlIrMU65np+gA8e4fgOyISnbt8jArRmGVlZWGxWGjevLnD8qZ+H3qlmJgYli1bRlRUFKdPn+bFF1+kX79+HDx48KqciaHyNa+uPpw8ebI+ilTnRowYwW233Ubr1q1JSEjgmWeeYejQoezatQtX1yt7u7GbmxsJCQmYTKaLb3wWFxcX6WF2FvlmUgcMLi5ExVxPVMz1lJeUcHzndo5s2cTJ/XsxuLji5R+AV0AAnv6BePr5U15cRMrRw+SknCI3NZnc1OQqz+np509Iuw5omsbpE8cozM4kJ+UUOSmnOPTLBrav+JyBd91PpwFD0HRX9h5Ys8lEVlIiGYknyEg8zumE42QmnsBi/mMaKr3BQMtOXek9biLN25x/PmAhhKhvfqPbUJFWjCmxgOLfHL/g67yMWIsqKP49ndLDOfiPa4t7l2b1VNKmQVkVymIFs+2n5qpHZ2zcvUFE43NuD0ClVKO81chZI0aMsP/etWtX+vbtS9u2bfnwww/PO6jk1eBqrQ8AkyZNsv/epUsXevbsSevWrVmzZg233HLle8K6ublJsn6ZJMGvY64eHnQaOJROA4eirNYLJt+lhQWkxh0h9eghspKT8A9tQWi7DoS2j8I7MMjhjaY4L5fTCcc4ffwYh7dsIjc1me8XLST2x+8Z+ue/0Dyyba2UXylF/ul0UuMOn3kcIevUyao9CrANfhfZrQcR1/agVedrMMofqxCiEdD0OgL/1JGCn5LQueoxBHlgDPbAEOSOzs1A+Yl8clfGY84qJfvjw7h3DsRvXFv0PvU3kKoppYiiramgFJpBZxvc0Gj76Rrpi1s7vxo/l6qwUnG6GFNKERWpRZRVlGNtr7CazCgXdcmDDyqlUBVWlMli+1lhRZmtYK06FJDmbkDv7dLob/sQDV+zZs3Q6/VVWuszMjKqtOJeDTw9PenatSvx8fH1XZR6ERISAtha8kND/5gF62qtDwChoaG0bt36qq0TjZEk+PXoYi3r7t4+tO3Rm7Y9el/0uTz9/GnTvRdtuvei9/iJ7FrzFdtXfE5q3GE++fsMrhk+gn633VntPf3VMZtMFGRlUpB5moLMDPIzT5OTcorUuCOU5OdVW9bgyLa2R0QbQtq0x7d5yFVztVMI0bTovVzwH1d9byPXNr40f+w6Cn5OonBTMqUHsyk7noff6LZ49Aiu8/e9iowSMt/fjyo1V7u+EHC/Ngi/0W3Qe1d/j2JFRglFW1MxJRZQkVHikHSbvTWsLT0x55RTUajQjHo0Fz2aXgMN0Gw/baet2eYktipQttZ5rMqe0HO+cX11GppeBzpQ5RZUqRlzqRnNVY/e2wXNVS+fJ+KKcHFxoUePHqxfv54JEybYl69fv55x466+WwDLy8s5fPjwVTFFYHUiIyMJCQlh/fr1dO/eHbCN07Bp0ybmzp1bz6WrH9nZ2Zw6dcrhgodo2CTBb4L0BtvUfB37D2bTRx9wdNsv7Fu3hn3r1tju028XdaYnQAf8Q8PITU8j+9RJMpMSyT51kqxTSRRmZ17g+Q0Et2lHWFRHWkR1pHnb9ngHNpMvX0KIq4Zm1OF7UwTuXZuRuzKeiuQicr+Mo+xoDv4T2qHzuPRBRJ1hKTSRteQAqtSMsaUXHl2DUGZby7iqsGIpMlG6L5PSfZmUxeXiNzISj57N7e/XprRiCjckUbo/C87KvXUeBowtvDCGeWHx1CgyFoAOW9JusqBMlksrsE5DM+psFwjO9DDQ9GeS+zOsFRashRVYSypQ5RbM5aVoLnp0XkZ07gb5rBG1bubMmdx999307NmTvn378u6775KUlMRf/vKX+i7aFTdr1izGjBlDq1atyMjI4MUXX6SgoIB77723vot2xRQVFXHs2DH7/xMSEti7dy8BAQG0atWK6dOn8/LLL9O+fXvat2/Pyy+/jIeHB3feeWc9lrr2XOj8AwICmDNnDrfeeiuhoaEkJibyj3/8g2bNmjlcABMNm0yTdxVIOhDLpo8+ICPxuFP7GVxd8Q1qjm9wc3yCmuPXPISQdh1oHtkWg4xUKYQQgK2VunBTMgXrT4JVofNxIeC2KNza185goudjNVnIfDeWiuQi9IFuBD9yLXqvqu/NpuRC20WI1GLA1gPBq38LinekU3Y4x76dW6dAPHsEY2zhjd7XxZ5IV06nFhERgZvRFWu5BVVh+aOVXmH7p/LbhIatG7+m2S4K6DRbIm/Uoxm0GifoymzFUmjCWlLxx3MbdOi9jOg8jJd8q4CwkWnyHC1atIh///vfpKWl0aVLFxYuXMjAgQPru1hX3OTJk9m8eTNZWVkEBQXRp08fXnjhBTp16lTfRbtiNm7cyJAhQ6osv/fee1m6dClKKZ5//nkWL15Mbm4uMTExvPXWW3Tp0qUeSlv7LnT+b7/9NuPHj2fPnj3k5eURGhrKkCFDeOGFFwgPD6+H0opLIQn+VaQkP4/04/GkHTtKWvxR0o/HUV5cjJunF81aRdCsVWuahbemWXgE/mEtcPf2kZYSIYSoIVNyITmfH8WcVQqAV/8W+N4cYbsfvpYpqyL7o0OUHc5B52EgaGo3jM3cz7+9RVH0awoFP560dZWvpIF712Z4D2mFS6hntfteKBGsC8pixVJUgbW44o9bB3QaOk8jei+jQ+u/qDlJ8IUQommSBP8qppSivLgYV09PSeSFEKIWWE0W8tecsI++r/N2wRjqiTHIHUOwh+1nkAc6L+Mlv+8qpcj7+jjF29LAoBH04DW4tq7ZZ6E5u5Tcr45TfiwXj27BeA8OxxjsccF96jvBr6SsCmtJBZaiCjCfuUih09D7uKDzvPR4Xq0kwRdCiKZJLntfxTRNw83LS74UCSFELdG56PGf0J7AezvZptQrNFEel0vRllTyVh0j8939pL30G6n/2k7G2/vI+TKOwl+SKT2ag6Xw4vP+KrOVwp9P2ZJ7DQImRdc4uQcwBLoT9OcutPjX9QTc3uGiyX1Douk09F4uGJt7YAh0QzPqwKqw5JVjzizFes64AJqmXfBx33332bdbvXq1w74bNmxg5MiRBAYG4uHhQadOnXj88cdJSUkBbF1cNU0jLy/Pvk9qaipdunShf//+5OXlkZiYeN5jb9++HYClS5c6LG/evDljxozh4MGDDuXZvHkzY8aMISwsrNryAsyZM4fo6Gg8PT3x9/dn2LBh/Pbbb5cXdCGEEI2ODLInhBBC1DL3joG4zvajIqWIiswSzBmlmDNLqMgsxZJbhio1YzpZgOlkwR87aeAS7o1bx0DcOwVgCPZA0zSUxUr58XxK9mVSejALVWZLZH1HRuLRtdklle9K3DZQVzRNQ3M3orkZsBZXYMk3oUwWzBkltm773i6g00hNTbVfwF6+fDnPPvssR48etT+Pu3v1tzQsXryYqVOncu+997JixQoiIiJISkpi2bJlzJ8/nwULFlTZ5/jx4wwfPpzo6Gi+/PJLPDw87Mn/jz/+SOfOnR22DwwMtP/u4+PD0aNHUUqRkpLC7NmzGTVqFHFxcbicGe+muLiYa6+9lvvvv59bb7212nJHRUXx5ptv0qZNG0pLS1m4cCE33ngjx44dIygoqOYBFkII0ahJgi+EEEJcAToXPa6RvrhGOk5PqiosVGSeSfgzSjFnlFBxugRzRgmmpEJMSYUU/JCIPtANlxZelB/Pw1r8xxR4Oh8XvPu3wKt/i7o+pQZF02wt+jp3A5Z822B81uIz9+oDgXjZB/rzwg0NjWbu/rbR+8+M4H+u5ORkpk2bxrRp01i4cKF9eUREBAMHDnRosa8UGxvLTTfdxODBg1m2bBlGo+MMCoGBgfa5tc93HpXrQ0NDmTFjBmPHjuXo0aN07doVgBEjRjBixIgLxuPcEb4XLFjABx98QGxsLDfccMMF9xVCCNF0SIIvhBBC1CHNqMclzAuXMC+H5ZaCckoP51B2KJuy43lYsssozS4DQOdpxL1rMzyuDcKltU+9jyCvlEKVltbLsTV3d4dbyzS9DkOAG1ZPg701304psNgGGQSwnn0bhPZHTwZLsQlLoYn/ffo5JpOJJx6fhVKqyi1sfn5+Dv/funUrd911F3feeSdvvPEGOt3l9YzIy8vj008/BahyocAZJpOJd999F19fX6699trLKpMQQojGRRJ8IYQQogHQ+7jiFROKV0wo1nIL5fG5mFKLbL0A2vih6RvOeCmqtJSj1/Wol2N32L0LzaPq2AE6VwO6YAOqcso+pVBW20+dtxE00HkYUWarbSYBpewzClhLLVjyyzl64Ag+3j40w4eKlCLQ69D0mu3hokfnYXAYtX/ChAlMmjSJt95667zl7devX5XEP/d0NjpNh7XMTH5+Pl5eXiilKCkpAWDs2LFER0c7HZtvv/2WyZMnU1JSQmhoKOvXr6dZs0u7jUMIIUTjJAm+EEII0cDoXPW4d2mGexdJzpylaRpoABqa3rZMZ7T9YgiwjRavlAKzQllsCb7O3YDO3QA6zbHV3mJFWWzXCyg1YykwoXM3YK2w9RIYN24cq1at4pdffmHAgAEO5ah87k8/+IgOke0dpidUuSYsgLXEjLeXN9vX/oJFr/j19y3Mf2Mhb7/99iWd+5AhQ9i7dy9ZWVm899573H777fz2228EBwdf0vMJIYRofCTBF0IIIYRTNHd3OuzeVW/Hvuzn0DQwaraR+AG9pxFDoDvR13Yi/8N8snSFhAaH2Lr2W60os8JaYkZVWGxT9eWVA7Bo4Zv83esfjBgxgq+/WM3AfgPAqlAmCxUZttb4FgEhtG0Z+cfBdZrtFgud7fg6nY52EW0A6BDelrSkFCbdchs/rV5XeZ2istAXHRzR09OTdu3a0a5dO/r06UP79u354IMP+Pvf/37ZMRNCCNE4NN5hdIUQQghRLzRNQ+fhUS+PKzm168SJE3FxcWHevHloBh06Vz06d9vI/IZgd4qM5baW/jOseeW8+fwC7pwwmTG3jmPDup+wFlc4tNZr7gb0AW4YQzwxtrCNvWAM8cQY7GEb8V8DQ3MP9L6uaK56pj34V2IPHeCrb76y306gKqwokwVltlZX7PNSSlFeXl5r8RFCCNHwSQu+EEIIIQQQHh7OwoULefTRRykoKOCee+4hIiKC5ORkli1bhpeXF/Pnz7d39ddc9OjcDLy54D8YXA2Mv+82Vn++gqE33ICx3DZOQH5FEZkF2Q7H8fPzw83Nzf5/nVEPRj16bxcCA9154M9/5oX/vMotd9+GhkZRURHHjh2zt+YnJCSwd+9eAgICaNWqFcXFxbz00kuMHTuW0NBQsrOzWbRoEcnJydx22211EzwhhBANgrTgCyGEEEKcMXXqVNatW0dKSgoTJkwgOjqaKVOm4OPjw6xZswDsA+0ZgzwwBnngEuTBovffYcqUKYybdAsbtm6ybzNs2DBCQ0MdHqtXrz7v8TWdxvSZMzh85DArvl6Fzs3A7gN76dG3Fz369AJg5syZdO/enWeffRYAvV7PkSNHuPXWW4mKimL06NFkZmbyyy+/0Llz5ysYLSGEEA2NppRS9V0IZxUUFODr60t+fj4+Pj71XRwhhBCiySorKyMhIYHIyEiHVmfRuF3odZXvWUII0XhJC74QQgghhBBCCNEESIIvhBBCCCGEEEI0AZLgCyGEEEIIIYQQTYAk+EIIIYQQQgghRBMgCb4QQgghhBBCCNEESIIvhBBCCCGEEEI0AZLgCyGEEEIIIYQQTYAk+EIIIYQQQgghRBMgCb4QQgghhBBCCNEESIIvhBBCCCGEEEI0AYb6LsClUEoBUFBQUM8lEUIIIZo2k8mE1WrFYrFgsVjquzg1ZjBc+CvOPffcw3//+18MBgMrVqxg3Lhx9nUbNmxg/vz5/P7775SWlhIREcFNN93EjBkzaNGiBRs3bmTYsGFkZWXh5+cHQGpqKiNGjMDX15evv/6avLw82rVrV+2xf/31V/r06cOHH37IAw88YF8eHBxMr169ePnll+ncubN9+ebNm5k/fz67d+8mLS2tSnnP9cgjj/Dee+8xf/58HnvssWq3sVgsWK1WioqKMJlMDusqv19Vft8SQgjReDTKBL+wsBCA8PDwei6JEEII0bS1bt2ad955h9LS0vouilPWrl1r/339+vUsXryYL7/80r7Mzc2NPXv2AHDixAn77ytXrmTu3LmMGjWKl19+mdDQUNLT0/nuu+/4+9//zowZMzh27BgAsbGxeHt7k5yczF//+lciIiKYO3cuCQkJpKamAvDWW2/Rpk0bh7Lp9Xr27NnDyZMn8fT0tJcrIyODN954g5tvvpkVK1ZgNBrtx2nevDnTp0/nySefdCjvuTZu3MjGjRsJCgoiOTn5vNsBZGVlMWrUKE6ePFnt+uzsbHx9fc8fZCGEEA1Oo0zww8LCOHXqFN7e3miadsWPV1BQQHh4OKdOncLHx+eKH6+xk3jVPYm58yRmtUPi6LzGFjOTycTp06eJiIjAzc2tvotzSZKTk9E0jaFDh6LX66usb9OmDd27dyc5OZn58+fz6KOPsmDBAodtHnjgAfLy8vDz8yM/Px+Aa665hqSkJB555BEGDRrE0qVL7Um5v78/ADExMXTr1q3acsXGxmIwGBg+fLh9mY+PDxMmTMDd3Z2uXbsC0L17d/v6J5980l7ec6WkpPDaa6/x3XffMXbsWFq2bFntdgBlZWUkJiayc+dOXFxcHNbl5+fTqlUrAgICqt1XCCFEw9UoE3ydTkfLli3r/Lg+Pj6N4stYQyHxqnsSc+dJzGqHxNF5jSVmZWVlZGZmotfr7cmxUgqzyVov5TG46Jy+uK/T2YYcOvsczl2v1+tZuXIlJpOJp556qtrtAgMD7c8D8Ntvv3HXXXdx55138sYbb9iPc/Y25zvmueUCyMvLY/ny5YCth8GF9jt3ndVq5b777uOJJ57gmmuuOe92Z5dPp9Ph5eV13gs3Z5+PEEKIxqFRJvhCCCGEqD9mk5V3H9tUL8d+6PVBGF2rT1ovV3x8PD4+PoSGhtZo+wkTJjBp0iTeeuut827Tr1+/Kolyfn6+PfHOz8/Hy8sLpRQlJSUAjB07lujoaKfKPnfuXAwGA9OmTXNqPyGEEE2LJPhCCCGEENh6JjjTO2DcuHGsWrWKX375hQEDBlS7zfLly+nYsaPDsrNb1b29vdm9ezdms5lNmzYxb9483nnnHafKvWvXLl5//XV2795dJ7cuCiGEaLgkwa8BV1dXnnvuOVxdXeu7KI2CxKvuScydJzGrHRJH5zWFmBlcdDz0+qB6O/al0Oku3rU/KiqK/Px80tLSatSKv3jxYp588klGjBjBmjVrGDSoakzCw8PPO5p+Zbkq10dHR5Oens6kSZPYvHnzRY9f6ZdffiEjI4NWrVrZl1ksFh5//HFee+01EhMTa/xc0DTqqBBCXK3k5qoacHV1Zc6cOfJBV0MSr7onMXeexKx2SByd1xRipmkaRld9vTwupYW6Mrm/2D3lEydOxMXFhX//+9/Vrs/Ly6sSh8WLF3P33XczcuRINm7c6HTZzjVjxgz27dvHqlWrarzP3XffTWxsLHv37rU/wsLCeOKJJ/jhhx+cLkNTqKNCCHG1khZ8IYQQQghsre0LFy7k0UcfpaCggHvuuYeIiAiSk5NZtmwZXl5ezJ8/32EfTdNYtGgRer2eUaNG8c033zB06FD7+uzsbNLT0x328fPzO+/Adj4+PkyZMoXnnnuO8ePHo2kaRUVF9qn5ABISEti7dy8BAQG0atWKwMBA+wCAlYxGIyEhIXTo0OFywyKEEKIRkRZ8IYQQQogzpk6dyrp160hJSWHChAlER0czZcoUfHx8mDVrVrX7aJrGm2++yZQpUxg9ejQ//vijfd2wYcMIDQ11eKxevfqCZXjsscc4fPgwX3zxBQA7d+6ke/fu9invZs6cSffu3Xn22Wdr56SFEEI0GZpSStV3IYQQQgjRMJWVlZGQkEBkZOR5W51F4yOvqxBCNE3Sgi+EEEIIIYQQQjQBjSrBLy4uRjoc1JzEq+5JzJ0nMasdEkfnSczqnsVikZg7QeIlhBDCWY0mwbdYLDzwwAOMHDmSd999t76L0+BJvOqexNx5ErPaIXF0nsSs7imlSExMJD4+nszMzPouToMn8RJCCHEpGk2Cn5eXR7du3Rg+fDivvvoq/fv3Jz4+vr6L1WBJvOqexNx5ErPaIXF0nsSs7lksFjw8PPDx8SE9PZ0jR45QVlZW38VqsCReQgghLkWjHGSvqKiIiRMn0qdPH+bMmVPfxWnwJF51T2LuPIlZ7ZA4Ok9idmFXYjA2i8XC8ePH8fLyIiwsrFaesym7EvGSQfaEEKJpajQt+JXXIcxmM15eXgwYMIAlS5ZQVFTksF7YSLzqnsTceRKz2iFxdJ7ErO5VxlQphV6vx9vbm6ysLCwWi8N6YSPxEkIIcSkaRYKvlELTNAAMBgMA27dvp0OHDnh5eQHY12dlZdVPIRsQiVfdk5g7T2JWOySOzpOY1b2zY175s6ioCDc3N/R6vcPyioqK+ilkAyLxEkIIcakM9V2Amqj8EEtNTeWnn37i888/59dff2Xt2rVYrVZ0Oh1r1qzhf//7H8ePHwdgwYIF9O7duz6LXW8kXnVPYu48iVntkDg6T2JW9ypjbjKZKCwsJCcnh6KiItq3b29PZvPy8sjNzaW8vByA8PBwPD0967PY9UbiJYQQ4lI16HvwCwoKiI2N5fvvv2fHjh0cPHgQFxcXJk6cyJgxYxgwYAAA69ev5/bbb6dHjx5MmjSJI0eO8NFHH/H5558zdOjQej6LuiPxqnsSc+dJzGqHxNF5ErNLczn3alssFkpKSigoKKC4uJjS0lJ0Oh3+/v74+vri7e0N2F6b48eP4+HhQUBAAGVlZWRnZ9OmTRt8fHyuxGk1SHUZL7kHXwghmqYGm+CbTCaaN28OwM0330yvXr3o2bMn/fv3R6f7486ChIQEBg0axPDhw1mwYAG+vr5YLBbGjx9PdHQ08+bNq69TqFMSr7onMXeexKx2SBydJzG7dJeaCFqtVvbt2weAr68vHh4eeHp64uXlZW+hBigvL+fo0aP4+PjQsmVLDAYDSimOHTuGm5sb4eHhtX5ODVFdx0sSfCGEaJoa7D34BQUFdOrUifz8fIYPH87MmTMZOHAgOp0Oq9Vq3+7111/HarWycOFCfH197YPReHl5sX//fvt2RUVFJCYm1sOZ1A2JV92TmDtPYlY7JI7Ok5jVPYvFgru7OxaLBR8fH0JCQvD29kbTNIcB4k6fPo1SivDwcHuyqmkaer2e0tJSh+er7I5eE5qmXfBx33332bdbvXq1w74bNmxg5MiRBAYG4uHhQadOnXj88cdJSUkBYOPGjfZu8pVSU1Pp0qUL/fv3Jy8vj8TExPMee/v27QAsXbrUvkyv1zN8+HCmTZtGamqqQ7w2bdrEmDFjCAsLw83NjZ9++qlKvJ566ilatWrlcJyYmBgnXzUhhBCNXYNN8Js1a8aWLVv43//+x1NPPUXHjh357rvvAOytLRkZGbz33nv861//wsfHB4vFgqZppKenk5iYSI8ePVBKUVhYyPz587nzzjsZO3YsBw4cqM9TuyIkXnVPYu48iVntkDg6T2JW94xGI9HR0bRp04bk5GQOHDhAfn4+4DhAXFZWFi1atECv19uT1YqKCsrLy/H09EQphcVi4fTp05w4cYL4+HiHxP980tLS7I/XXnsNHx8fh2Wvv/56tfstXryYYcOGERISwooVKzh06BDvvPMO+fn5zJ8/v9p9jh8/Tv/+/WnVqhXr1q3Dz8/Pvu7HH390OG5aWho9evSwr68sV2pqKt9//z0At99+O3v27LHHq6SkhGuvvZbXXnsNgMDAwCrxslqtDB48mNTUVJKTk9mzZw+vvfZajeMlhBCiaWiwCX6liRMnkpGRwa233sqECRNYuXKlvbXl448/Jjg4mPHjx9tbWQDWrFmDUoqOHTuiaRre3t706tWLxx9/nBYtWjBgwAAWLFiAUqrJTTMj8ap7EnPnScxqh8TReRKzuhcQEEC3bt3w9/fn2LFj5Obm2uOUnZ2NwWDAz8/PYeT4ypZxNzc3e+u2p6cnISEhuLi4cOTIEdLT0y8Y85CQEPvD19cXTdOqLDtXcnIy06ZNY9q0afz3v/9l8ODBREREMHDgQN5//32effbZKvvExsbSv39/YmJi+Oqrr/Dw8HBYHxgY6HDckJAQjEajfX1luUJDQ+nZsyezZ88mLS2N7Oxse7xuvvlmXnzxRQYOHAhgv/Bxbrzc3d0JDQ2lRYsWREZGEh0dXeN4CSGEaCJUI1JYWKiSkpKUUkpZrVb1/PPPqz59+qiCggL7NgcPHlTjxo1To0aNUkVFRdU+z4cffqh69eqlMjMz66Tc9UXiVfck5s6TmNUOiaPzJGY1U1paqg4dOqRKS0vty6xWqzKVljr9KC0qUkX5+cpUWqrKS0rUyRMnVOzevaq0qMi+TX5ujjp88IA6dGC/w/LKh9VqVZmZmerQoUPKZDLV6ByWLFmifH19q10HqFWrVimllFqwYIECVGpq6gWfb8OGDQpQa9asUX5+fmrq1KnKYrE4bJOQkKAAtWfPnhqXKzc3V02ePFkB6vDhw8psNqvy8nKllC3mKSkpClArVqyw71NSUqLi4+PVhAkTlK+vrwoKClLt27dXU6ZMUadPn1ZKqWrjVd3rKoQQovFrFNPkVfLy8nKYo7hLly588sknlJeX20eWffXVV8nOzmbWrFl4enrapzw6W+fOnTl16hSbN2/mlltusS9XZ10NbwokXnVPYu48iVntkDg6T2J26czl5fzn3om19nzrnNh22odf4u7ujslkoqioCH9/f/u6y415fHw8Pj4+hIaG1mj7CRMmMGnSJN56663zbtOvX78qdSY/P9/eQyQ/Px8vLy+UUpSUlAAwduxYoqOjARzmvXd3dwdwGDciPT0ds9nM6NGjeeCBB2jVqhWJiYk888wzDB06lF27dp03XkIIIZqeRpXgn6tXr14EBAQwfPhwRowYwY8//khycjIvvPAC48aNs29XUVFh7w5XWFjI4cOHycjIoFu3bvZtlFLk5eVhtVoJDAys61OpExKvuicxd57ErHZIHJ0nMWscLBYLZWVlVFRUOHSHV2fu1QcwGC7t642zFwjGjRvHqlWr+OWXX+zTLJ5r+fLldOzY0WFZZdIO4O3tze7duzGbzWzatIl58+bxzjvvVPtclfPcp6WlkZycTGFhISaTibCwMP785z/bz6Fz58707NmT1q1b88033zBkyJBq42W1WsnNza3xBQ0hhBANX6NO8MPDw9m2bRtPP/00+/bto3///tx3331cc8019m10Oh06nY78/Hy+++47lixZwsmTJ3niiSdo06YNACkpKUybNo3ExESysrIYNWoUb731VpNreZF41T2JufMkZrVD4ug8iVnNGVxdmfbhl7X2fKmpqZSUluDm6kZAYAAe7h5VtjGbzeQXFHAyOZmKigpCQkJwdXUFbNMgJiUlYTKZMJvN+Pr62keUd0ZUVBT5+fmkpaXVKOldvHgxTz75JCNGjGDNmjUMGjSoyjbh4eG0a9fuvM+h0+ns66Ojo0lPT2fSpEls3ry5yrYuLi4AeHh4UFpaipeXl32k/0qVI+gHBQXRsmVLtm/fTnR0dLXxOn36NA8++CDdunVrcnVUCCGuVppSTWO0FbPZ7HDFvri4mN27d7Nq1Sp27NjByZMn8fPzo0ePHjz44IP07dsXTdPYs2cPDz74IJqmcc8999C1a1dmzZpF9+7deffdd5vsh53Eq+5JzJ0nMasdEkfnScz+UFfzpZ/bem6xWCgpKSEvL4/i4mJMJhN6vR4PDw+CgoLw9PRE0zRKSkrsUxZWJrunTp3Cw8OD1q1bo2kaS5cuZfr06Q7T2lXSNI1Vq1Yxfvx4Tp06Rbt27Zg6dSoLFy6ssm1eXh5+fn5s3LiRIUOGkJubi6+vL1OnTmXZsmWsWbOGwYMHA5CYmEhkZCR79uxx6N1xturKVVBQQHh4OEuXLmXChAnnLe+4ceMuGK+MjAyGDx/Oyy+/zMMPP1wlXlarleLiYsrLy5k5c2ajrqNCCCH+0Khb8M929hexjIwM7rnnHtatW8ctt9zCLbfcwg033EDXrl0dPriSkpJ4++23yc7OZt++ffj4+ADw4IMP8sYbb5CZmUlQUFCT/LCTeNU9ibnzJGa1Q+LoPIlZ3Ts7LhUVFSQkJFBQUIC/vz/+/v54e3vj7u7usF15eTkZGRmYzWY6d+5s7/oeFBRkX+5Md/3w8HAWLlzIo48+SkFBAffccw8REREkJyezbNkyvLy8qkyVp2kaixYtQq/XM2rUKL755huGDh1qX5+dnU16errDPn5+fue9WOLj48OUKVN47rnnGD9+PJqmUVRUxLFjx+zbJCQksG/fPgICAmjVqhW5ubnMmjWL66+/nrZt25Kdnc2///1vgoKCeOihh+xjTZwdr7Zt25KUlERkZKTUUSGEaEIa/DR5lyI4OJg77riDgIAA0tLSGD16NNdcc419rthKmzZtYuPGjcyZMwcfHx/Ky8sBiImJITExkfz8/KviQ07iVfck5s6TmNUOiaPzJGZ1z2g0EhAQgMFgoKKiAl9fXzw8PNA0zWGAuaKiIgoLCwkLC0Ov19vXeXp6Ul5ejsVicTrmU6dOZd26daSkpDBhwgSio6OZMmUKPj4+zJo1q9p9NE3jzTffZMqUKYwePZoff/zRvm7YsGGEhoY6PFavXn3BMjz22GMcPnyYL774AoCdO3fSvXt3unfvDmBvca+cts/NzY0TJ04wa9Yshg8fzvTp04mOjmbbtm32+/ari1dlJ06po0II0YTU5ZD9dc1isaj77rtP6XQ6de+99zpMYVRcXKwmTZqkBg4caF9WUVGhlFJq5syZqlOnTspsNtd5meuTxKvuScydJzGrHRJH512tMavP6dSsVqs6ceKE2rFjhzpx4oTDNG9ms1kdO3ZMHT582GF7pZRKSkpS+/fvt///auFMvEpLS9XBgwdVaWlpo6+jQggh/tAkW/Ar6XQ6lixZQlxcHDt37uSRRx6xX903mUx8/fXXzJw5E4DS0lIMBgOJiYmsXr2a22+/3T4a79VC4lX3JObOk5jVDomj8yRmdU/TNCIjI+nSpQslJSUkJSXZW52VUuTn5xMSEgLYpo7TNI3y8nLy8vIICAiwb3u1uJR4paSkSB0VQogmpMncg38hbdu25cCBA+Tn59vnoj18+DAeHh6EhYUB2OeWfe655wgKCuKmm26yj1ZrsVjQ6XQO3dYKCwvJysrCarXStm3bOj6jK0viVfck5s6TmNUOiaPzJGZ1z83Njc6dO2M2m+1xKysrQ6fT2acsrHwtUlNTMRgM+Pj42JdVJrnnDkpnNptRSl3RwQPrgzPxeuONN6SOCiFEE9KkW/DP5evra//9uuuuIyoqii1btgC2gWc+/vhjVq5cyf3330+fPn146623yM3NRa/X2z/kLBYL27dvJyYmhrFjx9KrVy8mT55McXFxvZzTlSTxqnsSc+dJzGqHxNF5ErO6d/aAeR4eHri6ulJUVATYWqSzs7PJzc2lWbNmeHl52QeUq5w6DmzJflFREYcPH+bYsWMcPnyY48ePN8nW64vFq6ioiPXr10sdFUKIpqT+7g6oP5X35C1YsEC5ubmpSZMmqeuvv155e3urF154QRUVFany8nI1atQo5efnp1588UX7vp988onq0aOHGj58uNqyZYvatWuXGjRokJo+fXqTvddP4lX3JObOk5jVDomj85p6zOrzHvzzqYxNenq62rlzp/3e8l27dqmUlBRlNpuVxWJRcXFxavfu3So1NdW+b1ZWljp48KA6evSoKiwsVEVFRerIkSMqKSmpwcS8tlUXr4MHD6rvv/9eLViwoNHXUSGEEH+4KhP8s8XGxqqHHnpIvfjii+qrr76qsn716tWqZ8+e6rPPPlMnT55UgwYNUpMnT3YYXOmll15SHTt2VEVFRXVZ9Hoh8ap7EnPnScxqh8TReU0xZg0xwT9bcXGxSkxMVKmpqSo3N7fK+tzcXHXw4EGVnZ2tysrK1JEjR9Tx48cdBqBLTU1V+/fvvyoGmauM18mTJ9XOnTurvK6NsY4KIYT4w1Wf4FfHYrE4/L+srEwppdSzzz6r+vbtq7799luH7f73v/+p9u3bqxMnTtj3iY+PV2lpaXVU4vol8ap7lxrzY8eOKaWUOnnypFq/fr1KSkqqw1LXL4lZ7bjcv/fCwkL1008/qYSEhLordD1r7DFr6Al+dc5tWa6MbXJysjp06JD9QkDldtnZ2So2Ntb+2lwNzn5da+NzXAghRMNwVd2DX1OVA89UcnV1JT4+nm3bttGrVy9GjBgB/DFoz7p16/D09CQyMhKAzMxMXn31VUaNGsWMGTMc5kluiiRede9SYu7l5WUfGOmDDz7gjTfeYMCAATz88MP2+bqbMolZ7bjcv/fk5GRWrVpF3759eeihh66KOErM6t65c7nrdDrKysooLi7G09PTYfwEgIKCAvR6Pa6urvZl6qwR+FUTH43/cusogNlstv/e1OMlhBANWn1dWWhsDh48qIKDg9XatWuVUsreje/YsWPKxcVFLVu2TCllaw0oKytT69evV//3f/+nNE1TU6ZMUcXFxfVW9vog8ap7NY25UkqVlJSo/fv3q40bN6obbrhBxcTEqFOnTtVLueuTxKx2OBNHi8WiEhMT1bZt29TQoUNVdHS02r17d72Uuz41ppg1xhb86pSUlKg9e/aovLw8pdQfrfelpaVq586dKisry2G51WpV5eXlKjk5We3fv19lZGTUT8GvkIu9rjWto5XLrVarSk1NVU8//bSKiopS7733Xh2chRBCiHNJC34NZWZmkp2dTbdu3QDQ6/VYrVamT59Ot27dGDVqFGBrNXB1dWXYsGGUlJRw/fXXM2TIEDw8POqx9HVP4lX3ahpzpRTu7u506dKFQYMG8dFHH1FeXs6GDRvqsfT1Q2JWO2oaR7C1FLZu3Zo+ffrw/fff06ZNG1atWlVPJa8/ErO6ZzabMZvN9s8XTdNQSnHq1Cnc3d0dWvVLSko4ceIEp06doqCgAIvFQl5eXj2VvH6cr44+9thjXHPNNYwdOxaw1c/Y2Fhuv/12HnvsMX766SeKi4v56quv6rH0Qghx9ZIEv4a6d+9O7969Wb58OQDHjx/nlVde4YcffmDhwoUEBAQA2KfZOXjwIN9++y09evSwfwiqq6jLmsSr7tU05pqmYbVa7fENDQ0lPz+fU6dO1VvZ64vErHbUNI4AmzdvJjExEQCj0YjBYCAuLo6ysrL6KHq9kZjVPQ8PDzw9PcnJyQFs88Knp6dTUFBAeHg4BoOB7OxsTpw4wcmTJ3FxcSE8PBw/Pz8MBgNhYWHA1fPZdLE66uvry6effsodd9zBlClTCA8PZ8GCBYwePZpmzZrx3HPPATTJ6QeFEKJBq7/OA43Pa6+9plxdXdWNN96oWrRooTp37qzefvtt+/qzB/V5+OGH1ZAhQ9SGDRuqrLtaSLzq3oViXl1MrVareuWVV1SHDh3Up59+WtfFbRAkZrXjYn/vlYNzzZo1S+n1enX//ferhx56SLVv317NmTOnvopdrxpLzBprF33ggo8xY8aoAwcOKECtWrVK5eTkqB07dqiMjAz1888/qxEjRih/f3/l5uam2rVrp2bOnKmSk5OVUkpt2LBBAQ6j9qekpKjOnTur66+/XuXm5qqEhITzHnvbtm1KKaWWLFnisDw4OFiNHj1aHThwwOFcNm3apEaPHq1CQ0Pt5a3OoUOH1JgxY5SPj4/y8vJSMTEx6uTJk9VuW5PXtbo6umjRIqWUUqtWrVKapqn333/fvv0vv/yievXqpaZNm3bR10cIIcSVoSl1lVyKriUpKSksXbqUsLAw+vfvT/v27e3rrFYrOp2O77//nn/84x/ccsstPP300/VY2von8ap7Z8e8X79+dOjQwWF9cXEx27dv5/fff+frr78mNjaW+fPnc9tttxEYGIhSqsoAVU2dxKx2nB3H66+/nqioqGq3++abb3j00Ue577776NevH71798bf39/+nnA1aQwxKysrIyEhgcjISNzc3K7osWpTenq6/ffly5fz7LPPcvToUUwmE7m5uXh7exMWFoa7uzurVq1i2LBhJCUl8emnn/LKK69wzz33MHLkSHx9fdHr9Xz22Wd4e3uzcOFCNm7cyJAhQ8jNzcXPz4/jx48zfPhwoqOj+fLLL/Hw8CAxMZHIyEh+/PFHOnfu7FC2wMBAjEYjS5cu5bHHHuPo0aMopUhJSWH27NmcOHGCuLg4XFxcAFi7di1btmzhuuuu49Zbb2XVqlWMHz/e4TmPHz9O7969eeCBB7jjjjvw9fXl8OHD9OrVi+Dg4Crxqenrer7P8W3btvHXv/6VU6dOMX/+fCZNmsSzzz7LDz/8wJo1a2jRosVV+TcthBD1TRL8y2Q2mzEYDPafSikmTJgAwIsvvkiXLl0cvvxbLBZ0Op393r+zk4KioiK8vLzq5TzqyuXEq1JJSQn79u0jKCiIdu3a1ct5NDbx8fH89NNP7N27l9WrV2O1WrnhhhuIiYnhxhtvpFOnTvZtr/Y6WulSY1ZJ6qnN7t27OXXqFKNHj0av19uXjx49mjZt2vCf//zHvkzqns2lxqxSbde9xprgn23p0qVMnz692vvoNU2zJ8wnT54kKiqK2267jdmzZ6NpGqGhoTRr1gylFPn5+fj6+rJx40aGDh1KTk4Op06d4qabbmLw4MEsWbLEHqPKBH/Pnj32+9hrUq5vvvmGsWPHEhsbS9euXS9Y3rNNnjwZo9HIRx99VKOY1MbrWlRUxNKlS3nhhRdwcXHB1dWVZ599lnvuuQeLxYJer5f3RyGEqGNyWfUyGQwGwPbB+uuvv/L++++TnJzMyJEj6dKlC2D7MM7JySE/Px+9Xo+maVRUVNg/7DZt2sTdd9/NLbfcwqRJk8jMzKy387nSLjVeZ9/DFxcXx3//+1/Gjx/PHXfccdUNfOQsq9XKM888w9SpU0lLS+Pzzz8nISGBzz77jOnTp9sT1aysLPLy8q76OgqXHjOpp1UdPXqUd955p8qAhF27duXUqVOYzWZ5fzzHpcSsruueUgqryVIvjyvZLrFixQpMJhNz5sxBp9NRXl5Obm4uYLtA7eXlhaZp9vq5bds2Bg0axOjRo3nhhRdISkri+PHjlzzda15eHp9++ilgG2+hpqxWK2vWrCEqKoqbbrqJ4OBgYmJiWL169SWVo6Y8PT159NFHWblyJZ6enpw4cYIvv/wSgNzcXPkcF0KIemCo7wI0dpVfNDRNY8iQIVitVsaNG2e/sl7ZCrVjxw7Gjh3LE088wYsvvmj/4F68eDGvvfYanp6ePPzww3z77bf07t2b77//vko34abgUuN1ditW165dmTp1KsOGDeOOO+6ga9euzJo1y96VUTjS6XR88sknREREMG/ePEJDQ6ttTdq1a5fU0TMuNWZST6uaNGkS+/btY9y4cUyaNIkJEybw1VdfsWHDBiZPnozBYGD79u1MmDBB6t4ZlxKzuq57qsJK6rNba+35nBH2r35oLvqLb3gJjh07ho+PD97e3pSXl9OyZUsAKioqKC0tJT4+npCQEPv2EyZMYNy4cTz22GOYTCaCgoLIz8/n8OHDuLq6AtCvX78q3dQrE9/K3728vFBKUVJSAsDYsWOJjo6ucbkzMjIoKiri1Vdf5cUXX2Tu3Ll8//333HLLLWzYsIFBgwZdVlzOp/JCx+7duzEajcybNw+w3R6xf/9+Ro8eLe+PQghRx6QF/zJVXsn/4osvOHr0KCNHjmT16tW8+eab5OTk2D/8brrpJlasWMHKlSvt9+0lJiby2GOPMX78eH744QcefPBBPv74Y0JCQli/fn09n9mVcSnxGjp0KBkZGfbn0Ov1dO/enV9//ZWoqCjGjh0rXwouQq/X8+qrr3Lw4EFiY2Np3rw5b7zxhsM2UkcdORszqafV0+l0vPrqq+zdu5e8vDxef/11jhw5wp133slLL70EwMiRI6XuncXZmEndqz2VF5lzcnJwdXUlJCSEkJAQjEYjPj4+tG3bltzcXJKSkgAYM2YMa9as4ejRo0RFRREUFERkZCRGo5HCwkLAdv//3r17HR5nJ7ve3t7s3buXXbt28c4779C2bVveeecdp8pttVoBGDduHDNmzKBbt2489dRTjB492unnclZ8fDwff/wxbdq04fHHH+fxxx8nJCSE4cOH8+WXX0odFUKIulaHA/pdNb766ivVqlUrtX79+irrysrK1LZt25TValUTJ05UvXv3VhkZGQ7bdO/eXT3xxBP2/5tMJlVYWHjFy11fLhav33//XeXn5yullDKbzUoppY4fP640TVOLFi1SFRUVDutyc3PtIx2L6q1YsUKNHz9eHTp0qMo6qaPVu1jMpJ7WTEZGhn10eKWUw+9S96p3sZhd6bpX3WjrVqtVWcrN9fK4lFlWlixZonx9fatdx1mj0i9YsEABKj4+3n6+5x7PYrGo7777TgFq165d6rbbblOenp5q48aN9m0OHjyotm7dqgC1Z88eZbFY7PG/WLnmzJmjBgwYcN5zoZpR9MvLy5XBYFAvvPCCw/LZs2erfv36Vfs8tTk7wrZt21RcXJxSSlU5T3l/FEKIuiUJfh2r/GK2b98+pWmaWrNmjcP6AwcOqH79+qmXXnrJvmzdunXqkUceUU8//bQqKCio0/I2NJVftIYNG6b69++vUlJSqmzzyiuvqMDAQHXHHXfYv1CImpM6evmknl4aqXuX70rUvcY6Td7ZaprgJyUlKRcXFzV9+vRqt83NzVVWq9U+Td7PP/+scnNz1V/+8hfl4eGhNmzYoEpKStThw4fVb7/9Zk/w8/PzVWJiokpOTnZIgKsrV35+vvLx8VErV668aHnP1rdvX/WnP/3JYdn48ePVHXfcUe3z1NfrKu+PQghxZUkX/StIVTMQUOV9eIsXL2bAgAH07NnTYf3WrVvJycmxL7dYLLi7u9OsWTO+//57fH192bdv35UvfD2oLl5ns1gsaJrG999/z88//8yTTz5JWFiYfR1AbGws27Zto0+fPqSlpREUFMScOXOudNGbFKmjl0fq6aWTund5pO5dvvDwcBYuXMjrr7/OAw88wKZNmzh58iRbtmzh4Ycf5oUXXnAYDd7T0xNPT08WLVrE/fffz6hRo1i7di1ms9k+Mn1WVhYZGRnk5ORw7Ngx1q9fT05OznnL4OPjw5QpU3juuefsn4tFRUX27v0ACQkJ7N27136rAMATTzzB8uXLee+99zh27Bhvvvkm33zzDVOnTr0Ckbo0UkeFEKIO1PMFhquS1WpV06ZNUzfddJPD8h07dqgbb7xRjRkzptr97r//ftWmTRuVmppaF8VsMKxWqyorK7P/v02bNupPf/qTys3Nta+vNHv2bNWxY0cVGxurlFJq1apVqm3btmrChAnVdo8U1ZM66jypp7VD6p7zrnTdu5pa8CutX79e3XTTTcrf31+5ubmp6OhoNWvWLHv9+vnnnxWgduzY4bDfI488otzc3NSSJUtUQkKCAqp9fPTRRxcs18mTJ5XBYFDLly9XSil7j4FzH/fee6/Dfh988IFq166dcnNzU9dee61avXr1eWNSl6+rvD8KIUTdkQS/nrzyyiuqT58+9g+rsrIyNWXKFNWlSxe1e/dupZRSFRUV9g+92NhYZTAY1CeffFJvZa4vx44dU2PGjFFr165V8+bNU/7+/ur333+vst2JEyfU7NmzVYsWLdSYMWPUiRMn7Ovi4+OVUo73rooLkzrqHKmntUfqnnOudN1rCgn+lZCamqoOHTpkr4cWi0UlJCSoAwcOqOLiYqWULXGtXF9cXKx27typsrKy6q3MZ6vL11XeH4UQou5Igl9P9u3bpyIiItSoUaPUvHnzVMeOHdV1112nFi9erJSqOqjP8OHD1eDBgx2ugF9NZsyYoYxGo9I0Tf35z38+bxwyMjLUwYMH1QMPPKB69uyp9u7dW8clbTqkjjpP6mntkLrnvCtZ9yTBr15xcbHat2+fiouLU2lpaWr//v3q4MGD9oEhz62nR48eVUeOHGkwCWpdv67y/iiEEHVDEvx6lJGRoe644w41evRodf/996tjx47ZP/jP/gKwcuVKpdfr1a+//lpfRW0QsrKy1P333680TVN/+9vfVHZ29nm3TUhIUF27dlVz586twxI2PVJHnSf1tHZI3XPelap7kuCfn8lkUsePH1dxcXEqISFBlZaW2hP7sxP8nJwctWPHjgY140N9vK7y/iiEEFeeptRFRjYTV1xZWZl9MJ5zlZeX07VrVwYOHMj7779fxyVrmH799VcWLFjA3/72N4YMGUJCQgKurq72gXqsVis6nY7JkyeTm5vLDz/8UM8lbvykjjpP6mntkLrnvNque2VlZSQkJBAZGXne1+JqVxnT8607ePAg3t7eRERE1G3BLqA+X1d5fxRCiCtHRtFvAM79YN2zZw+bNm0C4PXXXycrK4t//vOf9VG0Bql///6sXLmSIUOGAPCvf/2LDz74wL5ep9NRUlLC7t27iYmJqa9iNilSR50n9bR2SN1zntS9unducl9SUkJhYSEAGRkZmM1mQkND66NoDZLUUSGEuHIM9V0AUVVSUhITJkxg8ODB7Nixgzlz5hAZGVnfxWpwlFJomkb37t154YUXOHz4MLNnzyYnJ4fFixdjNBrp379/fRezSZI6WnNST2uX1L2aq+26Jx3+as5kMnHs2DG8vb0pLi4mLCwMV1fX+i6Wg4bwesr7oxBC1D7pot9AJSYmMmvWLFauXMmDDz7I888/T0hISH0Xq8FKSkpi6tSpHD9+HIvFQkFBAf/973+54YYbGtyXqqZC6qjzpJ7WDql7zrucumexWIiLiyM4OJjAwMA6KnHjV15eTnJyMrm5uQQFBREWFobRaKzvYtllZ2eTkZFBVFQUer2+vosj749CCFFLJMFv4H7++WfuuusuYmJieOedd+RL7EXExcXh5uaGp6enfBGtI1JHnSf1tHZI3XPepda9tLQ08vLyCA4OxsPDA03TrmApm5aioiKSk5Nxd3dvEEm+UoqSkhIyMjLw8/NrcLcOyPujEEJcHknwG4ndu3fTrVu38w7iI0R9kzoq6ovUvStPKUV6ejp5eXn1XZRGy2QyYTQaG8zFET8/P0JCQhpMeYQQQtQOSfCFEEIIUSMWi4WKior6Loa4TEajsUF0yxdCCFH7JMEXQgghhBBCCCGaAOnPKIQQQgghhBBCNAGS4AshhBBCCCGEEE2AJPhCCCGEEEIIIUQTIAm+EEIIIYQQQgjRBEiCL4QQQgghhBBCNAGS4AshhBBCCCGEEE2AJPhCCCGEEEIIIUQTIAm+EEIIIYQQQgjRBEiCL4QQQgghhBBCNAGS4AshhBBCCCGEEE3A/wMXYpTDl+FUgwAAAABJRU5ErkJggg==", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "assets = asset_loader.AssetData(17, seed=seeds[\"17\"][99])\n", + "assets.plotAssets()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "qcomp", + "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": "3.11.3" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/PortfolioOptimization/asset_loader.py b/PortfolioOptimization/asset_loader.py index a0d3456..e555719 100644 --- a/PortfolioOptimization/asset_loader.py +++ b/PortfolioOptimization/asset_loader.py @@ -6,7 +6,7 @@ class AssetData: - def __init__(self, N_assets, num_days, + def __init__(self, N_assets, num_days = 101, seed = 0, start_time = datetime.datetime(2020, 1, 1)): """ init function that initializes member variables diff --git a/PortfolioOptimization/data/qiskit_finance_seeds.npz b/PortfolioOptimization/data/qiskit_finance_seeds.npz new file mode 100644 index 0000000000000000000000000000000000000000..f9ecf46a7d94d75e53a68816abd1902e17fa0dfb GIT binary patch literal 12090 zcmd7YWt5b4-0<-sMM_#am8D_n20^-(Qo6fST0pvy5|D1`k`n1g5L84_kQNaH1WA?q zv-mvc>~QnyezkMX=Wur5$Jv?xcdnW1KUY|lXwj1d{<~!ey!+&vO$nj~0^wo=k_7VR z>e8)Wlt6+PcZC0=@V^MZO|4$HT3G!kfe!)$LRz)%*|JAS(exq3+vg9-kv^nN*B-rk zH1E>1YmZi~!|yNOyi?EC?(f;IdAHVn&Jvm@PmZiP(ho}if4;?z<9A5FP{y*9Lmc5p zqC^P<;*gjO6rd2*sKao^F_oDtWFud5ntP=8STj+Z26SKy(^<&R+~5vxM+*dUke_#` zN)5so$}kqNh*fOo8@}gXN=6R^%21AOd_Z4@GL?0#=SvRr4d=PQKO~6}2qYsFnF*y3 zB`8HDTF{B9Z08EMdCEWhORSjwA5zkq4s@kA!}*Lge9m@ua+I*3jJ7Pa?}$kI@|FIKOa{KY2CJ4;@fUAco&;o~2*n7a9*yY0 zM~q+zYuHLUM~4cGWHi%Q$tu2NA1AoLO&;)&w6DpBT$H3P&1gYOMlzcPtYR%2*hFwf zTPhC87%`&)ku{?<5~xEL7PE}ytYjs3fEgjcG+kx-y(Px*)F^2o$HRGj&Zuzb1hpb&R4}q;8%iCn3FvTfBDXP$zRqDVtoB;XPW@olp3IpE%DI?(>kxr1M}hQHS^G&S<8v zf!*BWF|p*3g0eKEF)e9NXZrC8vsuh0HuD7sImB6>5mPEvsl$8Jr#t-^%sAGug}vP4 zIWc4tpVVX~AHf;@)na_rh#3`%tQn=SBA{55Yy6Uq#PBP%MK23h*Xxl1he>* zE!?7sC7sD??o-JUjbc2LnaB5>WP>qK4W*OVq#YpRZfa9F!0>5yP zOI+p(SGmD$?r@I>Jmzoy;W+{8AA^|0A`WqhM>0~7k_==dGg-(lQ3;`W+n$YM@~&Nr7e?~#iz_;1-to)>)ho&QLTF? zK4Lf{7{gd5Fp)`2VHz{|gjvjH4hvYsQdY2v)vRS5>)F62K4%-d*~bx%a*VGz%~{Uz zGr=AGnRilXP)Ct=BYVE*b|H&c%o3LK8LL^xdN#6|t?b|ncCv>99OMv3ILb-BeBK}l$#|1gq$MM76GB$9Q;@MpJmEEs#3D9vNkBppk(i_;BRMHZMS9*M3t7oV4noOGK?+fX;*_E^WhqZZDp8rL zR40s@)S@=;Q=djOp%rcDKqorWg&y>z4+9v;AUS$V3QP$VPT@kc&|AlAi(;qA*1$K^e+Xo{ChV8r7*q zZR*j0hBTrv&1g;wTGEELw4)n6=*0&NWDr9b$}qwL!-?__u9`TfCJSU)|C`2V1F?o&GiA_A> zlaS=3AuZ{7i!5X%8#%~H9`aFu;=DsSDo~j!RHYgK@4RWV;RQ;rZAmPnZtaRvW(@dU?r>A$WFdw7rWWZKK65%qZ}i+qXRp$ z6%6Vq(r#v7@EQ0bm$=L|u5*Lm_?=t)!5!}LfWP>g=L9qqofyOln&6Hu?T--> z)KR3}&3^72D~1+g@j7uxKw^@Rls8FEDpHe{^kg72A!H#d*~m^_@=<`o6rm`^C_za| zQkRu%B7+-OcGn^y1qblRG2k#$6 z+U@KpI*J3GV&Ig$wF3gkdwURqW~o+O&Q*$JQb-#WvUZK zE$UK_rZl4^t?5K(y3m~-^rjyJ8O#XAGm*(mVJb8Dgqh6dQ|2(2c`RTNi&?@_ma~%8 ztYHVc*uy~%ahMZ)!}px!N6zsJ7rD$8u5+6|xXT0n;xSKn$}|2UxT7M)VvPto9!1*y z?C0K=qS+^kO_G8F`Dh2_Y-l$w6*H$wz*QP=b<_q8#O^Kox59 z9`93+1~jG_EoezQI?#zObf-5T(4PSeWEdkD$tcD$fk{kZ8Z-EWIm~4Ni};LHtYbZ& zvz2Xp!I$i2KZiNWNlx(%XF10OE^?V`{K^e(a+^Q6%Y7d6jDHFIua4qnd|Du4M|mUd zes=h;?{FG$st|D68NM|eh{qcw<4uy2iu7dUEi#jp9OR||1t~&N%2199RHPD>sYVzz zsYPAt(TFBAr5Ww$Ku0>!nXYuFCw=M100uIc;f!J&6Pe7%OkozYnag|@u#nZPVJ+*~ z!ZyBOC%f3k0S!u@xB?aL#vkK;_<~P#LFYWS35);X&J|f`KumF@Hg8LM^?u38S7Oe!QWy= z9J%Lp@Zvq-@&Tg%df7zIeUAJQMuwM8ugP7CiLDcNH(s1n)#goH^p<8Tw*h z`sJD6UB`$s2~wDOWdXrEOc7`5dFh9~GJ)XTgorZ>(wKQ=1HosG5od0sGxN#_g3l5n z&g98x=9Lu$e